diff --git a/Data/tables/history.csv b/Data/tables/history.csv
index cbe9334ee..1b218243f 100644
--- a/Data/tables/history.csv
+++ b/Data/tables/history.csv
@@ -1,4176 +1,3861 @@
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diff --git a/Data/tables/plan.csv b/Data/tables/plan.csv
index d66ec9588..ac8e1371b 100644
--- a/Data/tables/plan.csv
+++ b/Data/tables/plan.csv
@@ -1,8 +1,8 @@
 inter_no,start_hour,start_minute,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,yellow_A1,yellow_B1,yellow_A2,yellow_B2,yellow_A3,yellow_B3,yellow_A4,yellow_B4,yellow_A5,yellow_B5,yellow_A6,yellow_B6,yellow_A7,yellow_B7,yellow_A8,yellow_B8,red_A1,red_B1,red_A2,red_B2,red_A3,red_B3,red_A4,red_B4,red_A5,red_B5,red_A6,red_B6,red_A7,red_B7,red_A8,red_B8
-175,00,00,37,39,55,29,0,0,0,0,37,39,25,59,0,0,0,0,160,57,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-175,07,00,40,42,55,33,0,0,0,0,40,42,29,59,0,0,0,0,170,40,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-175,09,00,43,45,55,37,0,0,0,0,43,45,33,59,0,0,0,0,180,28,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
-175,18,30,46,48,55,41,0,0,0,0,46,48,37,59,0,0,0,0,190,18,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+175,00,00,37,39,55,29,0,0,0,0,37,39,25,59,0,0,0,0,160,57,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
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+175,09,00,43,45,55,37,0,0,0,0,43,45,33,59,0,0,0,0,180,28,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,5,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
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 176,00,00,37,73,40,0,0,0,0,0,37,73,40,0,0,0,0,0,150,131,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
 176,07,00,37,93,40,0,0,0,0,0,37,93,40,0,0,0,0,0,170,153,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
 176,09,00,37,103,40,0,0,0,0,0,37,103,40,0,0,0,0,0,180,169,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
@@ -11,23 +11,23 @@ inter_no,start_hour,start_minute,dura_A1,dura_A2,dura_A3,dura_A4,dura_A5,dura_A6
 177,07,00,40,25,71,34,0,0,0,0,40,25,71,34,0,0,0,0,170,33,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
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 177,18,30,45,32,77,36,0,0,0,0,45,32,77,36,0,0,0,0,190,49,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
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+206,09,00,45,53,26,26,0,0,0,0,45,53,26,26,0,0,0,0,150,17,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+206,18,30,46,62,26,26,0,0,0,0,46,62,26,26,0,0,0,0,160,10,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1
+210,00,00,43,29,56,22,0,0,0,0,24,48,56,22,0,0,0,0,150,115,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+210,07,00,43,39,65,23,0,0,0,0,24,58,65,23,0,0,0,0,170,131,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+210,09,00,43,43,70,24,0,0,0,0,28,58,70,24,0,0,0,0,180,137,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
+210,18,30,43,47,75,25,0,0,0,0,24,66,75,25,0,0,0,0,190,143,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2
diff --git a/Data/tables/raw_tables/0116_make_sample_table.ipynb b/Data/tables/raw_tables/0116_make_sample_table.ipynb
index cb7038def..517fa7280 100644
--- a/Data/tables/raw_tables/0116_make_sample_table.ipynb
+++ b/Data/tables/raw_tables/0116_make_sample_table.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -152,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -180,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -440,7 +440,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -501,7 +501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1292,22 +1292,22 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
@@ -1348,22 +1348,22 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
@@ -1404,22 +1404,22 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
@@ -1460,22 +1460,22 @@
        "      <td>4</td>\n",
        "      <td>4</td>\n",
        "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
@@ -1948,150 +1948,150 @@
        "      <td>0</td>\n",
        "      <td>120</td>\n",
        "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>206</td>\n",
-       "      <td>07</td>\n",
-       "      <td>00</td>\n",
-       "      <td>44</td>\n",
-       "      <td>44</td>\n",
-       "      <td>26</td>\n",
-       "      <td>26</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</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>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>44</td>\n",
-       "      <td>44</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>140</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>25</th>\n",
        "      <td>206</td>\n",
-       "      <td>09</td>\n",
+       "      <td>07</td>\n",
        "      <td>00</td>\n",
-       "      <td>45</td>\n",
-       "      <td>53</td>\n",
+       "      <td>44</td>\n",
+       "      <td>44</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>45</td>\n",
-       "      <td>53</td>\n",
+       "      <td>44</td>\n",
+       "      <td>44</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>150</td>\n",
-       "      <td>17</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>140</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</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>0</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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>206</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</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>0</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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
@@ -2116,38 +2116,38 @@
        "      <td>0</td>\n",
        "      <td>160</td>\n",
        "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</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>0</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>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
@@ -2172,22 +2172,22 @@
        "      <td>0</td>\n",
        "      <td>150</td>\n",
        "      <td>115</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2228,22 +2228,22 @@
        "      <td>0</td>\n",
        "      <td>170</td>\n",
        "      <td>131</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2284,22 +2284,22 @@
        "      <td>0</td>\n",
        "      <td>180</td>\n",
        "      <td>137</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2340,22 +2340,22 @@
        "      <td>0</td>\n",
        "      <td>190</td>\n",
        "      <td>143</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
@@ -2471,14 +2471,14 @@
        "21        0        0        0        0    160     103          4          4   \n",
        "22        0        0        0        0    160     103          4          4   \n",
        "23        0        0        0        0    170     103          4          4   \n",
-       "24        0        0        0        0    120      10          5          5   \n",
-       "25        0        0        0        0    140       7          5          5   \n",
-       "26        0        0        0        0    150      17          5          5   \n",
-       "27        0        0        0        0    160      10          5          5   \n",
-       "28        0        0        0        0    150     115          4          4   \n",
-       "29        0        0        0        0    170     131          4          4   \n",
-       "30        0        0        0        0    180     137          4          4   \n",
-       "31        0        0        0        0    190     143          4          4   \n",
+       "24        0        0        0        0    120      10          4          4   \n",
+       "25        0        0        0        0    140       7          4          4   \n",
+       "26        0        0        0        0    150      17          4          4   \n",
+       "27        0        0        0        0    160      10          4          4   \n",
+       "28        0        0        0        0    150     115          3          3   \n",
+       "29        0        0        0        0    170     131          3          3   \n",
+       "30        0        0        0        0    180     137          3          3   \n",
+       "31        0        0        0        0    190     143          3          3   \n",
        "\n",
        "    yellow_A2  yellow_B2  yellow_A3  yellow_B3  yellow_A4  yellow_B4  \\\n",
        "0           4          4          4          4          4          4   \n",
@@ -2505,14 +2505,14 @@
        "21          4          4          4          4          4          4   \n",
        "22          4          4          4          4          4          4   \n",
        "23          4          4          4          4          4          4   \n",
-       "24          5          5          5          5          5          5   \n",
-       "25          5          5          5          5          5          5   \n",
-       "26          5          5          5          5          5          5   \n",
-       "27          5          5          5          5          5          5   \n",
-       "28          4          4          4          4          4          4   \n",
-       "29          4          4          4          4          4          4   \n",
-       "30          4          4          4          4          4          4   \n",
-       "31          4          4          4          4          4          4   \n",
+       "24          4          4          4          4          4          4   \n",
+       "25          4          4          4          4          4          4   \n",
+       "26          4          4          4          4          4          4   \n",
+       "27          4          4          4          4          4          4   \n",
+       "28          3          3          3          3          3          3   \n",
+       "29          3          3          3          3          3          3   \n",
+       "30          3          3          3          3          3          3   \n",
+       "31          3          3          3          3          3          3   \n",
        "\n",
        "    yellow_A5  yellow_B5  yellow_A6  yellow_B6  yellow_A7  yellow_B7  \\\n",
        "0           4          4          4          4          4          4   \n",
@@ -2539,14 +2539,14 @@
        "21          4          4          4          4          4          4   \n",
        "22          4          4          4          4          4          4   \n",
        "23          4          4          4          4          4          4   \n",
-       "24          5          5          5          5          5          5   \n",
-       "25          5          5          5          5          5          5   \n",
-       "26          5          5          5          5          5          5   \n",
-       "27          5          5          5          5          5          5   \n",
-       "28          4          4          4          4          4          4   \n",
-       "29          4          4          4          4          4          4   \n",
-       "30          4          4          4          4          4          4   \n",
-       "31          4          4          4          4          4          4   \n",
+       "24          4          4          4          4          4          4   \n",
+       "25          4          4          4          4          4          4   \n",
+       "26          4          4          4          4          4          4   \n",
+       "27          4          4          4          4          4          4   \n",
+       "28          3          3          3          3          3          3   \n",
+       "29          3          3          3          3          3          3   \n",
+       "30          3          3          3          3          3          3   \n",
+       "31          3          3          3          3          3          3   \n",
        "\n",
        "    yellow_A8  yellow_B8  red_A1  red_B1  red_A2  red_B2  red_A3  red_B3  \\\n",
        "0           4          4       1       1       1       1       1       1   \n",
@@ -2561,10 +2561,10 @@
        "9           4          4       1       1       1       1       1       1   \n",
        "10          4          4       1       1       1       1       1       1   \n",
        "11          4          4       1       1       1       1       1       1   \n",
-       "12          4          4       2       2       2       2       2       2   \n",
-       "13          4          4       2       2       2       2       2       2   \n",
-       "14          4          4       2       2       2       2       2       2   \n",
-       "15          4          4       2       2       2       2       2       2   \n",
+       "12          4          4       1       1       1       1       1       1   \n",
+       "13          4          4       1       1       1       1       1       1   \n",
+       "14          4          4       1       1       1       1       1       1   \n",
+       "15          4          4       1       1       1       1       1       1   \n",
        "16          5          5       1       1       1       1       1       1   \n",
        "17          5          5       1       1       1       1       1       1   \n",
        "18          5          5       1       1       1       1       1       1   \n",
@@ -2573,14 +2573,14 @@
        "21          4          4       2       2       2       2       2       2   \n",
        "22          4          4       2       2       2       2       2       2   \n",
        "23          4          4       2       2       2       2       2       2   \n",
-       "24          5          5       2       2       2       2       2       2   \n",
-       "25          5          5       2       2       2       2       2       2   \n",
-       "26          5          5       2       2       2       2       2       2   \n",
-       "27          5          5       2       2       2       2       2       2   \n",
-       "28          4          4       1       1       1       1       1       1   \n",
-       "29          4          4       1       1       1       1       1       1   \n",
-       "30          4          4       1       1       1       1       1       1   \n",
-       "31          4          4       1       1       1       1       1       1   \n",
+       "24          4          4       0       0       0       0       0       0   \n",
+       "25          4          4       0       0       0       0       0       0   \n",
+       "26          4          4       0       0       0       0       0       0   \n",
+       "27          4          4       0       0       0       0       0       0   \n",
+       "28          3          3       1       1       1       1       1       1   \n",
+       "29          3          3       1       1       1       1       1       1   \n",
+       "30          3          3       1       1       1       1       1       1   \n",
+       "31          3          3       1       1       1       1       1       1   \n",
        "\n",
        "    red_A4  red_B4  red_A5  red_B5  red_A6  red_B6  red_A7  red_B7  red_A8  \\\n",
        "0        1       1       1       1       1       1       1       1       1   \n",
@@ -2595,10 +2595,10 @@
        "9        1       1       1       1       1       1       1       1       1   \n",
        "10       1       1       1       1       1       1       1       1       1   \n",
        "11       1       1       1       1       1       1       1       1       1   \n",
-       "12       2       2       2       2       2       2       2       2       2   \n",
-       "13       2       2       2       2       2       2       2       2       2   \n",
-       "14       2       2       2       2       2       2       2       2       2   \n",
-       "15       2       2       2       2       2       2       2       2       2   \n",
+       "12       1       1       1       1       1       1       1       1       1   \n",
+       "13       1       1       1       1       1       1       1       1       1   \n",
+       "14       1       1       1       1       1       1       1       1       1   \n",
+       "15       1       1       1       1       1       1       1       1       1   \n",
        "16       1       1       1       1       1       1       1       1       1   \n",
        "17       1       1       1       1       1       1       1       1       1   \n",
        "18       1       1       1       1       1       1       1       1       1   \n",
@@ -2607,10 +2607,10 @@
        "21       2       2       2       2       2       2       2       2       2   \n",
        "22       2       2       2       2       2       2       2       2       2   \n",
        "23       2       2       2       2       2       2       2       2       2   \n",
-       "24       2       2       2       2       2       2       2       2       2   \n",
-       "25       2       2       2       2       2       2       2       2       2   \n",
-       "26       2       2       2       2       2       2       2       2       2   \n",
-       "27       2       2       2       2       2       2       2       2       2   \n",
+       "24       0       0       0       0       0       0       0       0       0   \n",
+       "25       0       0       0       0       0       0       0       0       0   \n",
+       "26       0       0       0       0       0       0       0       0       0   \n",
+       "27       0       0       0       0       0       0       0       0       0   \n",
        "28       1       1       1       1       1       1       1       1       1   \n",
        "29       1       1       1       1       1       1       1       1       1   \n",
        "30       1       1       1       1       1       1       1       1       1   \n",
@@ -2629,10 +2629,10 @@
        "9        1  \n",
        "10       1  \n",
        "11       1  \n",
-       "12       2  \n",
-       "13       2  \n",
-       "14       2  \n",
-       "15       2  \n",
+       "12       1  \n",
+       "13       1  \n",
+       "14       1  \n",
+       "15       1  \n",
        "16       1  \n",
        "17       1  \n",
        "18       1  \n",
@@ -2641,10 +2641,10 @@
        "21       2  \n",
        "22       2  \n",
        "23       2  \n",
-       "24       2  \n",
-       "25       2  \n",
-       "26       2  \n",
-       "27       2  \n",
+       "24       0  \n",
+       "25       0  \n",
+       "26       0  \n",
+       "27       0  \n",
        "28       1  \n",
        "29       1  \n",
        "30       1  \n",
@@ -2711,7 +2711,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -2761,7 +2761,7 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>206</td>\n",
-       "      <td>1704380521</td>\n",
+       "      <td>1704380520</td>\n",
        "      <td>33</td>\n",
        "      <td>35</td>\n",
        "      <td>26</td>\n",
@@ -2784,7 +2784,7 @@
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>202</td>\n",
-       "      <td>1704380540</td>\n",
+       "      <td>1704380539</td>\n",
        "      <td>39</td>\n",
        "      <td>101</td>\n",
        "      <td>0</td>\n",
@@ -2806,29 +2806,6 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>201</td>\n",
-       "      <td>1704380540</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>133</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
        "      <td>178</td>\n",
        "      <td>1704380540</td>\n",
        "      <td>38</td>\n",
@@ -2851,30 +2828,30 @@
        "      <td>50</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>176</td>\n",
-       "      <td>1704380550</td>\n",
-       "      <td>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>3</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704380549</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>37</td>\n",
-       "      <td>73</td>\n",
-       "      <td>40</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",
-       "      <td>131</td>\n",
+       "      <td>115</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>4</th>\n",
        "      <td>177</td>\n",
        "      <td>1704380550</td>\n",
        "      <td>36</td>\n",
@@ -2897,32 +2874,32 @@
        "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>210</td>\n",
+       "      <th>5</th>\n",
+       "      <td>176</td>\n",
        "      <td>1704380550</td>\n",
-       "      <td>43</td>\n",
-       "      <td>29</td>\n",
-       "      <td>56</td>\n",
-       "      <td>22</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</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>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>150</td>\n",
-       "      <td>115</td>\n",
+       "      <td>131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>6</th>\n",
        "      <td>175</td>\n",
-       "      <td>1704380560</td>\n",
+       "      <td>1704380559</td>\n",
        "      <td>37</td>\n",
        "      <td>39</td>\n",
        "      <td>55</td>\n",
@@ -2943,7 +2920,7 @@
        "      <td>57</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>7</th>\n",
        "      <td>206</td>\n",
        "      <td>1704380640</td>\n",
        "      <td>33</td>\n",
@@ -2966,6 +2943,29 @@
        "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704380680</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>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>9</th>\n",
        "      <td>178</td>\n",
        "      <td>1704380680</td>\n",
@@ -2990,26 +2990,26 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>201</td>\n",
-       "      <td>1704380680</td>\n",
-       "      <td>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>17</td>\n",
-       "      <td>58</td>\n",
-       "      <td>17</td>\n",
+       "      <td>177</td>\n",
+       "      <td>1704380700</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>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>17</td>\n",
-       "      <td>58</td>\n",
-       "      <td>17</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>140</td>\n",
-       "      <td>133</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
@@ -3036,29 +3036,6 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>177</td>\n",
-       "      <td>1704380700</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",
-       "      <td>35</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
        "      <td>210</td>\n",
        "      <td>1704380700</td>\n",
        "      <td>43</td>\n",
@@ -3081,7 +3058,7 @@
        "      <td>115</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>13</th>\n",
        "      <td>175</td>\n",
        "      <td>1704380720</td>\n",
        "      <td>37</td>\n",
@@ -3104,6 +3081,29 @@
        "      <td>57</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704380736</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>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>206</td>\n",
        "      <td>1704380760</td>\n",
@@ -3129,7 +3129,7 @@
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>178</td>\n",
-       "      <td>1704380820</td>\n",
+       "      <td>1704380819</td>\n",
        "      <td>38</td>\n",
        "      <td>39</td>\n",
        "      <td>40</td>\n",
@@ -3151,31 +3151,31 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>201</td>\n",
+       "      <td>202</td>\n",
        "      <td>1704380820</td>\n",
-       "      <td>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>17</td>\n",
-       "      <td>58</td>\n",
-       "      <td>17</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>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>133</td>\n",
+       "      <td>103</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>177</td>\n",
-       "      <td>1704380850</td>\n",
+       "      <td>1704380849</td>\n",
        "      <td>36</td>\n",
        "      <td>20</td>\n",
        "      <td>68</td>\n",
@@ -3224,73 +3224,73 @@
       ],
       "text/plain": [
        "   inter_no    end_unix dura_A1 dura_A2 dura_A3 dura_A4 dura_A5 dura_A6  \\\n",
-       "0       206  1704380521      33      35      26      26       0       0   \n",
-       "1       202  1704380540      39     101       0       0       0       0   \n",
-       "2       201  1704380540      24      24      17      58      17       0   \n",
-       "3       178  1704380540      38      39      40      23       0       0   \n",
-       "4       176  1704380550      37      73      40       0       0       0   \n",
-       "5       177  1704380550      36      20      68      26       0       0   \n",
-       "6       210  1704380550      43      29      56      22       0       0   \n",
-       "7       175  1704380560      37      39      55      29       0       0   \n",
-       "8       206  1704380640      33      35      26      26       0       0   \n",
+       "0       206  1704380520      33      35      26      26       0       0   \n",
+       "1       202  1704380539      39     101       0       0       0       0   \n",
+       "2       178  1704380540      38      39      40      23       0       0   \n",
+       "3       210  1704380549      43      29      56      22       0       0   \n",
+       "4       177  1704380550      36      20      68      26       0       0   \n",
+       "5       176  1704380550      37      73      40       0       0       0   \n",
+       "6       175  1704380559      37      39      55      29       0       0   \n",
+       "7       206  1704380640      33      35      26      26       0       0   \n",
+       "8       202  1704380680      39     101       0       0       0       0   \n",
        "9       178  1704380680      38      39      40      23       0       0   \n",
-       "10      201  1704380680      24      24      17      58      17       0   \n",
+       "10      177  1704380700      36      20      68      26       0       0   \n",
        "11      176  1704380700      37      73      40       0       0       0   \n",
-       "12      177  1704380700      36      20      68      26       0       0   \n",
-       "13      210  1704380700      43      29      56      22       0       0   \n",
-       "14      175  1704380720      37      39      55      29       0       0   \n",
+       "12      210  1704380700      43      29      56      22       0       0   \n",
+       "13      175  1704380720      37      39      55      29       0       0   \n",
+       "14      201  1704380736      24      24      17      58      17       0   \n",
        "15      206  1704380760      33      35      26      26       0       0   \n",
-       "16      178  1704380820      38      39      40      23       0       0   \n",
-       "17      201  1704380820      24      24      17      58      17       0   \n",
-       "18      177  1704380850      36      20      68      26       0       0   \n",
+       "16      178  1704380819      38      39      40      23       0       0   \n",
+       "17      202  1704380820      39     101       0       0       0       0   \n",
+       "18      177  1704380849      36      20      68      26       0       0   \n",
        "19      210  1704380850      43      29      56      22       0       0   \n",
        "\n",
        "   dura_A7 dura_A8 dura_B1 dura_B2 dura_B3 dura_B4 dura_B5 dura_B6 dura_B7  \\\n",
        "0        0       0      33      35      26      26       0       0       0   \n",
        "1        0       0      39     101       0       0       0       0       0   \n",
-       "2        0       0      24      24      17      58      17       0       0   \n",
-       "3        0       0      38      39      40      23       0       0       0   \n",
-       "4        0       0      37      73      40       0       0       0       0   \n",
-       "5        0       0      36      20      68      26       0       0       0   \n",
-       "6        0       0      24      48      56      22       0       0       0   \n",
-       "7        0       0      37      39      25      59       0       0       0   \n",
-       "8        0       0      33      35      26      26       0       0       0   \n",
+       "2        0       0      38      39      40      23       0       0       0   \n",
+       "3        0       0      24      48      56      22       0       0       0   \n",
+       "4        0       0      36      20      68      26       0       0       0   \n",
+       "5        0       0      37      73      40       0       0       0       0   \n",
+       "6        0       0      37      39      25      59       0       0       0   \n",
+       "7        0       0      33      35      26      26       0       0       0   \n",
+       "8        0       0      39     101       0       0       0       0       0   \n",
        "9        0       0      38      39      40      23       0       0       0   \n",
-       "10       0       0      24      24      17      58      17       0       0   \n",
+       "10       0       0      36      20      68      26       0       0       0   \n",
        "11       0       0      37      73      40       0       0       0       0   \n",
-       "12       0       0      36      20      68      26       0       0       0   \n",
-       "13       0       0      24      48      56      22       0       0       0   \n",
-       "14       0       0      37      39      25      59       0       0       0   \n",
+       "12       0       0      24      48      56      22       0       0       0   \n",
+       "13       0       0      37      39      25      59       0       0       0   \n",
+       "14       0       0      24      24      17      58      17       0       0   \n",
        "15       0       0      33      35      26      26       0       0       0   \n",
        "16       0       0      38      39      40      23       0       0       0   \n",
-       "17       0       0      24      24      17      58      17       0       0   \n",
+       "17       0       0      39     101       0       0       0       0       0   \n",
        "18       0       0      36      20      68      26       0       0       0   \n",
        "19       0       0      24      48      56      22       0       0       0   \n",
        "\n",
        "   dura_B8 cycle offset  \n",
        "0        0   120     10  \n",
        "1        0   140    103  \n",
-       "2        0   140    133  \n",
-       "3        0   140     50  \n",
-       "4        0   150    131  \n",
-       "5        0   150     35  \n",
-       "6        0   150    115  \n",
-       "7        0   160     57  \n",
-       "8        0   120     10  \n",
+       "2        0   140     50  \n",
+       "3        0   150    115  \n",
+       "4        0   150     35  \n",
+       "5        0   150    131  \n",
+       "6        0   160     57  \n",
+       "7        0   120     10  \n",
+       "8        0   140    103  \n",
        "9        0   140     50  \n",
-       "10       0   140    133  \n",
+       "10       0   150     35  \n",
        "11       0   150    131  \n",
-       "12       0   150     35  \n",
-       "13       0   150    115  \n",
-       "14       0   160     57  \n",
+       "12       0   150    115  \n",
+       "13       0   160     57  \n",
+       "14       0   140    133  \n",
        "15       0   120     10  \n",
        "16       0   140     50  \n",
-       "17       0   140    133  \n",
+       "17       0   140    103  \n",
        "18       0   150     35  \n",
        "19       0   150    115  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3340,7 +3340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3392,7 +3392,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "uturn = pd.read_csv('U_TURN.csv')\n",
+    "uturn = uturn.rename(columns={'inode_id':'parent_id', 'unode_id':'child_id', 'adj_from_edge_id':'head_edge_id'})\n",
+    "uturn = uturn[['parent_id', 'child_id', 'head_edge_id', 'from_edge_id', 'to_edge_id']]\n",
+    "uturn.to_csv('../uturn.csv', index=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -3541,7 +3553,6 @@
    ],
    "source": [
     "# 교차로-노드 매칭\n",
-    "uturn = pd.read_csv('U_TURN.csv')\n",
     "inter_node = pd.read_csv('inter.csv')\n",
     "inter_node = inter_node[['INT_NO', 'node_id', 'P/C']]\n",
     "# inter_node.drop(index=len(inter_node) - 1, inplace=True)\n",
@@ -3677,6 +3688,13 @@
     "angles = pd.concat(angles).reset_index(drop=True)\n",
     "angles.to_csv('../angle_new.csv')"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/Data/tables/raw_tables/0409_make_sample_table.ipynb b/Data/tables/raw_tables/0409_make_sample_table.ipynb
new file mode 100644
index 000000000..f73fc9647
--- /dev/null
+++ b/Data/tables/raw_tables/0409_make_sample_table.ipynb
@@ -0,0 +1,3721 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from datetime import datetime\n",
+    "import os\n",
+    "import random\n",
+    "from tqdm import tqdm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>inter_name</th>\n",
+       "      <th>inter_lat</th>\n",
+       "      <th>inter_lon</th>\n",
+       "      <th>group_no</th>\n",
+       "      <th>main_phase_no</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>한솔삼거리(한솔마을3거리)</td>\n",
+       "      <td>37.36857</td>\n",
+       "      <td>127.11478</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>느티마을4단지</td>\n",
+       "      <td>37.36724</td>\n",
+       "      <td>127.11480</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>한솔6단지(정자동사무소)</td>\n",
+       "      <td>37.36619</td>\n",
+       "      <td>127.11480</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>신기4거리</td>\n",
+       "      <td>37.36346</td>\n",
+       "      <td>127.11480</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>느티마을4거리</td>\n",
+       "      <td>37.36854</td>\n",
+       "      <td>127.10984</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>느티마을 안촌유치원</td>\n",
+       "      <td>37.36855</td>\n",
+       "      <td>127.11241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>상록마을 321동</td>\n",
+       "      <td>37.36483</td>\n",
+       "      <td>127.10981</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>상록4거리(상록마을입구4거리)</td>\n",
+       "      <td>37.36347</td>\n",
+       "      <td>127.10982</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no        inter_name  inter_lat  inter_lon  group_no  main_phase_no\n",
+       "0       175    한솔삼거리(한솔마을3거리)   37.36857  127.11478         3              2\n",
+       "1       176           느티마을4단지   37.36724  127.11480         3              2\n",
+       "2       177     한솔6단지(정자동사무소)   37.36619  127.11480         3              2\n",
+       "3       178             신기4거리   37.36346  127.11480         3              2\n",
+       "4       201           느티마을4거리   37.36854  127.10984         3              2\n",
+       "5       202        느티마을 안촌유치원   37.36855  127.11241         3              2\n",
+       "6       206         상록마을 321동   37.36483  127.10981         3              2\n",
+       "7       210  상록4거리(상록마을입구4거리)   37.36347  127.10982         3              2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 교차로정보\n",
+    "inter_info = pd.read_csv(\"inter_info.csv\")\n",
+    "inter_info['group_no'] = 3\n",
+    "inter_info['main_phase_no'] = 2\n",
+    "display(inter_info)\n",
+    "inter_info.to_csv('../inter_info.csv', index=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# # 현시구성\n",
+    "# phase_info = pd.read_csv(\"phase_info.csv\")\n",
+    "# phase_info.drop('flow_no', axis=1, inplace=True)\n",
+    "# # display(phase_info)\n",
+    "# mg = phase_info.pivot_table(index='inter_no', columns=['phase_no', 'ring_type'], values='min_green_dur').fillna(0).astype(int)\n",
+    "# y = phase_info.pivot_table(index='inter_no', columns=['phase_no', 'ring_type'], values='yellow_dur').fillna(0).astype(int)\n",
+    "# r = phase_info.pivot_table(index='inter_no', columns=['phase_no', 'ring_type'], values='red_dur').fillna(0).astype(int)\n",
+    "# max_phase_no = phase_info['phase_no'].max()\n",
+    "# new_columns = [f'{col}{phase}{ring}' for col in ['mg', 'y', 'r'] for phase in range(1, max_phase_no + 1) for ring in ['A', 'B']]\n",
+    "# phase_info = pd.concat([mg, y, r], axis=1)\n",
+    "# phase_info.columns = new_columns\n",
+    "# # phase_info['main_phase'] = 2\n",
+    "# phase_info['mg6A'] = phase_info['mg6B'] = phase_info['mg7A'] = phase_info['mg7B'] = phase_info['mg8A'] = phase_info['mg8B']= 0\n",
+    "# phase_info['y6A'] = phase_info['y6B'] = phase_info['y7A'] = phase_info['y7B'] = phase_info['y8A'] = phase_info['y8B']= 0\n",
+    "# phase_info['r6A'] = phase_info['r6B'] = phase_info['r7A'] = phase_info['r7B'] = phase_info['r8A'] = phase_info['r8B']= 0\n",
+    "# phase_info = phase_info[sorted(phase_info.columns)]\n",
+    "# phase_info.reset_index(inplace=True)\n",
+    "# with pd.option_context('display.max_rows', None, 'display.max_columns', None): \n",
+    "#     display(phase_info)\n",
+    "# phase_info.to_csv('../phase_info.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>angle_A1</th>\n",
+       "      <th>angle_A2</th>\n",
+       "      <th>angle_A3</th>\n",
+       "      <th>angle_A4</th>\n",
+       "      <th>angle_A5</th>\n",
+       "      <th>angle_A6</th>\n",
+       "      <th>angle_A7</th>\n",
+       "      <th>angle_A8</th>\n",
+       "      <th>angle_B1</th>\n",
+       "      <th>angle_B2</th>\n",
+       "      <th>angle_B3</th>\n",
+       "      <th>angle_B4</th>\n",
+       "      <th>angle_B5</th>\n",
+       "      <th>angle_B6</th>\n",
+       "      <th>angle_B7</th>\n",
+       "      <th>angle_B8</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>179004</td>\n",
+       "      <td>001095</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>268000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>003176</td>\n",
+       "      <td>179270</td>\n",
+       "      <td>090180</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>270356</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>359180</td>\n",
+       "      <td>180270</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>000090</td>\n",
+       "      <td>stop</td>\n",
+       "      <td>268000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>001176</td>\n",
+       "      <td>179270</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>090180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>000090</td>\n",
+       "      <td>270000</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>000180</td>\n",
+       "      <td>180270</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>090180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>270000</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>000090</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>180270</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>090180</td>\n",
+       "      <td>000180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>stop</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>stop</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>stop</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>000180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>000180</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>090270</td>\n",
+       "      <td>268000</td>\n",
+       "      <td>359090</td>\n",
+       "      <td>180000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>270090</td>\n",
+       "      <td>000180</td>\n",
+       "      <td>180270</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no angle_A1 angle_A2 angle_A3 angle_A4 angle_A5  angle_A6  angle_A7  \\\n",
+       "0       175   179004   001095   090270   268000      NaN       NaN       NaN   \n",
+       "1       176   180000   180000   270356      NaN      NaN       NaN       NaN   \n",
+       "2       177   180000   000090     stop   268000      NaN       NaN       NaN   \n",
+       "3       178   180000   000090   270000   090270      NaN       NaN       NaN   \n",
+       "4       201   180000   270000   090270   090270   000090       NaN       NaN   \n",
+       "5       202   090270     stop      NaN      NaN      NaN       NaN       NaN   \n",
+       "6       206   180000     stop   180000     stop      NaN       NaN       NaN   \n",
+       "7       210   090270   268000   359090   180000      NaN       NaN       NaN   \n",
+       "\n",
+       "   angle_A8 angle_B1 angle_B2 angle_B3 angle_B4 angle_B5  angle_B6  angle_B7  \\\n",
+       "0       NaN   003176   179270   090180   270090      NaN       NaN       NaN   \n",
+       "1       NaN   359180   180270      NaN      NaN      NaN       NaN       NaN   \n",
+       "2       NaN   001176   179270      NaN   090180      NaN       NaN       NaN   \n",
+       "3       NaN   000180   180270   270090   090180      NaN       NaN       NaN   \n",
+       "4       NaN   180270   270090   270090   090180   000180       NaN       NaN   \n",
+       "5       NaN   270090      NaN      NaN      NaN      NaN       NaN       NaN   \n",
+       "6       NaN   000180      NaN   000180      NaN      NaN       NaN       NaN   \n",
+       "7       NaN      NaN   270090   000180   180270      NaN       NaN       NaN   \n",
+       "\n",
+       "   angle_B8  \n",
+       "0       NaN  \n",
+       "1       NaN  \n",
+       "2       NaN  \n",
+       "3       NaN  \n",
+       "4       NaN  \n",
+       "5       NaN  \n",
+       "6       NaN  \n",
+       "7       NaN  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 방위각정보\n",
+    "flow_angle = pd.read_csv(\"flow_angle.csv\")\n",
+    "angle = flow_angle.pivot_table(index='inter_no', columns=['phase_no', 'ring_type'], values='angle_code', aggfunc='first').fillna('NaN')\n",
+    "new_columns = [f'angle_{ring}{phase}' for phase in range(1, 6) for ring in ['A', 'B']]\n",
+    "angle.columns = new_columns\n",
+    "angle['angle_A6'] = angle['angle_A7'] = angle['angle_A8'] = np.nan\n",
+    "angle['angle_B6'] = angle['angle_B7'] = angle['angle_B8'] = np.nan\n",
+    "angle = angle[sorted(angle.columns)]\n",
+    "angle = angle.reset_index()\n",
+    "display(angle)\n",
+    "angle.to_csv('../angle.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def generate_moves():\n",
+    "    # 이동류번호\n",
+    "    plan = pd.read_csv(\"time_plan.csv\")\n",
+    "    phase = pd.read_csv('phase_info.csv')\n",
+    "    plan = plan[plan.ID.isin([1, 5, 8, 11])]\n",
+    "    ID2starttime = {1:\"00:00\", 5:\"07:00\", 8:\"09:00\", 11:\"18:30\"}\n",
+    "    plan['start_hour'] = plan.ID.apply(lambda id:ID2starttime[id].split(\":\")[0])\n",
+    "    plan['start_minute']=plan.ID.apply(lambda id:ID2starttime[id].split(\":\")[1])\n",
+    "    plan = plan[['inter_no', 'start_hour', 'start_minute', 'phase_no', 'ring_type', 'duration', 'cycle']]\n",
+    "    plan_ = pd.merge(plan, phase[['inter_no', 'phase_no', 'ring_type', 'flow_no']], on=['inter_no', 'phase_no', 'ring_type'], how='left')\n",
+    "    plan_['flow_no'] = plan_['flow_no'].fillna(18).astype(int)\n",
+    "    plan_['start_second'] = plan_.start_hour.astype(int)*3600 + plan_.start_minute.astype(int)*60\n",
+    "    plan_ = plan_[['inter_no', 'start_second', 'phase_no', 'ring_type', 'duration', 'flow_no', 'cycle']]\n",
+    "    cycle_dict = dict(zip(zip(plan_['inter_no'], plan_['start_second']), plan_['cycle']))\n",
+    "    df = plan_[['inter_no','start_second','cycle']].drop_duplicates()\n",
+    "    df = df.reset_index(drop=True)\n",
+    "    df['start_second_exact'] = 0\n",
+    "    for i in range(1, len(df)):\n",
+    "        if i % 4 != 0:\n",
+    "            prev = df.loc[i-1, 'start_second_exact']\n",
+    "            start_second = df.loc[i, 'start_second']\n",
+    "            cycle = df.loc[i-1, 'cycle']\n",
+    "            df.loc[i, 'start_second_exact'] = (start_second - prev) % cycle + start_second\n",
+    "    plan_ = plan_.pivot_table(index=['inter_no', 'start_second', 'phase_no'],\n",
+    "                                    columns='ring_type',\n",
+    "                                    values=['duration', 'flow_no'],\n",
+    "                                    aggfunc='first').reset_index()\n",
+    "    plan_.columns = ['inter_no', 'start_second', 'phase_no', 'dura_A', 'dura_B', 'move_A', 'move_B']\n",
+    "    inter2no_phase = {inter_no:group.phase_no.unique().max() for (inter_no, group) in plan.groupby('inter_no')}\n",
+    "\n",
+    "    midnight = int(datetime(2024, 1, 5, 0, 0, 0).timestamp())\n",
+    "    next_day = int(datetime(2024, 1, 6, 0, 0, 0).timestamp())\n",
+    "    for current_time in tqdm(range(midnight, next_day, 5)):\n",
+    "        sec = current_time - midnight\n",
+    "        the_start_second = np.max(df.start_second[df.start_second <= sec])\n",
+    "        move = []\n",
+    "        for inter_no in plan_.inter_no.unique():\n",
+    "            cycle = cycle_dict[(inter_no, the_start_second)]\n",
+    "            df = plan_[(plan_.inter_no==inter_no)&(plan_.start_second==the_start_second)].reset_index(drop=True)\n",
+    "            remainder = sec % cycle\n",
+    "            df['cums_A'] = df.copy().dura_A.cumsum()\n",
+    "            df['cums_B'] = df.copy().dura_B.cumsum()\n",
+    "            ind_A = len(df.cums_A[df.cums_A <= remainder]) % inter2no_phase[inter_no]\n",
+    "            ind_B = len(df.cums_B[df.cums_B <= remainder]) % inter2no_phase[inter_no]\n",
+    "            phas_A = df.loc[ind_A, 'phase_no']\n",
+    "            phas_B = df.loc[ind_B, 'phase_no']\n",
+    "            move_A = df.loc[ind_A, 'move_A']\n",
+    "            move_B = df.loc[ind_B, 'move_B']\n",
+    "            move.append(pd.DataFrame({'inter_no':[inter_no], 'phas_A':[phas_A], 'phas_B':[phas_B], 'move_A':[move_A], 'move_B':[move_B]}))\n",
+    "        move = pd.concat(move)\n",
+    "        move.to_csv(f'../move/move_{current_time}.csv')\n",
+    "    display(move)\n",
+    "# generate_moves()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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_hour</th>\n",
+       "      <th>start_minute</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>offset</th>\n",
+       "      <th>yellow_A1</th>\n",
+       "      <th>yellow_B1</th>\n",
+       "      <th>yellow_A2</th>\n",
+       "      <th>yellow_B2</th>\n",
+       "      <th>yellow_A3</th>\n",
+       "      <th>yellow_B3</th>\n",
+       "      <th>yellow_A4</th>\n",
+       "      <th>yellow_B4</th>\n",
+       "      <th>yellow_A5</th>\n",
+       "      <th>yellow_B5</th>\n",
+       "      <th>yellow_A6</th>\n",
+       "      <th>yellow_B6</th>\n",
+       "      <th>yellow_A7</th>\n",
+       "      <th>yellow_B7</th>\n",
+       "      <th>yellow_A8</th>\n",
+       "      <th>yellow_B8</th>\n",
+       "      <th>red_A1</th>\n",
+       "      <th>red_B1</th>\n",
+       "      <th>red_A2</th>\n",
+       "      <th>red_B2</th>\n",
+       "      <th>red_A3</th>\n",
+       "      <th>red_B3</th>\n",
+       "      <th>red_A4</th>\n",
+       "      <th>red_B4</th>\n",
+       "      <th>red_A5</th>\n",
+       "      <th>red_B5</th>\n",
+       "      <th>red_A6</th>\n",
+       "      <th>red_B6</th>\n",
+       "      <th>red_A7</th>\n",
+       "      <th>red_B7</th>\n",
+       "      <th>red_A8</th>\n",
+       "      <th>red_B8</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>55</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>25</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>57</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>175</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>40</td>\n",
+       "      <td>42</td>\n",
+       "      <td>55</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>42</td>\n",
+       "      <td>29</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>40</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>175</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>55</td>\n",
+       "      <td>37</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>45</td>\n",
+       "      <td>33</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>28</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>175</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>46</td>\n",
+       "      <td>48</td>\n",
+       "      <td>55</td>\n",
+       "      <td>41</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>48</td>\n",
+       "      <td>37</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>190</td>\n",
+       "      <td>18</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>176</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>131</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>176</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>37</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>93</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>153</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>176</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>103</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>169</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>176</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>37</td>\n",
+       "      <td>113</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>113</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>190</td>\n",
+       "      <td>185</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>177</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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",
+       "      <td>35</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>177</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>40</td>\n",
+       "      <td>25</td>\n",
+       "      <td>71</td>\n",
+       "      <td>34</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>25</td>\n",
+       "      <td>71</td>\n",
+       "      <td>34</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>33</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>177</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>27</td>\n",
+       "      <td>70</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>41</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>177</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>77</td>\n",
+       "      <td>36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>77</td>\n",
+       "      <td>36</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>190</td>\n",
+       "      <td>49</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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>50</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>178</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>42</td>\n",
+       "      <td>41</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>62</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>90</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>178</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>71</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>80</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>178</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>38</td>\n",
+       "      <td>39</td>\n",
+       "      <td>44</td>\n",
+       "      <td>59</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>80</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>75</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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>133</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>30</td>\n",
+       "      <td>36</td>\n",
+       "      <td>18</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>36</td>\n",
+       "      <td>18</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>132</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>201</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>36</td>\n",
+       "      <td>25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>134</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>36</td>\n",
+       "      <td>50</td>\n",
+       "      <td>18</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>50</td>\n",
+       "      <td>18</td>\n",
+       "      <td>58</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>137</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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>103</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>103</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>114</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>103</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>48</td>\n",
+       "      <td>122</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>48</td>\n",
+       "      <td>122</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>170</td>\n",
+       "      <td>103</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>206</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>44</td>\n",
+       "      <td>44</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>44</td>\n",
+       "      <td>44</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>140</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>206</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>45</td>\n",
+       "      <td>53</td>\n",
+       "      <td>26</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>206</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>46</td>\n",
+       "      <td>62</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>46</td>\n",
+       "      <td>62</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>160</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>210</td>\n",
+       "      <td>00</td>\n",
+       "      <td>00</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",
+       "      <td>115</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>07</td>\n",
+       "      <td>00</td>\n",
+       "      <td>43</td>\n",
+       "      <td>39</td>\n",
+       "      <td>65</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>58</td>\n",
+       "      <td>65</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>170</td>\n",
+       "      <td>131</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>210</td>\n",
+       "      <td>09</td>\n",
+       "      <td>00</td>\n",
+       "      <td>43</td>\n",
+       "      <td>43</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>58</td>\n",
+       "      <td>70</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>180</td>\n",
+       "      <td>137</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>210</td>\n",
+       "      <td>18</td>\n",
+       "      <td>30</td>\n",
+       "      <td>43</td>\n",
+       "      <td>47</td>\n",
+       "      <td>75</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>66</td>\n",
+       "      <td>75</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>190</td>\n",
+       "      <td>143</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no start_hour start_minute  dura_A1  dura_A2  dura_A3  dura_A4  \\\n",
+       "0        175         00           00       37       39       55       29   \n",
+       "1        175         07           00       40       42       55       33   \n",
+       "2        175         09           00       43       45       55       37   \n",
+       "3        175         18           30       46       48       55       41   \n",
+       "4        176         00           00       37       73       40        0   \n",
+       "5        176         07           00       37       93       40        0   \n",
+       "6        176         09           00       37      103       40        0   \n",
+       "7        176         18           30       37      113       40        0   \n",
+       "8        177         00           00       36       20       68       26   \n",
+       "9        177         07           00       40       25       71       34   \n",
+       "10       177         09           00       43       27       70       40   \n",
+       "11       177         18           30       45       32       77       36   \n",
+       "12       178         00           00       38       39       40       23   \n",
+       "13       178         07           00       38       39       42       41   \n",
+       "14       178         09           00       38       39       43       50   \n",
+       "15       178         18           30       38       39       44       59   \n",
+       "16       201         00           00       24       24       17       58   \n",
+       "17       201         07           00       30       36       18       58   \n",
+       "18       201         09           00       33       36       25       58   \n",
+       "19       201         18           30       36       50       18       58   \n",
+       "20       202         00           00       39      101        0        0   \n",
+       "21       202         07           00       46      114        0        0   \n",
+       "22       202         09           00       46      114        0        0   \n",
+       "23       202         18           30       48      122        0        0   \n",
+       "24       206         00           00       33       35       26       26   \n",
+       "25       206         07           00       44       44       26       26   \n",
+       "26       206         09           00       45       53       26       26   \n",
+       "27       206         18           30       46       62       26       26   \n",
+       "28       210         00           00       43       29       56       22   \n",
+       "29       210         07           00       43       39       65       23   \n",
+       "30       210         09           00       43       43       70       24   \n",
+       "31       210         18           30       43       47       75       25   \n",
+       "\n",
+       "    dura_A5  dura_A6  dura_A7  dura_A8  dura_B1  dura_B2  dura_B3  dura_B4  \\\n",
+       "0         0        0        0        0       37       39       25       59   \n",
+       "1         0        0        0        0       40       42       29       59   \n",
+       "2         0        0        0        0       43       45       33       59   \n",
+       "3         0        0        0        0       46       48       37       59   \n",
+       "4         0        0        0        0       37       73       40        0   \n",
+       "5         0        0        0        0       37       93       40        0   \n",
+       "6         0        0        0        0       37      103       40        0   \n",
+       "7         0        0        0        0       37      113       40        0   \n",
+       "8         0        0        0        0       36       20       68       26   \n",
+       "9         0        0        0        0       40       25       71       34   \n",
+       "10        0        0        0        0       43       27       70       40   \n",
+       "11        0        0        0        0       45       32       77       36   \n",
+       "12        0        0        0        0       38       39       40       23   \n",
+       "13        0        0        0        0       38       39       62       21   \n",
+       "14        0        0        0        0       38       39       71       22   \n",
+       "15        0        0        0        0       38       39       80       23   \n",
+       "16       17        0        0        0       24       24       17       58   \n",
+       "17       18        0        0        0       30       36       18       58   \n",
+       "18       18        0        0        0       33       36       25       58   \n",
+       "19       18        0        0        0       36       50       18       58   \n",
+       "20        0        0        0        0       39      101        0        0   \n",
+       "21        0        0        0        0       46      114        0        0   \n",
+       "22        0        0        0        0       46      114        0        0   \n",
+       "23        0        0        0        0       48      122        0        0   \n",
+       "24        0        0        0        0       33       35       26       26   \n",
+       "25        0        0        0        0       44       44       26       26   \n",
+       "26        0        0        0        0       45       53       26       26   \n",
+       "27        0        0        0        0       46       62       26       26   \n",
+       "28        0        0        0        0       24       48       56       22   \n",
+       "29        0        0        0        0       24       58       65       23   \n",
+       "30        0        0        0        0       28       58       70       24   \n",
+       "31        0        0        0        0       24       66       75       25   \n",
+       "\n",
+       "    dura_B5  dura_B6  dura_B7  dura_B8  cycle  offset  yellow_A1  yellow_B1  \\\n",
+       "0         0        0        0        0    160      57          5          5   \n",
+       "1         0        0        0        0    170      40          5          5   \n",
+       "2         0        0        0        0    180      28          5          5   \n",
+       "3         0        0        0        0    190      18          5          5   \n",
+       "4         0        0        0        0    150     131          4          4   \n",
+       "5         0        0        0        0    170     153          4          4   \n",
+       "6         0        0        0        0    180     169          4          4   \n",
+       "7         0        0        0        0    190     185          4          4   \n",
+       "8         0        0        0        0    150      35          4          4   \n",
+       "9         0        0        0        0    170      33          4          4   \n",
+       "10        0        0        0        0    180      41          4          4   \n",
+       "11        0        0        0        0    190      49          4          4   \n",
+       "12        0        0        0        0    140      50          4          4   \n",
+       "13        0        0        0        0    160      90          4          4   \n",
+       "14        0        0        0        0    170      80          4          4   \n",
+       "15        0        0        0        0    180      75          4          4   \n",
+       "16       17        0        0        0    140     133          4          4   \n",
+       "17       18        0        0        0    160     132          4          4   \n",
+       "18       18        0        0        0    170     134          4          4   \n",
+       "19       18        0        0        0    180     137          4          4   \n",
+       "20        0        0        0        0    140     103          3          3   \n",
+       "21        0        0        0        0    160     103          3          3   \n",
+       "22        0        0        0        0    160     103          3          3   \n",
+       "23        0        0        0        0    170     103          3          3   \n",
+       "24        0        0        0        0    120      10          4          4   \n",
+       "25        0        0        0        0    140       7          4          4   \n",
+       "26        0        0        0        0    150      17          4          4   \n",
+       "27        0        0        0        0    160      10          4          4   \n",
+       "28        0        0        0        0    150     115          3          3   \n",
+       "29        0        0        0        0    170     131          3          3   \n",
+       "30        0        0        0        0    180     137          3          3   \n",
+       "31        0        0        0        0    190     143          3          3   \n",
+       "\n",
+       "    yellow_A2  yellow_B2  yellow_A3  yellow_B3  yellow_A4  yellow_B4  \\\n",
+       "0           5          5          5          5          5          5   \n",
+       "1           5          5          5          5          5          5   \n",
+       "2           5          5          5          5          5          5   \n",
+       "3           5          5          5          5          5          5   \n",
+       "4           4          4          4          4          4          4   \n",
+       "5           4          4          4          4          4          4   \n",
+       "6           4          4          4          4          4          4   \n",
+       "7           4          4          4          4          4          4   \n",
+       "8           4          4          4          4          4          4   \n",
+       "9           4          4          4          4          4          4   \n",
+       "10          4          4          4          4          4          4   \n",
+       "11          4          4          4          4          4          4   \n",
+       "12          4          4          4          4          4          4   \n",
+       "13          4          4          4          4          4          4   \n",
+       "14          4          4          4          4          4          4   \n",
+       "15          4          4          4          4          4          4   \n",
+       "16          4          4          4          4          4          4   \n",
+       "17          4          4          4          4          4          4   \n",
+       "18          4          4          4          4          4          4   \n",
+       "19          4          4          4          4          4          4   \n",
+       "20          3          3          3          3          3          3   \n",
+       "21          3          3          3          3          3          3   \n",
+       "22          3          3          3          3          3          3   \n",
+       "23          3          3          3          3          3          3   \n",
+       "24          4          4          4          4          4          4   \n",
+       "25          4          4          4          4          4          4   \n",
+       "26          4          4          4          4          4          4   \n",
+       "27          4          4          4          4          4          4   \n",
+       "28          3          3          3          3          3          3   \n",
+       "29          3          3          3          3          3          3   \n",
+       "30          3          3          3          3          3          3   \n",
+       "31          3          3          3          3          3          3   \n",
+       "\n",
+       "    yellow_A5  yellow_B5  yellow_A6  yellow_B6  yellow_A7  yellow_B7  \\\n",
+       "0           5          5          5          5          5          5   \n",
+       "1           5          5          5          5          5          5   \n",
+       "2           5          5          5          5          5          5   \n",
+       "3           5          5          5          5          5          5   \n",
+       "4           4          4          4          4          4          4   \n",
+       "5           4          4          4          4          4          4   \n",
+       "6           4          4          4          4          4          4   \n",
+       "7           4          4          4          4          4          4   \n",
+       "8           4          4          4          4          4          4   \n",
+       "9           4          4          4          4          4          4   \n",
+       "10          4          4          4          4          4          4   \n",
+       "11          4          4          4          4          4          4   \n",
+       "12          4          4          4          4          4          4   \n",
+       "13          4          4          4          4          4          4   \n",
+       "14          4          4          4          4          4          4   \n",
+       "15          4          4          4          4          4          4   \n",
+       "16          4          4          4          4          4          4   \n",
+       "17          4          4          4          4          4          4   \n",
+       "18          4          4          4          4          4          4   \n",
+       "19          4          4          4          4          4          4   \n",
+       "20          3          3          3          3          3          3   \n",
+       "21          3          3          3          3          3          3   \n",
+       "22          3          3          3          3          3          3   \n",
+       "23          3          3          3          3          3          3   \n",
+       "24          4          4          4          4          4          4   \n",
+       "25          4          4          4          4          4          4   \n",
+       "26          4          4          4          4          4          4   \n",
+       "27          4          4          4          4          4          4   \n",
+       "28          3          3          3          3          3          3   \n",
+       "29          3          3          3          3          3          3   \n",
+       "30          3          3          3          3          3          3   \n",
+       "31          3          3          3          3          3          3   \n",
+       "\n",
+       "    yellow_A8  yellow_B8  red_A1  red_B1  red_A2  red_B2  red_A3  red_B3  \\\n",
+       "0           5          5       1       1       1       1       1       1   \n",
+       "1           5          5       1       1       1       1       1       1   \n",
+       "2           5          5       1       1       1       1       1       1   \n",
+       "3           5          5       1       1       1       1       1       1   \n",
+       "4           4          4       1       1       1       1       1       1   \n",
+       "5           4          4       1       1       1       1       1       1   \n",
+       "6           4          4       1       1       1       1       1       1   \n",
+       "7           4          4       1       1       1       1       1       1   \n",
+       "8           4          4       1       1       1       1       1       1   \n",
+       "9           4          4       1       1       1       1       1       1   \n",
+       "10          4          4       1       1       1       1       1       1   \n",
+       "11          4          4       1       1       1       1       1       1   \n",
+       "12          4          4       1       1       1       1       1       1   \n",
+       "13          4          4       1       1       1       1       1       1   \n",
+       "14          4          4       1       1       1       1       1       1   \n",
+       "15          4          4       1       1       1       1       1       1   \n",
+       "16          4          4       2       2       2       2       2       2   \n",
+       "17          4          4       2       2       2       2       2       2   \n",
+       "18          4          4       2       2       2       2       2       2   \n",
+       "19          4          4       2       2       2       2       2       2   \n",
+       "20          3          3       1       1       1       1       1       1   \n",
+       "21          3          3       1       1       1       1       1       1   \n",
+       "22          3          3       1       1       1       1       1       1   \n",
+       "23          3          3       1       1       1       1       1       1   \n",
+       "24          4          4       1       1       1       1       1       1   \n",
+       "25          4          4       1       1       1       1       1       1   \n",
+       "26          4          4       1       1       1       1       1       1   \n",
+       "27          4          4       1       1       1       1       1       1   \n",
+       "28          3          3       2       2       2       2       2       2   \n",
+       "29          3          3       2       2       2       2       2       2   \n",
+       "30          3          3       2       2       2       2       2       2   \n",
+       "31          3          3       2       2       2       2       2       2   \n",
+       "\n",
+       "    red_A4  red_B4  red_A5  red_B5  red_A6  red_B6  red_A7  red_B7  red_A8  \\\n",
+       "0        1       1       1       1       1       1       1       1       1   \n",
+       "1        1       1       1       1       1       1       1       1       1   \n",
+       "2        1       1       1       1       1       1       1       1       1   \n",
+       "3        1       1       1       1       1       1       1       1       1   \n",
+       "4        1       1       1       1       1       1       1       1       1   \n",
+       "5        1       1       1       1       1       1       1       1       1   \n",
+       "6        1       1       1       1       1       1       1       1       1   \n",
+       "7        1       1       1       1       1       1       1       1       1   \n",
+       "8        1       1       1       1       1       1       1       1       1   \n",
+       "9        1       1       1       1       1       1       1       1       1   \n",
+       "10       1       1       1       1       1       1       1       1       1   \n",
+       "11       1       1       1       1       1       1       1       1       1   \n",
+       "12       1       1       1       1       1       1       1       1       1   \n",
+       "13       1       1       1       1       1       1       1       1       1   \n",
+       "14       1       1       1       1       1       1       1       1       1   \n",
+       "15       1       1       1       1       1       1       1       1       1   \n",
+       "16       2       2       2       2       2       2       2       2       2   \n",
+       "17       2       2       2       2       2       2       2       2       2   \n",
+       "18       2       2       2       2       2       2       2       2       2   \n",
+       "19       2       2       2       2       2       2       2       2       2   \n",
+       "20       1       1       1       1       1       1       1       1       1   \n",
+       "21       1       1       1       1       1       1       1       1       1   \n",
+       "22       1       1       1       1       1       1       1       1       1   \n",
+       "23       1       1       1       1       1       1       1       1       1   \n",
+       "24       1       1       1       1       1       1       1       1       1   \n",
+       "25       1       1       1       1       1       1       1       1       1   \n",
+       "26       1       1       1       1       1       1       1       1       1   \n",
+       "27       1       1       1       1       1       1       1       1       1   \n",
+       "28       2       2       2       2       2       2       2       2       2   \n",
+       "29       2       2       2       2       2       2       2       2       2   \n",
+       "30       2       2       2       2       2       2       2       2       2   \n",
+       "31       2       2       2       2       2       2       2       2       2   \n",
+       "\n",
+       "    red_B8  \n",
+       "0        1  \n",
+       "1        1  \n",
+       "2        1  \n",
+       "3        1  \n",
+       "4        1  \n",
+       "5        1  \n",
+       "6        1  \n",
+       "7        1  \n",
+       "8        1  \n",
+       "9        1  \n",
+       "10       1  \n",
+       "11       1  \n",
+       "12       1  \n",
+       "13       1  \n",
+       "14       1  \n",
+       "15       1  \n",
+       "16       2  \n",
+       "17       2  \n",
+       "18       2  \n",
+       "19       2  \n",
+       "20       1  \n",
+       "21       1  \n",
+       "22       1  \n",
+       "23       1  \n",
+       "24       1  \n",
+       "25       1  \n",
+       "26       1  \n",
+       "27       1  \n",
+       "28       2  \n",
+       "29       2  \n",
+       "30       2  \n",
+       "31       2  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 신호계획\n",
+    "plan = pd.read_csv(\"time_plan.csv\")\n",
+    "plan = plan[plan.ID.isin([1, 5, 8, 11])]\n",
+    "ID2starttime = {1:\"00:00\", 5:\"07:00\", 8:\"09:00\", 11:\"18:30\"}\n",
+    "plan['start_hour'] = plan.ID.apply(lambda id:ID2starttime[id].split(\":\")[0])\n",
+    "plan['start_minute']=plan.ID.apply(lambda id:ID2starttime[id].split(\":\")[1])\n",
+    "plan = plan[['inter_no', 'start_hour', 'start_minute', 'phase_no', 'ring_type', 'duration', 'cycle', 'offset']]\n",
+    "plan = plan.pivot_table(index=['inter_no', 'start_hour', 'start_minute', 'cycle', 'offset'], columns=['phase_no','ring_type'], values='duration', aggfunc='first').fillna(0).astype(int)\n",
+    "new_columns = [f'dura_{ring}{phase}' for phase in range(1, 6) for ring in ['A', 'B']]\n",
+    "plan.columns = new_columns\n",
+    "new_columns = [f'dura_{ring}{phase}' for phase in range(1, 9) for ring in ['A', 'B']]\n",
+    "for col in new_columns:\n",
+    "    if col not in plan.columns:\n",
+    "        plan[col] = 0\n",
+    "plan.reset_index(inplace=True)\n",
+    "plan = plan[list(plan.columns)[:3] + sorted(plan.columns)[1:-4] + list(plan.columns)[3:5]]\n",
+    "\n",
+    "yellow_columns = [f'yellow_{ring}{phase}' for phase in range(1, 9) for ring in ['A', 'B']]\n",
+    "red_columns = [f'red_{ring}{phase}' for phase in range(1, 9) for ring in ['A', 'B']]\n",
+    "\n",
+    "inter_nos = plan.inter_no.unique()\n",
+    "yellow_list = np.random.choice([3, 4, 5], size=plan.inter_no.nunique(), p=[0.1, 0.7, 0.2])\n",
+    "inter2yellow = dict(zip(inter_nos, yellow_list))\n",
+    "red_list = np.random.choice([0, 1, 2], size=plan.inter_no.nunique(), p=[0.1, 0.7, 0.2])\n",
+    "inter2red = dict(zip(inter_nos, red_list))\n",
+    "\n",
+    "for phase in range(1, 9):\n",
+    "    for ring in ['A', 'B']:\n",
+    "        plan[f'yellow_{ring}{phase}'] = plan['inter_no'].map(inter2yellow)\n",
+    "for phase in range(1, 9):\n",
+    "    for ring in ['A', 'B']:\n",
+    "        plan[f'red_{ring}{phase}'] = plan['inter_no'].map(inter2red)\n",
+    "\n",
+    "plan.to_csv('../plan.csv', index=0)\n",
+    "pland = plan.copy()\n",
+    "cums_A = np.array(pland[[f'dura_A{k}' for k in range(1,9)]].cumsum(axis=1))\n",
+    "cums_B = np.array(pland[[f'dura_B{k}' for k in range(1,9)]].cumsum(axis=1))\n",
+    "detailed_cums = []\n",
+    "i = 0\n",
+    "for row_A, row_B in zip(cums_A, cums_B):\n",
+    "    combined_row = np.unique(np.concatenate((row_A, row_B)))\n",
+    "    ddur = np.concatenate(([combined_row[0]], np.diff(combined_row)))\n",
+    "    ddur = np.pad(ddur, (0, 8 - len(ddur)), constant_values=(0))\n",
+    "    detailed_cums.append(ddur)\n",
+    "    for j in range(8):\n",
+    "        pland.at[i, f'ddur_{j+1}'] = ddur[j]\n",
+    "    i+=1\n",
+    "pland = pland[['inter_no', 'start_hour', 'start_minute'] + [f'ddur_{i}' for i in range(1,9)] + ['cycle', 'offset']] # plan detailed\n",
+    "pland[[f'ddur_{i}' for i in range(1,9)]] = pland[[f'ddur_{i}' for i in range(1,9)]].astype(int)\n",
+    "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+    "    display(plan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "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>end_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>offset</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704380520</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",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704380540</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>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704380541</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>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704380541</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>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704380550</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704380550</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",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704380550</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",
+       "      <td>115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704380560</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>55</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>25</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704380640</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",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704380680</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>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704380680</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>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704380680</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>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704380700</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>73</td>\n",
+       "      <td>40</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>150</td>\n",
+       "      <td>131</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704380700</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",
+       "      <td>115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704380700</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",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704380719</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>55</td>\n",
+       "      <td>29</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>39</td>\n",
+       "      <td>25</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>160</td>\n",
+       "      <td>57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704380760</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",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704380819</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>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704380820</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>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704380820</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>50</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no    end_unix dura_A1 dura_A2 dura_A3 dura_A4 dura_A5 dura_A6  \\\n",
+       "0       206  1704380520      33      35      26      26       0       0   \n",
+       "1       202  1704380540      39     101       0       0       0       0   \n",
+       "2       178  1704380541      38      39      40      23       0       0   \n",
+       "3       201  1704380541      24      24      17      58      17       0   \n",
+       "4       176  1704380550      37      73      40       0       0       0   \n",
+       "5       177  1704380550      36      20      68      26       0       0   \n",
+       "6       210  1704380550      43      29      56      22       0       0   \n",
+       "7       175  1704380560      37      39      55      29       0       0   \n",
+       "8       206  1704380640      33      35      26      26       0       0   \n",
+       "9       201  1704380680      24      24      17      58      17       0   \n",
+       "10      178  1704380680      38      39      40      23       0       0   \n",
+       "11      202  1704380680      39     101       0       0       0       0   \n",
+       "12      176  1704380700      37      73      40       0       0       0   \n",
+       "13      210  1704380700      43      29      56      22       0       0   \n",
+       "14      177  1704380700      36      20      68      26       0       0   \n",
+       "15      175  1704380719      37      39      55      29       0       0   \n",
+       "16      206  1704380760      33      35      26      26       0       0   \n",
+       "17      201  1704380819      24      24      17      58      17       0   \n",
+       "18      202  1704380820      39     101       0       0       0       0   \n",
+       "19      178  1704380820      38      39      40      23       0       0   \n",
+       "\n",
+       "   dura_A7 dura_A8 dura_B1 dura_B2 dura_B3 dura_B4 dura_B5 dura_B6 dura_B7  \\\n",
+       "0        0       0      33      35      26      26       0       0       0   \n",
+       "1        0       0      39     101       0       0       0       0       0   \n",
+       "2        0       0      38      39      40      23       0       0       0   \n",
+       "3        0       0      24      24      17      58      17       0       0   \n",
+       "4        0       0      37      73      40       0       0       0       0   \n",
+       "5        0       0      36      20      68      26       0       0       0   \n",
+       "6        0       0      24      48      56      22       0       0       0   \n",
+       "7        0       0      37      39      25      59       0       0       0   \n",
+       "8        0       0      33      35      26      26       0       0       0   \n",
+       "9        0       0      24      24      17      58      17       0       0   \n",
+       "10       0       0      38      39      40      23       0       0       0   \n",
+       "11       0       0      39     101       0       0       0       0       0   \n",
+       "12       0       0      37      73      40       0       0       0       0   \n",
+       "13       0       0      24      48      56      22       0       0       0   \n",
+       "14       0       0      36      20      68      26       0       0       0   \n",
+       "15       0       0      37      39      25      59       0       0       0   \n",
+       "16       0       0      33      35      26      26       0       0       0   \n",
+       "17       0       0      24      24      17      58      17       0       0   \n",
+       "18       0       0      39     101       0       0       0       0       0   \n",
+       "19       0       0      38      39      40      23       0       0       0   \n",
+       "\n",
+       "   dura_B8 cycle offset  \n",
+       "0        0   120     10  \n",
+       "1        0   140    103  \n",
+       "2        0   140     50  \n",
+       "3        0   140    133  \n",
+       "4        0   150    131  \n",
+       "5        0   150     35  \n",
+       "6        0   150    115  \n",
+       "7        0   160     57  \n",
+       "8        0   120     10  \n",
+       "9        0   140    133  \n",
+       "10       0   140     50  \n",
+       "11       0   140    103  \n",
+       "12       0   150    131  \n",
+       "13       0   150    115  \n",
+       "14       0   150     35  \n",
+       "15       0   160     57  \n",
+       "16       0   120     10  \n",
+       "17       0   140    133  \n",
+       "18       0   140    103  \n",
+       "19       0   140     50  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# 신호이력\n",
+    "midnight = int(datetime(2024, 1, 5, 0, 0, 0).timestamp())\n",
+    "next_day = int(datetime(2024, 1, 6, 0, 0, 0).timestamp())\n",
+    "plan['end_unix'] = plan['start_hour'].astype(int) * 3600 + plan['start_minute'].astype(int) * 60 + midnight # 각 plan의 마지막 시점\n",
+    "history = []\n",
+    "for inter_no in plan.inter_no.unique():\n",
+    "    aplan = plan[plan.inter_no == inter_no] # a (specific) plan\n",
+    "    rows = []\n",
+    "    current_time = midnight # 현재시각\n",
+    "    for i in range(len(aplan)):\n",
+    "        first_row = aplan.iloc[i]\n",
+    "        cycle = first_row['cycle']\n",
+    "        unix_end = aplan.iloc[i + 1]['end_unix'] if i < len(aplan) - 1 else next_day # a plan의 마지막 시점\n",
+    "        r = 0\n",
+    "        while current_time <= unix_end:\n",
+    "            remainder = current_time % 10\n",
+    "            if remainder != 0:  # 현재시각의 일의자리가 0이 아니면 다음 현재시각의 일의자리가 0이 되도록 맞춰준다.\n",
+    "                r = (5 - remainder) % 10 - 5 # 1>-1, 2>-2, 3>-3, 4>-4, 5>-5, 6>4, 7>3, 8>2, 9>1\n",
+    "            else:\n",
+    "                r = random.choices([0, -1, 1], weights=[10, 1, 1])[0] # 측정오차\n",
+    "            # 0.001의 확률로 결측 발생\n",
+    "            if random.random() < 0.001: # 주기의 배수만큼 결측\n",
+    "                n = random.randint(0,100)\n",
+    "                current_time += n * cycle + r\n",
+    "            # 0.01의 확률로 이상치 발생\n",
+    "            elif random.random() > 0.99: # 카이제곱분포값 * 주기만큼의 이상치 발생. 카이제곱분포값은 항상 양수이고 평균이 1\n",
+    "                current_time += int(np.random.normal()**2 * cycle) + r\n",
+    "            else:\n",
+    "                current_time += cycle + r # 결측/이상 없음\n",
+    "            new_row = first_row.copy()\n",
+    "            new_row['end_unix'] = current_time\n",
+    "            rows.append(new_row)\n",
+    "    ahistory = pd.concat(rows, axis=1).transpose().reset_index(drop=True) # a (specific) history\n",
+    "    history.append(ahistory)\n",
+    "history = pd.concat(history)\n",
+    "history = history[history.end_unix <= next_day]\n",
+    "history = history.sort_values(by='end_unix').reset_index(drop=True)\n",
+    "history = history[['inter_no', 'end_unix'] + [f'dura_{alph}{j}' for alph in ['A', 'B'] for j in range(1,9)] + ['cycle', 'offset']]\n",
+    "history.to_csv('../history.csv', index=0)\n",
+    "history[:20]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# # 신호이력\n",
+    "# midnight = int(datetime(2024, 1, 5, 0, 0, 0).timestamp())\n",
+    "# next_day = int(datetime(2024, 1, 6, 0, 0, 0).timestamp())\n",
+    "# pland['end_unix'] = pland['start_hour'].astype(int) * 3600 + pland['start_minute'].astype(int) * 60 + midnight # 각 plan의 마지막 시점\n",
+    "# history = []\n",
+    "# for inter_no in pland.inter_no.unique():\n",
+    "#     aplan = pland[pland.inter_no == inter_no] # a (specific) plan\n",
+    "#     rows = []\n",
+    "#     current_time = midnight # 현재시각\n",
+    "#     for i in range(len(aplan)):\n",
+    "#         first_row = aplan.iloc[i]\n",
+    "#         cycle = first_row['cycle']\n",
+    "#         unix_end = aplan.iloc[i + 1]['end_unix'] if i < len(aplan) - 1 else next_day # a plan의 마지막 시점\n",
+    "#         r = 0\n",
+    "#         while current_time <= unix_end:\n",
+    "#             remainder = current_time % 10\n",
+    "#             if remainder != 0:  # 현재시각의 일의자리가 0이 아니면 다음 현재시각의 일이자리가 0이 되도록 맞춰준다.\n",
+    "#                 r = (5 - remainder) % 10 - 5 # 1>-1, 2>-2, 3>-3, 4>-4, 5>-5, 6>4, 7>3, 8>2, 9>1\n",
+    "#             else:\n",
+    "#                 r = random.choices([0, -1, 1], weights=[10, 1, 1])[0] # 측정오차\n",
+    "#             # 0.001의 확률로 결측 발생\n",
+    "#             if random.random() < 0.001: # 주기의 배수만큼 결측\n",
+    "#                 n = random.randint(0,100)\n",
+    "#                 current_time += n * cycle + r\n",
+    "#             # 0.01의 확률로 이상치 발생\n",
+    "#             elif random.random() > 0.99: # 카이제곱분포값 * 주기만큼의 이상치 발생. 카이제곱분포값은 항상 양수이고 평균이 1\n",
+    "#                 current_time += int(np.random.normal()**2 * cycle) + r\n",
+    "#             else:\n",
+    "#                 current_time += cycle + r # 결측/이상 없음\n",
+    "#             new_row = first_row.copy()\n",
+    "#             new_row['end_unix'] = current_time\n",
+    "#             rows.append(new_row)\n",
+    "#     ahistory = pd.concat(rows, axis=1).transpose().reset_index(drop=True) # a (specific) history\n",
+    "#     history.append(ahistory)\n",
+    "# history = pd.concat(history)\n",
+    "# history = history[history.end_unix <= next_day]\n",
+    "# history = history.sort_values(by='end_unix').reset_index(drop=True)\n",
+    "# history = history[['inter_no', 'end_unix'] + [f'ddur_{j}' for j in range(1, 9)] + ['cycle', 'offset']]\n",
+    "# history.to_csv('../history.csv')\n",
+    "# display(history[:30])\n",
+    "# # hist = history.copy()[history.inter_no==175]\n",
+    "# # hist['diff'] = hist['end_unix'].diff()\n",
+    "# # with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+    "# #     display(hist)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "uturn = pd.read_csv('U_TURN.csv')\n",
+    "uturn = uturn.rename(columns={'inode_id':'parent_id', 'unode_id':'child_id', 'adj_from_edge_id':'head_edge_id'})\n",
+    "uturn = uturn[['parent_id', 'child_id', 'head_edge_id', 'from_edge_id', 'to_edge_id']]\n",
+    "uturn.to_csv('../uturn.csv', index=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "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>inter_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>i0</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>175</td>\n",
+       "      <td>u00</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>176</td>\n",
+       "      <td>i1</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>177</td>\n",
+       "      <td>i2</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>177</td>\n",
+       "      <td>u20</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>178</td>\n",
+       "      <td>i3</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>178</td>\n",
+       "      <td>u30</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>178</td>\n",
+       "      <td>u31</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>178</td>\n",
+       "      <td>u32</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201</td>\n",
+       "      <td>i8</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202</td>\n",
+       "      <td>i9</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>206</td>\n",
+       "      <td>i7</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>210</td>\n",
+       "      <td>i6</td>\n",
+       "      <td>parent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>210</td>\n",
+       "      <td>u60</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>178</td>\n",
+       "      <td>c30</td>\n",
+       "      <td>child</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no node_id inter_type\n",
+       "0        175      i0     parent\n",
+       "1        175     u00      child\n",
+       "2        176      i1     parent\n",
+       "3        177      i2     parent\n",
+       "4        177     u20      child\n",
+       "5        178      i3     parent\n",
+       "6        178     u30      child\n",
+       "7        178     u31      child\n",
+       "8        178     u32      child\n",
+       "9        201      i8     parent\n",
+       "10       202      i9     parent\n",
+       "11       206      i7     parent\n",
+       "12       210      i6     parent\n",
+       "13       210     u60      child\n",
+       "14       178     c30      child"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 교차로-노드 매칭\n",
+    "inter_node = pd.read_csv('inter.csv')\n",
+    "inter_node = inter_node[['INT_NO', 'node_id', 'P/C']]\n",
+    "# inter_node.drop(index=len(inter_node) - 1, inplace=True)\n",
+    "inter_node.columns = ['inter_no', 'node_id', 'inter_type'] # parent : 주교차로, child : 부교차로\n",
+    "inter_node['inter_no'] = inter_node['inter_no'].astype(int) # i : intersection, u : u-turn intersection, c : coupling intersection\n",
+    "inter_node = pd.concat([inter_node, pd.DataFrame({'inter_no':[178], 'node_id':['c30'], 'inter_type':['child']})]).reset_index(drop=True)\n",
+    "inter_node.to_csv('../inter_node.csv', index=0)\n",
+    "display(inter_node)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "sys.path.append('../../../Scripts')\n",
+    "\n",
+    "from preprocess_daily import DailyPreprocessor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. 데이터를 로드합니다.\n",
+      "1-1. 네트워크가 로드되었습니다.\n",
+      "1-2. 테이블들이 로드되었습니다.\n",
+      "1-3. 네트워크의 모든 clean state requirement들을 체크했습니다.\n",
+      "1-4. 테이블들의 무결성 검사를 완료했습니다.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "이동류정보 불러오는 중: 100%|██████████| 17280/17280 [00:13<00:00, 1252.03it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "self = DailyPreprocessor()\n",
+    "\n",
+    "self.load_data()\n",
+    "self.make_match1()\n",
+    "self.make_match2()\n",
+    "self.make_match3()\n",
+    "self.make_match4()\n",
+    "self.make_match5()\n",
+    "self.make_match6()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "self.match7 = self.match6.copy()\n",
+    "self.match7 = self.match7[['inter_no', 'move_no', 'inc_dir', 'out_dir', 'inc_edge', 'out_edge', 'node_id']]\n",
+    "\n",
+    "# parent_ids = sorted(self.inter_node[self.inter_node.inter_type=='parent'].node_id.unique())\n",
+    "# child_ids = sorted(self.inter_node[self.inter_node.inter_type=='child'].node_id.unique())\n",
+    "\n",
+    "# (1) 가능한 (진입방향, 진출방향) 목록 \n",
+    "flows = self.nema.dropna().apply(lambda row: (row['inc_dir'], row['out_dir']), axis=1).tolist()\n",
+    "# (2) 각 교차로별 방향 목록 : pdires (possible directions)\n",
+    "pdires = {}\n",
+    "for node_id in self.parent_ids:\n",
+    "    dires = self.match7[self.match7.node_id == node_id][['inc_dir','out_dir']].values.flatten()\n",
+    "    dires = {dire for dire in dires if type(dire)==str}\n",
+    "    pdires[node_id] = dires\n",
+    "# (3) 각 (교차로, 진입방향) 별 진입id 목록 : inc2id (incoming direction to incoming edge_id)\n",
+    "inc2id = {}\n",
+    "for node_id in self.parent_ids:\n",
+    "    for inc_dir in pdires[node_id]:\n",
+    "        df = self.match7[(self.match7.node_id==node_id) & (self.match7.inc_dir==inc_dir)]\n",
+    "        inc2id[(node_id, inc_dir)] = df.inc_edge.iloc[0]\n",
+    "# (4) 각 (교차로, 진출방향) 별 진출id 목록 : out2id (outgoing direction to outgoing edge_id)\n",
+    "out2id = {}\n",
+    "for node_id in self.parent_ids:\n",
+    "    for out_dir in pdires[node_id]:\n",
+    "        df = self.match7[(self.match7.node_id==node_id) & (self.match7.out_dir==out_dir)]\n",
+    "        out2id[(node_id, out_dir)] = df.out_edge.iloc[0]\n",
+    "# (5) 각 교차로별 가능한 (진입방향, 진출방향) 목록 : pflow (possible flows)\n",
+    "pflow = {}\n",
+    "for node_id in self.parent_ids:\n",
+    "    pflow[node_id] = [flow for flow in flows if set(flow).issubset(pdires[node_id])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "inc_dir2angles = dict()\n",
+    "out_dir2angles = dict()\n",
+    "for inter_no in self.match4.inter_no.unique():\n",
+    "    df = self.match4[self.match4.inter_no==inter_no].dropna()\n",
+    "    inc_dir2angle = dict(zip(df['inc_dir'], df['inc_angle']))\n",
+    "    out_dir2angle = dict(zip(df['out_dir'], df['out_angle']))\n",
+    "    inc_dir2angles[inter_no] = inc_dir2angle\n",
+    "    out_dir2angles[inter_no] = out_dir2angle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "angles = []\n",
+    "for inter_no in self.inter_nos:\n",
+    "    node_id = self.inter2node[inter_no]\n",
+    "    flows = pflow[node_id]\n",
+    "    inc_dir2angle = inc_dir2angles[inter_no]\n",
+    "    out_dir2angle = out_dir2angles[inter_no]\n",
+    "    for (inc_dire, out_dire) in flows:\n",
+    "        inc_angle = inc_dir2angle[inc_dire]\n",
+    "        out_angle = out_dir2angle[out_dire]\n",
+    "        angle_code = inc_angle + out_angle\n",
+    "        nema_row = self.nema[(self.nema.inc_dir==inc_dire)&(self.nema.out_dir==out_dire)]\n",
+    "        move_no = nema_row.iloc[0].move_no\n",
+    "        angle = pd.DataFrame({'inter_no':[inter_no],'move_no':[move_no], 'angle_code':[angle_code]})\n",
+    "        angles.append(angle)\n",
+    "angles = pd.concat(angles).reset_index(drop=True)\n",
+    "angles.to_csv('../angle_new.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "sts",
+   "language": "python",
+   "name": "sts"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Data/tables/u_condition.csv b/Data/tables/u_condition.csv
new file mode 100644
index 000000000..1a43e7805
--- /dev/null
+++ b/Data/tables/u_condition.csv
@@ -0,0 +1,7 @@
+child_id,condition
+u00,좌회전시
+u20,보행신호시
+u30,보행신호시
+u31,보행신호시
+u32,보행신호시
+u60,좌회전시
diff --git a/Data/tables/uturn.csv b/Data/tables/uturn.csv
new file mode 100644
index 000000000..e45af0cda
--- /dev/null
+++ b/Data/tables/uturn.csv
@@ -0,0 +1,7 @@
+parent_id,child_id,head_edge_id,from_edge_id,to_edge_id
+i0,u00,-571500487_01,571500487_02,571500487_01.32
+i2,u20,571542811_02,571542810_01.51,571542810_02
+i3,u30,571556450_02,571556452_01,571556452_02
+i3,u31,-571500475_01,571500475_02,571500475_01.26
+i3,u32,571540303_02.21,571540303_02,-571540303_02
+i6,u60,571500535_02.18,571500535_02,-571500535_02
diff --git a/Documents/1127_table_definition/table_definition_v0.8.5.xlsx b/Documents/1127_table_definition/table_definition_v0.8.5.xlsx
index f6963e83d..1001ed33e 100644
Binary files a/Documents/1127_table_definition/table_definition_v0.8.5.xlsx and b/Documents/1127_table_definition/table_definition_v0.8.5.xlsx differ
diff --git a/Results/sn_1704417900.add.xml b/Results/sn_1704417900.add.xml
index 3a63eb65f..344340632 100644
--- a/Results/sn_1704417900.add.xml
+++ b/Results/sn_1704417900.add.xml
@@ -1,105 +1,97 @@
 <additional>
-    <tlLogic id="c30" type="static" programID="c30_prog" offset="-60">
-      <phase duration="33" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="34" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="38" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="17" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="33" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="34" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="38" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="17" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="33" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="34" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="38" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="17" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="33" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="34" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="38" state="GGGGGG"/>
-      <phase duration="4" state="GGGGGG"/>
-      <phase duration="1" state="GGGGGG"/>
-      <phase duration="17" state="GGGGGG"/>
+    <tlLogic id="c30" type="static" programID="c30_prog" offset="-120">
+      <phase duration="34" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="34" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="38" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="17" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="33" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="34" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="38" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="17" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="33" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="34" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="38" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="17" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="33" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="34" state="rrrrrr"/>
+      <phase duration="4" state="rrrrrr"/>
+      <phase duration="1" state="rrrrrr"/>
+      <phase duration="38" state="rrrrrr"/>
     </tlLogic>
-    <tlLogic id="i0" type="static" programID="i0_prog" offset="-160">
+    <tlLogic id="i0" type="static" programID="i0_prog" offset="-40">
       <phase duration="38" state="gGGrgrrrgGGGGrgrr"/>
-      <phase duration="4" state="gyyrgrrrgyyyyrgrr"/>
+      <phase duration="5" state="gyyrgrrrgyyyyrgrr"/>
       <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="40" state="grrGgrrrgrrrrGgrr"/>
-      <phase duration="4" state="grrygrrrgrrrrygrr"/>
-      <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="28" state="grrrgGGGgrrrrrgrr"/>
-      <phase duration="4" state="grrrgGGygrrrrrgrr"/>
+      <phase duration="39" state="grrGgrrrgrrrrGgrr"/>
+      <phase duration="5" state="grrygrrrgrrrrygrr"/>
       <phase duration="1" state="grrrgGGrgrrrrrgrr"/>
-      <phase duration="17" state="grrrgGGrgrrrrrgGr"/>
-      <phase duration="4" state="grrrgyyrgrrrrrgGr"/>
+      <phase duration="27" state="grrrgGGGgrrrrrgrr"/>
+      <phase duration="5" state="grrrgGGygrrrrrgrr"/>
+      <phase duration="1" state="grrrgGGrgrrrrrgGr"/>
+      <phase duration="16" state="grrrgGGrgrrrrrgGr"/>
+      <phase duration="5" state="grrrgyyrgrrrrrgGr"/>
       <phase duration="1" state="grrrgrrrgrrrrrgGr"/>
-      <phase duration="32" state="grrrgrrrgrrrrrgGG"/>
-      <phase duration="4" state="grrrgrrrgrrrrrgyy"/>
-      <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="38" state="gGGrgrrrgGGGGrgrr"/>
-      <phase duration="4" state="gyyrgrrrgyyyyrgrr"/>
+      <phase duration="31" state="grrrgrrrgrrrrrgGG"/>
+      <phase duration="5" state="grrrgrrrgrrrrrgyy"/>
       <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="40" state="grrGgrrrgrrrrGgrr"/>
-      <phase duration="4" state="grrygrrrgrrrrygrr"/>
+      <phase duration="37" state="gGGrgrrrgGGGGrgrr"/>
+      <phase duration="5" state="gyyrgrrrgyyyyrgrr"/>
       <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="28" state="grrrgGGGgrrrrrgrr"/>
-      <phase duration="4" state="grrrgGGygrrrrrgrr"/>
+      <phase duration="39" state="grrGgrrrgrrrrGgrr"/>
+      <phase duration="5" state="grrygrrrgrrrrygrr"/>
       <phase duration="1" state="grrrgGGrgrrrrrgrr"/>
-      <phase duration="17" state="grrrgGGrgrrrrrgGr"/>
-      <phase duration="4" state="grrrgyyrgrrrrrgGr"/>
+      <phase duration="27" state="grrrgGGGgrrrrrgrr"/>
+      <phase duration="5" state="grrrgGGygrrrrrgrr"/>
+      <phase duration="1" state="grrrgGGrgrrrrrgGr"/>
+      <phase duration="16" state="grrrgGGrgrrrrrgGr"/>
+      <phase duration="5" state="grrrgyyrgrrrrrgGr"/>
       <phase duration="1" state="grrrgrrrgrrrrrgGr"/>
-      <phase duration="32" state="grrrgrrrgrrrrrgGG"/>
-      <phase duration="4" state="grrrgrrrgrrrrrgyy"/>
+      <phase duration="31" state="grrrgrrrgrrrrrgGG"/>
+      <phase duration="5" state="grrrgrrrgrrrrrgyy"/>
       <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="38" state="gGGrgrrrgGGGGrgrr"/>
-      <phase duration="4" state="gyyrgrrrgyyyyrgrr"/>
+      <phase duration="37" state="gGGrgrrrgGGGGrgrr"/>
+      <phase duration="5" state="gyyrgrrrgyyyyrgrr"/>
       <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="40" state="grrGgrrrgrrrrGgrr"/>
-      <phase duration="4" state="grrygrrrgrrrrygrr"/>
-      <phase duration="1" state="grrrgrrrgrrrrrgrr"/>
-      <phase duration="28" state="grrrgGGGgrrrrrgrr"/>
-      <phase duration="4" state="grrrgGGygrrrrrgrr"/>
+      <phase duration="39" state="grrGgrrrgrrrrGgrr"/>
+      <phase duration="5" state="grrygrrrgrrrrygrr"/>
       <phase duration="1" state="grrrgGGrgrrrrrgrr"/>
-      <phase duration="17" state="grrrgGGrgrrrrrgGr"/>
-      <phase duration="4" state="grrrgyyrgrrrrrgGr"/>
-      <phase duration="1" state="grrrgrrrgrrrrrgGr"/>
-      <phase duration="32" state="grrrgrrrgrrrrrgGG"/>
+      <phase duration="27" state="grrrgGGGgrrrrrgrr"/>
+      <phase duration="22" state="grrrgGGygrrrrrgrr"/>
     </tlLogic>
-    <tlLogic id="i1" type="static" programID="i1_prog" offset="-160">
-      <phase duration="32" state="gGGGGGrgrr"/>
+    <tlLogic id="i1" type="static" programID="i1_prog" offset="-6">
+      <phase duration="38" state="gGGGGGrgrr"/>
       <phase duration="4" state="gyyGGGrgrr"/>
       <phase duration="1" state="grrGGGrgrr"/>
-      <phase duration="98" state="grrGGGGgrr"/>
+      <phase duration="112" state="grrGGGGgrr"/>
       <phase duration="4" state="grryyyygrr"/>
       <phase duration="1" state="grrrrrrgrr"/>
-      <phase duration="35" state="grrrrrrgGG"/>
+      <phase duration="40" state="grrrrrrgGG"/>
       <phase duration="4" state="grrrrrrgyy"/>
       <phase duration="1" state="grrrrrrgrr"/>
       <phase duration="32" state="gGGGGGrgrr"/>
@@ -124,12 +116,9 @@
       <phase duration="4" state="gyyGGGrgrr"/>
       <phase duration="1" state="grrGGGrgrr"/>
       <phase duration="98" state="grrGGGGgrr"/>
-      <phase duration="4" state="grryyyygrr"/>
-      <phase duration="1" state="grrrrrrgrr"/>
-      <phase duration="35" state="grrrrrrgGG"/>
     </tlLogic>
-    <tlLogic id="i2" type="static" programID="i2_prog" offset="-180">
-      <phase duration="38" state="GGgrGGG"/>
+    <tlLogic id="i2" type="static" programID="i2_prog" offset="-50">
+      <phase duration="39" state="GGgrGGG"/>
       <phase duration="4" state="yygryyy"/>
       <phase duration="1" state="rrgrrrr"/>
       <phase duration="22" state="rrgrrrr"/>
@@ -141,16 +130,16 @@
       <phase duration="35" state="rrgrGGG"/>
       <phase duration="4" state="rrgrGGG"/>
       <phase duration="1" state="rrgrGGG"/>
-      <phase duration="64" state="GGgrGGG"/>
+      <phase duration="38" state="GGgrGGG"/>
       <phase duration="4" state="yygryyy"/>
       <phase duration="1" state="rrgrrrr"/>
-      <phase duration="39" state="rrgrrrr"/>
+      <phase duration="22" state="rrgrrrr"/>
       <phase duration="4" state="rrgrrrr"/>
       <phase duration="1" state="rrgrrrr"/>
-      <phase duration="108" state="rrgrrrr"/>
+      <phase duration="65" state="rrgrrrr"/>
       <phase duration="4" state="rrgrrrr"/>
       <phase duration="1" state="rrgrrrr"/>
-      <phase duration="59" state="rrgrGGG"/>
+      <phase duration="35" state="rrgrGGG"/>
       <phase duration="4" state="rrgrGGG"/>
       <phase duration="1" state="rrgrGGG"/>
       <phase duration="38" state="GGgrGGG"/>
@@ -172,12 +161,9 @@
       <phase duration="4" state="rrgrrrr"/>
       <phase duration="1" state="rrgrrrr"/>
       <phase duration="65" state="rrgrrrr"/>
-      <phase duration="4" state="rrgrrrr"/>
-      <phase duration="1" state="rrgrrrr"/>
-      <phase duration="35" state="rrgrGGG"/>
     </tlLogic>
-    <tlLogic id="i3" type="static" programID="i3_prog" offset="-60">
-      <phase duration="33" state="gGGGrgrrrrgGGGrgrrrr"/>
+    <tlLogic id="i3" type="static" programID="i3_prog" offset="-120">
+      <phase duration="34" state="gGGGrgrrrrgGGGrgrrrr"/>
       <phase duration="4" state="gyyyrgrrrrgyyyrgrrrr"/>
       <phase duration="1" state="grrrrgrrrrgrrrrgrrrr"/>
       <phase duration="34" state="grrrGgrrrrgrrrGgrrrr"/>
@@ -220,72 +206,67 @@
       <phase duration="4" state="grrrygrrrrgrrrygrrrr"/>
       <phase duration="1" state="grrrrgrrrrgrrrrgrrrr"/>
       <phase duration="38" state="grrrrgrrrrgrrrrgGGGG"/>
-      <phase duration="4" state="grrrrgrrrrgrrrrgyyyy"/>
-      <phase duration="1" state="grrrrgrrrrgrrrrgrrrr"/>
-      <phase duration="17" state="grrrrgGGGGgrrrrgrrrr"/>
     </tlLogic>
-    <tlLogic id="i6" type="static" programID="i6_prog" offset="-100">
+    <tlLogic id="i6" type="static" programID="i6_prog" offset="-19">
+      <phase duration="2" state="grrrgGGGrgrrgrrr"/>
       <phase duration="23" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="4" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="1" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="3" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgGGr"/>
       <phase duration="10" state="grrrgGGGrgrrgGGr"/>
-      <phase duration="4" state="grrrgyyyrgrrgGGr"/>
-      <phase duration="1" state="grrrgrrrrgrrgGGr"/>
+      <phase duration="3" state="grrrgyyyrgrrgGGr"/>
+      <phase duration="2" state="grrrgrrrrgrrgGGr"/>
       <phase duration="38" state="grrrgrrrrgrrgGGG"/>
-      <phase duration="4" state="grrrgrrrrgrrgyyy"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgrrgyyy"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="65" state="gGGGgrrrrgrrgrrr"/>
-      <phase duration="4" state="gyyygrrrrgrrgrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="gyyygrrrrgrrgrrr"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="19" state="grrrgrrrrgGGgrrr"/>
-      <phase duration="4" state="grrrgrrrrgyygrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgyygrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgrrr"/>
       <phase duration="23" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="4" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="1" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="3" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgGGr"/>
       <phase duration="10" state="grrrgGGGrgrrgGGr"/>
-      <phase duration="4" state="grrrgyyyrgrrgGGr"/>
-      <phase duration="1" state="grrrgrrrrgrrgGGr"/>
+      <phase duration="3" state="grrrgyyyrgrrgGGr"/>
+      <phase duration="2" state="grrrgrrrrgrrgGGr"/>
       <phase duration="38" state="grrrgrrrrgrrgGGG"/>
-      <phase duration="4" state="grrrgrrrrgrrgyyy"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgrrgyyy"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="65" state="gGGGgrrrrgrrgrrr"/>
-      <phase duration="4" state="gyyygrrrrgrrgrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="gyyygrrrrgrrgrrr"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="19" state="grrrgrrrrgGGgrrr"/>
-      <phase duration="4" state="grrrgrrrrgyygrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgyygrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgrrr"/>
       <phase duration="23" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="4" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="1" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="3" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgGGr"/>
       <phase duration="10" state="grrrgGGGrgrrgGGr"/>
-      <phase duration="4" state="grrrgyyyrgrrgGGr"/>
-      <phase duration="1" state="grrrgrrrrgrrgGGr"/>
+      <phase duration="3" state="grrrgyyyrgrrgGGr"/>
+      <phase duration="2" state="grrrgrrrrgrrgGGr"/>
       <phase duration="38" state="grrrgrrrrgrrgGGG"/>
-      <phase duration="4" state="grrrgrrrrgrrgyyy"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgrrgyyy"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="65" state="gGGGgrrrrgrrgrrr"/>
-      <phase duration="4" state="gyyygrrrrgrrgrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="gyyygrrrrgrrgrrr"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="19" state="grrrgrrrrgGGgrrr"/>
-      <phase duration="4" state="grrrgrrrrgyygrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgyygrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgrrr"/>
       <phase duration="23" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="4" state="grrrgGGGrgrrgrrr"/>
-      <phase duration="1" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="3" state="grrrgGGGrgrrgrrr"/>
+      <phase duration="2" state="grrrgGGGrgrrgGGr"/>
       <phase duration="10" state="grrrgGGGrgrrgGGr"/>
-      <phase duration="4" state="grrrgyyyrgrrgGGr"/>
-      <phase duration="1" state="grrrgrrrrgrrgGGr"/>
+      <phase duration="3" state="grrrgyyyrgrrgGGr"/>
+      <phase duration="2" state="grrrgrrrrgrrgGGr"/>
       <phase duration="38" state="grrrgrrrrgrrgGGG"/>
-      <phase duration="4" state="grrrgrrrrgrrgyyy"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
+      <phase duration="3" state="grrrgrrrrgrrgyyy"/>
+      <phase duration="2" state="grrrgrrrrgrrgrrr"/>
       <phase duration="65" state="gGGGgrrrrgrrgrrr"/>
-      <phase duration="4" state="gyyygrrrrgrrgrrr"/>
-      <phase duration="1" state="grrrgrrrrgrrgrrr"/>
-      <phase duration="19" state="grrrgrrrrgGGgrrr"/>
     </tlLogic>
-    <tlLogic id="i7" type="static" programID="i7_prog" offset="-90">
-      <phase duration="40" state="GGrggGG"/>
+    <tlLogic id="i7" type="static" programID="i7_prog" offset="-119">
+      <phase duration="41" state="GGrggGG"/>
       <phase duration="4" state="yyrggyy"/>
       <phase duration="1" state="rrrggrr"/>
       <phase duration="48" state="rrrggrr"/>
@@ -328,189 +309,160 @@
       <phase duration="4" state="rrrggrr"/>
       <phase duration="1" state="rrrggrr"/>
       <phase duration="21" state="GGrggGG"/>
-      <phase duration="4" state="yyrggyy"/>
-      <phase duration="1" state="rrrggrr"/>
-      <phase duration="21" state="rrrggrr"/>
     </tlLogic>
-    <tlLogic id="i8" type="static" programID="i8_prog" offset="-20">
-      <phase duration="28" state="grrrrrrrgGGGgrrr"/>
+    <tlLogic id="i8" type="static" programID="i8_prog" offset="-69">
+      <phase duration="29" state="grrrrrrrgGGGgrrr"/>
       <phase duration="4" state="grrrrrrrgyyygrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="31" state="grrrrrrrgrrrgGGG"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="30" state="grrrrrrrgrrrgGGG"/>
       <phase duration="4" state="grrrrrrrgrrrgGGy"/>
-      <phase duration="1" state="grrrrrrrgrrrgGGr"/>
-      <phase duration="20" state="grrrGGGrgrrrgGGr"/>
+      <phase duration="2" state="grrrrrrrgrrrgGGr"/>
+      <phase duration="19" state="grrrGGGrgrrrgGGr"/>
       <phase duration="4" state="grrrGGGrgrrrgyyr"/>
-      <phase duration="1" state="grrrGGGrgrrrgrrr"/>
-      <phase duration="53" state="grrrGGGGgrrrgrrr"/>
+      <phase duration="2" state="grrrGGGrgrrrgrrr"/>
+      <phase duration="52" state="grrrGGGGgrrrgrrr"/>
       <phase duration="4" state="grrryyyygrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="13" state="gGGGrrrrgrrrgrrr"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="12" state="gGGGrrrrgrrrgrrr"/>
       <phase duration="4" state="gyyyrrrrgrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="28" state="grrrrrrrgGGGgrrr"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="27" state="grrrrrrrgGGGgrrr"/>
       <phase duration="4" state="grrrrrrrgyyygrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="31" state="grrrrrrrgrrrgGGG"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="30" state="grrrrrrrgrrrgGGG"/>
       <phase duration="4" state="grrrrrrrgrrrgGGy"/>
-      <phase duration="1" state="grrrrrrrgrrrgGGr"/>
-      <phase duration="20" state="grrrGGGrgrrrgGGr"/>
+      <phase duration="2" state="grrrrrrrgrrrgGGr"/>
+      <phase duration="19" state="grrrGGGrgrrrgGGr"/>
       <phase duration="4" state="grrrGGGrgrrrgyyr"/>
-      <phase duration="1" state="grrrGGGrgrrrgrrr"/>
-      <phase duration="53" state="grrrGGGGgrrrgrrr"/>
+      <phase duration="2" state="grrrGGGrgrrrgrrr"/>
+      <phase duration="52" state="grrrGGGGgrrrgrrr"/>
       <phase duration="4" state="grrryyyygrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="13" state="gGGGrrrrgrrrgrrr"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="12" state="gGGGrrrrgrrrgrrr"/>
       <phase duration="4" state="gyyyrrrrgrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="28" state="grrrrrrrgGGGgrrr"/>
-      <phase duration="4" state="grrrrrrrgyyygrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="31" state="grrrrrrrgrrrgGGG"/>
-      <phase duration="4" state="grrrrrrrgrrrgGGy"/>
-      <phase duration="1" state="grrrrrrrgrrrgGGr"/>
-      <phase duration="20" state="grrrGGGrgrrrgGGr"/>
-      <phase duration="4" state="grrrGGGrgrrrgyyr"/>
-      <phase duration="1" state="grrrGGGrgrrrgrrr"/>
-      <phase duration="53" state="grrrGGGGgrrrgrrr"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="52" state="grrrGGGGgrrrgrrr"/>
       <phase duration="4" state="grrryyyygrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="13" state="gGGGrrrrgrrrgrrr"/>
-      <phase duration="4" state="gyyyrrrrgrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="28" state="grrrrrrrgGGGgrrr"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="27" state="grrrrrrrgGGGgrrr"/>
       <phase duration="4" state="grrrrrrrgyyygrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="31" state="grrrrrrrgrrrgGGG"/>
+      <phase duration="2" state="grrrrrrrgrrrgrrr"/>
+      <phase duration="30" state="grrrrrrrgrrrgGGG"/>
       <phase duration="4" state="grrrrrrrgrrrgGGy"/>
-      <phase duration="1" state="grrrrrrrgrrrgGGr"/>
-      <phase duration="20" state="grrrGGGrgrrrgGGr"/>
+      <phase duration="2" state="grrrrrrrgrrrgGGr"/>
+      <phase duration="19" state="grrrGGGrgrrrgGGr"/>
       <phase duration="4" state="grrrGGGrgrrrgyyr"/>
-      <phase duration="1" state="grrrGGGrgrrrgrrr"/>
-      <phase duration="53" state="grrrGGGGgrrrgrrr"/>
-      <phase duration="4" state="grrryyyygrrrgrrr"/>
-      <phase duration="1" state="grrrrrrrgrrrgrrr"/>
-      <phase duration="13" state="gGGGrrrrgrrrgrrr"/>
+      <phase duration="2" state="grrrGGGrgrrrgrrr"/>
+      <phase duration="52" state="grrrGGGGgrrrgrrr"/>
     </tlLogic>
-    <tlLogic id="i9" type="static" programID="i9_prog" offset="-70">
-      <phase duration="41" state="GGGG"/>
-      <phase duration="4" state="yyyy"/>
+    <tlLogic id="i9" type="static" programID="i9_prog" offset="-140">
+      <phase duration="43" state="GGGG"/>
+      <phase duration="3" state="yyyy"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="109" state="rrrr"/>
-      <phase duration="4" state="rrrr"/>
+      <phase duration="110" state="rrrr"/>
+      <phase duration="3" state="rrrr"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="41" state="GGGG"/>
-      <phase duration="4" state="yyyy"/>
+      <phase duration="42" state="GGGG"/>
+      <phase duration="3" state="yyyy"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="109" state="rrrr"/>
-      <phase duration="4" state="rrrr"/>
+      <phase duration="110" state="rrrr"/>
+      <phase duration="3" state="rrrr"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="41" state="GGGG"/>
-      <phase duration="4" state="yyyy"/>
+      <phase duration="42" state="GGGG"/>
+      <phase duration="3" state="yyyy"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="109" state="rrrr"/>
-      <phase duration="4" state="rrrr"/>
+      <phase duration="110" state="rrrr"/>
+      <phase duration="3" state="rrrr"/>
       <phase duration="1" state="rrrr"/>
-      <phase duration="41" state="GGGG"/>
-      <phase duration="4" state="yyyy"/>
-      <phase duration="1" state="rrrr"/>
-      <phase duration="109" state="rrrr"/>
+      <phase duration="42" state="GGGG"/>
     </tlLogic>
-    <tlLogic id="u00" type="static" programID="u00_prog" offset="-160">
+    <tlLogic id="u00" type="static" programID="u00_prog" offset="-40">
       <phase duration="38" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
-      <phase duration="1" state="ggggrgggg"/>
-      <phase duration="40" state="ggggGgggg"/>
-      <phase duration="4" state="ggggygggg"/>
-      <phase duration="1" state="ggggrgggg"/>
-      <phase duration="28" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="17" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="39" state="ggggGgggg"/>
+      <phase duration="5" state="ggggygggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="32" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="27" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="38" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="16" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="40" state="ggggGgggg"/>
-      <phase duration="4" state="ggggygggg"/>
+      <phase duration="31" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="28" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="37" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="17" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="39" state="ggggGgggg"/>
+      <phase duration="5" state="ggggygggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="32" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="27" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="38" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="16" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="40" state="ggggGgggg"/>
-      <phase duration="4" state="ggggygggg"/>
+      <phase duration="31" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="28" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="37" state="ggggrgggg"/>
+      <phase duration="5" state="ggggrgggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="17" state="ggggrgggg"/>
-      <phase duration="4" state="ggggrgggg"/>
+      <phase duration="39" state="ggggGgggg"/>
+      <phase duration="5" state="ggggygggg"/>
       <phase duration="1" state="ggggrgggg"/>
-      <phase duration="32" state="ggggrgggg"/>
+      <phase duration="27" state="ggggrgggg"/>
+      <phase duration="22" state="ggggrgggg"/>
     </tlLogic>
-    <tlLogic id="u20" type="static" programID="u20_prog" offset="-180">
-      <phase duration="38" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="22" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="65" state="ggGggg"/>
-      <phase duration="4" state="ggGggg"/>
-      <phase duration="1" state="ggGggg"/>
-      <phase duration="35" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="64" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="39" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="108" state="ggGggg"/>
-      <phase duration="4" state="ggGggg"/>
-      <phase duration="1" state="ggGggg"/>
-      <phase duration="59" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="38" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="22" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="65" state="ggGggg"/>
-      <phase duration="4" state="ggGggg"/>
-      <phase duration="1" state="ggGggg"/>
-      <phase duration="35" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="38" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="22" state="gggggg"/>
-      <phase duration="4" state="gggggg"/>
-      <phase duration="1" state="gggggg"/>
-      <phase duration="65" state="ggGggg"/>
-      <phase duration="4" state="ggGggg"/>
-      <phase duration="1" state="ggGggg"/>
-      <phase duration="35" state="gggggg"/>
+    <tlLogic id="u20" type="static" programID="u20_prog" offset="-50">
+      <phase duration="39" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="22" state="ggGggg"/>
+      <phase duration="4" state="ggyggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="65" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="35" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="38" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="22" state="ggGggg"/>
+      <phase duration="4" state="ggyggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="65" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="35" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="38" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="22" state="ggGggg"/>
+      <phase duration="4" state="ggyggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="65" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="35" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="38" state="ggrggg"/>
+      <phase duration="4" state="ggrggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="22" state="ggGggg"/>
+      <phase duration="4" state="ggyggg"/>
+      <phase duration="1" state="ggrggg"/>
+      <phase duration="65" state="ggrggg"/>
     </tlLogic>
-    <tlLogic id="u30" type="static" programID="u30_prog" offset="-60">
-      <phase duration="33" state="ggggrggg"/>
+    <tlLogic id="u30" type="static" programID="u30_prog" offset="-120">
+      <phase duration="34" state="ggggrggg"/>
       <phase duration="4" state="ggggrggg"/>
       <phase duration="1" state="ggggrggg"/>
       <phase duration="34" state="ggggrggg"/>
@@ -553,12 +505,9 @@
       <phase duration="4" state="ggggrggg"/>
       <phase duration="1" state="ggggrggg"/>
       <phase duration="38" state="ggggrggg"/>
-      <phase duration="4" state="ggggrggg"/>
-      <phase duration="1" state="ggggrggg"/>
-      <phase duration="17" state="ggggGggg"/>
     </tlLogic>
-    <tlLogic id="u31" type="static" programID="u31_prog" offset="-60">
-      <phase duration="33" state="ggggGggg"/>
+    <tlLogic id="u31" type="static" programID="u31_prog" offset="-120">
+      <phase duration="34" state="ggggGggg"/>
       <phase duration="4" state="ggggyggg"/>
       <phase duration="1" state="ggggrggg"/>
       <phase duration="34" state="ggggrggg"/>
@@ -601,12 +550,9 @@
       <phase duration="4" state="ggggrggg"/>
       <phase duration="1" state="ggggrggg"/>
       <phase duration="38" state="ggggrggg"/>
-      <phase duration="4" state="ggggrggg"/>
-      <phase duration="1" state="ggggrggg"/>
-      <phase duration="17" state="ggggrggg"/>
     </tlLogic>
-    <tlLogic id="u32" type="static" programID="u32_prog" offset="-60">
-      <phase duration="33" state="gggggggG"/>
+    <tlLogic id="u32" type="static" programID="u32_prog" offset="-120">
+      <phase duration="34" state="gggggggG"/>
       <phase duration="4" state="gggggggy"/>
       <phase duration="1" state="gggggggr"/>
       <phase duration="34" state="gggggggr"/>
@@ -649,68 +595,63 @@
       <phase duration="4" state="gggggggr"/>
       <phase duration="1" state="gggggggr"/>
       <phase duration="38" state="gggggggr"/>
-      <phase duration="4" state="gggggggr"/>
-      <phase duration="1" state="gggggggr"/>
-      <phase duration="17" state="gggggggr"/>
     </tlLogic>
-    <tlLogic id="u60" type="static" programID="u60_prog" offset="-100">
+    <tlLogic id="u60" type="static" programID="u60_prog" offset="-19">
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="23" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="10" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="38" state="ggggggggG"/>
-      <phase duration="4" state="ggggggggy"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggy"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="65" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="19" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="23" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="10" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="38" state="ggggggggG"/>
-      <phase duration="4" state="ggggggggy"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggy"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="65" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="19" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="23" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="10" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="38" state="ggggggggG"/>
-      <phase duration="4" state="ggggggggy"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggy"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="65" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="19" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="23" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="10" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggr"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="38" state="ggggggggG"/>
-      <phase duration="4" state="ggggggggy"/>
-      <phase duration="1" state="ggggggggr"/>
+      <phase duration="3" state="ggggggggy"/>
+      <phase duration="2" state="ggggggggr"/>
       <phase duration="65" state="ggggggggr"/>
-      <phase duration="4" state="ggggggggr"/>
-      <phase duration="1" state="ggggggggr"/>
-      <phase duration="19" state="ggggggggr"/>
     </tlLogic>
 </additional>
\ No newline at end of file
diff --git a/Scripts/__pycache__/preprocess_daily.cpython-38.pyc b/Scripts/__pycache__/preprocess_daily.cpython-38.pyc
index cb237c024..a0986dfd0 100644
Binary files a/Scripts/__pycache__/preprocess_daily.cpython-38.pyc and b/Scripts/__pycache__/preprocess_daily.cpython-38.pyc differ