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more snippiots
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‎prussian_horse_kick_dataframe.ipynb ‎.ipynb_checkpoints/dataset_prussian_horse_kicks-checkpoint.ipynb

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‎.ipynb_checkpoints/dataset_war_of_five_kings-checkpoint.ipynb

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{
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"metadata": {
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"name": "",
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"signature": "sha256:d7e5db7147616b61d130ddfdd921a96d5276198a33e417481c36d81f3faa06c0"
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},
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"nbformat": 3,
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"nbformat_minor": 0,
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"worksheets": [
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Battle of Five Kings Dataset\n",
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"\n",
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"This snippit was written by [Chris R. Albon](http://www.chrisralbon.com/) and is part of his collection of [well-documented Python snippits](https://github.com/chrisalbon/code_py). All code is written in Python 3 in iPython notebook and offered under the [Creative Commons Attribution-ShareAlike 4.0 International License](http://creativecommons.org/licenses/by-sa/4.0/).\n",
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"\n",
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"Based on: https://github.com/chrisalbon/war_of_the_five_kings_dataset"
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]
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"# Import modules\n",
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"import pandas as pd\n",
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"\n",
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"# Set ipython's max row display\n",
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"pd.set_option('display.max_row', 1000)\n",
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"\n",
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"# Set iPython's max column width to 50\n",
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"pd.set_option('display.max_columns', 50)"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 6
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"df = pd.read_csv('https://www.dropbox.com/s/52cb7kcflr8qm2u/5kings_battles_v1.csv?dl=1')\n",
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"df.head()"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"html": [
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"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>name</th>\n",
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" <th>year</th>\n",
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" <th>battle_number</th>\n",
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" <th>attacker_king</th>\n",
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" <th>defender_king</th>\n",
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" <th>attacker_1</th>\n",
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" <th>attacker_2</th>\n",
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" <th>attacker_3</th>\n",
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" <th>attacker_4</th>\n",
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" <th>defender_1</th>\n",
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" <th>defender_2</th>\n",
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" <th>defender_3</th>\n",
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" <th>defender_4</th>\n",
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" <th>attacker_outcome</th>\n",
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" <th>battle_type</th>\n",
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" <th>major_death</th>\n",
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" <th>major_capture</th>\n",
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" <th>attacker_size</th>\n",
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" <th>defender_size</th>\n",
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" <th>attacker_commander</th>\n",
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" <th>defender_commander</th>\n",
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" <th>summer</th>\n",
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" <th>location</th>\n",
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" <th>region</th>\n",
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" <th>note</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td> Battle of the Golden Tooth</td>\n",
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" <td> 298</td>\n",
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" <td> 1</td>\n",
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" <td> Joffrey/Tommen Baratheon</td>\n",
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" <td> Robb Stark</td>\n",
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" <td> Lannister</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Tully</td>\n",
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" <td> NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td> win</td>\n",
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" <td> pitched battle</td>\n",
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" <td> 1</td>\n",
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" <td> 0</td>\n",
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" <td> 15000</td>\n",
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" <td> 4000</td>\n",
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" <td> Jaime Lannister</td>\n",
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" <td> Clement Piper, Vance</td>\n",
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" <td> 1</td>\n",
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" <td> Golden Tooth</td>\n",
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" <td> The Westerlands</td>\n",
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" <td> NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td> Battle at the Mummer's Ford</td>\n",
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" <td> 298</td>\n",
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" <td> 2</td>\n",
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" <td> Joffrey/Tommen Baratheon</td>\n",
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" <td> Robb Stark</td>\n",
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" <td> Lannister</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Baratheon</td>\n",
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" <td> NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td> win</td>\n",
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" <td> ambush</td>\n",
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" <td> 1</td>\n",
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" <td> 0</td>\n",
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" <td> NaN</td>\n",
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" <td> 120</td>\n",
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" <td> Gregor Clegane</td>\n",
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" <td> Beric Dondarrion</td>\n",
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" <td> 1</td>\n",
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" <td> Mummer's Ford</td>\n",
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" <td> The Riverlands</td>\n",
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" <td> NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td> Battle of Riverrun</td>\n",
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" <td> 298</td>\n",
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" <td> 3</td>\n",
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" <td> Joffrey/Tommen Baratheon</td>\n",
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" <td> Robb Stark</td>\n",
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" <td> Lannister</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Tully</td>\n",
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" <td> NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td> win</td>\n",
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" <td> pitched battle</td>\n",
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" <td> 0</td>\n",
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" <td> 1</td>\n",
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" <td> 15000</td>\n",
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" <td> 10000</td>\n",
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" <td> Jaime Lannister, Andros Brax</td>\n",
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" <td> Edmure Tully, Tytos Blackwood</td>\n",
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" <td> 1</td>\n",
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" <td> Riverrun</td>\n",
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" <td> The Riverlands</td>\n",
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" <td> NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td> Battle of the Green Fork</td>\n",
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" <td> 298</td>\n",
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" <td> 4</td>\n",
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" <td> Robb Stark</td>\n",
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" <td> Joffrey/Tommen Baratheon</td>\n",
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" <td> Stark</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Lannister</td>\n",
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" <td> NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td> loss</td>\n",
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" <td> pitched battle</td>\n",
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" <td> 1</td>\n",
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" <td> 1</td>\n",
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" <td> 18000</td>\n",
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" <td> 20000</td>\n",
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" <td> Roose Bolton, Wylis Manderly, Medger Cerwyn, H...</td>\n",
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" <td> Tywin Lannister, Gregor Clegane, Kevan Lannist...</td>\n",
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" <td> 1</td>\n",
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" <td> Green Fork</td>\n",
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" <td> The Riverlands</td>\n",
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" <td> NaN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td> Battle of the Whispering Wood</td>\n",
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" <td> 298</td>\n",
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" <td> 5</td>\n",
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" <td> Robb Stark</td>\n",
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" <td> Joffrey/Tommen Baratheon</td>\n",
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" <td> Stark</td>\n",
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" <td> Tully</td>\n",
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" <td> NaN</td>\n",
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" <td> NaN</td>\n",
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" <td> Lannister</td>\n",
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" <td> NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td> win</td>\n",
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" <td> ambush</td>\n",
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" <td> 1</td>\n",
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" <td> 1</td>\n",
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" <td> 1875</td>\n",
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" <td> 6000</td>\n",
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" <td> Robb Stark, Brynden Tully</td>\n",
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" <td> Jaime Lannister</td>\n",
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" <td> 1</td>\n",
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" <td> Whispering Wood</td>\n",
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" <td> The Riverlands</td>\n",
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" <td> NaN</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"metadata": {},
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"output_type": "pyout",
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"prompt_number": 7,
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"text": [
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" name year battle_number \\\n",
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"0 Battle of the Golden Tooth 298 1 \n",
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"1 Battle at the Mummer's Ford 298 2 \n",
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"2 Battle of Riverrun 298 3 \n",
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"3 Battle of the Green Fork 298 4 \n",
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"4 Battle of the Whispering Wood 298 5 \n",
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"\n",
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" attacker_king defender_king attacker_1 attacker_2 \\\n",
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"0 Joffrey/Tommen Baratheon Robb Stark Lannister NaN \n",
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"1 Joffrey/Tommen Baratheon Robb Stark Lannister NaN \n",
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"2 Joffrey/Tommen Baratheon Robb Stark Lannister NaN \n",
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"3 Robb Stark Joffrey/Tommen Baratheon Stark NaN \n",
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"4 Robb Stark Joffrey/Tommen Baratheon Stark Tully \n",
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"\n",
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" attacker_3 attacker_4 defender_1 defender_2 defender_3 defender_4 \\\n",
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"0 NaN NaN Tully NaN NaN NaN \n",
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"1 NaN NaN Baratheon NaN NaN NaN \n",
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"2 NaN NaN Tully NaN NaN NaN \n",
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"3 NaN NaN Lannister NaN NaN NaN \n",
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"4 NaN NaN Lannister NaN NaN NaN \n",
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"\n",
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" attacker_outcome battle_type major_death major_capture attacker_size \\\n",
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"0 win pitched battle 1 0 15000 \n",
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"1 win ambush 1 0 NaN \n",
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"2 win pitched battle 0 1 15000 \n",
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"3 loss pitched battle 1 1 18000 \n",
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"4 win ambush 1 1 1875 \n",
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"\n",
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" defender_size attacker_commander \\\n",
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"0 4000 Jaime Lannister \n",
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"1 120 Gregor Clegane \n",
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"2 10000 Jaime Lannister, Andros Brax \n",
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"3 20000 Roose Bolton, Wylis Manderly, Medger Cerwyn, H... \n",
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"4 6000 Robb Stark, Brynden Tully \n",
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"\n",
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" defender_commander summer location \\\n",
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"0 Clement Piper, Vance 1 Golden Tooth \n",
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"1 Beric Dondarrion 1 Mummer's Ford \n",
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"2 Edmure Tully, Tytos Blackwood 1 Riverrun \n",
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"3 Tywin Lannister, Gregor Clegane, Kevan Lannist... 1 Green Fork \n",
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"4 Jaime Lannister 1 Whispering Wood \n",
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"\n",
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" region note \n",
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"0 The Westerlands NaN \n",
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"1 The Riverlands NaN \n",
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"2 The Riverlands NaN \n",
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"3 The Riverlands NaN \n",
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"4 The Riverlands NaN "
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]
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}
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],
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"prompt_number": 7
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [],
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"language": "python",
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"metadata": {},
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"outputs": []
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}
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],
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"metadata": {}
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}
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]
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}

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