diff --git a/README.md b/README.md
index 58e336b..1126209 100644
--- a/README.md
+++ b/README.md
@@ -79,9 +79,9 @@ remaining_positions = result.open_positions
 
 Check out the examples in the `examples` directory for additional use cases and demonstrations. The examples cover various scenarios and strategies to help you understand the versatility of the `btester`.
 
-- [Example 1: Single Asset Moving Average Crossover Strategy](https://github.com/pawelkn/btester/blob/master/examples/single-asset-ma-crossover.ipynb)
+- [Example 1: Multiple Assets Breakout Strategy](https://github.com/pawelkn/btester/blob/master/examples/multiple-assets-brakeout.ipynb)
 - [Example 2: Multiple Assets Moving Average Crossover Strategy](https://github.com/pawelkn/btester/blob/master/examples/multiple-assets-ma-crossover.ipynb)
 - [Example 3: Single Asset Breakout Strategy](https://github.com/pawelkn/btester/blob/master/examples/single-asset-brakeout.ipynb)
-- [Example 4: Multiple Assets Breakout Strategy](https://github.com/pawelkn/btester/blob/master/examples/multiple-assets-brakeout.ipynb)
+- [Example 4: Single Asset Moving Average Crossover Strategy](https://github.com/pawelkn/btester/blob/master/examples/single-asset-ma-crossover.ipynb)
 
 Feel free to explore and adapt these examples to suit your specific needs and trading strategies.
diff --git a/examples/multiple-assets-brakeout.ipynb b/examples/multiple-assets-brakeout.ipynb
index 97177a1..3fc70f4 100644
--- a/examples/multiple-assets-brakeout.ipynb
+++ b/examples/multiple-assets-brakeout.ipynb
@@ -107,7 +107,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 64/64 [00:21<00:00,  3.02it/s]\n"
+      "100%|██████████| 64/64 [00:26<00:00,  2.37it/s]\n"
      ]
     }
    ],
diff --git a/examples/multiple-assets-ma-crossover.ipynb b/examples/multiple-assets-ma-crossover.ipynb
index 4c7adea..4e00855 100644
--- a/examples/multiple-assets-ma-crossover.ipynb
+++ b/examples/multiple-assets-ma-crossover.ipynb
@@ -54,434 +54,6 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th colspan=\"6\" halign=\"left\">AAPL</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">MSFT</th>\n",
-       "      <th>...</th>\n",
-       "      <th colspan=\"4\" halign=\"left\">WBA</th>\n",
-       "      <th colspan=\"6\" halign=\"left\">SIRI</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>Open</th>\n",
-       "      <th>High</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Adj Close</th>\n",
-       "      <th>Volume</th>\n",
-       "      <th>Open</th>\n",
-       "      <th>High</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Adj Close</th>\n",
-       "      <th>Volume</th>\n",
-       "      <th>Open</th>\n",
-       "      <th>High</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Adj Close</th>\n",
-       "      <th>Volume</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2006-01-03</th>\n",
-       "      <td>2.585000</td>\n",
-       "      <td>2.669643</td>\n",
-       "      <td>2.580357</td>\n",
-       "      <td>2.669643</td>\n",
-       "      <td>2.263002</td>\n",
-       "      <td>807234400.0</td>\n",
-       "      <td>26.250000</td>\n",
-       "      <td>27.000000</td>\n",
-       "      <td>26.100000</td>\n",
-       "      <td>26.840000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>44.340000</td>\n",
-       "      <td>45.389999</td>\n",
-       "      <td>28.610378</td>\n",
-       "      <td>5217300.0</td>\n",
-       "      <td>6.81</td>\n",
-       "      <td>6.82</td>\n",
-       "      <td>6.45</td>\n",
-       "      <td>6.52</td>\n",
-       "      <td>5.691052</td>\n",
-       "      <td>72062300.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-04</th>\n",
-       "      <td>2.683214</td>\n",
-       "      <td>2.713571</td>\n",
-       "      <td>2.660714</td>\n",
-       "      <td>2.677500</td>\n",
-       "      <td>2.269662</td>\n",
-       "      <td>619603600.0</td>\n",
-       "      <td>26.770000</td>\n",
-       "      <td>27.080000</td>\n",
-       "      <td>26.770000</td>\n",
-       "      <td>26.969999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>43.950001</td>\n",
-       "      <td>43.980000</td>\n",
-       "      <td>27.721613</td>\n",
-       "      <td>5900300.0</td>\n",
-       "      <td>6.45</td>\n",
-       "      <td>6.50</td>\n",
-       "      <td>6.28</td>\n",
-       "      <td>6.36</td>\n",
-       "      <td>5.551394</td>\n",
-       "      <td>63817600.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-05</th>\n",
-       "      <td>2.672500</td>\n",
-       "      <td>2.675000</td>\n",
-       "      <td>2.633929</td>\n",
-       "      <td>2.656429</td>\n",
-       "      <td>2.251801</td>\n",
-       "      <td>449422400.0</td>\n",
-       "      <td>26.959999</td>\n",
-       "      <td>27.129999</td>\n",
-       "      <td>26.910000</td>\n",
-       "      <td>26.990000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>43.400002</td>\n",
-       "      <td>43.580002</td>\n",
-       "      <td>27.469484</td>\n",
-       "      <td>4568900.0</td>\n",
-       "      <td>6.45</td>\n",
-       "      <td>6.46</td>\n",
-       "      <td>6.35</td>\n",
-       "      <td>6.39</td>\n",
-       "      <td>5.577579</td>\n",
-       "      <td>44321100.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-06</th>\n",
-       "      <td>2.687500</td>\n",
-       "      <td>2.739286</td>\n",
-       "      <td>2.662500</td>\n",
-       "      <td>2.725000</td>\n",
-       "      <td>2.309927</td>\n",
-       "      <td>704457600.0</td>\n",
-       "      <td>26.889999</td>\n",
-       "      <td>27.000000</td>\n",
-       "      <td>26.490000</td>\n",
-       "      <td>26.910000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>43.220001</td>\n",
-       "      <td>43.369999</td>\n",
-       "      <td>27.337120</td>\n",
-       "      <td>4205500.0</td>\n",
-       "      <td>6.50</td>\n",
-       "      <td>6.54</td>\n",
-       "      <td>6.40</td>\n",
-       "      <td>6.54</td>\n",
-       "      <td>5.708508</td>\n",
-       "      <td>42477400.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-09</th>\n",
-       "      <td>2.740357</td>\n",
-       "      <td>2.757143</td>\n",
-       "      <td>2.705000</td>\n",
-       "      <td>2.716071</td>\n",
-       "      <td>2.302359</td>\n",
-       "      <td>675040800.0</td>\n",
-       "      <td>26.930000</td>\n",
-       "      <td>27.070000</td>\n",
-       "      <td>26.760000</td>\n",
-       "      <td>26.860001</td>\n",
-       "      <td>...</td>\n",
-       "      <td>43.049999</td>\n",
-       "      <td>43.910000</td>\n",
-       "      <td>27.677490</td>\n",
-       "      <td>4396800.0</td>\n",
-       "      <td>6.75</td>\n",
-       "      <td>6.76</td>\n",
-       "      <td>6.54</td>\n",
-       "      <td>6.57</td>\n",
-       "      <td>5.734693</td>\n",
-       "      <td>73075200.0</td>\n",
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-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-22</th>\n",
-       "      <td>195.179993</td>\n",
-       "      <td>195.410004</td>\n",
-       "      <td>192.970001</td>\n",
-       "      <td>193.600006</td>\n",
-       "      <td>193.600006</td>\n",
-       "      <td>37122800.0</td>\n",
-       "      <td>373.679993</td>\n",
-       "      <td>375.179993</td>\n",
-       "      <td>372.709991</td>\n",
-       "      <td>374.579987</td>\n",
-       "      <td>...</td>\n",
-       "      <td>25.799999</td>\n",
-       "      <td>26.219999</td>\n",
-       "      <td>26.219999</td>\n",
-       "      <td>9776300.0</td>\n",
-       "      <td>5.48</td>\n",
-       "      <td>5.49</td>\n",
-       "      <td>5.39</td>\n",
-       "      <td>5.47</td>\n",
-       "      <td>5.470000</td>\n",
-       "      <td>8635000.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-26</th>\n",
-       "      <td>193.610001</td>\n",
-       "      <td>193.889999</td>\n",
-       "      <td>192.830002</td>\n",
-       "      <td>193.050003</td>\n",
-       "      <td>193.050003</td>\n",
-       "      <td>28919300.0</td>\n",
-       "      <td>375.000000</td>\n",
-       "      <td>376.940002</td>\n",
-       "      <td>373.500000</td>\n",
-       "      <td>374.660004</td>\n",
-       "      <td>...</td>\n",
-       "      <td>26.200001</td>\n",
-       "      <td>26.610001</td>\n",
-       "      <td>26.610001</td>\n",
-       "      <td>10181100.0</td>\n",
-       "      <td>5.45</td>\n",
-       "      <td>5.53</td>\n",
-       "      <td>5.42</td>\n",
-       "      <td>5.50</td>\n",
-       "      <td>5.500000</td>\n",
-       "      <td>7249000.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-27</th>\n",
-       "      <td>192.490005</td>\n",
-       "      <td>193.500000</td>\n",
-       "      <td>191.089996</td>\n",
-       "      <td>193.149994</td>\n",
-       "      <td>193.149994</td>\n",
-       "      <td>48087700.0</td>\n",
-       "      <td>373.690002</td>\n",
-       "      <td>375.059998</td>\n",
-       "      <td>372.809998</td>\n",
-       "      <td>374.070007</td>\n",
-       "      <td>...</td>\n",
-       "      <td>26.459999</td>\n",
-       "      <td>26.639999</td>\n",
-       "      <td>26.639999</td>\n",
-       "      <td>8265500.0</td>\n",
-       "      <td>5.49</td>\n",
-       "      <td>5.57</td>\n",
-       "      <td>5.44</td>\n",
-       "      <td>5.48</td>\n",
-       "      <td>5.480000</td>\n",
-       "      <td>8919800.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-28</th>\n",
-       "      <td>194.139999</td>\n",
-       "      <td>194.660004</td>\n",
-       "      <td>193.169998</td>\n",
-       "      <td>193.580002</td>\n",
-       "      <td>193.580002</td>\n",
-       "      <td>34049900.0</td>\n",
-       "      <td>375.369995</td>\n",
-       "      <td>376.459991</td>\n",
-       "      <td>374.160004</td>\n",
-       "      <td>375.279999</td>\n",
-       "      <td>...</td>\n",
-       "      <td>26.389999</td>\n",
-       "      <td>26.600000</td>\n",
-       "      <td>26.600000</td>\n",
-       "      <td>7899900.0</td>\n",
-       "      <td>5.49</td>\n",
-       "      <td>5.60</td>\n",
-       "      <td>5.49</td>\n",
-       "      <td>5.53</td>\n",
-       "      <td>5.530000</td>\n",
-       "      <td>7115700.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-29</th>\n",
-       "      <td>193.899994</td>\n",
-       "      <td>194.399994</td>\n",
-       "      <td>191.729996</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>42628800.0</td>\n",
-       "      <td>376.000000</td>\n",
-       "      <td>377.160004</td>\n",
-       "      <td>373.480011</td>\n",
-       "      <td>376.040009</td>\n",
-       "      <td>...</td>\n",
-       "      <td>25.750000</td>\n",
-       "      <td>26.110001</td>\n",
-       "      <td>26.110001</td>\n",
-       "      <td>10853300.0</td>\n",
-       "      <td>5.52</td>\n",
-       "      <td>5.52</td>\n",
-       "      <td>5.42</td>\n",
-       "      <td>5.47</td>\n",
-       "      <td>5.470000</td>\n",
-       "      <td>8542800.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4536 rows × 606 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  AAPL                                                  \\\n",
-       "                  Open        High         Low       Close   Adj Close   \n",
-       "Date                                                                     \n",
-       "2006-01-03    2.585000    2.669643    2.580357    2.669643    2.263002   \n",
-       "2006-01-04    2.683214    2.713571    2.660714    2.677500    2.269662   \n",
-       "2006-01-05    2.672500    2.675000    2.633929    2.656429    2.251801   \n",
-       "2006-01-06    2.687500    2.739286    2.662500    2.725000    2.309927   \n",
-       "2006-01-09    2.740357    2.757143    2.705000    2.716071    2.302359   \n",
-       "...                ...         ...         ...         ...         ...   \n",
-       "2023-12-22  195.179993  195.410004  192.970001  193.600006  193.600006   \n",
-       "2023-12-26  193.610001  193.889999  192.830002  193.050003  193.050003   \n",
-       "2023-12-27  192.490005  193.500000  191.089996  193.149994  193.149994   \n",
-       "2023-12-28  194.139999  194.660004  193.169998  193.580002  193.580002   \n",
-       "2023-12-29  193.899994  194.399994  191.729996  192.529999  192.529999   \n",
-       "\n",
-       "                               MSFT                                      ...  \\\n",
-       "                 Volume        Open        High         Low       Close  ...   \n",
-       "Date                                                                     ...   \n",
-       "2006-01-03  807234400.0   26.250000   27.000000   26.100000   26.840000  ...   \n",
-       "2006-01-04  619603600.0   26.770000   27.080000   26.770000   26.969999  ...   \n",
-       "2006-01-05  449422400.0   26.959999   27.129999   26.910000   26.990000  ...   \n",
-       "2006-01-06  704457600.0   26.889999   27.000000   26.490000   26.910000  ...   \n",
-       "2006-01-09  675040800.0   26.930000   27.070000   26.760000   26.860001  ...   \n",
-       "...                 ...         ...         ...         ...         ...  ...   \n",
-       "2023-12-22   37122800.0  373.679993  375.179993  372.709991  374.579987  ...   \n",
-       "2023-12-26   28919300.0  375.000000  376.940002  373.500000  374.660004  ...   \n",
-       "2023-12-27   48087700.0  373.690002  375.059998  372.809998  374.070007  ...   \n",
-       "2023-12-28   34049900.0  375.369995  376.459991  374.160004  375.279999  ...   \n",
-       "2023-12-29   42628800.0  376.000000  377.160004  373.480011  376.040009  ...   \n",
-       "\n",
-       "                  WBA                                    SIRI              \\\n",
-       "                  Low      Close  Adj Close      Volume  Open  High   Low   \n",
-       "Date                                                                        \n",
-       "2006-01-03  44.340000  45.389999  28.610378   5217300.0  6.81  6.82  6.45   \n",
-       "2006-01-04  43.950001  43.980000  27.721613   5900300.0  6.45  6.50  6.28   \n",
-       "2006-01-05  43.400002  43.580002  27.469484   4568900.0  6.45  6.46  6.35   \n",
-       "2006-01-06  43.220001  43.369999  27.337120   4205500.0  6.50  6.54  6.40   \n",
-       "2006-01-09  43.049999  43.910000  27.677490   4396800.0  6.75  6.76  6.54   \n",
-       "...               ...        ...        ...         ...   ...   ...   ...   \n",
-       "2023-12-22  25.799999  26.219999  26.219999   9776300.0  5.48  5.49  5.39   \n",
-       "2023-12-26  26.200001  26.610001  26.610001  10181100.0  5.45  5.53  5.42   \n",
-       "2023-12-27  26.459999  26.639999  26.639999   8265500.0  5.49  5.57  5.44   \n",
-       "2023-12-28  26.389999  26.600000  26.600000   7899900.0  5.49  5.60  5.49   \n",
-       "2023-12-29  25.750000  26.110001  26.110001  10853300.0  5.52  5.52  5.42   \n",
-       "\n",
-       "                                        \n",
-       "           Close Adj Close      Volume  \n",
-       "Date                                    \n",
-       "2006-01-03  6.52  5.691052  72062300.0  \n",
-       "2006-01-04  6.36  5.551394  63817600.0  \n",
-       "2006-01-05  6.39  5.577579  44321100.0  \n",
-       "2006-01-06  6.54  5.708508  42477400.0  \n",
-       "2006-01-09  6.57  5.734693  73075200.0  \n",
-       "...          ...       ...         ...  \n",
-       "2023-12-22  5.47  5.470000   8635000.0  \n",
-       "2023-12-26  5.50  5.500000   7249000.0  \n",
-       "2023-12-27  5.48  5.480000   8919800.0  \n",
-       "2023-12-28  5.53  5.530000   7115700.0  \n",
-       "2023-12-29  5.47  5.470000   8542800.0  \n",
-       "\n",
-       "[4536 rows x 606 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
    "outputs": [],
    "source": [
     "from btester import Strategy\n",
@@ -515,7 +87,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -525,14 +97,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 25/25 [00:12<00:00,  1.95it/s]\n"
+      "100%|██████████| 25/25 [00:17<00:00,  1.40it/s]\n"
      ]
     }
    ],
@@ -556,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -880,7 +452,7 @@
        "10      30       19.105111      0.918497  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -892,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -926,7 +498,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -935,7 +507,7 @@
        "(25, 45)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -947,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "scrolled": false
    },
@@ -958,7 +530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1020,7 +592,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1051,7 +623,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1323,7 +895,7 @@
        "5758 -33572.226227   -6.139430       1060.087226       5.050097e+07  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1335,7 +907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1538,7 +1110,7 @@
        "[93 rows x 9 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/examples/single-asset-brakeout.ipynb b/examples/single-asset-brakeout.ipynb
index 94687a9..b6320e1 100644
--- a/examples/single-asset-brakeout.ipynb
+++ b/examples/single-asset-brakeout.ipynb
@@ -49,195 +49,6 @@
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
-   "outputs": [
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-       "\n",
-       "    .dataframe thead th {\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
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-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Adj Close</th>\n",
-       "      <th>Volume</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Date</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2006-01-03</th>\n",
-       "      <td>2.585000</td>\n",
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-       "      <th>2006-01-04</th>\n",
-       "      <td>2.683214</td>\n",
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-05</th>\n",
-       "      <td>2.672500</td>\n",
-       "      <td>2.675000</td>\n",
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-       "      <td>2.251802</td>\n",
-       "      <td>449422400</td>\n",
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-       "    <tr>\n",
-       "      <th>2006-01-06</th>\n",
-       "      <td>2.687500</td>\n",
-       "      <td>2.739286</td>\n",
-       "      <td>2.662500</td>\n",
-       "      <td>2.725000</td>\n",
-       "      <td>2.309927</td>\n",
-       "      <td>704457600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-09</th>\n",
-       "      <td>2.740357</td>\n",
-       "      <td>2.757143</td>\n",
-       "      <td>2.705000</td>\n",
-       "      <td>2.716071</td>\n",
-       "      <td>2.302359</td>\n",
-       "      <td>675040800</td>\n",
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-       "      <th>...</th>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-22</th>\n",
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-       "    <tr>\n",
-       "      <th>2023-12-26</th>\n",
-       "      <td>193.610001</td>\n",
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-       "      <td>192.830002</td>\n",
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-       "      <td>193.050003</td>\n",
-       "      <td>28919300</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-27</th>\n",
-       "      <td>192.490005</td>\n",
-       "      <td>193.500000</td>\n",
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-       "    <tr>\n",
-       "      <th>2023-12-28</th>\n",
-       "      <td>194.139999</td>\n",
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-       "    <tr>\n",
-       "      <th>2023-12-29</th>\n",
-       "      <td>193.899994</td>\n",
-       "      <td>194.399994</td>\n",
-       "      <td>191.729996</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>42628800</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4529 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  Open        High         Low       Close   Adj Close  \\\n",
-       "Date                                                                     \n",
-       "2006-01-03    2.585000    2.669643    2.580357    2.669643    2.263002   \n",
-       "2006-01-04    2.683214    2.713571    2.660714    2.677500    2.269663   \n",
-       "2006-01-05    2.672500    2.675000    2.633929    2.656429    2.251802   \n",
-       "2006-01-06    2.687500    2.739286    2.662500    2.725000    2.309927   \n",
-       "2006-01-09    2.740357    2.757143    2.705000    2.716071    2.302359   \n",
-       "...                ...         ...         ...         ...         ...   \n",
-       "2023-12-22  195.179993  195.410004  192.970001  193.600006  193.600006   \n",
-       "2023-12-26  193.610001  193.889999  192.830002  193.050003  193.050003   \n",
-       "2023-12-27  192.490005  193.500000  191.089996  193.149994  193.149994   \n",
-       "2023-12-28  194.139999  194.660004  193.169998  193.580002  193.580002   \n",
-       "2023-12-29  193.899994  194.399994  191.729996  192.529999  192.529999   \n",
-       "\n",
-       "               Volume  \n",
-       "Date                   \n",
-       "2006-01-03  807234400  \n",
-       "2006-01-04  619603600  \n",
-       "2006-01-05  449422400  \n",
-       "2006-01-06  704457600  \n",
-       "2006-01-09  675040800  \n",
-       "...               ...  \n",
-       "2023-12-22   37122800  \n",
-       "2023-12-26   28919300  \n",
-       "2023-12-27   48087700  \n",
-       "2023-12-28   34049900  \n",
-       "2023-12-29   42628800  \n",
-       "\n",
-       "[4529 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
    "outputs": [],
    "source": [
     "from btester import Strategy\n",
@@ -263,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -273,14 +84,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 64/64 [00:02<00:00, 23.46it/s]\n"
+      "100%|██████████| 64/64 [00:02<00:00, 21.58it/s]\n"
      ]
     }
    ],
@@ -304,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -482,7 +293,7 @@
        "[64 rows x 5 columns]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -494,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -528,7 +339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -537,7 +348,7 @@
        "(100, 75)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -549,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "scrolled": false
    },
@@ -560,7 +371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -622,7 +433,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -653,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -835,7 +646,7 @@
        "8  6.344585e+06   11.910556     112881.756034       5.955356e+07  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -847,7 +658,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -907,7 +718,7 @@
        "0 -1.649443e+06    -2.77245   5.784462e+07  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/examples/single-asset-ma-crossover.ipynb b/examples/single-asset-ma-crossover.ipynb
index eedc283..397f8e5 100644
--- a/examples/single-asset-ma-crossover.ipynb
+++ b/examples/single-asset-ma-crossover.ipynb
@@ -49,195 +49,6 @@
    "cell_type": "code",
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-       "      <th>2006-01-03</th>\n",
-       "      <td>2.585000</td>\n",
-       "      <td>2.669643</td>\n",
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-       "      <td>2.669643</td>\n",
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-       "    <tr>\n",
-       "      <th>2006-01-04</th>\n",
-       "      <td>2.683214</td>\n",
-       "      <td>2.713571</td>\n",
-       "      <td>2.660714</td>\n",
-       "      <td>2.677500</td>\n",
-       "      <td>2.269663</td>\n",
-       "      <td>619603600</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006-01-05</th>\n",
-       "      <td>2.672500</td>\n",
-       "      <td>2.675000</td>\n",
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-       "    <tr>\n",
-       "      <th>2006-01-06</th>\n",
-       "      <td>2.687500</td>\n",
-       "      <td>2.739286</td>\n",
-       "      <td>2.662500</td>\n",
-       "      <td>2.725000</td>\n",
-       "      <td>2.309927</td>\n",
-       "      <td>704457600</td>\n",
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-       "    <tr>\n",
-       "      <th>2006-01-09</th>\n",
-       "      <td>2.740357</td>\n",
-       "      <td>2.757143</td>\n",
-       "      <td>2.705000</td>\n",
-       "      <td>2.716071</td>\n",
-       "      <td>2.302359</td>\n",
-       "      <td>675040800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-22</th>\n",
-       "      <td>195.179993</td>\n",
-       "      <td>195.410004</td>\n",
-       "      <td>192.970001</td>\n",
-       "      <td>193.600006</td>\n",
-       "      <td>193.600006</td>\n",
-       "      <td>37122800</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-26</th>\n",
-       "      <td>193.610001</td>\n",
-       "      <td>193.889999</td>\n",
-       "      <td>192.830002</td>\n",
-       "      <td>193.050003</td>\n",
-       "      <td>193.050003</td>\n",
-       "      <td>28919300</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-27</th>\n",
-       "      <td>192.490005</td>\n",
-       "      <td>193.500000</td>\n",
-       "      <td>191.089996</td>\n",
-       "      <td>193.149994</td>\n",
-       "      <td>193.149994</td>\n",
-       "      <td>48087700</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-28</th>\n",
-       "      <td>194.139999</td>\n",
-       "      <td>194.660004</td>\n",
-       "      <td>193.169998</td>\n",
-       "      <td>193.580002</td>\n",
-       "      <td>193.580002</td>\n",
-       "      <td>34049900</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2023-12-29</th>\n",
-       "      <td>193.899994</td>\n",
-       "      <td>194.399994</td>\n",
-       "      <td>191.729996</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>192.529999</td>\n",
-       "      <td>42628800</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4529 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  Open        High         Low       Close   Adj Close  \\\n",
-       "Date                                                                     \n",
-       "2006-01-03    2.585000    2.669643    2.580357    2.669643    2.263002   \n",
-       "2006-01-04    2.683214    2.713571    2.660714    2.677500    2.269663   \n",
-       "2006-01-05    2.672500    2.675000    2.633929    2.656429    2.251801   \n",
-       "2006-01-06    2.687500    2.739286    2.662500    2.725000    2.309927   \n",
-       "2006-01-09    2.740357    2.757143    2.705000    2.716071    2.302359   \n",
-       "...                ...         ...         ...         ...         ...   \n",
-       "2023-12-22  195.179993  195.410004  192.970001  193.600006  193.600006   \n",
-       "2023-12-26  193.610001  193.889999  192.830002  193.050003  193.050003   \n",
-       "2023-12-27  192.490005  193.500000  191.089996  193.149994  193.149994   \n",
-       "2023-12-28  194.139999  194.660004  193.169998  193.580002  193.580002   \n",
-       "2023-12-29  193.899994  194.399994  191.729996  192.529999  192.529999   \n",
-       "\n",
-       "               Volume  \n",
-       "Date                   \n",
-       "2006-01-03  807234400  \n",
-       "2006-01-04  619603600  \n",
-       "2006-01-05  449422400  \n",
-       "2006-01-06  704457600  \n",
-       "2006-01-09  675040800  \n",
-       "...               ...  \n",
-       "2023-12-22   37122800  \n",
-       "2023-12-26   28919300  \n",
-       "2023-12-27   48087700  \n",
-       "2023-12-28   34049900  \n",
-       "2023-12-29   42628800  \n",
-       "\n",
-       "[4529 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
    "outputs": [],
    "source": [
     "from btester import Strategy\n",
@@ -259,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -269,14 +80,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 25/25 [00:01<00:00, 14.42it/s]\n"
+      "100%|██████████| 25/25 [00:02<00:00, 11.51it/s]\n"
      ]
     }
    ],
@@ -300,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -623,7 +434,7 @@
        "5       50       18.838169      0.883666  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -635,7 +446,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -669,7 +480,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -678,7 +489,7 @@
        "(15, 40)"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -690,7 +501,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "scrolled": false
    },
@@ -701,7 +512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -763,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -794,7 +605,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1066,7 +877,7 @@
        "50  7.402205e+06   22.323399      73720.112443       4.052060e+07  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1078,7 +889,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1138,7 +949,7 @@
        "0  2.117372e+06    5.230647   4.259749e+07  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }