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Created October 30, 2015 19:48
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gistfile1.txt
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\"halloween_costumes.csv\", sep=\",\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> Alaska</td>\n",
" <td> Pirate</td>\n",
" <td> Minecraft</td>\n",
" <td> Superhero</td>\n",
" <td> Vampire</td>\n",
" <td> Queen of Hearts</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> Alabama</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> Arkansas</td>\n",
" <td> Superhero</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Witch</td>\n",
" <td> Superwoman</td>\n",
" <td> Pirate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> Arizona</td>\n",
" <td> Star Wars</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> California</td>\n",
" <td> Star Wars</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> Colorado</td>\n",
" <td> Star Wars</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> Connecticut</td>\n",
" <td> Star Wars</td>\n",
" <td> Mermaid</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Elsa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> District of Columbia</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Princess</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> Delaware</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superwoman</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Fairy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> Florida</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> Georgia</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> Hawaii</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Minions</td>\n",
" <td> Clown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> Iowa</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" <td> Witch</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> Idaho</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Werewolf</td>\n",
" <td> Angel</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> Illinois</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Minions</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> Indiana</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" <td> Witch</td>\n",
" <td> Star Wars</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> Kansas</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Batman</td>\n",
" <td> Dinosaur</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> Kentucky</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Batman</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> Louisiana</td>\n",
" <td> Superhero</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> Massachusetts</td>\n",
" <td> Superhero</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> Maryland</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> Maine</td>\n",
" <td> PAW Patrol</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Steampunk</td>\n",
" <td> Pirate</td>\n",
" <td> Ghost</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> Michigan</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Star Wars</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> Minnesota</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> The Renaissance</td>\n",
" <td> Minions</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> Missouri</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> Mississippi</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Witch</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> Montana</td>\n",
" <td> Star Wars</td>\n",
" <td> Steampunk</td>\n",
" <td> Tiger</td>\n",
" <td> Wonder Woman</td>\n",
" <td> Minions</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> North Carolina</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Star Wars</td>\n",
" <td> Superhero</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> North Dakota</td>\n",
" <td> Mickey Mouse</td>\n",
" <td> Maleficent</td>\n",
" <td> Owl</td>\n",
" <td> Superhero</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> Nebraska</td>\n",
" <td> Superhero</td>\n",
" <td> Witch</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> New Hampshire</td>\n",
" <td> Ewok</td>\n",
" <td> Pirate</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Witch</td>\n",
" <td> Harley Quinn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> New Jersey</td>\n",
" <td> Star Wars</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> New Mexico</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> Nevada</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Star Wars</td>\n",
" <td> Wonder Woman</td>\n",
" <td> Joker</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> New York</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Minnie Mouse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> Ohio</td>\n",
" <td> Batman</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" <td> Pirate</td>\n",
" <td> Star Wars</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> Oklahoma</td>\n",
" <td> Batman</td>\n",
" <td> Star Wars</td>\n",
" <td> Superhero</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td> Oregon</td>\n",
" <td> Pirate</td>\n",
" <td> Star Wars</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" <td> Witch</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td> Pennsylvania</td>\n",
" <td> Batman</td>\n",
" <td> Pirate</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Star Wars</td>\n",
" <td> Minnie Mouse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td> Rhode Island</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Mermaid</td>\n",
" <td> Witch</td>\n",
" <td> Superhero</td>\n",
" <td> Gray wolf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td> South Carolina</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Witch</td>\n",
" <td> Superhero</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td> South Dakota</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Clown</td>\n",
" <td> Maleficent</td>\n",
" <td> Raccoon</td>\n",
" <td> Elsa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td> Tennessee</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Witch</td>\n",
" <td> Batman</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td> Texas</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Superhero</td>\n",
" <td> Batman</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td> Utah</td>\n",
" <td> Witch</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Vampire</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td> Virginia</td>\n",
" <td> Star Wars</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Superhero</td>\n",
" <td> Harley Quinn</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td> Vermont</td>\n",
" <td> Fairy</td>\n",
" <td> Zombie Bride</td>\n",
" <td> Steampunk</td>\n",
" <td> Steampunk</td>\n",
" <td> Minnie Mouse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td> Washington</td>\n",
" <td> Star Wars</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Pirate</td>\n",
" <td> Batman</td>\n",
" <td> Princess</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td> Wisconsin</td>\n",
" <td> Pirate</td>\n",
" <td> Superhero</td>\n",
" <td> Star Wars</td>\n",
" <td> Batman</td>\n",
" <td> Clown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td> West Virginia</td>\n",
" <td> Harley Quinn</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" <td> Witch</td>\n",
" <td> Clown</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td> Wyoming</td>\n",
" <td> Witch</td>\n",
" <td> Chucky</td>\n",
" <td> Ghost</td>\n",
" <td> Minnie Mouse</td>\n",
" <td> Hulk</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State 1 2 \\\n",
"0 Alaska Pirate Minecraft \n",
"1 Alabama Pirate Batman \n",
"2 Arkansas Superhero Harley Quinn \n",
"3 Arizona Star Wars Harley Quinn \n",
"4 California Star Wars Harley Quinn \n",
"5 Colorado Star Wars Superhero \n",
"6 Connecticut Star Wars Mermaid \n",
"7 District of Columbia Batman Harley Quinn \n",
"8 Delaware Harley Quinn Superwoman \n",
"9 Florida Harley Quinn Superhero \n",
"10 Georgia Superhero Star Wars \n",
"11 Hawaii Star Wars Pirate \n",
"12 Iowa Superhero Batman \n",
"13 Idaho Star Wars Pirate \n",
"14 Illinois Harley Quinn Batman \n",
"15 Indiana Pirate Superhero \n",
"16 Kansas Superhero Pirate \n",
"17 Kentucky Harley Quinn Batman \n",
"18 Louisiana Superhero Minnie Mouse \n",
"19 Massachusetts Superhero Harley Quinn \n",
"20 Maryland Batman Superhero \n",
"21 Maine PAW Patrol Harley Quinn \n",
"22 Michigan Batman Harley Quinn \n",
"23 Minnesota Star Wars Pirate \n",
"24 Missouri Batman Superhero \n",
"25 Mississippi Minnie Mouse Star Wars \n",
"26 Montana Star Wars Steampunk \n",
"27 North Carolina Pirate Batman \n",
"28 North Dakota Mickey Mouse Maleficent \n",
"29 Nebraska Superhero Witch \n",
"30 New Hampshire Ewok Pirate \n",
"31 New Jersey Star Wars Superhero \n",
"32 New Mexico Teenage Mutant Ninja Turtles Superhero \n",
"33 Nevada Harley Quinn Star Wars \n",
"34 New York Harley Quinn Batman \n",
"35 Ohio Batman Harley Quinn \n",
"36 Oklahoma Batman Star Wars \n",
"37 Oregon Pirate Star Wars \n",
"38 Pennsylvania Batman Pirate \n",
"39 Rhode Island Harley Quinn Mermaid \n",
"40 South Carolina Harley Quinn Pirate \n",
"41 South Dakota Harley Quinn Clown \n",
"42 Tennessee Pirate Superhero \n",
"43 Texas Harley Quinn Superhero \n",
"44 Utah Witch Star Wars \n",
"45 Virginia Star Wars Pirate \n",
"46 Vermont Fairy Zombie Bride \n",
"47 Washington Star Wars Harley Quinn \n",
"48 Wisconsin Pirate Superhero \n",
"49 West Virginia Harley Quinn Minnie Mouse \n",
"50 Wyoming Witch Chucky \n",
"\n",
" 3 4 \\\n",
"0 Superhero Vampire \n",
"1 Minnie Mouse Harley Quinn \n",
"2 Witch Superwoman \n",
"3 Pirate Batman \n",
"4 Pirate Superhero \n",
"5 Pirate Batman \n",
"6 Minnie Mouse Harley Quinn \n",
"7 Superhero Star Wars \n",
"8 Star Wars Pirate \n",
"9 Star Wars Pirate \n",
"10 Harley Quinn Pirate \n",
"11 Superhero Minions \n",
"12 Witch Harley Quinn \n",
"13 Werewolf Angel \n",
"14 Superhero Star Wars \n",
"15 Batman Witch \n",
"16 Harley Quinn Batman \n",
"17 Star Wars Pirate \n",
"18 Batman Harley Quinn \n",
"19 Star Wars Pirate \n",
"20 Pirate Minnie Mouse \n",
"21 Steampunk Pirate \n",
"22 Superhero Pirate \n",
"23 Superhero The Renaissance \n",
"24 Pirate Harley Quinn \n",
"25 Pirate Witch \n",
"26 Tiger Wonder Woman \n",
"27 Harley Quinn Star Wars \n",
"28 Owl Superhero \n",
"29 Star Wars Pirate \n",
"30 Minnie Mouse Witch \n",
"31 Batman Harley Quinn \n",
"32 Star Wars Harley Quinn \n",
"33 Wonder Woman Joker \n",
"34 Superhero Star Wars \n",
"35 Superhero Pirate \n",
"36 Superhero Harley Quinn \n",
"37 Superhero Batman \n",
"38 Harley Quinn Star Wars \n",
"39 Witch Superhero \n",
"40 Batman Witch \n",
"41 Maleficent Raccoon \n",
"42 Star Wars Witch \n",
"43 Batman Star Wars \n",
"44 Pirate Superhero \n",
"45 Batman Superhero \n",
"46 Steampunk Steampunk \n",
"47 Pirate Batman \n",
"48 Star Wars Batman \n",
"49 Teenage Mutant Ninja Turtles Witch \n",
"50 Ghost Minnie Mouse \n",
"\n",
" 5 \n",
"0 Queen of Hearts \n",
"1 Superhero \n",
"2 Pirate \n",
"3 Superhero \n",
"4 Batman \n",
"5 Harley Quinn \n",
"6 Elsa \n",
"7 Princess \n",
"8 Fairy \n",
"9 Batman \n",
"10 Batman \n",
"11 Clown \n",
"12 Teenage Mutant Ninja Turtles \n",
"13 Teenage Mutant Ninja Turtles \n",
"14 Minions \n",
"15 Star Wars \n",
"16 Dinosaur \n",
"17 Superhero \n",
"18 Witch \n",
"19 Batman \n",
"20 Witch \n",
"21 Ghost \n",
"22 Star Wars \n",
"23 Minions \n",
"24 Witch \n",
"25 Teenage Mutant Ninja Turtles \n",
"26 Minions \n",
"27 Superhero \n",
"28 Witch \n",
"29 Teenage Mutant Ninja Turtles \n",
"30 Harley Quinn \n",
"31 Pirate \n",
"32 Batman \n",
"33 Witch \n",
"34 Minnie Mouse \n",
"35 Star Wars \n",
"36 Pirate \n",
"37 Witch \n",
"38 Minnie Mouse \n",
"39 Gray wolf \n",
"40 Superhero \n",
"41 Elsa \n",
"42 Batman \n",
"43 Pirate \n",
"44 Vampire \n",
"45 Harley Quinn \n",
"46 Minnie Mouse \n",
"47 Princess \n",
"48 Clown \n",
"49 Clown \n",
"50 Hulk "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"costume_list = []\n",
"\n",
"for item in df[\"1\"]:\n",
" if item not in costume_list:\n",
" costume_list.append(item)\n",
"\n",
"for item in df[\"2\"]:\n",
" if item not in costume_list:\n",
" costume_list.append(item)\n",
" \n",
"for item in df[\"3\"]:\n",
" if item not in costume_list:\n",
" costume_list.append(item)\n",
" \n",
"for item in df[\"4\"]:\n",
" if item not in costume_list:\n",
" costume_list.append(item)\n",
" \n",
"for item in df[\"5\"]:\n",
" if item not in costume_list:\n",
" costume_list.append(item)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Pirate',\n",
" 'Superhero',\n",
" 'Star Wars',\n",
" 'Batman',\n",
" 'Harley Quinn',\n",
" 'PAW Patrol',\n",
" 'Minnie Mouse',\n",
" 'Mickey Mouse',\n",
" 'Ewok',\n",
" 'Teenage Mutant Ninja Turtles',\n",
" 'Witch',\n",
" 'Fairy',\n",
" 'Minecraft',\n",
" 'Mermaid',\n",
" 'Superwoman',\n",
" 'Steampunk',\n",
" 'Maleficent',\n",
" 'Clown',\n",
" 'Zombie Bride',\n",
" 'Chucky',\n",
" 'Werewolf',\n",
" 'Tiger',\n",
" 'Owl',\n",
" 'Wonder Woman',\n",
" 'Ghost',\n",
" 'Vampire',\n",
" 'Minions',\n",
" 'Angel',\n",
" 'The Renaissance',\n",
" 'Joker',\n",
" 'Raccoon',\n",
" 'Queen of Hearts',\n",
" 'Elsa',\n",
" 'Princess',\n",
" 'Dinosaur',\n",
" 'Gray wolf',\n",
" 'Hulk']"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"costume_list"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"allcostume_dict = []\n",
"for item in costume_list:\n",
" costume_dict = {}\n",
" costume_dict[\"name\"] = item\n",
" costume_dict[\"number_1\"] = 0\n",
" costume_dict[\"number_2\"] = 0\n",
" costume_dict[\"number_3\"] = 0\n",
" costume_dict[\"number_4\"] = 0\n",
" costume_dict[\"number_5\"] = 0\n",
" costume_dict[\"total_score\"] = 0 \n",
" \n",
" for row in df[\"1\"]:\n",
" if row == item:\n",
" costume_dict[\"number_1\"] += 5\n",
" \n",
" for row in df[\"2\"]:\n",
" if row == item:\n",
" costume_dict[\"number_2\"] += 4\n",
"\n",
" for row in df[\"3\"]:\n",
" if row == item:\n",
" costume_dict[\"number_3\"] += 3\n",
"\n",
" for row in df[\"4\"]:\n",
" if row == item:\n",
" costume_dict[\"number_4\"] += 2\n",
" \n",
" for row in df[\"5\"]:\n",
" if row == item:\n",
" costume_dict[\"number_5\"] += 1\n",
" \n",
" costume_dict[\"total_score\"] = costume_dict[\"number_1\"] + costume_dict[\"number_2\"] + costume_dict[\"number_3\"] + costume_dict[\"number_4\"] + costume_dict[\"number_5\"]\n",
" \n",
" allcostume_dict.append(costume_dict)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[{'name': 'Pirate',\n",
" 'number_1': 35,\n",
" 'number_2': 32,\n",
" 'number_3': 24,\n",
" 'number_4': 18,\n",
" 'number_5': 4,\n",
" 'total_score': 113},\n",
" {'name': 'Superhero',\n",
" 'number_1': 35,\n",
" 'number_2': 40,\n",
" 'number_3': 30,\n",
" 'number_4': 10,\n",
" 'number_5': 5,\n",
" 'total_score': 120},\n",
" {'name': 'Star Wars',\n",
" 'number_1': 55,\n",
" 'number_2': 24,\n",
" 'number_3': 24,\n",
" 'number_4': 12,\n",
" 'number_5': 3,\n",
" 'total_score': 118},\n",
" {'name': 'Batman',\n",
" 'number_1': 35,\n",
" 'number_2': 24,\n",
" 'number_3': 18,\n",
" 'number_4': 12,\n",
" 'number_5': 6,\n",
" 'total_score': 95},\n",
" {'name': 'Harley Quinn',\n",
" 'number_1': 55,\n",
" 'number_2': 36,\n",
" 'number_3': 12,\n",
" 'number_4': 16,\n",
" 'number_5': 3,\n",
" 'total_score': 122},\n",
" {'name': 'PAW Patrol',\n",
" 'number_1': 5,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 5},\n",
" {'name': 'Minnie Mouse',\n",
" 'number_1': 5,\n",
" 'number_2': 8,\n",
" 'number_3': 9,\n",
" 'number_4': 4,\n",
" 'number_5': 3,\n",
" 'total_score': 29},\n",
" {'name': 'Mickey Mouse',\n",
" 'number_1': 5,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 5},\n",
" {'name': 'Ewok',\n",
" 'number_1': 5,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 5},\n",
" {'name': 'Teenage Mutant Ninja Turtles',\n",
" 'number_1': 5,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 4,\n",
" 'total_score': 12},\n",
" {'name': 'Witch',\n",
" 'number_1': 10,\n",
" 'number_2': 4,\n",
" 'number_3': 9,\n",
" 'number_4': 12,\n",
" 'number_5': 6,\n",
" 'total_score': 41},\n",
" {'name': 'Fairy',\n",
" 'number_1': 5,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 6},\n",
" {'name': 'Minecraft',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 4},\n",
" {'name': 'Mermaid',\n",
" 'number_1': 0,\n",
" 'number_2': 8,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 8},\n",
" {'name': 'Superwoman',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 6},\n",
" {'name': 'Steampunk',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 6,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 12},\n",
" {'name': 'Maleficent',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 7},\n",
" {'name': 'Clown',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 3,\n",
" 'total_score': 7},\n",
" {'name': 'Zombie Bride',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 4},\n",
" {'name': 'Chucky',\n",
" 'number_1': 0,\n",
" 'number_2': 4,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 4},\n",
" {'name': 'Werewolf',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 3},\n",
" {'name': 'Tiger',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 3},\n",
" {'name': 'Owl',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 0,\n",
" 'total_score': 3},\n",
" {'name': 'Wonder Woman',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 5},\n",
" {'name': 'Ghost',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 3,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 4},\n",
" {'name': 'Vampire',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 1,\n",
" 'total_score': 3},\n",
" {'name': 'Minions',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 3,\n",
" 'total_score': 5},\n",
" {'name': 'Angel',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 2},\n",
" {'name': 'The Renaissance',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 2},\n",
" {'name': 'Joker',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 2},\n",
" {'name': 'Raccoon',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 2,\n",
" 'number_5': 0,\n",
" 'total_score': 2},\n",
" {'name': 'Queen of Hearts',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 1},\n",
" {'name': 'Elsa',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 2,\n",
" 'total_score': 2},\n",
" {'name': 'Princess',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 2,\n",
" 'total_score': 2},\n",
" {'name': 'Dinosaur',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 1},\n",
" {'name': 'Gray wolf',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 1},\n",
" {'name': 'Hulk',\n",
" 'number_1': 0,\n",
" 'number_2': 0,\n",
" 'number_3': 0,\n",
" 'number_4': 0,\n",
" 'number_5': 1,\n",
" 'total_score': 1}]"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"allcostume_dict"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>number_1</th>\n",
" <th>number_2</th>\n",
" <th>number_3</th>\n",
" <th>number_4</th>\n",
" <th>number_5</th>\n",
" <th>total_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> Pirate</td>\n",
" <td> 35</td>\n",
" <td> 32</td>\n",
" <td> 24</td>\n",
" <td> 18</td>\n",
" <td> 4</td>\n",
" <td> 113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> Superhero</td>\n",
" <td> 35</td>\n",
" <td> 40</td>\n",
" <td> 30</td>\n",
" <td> 10</td>\n",
" <td> 5</td>\n",
" <td> 120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> Star Wars</td>\n",
" <td> 55</td>\n",
" <td> 24</td>\n",
" <td> 24</td>\n",
" <td> 12</td>\n",
" <td> 3</td>\n",
" <td> 118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> Batman</td>\n",
" <td> 35</td>\n",
" <td> 24</td>\n",
" <td> 18</td>\n",
" <td> 12</td>\n",
" <td> 6</td>\n",
" <td> 95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> Harley Quinn</td>\n",
" <td> 55</td>\n",
" <td> 36</td>\n",
" <td> 12</td>\n",
" <td> 16</td>\n",
" <td> 3</td>\n",
" <td> 122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> PAW Patrol</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> Minnie Mouse</td>\n",
" <td> 5</td>\n",
" <td> 8</td>\n",
" <td> 9</td>\n",
" <td> 4</td>\n",
" <td> 3</td>\n",
" <td> 29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> Mickey Mouse</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> Ewok</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> Witch</td>\n",
" <td> 10</td>\n",
" <td> 4</td>\n",
" <td> 9</td>\n",
" <td> 12</td>\n",
" <td> 6</td>\n",
" <td> 41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> Fairy</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> Minecraft</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> Mermaid</td>\n",
" <td> 0</td>\n",
" <td> 8</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> Superwoman</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> Steampunk</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 6</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> Maleficent</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> Clown</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> Zombie Bride</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> Chucky</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> Werewolf</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> Tiger</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> Owl</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> Wonder Woman</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> Ghost</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> Vampire</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 1</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> Minions</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 3</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> Angel</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> The Renaissance</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> Joker</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> Raccoon</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> Queen of Hearts</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> Elsa</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> Princess</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> Dinosaur</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> Gray wolf</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> Hulk</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name number_1 number_2 number_3 number_4 \\\n",
"0 Pirate 35 32 24 18 \n",
"1 Superhero 35 40 30 10 \n",
"2 Star Wars 55 24 24 12 \n",
"3 Batman 35 24 18 12 \n",
"4 Harley Quinn 55 36 12 16 \n",
"5 PAW Patrol 5 0 0 0 \n",
"6 Minnie Mouse 5 8 9 4 \n",
"7 Mickey Mouse 5 0 0 0 \n",
"8 Ewok 5 0 0 0 \n",
"9 Teenage Mutant Ninja Turtles 5 0 3 0 \n",
"10 Witch 10 4 9 12 \n",
"11 Fairy 5 0 0 0 \n",
"12 Minecraft 0 4 0 0 \n",
"13 Mermaid 0 8 0 0 \n",
"14 Superwoman 0 4 0 2 \n",
"15 Steampunk 0 4 6 2 \n",
"16 Maleficent 0 4 3 0 \n",
"17 Clown 0 4 0 0 \n",
"18 Zombie Bride 0 4 0 0 \n",
"19 Chucky 0 4 0 0 \n",
"20 Werewolf 0 0 3 0 \n",
"21 Tiger 0 0 3 0 \n",
"22 Owl 0 0 3 0 \n",
"23 Wonder Woman 0 0 3 2 \n",
"24 Ghost 0 0 3 0 \n",
"25 Vampire 0 0 0 2 \n",
"26 Minions 0 0 0 2 \n",
"27 Angel 0 0 0 2 \n",
"28 The Renaissance 0 0 0 2 \n",
"29 Joker 0 0 0 2 \n",
"30 Raccoon 0 0 0 2 \n",
"31 Queen of Hearts 0 0 0 0 \n",
"32 Elsa 0 0 0 0 \n",
"33 Princess 0 0 0 0 \n",
"34 Dinosaur 0 0 0 0 \n",
"35 Gray wolf 0 0 0 0 \n",
"36 Hulk 0 0 0 0 \n",
"\n",
" number_5 total_score \n",
"0 4 113 \n",
"1 5 120 \n",
"2 3 118 \n",
"3 6 95 \n",
"4 3 122 \n",
"5 0 5 \n",
"6 3 29 \n",
"7 0 5 \n",
"8 0 5 \n",
"9 4 12 \n",
"10 6 41 \n",
"11 1 6 \n",
"12 0 4 \n",
"13 0 8 \n",
"14 0 6 \n",
"15 0 12 \n",
"16 0 7 \n",
"17 3 7 \n",
"18 0 4 \n",
"19 0 4 \n",
"20 0 3 \n",
"21 0 3 \n",
"22 0 3 \n",
"23 0 5 \n",
"24 1 4 \n",
"25 1 3 \n",
"26 3 5 \n",
"27 0 2 \n",
"28 0 2 \n",
"29 0 2 \n",
"30 0 2 \n",
"31 1 1 \n",
"32 2 2 \n",
"33 2 2 \n",
"34 1 1 \n",
"35 1 1 \n",
"36 1 1 "
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"costumes = pd.DataFrame(allcostume_dict)\n",
"costumes"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>number_1</th>\n",
" <th>number_2</th>\n",
" <th>number_3</th>\n",
" <th>number_4</th>\n",
" <th>number_5</th>\n",
" <th>total_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> Harley Quinn</td>\n",
" <td> 55</td>\n",
" <td> 36</td>\n",
" <td> 12</td>\n",
" <td> 16</td>\n",
" <td> 3</td>\n",
" <td> 122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> Superhero</td>\n",
" <td> 35</td>\n",
" <td> 40</td>\n",
" <td> 30</td>\n",
" <td> 10</td>\n",
" <td> 5</td>\n",
" <td> 120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2 </th>\n",
" <td> Star Wars</td>\n",
" <td> 55</td>\n",
" <td> 24</td>\n",
" <td> 24</td>\n",
" <td> 12</td>\n",
" <td> 3</td>\n",
" <td> 118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0 </th>\n",
" <td> Pirate</td>\n",
" <td> 35</td>\n",
" <td> 32</td>\n",
" <td> 24</td>\n",
" <td> 18</td>\n",
" <td> 4</td>\n",
" <td> 113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3 </th>\n",
" <td> Batman</td>\n",
" <td> 35</td>\n",
" <td> 24</td>\n",
" <td> 18</td>\n",
" <td> 12</td>\n",
" <td> 6</td>\n",
" <td> 95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> Witch</td>\n",
" <td> 10</td>\n",
" <td> 4</td>\n",
" <td> 9</td>\n",
" <td> 12</td>\n",
" <td> 6</td>\n",
" <td> 41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6 </th>\n",
" <td> Minnie Mouse</td>\n",
" <td> 5</td>\n",
" <td> 8</td>\n",
" <td> 9</td>\n",
" <td> 4</td>\n",
" <td> 3</td>\n",
" <td> 29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> Steampunk</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 6</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> Mermaid</td>\n",
" <td> 0</td>\n",
" <td> 8</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> Maleficent</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> Clown</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> Fairy</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> Superwoman</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> Mickey Mouse</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> Ewok</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> Wonder Woman</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> Minions</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 3</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> PAW Patrol</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> Ghost</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> Zombie Bride</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> Chucky</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> Minecraft</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> Tiger</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> Owl</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> Werewolf</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> Vampire</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 1</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> Angel</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> The Renaissance</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> Joker</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> Raccoon</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> Elsa</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> Princess</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> Queen of Hearts</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> Dinosaur</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> Gray wolf</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> Hulk</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name number_1 number_2 number_3 number_4 \\\n",
"4 Harley Quinn 55 36 12 16 \n",
"1 Superhero 35 40 30 10 \n",
"2 Star Wars 55 24 24 12 \n",
"0 Pirate 35 32 24 18 \n",
"3 Batman 35 24 18 12 \n",
"10 Witch 10 4 9 12 \n",
"6 Minnie Mouse 5 8 9 4 \n",
"9 Teenage Mutant Ninja Turtles 5 0 3 0 \n",
"15 Steampunk 0 4 6 2 \n",
"13 Mermaid 0 8 0 0 \n",
"16 Maleficent 0 4 3 0 \n",
"17 Clown 0 4 0 0 \n",
"11 Fairy 5 0 0 0 \n",
"14 Superwoman 0 4 0 2 \n",
"7 Mickey Mouse 5 0 0 0 \n",
"8 Ewok 5 0 0 0 \n",
"23 Wonder Woman 0 0 3 2 \n",
"26 Minions 0 0 0 2 \n",
"5 PAW Patrol 5 0 0 0 \n",
"24 Ghost 0 0 3 0 \n",
"18 Zombie Bride 0 4 0 0 \n",
"19 Chucky 0 4 0 0 \n",
"12 Minecraft 0 4 0 0 \n",
"21 Tiger 0 0 3 0 \n",
"22 Owl 0 0 3 0 \n",
"20 Werewolf 0 0 3 0 \n",
"25 Vampire 0 0 0 2 \n",
"27 Angel 0 0 0 2 \n",
"28 The Renaissance 0 0 0 2 \n",
"29 Joker 0 0 0 2 \n",
"30 Raccoon 0 0 0 2 \n",
"32 Elsa 0 0 0 0 \n",
"33 Princess 0 0 0 0 \n",
"31 Queen of Hearts 0 0 0 0 \n",
"34 Dinosaur 0 0 0 0 \n",
"35 Gray wolf 0 0 0 0 \n",
"36 Hulk 0 0 0 0 \n",
"\n",
" number_5 total_score \n",
"4 3 122 \n",
"1 5 120 \n",
"2 3 118 \n",
"0 4 113 \n",
"3 6 95 \n",
"10 6 41 \n",
"6 3 29 \n",
"9 4 12 \n",
"15 0 12 \n",
"13 0 8 \n",
"16 0 7 \n",
"17 3 7 \n",
"11 1 6 \n",
"14 0 6 \n",
"7 0 5 \n",
"8 0 5 \n",
"23 0 5 \n",
"26 3 5 \n",
"5 0 5 \n",
"24 1 4 \n",
"18 0 4 \n",
"19 0 4 \n",
"12 0 4 \n",
"21 0 3 \n",
"22 0 3 \n",
"20 0 3 \n",
"25 1 3 \n",
"27 0 2 \n",
"28 0 2 \n",
"29 0 2 \n",
"30 0 2 \n",
"32 2 2 \n",
"33 2 2 \n",
"31 1 1 \n",
"34 1 1 \n",
"35 1 1 \n",
"36 1 1 "
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted_costumes = costumes.sort(['total_score'], ascending=0)\n",
"sorted_costumes"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>total_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> Harley Quinn</td>\n",
" <td> 122</td>\n",
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" <tr>\n",
" <th>1 </th>\n",
" <td> Superhero</td>\n",
" <td> 120</td>\n",
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" <td> Star Wars</td>\n",
" <td> 118</td>\n",
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" <tr>\n",
" <th>0 </th>\n",
" <td> Pirate</td>\n",
" <td> 113</td>\n",
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" <tr>\n",
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" <td> Batman</td>\n",
" <td> 95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td> Witch</td>\n",
" <td> 41</td>\n",
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" <tr>\n",
" <th>6 </th>\n",
" <td> Minnie Mouse</td>\n",
" <td> 29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9 </th>\n",
" <td> Teenage Mutant Ninja Turtles</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td> Steampunk</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td> Mermaid</td>\n",
" <td> 8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td> Maleficent</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td> Clown</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> Fairy</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td> Superwoman</td>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7 </th>\n",
" <td> Mickey Mouse</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8 </th>\n",
" <td> Ewok</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td> Wonder Woman</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td> Minions</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> PAW Patrol</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td> Ghost</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td> Zombie Bride</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> Chucky</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td> Minecraft</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td> Tiger</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> Owl</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td> Werewolf</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td> Vampire</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td> Angel</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td> The Renaissance</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td> Joker</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td> Raccoon</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td> Elsa</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> Princess</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td> Queen of Hearts</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td> Dinosaur</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> Gray wolf</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> Hulk</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name total_score\n",
"4 Harley Quinn 122\n",
"1 Superhero 120\n",
"2 Star Wars 118\n",
"0 Pirate 113\n",
"3 Batman 95\n",
"10 Witch 41\n",
"6 Minnie Mouse 29\n",
"9 Teenage Mutant Ninja Turtles 12\n",
"15 Steampunk 12\n",
"13 Mermaid 8\n",
"16 Maleficent 7\n",
"17 Clown 7\n",
"11 Fairy 6\n",
"14 Superwoman 6\n",
"7 Mickey Mouse 5\n",
"8 Ewok 5\n",
"23 Wonder Woman 5\n",
"26 Minions 5\n",
"5 PAW Patrol 5\n",
"24 Ghost 4\n",
"18 Zombie Bride 4\n",
"19 Chucky 4\n",
"12 Minecraft 4\n",
"21 Tiger 3\n",
"22 Owl 3\n",
"20 Werewolf 3\n",
"25 Vampire 3\n",
"27 Angel 2\n",
"28 The Renaissance 2\n",
"29 Joker 2\n",
"30 Raccoon 2\n",
"32 Elsa 2\n",
"33 Princess 2\n",
"31 Queen of Hearts 1\n",
"34 Dinosaur 1\n",
"35 Gray wolf 1\n",
"36 Hulk 1"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"scores = sorted_costumes[['name', 'total_score']]\n",
"scores"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sorted_costumes.to_csv(\"costumes.csv\", index=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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