example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: TWELVE_LABS_API_KEY=tlk_1DFFA7P17P2G9G289EBM33Q40FR2\n"
     ]
    }
   ],
   "source": [
    "%env TWELVE_LABS_API_KEY=tlk_1DFFA7P17P2G9G289EBM33Q40FR2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: GROQ_API_KEY=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\n"
     ]
    }
   ],
   "source": [
    "%env GROQ_API_KEY=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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: GROQ_API_KEY=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\n"
     ]
    }
   ],
   "source": [
    "%env GROQ_API_KEY=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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tlk_1DFFA7P17P2G9G289EBM33Q40FR2\n"
     ]
    }
   ],
   "source": [
    "from twelvelabs import TwelveLabs\n",
    "import json\n",
    "from io import StringIO\n",
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import os\n",
    "key = os.environ.get(\"TWELVE_LABS_API_KEY\")\n",
    "print(key)\n",
    "client = TwelveLabs(api_key=key)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def generate(vid_id:str)->str:\n",
    "    BASE_URL = \"https://api.twelvelabs.io/v1.2\"\n",
    "    data = {\n",
    "        \"video_id\": \"66ad42ce7b2deac81dd12825\",\n",
    "        \"type\": \"summary\",\n",
    "        \"prompt\": \"This video has a snowboarding competition. Generate a table that records one row per trick performed. Add one column to label which person performed each trick. If you do not know their names just refer to them as person-1 or person-2 as they appear sequentially in the video. In a second column, name the trick. In the third column note if the trick was a Success or a Failure. Keep your response brief and do not include anything aside from the table.\",\n",
    "        \"temperature\": 0.43\n",
    "    }\n",
    "\n",
    "    response = requests.post(f\"{BASE_URL}/summarize\", json=data, headers={\"x-api-key\": key})\n",
    "    response_dict = json.loads(response.text)\n",
    "    return response_dict['summary']\n",
    "\n",
    "def get_temp_file_name(vid_id:str) -> str:\n",
    "    \"\"\"generate a temp name to store responses in\"\"\"\n",
    "    return f\"temp_{vid_id}.txt\"\n",
    "\n",
    "def store_gen(vid_id:str)->None:\n",
    "    generate_text = generate(vid_id)\n",
    "    with open(get_temp_file_name(vid_id),'w') as gen_holder:\n",
    "        gen_holder.write(generate_text)\n",
    "\n",
    "def get_local_gen(vid_id)->str:\n",
    "    with open(get_temp_file_name(vid_id),'r') as file:\n",
    "        return file.read()\n",
    "\n",
    "def format_table(raw:str) -> pd.DataFrame:\n",
    "    pipe_index = raw.find('|')\n",
    "    out = raw[pipe_index+1:]\n",
    "    table_io = StringIO(out)\n",
    "    df = pd.read_csv(table_io,sep='|', skipinitialspace=True,engine='python')\n",
    "    df.replace('-', np.nan, inplace=True)\n",
    "    df.columns = df.columns.str.strip()\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Person</th>\n",
       "      <th>Trick Description</th>\n",
       "      <th>Outcome</th>\n",
       "      <th>Unnamed: 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>----------</td>\n",
       "      <td>----------------------------------------------...</td>\n",
       "      <td>----------</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Back two in two out                           ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Front lip                                     ...</td>\n",
       "      <td>Failure</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Cap two pull                                  ...</td>\n",
       "      <td>Failure</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Down flat down board slide                    ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Back tail same way 270                        ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Front blunt same way grab mute on the rail    ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Switch front blunt same way                   ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Switch lip pretzel                            ...</td>\n",
       "      <td>Failure</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Hard way cap two back to rag down rail        ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Switch front blunt same way                   ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Front board pretzel                           ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Back three, jump the whole rainbow, drag nose ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Switch lip pretzel                            ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Front board pretzel                           ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Front side 50, backside swivel cap free       ...</td>\n",
       "      <td>Failure</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Hard way back two off the toes                ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Hard way front two                            ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Switch back tail same way                     ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Switch back lip                               ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Switch front board                            ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Cab step, double nose                         ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Half cab, gnarly bag, rodeo five              ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Switch 50, slow back three                    ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Hardway cab two, two out                      ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Darcy</td>\n",
       "      <td>Lip slide pretzel                             ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Liam</td>\n",
       "      <td>Cap two from one four                         ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lane</td>\n",
       "      <td>Switch back lip                               ...</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Person                                  Trick Description  \\\n",
       "NaN  ----------  ----------------------------------------------...   \n",
       "NaN   Darcy      Back two in two out                           ...   \n",
       "NaN   Liam       Front lip                                     ...   \n",
       "NaN   Lane       Cap two pull                                  ...   \n",
       "NaN   Darcy      Down flat down board slide                    ...   \n",
       "NaN   Liam       Back tail same way 270                        ...   \n",
       "NaN   Lane       Front blunt same way grab mute on the rail    ...   \n",
       "NaN   Darcy      Switch front blunt same way                   ...   \n",
       "NaN   Liam       Switch lip pretzel                            ...   \n",
       "NaN   Lane       Hard way cap two back to rag down rail        ...   \n",
       "NaN   Darcy      Switch front blunt same way                   ...   \n",
       "NaN   Liam       Front board pretzel                           ...   \n",
       "NaN   Lane       Back three, jump the whole rainbow, drag nose ...   \n",
       "NaN   Darcy      Switch lip pretzel                            ...   \n",
       "NaN   Liam       Front board pretzel                           ...   \n",
       "NaN   Lane       Front side 50, backside swivel cap free       ...   \n",
       "NaN   Darcy      Hard way back two off the toes                ...   \n",
       "NaN   Liam       Hard way front two                            ...   \n",
       "NaN   Lane       Switch back tail same way                     ...   \n",
       "NaN   Darcy      Switch back lip                               ...   \n",
       "NaN   Liam       Switch front board                            ...   \n",
       "NaN   Lane       Cab step, double nose                         ...   \n",
       "NaN   Darcy      Half cab, gnarly bag, rodeo five              ...   \n",
       "NaN   Liam       Switch 50, slow back three                    ...   \n",
       "NaN   Lane       Hardway cab two, two out                      ...   \n",
       "NaN   Darcy      Lip slide pretzel                             ...   \n",
       "NaN   Liam       Cap two from one four                         ...   \n",
       "NaN   Lane       Switch back lip                               ...   \n",
       "\n",
       "        Outcome  Unnamed: 3  \n",
       "NaN  ----------         NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Failure           NaN  \n",
       "NaN   Failure           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Failure           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Failure           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  \n",
       "NaN   Success           NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vid_id = \"66ad42ce7b2deac81dd12825\"\n",
    "store_gen(vid_id)\n",
    "gen_text = get_local_gen(vid_id)\n",
    "df = format_table(gen_text)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\n",
      "    {\"Grabs\": 1, \"Spins\": 0, \"Flips\": 0, \"Jumps\": 0, \"Slides\": 1, \"Buttering\": 0, \"Other\": 0},\n",
      "    {\"Grabs\": 1, \"Spins\": 1, \"Flips\": 0, \"Jumps\": 1, \"Slides\": 0, \"Buttering\": 0, \"Other\": 0}\n",
      "]"
     ]
    }
   ],
   "source": [
    "groq_client = Groq(api_key=os.environ.get(\"GROQ_API_KEY\") )\n",
    "def trick_categories(transcript):\n",
    "    completion = groq_client.chat.completions.create(\n",
    "        model=\"llama3-70b-8192\",\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"system\",\n",
    "                \"content\": \"\\nSystem Prompt\\nvbnet\\nCopy code\\nYou are an AI trained to categorize snowboard tricks into predefined categories. The categories are [Grabs, Spins, Flips, Jumps, Slides, Buttering, Other]. For each trick or list of tricks provided, you will determine which categories each trick falls into and provide a binary indicator (1 or 0) for each category. If a trick falls into the 'Other' category, you will provide a new category name that you think captures the essence of the trick. The output for each trick should be in a json format with the keys being [Grabs, Spins, Flips, Jumps, Slides, Buttering, Other] and the values being 1 or 0 with the exception of Other which can hold a string. Do not provide a text explanation. Only return JSONs.\"\n",
    "            },\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": \"Please categorize the following snowboard trick(s): 1. [\\\"Front board pretzel\\\",\\\"Back three, jump the whole rainbow, drag nose\\\"]\\n\"\n",
    "            }\n",
    "        ],\n",
    "        temperature=1,\n",
    "        max_tokens=1024,\n",
    "        top_p=1,\n",
    "        stream=True,\n",
    "        stop=None,\n",
    "    )\n",
    "    \n",
    "    for chunk in completion:\n",
    "        print(chunk.choices[0].delta.content or \"\", end=\"\")\n",
    "        \n",
    "trick_categories('test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Here is the categorized table for the provided snowboard tricks:\\n\\n| Trick Name | Grabs | Spins | Flips | Jumps | Slides | Buttering | Other | New Category |\\n| --- | --- | --- | --- | --- | --- | --- | --- | --- |\\n| Back two in two out | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Front lip | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Cap two pull | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Down flat down board slide | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Back tail same way 270 | 0 | 1 | 0 | 0 | 1 | 0 | 0 |  |\\n| Front blunt same way grab mute on the rail | 1 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch front blunt same way | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch lip pretzel | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Hard way cap two back to rag down rail | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch front blunt same way | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Front board pretzel | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Back three, jump the whole rainbow, drag nose | 0 | 1 | 0 | 1 | 0 | 0 | 0 |  |\\n| Switch lip pretzel | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Front board pretzel | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Front side 50, backside swivel cap free | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Hard way back two off the toes | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Hard way front two | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch back tail same way | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch back lip | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch front board | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Cab step, double nose | 0 | 0 | 0 | 1 | 0 | 0 | 0 |  |\\n| Half cab, gnarly bag, rodeo five | 0 | 1 | 1 | 1 | 0 | 0 | 0 |  |\\n| Switch 50, slow back three | 0 | 1 | 0 | 0 | 0 | 0 | 0 |  |\\n| Hardway cab two, two out | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Lip slide pretzel | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Cap two from one four | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |\\n| Switch back lip | 0 | 0 | 0 | 0 | 1 | 0 | 0 |  |'"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def trick_categories_table(transcript):\n",
    "    \n",
    "    from groq import Groq\n",
    "\n",
    "    groq_client = Groq()\n",
    "    \n",
    "    transcript = list(transcript)\n",
    "    system_prompt = \"\"\"\n",
    "You are an AI trained to categorize snowboard tricks into predefined categories. \n",
    "The categories are:\n",
    "\n",
    "['Grabs', 'Spins', 'Flips', 'Jumps', 'Slides', 'Buttering', 'Other', 'New Category']\n",
    "\n",
    "For each trick or list of tricks provided, you will determine which categories each trick falls into and provide a binary indicator (1 or 0) for each category. A trick\n",
    "can fall into multiple categories. \n",
    "If the trick provided is invalid or null, then the binary indicator should be set to 0 for each category except for New Category, which should contain 'invalid input'. \n",
    "If a trick falls into the 'Other' category, you will provide a new category name that you think captures the essence of the trick in the New Category column.\n",
    "\n",
    "The output columns should be: \n",
    "\n",
    "['Trick Name','Grabs', 'Spins', 'Flips', 'Jumps', 'Slides', 'Buttering', 'Other', 'New Category']\n",
    " \n",
    "The output for each trick should be in a table format with a column for the trick and then a column for each category\n",
    "and the values being 1 or 0 for all columns except for New Category, which is a string. Do not provide a text explanation or a text introduction. Only return a table. \n",
    "Keep going until all items in the list are processed. \n",
    "\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "    user_prompt = \"\"\"\n",
    "    Please categorize the following snowboard trick(s):\n",
    "\n",
    "    [{transcript}]\n",
    "    \"\"\".format(transcript=transcript)\n",
    "    \n",
    "    \n",
    "    \n",
    "    completion = groq_client.chat.completions.create(\n",
    "        model=\"llama3-70b-8192\",\n",
    "        messages=[\n",
    "        {\"role\": \"system\", \"content\": system_prompt},\n",
    "        {\"role\": \"user\", \"content\": user_prompt},\n",
    "    ],\n",
    "        temperature=.5,\n",
    "        max_tokens=1024,\n",
    "        top_p=1,\n",
    "        stream=False,\n",
    "        stop=None,\n",
    "        #response_format={\"type\": \"json_object\"}\n",
    "        #stop=None,\n",
    "    )\n",
    "    \n",
    "    #rint(completion.choices[0].message.content)\n",
    "    \n",
    "    #json_response =completion.choices[0].message.content\n",
    "    #json_data = json.loads(json_response)\n",
    "    \n",
    "    \n",
    "    # for chunk in completion:\n",
    "    #     print(chunk.choices[0].delta.content or \"\", end=\"\")\n",
    "\n",
    "    return completion.choices[0].message.content\n",
    "\n",
    "#df['Trick Description'].apply(trick_categories)\n",
    "\n",
    "completion=trick_categories_table(df['Trick Description'])\n",
    "completion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import StringIO\n",
    "\n",
    "def format_table(raw:str) -> pd.DataFrame:\n",
    "    pipe_index = raw.find('|')\n",
    "    out = raw[pipe_index+1:]\n",
    "    table_io = StringIO(out)\n",
    "    df = pd.read_csv(table_io,sep='|', skipinitialspace=True,engine='python')\n",
    "    df.replace('-', np.nan, inplace=True)\n",
    "    df.columns = df.columns.str.strip()\n",
    "    return df\n",
    "\n",
    "trick_df = format_table(completion) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Grabs</th>\n",
       "      <th>Spins</th>\n",
       "      <th>Flips</th>\n",
       "      <th>Jumps</th>\n",
       "      <th>Slides</th>\n",
       "      <th>Buttering</th>\n",
       "      <th>Other</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Trick Name  Grabs  Spins  Flips  \\\n",
       "NaN                                            ---     NaN    NaN    NaN   \n",
       "NaN                            Back two in two out     0.0    0.0    0.0   \n",
       "NaN                                      Front lip     0.0    0.0    0.0   \n",
       "NaN                                   Cap two pull     0.0    0.0    0.0   \n",
       "NaN                     Down flat down board slide     0.0    0.0    0.0   \n",
       "NaN                         Back tail same way 270     0.0    1.0    0.0   \n",
       "NaN     Front blunt same way grab mute on the rail     1.0    0.0    0.0   \n",
       "NaN                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "NaN                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "NaN         Hard way cap two back to rag down rail     0.0    0.0    0.0   \n",
       "NaN                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "NaN                            Front board pretzel     0.0    0.0    0.0   \n",
       "NaN  Back three, jump the whole rainbow, drag nose     0.0    1.0    0.0   \n",
       "NaN                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "NaN                            Front board pretzel     0.0    0.0    0.0   \n",
       "NaN        Front side 50, backside swivel cap free     0.0    0.0    0.0   \n",
       "NaN                 Hard way back two off the toes     0.0    0.0    0.0   \n",
       "NaN                             Hard way front two     0.0    0.0    0.0   \n",
       "NaN                      Switch back tail same way     0.0    0.0    0.0   \n",
       "NaN                                Switch back lip     0.0    0.0    0.0   \n",
       "NaN                             Switch front board     0.0    0.0    0.0   \n",
       "NaN                          Cab step, double nose     0.0    0.0    0.0   \n",
       "NaN               Half cab, gnarly bag, rodeo five     0.0    1.0    1.0   \n",
       "NaN                     Switch 50, slow back three     0.0    1.0    0.0   \n",
       "NaN                       Hardway cab two, two out     0.0    0.0    0.0   \n",
       "NaN                              Lip slide pretzel     0.0    0.0    0.0   \n",
       "NaN                          Cap two from one four     0.0    0.0    0.0   \n",
       "NaN                                Switch back lip     0.0    0.0    0.0   \n",
       "\n",
       "     Jumps  Slides  Buttering  Other  \n",
       "NaN    NaN     NaN        NaN    NaN  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    1.0     0.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    1.0     0.0        0.0    0.0  \n",
       "NaN    1.0     0.0        0.0    0.0  \n",
       "NaN    0.0     0.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  \n",
       "NaN    0.0     1.0        0.0    0.0  "
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trick_df = trick_df[['Trick Name','Grabs', 'Spins', 'Flips', 'Jumps', 'Slides', 'Buttering',\n",
    "       'Other']]\n",
    "trick_df[['Grabs', 'Spins', 'Flips', 'Jumps', 'Slides', 'Buttering',\n",
    "       'Other']]= trick_df[['Grabs', 'Spins', 'Flips', 'Jumps', 'Slides', 'Buttering',\n",
    "       'Other']].apply(lambda row: pd.to_numeric(row,errors='coerce'),axis=0)\n",
    "trick_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "subcategories_dict = {\n",
    "    'Slides': {'description':\n",
    "f\"\"\"Boardslide: Sliding with the board perpendicular to the rail.\n",
    "Lipslide: Approaching from the opposite side and sliding with the board perpendicular to the rail.\n",
    "50-50: Sliding straight along a rail with the board parallel.\n",
    "Nose Slide: Sliding on the nose of the board.\n",
    "Tail Slide: Sliding on the tail of the board.\n",
    "Blunt Slide: Sliding on the tail of the board with the nose raised.\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, Boardslide, Lipslide, 50-50, Nose Slide, Tail Slide, Blunt Slide]\"\"\"},\n",
    "\n",
    "    'Spins': {'description':\n",
    "f\"\"\"180: A half-spin, rotating 180 degrees.\n",
    "360: A full spin, rotating 360 degrees.\n",
    "540: A spin with one and a half rotations.\n",
    "720: A double spin with two full rotations.\n",
    "900: Two and a half rotations.\n",
    "1080: Three full rotations.\n",
    "1260: Three and a half rotations.\n",
    "1440: Four full rotations.\n",
    "1620: 4.5 rotations.\n",
    "1800: 5 rotations.\n",
    "1980: 5.5 rotations.\n",
    "2160: 6 rotations\n",
    "\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, 180, 360, 540, 720, 900, 1080, 1260, 1440, 1620, 1800, 1980, 2160]\"\"\"},\n",
    " \n",
    "#removed grabs \n",
    "#Indy: Grabbing the toe edge of the board between the bindings with the back hand.\n",
    "#Mute: Grabbing the toe edge of the board between the bindings with the front hand.\n",
    "    \n",
    "'Grabs': {'description':\n",
    "f\"\"\"\n",
    "Stalefish: Grabbing the heel edge of the board between the bindings with the back hand.\n",
    "Melon: Grabbing the heel edge of the board between the bindings with the front hand.\n",
    "Tail Grab: Grabbing the tail of the board.\n",
    "Nose Grab: Grabbing the nose of the board.\n",
    "Method: Grabbing the heel edge of the board with the front hand while arching the back and extending the legs.\n",
    "Japan: Grabbing the toe edge of the board with the front hand while tucking the knees and rotating the board.\n",
    "Seatbelt: Grabbing the nose of the board with the back hand.\n",
    "Truck Driver: Grabbing the nose of the board with the front hand and the tail with the back hand simultaneously.\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, Indy, Mute, Stalefish, Melon, Tail Grab, Nose Grab, Method, Japan, Seatbelt, Truck Driver]\"\"\"},\n",
    "\n",
    "'Flips': {'description':\n",
    "f\"\"\"Backflip: A backward somersault.\n",
    "Frontflip: A forward somersault.\n",
    "Double Backflip: Two backward somersaults.\n",
    "Double Frontflip: Two forward somersaults.\n",
    "Rodeo: A backward flip with a 180 or 540-degree spin.\n",
    "Misty: A forward flip with a 180 or 540-degree spin.\n",
    "Cork: An off-axis spin, where the boarder is tilted.\n",
    "Double Cork: A double off-axis spin.\n",
    "Wildcat: A backflip with a rotation around the snowboarder’s side.\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, Backflip, Frontflip, Double Backflip, Double Frontflip, Rodeo, Misty, Cork, Double Cork, Wildcat]\"\"\"},\n",
    "\n",
    "'Jumps': {'description':\n",
    "f\"\"\"Ollie: Lifting the front foot, followed by the back foot, to jump.\n",
    "Nollie: Lifting the back foot, followed by the front foot, to jump.\n",
    "\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, Ollie, Nollie]\"\"\"},\n",
    "\n",
    "'Buttering': {'description':\n",
    "f\"\"\"Nose Butter: Pressing down on the nose of the board while rotating the tail.\n",
    "Tail Butter: Pressing down on the tail of the board while rotating the nose.\n",
    "Nose Roll: A 180-degree rotation while buttering on the nose.\n",
    "Tail Roll: A 180-degree rotation while buttering on the tail.\n",
    "\n",
    "\"\"\",\n",
    "\n",
    "'columns': f\"\"\"[Trick Name, Nose Butter, Nose Roll, Tail Roll]\"\"\"}\n",
    "\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nose Butter: Pressing down on the nose of the board while rotating the tail.\n",
      "Tail Butter: Pressing down on the tail of the board while rotating the nose.\n",
      "Nose Roll: A 180-degree rotation while buttering on the nose.\n",
      "Tail Roll: A 180-degree rotation while buttering on the tail.\n",
      "\n",
      "\n",
      "[Trick Name, Nose Butter, Nose Roll, Tail Roll]\n"
     ]
    },
    {
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       "      <th>Nose Butter</th>\n",
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       "      <th>Tail Butter</th>\n",
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       "    Trick Name Nose Butter Nose Roll Tail Butter Tail Roll  Unnamed: 5\n",
       "NaN       ---         ---       ---         ---       ---          NaN\n",
       "NaN        NaN          0         0           0         0          NaN"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# category = 'Buttering'\n",
    "# transcript = trick_df[trick_df[category]==1].drop_duplicates(subset='Trick Name')['Trick Name']\n",
    "# transcript = list(transcript)\n",
    "# subcategories_description = subcategories_dict[category]['description']\n",
    "\n",
    "# print(subcategories_description)\n",
    "\n",
    "\n",
    "\n",
    "# subcategories_columns = subcategories_dict[category]['columns']\n",
    "\n",
    "# print(subcategories_columns)\n",
    "# system_prompt = \"\"\"\n",
    "# You are an AI trained to categorize snowboard tricks into predefined categories. \n",
    "# The categories are:\n",
    "\n",
    "# {subcategories_description}\n",
    "\n",
    "\n",
    "# For each trick or list of tricks provided, you will determine which categories each trick falls into and provide a binary indicator (1 or 0) for each category. A trick\n",
    "# can fall into multiple categories. \n",
    "# If the trick provided is invalid or null, then the binary indicator should be set to 0 for each category. \n",
    "\n",
    "\n",
    "# The output columns should be: \n",
    "\n",
    "# {subcategories_columns}\n",
    " \n",
    "# The output for each trick should be in a table format with a column for the trick and then a column for each category\n",
    "# and the values being 1 or 0 for all columns.\n",
    "# Do not provide a text explanation or a text introduction. Only return a table. \n",
    "# Keep going until all items in the list are processed. \n",
    "\n",
    "\n",
    "# \"\"\".format(subcategories_description=subcategories_description, subcategories_columns=subcategories_columns)\n",
    "\n",
    "# user_prompt = \"\"\"\n",
    "# Please categorize the following snowboard trick(s):\n",
    "\n",
    "# [{transcript}]\n",
    "# \"\"\".format(transcript=transcript)\n",
    "\n",
    "\n",
    "\n",
    "# completion = groq_client.chat.completions.create(\n",
    "#     model=\"llama3-70b-8192\",\n",
    "#     messages=[\n",
    "#     {\"role\": \"system\", \"content\": system_prompt},\n",
    "#     {\"role\": \"user\", \"content\": user_prompt},\n",
    "# ],\n",
    "#     temperature=.4,\n",
    "#     max_tokens=1024,\n",
    "#     top_p=1,\n",
    "#     stream=False,\n",
    "#     stop=None,\n",
    "# )\n",
    "    \n",
    "# formatted_table = format_table(completion.choices[0].message.content)\n",
    "# formatted_table\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slides\n",
      "Spins\n",
      "Grabs\n",
      "Flips\n",
      "Jumps\n",
      "Buttering\n"
     ]
    },
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       "      <th>3</th>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Front board pretzel</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch lip pretzel</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  Grabs  Spins  Flips  \\\n",
       "0                                             ---     0.0    0.0    0.0   \n",
       "1                             Back two in two out     0.0    0.0    0.0   \n",
       "2                                       Front lip     0.0    0.0    0.0   \n",
       "3                                    Cap two pull     0.0    0.0    0.0   \n",
       "4                      Down flat down board slide     0.0    0.0    0.0   \n",
       "5                          Back tail same way 270     0.0    1.0    0.0   \n",
       "6      Front blunt same way grab mute on the rail     1.0    0.0    0.0   \n",
       "7                     Switch front blunt same way     0.0    0.0    0.0   \n",
       "8                              Switch lip pretzel     0.0    0.0    0.0   \n",
       "9          Hard way cap two back to rag down rail     0.0    0.0    0.0   \n",
       "10                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "11                            Front board pretzel     0.0    0.0    0.0   \n",
       "12  Back three, jump the whole rainbow, drag nose     0.0    1.0    0.0   \n",
       "13                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "14                            Front board pretzel     0.0    0.0    0.0   \n",
       "15        Front side 50, backside swivel cap free     0.0    0.0    0.0   \n",
       "16                 Hard way back two off the toes     0.0    0.0    0.0   \n",
       "17                             Hard way front two     0.0    0.0    0.0   \n",
       "18                      Switch back tail same way     0.0    0.0    0.0   \n",
       "19                                Switch back lip     0.0    0.0    0.0   \n",
       "20                             Switch front board     0.0    0.0    0.0   \n",
       "21                          Cab step, double nose     0.0    0.0    0.0   \n",
       "22               Half cab, gnarly bag, rodeo five     0.0    1.0    1.0   \n",
       "23                     Switch 50, slow back three     0.0    1.0    0.0   \n",
       "24                       Hardway cab two, two out     0.0    0.0    0.0   \n",
       "25                              Lip slide pretzel     0.0    0.0    0.0   \n",
       "26                          Cap two from one four     0.0    0.0    0.0   \n",
       "27                                Switch back lip     0.0    0.0    0.0   \n",
       "\n",
       "    Jumps  Slides  Buttering  Other  Boardslide  Lipslide  ...  Misty  Cork  \\\n",
       "0     0.0     0.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "1     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "2     0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "3     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "4     0.0     1.0        0.0    0.0         1.0       0.0  ...    0.0   0.0   \n",
       "5     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "6     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "7     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "8     0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "9     0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "10    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "11    0.0     1.0        0.0    0.0         1.0       0.0  ...    0.0   0.0   \n",
       "12    1.0     0.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "13    0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "14    0.0     1.0        0.0    0.0         1.0       0.0  ...    0.0   0.0   \n",
       "15    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "16    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "17    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "18    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "19    0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "20    0.0     1.0        0.0    0.0         1.0       0.0  ...    0.0   0.0   \n",
       "21    1.0     0.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "22    1.0     0.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "23    0.0     0.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "24    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "25    0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "26    0.0     1.0        0.0    0.0         0.0       0.0  ...    0.0   0.0   \n",
       "27    0.0     1.0        0.0    0.0         0.0       1.0  ...    0.0   0.0   \n",
       "\n",
       "    Double Cork  Wildcat  Ollie  Nollie  Nose Butter  Nose Roll  Tail Butter  \\\n",
       "0           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "1           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "2           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "3           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "4           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "5           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "6           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "7           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "8           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "9           0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "10          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "11          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "12          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "13          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "14          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "15          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "16          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "17          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "18          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "19          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "20          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "21          0.0      0.0    0.0     1.0          0.0        0.0          0.0   \n",
       "22          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "23          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "24          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "25          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "26          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "27          0.0      0.0    0.0     0.0          0.0        0.0          0.0   \n",
       "\n",
       "    Tail Roll  \n",
       "0         0.0  \n",
       "1         0.0  \n",
       "2         0.0  \n",
       "3         0.0  \n",
       "4         0.0  \n",
       "5         0.0  \n",
       "6         0.0  \n",
       "7         0.0  \n",
       "8         0.0  \n",
       "9         0.0  \n",
       "10        0.0  \n",
       "11        0.0  \n",
       "12        0.0  \n",
       "13        0.0  \n",
       "14        0.0  \n",
       "15        0.0  \n",
       "16        0.0  \n",
       "17        0.0  \n",
       "18        0.0  \n",
       "19        0.0  \n",
       "20        0.0  \n",
       "21        0.0  \n",
       "22        0.0  \n",
       "23        0.0  \n",
       "24        0.0  \n",
       "25        0.0  \n",
       "26        0.0  \n",
       "27        0.0  \n",
       "\n",
       "[28 rows x 51 columns]"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def subcategories_table(trick_df,subcategories_dict,category):\n",
    "    \n",
    "    from groq import Groq\n",
    "\n",
    "    groq_client = Groq()\n",
    "    \n",
    "    subcategories_description = subcategories_dict[category]['description']\n",
    "    subcategories_columns = subcategories_dict[category]['columns']\n",
    "    \n",
    "    \n",
    "    transcript = trick_df[trick_df[category]==1].drop_duplicates(subset='Trick Name')['Trick Name']\n",
    "    transcript = list(transcript)\n",
    "    system_prompt = \"\"\"\n",
    "You are an AI trained to categorize snowboard tricks into predefined categories. \n",
    "The categories are:\n",
    "\n",
    "{subcategories_description}\n",
    "\n",
    "\n",
    "For each trick or list of tricks provided, you will determine which categories each trick falls into and provide a binary indicator (1 or 0) for each category. A trick\n",
    "can fall into multiple categories. \n",
    "If the trick provided is invalid or null, then the binary indicator should be set to 0 for each category. \n",
    "\n",
    "\n",
    "The output columns should be: \n",
    "\n",
    "{subcategories_columns}\n",
    " \n",
    "The output for each trick should be in a table format with a column for the trick and then a column for each category\n",
    "and the values being 1 or 0 for all columns. \n",
    "Do not provide a text explanation or a text introduction. Only return a table. \n",
    "Keep going until all items in the list are processed. \n",
    "\n",
    "\n",
    "\"\"\".format(subcategories_description=subcategories_description, subcategories_columns=subcategories_columns)\n",
    "\n",
    "    user_prompt = \"\"\"\n",
    "    Please categorize the following snowboard trick(s):\n",
    "\n",
    "    [{transcript}]\n",
    "    \"\"\".format(transcript=transcript)\n",
    "    \n",
    "    \n",
    "    \n",
    "    completion = groq_client.chat.completions.create(\n",
    "        model=\"llama3-70b-8192\",\n",
    "        messages=[\n",
    "        {\"role\": \"system\", \"content\": system_prompt},\n",
    "        {\"role\": \"user\", \"content\": user_prompt},\n",
    "    ],\n",
    "        temperature=.5,\n",
    "        max_tokens=1024,\n",
    "        top_p=1,\n",
    "        stream=False,\n",
    "        stop=None,\n",
    "    )\n",
    "    \n",
    "    formatted_table = format_table(completion.choices[0].message.content)\n",
    "    numcols = [col for col in formatted_table.columns if 'Trick Name' not in col]\n",
    "    dropcols = [col for col in formatted_table.columns if 'Unnamed' in col]\n",
    "    sub_cols = [col for col in numcols if 'Unnamed' not in col]\n",
    "    \n",
    "    if 'Trick Name' not in formatted_table.columns:\n",
    "        #this is an LLM error\n",
    "        formatted_table['Trick Name'] = transcript\n",
    "        print('added trick names')\n",
    "        \n",
    "    trick_df=trick_df.merge(formatted_table,on='Trick Name', how='left').fillna(0)\n",
    "    trick_df[numcols] = trick_df[numcols].apply(lambda row: pd.to_numeric(row, errors='coerce'),axis=1).fillna(0)\n",
    "    \n",
    "    trick_df = trick_df.drop(columns=dropcols,errors='ignore')\n",
    "    \n",
    "\n",
    "    return trick_df, sub_cols\n",
    "\n",
    "\n",
    "main_cats = list(subcategories_dict.keys())\n",
    "trick_df2 = trick_df.copy()\n",
    "\n",
    "\n",
    "cat_dict = {}\n",
    "\n",
    "for cat in main_cats:\n",
    "    print(cat)\n",
    "    trick_df2, sub_cols = subcategories_table(trick_df2,subcategories_dict=subcategories_dict,category=cat)\n",
    "    cat_dict[cat] = sub_cols\n",
    "    \n",
    "\n",
    "trick_df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Other</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>180</th>\n",
       "      <th>360</th>\n",
       "      <th>...</th>\n",
       "      <th>Nose Butter</th>\n",
       "      <th>Nose Roll</th>\n",
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       "      <th>Tail Roll</th>\n",
       "      <th>Uncategorized_Slides</th>\n",
       "      <th>Uncategorized_Spins</th>\n",
       "      <th>Uncategorized_Grabs</th>\n",
       "      <th>Uncategorized_Flips</th>\n",
       "      <th>Uncategorized_Jumps</th>\n",
       "      <th>Uncategorized_Buttering</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>2</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Switch lip pretzel</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 51 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  Other  Boardslide  \\\n",
       "0                                             ---     0.0         0.0   \n",
       "1                             Back two in two out     0.0         0.0   \n",
       "2                                       Front lip     0.0         0.0   \n",
       "3                                    Cap two pull     0.0         0.0   \n",
       "4                      Down flat down board slide     0.0         1.0   \n",
       "5                          Back tail same way 270     0.0         0.0   \n",
       "6      Front blunt same way grab mute on the rail     0.0         0.0   \n",
       "7                     Switch front blunt same way     0.0         0.0   \n",
       "8                              Switch lip pretzel     0.0         0.0   \n",
       "9          Hard way cap two back to rag down rail     0.0         0.0   \n",
       "10                    Switch front blunt same way     0.0         0.0   \n",
       "11                            Front board pretzel     0.0         1.0   \n",
       "12  Back three, jump the whole rainbow, drag nose     0.0         0.0   \n",
       "13                             Switch lip pretzel     0.0         0.0   \n",
       "14                            Front board pretzel     0.0         1.0   \n",
       "15        Front side 50, backside swivel cap free     0.0         0.0   \n",
       "16                 Hard way back two off the toes     0.0         0.0   \n",
       "17                             Hard way front two     0.0         0.0   \n",
       "18                      Switch back tail same way     0.0         0.0   \n",
       "19                                Switch back lip     0.0         0.0   \n",
       "20                             Switch front board     0.0         1.0   \n",
       "21                          Cab step, double nose     0.0         0.0   \n",
       "22               Half cab, gnarly bag, rodeo five     0.0         0.0   \n",
       "23                     Switch 50, slow back three     0.0         0.0   \n",
       "24                       Hardway cab two, two out     0.0         0.0   \n",
       "25                              Lip slide pretzel     0.0         0.0   \n",
       "26                          Cap two from one four     0.0         0.0   \n",
       "27                                Switch back lip     0.0         0.0   \n",
       "\n",
       "    Lipslide  50-50  Nose Slide  Tail Slide  Blunt Slide  180  360  ...  \\\n",
       "0        0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "1        0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "2        1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "3        0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "4        0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "5        0.0    0.0         0.0         1.0          0.0  0.0  0.0  ...   \n",
       "6        0.0    0.0         0.0         0.0          1.0  0.0  0.0  ...   \n",
       "7        0.0    0.0         0.0         0.0          1.0  0.0  0.0  ...   \n",
       "8        1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "9        0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "10       0.0    0.0         0.0         0.0          1.0  0.0  0.0  ...   \n",
       "11       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "12       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "13       1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "14       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "15       0.0    1.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "16       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "17       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "18       0.0    0.0         0.0         1.0          0.0  0.0  0.0  ...   \n",
       "19       1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "20       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "21       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "22       0.0    0.0         0.0         0.0          0.0  1.0  0.0  ...   \n",
       "23       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "24       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "25       1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "26       0.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "27       1.0    0.0         0.0         0.0          0.0  0.0  0.0  ...   \n",
       "\n",
       "    Nose Butter  Nose Roll  Tail Butter  Tail Roll  Uncategorized_Slides  \\\n",
       "0           0.0        0.0          0.0        0.0                     0   \n",
       "1           0.0        0.0          0.0        0.0                     1   \n",
       "2           0.0        0.0          0.0        0.0                     0   \n",
       "3           0.0        0.0          0.0        0.0                     1   \n",
       "4           0.0        0.0          0.0        0.0                     0   \n",
       "5           0.0        0.0          0.0        0.0                     0   \n",
       "6           0.0        0.0          0.0        0.0                     0   \n",
       "7           0.0        0.0          0.0        0.0                     0   \n",
       "8           0.0        0.0          0.0        0.0                     0   \n",
       "9           0.0        0.0          0.0        0.0                     1   \n",
       "10          0.0        0.0          0.0        0.0                     0   \n",
       "11          0.0        0.0          0.0        0.0                     0   \n",
       "12          0.0        0.0          0.0        0.0                     0   \n",
       "13          0.0        0.0          0.0        0.0                     0   \n",
       "14          0.0        0.0          0.0        0.0                     0   \n",
       "15          0.0        0.0          0.0        0.0                     0   \n",
       "16          0.0        0.0          0.0        0.0                     1   \n",
       "17          0.0        0.0          0.0        0.0                     1   \n",
       "18          0.0        0.0          0.0        0.0                     0   \n",
       "19          0.0        0.0          0.0        0.0                     0   \n",
       "20          0.0        0.0          0.0        0.0                     0   \n",
       "21          0.0        0.0          0.0        0.0                     0   \n",
       "22          0.0        0.0          0.0        0.0                     0   \n",
       "23          0.0        0.0          0.0        0.0                     0   \n",
       "24          0.0        0.0          0.0        0.0                     1   \n",
       "25          0.0        0.0          0.0        0.0                     0   \n",
       "26          0.0        0.0          0.0        0.0                     1   \n",
       "27          0.0        0.0          0.0        0.0                     0   \n",
       "\n",
       "    Uncategorized_Spins  Uncategorized_Grabs  Uncategorized_Flips  \\\n",
       "0                     0                    0                    0   \n",
       "1                     0                    0                    0   \n",
       "2                     0                    0                    0   \n",
       "3                     0                    0                    0   \n",
       "4                     0                    0                    0   \n",
       "5                     0                    0                    0   \n",
       "6                     0                    0                    0   \n",
       "7                     0                    0                    0   \n",
       "8                     0                    0                    0   \n",
       "9                     0                    0                    0   \n",
       "10                    0                    0                    0   \n",
       "11                    0                    0                    0   \n",
       "12                    0                    0                    0   \n",
       "13                    0                    0                    0   \n",
       "14                    0                    0                    0   \n",
       "15                    0                    0                    0   \n",
       "16                    0                    0                    0   \n",
       "17                    0                    0                    0   \n",
       "18                    0                    0                    0   \n",
       "19                    0                    0                    0   \n",
       "20                    0                    0                    0   \n",
       "21                    0                    0                    0   \n",
       "22                    0                    0                    0   \n",
       "23                    0                    0                    0   \n",
       "24                    0                    0                    0   \n",
       "25                    0                    0                    0   \n",
       "26                    0                    0                    0   \n",
       "27                    0                    0                    0   \n",
       "\n",
       "    Uncategorized_Jumps  Uncategorized_Buttering  \n",
       "0                     0                        0  \n",
       "1                     0                        0  \n",
       "2                     0                        0  \n",
       "3                     0                        0  \n",
       "4                     0                        0  \n",
       "5                     0                        0  \n",
       "6                     0                        0  \n",
       "7                     0                        0  \n",
       "8                     0                        0  \n",
       "9                     0                        0  \n",
       "10                    0                        0  \n",
       "11                    0                        0  \n",
       "12                    1                        0  \n",
       "13                    0                        0  \n",
       "14                    0                        0  \n",
       "15                    0                        0  \n",
       "16                    0                        0  \n",
       "17                    0                        0  \n",
       "18                    0                        0  \n",
       "19                    0                        0  \n",
       "20                    0                        0  \n",
       "21                    0                        0  \n",
       "22                    1                        0  \n",
       "23                    0                        0  \n",
       "24                    0                        0  \n",
       "25                    0                        0  \n",
       "26                    0                        0  \n",
       "27                    0                        0  \n",
       "\n",
       "[28 rows x 51 columns]"
      ]
     },
     "execution_count": 333,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trick_df2 = trick_df2.fillna(0)\n",
    "for cat in list(subcategories_dict.keys()):\n",
    "    sub_cols = cat_dict[cat]\n",
    "    trick_df2['Uncategorized_'+cat] = trick_df2.apply(\n",
    "    lambda row: 1 if row[cat] == 1 and all(row[sub_cols] == 0) else 0,\n",
    "    axis=1\n",
    ")\n",
    "\n",
    "#get rid of the main categories. Now we only have subcategories    \n",
    "trick_df3 = trick_df2.drop(columns=list(subcategories_dict.keys()))\n",
    "trick_df3\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Scoring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Other',\n",
       " 'Boardslide',\n",
       " 'Lipslide',\n",
       " '50-50',\n",
       " 'Nose Slide',\n",
       " 'Tail Slide',\n",
       " 'Blunt Slide',\n",
       " '180',\n",
       " '360',\n",
       " '540',\n",
       " '720',\n",
       " '900',\n",
       " '1080',\n",
       " '1260',\n",
       " '1440',\n",
       " '1620',\n",
       " '1800',\n",
       " '1980',\n",
       " '2160',\n",
       " 'Indy',\n",
       " 'Mute',\n",
       " 'Stalefish',\n",
       " 'Melon',\n",
       " 'Tail Grab',\n",
       " 'Nose Grab',\n",
       " 'Method',\n",
       " 'Japan',\n",
       " 'Seatbelt',\n",
       " 'Truck Driver',\n",
       " 'Backflip',\n",
       " 'Frontflip',\n",
       " 'Double Backflip',\n",
       " 'Double Frontflip',\n",
       " 'Rodeo',\n",
       " 'Misty',\n",
       " 'Cork',\n",
       " 'Double Cork',\n",
       " 'Wildcat',\n",
       " 'Ollie',\n",
       " 'Nollie',\n",
       " 'Nose Butter',\n",
       " 'Nose Roll',\n",
       " 'Tail Butter',\n",
       " 'Tail Roll',\n",
       " 'Uncategorized_Slides',\n",
       " 'Uncategorized_Spins',\n",
       " 'Uncategorized_Grabs',\n",
       " 'Uncategorized_Flips',\n",
       " 'Uncategorized_Jumps',\n",
       " 'Uncategorized_Buttering']"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols= [col for col in trick_df3.columns if 'Trick Name' not in col]\n",
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [],
   "source": [
    "scoring_dict = {\n",
    "    # Grabs\n",
    "    'Indy': 100,\n",
    "    'Mute': 100,\n",
    "    'Stalefish': 150,\n",
    "    'Melon': 150,\n",
    "    'Tail Grab': 200,\n",
    "    'Nose Grab': 200,\n",
    "    'Method': 250,\n",
    "    'Japan': 250,\n",
    "    'Seatbelt': 300,\n",
    "    'Truck Driver': 400,\n",
    "    'Uncategorized_Grabs': 100,\n",
    "\n",
    "    # Spins\n",
    "    '180': 50,\n",
    "    '360': 100,\n",
    "    '540': 150,\n",
    "    '720': 200,\n",
    "    '900': 300,\n",
    "    '1080': 400,\n",
    "    '1260': 500,\n",
    "    '1440': 600,\n",
    "    '1620': 700,\n",
    "    '1800': 800,\n",
    "    '1980': 900,\n",
    "    '2160': 1000,\n",
    "\n",
    "    # Flips\n",
    "    'Backflip': 200,\n",
    "    'Frontflip': 200,\n",
    "    'Double Backflip': 400,\n",
    "    'Double Frontflip': 400,\n",
    "    'Rodeo': 300,\n",
    "    'Misty': 300,\n",
    "    'Cork': 350,\n",
    "    'Double Cork': 700,\n",
    "    'Wildcat': 250,\n",
    "\n",
    "    # Jumps\n",
    "    'Ollie': 50,\n",
    "    'Nollie': 50,\n",
    "\n",
    "    # Slides and Grinds\n",
    "    'Boardslide': 100,\n",
    "    'Lipslide': 150,\n",
    "    '50-50': 100,\n",
    "    'Nose Slide': 150,\n",
    "    'Tail Slide': 150,\n",
    "    'Blunt Slide': 200,\n",
    "\n",
    "    # Buttering\n",
    "    'Nose Butter': 100,\n",
    "    'Tail Butter': 100,\n",
    "    'Nose Roll': 150,\n",
    "    'Tail Roll': 150,\n",
    "\n",
    "    # Uncategorized Tricks\n",
    "    'Uncategorized_Grabs': 100,\n",
    "    'Uncategorized_Spins': 50,\n",
    "    'Uncategorized_Flips': 200,\n",
    "    'Uncategorized_Jumps': 50,\n",
    "    'Uncategorized_Slides': 100,\n",
    "    'Uncategorized_Buttering': 100,\n",
    "    \n",
    "    'Other': 100\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 351,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Other</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>180</th>\n",
       "      <th>360</th>\n",
       "      <th>...</th>\n",
       "      <th>Tail Roll</th>\n",
       "      <th>Uncategorized_Slides</th>\n",
       "      <th>Uncategorized_Spins</th>\n",
       "      <th>Uncategorized_Grabs</th>\n",
       "      <th>Uncategorized_Flips</th>\n",
       "      <th>Uncategorized_Jumps</th>\n",
       "      <th>Uncategorized_Buttering</th>\n",
       "      <th>num_tricks</th>\n",
       "      <th>multiplier</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>---</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  Other  Boardslide  \\\n",
       "0                                             ---     0.0         0.0   \n",
       "1                             Back two in two out     0.0         0.0   \n",
       "2                                       Front lip     0.0         0.0   \n",
       "3                                    Cap two pull     0.0         0.0   \n",
       "4                      Down flat down board slide     0.0       100.0   \n",
       "5                          Back tail same way 270     0.0         0.0   \n",
       "6      Front blunt same way grab mute on the rail     0.0         0.0   \n",
       "7                     Switch front blunt same way     0.0         0.0   \n",
       "8                              Switch lip pretzel     0.0         0.0   \n",
       "9          Hard way cap two back to rag down rail     0.0         0.0   \n",
       "10                    Switch front blunt same way     0.0         0.0   \n",
       "11                            Front board pretzel     0.0       100.0   \n",
       "12  Back three, jump the whole rainbow, drag nose     0.0         0.0   \n",
       "13                             Switch lip pretzel     0.0         0.0   \n",
       "14                            Front board pretzel     0.0       100.0   \n",
       "15        Front side 50, backside swivel cap free     0.0         0.0   \n",
       "16                 Hard way back two off the toes     0.0         0.0   \n",
       "17                             Hard way front two     0.0         0.0   \n",
       "18                      Switch back tail same way     0.0         0.0   \n",
       "19                                Switch back lip     0.0         0.0   \n",
       "20                             Switch front board     0.0       100.0   \n",
       "21                          Cab step, double nose     0.0         0.0   \n",
       "22               Half cab, gnarly bag, rodeo five     0.0         0.0   \n",
       "23                     Switch 50, slow back three     0.0         0.0   \n",
       "24                       Hardway cab two, two out     0.0         0.0   \n",
       "25                              Lip slide pretzel     0.0         0.0   \n",
       "26                          Cap two from one four     0.0         0.0   \n",
       "27                                Switch back lip     0.0         0.0   \n",
       "\n",
       "    Lipslide  50-50  Nose Slide  Tail Slide  Blunt Slide   180  360  ...  \\\n",
       "0        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "1        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "2      150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "3        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "4        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "5        0.0    0.0         0.0       150.0          0.0   0.0  0.0  ...   \n",
       "6        0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "7        0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "8      150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "9        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "10       0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "11       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "12       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "13     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "14       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "15       0.0  100.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "16       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "17       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "18       0.0    0.0         0.0       150.0          0.0   0.0  0.0  ...   \n",
       "19     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "20       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "21       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "22       0.0    0.0         0.0         0.0          0.0  50.0  0.0  ...   \n",
       "23       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "24       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "25     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "26       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "27     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "\n",
       "    Tail Roll  Uncategorized_Slides  Uncategorized_Spins  Uncategorized_Grabs  \\\n",
       "0         0.0                     0                    0                    0   \n",
       "1         0.0                   100                    0                    0   \n",
       "2         0.0                     0                    0                    0   \n",
       "3         0.0                   100                    0                    0   \n",
       "4         0.0                     0                    0                    0   \n",
       "5         0.0                     0                    0                    0   \n",
       "6         0.0                     0                    0                    0   \n",
       "7         0.0                     0                    0                    0   \n",
       "8         0.0                     0                    0                    0   \n",
       "9         0.0                   100                    0                    0   \n",
       "10        0.0                     0                    0                    0   \n",
       "11        0.0                     0                    0                    0   \n",
       "12        0.0                     0                    0                    0   \n",
       "13        0.0                     0                    0                    0   \n",
       "14        0.0                     0                    0                    0   \n",
       "15        0.0                     0                    0                    0   \n",
       "16        0.0                   100                    0                    0   \n",
       "17        0.0                   100                    0                    0   \n",
       "18        0.0                     0                    0                    0   \n",
       "19        0.0                     0                    0                    0   \n",
       "20        0.0                     0                    0                    0   \n",
       "21        0.0                     0                    0                    0   \n",
       "22        0.0                     0                    0                    0   \n",
       "23        0.0                     0                    0                    0   \n",
       "24        0.0                   100                    0                    0   \n",
       "25        0.0                     0                    0                    0   \n",
       "26        0.0                   100                    0                    0   \n",
       "27        0.0                     0                    0                    0   \n",
       "\n",
       "    Uncategorized_Flips  Uncategorized_Jumps  Uncategorized_Buttering  \\\n",
       "0                     0                    0                        0   \n",
       "1                     0                    0                        0   \n",
       "2                     0                    0                        0   \n",
       "3                     0                    0                        0   \n",
       "4                     0                    0                        0   \n",
       "5                     0                    0                        0   \n",
       "6                     0                    0                        0   \n",
       "7                     0                    0                        0   \n",
       "8                     0                    0                        0   \n",
       "9                     0                    0                        0   \n",
       "10                    0                    0                        0   \n",
       "11                    0                    0                        0   \n",
       "12                    0                   50                        0   \n",
       "13                    0                    0                        0   \n",
       "14                    0                    0                        0   \n",
       "15                    0                    0                        0   \n",
       "16                    0                    0                        0   \n",
       "17                    0                    0                        0   \n",
       "18                    0                    0                        0   \n",
       "19                    0                    0                        0   \n",
       "20                    0                    0                        0   \n",
       "21                    0                    0                        0   \n",
       "22                    0                   50                        0   \n",
       "23                    0                    0                        0   \n",
       "24                    0                    0                        0   \n",
       "25                    0                    0                        0   \n",
       "26                    0                    0                        0   \n",
       "27                    0                    0                        0   \n",
       "\n",
       "    num_tricks  multiplier  score  \n",
       "0          0.0         1.0    0.0  \n",
       "1          1.0         1.0  100.0  \n",
       "2          1.0         1.0  150.0  \n",
       "3          1.0         1.0  100.0  \n",
       "4          1.0         1.0  100.0  \n",
       "5          2.0         1.5  450.0  \n",
       "6          2.0         1.5  450.0  \n",
       "7          1.0         1.0  200.0  \n",
       "8          1.0         1.0  150.0  \n",
       "9          1.0         1.0  100.0  \n",
       "10         1.0         1.0  200.0  \n",
       "11         1.0         1.0  100.0  \n",
       "12         2.0         1.5  375.0  \n",
       "13         1.0         1.0  150.0  \n",
       "14         1.0         1.0  100.0  \n",
       "15         1.0         1.0  100.0  \n",
       "16         1.0         1.0  100.0  \n",
       "17         1.0         1.0  100.0  \n",
       "18         1.0         1.0  150.0  \n",
       "19         1.0         1.0  150.0  \n",
       "20         1.0         1.0  100.0  \n",
       "21         1.0         1.0   50.0  \n",
       "22         3.0         2.0  800.0  \n",
       "23         1.0         1.0  200.0  \n",
       "24         1.0         1.0  100.0  \n",
       "25         1.0         1.0  150.0  \n",
       "26         1.0         1.0  100.0  \n",
       "27         1.0         1.0  150.0  \n",
       "\n",
       "[28 rows x 54 columns]"
      ]
     },
     "execution_count": 351,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trick_df3['num_tricks'] = trick_df3[scoring_cols].sum(axis=1)\n",
    "scoring_df = trick_df3.copy()\n",
    "scoring_cols = list(scoring_df.columns.drop(['Trick Name','num_tricks']))\n",
    "\n",
    "\n",
    "\n",
    "for trick in scoring_cols:\n",
    "    score = scoring_dict[trick]\n",
    "    scoring_df[trick] = scoring_df[trick] * score\n",
    "\n",
    "multiplier = (np.maximum(scoring_df['num_tricks'],1) - 1)*0.5 + 1\n",
    "scoring_df['multiplier'] = multiplier\n",
    "scoring_df['score'] = scoring_df[scoring_cols].sum(axis=1)*multiplier\n",
    "scoring_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 353,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(4975.0)"
      ]
     },
     "execution_count": 353,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_score = scoring_df['score'].sum()\n",
    "total_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>---</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  score\n",
       "22               Half cab, gnarly bag, rodeo five   800.0\n",
       "5                          Back tail same way 270   450.0\n",
       "6      Front blunt same way grab mute on the rail   450.0\n",
       "12  Back three, jump the whole rainbow, drag nose   375.0\n",
       "10                    Switch front blunt same way   200.0\n",
       "7                     Switch front blunt same way   200.0\n",
       "23                     Switch 50, slow back three   200.0\n",
       "27                                Switch back lip   150.0\n",
       "13                             Switch lip pretzel   150.0\n",
       "8                              Switch lip pretzel   150.0\n",
       "18                      Switch back tail same way   150.0\n",
       "25                              Lip slide pretzel   150.0\n",
       "2                                       Front lip   150.0\n",
       "19                                Switch back lip   150.0\n",
       "24                       Hardway cab two, two out   100.0\n",
       "26                          Cap two from one four   100.0\n",
       "20                             Switch front board   100.0\n",
       "14                            Front board pretzel   100.0\n",
       "17                             Hard way front two   100.0\n",
       "16                 Hard way back two off the toes   100.0\n",
       "15        Front side 50, backside swivel cap free   100.0\n",
       "1                             Back two in two out   100.0\n",
       "11                            Front board pretzel   100.0\n",
       "9          Hard way cap two back to rag down rail   100.0\n",
       "4                      Down flat down board slide   100.0\n",
       "3                                    Cap two pull   100.0\n",
       "21                          Cab step, double nose    50.0\n",
       "0                                             ---     0.0"
      ]
     },
     "execution_count": 354,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scoring_summary = scoring_df.sort_values(by='score',ascending=False)[['Trick Name','score']]\n",
    "scoring_summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>180</th>\n",
       "      <th>360</th>\n",
       "      <th>...</th>\n",
       "      <th>Tail Roll</th>\n",
       "      <th>Uncategorized_Slides</th>\n",
       "      <th>Uncategorized_Spins</th>\n",
       "      <th>Uncategorized_Grabs</th>\n",
       "      <th>Uncategorized_Flips</th>\n",
       "      <th>Uncategorized_Jumps</th>\n",
       "      <th>Uncategorized_Buttering</th>\n",
       "      <th>num_tricks</th>\n",
       "      <th>multiplier</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>450.0</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  Other  Boardslide  \\\n",
       "0                                             ---     0.0         0.0   \n",
       "1                             Back two in two out     0.0         0.0   \n",
       "2                                       Front lip     0.0         0.0   \n",
       "3                                    Cap two pull     0.0         0.0   \n",
       "4                      Down flat down board slide     0.0       100.0   \n",
       "5                          Back tail same way 270     0.0         0.0   \n",
       "6      Front blunt same way grab mute on the rail     0.0         0.0   \n",
       "7                     Switch front blunt same way     0.0         0.0   \n",
       "8                              Switch lip pretzel     0.0         0.0   \n",
       "9          Hard way cap two back to rag down rail     0.0         0.0   \n",
       "10                    Switch front blunt same way     0.0         0.0   \n",
       "11                            Front board pretzel     0.0       100.0   \n",
       "12  Back three, jump the whole rainbow, drag nose     0.0         0.0   \n",
       "13                             Switch lip pretzel     0.0         0.0   \n",
       "14                            Front board pretzel     0.0       100.0   \n",
       "15        Front side 50, backside swivel cap free     0.0         0.0   \n",
       "16                 Hard way back two off the toes     0.0         0.0   \n",
       "17                             Hard way front two     0.0         0.0   \n",
       "18                      Switch back tail same way     0.0         0.0   \n",
       "19                                Switch back lip     0.0         0.0   \n",
       "20                             Switch front board     0.0       100.0   \n",
       "21                          Cab step, double nose     0.0         0.0   \n",
       "22               Half cab, gnarly bag, rodeo five     0.0         0.0   \n",
       "23                     Switch 50, slow back three     0.0         0.0   \n",
       "24                       Hardway cab two, two out     0.0         0.0   \n",
       "25                              Lip slide pretzel     0.0         0.0   \n",
       "26                          Cap two from one four     0.0         0.0   \n",
       "27                                Switch back lip     0.0         0.0   \n",
       "\n",
       "    Lipslide  50-50  Nose Slide  Tail Slide  Blunt Slide   180  360  ...  \\\n",
       "0        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "1        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "2      150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "3        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "4        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "5        0.0    0.0         0.0       150.0          0.0   0.0  0.0  ...   \n",
       "6        0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "7        0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "8      150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "9        0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "10       0.0    0.0         0.0         0.0        200.0   0.0  0.0  ...   \n",
       "11       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "12       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "13     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "14       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "15       0.0  100.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "16       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "17       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "18       0.0    0.0         0.0       150.0          0.0   0.0  0.0  ...   \n",
       "19     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "20       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "21       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "22       0.0    0.0         0.0         0.0          0.0  50.0  0.0  ...   \n",
       "23       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "24       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "25     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "26       0.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "27     150.0    0.0         0.0         0.0          0.0   0.0  0.0  ...   \n",
       "\n",
       "    Tail Roll  Uncategorized_Slides  Uncategorized_Spins  Uncategorized_Grabs  \\\n",
       "0         0.0                     0                    0                    0   \n",
       "1         0.0                   100                    0                    0   \n",
       "2         0.0                     0                    0                    0   \n",
       "3         0.0                   100                    0                    0   \n",
       "4         0.0                     0                    0                    0   \n",
       "5         0.0                     0                    0                    0   \n",
       "6         0.0                     0                    0                    0   \n",
       "7         0.0                     0                    0                    0   \n",
       "8         0.0                     0                    0                    0   \n",
       "9         0.0                   100                    0                    0   \n",
       "10        0.0                     0                    0                    0   \n",
       "11        0.0                     0                    0                    0   \n",
       "12        0.0                     0                    0                    0   \n",
       "13        0.0                     0                    0                    0   \n",
       "14        0.0                     0                    0                    0   \n",
       "15        0.0                     0                    0                    0   \n",
       "16        0.0                   100                    0                    0   \n",
       "17        0.0                   100                    0                    0   \n",
       "18        0.0                     0                    0                    0   \n",
       "19        0.0                     0                    0                    0   \n",
       "20        0.0                     0                    0                    0   \n",
       "21        0.0                     0                    0                    0   \n",
       "22        0.0                     0                    0                    0   \n",
       "23        0.0                     0                    0                    0   \n",
       "24        0.0                   100                    0                    0   \n",
       "25        0.0                     0                    0                    0   \n",
       "26        0.0                   100                    0                    0   \n",
       "27        0.0                     0                    0                    0   \n",
       "\n",
       "    Uncategorized_Flips  Uncategorized_Jumps  Uncategorized_Buttering  \\\n",
       "0                     0                    0                        0   \n",
       "1                     0                    0                        0   \n",
       "2                     0                    0                        0   \n",
       "3                     0                    0                        0   \n",
       "4                     0                    0                        0   \n",
       "5                     0                    0                        0   \n",
       "6                     0                    0                        0   \n",
       "7                     0                    0                        0   \n",
       "8                     0                    0                        0   \n",
       "9                     0                    0                        0   \n",
       "10                    0                    0                        0   \n",
       "11                    0                    0                        0   \n",
       "12                    0                   50                        0   \n",
       "13                    0                    0                        0   \n",
       "14                    0                    0                        0   \n",
       "15                    0                    0                        0   \n",
       "16                    0                    0                        0   \n",
       "17                    0                    0                        0   \n",
       "18                    0                    0                        0   \n",
       "19                    0                    0                        0   \n",
       "20                    0                    0                        0   \n",
       "21                    0                    0                        0   \n",
       "22                    0                   50                        0   \n",
       "23                    0                    0                        0   \n",
       "24                    0                    0                        0   \n",
       "25                    0                    0                        0   \n",
       "26                    0                    0                        0   \n",
       "27                    0                    0                        0   \n",
       "\n",
       "    num_tricks  multiplier  score  \n",
       "0          0.0         1.0    0.0  \n",
       "1          1.0         1.0  100.0  \n",
       "2          1.0         1.0  150.0  \n",
       "3          1.0         1.0  100.0  \n",
       "4          1.0         1.0  100.0  \n",
       "5          2.0         1.5  450.0  \n",
       "6          2.0         1.5  450.0  \n",
       "7          1.0         1.0  200.0  \n",
       "8          1.0         1.0  150.0  \n",
       "9          1.0         1.0  100.0  \n",
       "10         1.0         1.0  200.0  \n",
       "11         1.0         1.0  100.0  \n",
       "12         2.0         1.5  375.0  \n",
       "13         1.0         1.0  150.0  \n",
       "14         1.0         1.0  100.0  \n",
       "15         1.0         1.0  100.0  \n",
       "16         1.0         1.0  100.0  \n",
       "17         1.0         1.0  100.0  \n",
       "18         1.0         1.0  150.0  \n",
       "19         1.0         1.0  150.0  \n",
       "20         1.0         1.0  100.0  \n",
       "21         1.0         1.0   50.0  \n",
       "22         3.0         2.0  800.0  \n",
       "23         1.0         1.0  200.0  \n",
       "24         1.0         1.0  100.0  \n",
       "25         1.0         1.0  150.0  \n",
       "26         1.0         1.0  100.0  \n",
       "27         1.0         1.0  150.0  \n",
       "\n",
       "[28 rows x 54 columns]"
      ]
     },
     "execution_count": 365,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scoring_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Half cab, gnarly bag, rodeo five \n"
     ]
    },
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick</th>\n",
       "      <th>Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>180</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Rodeo</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Uncategorized_Jumps</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>num_tricks</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>multiplier</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>score</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Trick  Score\n",
       "7                   180   50.0\n",
       "33                Rodeo  300.0\n",
       "48  Uncategorized_Jumps     50\n",
       "50           num_tricks    3.0\n",
       "51           multiplier    2.0\n",
       "52                score  800.0"
      ]
     },
     "execution_count": 371,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_trick = scoring_df.sort_values(by='score',ascending=False).iloc[0,1:].reset_index()\n",
    "trick_name = scoring_df.sort_values(by='score',ascending=False).iloc[0,0]\n",
    "print(trick_name)\n",
    "best_trick.columns = ['Trick','Score']\n",
    "best_trick[best_trick['Score'] > 0]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Trick Name Boardslide Lipslide 50-50  \\\n",
       "NaN                                            ---        ---      ---   ---    \n",
       "NaN                            Back two in two out          0        0     0    \n",
       "NaN                                      Front lip          0        1     0    \n",
       "NaN                                   Cap two pull          0        0     0    \n",
       "NaN                     Down flat down board slide          1        0     0    \n",
       "NaN                         Back tail same way 270          0        0     0    \n",
       "NaN     Front blunt same way grab mute on the rail          0        0     0    \n",
       "NaN                    Switch front blunt same way          0        0     0    \n",
       "NaN                             Switch lip pretzel          0        1     0    \n",
       "NaN         Hard way cap two back to rag down rail          0        0     0    \n",
       "NaN                    Switch front blunt same way          0        0     0    \n",
       "NaN                            Front board pretzel          0        0     0    \n",
       "NaN  Back three, jump the whole rainbow, drag nose          0        0     0    \n",
       "NaN                             Switch lip pretzel          0        1     0    \n",
       "NaN                            Front board pretzel          0        0     0    \n",
       "NaN        Front side 50, backside swivel cap free          0        0     1    \n",
       "NaN                 Hard way back two off the toes          0        0     0    \n",
       "NaN                             Hard way front two          0        0     0    \n",
       "NaN                      Switch back tail same way          0        0     0    \n",
       "NaN                                Switch back lip          0        1     0    \n",
       "NaN                             Switch front board          0        0     0    \n",
       "NaN                          Cab step, double nose          0        0     0    \n",
       "NaN               Half cab, gnarly bag, rodeo five          0        0     0    \n",
       "NaN                     Switch 50, slow back three          0        0     1    \n",
       "NaN                       Hardway cab two, two out          0        0     0    \n",
       "NaN                              Lip slide pretzel          0        1     0    \n",
       "NaN                          Cap two from one four          0        0     0    \n",
       "NaN                                Switch back lip          0        1     0    \n",
       "\n",
       "    Nose Slide Tail Slide Blunt Slide  Unnamed: 7  \n",
       "NaN       ---        ---         ---          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          1           0          NaN  \n",
       "NaN         0          0           1          NaN  \n",
       "NaN         0          0           1          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           1          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         1          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          1           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         1          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  \n",
       "NaN         0          0           0          NaN  "
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def slide_categories_table(transcript):\n",
    "    \n",
    "    from groq import Groq\n",
    "\n",
    "    groq_client = Groq()\n",
    "    \n",
    "    transcript = list(transcript)\n",
    "    system_prompt = \"\"\"\n",
    "You are an AI trained to categorize snowboard tricks into predefined categories. \n",
    "The categories are:\n",
    "\n",
    "Boardslide: Sliding with the board perpendicular to the rail.\n",
    "Lipslide: Approaching from the opposite side and sliding with the board perpendicular to the rail.\n",
    "50-50: Sliding straight along a rail with the board parallel.\n",
    "Nose Slide: Sliding on the nose of the board.\n",
    "Tail Slide: Sliding on the tail of the board.\n",
    "Blunt Slide: Sliding on the tail of the board with the nose raised.\n",
    "\n",
    "\n",
    "For each trick or list of tricks provided, you will determine which categories each trick falls into and provide a binary indicator (1 or 0) for each category. A trick\n",
    "can fall into multiple categories. \n",
    "If the trick provided is invalid or null, then the binary indicator should be set to 0 for each category. \n",
    "\n",
    "\n",
    "The output columns should be: \n",
    "\n",
    "[Trick Name, Boardslide, Lipslide, 50-50, Nose Slide, Tail Slide, Blunt Slide]\n",
    " \n",
    "The output for each trick should be in a table format with a column for the trick and then a column for each category\n",
    "and the values being 1 or 0 for all columns. Do not provide a text explanation or a text introduction. Only return a table. \n",
    "Keep going until all items in the list are processed. \n",
    "\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "    user_prompt = \"\"\"\n",
    "    Please categorize the following snowboard trick(s):\n",
    "\n",
    "    [{transcript}]\n",
    "    \"\"\".format(transcript=transcript)\n",
    "    \n",
    "    \n",
    "    \n",
    "    completion = groq_client.chat.completions.create(\n",
    "        model=\"llama3-70b-8192\",\n",
    "        messages=[\n",
    "        {\"role\": \"system\", \"content\": system_prompt},\n",
    "        {\"role\": \"user\", \"content\": user_prompt},\n",
    "    ],\n",
    "        temperature=.5,\n",
    "        max_tokens=1024,\n",
    "        top_p=1,\n",
    "        stream=False,\n",
    "        stop=None,\n",
    "    )\n",
    "\n",
    "    return completion.choices[0].message.content\n",
    "\n",
    "\n",
    "\n",
    "slide_cats=slide_categories_table(df['Trick Description'])\n",
    "slide_cats = format_table(slide_cats) \n",
    "\n",
    "\n",
    "slide_cats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Trick Name  Boardslide  Lipslide  \\\n",
       "NaN                                            ---          NaN       NaN   \n",
       "NaN                            Back two in two out          0.0       0.0   \n",
       "NaN                                      Front lip          0.0       1.0   \n",
       "NaN                                   Cap two pull          0.0       0.0   \n",
       "NaN                     Down flat down board slide          1.0       0.0   \n",
       "NaN                         Back tail same way 270          0.0       0.0   \n",
       "NaN     Front blunt same way grab mute on the rail          0.0       0.0   \n",
       "NaN                    Switch front blunt same way          0.0       0.0   \n",
       "NaN                             Switch lip pretzel          0.0       1.0   \n",
       "NaN         Hard way cap two back to rag down rail          0.0       0.0   \n",
       "NaN                    Switch front blunt same way          0.0       0.0   \n",
       "NaN                            Front board pretzel          0.0       0.0   \n",
       "NaN  Back three, jump the whole rainbow, drag nose          0.0       0.0   \n",
       "NaN                             Switch lip pretzel          0.0       1.0   \n",
       "NaN                            Front board pretzel          0.0       0.0   \n",
       "NaN        Front side 50, backside swivel cap free          0.0       0.0   \n",
       "NaN                 Hard way back two off the toes          0.0       0.0   \n",
       "NaN                             Hard way front two          0.0       0.0   \n",
       "NaN                      Switch back tail same way          0.0       0.0   \n",
       "NaN                                Switch back lip          0.0       1.0   \n",
       "NaN                             Switch front board          0.0       0.0   \n",
       "NaN                          Cab step, double nose          0.0       0.0   \n",
       "NaN               Half cab, gnarly bag, rodeo five          0.0       0.0   \n",
       "NaN                     Switch 50, slow back three          0.0       0.0   \n",
       "NaN                       Hardway cab two, two out          0.0       0.0   \n",
       "NaN                              Lip slide pretzel          0.0       1.0   \n",
       "NaN                          Cap two from one four          0.0       0.0   \n",
       "NaN                                Switch back lip          0.0       1.0   \n",
       "\n",
       "     50-50  Nose Slide  Tail Slide  Blunt Slide  Unnamed: 7  \n",
       "NaN    NaN         NaN         NaN          NaN         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         1.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         1.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    1.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         1.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         1.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    1.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN    0.0         0.0         0.0          0.0         NaN  "
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slide_numcols = [col for col in slide_cats.columns if 'Trick' not in col]\n",
    "slide_cats[slide_numcols] = slide_cats[slide_numcols].apply(lambda row: pd.to_numeric(row, errors='coerce'),axis=0)\n",
    "slide_cats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Grabs</th>\n",
       "      <th>Spins</th>\n",
       "      <th>Flips</th>\n",
       "      <th>Jumps</th>\n",
       "      <th>Slides</th>\n",
       "      <th>Buttering</th>\n",
       "      <th>Other</th>\n",
       "      <th>New Category</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NaN</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Trick Name  Grabs  Spins  Flips  \\\n",
       "NaN                                            ---     NaN    NaN    NaN   \n",
       "NaN                            Back two in two out     0.0    0.0    0.0   \n",
       "NaN                                      Front lip     0.0    0.0    0.0   \n",
       "NaN                                   Cap two pull     0.0    0.0    0.0   \n",
       "NaN                     Down flat down board slide     0.0    0.0    0.0   \n",
       "NaN                         Back tail same way 270     0.0    1.0    0.0   \n",
       "NaN     Front blunt same way grab mute on the rail     1.0    0.0    0.0   \n",
       "NaN                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "NaN                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "NaN         Hard way cap two back to rag down rail     0.0    0.0    0.0   \n",
       "NaN                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "NaN                            Front board pretzel     0.0    0.0    0.0   \n",
       "NaN  Back three, jump the whole rainbow, drag nose     0.0    1.0    0.0   \n",
       "NaN                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "NaN                            Front board pretzel     0.0    0.0    0.0   \n",
       "NaN        Front side 50, backside swivel cap free     0.0    0.0    0.0   \n",
       "NaN                 Hard way back two off the toes     0.0    0.0    0.0   \n",
       "NaN                             Hard way front two     0.0    0.0    0.0   \n",
       "NaN                      Switch back tail same way     0.0    0.0    0.0   \n",
       "NaN                                Switch back lip     0.0    0.0    0.0   \n",
       "NaN                             Switch front board     0.0    0.0    0.0   \n",
       "NaN                          Cab step, double nose     0.0    0.0    0.0   \n",
       "NaN               Half cab, gnarly bag, rodeo five     0.0    1.0    1.0   \n",
       "NaN                     Switch 50, slow back three     0.0    1.0    0.0   \n",
       "NaN                       Hardway cab two, two out     0.0    0.0    0.0   \n",
       "NaN                              Lip slide pretzel     0.0    0.0    0.0   \n",
       "NaN                          Cap two from one four     0.0    0.0    0.0   \n",
       "NaN                                Switch back lip     0.0    0.0    0.0   \n",
       "\n",
       "     Jumps  Slides  Buttering  Other New Category  Unnamed: 9  Boardslide  \\\n",
       "NaN    NaN     NaN        NaN    NaN         ---          NaN         NaN   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         1.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "NaN    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "\n",
       "     Lipslide  50-50  Nose Slide  Tail Slide  Blunt Slide  Unnamed: 7  \n",
       "NaN       NaN    NaN         NaN         NaN          NaN         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         1.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         1.0         0.0          0.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    1.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         1.0          0.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         1.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    1.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "NaN       1.0    0.0         0.0         0.0          0.0         NaN  "
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([trick_df,slide_cats[slide_numcols]],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Trick Name</th>\n",
       "      <th>Grabs</th>\n",
       "      <th>Spins</th>\n",
       "      <th>Flips</th>\n",
       "      <th>Jumps</th>\n",
       "      <th>Slides</th>\n",
       "      <th>Buttering</th>\n",
       "      <th>Other</th>\n",
       "      <th>New Category</th>\n",
       "      <th>Unnamed: 9</th>\n",
       "      <th>Boardslide</th>\n",
       "      <th>Lipslide</th>\n",
       "      <th>50-50</th>\n",
       "      <th>Nose Slide</th>\n",
       "      <th>Tail Slide</th>\n",
       "      <th>Blunt Slide</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>---</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Back two in two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Front lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cap two pull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Down flat down board slide</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Back tail same way 270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Front blunt same way grab mute on the rail</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Hard way cap two back to rag down rail</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Switch front blunt same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Back three, jump the whole rainbow, drag nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Switch lip pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Front board pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Front side 50, backside swivel cap free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Hard way back two off the toes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Hard way front two</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Switch back tail same way</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Switch front board</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Cab step, double nose</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Half cab, gnarly bag, rodeo five</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Switch 50, slow back three</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Hardway cab two, two out</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Lip slide pretzel</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Cap two from one four</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Switch back lip</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Trick Name  Grabs  Spins  Flips  \\\n",
       "0                                             ---     NaN    NaN    NaN   \n",
       "1                             Back two in two out     0.0    0.0    0.0   \n",
       "2                                       Front lip     0.0    0.0    0.0   \n",
       "3                                    Cap two pull     0.0    0.0    0.0   \n",
       "4                      Down flat down board slide     0.0    0.0    0.0   \n",
       "5                          Back tail same way 270     0.0    1.0    0.0   \n",
       "6      Front blunt same way grab mute on the rail     1.0    0.0    0.0   \n",
       "7                     Switch front blunt same way     0.0    0.0    0.0   \n",
       "8                     Switch front blunt same way     0.0    0.0    0.0   \n",
       "9                              Switch lip pretzel     0.0    0.0    0.0   \n",
       "10                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "11         Hard way cap two back to rag down rail     0.0    0.0    0.0   \n",
       "12                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "13                    Switch front blunt same way     0.0    0.0    0.0   \n",
       "14                            Front board pretzel     0.0    0.0    0.0   \n",
       "15                            Front board pretzel     0.0    0.0    0.0   \n",
       "16  Back three, jump the whole rainbow, drag nose     0.0    1.0    0.0   \n",
       "17                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "18                             Switch lip pretzel     0.0    0.0    0.0   \n",
       "19                            Front board pretzel     0.0    0.0    0.0   \n",
       "20                            Front board pretzel     0.0    0.0    0.0   \n",
       "21        Front side 50, backside swivel cap free     0.0    0.0    0.0   \n",
       "22                 Hard way back two off the toes     0.0    0.0    0.0   \n",
       "23                             Hard way front two     0.0    0.0    0.0   \n",
       "24                      Switch back tail same way     0.0    0.0    0.0   \n",
       "25                                Switch back lip     0.0    0.0    0.0   \n",
       "26                                Switch back lip     0.0    0.0    0.0   \n",
       "27                             Switch front board     0.0    0.0    0.0   \n",
       "28                          Cab step, double nose     0.0    0.0    0.0   \n",
       "29               Half cab, gnarly bag, rodeo five     0.0    1.0    1.0   \n",
       "30                     Switch 50, slow back three     0.0    1.0    0.0   \n",
       "31                       Hardway cab two, two out     0.0    0.0    0.0   \n",
       "32                              Lip slide pretzel     0.0    0.0    0.0   \n",
       "33                          Cap two from one four     0.0    0.0    0.0   \n",
       "34                                Switch back lip     0.0    0.0    0.0   \n",
       "35                                Switch back lip     0.0    0.0    0.0   \n",
       "\n",
       "    Jumps  Slides  Buttering  Other New Category  Unnamed: 9  Boardslide  \\\n",
       "0     NaN     NaN        NaN    NaN         ---          NaN         NaN   \n",
       "1     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "2     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "3     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "4     0.0     1.0        0.0    0.0          NaN         NaN         1.0   \n",
       "5     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "6     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "7     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "8     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "9     0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "10    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "11    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "12    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "13    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "14    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "15    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "16    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "17    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "18    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "19    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "20    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "21    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "22    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "23    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "24    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "25    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "26    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "27    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "28    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "29    1.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "30    0.0     0.0        0.0    0.0          NaN         NaN         0.0   \n",
       "31    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "32    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "33    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "34    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "35    0.0     1.0        0.0    0.0          NaN         NaN         0.0   \n",
       "\n",
       "    Lipslide  50-50  Nose Slide  Tail Slide  Blunt Slide  Unnamed: 7  \n",
       "0        NaN    NaN         NaN         NaN          NaN         NaN  \n",
       "1        0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "2        1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "3        0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "4        0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "5        0.0    0.0         0.0         1.0          0.0         NaN  \n",
       "6        0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "7        0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "8        0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "9        1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "10       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "11       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "12       0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "13       0.0    0.0         0.0         0.0          1.0         NaN  \n",
       "14       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "15       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "16       0.0    0.0         1.0         0.0          0.0         NaN  \n",
       "17       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "18       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "19       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "20       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "21       0.0    1.0         0.0         0.0          0.0         NaN  \n",
       "22       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "23       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "24       0.0    0.0         0.0         1.0          0.0         NaN  \n",
       "25       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "26       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "27       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "28       0.0    0.0         1.0         0.0          0.0         NaN  \n",
       "29       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "30       0.0    1.0         0.0         0.0          0.0         NaN  \n",
       "31       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "32       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "33       0.0    0.0         0.0         0.0          0.0         NaN  \n",
       "34       1.0    0.0         0.0         0.0          0.0         NaN  \n",
       "35       1.0    0.0         0.0         0.0          0.0         NaN  "
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([trick_df,slide_cats], on='Trick Name',how='left')"
   ]
  }
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