diff --git a/02_Analyze-data_project.ipynb b/02_Analyze-data_project.ipynb
index 464b480..415f4fb 100644
--- a/02_Analyze-data_project.ipynb
+++ b/02_Analyze-data_project.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Computational Mechanics Project #02 - Create specifications for a projectile robot\n",
+    "# Computational Mechanics Project #02 - Create specifications for a my projectile robot\n",
     "\n",
     "On the first day of class, we threw $2\"\\times~2\"$ dampened paper (spitballs) at a target on the whiteboard. Now, we are going to analyze the accuracy of the class with some cool Python tools and design a robot that has the same accuracy and precision as the class, but we will have the robot move farther away from the target and use a simpler projectile i.e. a tennis ball so we don't need to worry about knuckle-ball physics. \n",
     "\n",
@@ -93,812 +93,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
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-       "      <td>-0.466403</td>\n",
-       "      <td>-0.304000</td>\n",
-       "      <td>1260.855114</td>\n",
-       "      <td>990.599432</td>\n",
-       "      <td>2055.169256</td>\n",
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-       "      <td>1</td>\n",
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-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>-0.206978</td>\n",
-       "      <td>-0.448126</td>\n",
-       "      <td>1702.673295</td>\n",
-       "      <td>745.144886</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>-0.091677</td>\n",
-       "      <td>-0.457734</td>\n",
-       "      <td>1899.036932</td>\n",
-       "      <td>728.781250</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>0.153336</td>\n",
-       "      <td>-0.510580</td>\n",
-       "      <td>2316.309659</td>\n",
-       "      <td>638.781250</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>0.364720</td>\n",
-       "      <td>-0.597055</td>\n",
-       "      <td>2676.309659</td>\n",
-       "      <td>491.508523</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>5</td>\n",
-       "      <td>-0.120502</td>\n",
-       "      <td>-0.227133</td>\n",
-       "      <td>1849.946023</td>\n",
-       "      <td>1121.508523</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>6</td>\n",
-       "      <td>-0.091677</td>\n",
-       "      <td>-0.255959</td>\n",
-       "      <td>1899.036932</td>\n",
-       "      <td>1072.417614</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>7</td>\n",
-       "      <td>-0.096482</td>\n",
-       "      <td>-0.179092</td>\n",
-       "      <td>1890.855114</td>\n",
-       "      <td>1203.326705</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>8</td>\n",
-       "      <td>-0.192565</td>\n",
-       "      <td>-0.044575</td>\n",
-       "      <td>1727.218750</td>\n",
-       "      <td>1432.417614</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>9</td>\n",
-       "      <td>-0.082069</td>\n",
-       "      <td>-0.025358</td>\n",
-       "      <td>1915.400568</td>\n",
-       "      <td>1465.144886</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>10</td>\n",
-       "      <td>0.162944</td>\n",
-       "      <td>-0.313609</td>\n",
-       "      <td>2332.673295</td>\n",
-       "      <td>974.235795</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>11</td>\n",
-       "      <td>0.249419</td>\n",
-       "      <td>-0.332825</td>\n",
-       "      <td>2479.946023</td>\n",
-       "      <td>941.508523</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>12</td>\n",
-       "      <td>0.441586</td>\n",
-       "      <td>-0.371259</td>\n",
-       "      <td>2807.218750</td>\n",
-       "      <td>876.053977</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>13</td>\n",
-       "      <td>0.038035</td>\n",
-       "      <td>-0.006141</td>\n",
-       "      <td>2119.946023</td>\n",
-       "      <td>1497.872159</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>14</td>\n",
-       "      <td>0.076469</td>\n",
-       "      <td>-0.058987</td>\n",
-       "      <td>2185.400568</td>\n",
-       "      <td>1407.872159</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>15</td>\n",
-       "      <td>0.134119</td>\n",
-       "      <td>-0.073400</td>\n",
-       "      <td>2283.582386</td>\n",
-       "      <td>1383.326705</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>16</td>\n",
-       "      <td>0.134119</td>\n",
-       "      <td>-0.159875</td>\n",
-       "      <td>2283.582386</td>\n",
-       "      <td>1236.053977</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>17</td>\n",
-       "      <td>0.162944</td>\n",
-       "      <td>-0.020554</td>\n",
-       "      <td>2332.673295</td>\n",
-       "      <td>1473.326705</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>18</td>\n",
-       "      <td>0.278244</td>\n",
-       "      <td>-0.073400</td>\n",
-       "      <td>2529.036932</td>\n",
-       "      <td>1383.326705</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>19</td>\n",
-       "      <td>0.302265</td>\n",
-       "      <td>-0.097421</td>\n",
-       "      <td>2569.946023</td>\n",
-       "      <td>1342.417614</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>20</td>\n",
-       "      <td>0.210986</td>\n",
-       "      <td>0.094747</td>\n",
-       "      <td>2414.491477</td>\n",
-       "      <td>1669.690341</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>21</td>\n",
-       "      <td>0.331090</td>\n",
-       "      <td>0.157201</td>\n",
-       "      <td>2619.036932</td>\n",
-       "      <td>1776.053977</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>22</td>\n",
-       "      <td>0.114902</td>\n",
-       "      <td>0.224459</td>\n",
-       "      <td>2250.855114</td>\n",
-       "      <td>1890.599432</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>23</td>\n",
-       "      <td>0.134119</td>\n",
-       "      <td>0.339760</td>\n",
-       "      <td>2283.582386</td>\n",
-       "      <td>2086.963068</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>24</td>\n",
-       "      <td>-0.154132</td>\n",
-       "      <td>0.186026</td>\n",
-       "      <td>1792.673295</td>\n",
-       "      <td>1825.144886</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>25</td>\n",
-       "      <td>-0.173348</td>\n",
-       "      <td>0.157201</td>\n",
-       "      <td>1759.946023</td>\n",
-       "      <td>1776.053977</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>26</td>\n",
-       "      <td>-0.307865</td>\n",
-       "      <td>0.142788</td>\n",
-       "      <td>1530.855114</td>\n",
-       "      <td>1751.508523</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>27</td>\n",
-       "      <td>-0.312670</td>\n",
-       "      <td>0.373389</td>\n",
-       "      <td>1522.673295</td>\n",
-       "      <td>2144.235795</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>28</td>\n",
-       "      <td>-0.490424</td>\n",
-       "      <td>0.397410</td>\n",
-       "      <td>1219.946023</td>\n",
-       "      <td>2185.144886</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>29</td>\n",
-       "      <td>-0.711416</td>\n",
-       "      <td>0.334955</td>\n",
-       "      <td>843.582386</td>\n",
-       "      <td>2078.781250</td>\n",
-       "      <td>2055.169256</td>\n",
-       "      <td>1508.331047</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>30</td>\n",
-       "      <td>-0.291312</td>\n",
-       "      <td>-0.127198</td>\n",
-       "      <td>1412.218750</td>\n",
-       "      <td>1254.974432</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>31</td>\n",
-       "      <td>-0.126406</td>\n",
-       "      <td>-0.303884</td>\n",
-       "      <td>1755.855114</td>\n",
-       "      <td>886.792614</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>32</td>\n",
-       "      <td>-0.197080</td>\n",
-       "      <td>-0.158609</td>\n",
-       "      <td>1608.582386</td>\n",
-       "      <td>1189.519886</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>33</td>\n",
-       "      <td>-0.232417</td>\n",
-       "      <td>-0.076155</td>\n",
-       "      <td>1534.946023</td>\n",
-       "      <td>1361.338068</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>34</td>\n",
-       "      <td>-0.118553</td>\n",
-       "      <td>-0.044744</td>\n",
-       "      <td>1772.218750</td>\n",
-       "      <td>1426.792614</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>35</td>\n",
-       "      <td>-0.071437</td>\n",
-       "      <td>-0.107566</td>\n",
-       "      <td>1870.400568</td>\n",
-       "      <td>1295.883523</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>36</td>\n",
-       "      <td>-0.043952</td>\n",
-       "      <td>-0.190020</td>\n",
-       "      <td>1927.673295</td>\n",
-       "      <td>1124.065341</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>37</td>\n",
-       "      <td>0.011017</td>\n",
-       "      <td>-0.146830</td>\n",
-       "      <td>2042.218750</td>\n",
-       "      <td>1214.065341</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>38</td>\n",
-       "      <td>0.038501</td>\n",
-       "      <td>-0.315663</td>\n",
-       "      <td>2099.491477</td>\n",
-       "      <td>862.247159</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>39</td>\n",
-       "      <td>0.093470</td>\n",
-       "      <td>-0.131124</td>\n",
-       "      <td>2214.036932</td>\n",
-       "      <td>1246.792614</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>40</td>\n",
-       "      <td>0.168071</td>\n",
-       "      <td>-0.170388</td>\n",
-       "      <td>2369.491477</td>\n",
-       "      <td>1164.974432</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>41</td>\n",
-       "      <td>0.226966</td>\n",
-       "      <td>-0.244988</td>\n",
-       "      <td>2492.218750</td>\n",
-       "      <td>1009.519886</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>42</td>\n",
-       "      <td>0.603896</td>\n",
-       "      <td>-0.319589</td>\n",
-       "      <td>3277.673295</td>\n",
-       "      <td>854.065341</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>43</td>\n",
-       "      <td>0.305493</td>\n",
-       "      <td>-0.013334</td>\n",
-       "      <td>2655.855114</td>\n",
-       "      <td>1492.247159</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>44</td>\n",
-       "      <td>0.195556</td>\n",
-       "      <td>-0.068303</td>\n",
-       "      <td>2426.764205</td>\n",
-       "      <td>1377.701705</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>45</td>\n",
-       "      <td>0.117028</td>\n",
-       "      <td>-0.036892</td>\n",
-       "      <td>2263.127841</td>\n",
-       "      <td>1443.156250</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>46</td>\n",
-       "      <td>0.018870</td>\n",
-       "      <td>0.088752</td>\n",
-       "      <td>2058.582386</td>\n",
-       "      <td>1704.974432</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>47</td>\n",
-       "      <td>0.164145</td>\n",
-       "      <td>0.100531</td>\n",
-       "      <td>2361.309659</td>\n",
-       "      <td>1729.519886</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>48</td>\n",
-       "      <td>0.289788</td>\n",
-       "      <td>0.167279</td>\n",
-       "      <td>2623.127841</td>\n",
-       "      <td>1868.610795</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>49</td>\n",
-       "      <td>0.525369</td>\n",
-       "      <td>0.069120</td>\n",
-       "      <td>3114.036932</td>\n",
-       "      <td>1664.065341</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>50</td>\n",
-       "      <td>-0.126406</td>\n",
-       "      <td>0.363596</td>\n",
-       "      <td>1755.855114</td>\n",
-       "      <td>2277.701705</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>51</td>\n",
-       "      <td>-0.244196</td>\n",
-       "      <td>0.402860</td>\n",
-       "      <td>1510.400568</td>\n",
-       "      <td>2359.519886</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>52</td>\n",
-       "      <td>-0.212785</td>\n",
-       "      <td>0.563840</td>\n",
-       "      <td>1575.855114</td>\n",
-       "      <td>2694.974432</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>53</td>\n",
-       "      <td>-0.232417</td>\n",
-       "      <td>0.288996</td>\n",
-       "      <td>1534.946023</td>\n",
-       "      <td>2122.247159</td>\n",
-       "      <td>2019.261556</td>\n",
-       "      <td>1520.031972</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    throw #   x position (m)   y position (m)  picture x position (pixel)  \\\n",
-       "0         0        -0.466403        -0.304000                 1260.855114   \n",
-       "1         1        -0.206978        -0.448126                 1702.673295   \n",
-       "2         2        -0.091677        -0.457734                 1899.036932   \n",
-       "3         3         0.153336        -0.510580                 2316.309659   \n",
-       "4         4         0.364720        -0.597055                 2676.309659   \n",
-       "5         5        -0.120502        -0.227133                 1849.946023   \n",
-       "6         6        -0.091677        -0.255959                 1899.036932   \n",
-       "7         7        -0.096482        -0.179092                 1890.855114   \n",
-       "8         8        -0.192565        -0.044575                 1727.218750   \n",
-       "9         9        -0.082069        -0.025358                 1915.400568   \n",
-       "10       10         0.162944        -0.313609                 2332.673295   \n",
-       "11       11         0.249419        -0.332825                 2479.946023   \n",
-       "12       12         0.441586        -0.371259                 2807.218750   \n",
-       "13       13         0.038035        -0.006141                 2119.946023   \n",
-       "14       14         0.076469        -0.058987                 2185.400568   \n",
-       "15       15         0.134119        -0.073400                 2283.582386   \n",
-       "16       16         0.134119        -0.159875                 2283.582386   \n",
-       "17       17         0.162944        -0.020554                 2332.673295   \n",
-       "18       18         0.278244        -0.073400                 2529.036932   \n",
-       "19       19         0.302265        -0.097421                 2569.946023   \n",
-       "20       20         0.210986         0.094747                 2414.491477   \n",
-       "21       21         0.331090         0.157201                 2619.036932   \n",
-       "22       22         0.114902         0.224459                 2250.855114   \n",
-       "23       23         0.134119         0.339760                 2283.582386   \n",
-       "24       24        -0.154132         0.186026                 1792.673295   \n",
-       "25       25        -0.173348         0.157201                 1759.946023   \n",
-       "26       26        -0.307865         0.142788                 1530.855114   \n",
-       "27       27        -0.312670         0.373389                 1522.673295   \n",
-       "28       28        -0.490424         0.397410                 1219.946023   \n",
-       "29       29        -0.711416         0.334955                  843.582386   \n",
-       "30       30        -0.291312        -0.127198                 1412.218750   \n",
-       "31       31        -0.126406        -0.303884                 1755.855114   \n",
-       "32       32        -0.197080        -0.158609                 1608.582386   \n",
-       "33       33        -0.232417        -0.076155                 1534.946023   \n",
-       "34       34        -0.118553        -0.044744                 1772.218750   \n",
-       "35       35        -0.071437        -0.107566                 1870.400568   \n",
-       "36       36        -0.043952        -0.190020                 1927.673295   \n",
-       "37       37         0.011017        -0.146830                 2042.218750   \n",
-       "38       38         0.038501        -0.315663                 2099.491477   \n",
-       "39       39         0.093470        -0.131124                 2214.036932   \n",
-       "40       40         0.168071        -0.170388                 2369.491477   \n",
-       "41       41         0.226966        -0.244988                 2492.218750   \n",
-       "42       42         0.603896        -0.319589                 3277.673295   \n",
-       "43       43         0.305493        -0.013334                 2655.855114   \n",
-       "44       44         0.195556        -0.068303                 2426.764205   \n",
-       "45       45         0.117028        -0.036892                 2263.127841   \n",
-       "46       46         0.018870         0.088752                 2058.582386   \n",
-       "47       47         0.164145         0.100531                 2361.309659   \n",
-       "48       48         0.289788         0.167279                 2623.127841   \n",
-       "49       49         0.525369         0.069120                 3114.036932   \n",
-       "50       50        -0.126406         0.363596                 1755.855114   \n",
-       "51       51        -0.244196         0.402860                 1510.400568   \n",
-       "52       52        -0.212785         0.563840                 1575.855114   \n",
-       "53       53        -0.232417         0.288996                 1534.946023   \n",
-       "\n",
-       "     picture y position (pixel)  target x position (pixel)  \\\n",
-       "0                    990.599432                2055.169256   \n",
-       "1                    745.144886                2055.169256   \n",
-       "2                    728.781250                2055.169256   \n",
-       "3                    638.781250                2055.169256   \n",
-       "4                    491.508523                2055.169256   \n",
-       "5                   1121.508523                2055.169256   \n",
-       "6                   1072.417614                2055.169256   \n",
-       "7                   1203.326705                2055.169256   \n",
-       "8                   1432.417614                2055.169256   \n",
-       "9                   1465.144886                2055.169256   \n",
-       "10                   974.235795                2055.169256   \n",
-       "11                   941.508523                2055.169256   \n",
-       "12                   876.053977                2055.169256   \n",
-       "13                  1497.872159                2055.169256   \n",
-       "14                  1407.872159                2055.169256   \n",
-       "15                  1383.326705                2055.169256   \n",
-       "16                  1236.053977                2055.169256   \n",
-       "17                  1473.326705                2055.169256   \n",
-       "18                  1383.326705                2055.169256   \n",
-       "19                  1342.417614                2055.169256   \n",
-       "20                  1669.690341                2055.169256   \n",
-       "21                  1776.053977                2055.169256   \n",
-       "22                  1890.599432                2055.169256   \n",
-       "23                  2086.963068                2055.169256   \n",
-       "24                  1825.144886                2055.169256   \n",
-       "25                  1776.053977                2055.169256   \n",
-       "26                  1751.508523                2055.169256   \n",
-       "27                  2144.235795                2055.169256   \n",
-       "28                  2185.144886                2055.169256   \n",
-       "29                  2078.781250                2055.169256   \n",
-       "30                  1254.974432                2019.261556   \n",
-       "31                   886.792614                2019.261556   \n",
-       "32                  1189.519886                2019.261556   \n",
-       "33                  1361.338068                2019.261556   \n",
-       "34                  1426.792614                2019.261556   \n",
-       "35                  1295.883523                2019.261556   \n",
-       "36                  1124.065341                2019.261556   \n",
-       "37                  1214.065341                2019.261556   \n",
-       "38                   862.247159                2019.261556   \n",
-       "39                  1246.792614                2019.261556   \n",
-       "40                  1164.974432                2019.261556   \n",
-       "41                  1009.519886                2019.261556   \n",
-       "42                   854.065341                2019.261556   \n",
-       "43                  1492.247159                2019.261556   \n",
-       "44                  1377.701705                2019.261556   \n",
-       "45                  1443.156250                2019.261556   \n",
-       "46                  1704.974432                2019.261556   \n",
-       "47                  1729.519886                2019.261556   \n",
-       "48                  1868.610795                2019.261556   \n",
-       "49                  1664.065341                2019.261556   \n",
-       "50                  2277.701705                2019.261556   \n",
-       "51                  2359.519886                2019.261556   \n",
-       "52                  2694.974432                2019.261556   \n",
-       "53                  2122.247159                2019.261556   \n",
-       "\n",
-       "     target y position (pixel)   image #  \n",
-       "0                  1508.331047         1  \n",
-       "1                  1508.331047         1  \n",
-       "2                  1508.331047         1  \n",
-       "3                  1508.331047         1  \n",
-       "4                  1508.331047         1  \n",
-       "5                  1508.331047         1  \n",
-       "6                  1508.331047         1  \n",
-       "7                  1508.331047         1  \n",
-       "8                  1508.331047         1  \n",
-       "9                  1508.331047         1  \n",
-       "10                 1508.331047         1  \n",
-       "11                 1508.331047         1  \n",
-       "12                 1508.331047         1  \n",
-       "13                 1508.331047         1  \n",
-       "14                 1508.331047         1  \n",
-       "15                 1508.331047         1  \n",
-       "16                 1508.331047         1  \n",
-       "17                 1508.331047         1  \n",
-       "18                 1508.331047         1  \n",
-       "19                 1508.331047         1  \n",
-       "20                 1508.331047         1  \n",
-       "21                 1508.331047         1  \n",
-       "22                 1508.331047         1  \n",
-       "23                 1508.331047         1  \n",
-       "24                 1508.331047         1  \n",
-       "25                 1508.331047         1  \n",
-       "26                 1508.331047         1  \n",
-       "27                 1508.331047         1  \n",
-       "28                 1508.331047         1  \n",
-       "29                 1508.331047         1  \n",
-       "30                 1520.031972         2  \n",
-       "31                 1520.031972         2  \n",
-       "32                 1520.031972         2  \n",
-       "33                 1520.031972         2  \n",
-       "34                 1520.031972         2  \n",
-       "35                 1520.031972         2  \n",
-       "36                 1520.031972         2  \n",
-       "37                 1520.031972         2  \n",
-       "38                 1520.031972         2  \n",
-       "39                 1520.031972         2  \n",
-       "40                 1520.031972         2  \n",
-       "41                 1520.031972         2  \n",
-       "42                 1520.031972         2  \n",
-       "43                 1520.031972         2  \n",
-       "44                 1520.031972         2  \n",
-       "45                 1520.031972         2  \n",
-       "46                 1520.031972         2  \n",
-       "47                 1520.031972         2  \n",
-       "48                 1520.031972         2  \n",
-       "49                 1520.031972         2  \n",
-       "50                 1520.031972         2  \n",
-       "51                 1520.031972         2  \n",
-       "52                 1520.031972         2  \n",
-       "53                 1520.031972         2  "
-      ]
-     },
-     "execution_count": 1,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
@@ -912,8 +107,7 @@
     "rcParams['font.size'] = 16\n",
     "rcParams['lines.linewidth'] = 3\n",
     "\n",
-    "target_data = pd.read_csv(\"../data/target_data.csv\")\n",
-    "target_data"
+    "target_data = pd.read_csv(\"../data/target_data.csv\")"
    ]
   },
   {