diff --git a/Analysis/0109_preprocess/0122_preprocess_9.ipynb b/Analysis/0109_preprocess/0122_preprocess_9.ipynb
index 347c4df3e..f965c317a 100644
--- a/Analysis/0109_preprocess/0122_preprocess_9.ipynb
+++ b/Analysis/0109_preprocess/0122_preprocess_9.ipynb
@@ -31,14 +31,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "  0%|          | 15/17280 [00:00<01:56, 148.29it/s]"
+      "  0%|          | 0/17280 [00:00<?, ?it/s]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 17280/17280 [01:11<00:00, 242.06it/s]\n"
+      "100%|██████████| 17280/17280 [00:13<00:00, 1294.28it/s]\n"
      ]
     },
     {
@@ -4728,14 +4728,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "  0%|          | 8/17280 [00:00<04:13, 68.11it/s]"
+      "  0%|          | 0/17280 [00:00<?, ?it/s]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 17280/17280 [04:19<00:00, 66.61it/s]\n"
+      "100%|██████████| 17280/17280 [02:07<00:00, 135.82it/s]\n"
      ]
     }
    ],
@@ -4923,72 +4923,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2024-01-05 16:40:00\n"
+      "2024-01-05 03:20:00\n"
      ]
-    }
-   ],
-   "source": [
-    "m = 200\n",
-    "fmins = range(midnight, next_day, 300) # fmins : unix time by Five MINuteS\n",
-    "present_time = fmins[m] # 현재시점\n",
-    "print(datetime.fromtimestamp(present_time))\n",
-    "\n",
-    "# 1. 조회시점의 유닉스 타임 이전의 신호이력 수집\n",
-    "rhistory = history.copy() # recent history\n",
-    "rhistory = rhistory[(rhistory.end_unix < present_time)]\n",
-    "# 2. 시작 유닉스 타임컬럼 생성 후 종류 유닉스 타임에서 현시별 현시기간 컬럼의 합을 뺀 값으로 입력\n",
-    "# - 현시시간의 합을 뺀 시간의 +- 10초 이내에 이전 주기정보가 존재하면 그 유닉스 시간을 시작 유닉스시간 값으로 하고, 존재하지 않으면 현시시간의 합을 뺀 유닉스 시간을 시작 유닉스 시간으로 지정\n",
-    "for i, row in rhistory.iterrows():\n",
-    "    inter_no = row.inter_no\n",
-    "    end_unix = row.end_unix\n",
-    "    elapsed_time = row[[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]].sum() // 2 # 현시시간 합\n",
-    "    # 이전 유닉스 존재하지 않음 : 현시시간 합의 차\n",
-    "    start_unix = end_unix - elapsed_time\n",
-    "    pre_rows = history[:i] # previous rows\n",
-    "    if inter_no in pre_rows.inter_no.unique(): # 이전 유닉스 존재\n",
-    "        pre_unix = pre_rows[pre_rows.inter_no == inter_no]['end_unix'].iloc[-1] # previous unix time\n",
-    "        # 이전 유닉스 존재, abs < 10 : 이전 유닉스\n",
-    "        if abs(pre_unix - start_unix) < 10:\n",
-    "            start_unix = pre_unix\n",
-    "        # 이전 유닉스 존재, abs >=10 : 현시시간 합의 차\n",
-    "        else:\n",
-    "            pass\n",
-    "    rhistory.loc[i, 'start_unix'] = start_unix \n",
-    "rhistory[rhistory.isna()] = 0\n",
-    "rhistory['start_unix'] = rhistory['start_unix'].astype(int)\n",
-    "rhistory[['inter_no', 'start_unix', 'cycle']][rhistory.inter_no==175]\n",
-    "rhistory = rhistory[['inter_no', 'start_unix'] + [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)] + ['cycle']]\n",
-    "inter_no = 201"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def calculate_DS(rhist, curr_unix):\n",
-    "    ghour_lt_curr_unix = hours[hours <= curr_unix].max() # the greatest hour less than (or equal to) curr_unix\n",
-    "    start_unixes = rhist.start_unix.unique()\n",
-    "    start_unixes_lt_ghour = np.sort(start_unixes[start_unixes < ghour_lt_curr_unix]) # start unixes less than ghour_lt_curr_unix\n",
-    "    # 기준유닉스(base_unix) : curr_unix보다 작은 hour 중에서 가장 큰 값으로부터 다섯 번째로 작은 start_unix\n",
-    "    if list(start_unixes_lt_ghour):\n",
-    "        base_unix = start_unixes_lt_ghour[-5]\n",
-    "    # start_unixes_lt_ghour가 비었을 경우에는 맨 앞 start_unix로 base_unix를 지정\n",
-    "    else:\n",
-    "        base_unix = rhist.start_unix.min()\n",
-    "    D_n = curr_unix - base_unix\n",
-    "    S_n_durs = rhist[(rhist.start_unix > base_unix) & (rhist.start_unix <= curr_unix)] \\\n",
-    "        [[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]]\n",
-    "    S_n = S_n_durs.values.sum() // 2\n",
-    "    return D_n, S_n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
+    },
     {
      "data": {
       "text/html": [
@@ -5012,273 +4949,501 @@
        "      <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",
-       "      <th>D_n</th>\n",
-       "      <th>S_n</th>\n",
-       "      <th>diff</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704389500</td>\n",
+       "      <th>60</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>40</td>\n",
+       "      <td>23</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>40</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>140</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704389640</td>\n",
+       "      <th>60</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>17</td>\n",
+       "      <td>58</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>17</td>\n",
+       "      <td>58</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>140</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>2660</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>67</th>\n",
+       "      <th>60</th>\n",
        "      <td>202</td>\n",
-       "      <td>1704389780</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>39</td>\n",
+       "      <td>101</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>39</td>\n",
+       "      <td>101</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>140</td>\n",
-       "      <td>2800</td>\n",
-       "      <td>2800</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>68</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704389920</td>\n",
-       "      <td>140</td>\n",
-       "      <td>2940</td>\n",
-       "      <td>2940</td>\n",
-       "      <td>140.0</td>\n",
+       "      <th>70</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>33</td>\n",
+       "      <td>35</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>33</td>\n",
+       "      <td>35</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>120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>69</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704390389</td>\n",
-       "      <td>140</td>\n",
-       "      <td>3409</td>\n",
-       "      <td>3080</td>\n",
-       "      <td>469.0</td>\n",
+       "      <th>56</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704388801</td>\n",
+       "      <td>36</td>\n",
+       "      <td>20</td>\n",
+       "      <td>68</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>20</td>\n",
+       "      <td>68</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",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704390529</td>\n",
-       "      <td>140</td>\n",
-       "      <td>3549</td>\n",
-       "      <td>3220</td>\n",
-       "      <td>140.0</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704390670</td>\n",
-       "      <td>140</td>\n",
-       "      <td>3690</td>\n",
-       "      <td>3360</td>\n",
-       "      <td>141.0</td>\n",
+       "      <th>78</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704392159</td>\n",
+       "      <td>43</td>\n",
+       "      <td>29</td>\n",
+       "      <td>56</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>48</td>\n",
+       "      <td>56</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704390810</td>\n",
+       "      <th>84</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>40</td>\n",
+       "      <td>23</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>40</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>140</td>\n",
-       "      <td>3830</td>\n",
-       "      <td>3500</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704390950</td>\n",
+       "      <th>84</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>17</td>\n",
+       "      <td>58</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>17</td>\n",
+       "      <td>58</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>140</td>\n",
-       "      <td>3970</td>\n",
-       "      <td>3640</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391090</td>\n",
-       "      <td>140</td>\n",
-       "      <td>4110</td>\n",
-       "      <td>3780</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391230</td>\n",
-       "      <td>140</td>\n",
-       "      <td>701</td>\n",
-       "      <td>700</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391370</td>\n",
-       "      <td>140</td>\n",
-       "      <td>841</td>\n",
-       "      <td>840</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391509</td>\n",
-       "      <td>140</td>\n",
-       "      <td>980</td>\n",
-       "      <td>980</td>\n",
-       "      <td>139.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391650</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1121</td>\n",
-       "      <td>1120</td>\n",
-       "      <td>141.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391790</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1261</td>\n",
-       "      <td>1260</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704391930</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1401</td>\n",
-       "      <td>1400</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704392070</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1541</td>\n",
-       "      <td>1540</td>\n",
-       "      <td>140.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704392211</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1682</td>\n",
-       "      <td>1680</td>\n",
-       "      <td>141.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>202</td>\n",
-       "      <td>1704392350</td>\n",
-       "      <td>140</td>\n",
-       "      <td>1821</td>\n",
-       "      <td>1820</td>\n",
-       "      <td>139.0</td>\n",
+       "      <th>98</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>33</td>\n",
+       "      <td>35</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>33</td>\n",
+       "      <td>35</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>120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>84</th>\n",
        "      <td>202</td>\n",
-       "      <td>1704392490</td>\n",
+       "      <td>1704392211</td>\n",
+       "      <td>39</td>\n",
+       "      <td>101</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>39</td>\n",
+       "      <td>101</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>140</td>\n",
-       "      <td>1961</td>\n",
-       "      <td>1960</td>\n",
-       "      <td>140.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>194 rows × 19 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "    inter_no  start_unix  cycle   D_n   S_n   diff\n",
-       "65       202  1704389500    140  2520  2520  140.0\n",
-       "66       202  1704389640    140  2660  2660  140.0\n",
-       "67       202  1704389780    140  2800  2800  140.0\n",
-       "68       202  1704389920    140  2940  2940  140.0\n",
-       "69       202  1704390389    140  3409  3080  469.0\n",
-       "70       202  1704390529    140  3549  3220  140.0\n",
-       "71       202  1704390670    140  3690  3360  141.0\n",
-       "72       202  1704390810    140  3830  3500  140.0\n",
-       "73       202  1704390950    140  3970  3640  140.0\n",
-       "74       202  1704391090    140  4110  3780  140.0\n",
-       "75       202  1704391230    140   701   700  140.0\n",
-       "76       202  1704391370    140   841   840  140.0\n",
-       "77       202  1704391509    140   980   980  139.0\n",
-       "78       202  1704391650    140  1121  1120  141.0\n",
-       "79       202  1704391790    140  1261  1260  140.0\n",
-       "80       202  1704391930    140  1401  1400  140.0\n",
-       "81       202  1704392070    140  1541  1540  140.0\n",
-       "82       202  1704392211    140  1682  1680  141.0\n",
-       "83       202  1704392350    140  1821  1820  139.0\n",
-       "84       202  1704392490    140  1961  1960  140.0"
+       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
+       "60       178  1704388800       38       39       40       23        0   \n",
+       "60       201  1704388800       24       24       17       58       17   \n",
+       "60       202  1704388800       39      101        0        0        0   \n",
+       "70       206  1704388800       33       35       26       26        0   \n",
+       "56       177  1704388801       36       20       68       26        0   \n",
+       "..       ...         ...      ...      ...      ...      ...      ...   \n",
+       "78       210  1704392159       43       29       56       22        0   \n",
+       "84       178  1704392160       38       39       40       23        0   \n",
+       "84       201  1704392160       24       24       17       58       17   \n",
+       "98       206  1704392160       33       35       26       26        0   \n",
+       "84       202  1704392211       39      101        0        0        0   \n",
+       "\n",
+       "    dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  dura_B5  \\\n",
+       "60        0        0        0       38       39       40       23        0   \n",
+       "60        0        0        0       24       24       17       58       17   \n",
+       "60        0        0        0       39      101        0        0        0   \n",
+       "70        0        0        0       33       35       26       26        0   \n",
+       "56        0        0        0       36       20       68       26        0   \n",
+       "..      ...      ...      ...      ...      ...      ...      ...      ...   \n",
+       "78        0        0        0       24       48       56       22        0   \n",
+       "84        0        0        0       38       39       40       23        0   \n",
+       "84        0        0        0       24       24       17       58       17   \n",
+       "98        0        0        0       33       35       26       26        0   \n",
+       "84        0        0        0       39      101        0        0        0   \n",
+       "\n",
+       "    dura_B6  dura_B7  dura_B8  cycle  \n",
+       "60        0        0        0    140  \n",
+       "60        0        0        0    140  \n",
+       "60        0        0        0    140  \n",
+       "70        0        0        0    120  \n",
+       "56        0        0        0    150  \n",
+       "..      ...      ...      ...    ...  \n",
+       "78        0        0        0    150  \n",
+       "84        0        0        0    140  \n",
+       "84        0        0        0    140  \n",
+       "98        0        0        0    120  \n",
+       "84        0        0        0    140  \n",
+       "\n",
+       "[194 rows x 19 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "inter_no = 202\n",
+    "m = 40\n",
+    "fmins = range(midnight, next_day, 300) # fmins : unix time by Five MINuteS\n",
+    "present_time = fmins[m] # 현재시점\n",
+    "print(datetime.fromtimestamp(present_time))\n",
+    "\n",
+    "# 1. 조회시점의 유닉스 타임 이전의 신호이력 수집\n",
+    "rhistory = history.copy() # recent history\n",
+    "rhistory = rhistory[(rhistory.end_unix < present_time)]\n",
+    "# 2. 시작 유닉스 타임컬럼 생성 후 종류 유닉스 타임에서 현시별 현시기간 컬럼의 합을 뺀 값으로 입력\n",
+    "# - 현시시간의 합을 뺀 시간의 +- 10초 이내에 이전 주기정보가 존재하면 그 유닉스 시간을 시작 유닉스시간 값으로 하고, 존재하지 않으면 현시시간의 합을 뺀 유닉스 시간을 시작 유닉스 시간으로 지정\n",
+    "for i, row in rhistory.iterrows():\n",
+    "    inter_no = row.inter_no\n",
+    "    end_unix = row.end_unix\n",
+    "    elapsed_time = row[[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]].sum() // 2 # 현시시간 합\n",
+    "    # 이전 유닉스 존재하지 않음 : 현시시간 합의 차\n",
+    "    start_unix = end_unix - elapsed_time\n",
+    "    pre_rows = history[:i] # previous rows\n",
+    "    if inter_no in pre_rows.inter_no.unique(): # 이전 유닉스 존재\n",
+    "        pre_unix = pre_rows[pre_rows.inter_no == inter_no]['end_unix'].iloc[-1] # previous unix time\n",
+    "        # 이전 유닉스 존재, abs < 10 : 이전 유닉스\n",
+    "        if abs(pre_unix - start_unix) < 10:\n",
+    "            start_unix = pre_unix\n",
+    "        # 이전 유닉스 존재, abs >=10 : 현시시간 합의 차\n",
+    "        else:\n",
+    "            pass\n",
+    "    rhistory.loc[i, 'start_unix'] = start_unix \n",
+    "rhistory[rhistory.isna()] = 0\n",
+    "rhistory['start_unix'] = rhistory['start_unix'].astype(int)\n",
+    "rhistory[['inter_no', 'start_unix', 'cycle']][rhistory.inter_no==175]\n",
+    "rhistory = rhistory[['inter_no', 'start_unix'] + [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)] + ['cycle']]\n",
+    "rhistory\n",
+    "\n",
     "# 2-1. 참값 판단 프로세스\n",
     "hours = np.array(range(midnight, next_day + 1, 3600)) # 정각에 해당하는 시각들 목록\n",
     "\n",
-    "rhist = rhistory.copy()[rhistory.inter_no==inter_no]\n",
-    "rhist = rhist.drop_duplicates(subset=['start_unix']).reset_index(drop=True)\n",
+    "def calculate_DS(rhist, curr_unix):\n",
+    "    ghour_lt_curr_unix = hours[hours <= curr_unix].max() # the greatest hour less than (or equal to) curr_unix\n",
+    "    start_unixes = rhist.start_unix.unique()\n",
+    "    start_unixes_lt_ghour = np.sort(start_unixes[start_unixes < ghour_lt_curr_unix]) # start unixes less than ghour_lt_curr_unix\n",
+    "    # 기준유닉스(base_unix) : curr_unix보다 작은 hour 중에서 가장 큰 값으로부터 다섯 번째로 작은 start_unix\n",
+    "    if list(start_unixes_lt_ghour):\n",
+    "        base_unix = start_unixes_lt_ghour[-5]\n",
+    "    # start_unixes_lt_ghour가 비었을 경우에는 맨 앞 start_unix로 base_unix를 지정\n",
+    "    else:\n",
+    "        base_unix = rhist.start_unix.min()\n",
+    "    D_n = curr_unix - base_unix\n",
+    "    S_n_durs = rhist[(rhist.start_unix > base_unix) & (rhist.start_unix <= curr_unix)] \\\n",
+    "        [[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]]\n",
+    "    S_n = S_n_durs.values.sum() // 2\n",
+    "    return D_n, S_n\n",
+    "\n",
+    "rhists = []\n",
+    "for inter_no in sorted(rhistory.inter_no.unique()):\n",
+    "    rhist = rhistory.copy()[rhistory.inter_no==inter_no]\n",
+    "    rhist = rhist.drop_duplicates(subset=['start_unix']).reset_index(drop=True)\n",
     "\n",
-    "# D_n 및 S_n 값 정의\n",
-    "rhist['D_n'] = 0 # D_n : 시간차이\n",
-    "rhist['S_n'] = 0 # S_n : 현시시간합\n",
-    "for n in range(len(rhist)):\n",
-    "    curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
-    "    rhist.loc[n, ['D_n', 'S_n']] = calculate_DS(rhist, curr_unix)\n",
+    "    # D_n 및 S_n 값 정의\n",
+    "    rhist['D_n'] = 0 # D_n : 시간차이\n",
+    "    rhist['S_n'] = 0 # S_n : 현시시간합\n",
+    "    for n in range(len(rhist)):\n",
+    "        curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
+    "        rhist.loc[n, ['D_n', 'S_n']] = calculate_DS(rhist, curr_unix)\n",
+    "\n",
+    "    # 이전시각, 현재시각\n",
+    "    prev_unix = rhist.loc[0, 'start_unix'] # previous start_unix\n",
+    "    curr_unix = rhist.loc[1, 'start_unix'] # current start_unix\n",
+    "\n",
+    "    # rhist의 마지막 행에 도달할 때까지 반복\n",
+    "    while True:\n",
+    "        n = rhist[rhist.start_unix==curr_unix].index[0]\n",
+    "        cycle = rhist.loc[n, 'cycle']\n",
+    "        D_n = rhist.loc[n, 'D_n']\n",
+    "        S_n = rhist.loc[n, 'S_n']\n",
+    "        # 참값인 경우\n",
+    "        if (abs(D_n - S_n) <= 5):\n",
+    "            pass\n",
+    "        # 참값이 아닌 경우\n",
+    "        else:\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",
+    "                new_rows = []\n",
+    "                while curr_unix - prev_unix > cycle:\n",
+    "                    prev_unix += cycle\n",
+    "                    # 신호 계획(prow) 불러오기\n",
+    "                    start_seconds = np.array(timetable.start_seconds)\n",
+    "                    idx = (start_seconds <= prev_unix).sum() - 1\n",
+    "                    start_hour = timetable.iloc[idx].start_hour\n",
+    "                    start_minute = timetable.iloc[idx].start_minute\n",
+    "                    prow = plan.copy()[(plan.inter_no==inter_no) & (plan.start_hour==start_hour) & (plan.start_minute==start_minute)] # planned row\n",
+    "                    # prow에서 필요한 부분을 rhist에 추가\n",
+    "                    prow['start_unix'] = prev_unix\n",
+    "                    prow = prow.drop(['start_hour', 'start_minute', 'offset'], axis=1)\n",
+    "                    cycle = prow.iloc[0].cycle\n",
+    "                    rhist = pd.concat([rhist, prow])\n",
+    "                    rhist = rhist.sort_values(by='start_unix').reset_index(drop=True)\n",
+    "                    n += 1\n",
     "\n",
-    "# 결측 및 이상치 처리\n",
-    "prev_unix = rhist.loc[0, 'start_unix'] # previous start_unix\n",
-    "curr_unix = rhist.loc[1, 'start_unix'] # current start_unix\n",
-    "fina_unix = rhist.start_unix.max() # final start_unix\n",
-    "rhist_diff = rhist.copy()\n",
-    "rhist_diff['diff'] = rhist['start_unix'].diff()\n",
-    "rhist_diff[list(rhist_diff.columns)[:2]+list(rhist_diff.columns)[-4:]][65:85]"
+    "            # 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",
+    "                rhist = rhist.drop(index=n).reset_index(drop=True)\n",
+    "                # 행삭제에 따른 curr_unix, R_n 재정의\n",
+    "                curr_unix = 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(timetable.start_seconds)\n",
+    "                idx = (start_seconds <= curr_unix).sum() - 1\n",
+    "                start_hour = timetable.iloc[idx].start_hour\n",
+    "                start_minute = timetable.iloc[idx].start_minute\n",
+    "                prow = plan[(plan.inter_no==inter_no) & (plan.start_hour==start_hour) & (plan.start_minute==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",
+    "                int_parts = adjusted_dur.iloc[0].apply(lambda x: int(x))\n",
+    "                frac_parts = adjusted_dur.iloc[0] - 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",
+    "                rhist.loc[n, [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]] = int_parts.values\n",
+    "                rhist.loc[n, 'cycle'] = int_parts.sum().sum() // 2\n",
+    "\n",
+    "        if n == rhist.index[-1]:\n",
+    "            break\n",
+    "        prev_unix = curr_unix\n",
+    "        curr_unix = rhist.loc[n+1, 'start_unix']\n",
+    "    # rhist['start_dt'] = rhist['start_unix'].map(lambda x:datetime.fromtimestamp(x))\n",
+    "\n",
+    "    # 생략해도 무방할 코드\n",
+    "    rhist = rhist.reset_index(drop=True)\n",
+    "    rhist = rhist.sort_values(by=['start_unix'])\n",
+    "\n",
+    "    # D_n 및 S_n 값 재정의\n",
+    "    for n in range(len(rhist)):\n",
+    "        curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
+    "        rhist.loc[n, ['D_n', 'S_n']] = calculate_DS(rhist, curr_unix)\n",
+    "    rhists.append(rhist)\n",
+    "rhists = pd.concat(rhists).sort_values(by=['start_unix','inter_no'])\n",
+    "rhists = rhists[rhists.start_unix >= present_time - 3600]\n",
+    "rhists = rhists.drop(columns=['D_n', 'S_n'])\n",
+    "rhists"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array([175, 176, 177, 178, 201, 202, 206, 210], dtype=int64)"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  0%|          | 0/17280 [00:00<?, ?it/s]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 17280/17280 [00:18<00:00, 929.46it/s] \n"
+     ]
     }
    ],
    "source": [
-    "plan.inter_no.unique()"
+    "file_path = '../../Data/tables/movements/'\n",
+    "movements = [pd.read_csv(file_path + file, index_col=0) for file in tqdm(os.listdir(file_path))]\n",
+    "movements = pd.concat(movements).drop_duplicates()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -5302,65 +5467,86 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>a</th>\n",
-       "      <th>b</th>\n",
-       "      <th>c</th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
+       "      <th>8</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>11</td>\n",
-       "      <td>111</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>15</th>\n",
+       "      <td>175</td>\n",
        "      <td>2</td>\n",
-       "      <td>22</td>\n",
-       "      <td>222</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>20</th>\n",
+       "      <td>175</td>\n",
        "      <td>3</td>\n",
-       "      <td>33</td>\n",
-       "      <td>333</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   a   b    c\n",
-       "0  1  11  111\n",
-       "1  2  22  222\n",
-       "2  3  33  333"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "22"
+       "   inter_no phas_A phas_B move_A move_B\n",
+       "8       175      1      1      8      4\n",
+       "15      175      2      2      7      3\n",
+       "20      175      3      3      6      1\n",
+       "24      175      3      4      6      2\n",
+       "26      175      4      4      5      2"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df = pd.DataFrame({'a':[1,2,3],'b':[11,22,33], 'c':[111,222,333]})\n",
-    "display(df)\n",
-    "# curr_unix = rhist.loc[n, 'start_unix']\n",
-    "df.loc[1,'b']\n"
+    "movements_wo_start_unix_list = [] # movements without start_unix\n",
+    "for inter_no in sorted(movements.inter_no.unique()):\n",
+    "    movements_wo_start_unix = movements[movements_wo_start_unix.inter_no==inter_no]\n",
+    "    movements_wo_start_unix = movements_wo_start_unix[['inter_no', 'phas_A', 'phas_B', 'move_A', 'move_B']]\n",
+    "    movements_wo_start_unix = movements_wo_start_unix.drop_duplicates().sort_values(by=['phas_A','phas_B'])\n",
+    "    movements_wo_start_unix_list.append(movements_wo_start_unix)\n",
+    "movements_wo_start_unix = pd.concat(movements_wo_start_unix_list)\n",
+    "movements_wo_start_unix.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -5386,3295 +5572,456 @@
        "      <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>cycle</th>\n",
-       "      <th>D_n</th>\n",
-       "      <th>S_n</th>\n",
-       "      <th>diff</th>\n",
-       "      <th>start_dt</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>duration</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704384054</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>804</td>\n",
-       "      <td>750</td>\n",
-       "      <td>204.0</td>\n",
-       "      <td>2024-01-05 01:00:54</td>\n",
+       "      <th>0</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>38</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392578</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2078</td>\n",
-       "      <td>2100</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>2024-01-05 03:22:58</td>\n",
+       "      <th>1</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>143</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704402004</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
+       "      <th>2</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>874</td>\n",
-       "      <td>750</td>\n",
-       "      <td>274.0</td>\n",
-       "      <td>2024-01-05 06:00:04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>144</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704402240</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1110</td>\n",
-       "      <td>900</td>\n",
-       "      <td>236.0</td>\n",
-       "      <td>2024-01-05 06:04:00</td>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>167</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704405690</td>\n",
-       "      <td>37</td>\n",
-       "      <td>93</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>170</td>\n",
-       "      <td>750</td>\n",
-       "      <td>770</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 07:01:30</td>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704388800</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>171</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704406231</td>\n",
-       "      <td>37</td>\n",
-       "      <td>93</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>170</td>\n",
-       "      <td>1291</td>\n",
-       "      <td>1450</td>\n",
-       "      <td>31.0</td>\n",
-       "      <td>2024-01-05 07:10:31</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>210</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704412860</td>\n",
-       "      <td>37</td>\n",
-       "      <td>103</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>851</td>\n",
-       "      <td>860</td>\n",
-       "      <td>169.0</td>\n",
-       "      <td>2024-01-05 09:01:00</td>\n",
+       "      <th>767</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704420442</td>\n",
-       "      <td>37</td>\n",
-       "      <td>103</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1283</td>\n",
-       "      <td>1440</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>2024-01-05 11:07:22</td>\n",
+       "      <th>768</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>277</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704424600</td>\n",
-       "      <td>37</td>\n",
-       "      <td>103</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1820</td>\n",
-       "      <td>1980</td>\n",
-       "      <td>20.0</td>\n",
-       "      <td>2024-01-05 12:16:40</td>\n",
+       "      <th>769</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>770</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704392211</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>771</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704392211</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>101</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>772 rows × 5 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "     inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  cycle  \\\n",
-       "24        176  1704384054       37       73       40        0        0    150   \n",
-       "81        176  1704392578       37       73       40        0        0    150   \n",
-       "143       176  1704402004       37       73       40        0        0    150   \n",
-       "144       176  1704402240       37       73       40        0        0    150   \n",
-       "167       176  1704405690       37       93       40        0        0    170   \n",
-       "171       176  1704406231       37       93       40        0        0    170   \n",
-       "210       176  1704412860       37      103       40        0        0    180   \n",
-       "253       176  1704420442       37      103       40        0        0    180   \n",
-       "277       176  1704424600       37      103       40        0        0    180   \n",
+       "     inter_no  start_unix  phas_A  phas_B  duration\n",
+       "0         178  1704388800       1       1        38\n",
+       "1         178  1704388800       2       2        39\n",
+       "2         178  1704388800       3       3        40\n",
+       "3         178  1704388800       4       4        23\n",
+       "4         201  1704388800       1       1        24\n",
+       "..        ...         ...     ...     ...       ...\n",
+       "767       206  1704392160       2       2        35\n",
+       "768       206  1704392160       3       3        26\n",
+       "769       206  1704392160       4       4        26\n",
+       "770       202  1704392211       1       1        39\n",
+       "771       202  1704392211       2       2       101\n",
        "\n",
-       "      D_n   S_n   diff            start_dt  \n",
-       "24    804   750  204.0 2024-01-05 01:00:54  \n",
-       "81   2078  2100  128.0 2024-01-05 03:22:58  \n",
-       "143   874   750  274.0 2024-01-05 06:00:04  \n",
-       "144  1110   900  236.0 2024-01-05 06:04:00  \n",
-       "167   750   770  150.0 2024-01-05 07:01:30  \n",
-       "171  1291  1450   31.0 2024-01-05 07:10:31  \n",
-       "210   851   860  169.0 2024-01-05 09:01:00  \n",
-       "253  1283  1440   22.0 2024-01-05 11:07:22  \n",
-       "277  1820  1980   20.0 2024-01-05 12:16:40  "
+       "[772 rows x 5 columns]"
       ]
      },
+     "execution_count": 67,
      "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "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>cycle</th>\n",
-       "      <th>D_n</th>\n",
-       "      <th>S_n</th>\n",
-       "      <th>diff</th>\n",
-       "      <th>start_dt</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704390950</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>4050</td>\n",
-       "      <td>4050</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 02:55:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391100</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>4200</td>\n",
-       "      <td>4200</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 02:58:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391250</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>750</td>\n",
-       "      <td>750</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:00:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391399</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>899</td>\n",
-       "      <td>900</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>2024-01-05 03:03:19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391550</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1050</td>\n",
-       "      <td>1050</td>\n",
-       "      <td>151.0</td>\n",
-       "      <td>2024-01-05 03:05:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391700</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:08:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391850</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1350</td>\n",
-       "      <td>1350</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:10:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:13:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392151</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1651</td>\n",
-       "      <td>1650</td>\n",
-       "      <td>151.0</td>\n",
-       "      <td>2024-01-05 03:15:51</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392300</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>2024-01-05 03:18:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392450</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:20:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392578</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2078</td>\n",
-       "      <td>2100</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>2024-01-05 03:22:58</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392728</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2228</td>\n",
-       "      <td>2250</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:25:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392880</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2380</td>\n",
-       "      <td>2400</td>\n",
-       "      <td>152.0</td>\n",
-       "      <td>2024-01-05 03:28:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>84</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393030</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2530</td>\n",
-       "      <td>2550</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:30:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393180</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2680</td>\n",
-       "      <td>2700</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:33:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393330</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2830</td>\n",
-       "      <td>2850</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:35:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393480</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2980</td>\n",
-       "      <td>3000</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:38:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393630</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>3130</td>\n",
-       "      <td>3150</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:40:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393780</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>3280</td>\n",
-       "      <td>3300</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:43:00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
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-      "text/plain": [
-       "    inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  cycle  \\\n",
-       "70       176  1704390950       37       73       40        0        0    150   \n",
-       "71       176  1704391100       37       73       40        0        0    150   \n",
-       "72       176  1704391250       37       73       40        0        0    150   \n",
-       "73       176  1704391399       37       73       40        0        0    150   \n",
-       "74       176  1704391550       37       73       40        0        0    150   \n",
-       "75       176  1704391700       37       73       40        0        0    150   \n",
-       "76       176  1704391850       37       73       40        0        0    150   \n",
-       "77       176  1704392000       37       73       40        0        0    150   \n",
-       "78       176  1704392151       37       73       40        0        0    150   \n",
-       "79       176  1704392300       37       73       40        0        0    150   \n",
-       "80       176  1704392450       37       73       40        0        0    150   \n",
-       "81       176  1704392578       37       73       40        0        0    150   \n",
-       "82       176  1704392728       37       73       40        0        0    150   \n",
-       "83       176  1704392880       37       73       40        0        0    150   \n",
-       "84       176  1704393030       37       73       40        0        0    150   \n",
-       "85       176  1704393180       37       73       40        0        0    150   \n",
-       "86       176  1704393330       37       73       40        0        0    150   \n",
-       "87       176  1704393480       37       73       40        0        0    150   \n",
-       "88       176  1704393630       37       73       40        0        0    150   \n",
-       "89       176  1704393780       37       73       40        0        0    150   \n",
-       "\n",
-       "     D_n   S_n   diff            start_dt  \n",
-       "70  4050  4050  150.0 2024-01-05 02:55:50  \n",
-       "71  4200  4200  150.0 2024-01-05 02:58:20  \n",
-       "72   750   750  150.0 2024-01-05 03:00:50  \n",
-       "73   899   900  149.0 2024-01-05 03:03:19  \n",
-       "74  1050  1050  151.0 2024-01-05 03:05:50  \n",
-       "75  1200  1200  150.0 2024-01-05 03:08:20  \n",
-       "76  1350  1350  150.0 2024-01-05 03:10:50  \n",
-       "77  1500  1500  150.0 2024-01-05 03:13:20  \n",
-       "78  1651  1650  151.0 2024-01-05 03:15:51  \n",
-       "79  1800  1800  149.0 2024-01-05 03:18:20  \n",
-       "80  1950  1950  150.0 2024-01-05 03:20:50  \n",
-       "81  2078  2100  128.0 2024-01-05 03:22:58  \n",
-       "82  2228  2250  150.0 2024-01-05 03:25:28  \n",
-       "83  2380  2400  152.0 2024-01-05 03:28:00  \n",
-       "84  2530  2550  150.0 2024-01-05 03:30:30  \n",
-       "85  2680  2700  150.0 2024-01-05 03:33:00  \n",
-       "86  2830  2850  150.0 2024-01-05 03:35:30  \n",
-       "87  2980  3000  150.0 2024-01-05 03:38:00  \n",
-       "88  3130  3150  150.0 2024-01-05 03:40:30  \n",
-       "89  3280  3300  150.0 2024-01-05 03:43:00  "
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-       "      <th></th>\n",
-       "      <th>inter_no</th>\n",
-       "      <th>start_unix</th>\n",
-       "      <th>dura_A1</th>\n",
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-       "      <th>70</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704390950</td>\n",
-       "      <td>37</td>\n",
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-       "      <td>0</td>\n",
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-       "      <td>2024-01-05 02:55:50</td>\n",
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-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391100</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>4200</td>\n",
-       "      <td>4200</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 02:58:20</td>\n",
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-       "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391250</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>750</td>\n",
-       "      <td>750</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:00:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391399</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>899</td>\n",
-       "      <td>900</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>2024-01-05 03:03:19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391550</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1050</td>\n",
-       "      <td>1050</td>\n",
-       "      <td>151.0</td>\n",
-       "      <td>2024-01-05 03:05:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391700</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:08:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704391850</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1350</td>\n",
-       "      <td>1350</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:10:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:13:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392151</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1651</td>\n",
-       "      <td>1650</td>\n",
-       "      <td>151.0</td>\n",
-       "      <td>2024-01-05 03:15:51</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392300</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>149.0</td>\n",
-       "      <td>2024-01-05 03:18:20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392450</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>1950</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:20:50</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392578</td>\n",
-       "      <td>32</td>\n",
-       "      <td>62</td>\n",
-       "      <td>34</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>128</td>\n",
-       "      <td>2078</td>\n",
-       "      <td>2078</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>2024-01-05 03:22:58</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392728</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2228</td>\n",
-       "      <td>2228</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:25:28</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704392880</td>\n",
-       "      <td>37</td>\n",
-       "      <td>74</td>\n",
-       "      <td>41</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>152</td>\n",
-       "      <td>2380</td>\n",
-       "      <td>2380</td>\n",
-       "      <td>152.0</td>\n",
-       "      <td>2024-01-05 03:28:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>84</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393030</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2530</td>\n",
-       "      <td>2530</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:30:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393180</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2680</td>\n",
-       "      <td>2680</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:33:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393330</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2830</td>\n",
-       "      <td>2830</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:35:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393480</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>2980</td>\n",
-       "      <td>2980</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:38:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393630</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>3130</td>\n",
-       "      <td>3130</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:40:30</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704393780</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>3280</td>\n",
-       "      <td>3280</td>\n",
-       "      <td>150.0</td>\n",
-       "      <td>2024-01-05 03:43:00</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  cycle  \\\n",
-       "70       176  1704390950       37       73       40        0        0    150   \n",
-       "71       176  1704391100       37       73       40        0        0    150   \n",
-       "72       176  1704391250       37       73       40        0        0    150   \n",
-       "73       176  1704391399       37       73       40        0        0    150   \n",
-       "74       176  1704391550       37       73       40        0        0    150   \n",
-       "75       176  1704391700       37       73       40        0        0    150   \n",
-       "76       176  1704391850       37       73       40        0        0    150   \n",
-       "77       176  1704392000       37       73       40        0        0    150   \n",
-       "78       176  1704392151       37       73       40        0        0    150   \n",
-       "79       176  1704392300       37       73       40        0        0    150   \n",
-       "80       176  1704392450       37       73       40        0        0    150   \n",
-       "81       176  1704392578       32       62       34        0        0    128   \n",
-       "82       176  1704392728       37       73       40        0        0    150   \n",
-       "83       176  1704392880       37       74       41        0        0    152   \n",
-       "84       176  1704393030       37       73       40        0        0    150   \n",
-       "85       176  1704393180       37       73       40        0        0    150   \n",
-       "86       176  1704393330       37       73       40        0        0    150   \n",
-       "87       176  1704393480       37       73       40        0        0    150   \n",
-       "88       176  1704393630       37       73       40        0        0    150   \n",
-       "89       176  1704393780       37       73       40        0        0    150   \n",
-       "\n",
-       "     D_n   S_n   diff            start_dt  \n",
-       "70  4050  4050  150.0 2024-01-05 02:55:50  \n",
-       "71  4200  4200  150.0 2024-01-05 02:58:20  \n",
-       "72   750   750  150.0 2024-01-05 03:00:50  \n",
-       "73   899   900  149.0 2024-01-05 03:03:19  \n",
-       "74  1050  1050  151.0 2024-01-05 03:05:50  \n",
-       "75  1200  1200  150.0 2024-01-05 03:08:20  \n",
-       "76  1350  1350  150.0 2024-01-05 03:10:50  \n",
-       "77  1500  1500  150.0 2024-01-05 03:13:20  \n",
-       "78  1651  1650  151.0 2024-01-05 03:15:51  \n",
-       "79  1800  1800  149.0 2024-01-05 03:18:20  \n",
-       "80  1950  1950  150.0 2024-01-05 03:20:50  \n",
-       "81  2078  2078  128.0 2024-01-05 03:22:58  \n",
-       "82  2228  2228  150.0 2024-01-05 03:25:28  \n",
-       "83  2380  2380  152.0 2024-01-05 03:28:00  \n",
-       "84  2530  2530  150.0 2024-01-05 03:30:30  \n",
-       "85  2680  2680  150.0 2024-01-05 03:33:00  \n",
-       "86  2830  2830  150.0 2024-01-05 03:35:30  \n",
-       "87  2980  2980  150.0 2024-01-05 03:38:00  \n",
-       "88  3130  3130  150.0 2024-01-05 03:40:30  \n",
-       "89  3280  3280  150.0 2024-01-05 03:43:00  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "inter_no = 176\n",
-    "a, b = 70, 90\n",
-    "# 2-1. 참값 판단 프로세스\n",
-    "hours = np.array(range(midnight, next_day + 1, 3600)) # 정각에 해당하는 시각들 목록\n",
-    "\n",
-    "rhist = rhistory.copy()[rhistory.inter_no==inter_no]\n",
-    "rhist = rhist.drop_duplicates(subset=['start_unix']).reset_index(drop=True)\n",
-    "\n",
-    "# D_n 및 S_n 값 정의\n",
-    "rhist['D_n'] = 0 # D_n : 시간차이\n",
-    "rhist['S_n'] = 0 # S_n : 현시시간합\n",
-    "for n in range(len(rhist)):\n",
-    "    curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
-    "    rhist.loc[n, ['D_n', 'S_n']] = calculate_DS(rhist, curr_unix)\n",
-    "\n",
-    "rhist_diff = rhist.copy()\n",
-    "rhist_diff['diff'] = rhist_diff['start_unix'].diff()\n",
-    "rhist_diff = rhist_diff[list(rhist_diff.columns)[:7] + list(rhist_diff.columns)[-4:]]\n",
-    "rhist_diff['start_dt'] = rhist_diff['start_unix'].map(lambda x:datetime.fromtimestamp(x))\n",
-    "display(rhist_diff[abs(rhist_diff['diff'] - rhist_diff['cycle'])>10])\n",
-    "display(rhist_diff[a:b])\n",
-    "\n",
-    "# 이전시각, 현재시각\n",
-    "prev_unix = rhist.loc[0, 'start_unix'] # previous start_unix\n",
-    "curr_unix = rhist.loc[1, 'start_unix'] # current start_unix\n",
-    "\n",
-    "# rhist의 마지막 행에 도달할 때까지 반복\n",
-    "while True:\n",
-    "    n = rhist[rhist.start_unix==curr_unix].index[0]\n",
-    "    cycle = rhist.loc[n, 'cycle']\n",
-    "    D_n = rhist.loc[n, 'D_n']\n",
-    "    S_n = rhist.loc[n, 'S_n']\n",
-    "    # 참값인 경우\n",
-    "    if (abs(D_n - S_n) <= 5):\n",
-    "        pass\n",
-    "    # 참값이 아닌 경우\n",
-    "    else:\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",
-    "            new_rows = []\n",
-    "            while curr_unix - prev_unix > cycle:\n",
-    "                prev_unix += cycle\n",
-    "                # 신호 계획(prow) 불러오기\n",
-    "                start_seconds = np.array(timetable.start_seconds)\n",
-    "                idx = (start_seconds <= prev_unix).sum() - 1\n",
-    "                start_hour = timetable.iloc[idx].start_hour\n",
-    "                start_minute = timetable.iloc[idx].start_minute\n",
-    "                prow = plan.copy()[(plan.inter_no==inter_no) & (plan.start_hour==start_hour) & (plan.start_minute==start_minute)] # planned row\n",
-    "                # prow에서 필요한 부분을 rhist에 추가\n",
-    "                prow['start_unix'] = prev_unix\n",
-    "                prow = prow.drop(['start_hour', 'start_minute', 'offset'], axis=1)\n",
-    "                cycle = prow.iloc[0].cycle\n",
-    "                rhist = pd.concat([rhist, prow])\n",
-    "                rhist = rhist.sort_values(by='start_unix').reset_index(drop=True)\n",
-    "                n += 1\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",
-    "            rhist = rhist.drop(index=n).reset_index(drop=True)\n",
-    "            # 행삭제에 따른 curr_unix, R_n 재정의\n",
-    "            curr_unix = 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(timetable.start_seconds)\n",
-    "            idx = (start_seconds <= curr_unix).sum() - 1\n",
-    "            start_hour = timetable.iloc[idx].start_hour\n",
-    "            start_minute = timetable.iloc[idx].start_minute\n",
-    "            prow = plan[(plan.inter_no==inter_no) & (plan.start_hour==start_hour) & (plan.start_minute==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",
-    "            int_parts = adjusted_dur.iloc[0].apply(lambda x: int(x))\n",
-    "            frac_parts = adjusted_dur.iloc[0] - 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",
-    "            rhist.loc[n, [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]] = int_parts.values\n",
-    "            rhist.loc[n, 'cycle'] = int_parts.sum().sum() // 2\n",
-    "\n",
-    "    if n == rhist.index[-1]:\n",
-    "        break\n",
-    "    prev_unix = curr_unix\n",
-    "    curr_unix = rhist.loc[n+1, 'start_unix']\n",
-    "# rhist['start_dt'] = rhist['start_unix'].map(lambda x:datetime.fromtimestamp(x))\n",
-    "\n",
-    "# 생략해도 무방할 코드\n",
-    "rhist = rhist.reset_index(drop=True)\n",
-    "rhist = rhist.sort_values(by=['start_unix'])\n",
-    "\n",
-    "# D_n 및 S_n 값 재정의\n",
-    "for n in range(len(rhist)):\n",
-    "    curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
-    "    rhist.loc[n, ['D_n', 'S_n']] = calculate_DS(rhist, curr_unix)\n",
-    "\n",
-    "rhist_diff = rhist.copy()\n",
-    "rhist_diff['diff'] = rhist_diff['start_unix'].diff()\n",
-    "rhist_diff = rhist_diff[list(rhist_diff.columns)[:7] + list(rhist_diff.columns)[-4:]]\n",
-    "rhist_diff['start_dt'] = rhist_diff['start_unix'].map(lambda x:datetime.fromtimestamp(x))\n",
-    "display(rhist_diff[a:b])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 237,
-   "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>cycle</th>\n",
-       "      <th>D_n</th>\n",
-       "      <th>S_n</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>260</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704421770</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>2520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704421950</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2700</td>\n",
-       "      <td>2700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422130</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2880</td>\n",
-       "      <td>2880</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>263</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422310</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>3060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>264</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422490</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>3240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>265</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422670</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3420</td>\n",
-       "      <td>3420</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>266</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422849</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3599</td>\n",
-       "      <td>3600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>267</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423030</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3780</td>\n",
-       "      <td>3780</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>268</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423210</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3960</td>\n",
-       "      <td>3960</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>269</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423390</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4140</td>\n",
-       "      <td>4140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>270</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423570</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4320</td>\n",
-       "      <td>4320</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>271</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423750</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>901</td>\n",
-       "      <td>900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>272</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423929</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1080</td>\n",
-       "      <td>1080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>273</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424110</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1261</td>\n",
-       "      <td>1260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>274</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424290</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1441</td>\n",
-       "      <td>1440</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>275</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424469</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1620</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424649</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424829</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1980</td>\n",
-       "      <td>1800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425009</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2160</td>\n",
-       "      <td>1980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425189</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2340</td>\n",
-       "      <td>2160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425369</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>2340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425549</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2700</td>\n",
-       "      <td>2520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425729</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2880</td>\n",
-       "      <td>2700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704425909</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>2880</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426089</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>3060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426269</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3420</td>\n",
-       "      <td>3240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426449</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3600</td>\n",
-       "      <td>3420</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426629</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3780</td>\n",
-       "      <td>3600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426809</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3960</td>\n",
-       "      <td>3780</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704426989</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4140</td>\n",
-       "      <td>3960</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  cycle  \\\n",
-       "260       177  1704421770       43       27       70       40        0    180   \n",
-       "261       177  1704421950       43       27       70       40        0    180   \n",
-       "262       177  1704422130       43       27       70       40        0    180   \n",
-       "263       177  1704422310       43       27       70       40        0    180   \n",
-       "264       177  1704422490       43       27       70       40        0    180   \n",
-       "265       177  1704422670       43       27       70       40        0    180   \n",
-       "266       177  1704422849       43       27       70       40        0    180   \n",
-       "267       177  1704423030       43       27       70       40        0    180   \n",
-       "268       177  1704423210       43       27       70       40        0    180   \n",
-       "269       177  1704423390       43       27       70       40        0    180   \n",
-       "270       177  1704423570       43       27       70       40        0    180   \n",
-       "271       177  1704423750       43       27       70       40        0    180   \n",
-       "272       177  1704423929       43       27       70       40        0    180   \n",
-       "273       177  1704424110       43       27       70       40        0    180   \n",
-       "274       177  1704424290       43       27       70       40        0    180   \n",
-       "275       177  1704424469       43       27       70       40        0    180   \n",
-       "10        177  1704424649       43       27       70       40        0    180   \n",
-       "10        177  1704424829       43       27       70       40        0    180   \n",
-       "10        177  1704425009       43       27       70       40        0    180   \n",
-       "10        177  1704425189       43       27       70       40        0    180   \n",
-       "10        177  1704425369       43       27       70       40        0    180   \n",
-       "10        177  1704425549       43       27       70       40        0    180   \n",
-       "10        177  1704425729       43       27       70       40        0    180   \n",
-       "10        177  1704425909       43       27       70       40        0    180   \n",
-       "10        177  1704426089       43       27       70       40        0    180   \n",
-       "10        177  1704426269       43       27       70       40        0    180   \n",
-       "10        177  1704426449       43       27       70       40        0    180   \n",
-       "10        177  1704426629       43       27       70       40        0    180   \n",
-       "10        177  1704426809       43       27       70       40        0    180   \n",
-       "10        177  1704426989       43       27       70       40        0    180   \n",
-       "\n",
-       "      D_n   S_n  \n",
-       "260  2520  2520  \n",
-       "261  2700  2700  \n",
-       "262  2880  2880  \n",
-       "263  3060  3060  \n",
-       "264  3240  3240  \n",
-       "265  3420  3420  \n",
-       "266  3599  3600  \n",
-       "267  3780  3780  \n",
-       "268  3960  3960  \n",
-       "269  4140  4140  \n",
-       "270  4320  4320  \n",
-       "271   901   900  \n",
-       "272  1080  1080  \n",
-       "273  1261  1260  \n",
-       "274  1441  1440  \n",
-       "275  1620  1620  \n",
-       "10   1800  1620  \n",
-       "10   1980  1800  \n",
-       "10   2160  1980  \n",
-       "10   2340  2160  \n",
-       "10   2520  2340  \n",
-       "10   2700  2520  \n",
-       "10   2880  2700  \n",
-       "10   3060  2880  \n",
-       "10   3240  3060  \n",
-       "10   3420  3240  \n",
-       "10   3600  3420  \n",
-       "10   3780  3600  \n",
-       "10   3960  3780  \n",
-       "10   4140  3960  "
-      ]
-     },
-     "execution_count": 237,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rhist[list(rhist.columns)[:7] + list(rhist.columns)[-3:]].sort_values(by=['start_unix'])[260:290]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 174,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['inter_no', 'start_unix', 'dura_A1', 'dura_A2', 'dura_A3', 'dura_A4', 'dura_A5', 'dura_A6', 'dura_A7', 'dura_A8', 'dura_B1', 'dura_B2', 'dura_B3', 'dura_B4', 'dura_B5', 'dura_B6', 'dura_B7', 'dura_B8', 'cycle', 'D_n', 'S_n', 'offset']\n",
-      "['inter_no', 'dura_A1', 'dura_A2', 'dura_A3', 'dura_A4', 'dura_A5', 'dura_A6', 'dura_A7', 'dura_A8', 'dura_B1', 'dura_B2', 'dura_B3', 'dura_B4', 'dura_B5', 'dura_B6', 'dura_B7', 'dura_B8', 'cycle', 'offset', 'start_unix']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(list(rhist.columns))\n",
-    "print(list(new_rows[0].columns))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 2-1. 참값 판단 프로세스\n",
-    "hours = np.array(range(midnight, next_day + 1, 3600)) # 정각에 해당하는 시각들 목록\n",
-    "\n",
-    "rhist = rhistory.copy()[rhistory.inter_no==inter_no].reset_index(drop=True)\n",
-    "\n",
-    "# D_n 및 S_n 정의\n",
-    "rhist['D_n'] = 0 # D_n : 시간차이\n",
-    "rhist['S_n'] = 0 # S_n : 현시시간합\n",
-    "for n in range(len(rhist)):\n",
-    "    curr_unix = rhist.iloc[n].start_unix # current start_unix\n",
-    "    ghour_lt_curr_unix = hours[hours <= curr_unix].max() # the greatest hour less than (or equal to) curr_unix\n",
-    "    start_unixes = rhist.start_unix.unique()\n",
-    "    start_unixes_lt_ghour = np.sort(start_unixes[start_unixes < ghour_lt_curr_unix]) # start unixes less than ghour_lt_curr_unix\n",
-    "    # 기준유닉스(base_unix) : curr_unix보다 작은 hour 중에서 가장 큰 값으로부터 다섯 번째로 작은 start_unix\n",
-    "    if list(start_unixes_lt_ghour):\n",
-    "        base_unix = start_unixes_lt_ghour[-5]\n",
-    "    # start_unixes_lt_ghour가 비었을 경우에는 맨 앞 start_unix로 base_unix를 지정\n",
-    "    else:\n",
-    "        base_unix = rhist.start_unix.min()\n",
-    "    D_n = curr_unix - base_unix\n",
-    "    S_n_durs = rhist[(rhist.start_unix > base_unix) & (rhist.start_unix <= curr_unix)] \\\n",
-    "        [[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]]\n",
-    "    S_n = S_n_durs.values.sum() // 2\n",
-    "    rhist.loc[n, ['D_n', 'S_n']] = [D_n, S_n]\n",
-    "rhist[list(rhist.columns[:10]) + list(rhist.columns[-2:])]\n",
-    "\n",
-    "new_rows = []\n",
-    "# 결측 및 이상치 처리\n",
-    "prev_unix = rhist.loc[0, 'start_unix'] # previous start_unix\n",
-    "curr_unix = rhist.loc[1, 'start_unix'] # current start_unix\n",
-    "fina_unix = rhist.loc[-1, 'start_unix'] # final start_unix\n",
-    "n = rhist[rhist.start_unix==curr_unix].index\n",
-    "print(n)\n",
-    "while curr_unix <= fina_unix:\n",
-    "    prev_unix = rhist.loc[n-1, 'start_unix'] # current start_unix\n",
-    "    curr_unix = rhist.loc[n, 'start_unix'] # previous start_unix\n",
-    "    cycle = rhist.iloc[n].cycle\n",
-    "    R_n = (curr_unix - prev_unix) / cycle # R_n : 비율\n",
-    "    # 매 반복마다 D_n 및 S_n을 다시 정의\n",
-    "    ghour_lt_curr_unix = hours[hours <= curr_unix].max() # the greatest hour less than (or equal to) curr_unix\n",
-    "    start_unixes = rhist.start_unix.unique()\n",
-    "    start_unixes_lt_ghour = np.sort(start_unixes[start_unixes < ghour_lt_curr_unix]) # start unixes less than ghour_lt_curr_unix\n",
-    "    # 기준유닉스(base_unix) : curr_unix보다 작은 hour 중에서 가장 큰 값으로부터 다섯 번째로 작은 start_unix\n",
-    "    if list(start_unixes_lt_ghour):\n",
-    "        base_unix = start_unixes_lt_ghour[-5]\n",
-    "    # start_unixes_lt_ghour가 비었을 경우에는 맨 앞 start_unix로 base_unix를 지정\n",
-    "    else:\n",
-    "        base_unix = rhist.start_unix.min()\n",
-    "    D_n = curr_unix - base_unix\n",
-    "    S_n_durs = rhist[(rhist.start_unix > base_unix) & (rhist.start_unix <= curr_unix)] \\\n",
-    "        [[f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)]]\n",
-    "    S_n = S_n_durs.values.sum() // 2\n",
-    "\n",
-    "    # 참값인 경우\n",
-    "    if (abs(D_n - S_n) <= 5):\n",
-    "        print(n, 'true', D_n, S_n, curr_unix - prev_unix)\n",
-    "        pass\n",
-    "\n",
-    "    # 참값이 아닌 경우\n",
-    "    else:\n",
-    "        # print(n, 'false', D_n, S_n, curr_unix - prev_unix)\n",
-    "        # 2-1-1. 결측치 처리 : 인접한 두 end_unix의 차이가 계획된 주기의 두 배보다 크면 결측이 일어났다고 판단\n",
-    "        if curr_unix - prev_unix >= 2 * cycle:\n",
-    "            # 현재 unix를 계획된 주기만큼 늘려가면서 한 행씩 채워나간다.\n",
-    "            # (다음 unix와의 차이가 계획된 주기보다 작거나 같아질 때까지)\n",
-    "            while curr_unix - prev_unix > cycle:\n",
-    "                # print(n, 'missing_values', curr_unix - prev_unix)\n",
-    "                prev_unix += cycle\n",
-    "                # 계획된 현시시간(prow) 불러오기\n",
-    "                start_seconds = np.array(timetable.start_seconds)\n",
-    "                idx = (start_seconds <= curr_unix).sum() - 1\n",
-    "                start_hour = timetable.iloc[idx].start_hour\n",
-    "                start_minute = timetable.iloc[idx].start_minute\n",
-    "                prow = plan[(plan.inter_no==inter_no) & (plan.start_hour==start_hour) & (plan.start_minute==start_minute)] # planned row\n",
-    "                prow = prow.drop(['start_hour', 'start_minute'], axis=1)\n",
-    "                prow['start_unix'] = prev_unix\n",
-    "                cycle = prow.iloc[0].cycle\n",
-    "                new_rows.append(prow)\n",
-    "\n",
-    "    n += 1\n",
-    "new_rows = pd.concat(new_rows)\n",
-    "new_rows[list(new_rows.columns)[:6] + list(new_rows.columns)[-2:]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <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_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",
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-       "      <td>27</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9180</td>\n",
-       "      <td>900</td>\n",
-       "      <td>8461.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2 rows × 22 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  \\\n",
-       "155       177  1704403768       36       20       68       26        0   \n",
-       "276       177  1704432930       43       27       70       40        0   \n",
-       "\n",
-       "     dura_A6  dura_A7  dura_A8  ...  dura_B3  dura_B4  dura_B5  dura_B6  \\\n",
-       "155        0        0        0  ...       68       26        0        0   \n",
-       "276        0        0        0  ...       70       40        0        0   \n",
-       "\n",
-       "     dura_B7  dura_B8  cycle   D_n   S_n    diff  \n",
-       "155        0        0    150  2518  2400   268.0  \n",
-       "276        0        0    180  9180   900  8461.0  \n",
-       "\n",
-       "[2 rows x 22 columns]"
-      ]
-     },
-     "execution_count": 117,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rhist_diff = rhist.copy()\n",
-    "rhist_diff['diff'] = rhist_diff['start_unix'].diff()\n",
-    "rhist_diff[rhist_diff['diff'] - rhist_diff['cycle'] > 10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "      <th></th>\n",
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-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>901</td>\n",
-       "      <td>900</td>\n",
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-       "      <td>1080</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1261</td>\n",
-       "      <td>1260</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1441</td>\n",
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-       "    <tr>\n",
-       "      <th>275</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704424469</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1620</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>276</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704432930</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9180</td>\n",
-       "      <td>900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>277</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704433110</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9360</td>\n",
-       "      <td>1080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>278</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704433290</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9540</td>\n",
-       "      <td>1260</td>\n",
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-       "    <tr>\n",
-       "      <th>279</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704433470</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9720</td>\n",
-       "      <td>1440</td>\n",
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-       "    <tr>\n",
-       "      <th>280</th>\n",
-       "      <td>177</td>\n",
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-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>9900</td>\n",
-       "      <td>1620</td>\n",
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-       "    <tr>\n",
-       "      <th>281</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704433830</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>10080</td>\n",
-       "      <td>1800</td>\n",
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-       "    <tr>\n",
-       "      <th>282</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704434011</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>10261</td>\n",
-       "      <td>1980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>283</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704434190</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>10440</td>\n",
-       "      <td>2160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>284</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704434370</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>10620</td>\n",
-       "      <td>2340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>285</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704434550</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>900</td>\n",
-       "      <td>900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>286</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704434729</td>\n",
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-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1079</td>\n",
-       "      <td>1080</td>\n",
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-       "      <td>177</td>\n",
-       "      <td>1704434910</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1260</td>\n",
-       "      <td>1260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>288</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435090</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1440</td>\n",
-       "      <td>1440</td>\n",
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-       "    <tr>\n",
-       "      <th>289</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435270</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1620</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>290</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435450</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>1800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>291</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435630</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1980</td>\n",
-       "      <td>1980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>292</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435810</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2160</td>\n",
-       "      <td>2160</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>293</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704435990</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2340</td>\n",
-       "      <td>2340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>294</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704436170</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>2520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>295</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704436351</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2701</td>\n",
-       "      <td>2700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>296</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704436530</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2880</td>\n",
-       "      <td>2880</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>297</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704436710</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>3060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>298</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704436890</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>3240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>299</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704437070</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3420</td>\n",
-       "      <td>3420</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  cycle  \\\n",
-       "270       177  1704423570       43       27       70       40        0    180   \n",
-       "271       177  1704423750       43       27       70       40        0    180   \n",
-       "272       177  1704423929       43       27       70       40        0    180   \n",
-       "273       177  1704424110       43       27       70       40        0    180   \n",
-       "274       177  1704424290       43       27       70       40        0    180   \n",
-       "275       177  1704424469       43       27       70       40        0    180   \n",
-       "276       177  1704432930       43       27       70       40        0    180   \n",
-       "277       177  1704433110       43       27       70       40        0    180   \n",
-       "278       177  1704433290       43       27       70       40        0    180   \n",
-       "279       177  1704433470       43       27       70       40        0    180   \n",
-       "280       177  1704433650       43       27       70       40        0    180   \n",
-       "281       177  1704433830       43       27       70       40        0    180   \n",
-       "282       177  1704434011       43       27       70       40        0    180   \n",
-       "283       177  1704434190       43       27       70       40        0    180   \n",
-       "284       177  1704434370       43       27       70       40        0    180   \n",
-       "285       177  1704434550       43       27       70       40        0    180   \n",
-       "286       177  1704434729       43       27       70       40        0    180   \n",
-       "287       177  1704434910       43       27       70       40        0    180   \n",
-       "288       177  1704435090       43       27       70       40        0    180   \n",
-       "289       177  1704435270       43       27       70       40        0    180   \n",
-       "290       177  1704435450       43       27       70       40        0    180   \n",
-       "291       177  1704435630       43       27       70       40        0    180   \n",
-       "292       177  1704435810       43       27       70       40        0    180   \n",
-       "293       177  1704435990       43       27       70       40        0    180   \n",
-       "294       177  1704436170       43       27       70       40        0    180   \n",
-       "295       177  1704436351       43       27       70       40        0    180   \n",
-       "296       177  1704436530       43       27       70       40        0    180   \n",
-       "297       177  1704436710       43       27       70       40        0    180   \n",
-       "298       177  1704436890       43       27       70       40        0    180   \n",
-       "299       177  1704437070       43       27       70       40        0    180   \n",
-       "\n",
-       "       D_n   S_n  \n",
-       "270   4320  4320  \n",
-       "271    901   900  \n",
-       "272   1080  1080  \n",
-       "273   1261  1260  \n",
-       "274   1441  1440  \n",
-       "275   1620  1620  \n",
-       "276   9180   900  \n",
-       "277   9360  1080  \n",
-       "278   9540  1260  \n",
-       "279   9720  1440  \n",
-       "280   9900  1620  \n",
-       "281  10080  1800  \n",
-       "282  10261  1980  \n",
-       "283  10440  2160  \n",
-       "284  10620  2340  \n",
-       "285    900   900  \n",
-       "286   1079  1080  \n",
-       "287   1260  1260  \n",
-       "288   1440  1440  \n",
-       "289   1620  1620  \n",
-       "290   1800  1800  \n",
-       "291   1980  1980  \n",
-       "292   2160  2160  \n",
-       "293   2340  2340  \n",
-       "294   2520  2520  \n",
-       "295   2701  2700  \n",
-       "296   2880  2880  \n",
-       "297   3060  3060  \n",
-       "298   3240  3240  \n",
-       "299   3420  3420  "
-      ]
-     },
-     "execution_count": 130,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rhist[list(rhist.columns)[:7] + list(rhist.columns)[-3:]][270:300]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {},
-   "outputs": [
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-       "      <th></th>\n",
-       "      <th>inter_no</th>\n",
-       "      <th>start_unix</th>\n",
-       "      <th>dura_A1</th>\n",
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-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1570</td>\n",
-       "      <td>1580</td>\n",
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-       "      <th>216</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704413850</td>\n",
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-       "      <td>180</td>\n",
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-       "      <td>2120</td>\n",
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-       "      <th>219</th>\n",
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-       "      <td>1704414390</td>\n",
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-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
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-       "      <td>2650</td>\n",
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-       "      <th>222</th>\n",
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-       "      <td>40</td>\n",
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-       "      <td>180</td>\n",
-       "      <td>3010</td>\n",
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-       "      <th>224</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704415290</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3190</td>\n",
-       "      <td>3200</td>\n",
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-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3370</td>\n",
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-       "      <th>226</th>\n",
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-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3730</td>\n",
-       "      <td>3740</td>\n",
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-       "      <th>228</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704416010</td>\n",
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-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3910</td>\n",
-       "      <td>3920</td>\n",
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-       "      <td>1704416190</td>\n",
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-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4090</td>\n",
-       "      <td>4100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>230</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704416370</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4270</td>\n",
-       "      <td>4280</td>\n",
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-       "    <tr>\n",
-       "      <th>231</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704416551</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>901</td>\n",
-       "      <td>900</td>\n",
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-       "    <tr>\n",
-       "      <th>232</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704416730</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1080</td>\n",
-       "      <td>1080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>233</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704416911</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1261</td>\n",
-       "      <td>1260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>234</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417090</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1440</td>\n",
-       "      <td>1440</td>\n",
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-       "    <tr>\n",
-       "      <th>235</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417270</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1620</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>236</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417449</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1799</td>\n",
-       "      <td>1800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>237</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417630</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1980</td>\n",
-       "      <td>1980</td>\n",
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-       "      <th>238</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417810</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2160</td>\n",
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-       "    <tr>\n",
-       "      <th>239</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704417990</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2340</td>\n",
-       "      <td>2340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>240</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704418169</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2519</td>\n",
-       "      <td>2520</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>241</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704418350</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2700</td>\n",
-       "      <td>2700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>242</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704418530</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2880</td>\n",
-       "      <td>2880</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>243</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704418710</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>3060</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>244</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704418890</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>3240</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>245</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419070</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3420</td>\n",
-       "      <td>3420</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>246</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419250</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3600</td>\n",
-       "      <td>3600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>247</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419430</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3780</td>\n",
-       "      <td>3780</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>248</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419610</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3960</td>\n",
-       "      <td>3960</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>249</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419790</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4140</td>\n",
-       "      <td>4140</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>250</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704419969</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4319</td>\n",
-       "      <td>4320</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>251</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704420150</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>900</td>\n",
-       "      <td>900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>252</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704420330</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1080</td>\n",
-       "      <td>1080</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>253</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704420510</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1260</td>\n",
-       "      <td>1260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704420690</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1440</td>\n",
-       "      <td>1440</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>255</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704420870</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1620</td>\n",
-       "      <td>1620</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>256</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704421050</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1800</td>\n",
-       "      <td>1800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>257</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704421230</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>1980</td>\n",
-       "      <td>1980</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>258</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704421411</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2161</td>\n",
-       "      <td>2160</td>\n",
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 계층화된 형태로 변환\n",
+    "hrhists = [] # hierarchied recent history\n",
+    "for i, row in rhists.iterrows():\n",
+    "    inter_no = row.inter_no\n",
+    "    start_unix = row.start_unix\n",
+    "\n",
+    "    ind = (timetable['start_seconds'] <= row.start_unix).sum() - 1\n",
+    "    start_hour = timetable.iloc[ind].start_hour\n",
+    "    start_minute = timetable.iloc[ind].start_minute\n",
+    "    isplit = isplits[(inter_no, start_hour, start_minute)]\n",
+    "    phas_As = [isplit[j][0] for j in isplit.keys()]\n",
+    "    phas_Bs = [isplit[j][1] for j in isplit.keys()]\n",
+    "    durs_A = row[[f'dura_A{j}' for j in range(1,9)]]\n",
+    "    durs_B = row[[f'dura_B{j}' for j in range(1,9)]]\n",
+    "    durations = []\n",
+    "    for j in range(1, len(isplit)+1):\n",
+    "        ja = isplit[j][0]\n",
+    "        jb = isplit[j][1]\n",
+    "        if ja == jb:\n",
+    "            durations.append(min(durs_A[ja-1], durs_B[jb-1]))\n",
+    "        else:\n",
+    "            durations.append(abs(durs_A[ja-1] - durs_B[ja-1]))\n",
+    "    new_rows = pd.DataFrame({'inter_no':[inter_no] * len(durations), 'start_unix':[start_unix] * len(durations),\n",
+    "                            'phas_A':phas_As, 'phas_B':phas_Bs, 'duration':durations})\n",
+    "    hrhists.append(new_rows)\n",
+    "hrhists = pd.concat(hrhists)\n",
+    "hrhists = hrhists.sort_values(by = ['start_unix', 'inter_no', 'phas_A', 'phas_B']).reset_index(drop=True)\n",
+    "hrhists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "movement = time2movement[present_time]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 중복을 제거하고 (inter_no, start_unix) 쌍을 만듭니다.\n",
+    "hrhists_inter_unix = set(hrhists[['inter_no', 'start_unix']].drop_duplicates().itertuples(index=False, name=None))\n",
+    "movement_inter_unix = set(movement[['inter_no', 'start_unix']].drop_duplicates().itertuples(index=False, name=None))\n",
+    "\n",
+    "# hrhists에는 있지만 movement에는 없는 (inter_no, start_unix) 쌍을 찾습니다.\n",
+    "missing_in_movement = hrhists_inter_unix - movement_inter_unix\n",
+    "\n",
+    "# 새로운 행들을 생성합니다.\n",
+    "new_rows = []\n",
+    "for inter_no, start_unix in missing_in_movement:\n",
+    "    # movements_wo_start_unix에서 해당 inter_no의 데이터를 찾습니다.\n",
+    "    new_row = movements_wo_start_unix[movements_wo_start_unix['inter_no'] == inter_no].copy()\n",
+    "    # start_unix 값을 설정합니다.\n",
+    "    new_row['start_unix'] = start_unix\n",
+    "    new_rows.append(new_row)\n",
+    "\n",
+    "# 새로운 데이터프레임을 생성하고 기존 movement 데이터프레임과 합칩니다.\n",
+    "new_movement = pd.concat(new_rows, ignore_index=True)\n",
+    "movement_updated = pd.concat([movement, new_movement], ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "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>node_id</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>duration</th>\n",
+       "      <th>inc_edge_A</th>\n",
+       "      <th>out_edge_A</th>\n",
+       "      <th>inc_edge_B</th>\n",
+       "      <th>out_edge_B</th>\n",
        "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>259</th>\n",
+       "      <th>0</th>\n",
        "      <td>177</td>\n",
-       "      <td>1704421590</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2340</td>\n",
-       "      <td>2340</td>\n",
+       "      <td>i2</td>\n",
+       "      <td>1704388801</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>36</td>\n",
+       "      <td>-571542809_01</td>\n",
+       "      <td>571542811_01</td>\n",
+       "      <td>571542811_02</td>\n",
+       "      <td>571542809_01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>260</th>\n",
+       "      <th>1</th>\n",
        "      <td>177</td>\n",
-       "      <td>1704421770</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2520</td>\n",
-       "      <td>2520</td>\n",
+       "      <td>i2</td>\n",
+       "      <td>1704388801</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>571542811_02</td>\n",
+       "      <td>571542107_01</td>\n",
+       "      <td>-571542809_01</td>\n",
+       "      <td>571542809_01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>261</th>\n",
+       "      <th>2</th>\n",
        "      <td>177</td>\n",
-       "      <td>1704421950</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2700</td>\n",
-       "      <td>2700</td>\n",
+       "      <td>i2</td>\n",
+       "      <td>1704388801</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>262</th>\n",
+       "      <th>3</th>\n",
        "      <td>177</td>\n",
-       "      <td>1704422130</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>2880</td>\n",
-       "      <td>2880</td>\n",
+       "      <td>i2</td>\n",
+       "      <td>1704388801</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>26</td>\n",
+       "      <td>-571542809_01</td>\n",
+       "      <td>571542811_01</td>\n",
+       "      <td>571542107_02</td>\n",
+       "      <td>571542809_01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>263</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422310</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>3060</td>\n",
+       "      <th>4</th>\n",
+       "      <td>176</td>\n",
+       "      <td>i1</td>\n",
+       "      <td>1704388850</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>37</td>\n",
+       "      <td>-571542810_01</td>\n",
+       "      <td>-571542797_02.99</td>\n",
+       "      <td>571542797_02.99</td>\n",
+       "      <td>571542810_01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>264</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422490</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3240</td>\n",
-       "      <td>3240</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>265</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422670</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3420</td>\n",
-       "      <td>3420</td>\n",
+       "      <th>748</th>\n",
+       "      <td>206</td>\n",
+       "      <td>i7</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>35</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>266</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704422849</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3599</td>\n",
-       "      <td>3600</td>\n",
+       "      <th>749</th>\n",
+       "      <td>206</td>\n",
+       "      <td>i7</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
+       "      <td>-571511538_02</td>\n",
+       "      <td>571542073_02</td>\n",
+       "      <td>571542073_01</td>\n",
+       "      <td>571511538_02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>267</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423030</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3780</td>\n",
-       "      <td>3780</td>\n",
+       "      <th>750</th>\n",
+       "      <td>206</td>\n",
+       "      <td>i7</td>\n",
+       "      <td>1704392160</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>26</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>268</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423210</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>3960</td>\n",
-       "      <td>3960</td>\n",
+       "      <th>751</th>\n",
+       "      <td>202</td>\n",
+       "      <td>i9</td>\n",
+       "      <td>1704392211</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>39</td>\n",
+       "      <td>571510152_02</td>\n",
+       "      <td>-571510152_01</td>\n",
+       "      <td>571510152_01</td>\n",
+       "      <td>571510152_01.65</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>269</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704423390</td>\n",
-       "      <td>43</td>\n",
-       "      <td>27</td>\n",
-       "      <td>70</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>180</td>\n",
-       "      <td>4140</td>\n",
-       "      <td>4140</td>\n",
+       "      <th>752</th>\n",
+       "      <td>202</td>\n",
+       "      <td>i9</td>\n",
+       "      <td>1704392211</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>101</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>757 rows × 10 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "     inter_no  start_unix  dura_A1  dura_A2  dura_A3  dura_A4  dura_A5  cycle  \\\n",
-       "210       177  1704412780       40       25       71       34        0    170   \n",
-       "211       177  1704412950       43       27       70       40        0    180   \n",
-       "212       177  1704413130       43       27       70       40        0    180   \n",
-       "213       177  1704413310       43       27       70       40        0    180   \n",
-       "214       177  1704413489       43       27       70       40        0    180   \n",
-       "215       177  1704413670       43       27       70       40        0    180   \n",
-       "216       177  1704413850       43       27       70       40        0    180   \n",
-       "217       177  1704414030       43       27       70       40        0    180   \n",
-       "218       177  1704414210       43       27       70       40        0    180   \n",
-       "219       177  1704414390       43       27       70       40        0    180   \n",
-       "220       177  1704414570       43       27       70       40        0    180   \n",
-       "221       177  1704414750       43       27       70       40        0    180   \n",
-       "222       177  1704414930       43       27       70       40        0    180   \n",
-       "223       177  1704415110       43       27       70       40        0    180   \n",
-       "224       177  1704415290       43       27       70       40        0    180   \n",
-       "225       177  1704415470       43       27       70       40        0    180   \n",
-       "226       177  1704415650       43       27       70       40        0    180   \n",
-       "227       177  1704415830       43       27       70       40        0    180   \n",
-       "228       177  1704416010       43       27       70       40        0    180   \n",
-       "229       177  1704416190       43       27       70       40        0    180   \n",
-       "230       177  1704416370       43       27       70       40        0    180   \n",
-       "231       177  1704416551       43       27       70       40        0    180   \n",
-       "232       177  1704416730       43       27       70       40        0    180   \n",
-       "233       177  1704416911       43       27       70       40        0    180   \n",
-       "234       177  1704417090       43       27       70       40        0    180   \n",
-       "235       177  1704417270       43       27       70       40        0    180   \n",
-       "236       177  1704417449       43       27       70       40        0    180   \n",
-       "237       177  1704417630       43       27       70       40        0    180   \n",
-       "238       177  1704417810       43       27       70       40        0    180   \n",
-       "239       177  1704417990       43       27       70       40        0    180   \n",
-       "240       177  1704418169       43       27       70       40        0    180   \n",
-       "241       177  1704418350       43       27       70       40        0    180   \n",
-       "242       177  1704418530       43       27       70       40        0    180   \n",
-       "243       177  1704418710       43       27       70       40        0    180   \n",
-       "244       177  1704418890       43       27       70       40        0    180   \n",
-       "245       177  1704419070       43       27       70       40        0    180   \n",
-       "246       177  1704419250       43       27       70       40        0    180   \n",
-       "247       177  1704419430       43       27       70       40        0    180   \n",
-       "248       177  1704419610       43       27       70       40        0    180   \n",
-       "249       177  1704419790       43       27       70       40        0    180   \n",
-       "250       177  1704419969       43       27       70       40        0    180   \n",
-       "251       177  1704420150       43       27       70       40        0    180   \n",
-       "252       177  1704420330       43       27       70       40        0    180   \n",
-       "253       177  1704420510       43       27       70       40        0    180   \n",
-       "254       177  1704420690       43       27       70       40        0    180   \n",
-       "255       177  1704420870       43       27       70       40        0    180   \n",
-       "256       177  1704421050       43       27       70       40        0    180   \n",
-       "257       177  1704421230       43       27       70       40        0    180   \n",
-       "258       177  1704421411       43       27       70       40        0    180   \n",
-       "259       177  1704421590       43       27       70       40        0    180   \n",
-       "260       177  1704421770       43       27       70       40        0    180   \n",
-       "261       177  1704421950       43       27       70       40        0    180   \n",
-       "262       177  1704422130       43       27       70       40        0    180   \n",
-       "263       177  1704422310       43       27       70       40        0    180   \n",
-       "264       177  1704422490       43       27       70       40        0    180   \n",
-       "265       177  1704422670       43       27       70       40        0    180   \n",
-       "266       177  1704422849       43       27       70       40        0    180   \n",
-       "267       177  1704423030       43       27       70       40        0    180   \n",
-       "268       177  1704423210       43       27       70       40        0    180   \n",
-       "269       177  1704423390       43       27       70       40        0    180   \n",
+       "    inter_no node_id  start_unix phas_A phas_B  duration     inc_edge_A  \\\n",
+       "0        177      i2  1704388801      1      1        36  -571542809_01   \n",
+       "1        177      i2  1704388801      2      2        20   571542811_02   \n",
+       "2        177      i2  1704388801      3      3        68            NaN   \n",
+       "3        177      i2  1704388801      4      4        26  -571542809_01   \n",
+       "4        176      i1  1704388850      1      1        37  -571542810_01   \n",
+       "..       ...     ...         ...    ...    ...       ...            ...   \n",
+       "748      206      i7  1704392160      2      2        35            NaN   \n",
+       "749      206      i7  1704392160      3      3        26  -571511538_02   \n",
+       "750      206      i7  1704392160      4      4        26            NaN   \n",
+       "751      202      i9  1704392211      1      1        39   571510152_02   \n",
+       "752      202      i9  1704392211      2      2       101            NaN   \n",
        "\n",
-       "      D_n   S_n  \n",
-       "210  4420  4420  \n",
-       "211   850   860  \n",
-       "212  1030  1040  \n",
-       "213  1210  1220  \n",
-       "214  1389  1400  \n",
-       "215  1570  1580  \n",
-       "216  1750  1760  \n",
-       "217  1930  1940  \n",
-       "218  2110  2120  \n",
-       "219  2290  2300  \n",
-       "220  2470  2480  \n",
-       "221  2650  2660  \n",
-       "222  2830  2840  \n",
-       "223  3010  3020  \n",
-       "224  3190  3200  \n",
-       "225  3370  3380  \n",
-       "226  3550  3560  \n",
-       "227  3730  3740  \n",
-       "228  3910  3920  \n",
-       "229  4090  4100  \n",
-       "230  4270  4280  \n",
-       "231   901   900  \n",
-       "232  1080  1080  \n",
-       "233  1261  1260  \n",
-       "234  1440  1440  \n",
-       "235  1620  1620  \n",
-       "236  1799  1800  \n",
-       "237  1980  1980  \n",
-       "238  2160  2160  \n",
-       "239  2340  2340  \n",
-       "240  2519  2520  \n",
-       "241  2700  2700  \n",
-       "242  2880  2880  \n",
-       "243  3060  3060  \n",
-       "244  3240  3240  \n",
-       "245  3420  3420  \n",
-       "246  3600  3600  \n",
-       "247  3780  3780  \n",
-       "248  3960  3960  \n",
-       "249  4140  4140  \n",
-       "250  4319  4320  \n",
-       "251   900   900  \n",
-       "252  1080  1080  \n",
-       "253  1260  1260  \n",
-       "254  1440  1440  \n",
-       "255  1620  1620  \n",
-       "256  1800  1800  \n",
-       "257  1980  1980  \n",
-       "258  2161  2160  \n",
-       "259  2340  2340  \n",
-       "260  2520  2520  \n",
-       "261  2700  2700  \n",
-       "262  2880  2880  \n",
-       "263  3060  3060  \n",
-       "264  3240  3240  \n",
-       "265  3420  3420  \n",
-       "266  3599  3600  \n",
-       "267  3780  3780  \n",
-       "268  3960  3960  \n",
-       "269  4140  4140  "
+       "           out_edge_A       inc_edge_B       out_edge_B  \n",
+       "0        571542811_01     571542811_02     571542809_01  \n",
+       "1        571542107_01    -571542809_01     571542809_01  \n",
+       "2                 NaN              NaN              NaN  \n",
+       "3        571542811_01     571542107_02     571542809_01  \n",
+       "4    -571542797_02.99  571542797_02.99     571542810_01  \n",
+       "..                ...              ...              ...  \n",
+       "748               NaN              NaN              NaN  \n",
+       "749      571542073_02     571542073_01     571511538_02  \n",
+       "750               NaN              NaN              NaN  \n",
+       "751     -571510152_01     571510152_01  571510152_01.65  \n",
+       "752               NaN              NaN              NaN  \n",
+       "\n",
+       "[757 rows x 10 columns]"
       ]
      },
-     "execution_count": 109,
+     "execution_count": 143,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "rhist[210:210+60][list(rhist.columns)[:7] + list(rhist.columns)[-3:]]"
+    "movedur = pd.merge(movement_updated, hrhists, how='inner', on=['inter_no', 'start_unix', 'phas_A', 'phas_B']) # movements and durations\n",
+    "movedur = movedur.sort_values(by=['start_unix', 'inter_no', 'phas_A','phas_B'])\n",
+    "movedur = movedur[['inter_no', 'start_unix', 'phas_A', 'phas_B', 'move_A', 'move_B', 'duration']]\n",
+    "\n",
+    "# 이동류 매칭 테이블에서 진입id, 진출id를 가져와서 붙임.\n",
+    "for i, row in movedur.iterrows():\n",
+    "    inter_no = row.inter_no\n",
+    "    start_unix = row.start_unix\n",
+    "    # incoming and outgoing edges A\n",
+    "    move_A = row.move_A\n",
+    "    if move_A in [17, 18]:\n",
+    "        inc_edge_A = np.nan\n",
+    "        out_edge_A = np.nan\n",
+    "    else:\n",
+    "        match_A = matching[(matching.inter_no == inter_no) & (matching.move_no == move_A)].iloc[0]\n",
+    "        inc_edge_A = match_A.inc_edge\n",
+    "        out_edge_A = match_A.out_edge\n",
+    "    movedur.loc[i, ['inc_edge_A', 'out_edge_A']] = [inc_edge_A, out_edge_A]\n",
+    "    # incoming and outgoing edges B\n",
+    "    move_B = row.move_B\n",
+    "    if move_B in [17, 18]:\n",
+    "        inc_edge_B = np.nan\n",
+    "        out_edge_B = np.nan\n",
+    "    else:\n",
+    "        match_B = matching[(matching.inter_no == inter_no) & (matching.move_no == move_B)].iloc[0]\n",
+    "        inc_edge_B = match_B.inc_edge\n",
+    "        out_edge_B = match_B.out_edge\n",
+    "    movedur.loc[i, ['inc_edge_B', 'out_edge_B']] = [inc_edge_B, out_edge_B]\n",
+    "\n",
+    "# 이동류 컬럼 제거\n",
+    "movedur = movedur.drop(['move_A', 'move_B'], axis=1)\n",
+    "\n",
+    "histid = movedur.copy() # history with edge ids (incoming and outgoing edge ids)\n",
+    "histid['node_id'] = histid['inter_no'].map(inter2node)\n",
+    "histid = histid[['inter_no', 'node_id', 'start_unix', 'phas_A', 'phas_B', 'duration', 'inc_edge_A', 'out_edge_A', 'inc_edge_B', 'out_edge_B']]\n",
+    "histid = histid[histid.start_unix > present_time - 3600]\n",
+    "histid"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": 71,
@@ -9042,7 +6389,7 @@
     "rhistory = rhistory[['inter_no', 'start_unix'] + [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)] + ['cycle']]\n",
     "\n",
     "# 계층화된 형태로 변환\n",
-    "hrhistory = [] # hierarchied recent history\n",
+    "hrhistory = [] # hierarchized recent history\n",
     "for i, row in rhistory.iterrows():\n",
     "    inter_no = row.inter_no\n",
     "    start_unix = row.start_unix\n",
diff --git a/Analysis/0109_preprocess/0125/hrhists.csv b/Analysis/0109_preprocess/0125/hrhists.csv
new file mode 100644
index 000000000..bcb6a6140
--- /dev/null
+++ b/Analysis/0109_preprocess/0125/hrhists.csv
@@ -0,0 +1,773 @@
+,inter_no,start_unix,phas_A,phas_B,duration
+0,178,1704388800,1,1,38
+1,178,1704388800,2,2,39
+2,178,1704388800,3,3,40
+3,178,1704388800,4,4,23
+4,201,1704388800,1,1,24
+5,201,1704388800,2,2,24
+6,201,1704388800,3,3,17
+7,201,1704388800,4,4,58
+8,201,1704388800,5,5,17
+9,202,1704388800,1,1,39
+10,202,1704388800,2,2,101
+11,206,1704388800,1,1,33
+12,206,1704388800,2,2,35
+13,206,1704388800,3,3,26
+14,206,1704388800,4,4,26
+15,177,1704388801,1,1,36
+16,177,1704388801,2,2,20
+17,177,1704388801,3,3,68
+18,177,1704388801,4,4,26
+19,176,1704388850,1,1,37
+20,176,1704388850,2,2,73
+21,176,1704388850,3,3,40
+22,210,1704388860,1,1,24
+23,210,1704388860,1,2,19
+24,210,1704388860,2,2,29
+25,210,1704388860,3,3,56
+26,210,1704388860,4,4,22
+27,175,1704388880,1,1,37
+28,175,1704388880,2,2,39
+29,175,1704388880,3,3,25
+30,175,1704388880,3,4,30
+31,175,1704388880,4,4,29
+32,206,1704388920,1,1,33
+33,206,1704388920,2,2,35
+34,206,1704388920,3,3,26
+35,206,1704388920,4,4,26
+36,202,1704388939,1,1,39
+37,202,1704388939,2,2,101
+38,178,1704388940,1,1,38
+39,178,1704388940,2,2,39
+40,178,1704388940,3,3,40
+41,178,1704388940,4,4,23
+42,201,1704388940,1,1,24
+43,201,1704388940,2,2,24
+44,201,1704388940,3,3,17
+45,201,1704388940,4,4,58
+46,201,1704388940,5,5,17
+47,177,1704388950,1,1,36
+48,177,1704388950,2,2,20
+49,177,1704388950,3,3,68
+50,177,1704388950,4,4,26
+51,176,1704389000,1,1,37
+52,176,1704389000,2,2,73
+53,176,1704389000,3,3,40
+54,210,1704389010,1,1,24
+55,210,1704389010,1,2,19
+56,210,1704389010,2,2,29
+57,210,1704389010,3,3,56
+58,210,1704389010,4,4,22
+59,175,1704389040,1,1,37
+60,175,1704389040,2,2,39
+61,175,1704389040,3,3,25
+62,175,1704389040,3,4,30
+63,175,1704389040,4,4,29
+64,206,1704389040,1,1,33
+65,206,1704389040,2,2,35
+66,206,1704389040,3,3,26
+67,206,1704389040,4,4,26
+68,201,1704389080,1,1,24
+69,201,1704389080,2,2,24
+70,201,1704389080,3,3,17
+71,201,1704389080,4,4,58
+72,201,1704389080,5,5,17
+73,202,1704389080,1,1,39
+74,202,1704389080,2,2,101
+75,178,1704389081,1,1,38
+76,178,1704389081,2,2,39
+77,178,1704389081,3,3,40
+78,178,1704389081,4,4,23
+79,177,1704389100,1,1,36
+80,177,1704389100,2,2,20
+81,177,1704389100,3,3,68
+82,177,1704389100,4,4,26
+83,176,1704389150,1,1,37
+84,176,1704389150,2,2,73
+85,176,1704389150,3,3,40
+86,206,1704389160,1,1,33
+87,206,1704389160,2,2,35
+88,206,1704389160,3,3,26
+89,206,1704389160,4,4,26
+90,210,1704389160,1,1,24
+91,210,1704389160,1,2,19
+92,210,1704389160,2,2,29
+93,210,1704389160,3,3,56
+94,210,1704389160,4,4,22
+95,175,1704389200,1,1,37
+96,175,1704389200,2,2,39
+97,175,1704389200,3,3,25
+98,175,1704389200,3,4,30
+99,175,1704389200,4,4,29
+100,178,1704389220,1,1,38
+101,178,1704389220,2,2,39
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diff --git a/Analysis/0109_preprocess/0125/movement.csv b/Analysis/0109_preprocess/0125/movement.csv
new file mode 100644
index 000000000..9e4bee0b6
--- /dev/null
+++ b/Analysis/0109_preprocess/0125/movement.csv
@@ -0,0 +1,814 @@
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diff --git a/Analysis/0109_preprocess/0125/movements_wo_start_unix.csv b/Analysis/0109_preprocess/0125/movements_wo_start_unix.csv
new file mode 100644
index 000000000..7e4b23c66
--- /dev/null
+++ b/Analysis/0109_preprocess/0125/movements_wo_start_unix.csv
@@ -0,0 +1,33 @@
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index cbcb7eee6..997e2b01d 100644
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