{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization of Pokémon Data and Battle Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "- [*section 1*](#1.0) Data pre-processing\n", " - [*section 1.1*](#1.1) Introduction of the dataset\n", " - [*section 1.2*](#1.2) Data clean\n", "- [*section 2*](#2.0) Overall data visualization\n", " - [*section 2.1*](#2.1) Generation and legendary\n", " - [*section 2.2*](#2.2) Type\n", " - [*section 2.3*](#2.3) Base stats\n", " - [*section 2.4*](#2.4) Categorizations by base stats\n", " - [*section 2.5*](#2.5) Stats radar map\n", "- [*section 3*](#3.0) Battle simulation\n", " - [*section 3.1*](#3.1) Battle mechanism\n", " - [*section 3.2*](#3.2) Battle result\n", "- [*section 4*](#4.0) The last" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1. Data pre-processing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 1.1 Introduction of the dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `raw_data` used here is downloaded from kaggle(site:https://www.kaggle.com/rounakbanik/pokemon), which contains information on 801 Pokémons from seven generations. (The latest edition is now in eighth generation.) However, the full list of the first seven generations should contain 809 Pokémons, so the missing parts was sorted out from https://wiki.52poke.com/wiki/%E4%B8%BB%E9%A1%B5. The dataset provides 41 indicators including name, base stats, type, performance against other types and some other characteristics, but only some key indicators will be analysed here." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 809 entries, 0 to 808\n", "Data columns (total 41 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 abilities 809 non-null object \n", " 1 against_bug 809 non-null float64\n", " 2 against_dark 809 non-null float64\n", " 3 against_dragon 809 non-null float64\n", " 4 against_electric 809 non-null float64\n", " 5 against_fairy 809 non-null float64\n", " 6 against_fighting 809 non-null float64\n", " 7 against_fire 809 non-null float64\n", " 8 against_flying 809 non-null float64\n", " 9 against_ghost 809 non-null float64\n", " 10 against_grass 809 non-null float64\n", " 11 against_ground 809 non-null float64\n", " 12 against_ice 809 non-null float64\n", " 13 against_normal 809 non-null float64\n", " 14 against_poison 809 non-null float64\n", " 15 against_psychic 809 non-null float64\n", " 16 against_rock 809 non-null float64\n", " 17 against_steel 809 non-null float64\n", " 18 against_water 809 non-null float64\n", " 19 attack 809 non-null int64 \n", " 20 base_egg_steps 809 non-null int64 \n", " 21 base_happiness 809 non-null int64 \n", " 22 base_total 809 non-null int64 \n", " 23 capture_rate 809 non-null object \n", " 24 classfication 809 non-null object \n", " 25 defense 809 non-null int64 \n", " 26 experience_growth 809 non-null int64 \n", " 27 height_m 794 non-null float64\n", " 28 hp 809 non-null int64 \n", " 29 japanese_name 809 non-null object \n", " 30 name 809 non-null object \n", " 31 percentage_male 703 non-null float64\n", " 32 pokedex_number 809 non-null int64 \n", " 33 sp_attack 809 non-null int64 \n", " 34 sp_defense 809 non-null int64 \n", " 35 speed 809 non-null int64 \n", " 36 type1 809 non-null object \n", " 37 type2 414 non-null object \n", " 38 weight_kg 794 non-null float64\n", " 39 generation 809 non-null int64 \n", " 40 legendary 809 non-null int64 \n", "dtypes: float64(21), int64(13), object(7)\n", "memory usage: 259.3+ KB\n" ] } ], "source": [ "raw_data = pd.read_csv('Pokemon.csv')\n", "raw_data.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 1.2 Data clean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following indicators will be selected for further analysis:\n", "\n", "- `'generation'`: indicate which generation the Pokémon was first introduced\n", "- `'ledendary'`: indicates whether a Pokémon is a legendary one, 1 means legendary, 0 means ordinary\n", "- `'name'`: English name of the Pokémon \n", "- `'type1'`,`'type2'`: the type of the Pokémons, some of them have dual type\n", "- `'hp'`,`'attack'`,`'defense'`,`'sp_attack'`,`'sp_defense'`,`'speed'`,`'base_total'`: base stats of six factors and their sum\n", "- `'against_*'`: performance against other types (`'*'` means each type) ([*back to 3.1*](#3.1))\n", "\n", "The `'against_*'` seems kind of complex, so these columns name will be changed into `'*'`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# use `.replace` to cut out the \"against_\"\n", "raw_data.columns = raw_data.columns.map(lambda x: x.replace(\"against_\",\"\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Use the following list `main` to extract the `data` from the `raw_data`. It's worth noting that the dataset has already sorted the Pokémon in order. So there is no need to reset new index. Moreover, the `type_list` is a list represented the performance against other types. But it can also be used as a list of type name in [*section 2.2*](#2.2.1). And we can tell from the `raw_data.info()` that only `'type2'` has missing values in `data`, which means that 395 Pokémons only have one type.([*back to 2.3*](#2.3))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generationlegendarynametype1type2base_totalhpattackdefensesp_attack...ghostgrassgroundicenormalpoisonpsychicrocksteelwater
010Bulbasaurgrasspoison31845494965...1.00.251.02.01.01.02.01.01.00.5
110Ivysaurgrasspoison40560626380...1.00.251.02.01.01.02.01.01.00.5
210Venusaurgrasspoison62580100123122...1.00.251.02.01.01.02.01.01.00.5
310CharmanderfireNaN30939524360...1.00.502.00.51.01.01.02.00.52.0
410CharmeleonfireNaN40558645880...1.00.502.00.51.01.01.02.00.52.0
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" ], "text/plain": [ " generation legendary name type1 type2 base_total hp attack \\\n", "0 1 0 Bulbasaur grass poison 318 45 49 \n", "1 1 0 Ivysaur grass poison 405 60 62 \n", "2 1 0 Venusaur grass poison 625 80 100 \n", "3 1 0 Charmander fire NaN 309 39 52 \n", "4 1 0 Charmeleon fire NaN 405 58 64 \n", "\n", " defense sp_attack ... ghost grass ground ice normal poison \\\n", "0 49 65 ... 1.0 0.25 1.0 2.0 1.0 1.0 \n", "1 63 80 ... 1.0 0.25 1.0 2.0 1.0 1.0 \n", "2 123 122 ... 1.0 0.25 1.0 2.0 1.0 1.0 \n", "3 43 60 ... 1.0 0.50 2.0 0.5 1.0 1.0 \n", "4 58 80 ... 1.0 0.50 2.0 0.5 1.0 1.0 \n", "\n", " psychic rock steel water \n", "0 2.0 1.0 1.0 0.5 \n", "1 2.0 1.0 1.0 0.5 \n", "2 2.0 1.0 1.0 0.5 \n", "3 1.0 2.0 0.5 2.0 \n", "4 1.0 2.0 0.5 2.0 \n", "\n", "[5 rows x 30 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# `main` is combined by three list \n", "basic_list = ['generation', 'legendary', 'name', 'type1', 'type2']\n", "stats_list = ['base_total', 'hp', 'attack', 'defense', \n", " 'sp_attack', 'sp_defense', 'speed']\n", "type_list = list(raw_data.columns[1:19]) \n", "main = basic_list + stats_list + type_list \n", "\n", "data = raw_data.loc[:,main]\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2.Overall data visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.1 Generation and legendary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will count the number of Pokémons in different generations (whether it's legendary as a subdivision standard) Fisrtly, we have to create `ordinary` and `legendary` to store the number of different kinds of Pokémons." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 17.1 ms\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " G1 G2 G3 G4 G5 G6 G7\n", "ordinary 146 94 125 94 143 66 63\n", "legendary 5 6 10 13 13 6 25\n", "total 151 100 135 107 156 72 88" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# create two empty array to store data\n", "ordinary = np.zeros(7)\n", "legendary = np.zeros(7)\n", "\n", "# run a loop for each generation\n", "for g in range(7):\n", " for l in [0,1]:\n", " # give the codition to extract corresponding data\n", " judge = (data['generation'] == g+1) & (data['legendary'] == l)\n", " \n", " if l == 0:\n", " # get the ordinary Pokémon in each generation\n", " ordinary[g] = data.loc[judge]['name'].count()\n", " else:\n", " # get the legendary Pokémon in each generation\n", " legendary[g] = data.loc[judge]['name'].count()\n", "\n", "# the elements in two list are all float\n", "# quantity should be int\n", "ordinary = ordinary.astype(int)\n", "legendary = legendary.astype(int)\n", "\n", "# create a dataframe\n", "total = ordinary + legendary\n", "index = np.array(('ordinary','legendary', 'total'))\n", "columns = np.array([f'G{i+1}' for i in range(7)])\n", "pd.DataFrame(data=(ordinary, legendary, total),\n", " index=index, columns=columns)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 15.3 ms\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " G1 G2 G3 G4 G5 G6 G7\n", "ordinary 146 94 125 94 143 66 63\n", "legendary 5 6 10 13 13 6 25\n", "total 151 100 135 107 156 72 88" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# shorter one but the same as above\n", "ordinary_and_legendary = np.zeros((7,3))\n", "\n", "# use `.groupby` to divide into different categories\n", "gb_gen = data.groupby(\"generation\")\n", "for i in range(7):\n", " gg_gen = gb_gen.get_group(i+1)\n", " \n", " # the total must be counted after the first `.groupby`\n", " ordinary_and_legendary[i,2] = gg_gen['name'].count()\n", " \n", " # second `.groupby`\n", " gb_gen_leg = gg_gen.groupby('legendary')\n", " for j in range(2):\n", " gg_gen_led = gb_gen_leg.get_group(j)\n", " ordinary_and_legendary[i,j] = gg_gen_led['name'].count()\n", " \n", "pd.DataFrame(data=ordinary_and_legendary.T.astype(int), \n", " index=index, columns=columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we will use a stacked bar chart to present the data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# give the width and colors of the bars\n", "width = 0.5\n", "colors = ['#008080', '#48D1CC']\n", "\n", "# create a figure and set the size\n", "fig, ax = plt.subplots(figsize=[10,8]) \n", "\n", "# plot the stacked bar chart\n", "p1 = ax.bar(range(7), ordinary, width, color=colors[0])\n", "p2 = ax.bar(range(7), legendary, width, bottom=ordinary, color=colors[1])\n", "\n", "# other setting of the chart\n", "ax.set_title('Quantity of Pokémon in each generation', fontsize='xx-large')\n", "ax.set_xlabel('Generation', fontsize='large')\n", "ax.set_ylabel('Quantity', fontsize='large')\n", "ax.set_xticks(range(7))\n", "ax.set_xticklabels(columns)\n", "ax.legend((p1, p2), ('Ordinary', 'Legendary'), fontsize='large')\n", "ax.grid(axis='y', ls=':')\n", "\n", "# mark the numbers in the bar chart\n", "for i in range(7):\n", " a = ordinary[i]\n", " b = total[i]\n", " ax.text(i, a, f'{a}', fontsize='large', horizontalalignment='center')\n", " ax.text(i, b, f'{b}', fontsize='large', horizontalalignment='center')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- We can find that the number of Pokémon doesn't have much to do with generation and so as two kinds of Pokémon. Generation 5 has the most and 6 has the least. In general, there is an upward trend in the proportion of 'legendary'." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.2 Type" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we can use the method in section 2.1 to process the type data and get the number of Pokémon with different types, there are two reasons against so. First, there are 18 types of Pokémon, which makes it hard to recognize the number of each type when the data is stacked in just one bar. Second, some Pokémons might have two types. The information in `'type2'` may be ignored when using the method above.Here we extract columns `'type1'` and `'type2'` from `data` to create `type_df` and try to find the number of Pokémon that correspond to all types of combinations.([*back to 3.1*](#3.1))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0123456789...799800801802803804805806807808
type1grassgrassgrassfirefirefirewaterwaterwaterbug...psychicsteelfightingpoisonpoisonrockfireelectricsteelsteel
type2poisonpoisonpoisonfirefireflyingwaterwaterwaterbug...psychicfairyghostpoisondragonsteelghostelectricsteelsteel
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2 rows × 809 columns

\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 \\\n", "type1 grass grass grass fire fire fire water water water bug \n", "type2 poison poison poison fire fire flying water water water bug \n", "\n", " ... 799 800 801 802 803 804 805 806 \\\n", "type1 ... psychic steel fighting poison poison rock fire electric \n", "type2 ... psychic fairy ghost poison dragon steel ghost electric \n", "\n", " 807 808 \n", "type1 steel steel \n", "type2 steel steel \n", "\n", "[2 rows x 809 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type_df = data.loc[:,['type1','type2']]\n", "\n", "# For those single-type Pokémon, 'type2' is missing at first.\n", "# So make them 'type2' == 'type1' to represent their types.\n", "\n", "fill = type_df.loc[:,'type1']\n", "type_df.loc[:,'type2'].fillna(fill, inplace = True)\n", "type_df.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Then we will check each Pokémon's type and calculate the number of each type or each dual type. Here we use the `type_list` we defined before just to name the `origin`'s index and colunms.\n", "([*back to 1.2*](#1.2.1))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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bugdarkdragonelectricfairyfightingfireflyingghostgrassgroundicenormalpoisonpsychicrocksteelwater
bug180042321316100110353
dark094002251002002020
dragon0012102140041002000
electric0002820031000200040
fairy0000160020000000000
fighting0100022011001002010
fire0110062861022201111
flying002000010000000000
ghost011010329520030000
grass03005306138120142030
ground0321001320122002310
ice0000000210312002003
normal04104202602106103001
poison1320022300200160003
psychic0000611621000035010
rock2120210402620121146
steel001031023010006360
water2422420723930354161
\n", "
" ], "text/plain": [ " bug dark dragon electric fairy fighting fire flying ghost \\\n", "bug 18 0 0 4 2 3 2 13 1 \n", "dark 0 9 4 0 0 2 2 5 1 \n", "dragon 0 0 12 1 0 2 1 4 0 \n", "electric 0 0 0 28 2 0 0 3 1 \n", "fairy 0 0 0 0 16 0 0 2 0 \n", "fighting 0 1 0 0 0 22 0 1 1 \n", "fire 0 1 1 0 0 6 28 6 1 \n", "flying 0 0 2 0 0 0 0 1 0 \n", "ghost 0 1 1 0 1 0 3 2 9 \n", "grass 0 3 0 0 5 3 0 6 1 \n", "ground 0 3 2 1 0 0 1 3 2 \n", "ice 0 0 0 0 0 0 0 2 1 \n", "normal 0 4 1 0 4 2 0 26 0 \n", "poison 1 3 2 0 0 2 2 3 0 \n", "psychic 0 0 0 0 6 1 1 6 2 \n", "rock 2 1 2 0 2 1 0 4 0 \n", "steel 0 0 1 0 3 1 0 2 3 \n", "water 2 4 2 2 4 2 0 7 2 \n", "\n", " grass ground ice normal poison psychic rock steel water \n", "bug 6 1 0 0 11 0 3 5 3 \n", "dark 0 0 2 0 0 2 0 2 0 \n", "dragon 0 4 1 0 0 2 0 0 0 \n", "electric 0 0 0 2 0 0 0 4 0 \n", "fairy 0 0 0 0 0 0 0 0 0 \n", "fighting 0 0 1 0 0 2 0 1 0 \n", "fire 0 2 2 2 0 1 1 1 1 \n", "flying 0 0 0 0 0 0 0 0 0 \n", "ghost 5 2 0 0 3 0 0 0 0 \n", "grass 38 1 2 0 14 2 0 3 0 \n", "ground 0 12 2 0 0 2 3 1 0 \n", "ice 0 3 12 0 0 2 0 0 3 \n", "normal 2 1 0 61 0 3 0 0 1 \n", "poison 0 2 0 0 16 0 0 0 3 \n", "psychic 1 0 0 0 0 35 0 1 0 \n", "rock 2 6 2 0 1 2 11 4 6 \n", "steel 0 1 0 0 0 6 3 6 0 \n", "water 3 9 3 0 3 5 4 1 61 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create empty dataframe\n", "data0 = np.zeros((18,18))\n", "origin = pd.DataFrame(data=data0, index=type_list, \n", " columns=type_list, dtype='int32')\n", "\n", "# get each Pokémon's type information\n", "type1 = type_df.loc[:,'type1'].values\n", "type2 = type_df.loc[:,'type2'].values\n", "\n", "# fill in the information to the dataframe \n", "for i,j in zip(type1,type2):\n", " origin.loc[i,j] += 1\n", "\n", "origin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is not intuitive from the table, so we use heatmap to present the data. Using `imshow` is a way of drawing a heat map but kind of complicated. So `seaborn` is used to streamline the code cause it was developed based on the `matplotlib` and create visualizations with less code." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of single-type Pokémon is 395.\n", "The proportion of single-type Pokémon is 48.83%\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ignore the FutureWarning\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "# single type and dual type\n", "single_type = (type_df.loc[:,'type1'] == type_df.loc[:,'type2']).sum()\n", "total = origin.sum().sum()\n", "print(f'The number of single-type Pokémon is {single_type}.')\n", "print('The proportion of single-type Pokémon is {0:.2%}'.format(single_type/total))\n", "\n", "# heatmap\n", "fig,ax=plt.subplots(figsize=(18,18))\n", "import seaborn as sns\n", "sns.heatmap(origin,annot=True,cmap='GnBu',square=True)\n", "ax.set_title('Type of the Pokémon', fontsize='xx-large');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- The vertical axis represents the primary type and the horizontal axis represents the secondary type.\n", "- We can find that the squares on the diagonal are darker than the squares elsewhere generally, which indicates that Pokémons' types are concentrated in the single-type, while the distribution of the dual-type is relatively scattered. The proportion of single-type is 48.83% and the number of 'normal' and 'water' type is the most.\n", "- Although there are many combinations of dual-type, the difference in quantity is still large.For example, the number of 'normal-flying' type is 26 while some other dual-types have nothing, which means that some types are hard to blend." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.3 Base stats " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are six base stats for each Pokémon that indicate its ability. Here we will give some general statistics of these value. The `stats_list` in [*section 1.2*](#1.2.1) will be used to extract the base stats from the `data`.([*back to 2.4*](#2.4))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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base_totalhpattackdefensesp_attacksp_defensespeed
name
Bulbasaur318454949656545
Ivysaur405606263808060
Venusaur6258010012312212080
Charmander309395243605065
Charmeleon405586458806580
\n", "
" ], "text/plain": [ " base_total hp attack defense sp_attack sp_defense speed\n", "name \n", "Bulbasaur 318 45 49 49 65 65 45\n", "Ivysaur 405 60 62 63 80 80 60\n", "Venusaur 625 80 100 123 122 120 80\n", "Charmander 309 39 52 43 60 50 65\n", "Charmeleon 405 58 64 58 80 65 80" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats_df = data.loc[:,['name']+stats_list].set_index('name')\n", "stats_df.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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base_totalhpattackdefensesp_attacksp_defensespeed
count809.00809.00809.00809.00809.00809.00809.00
mean429.3369.0378.1473.2371.5070.9466.48
std119.4326.5832.2531.1132.4127.8729.17
min180.001.005.005.0010.0020.005.00
25%323.0050.0055.0050.0046.0050.0045.00
50%440.0065.0075.0070.0065.0066.0065.00
75%509.0080.00100.0090.0092.0090.0087.00
max780.00255.00185.00230.00194.00230.00180.00
\n", "
" ], "text/plain": [ " base_total hp attack defense sp_attack sp_defense speed\n", "count 809.00 809.00 809.00 809.00 809.00 809.00 809.00\n", "mean 429.33 69.03 78.14 73.23 71.50 70.94 66.48\n", "std 119.43 26.58 32.25 31.11 32.41 27.87 29.17\n", "min 180.00 1.00 5.00 5.00 10.00 20.00 5.00\n", "25% 323.00 50.00 55.00 50.00 46.00 50.00 45.00\n", "50% 440.00 65.00 75.00 70.00 65.00 66.00 65.00\n", "75% 509.00 80.00 100.00 90.00 92.00 90.00 87.00\n", "max 780.00 255.00 185.00 230.00 194.00 230.00 180.00" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# statistic of base stats\n", "stats_des = stats_df.describe()\n", "\n", "# give a 'formater' to take two decimal places\n", "formater = '{:.2f}'.format\n", "stats_des.applymap(formater)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> `stats_df` is a Dataframe of base stats.\n", "\n", "> `stats_des` is some statistics on `stats_df`.\n", "\n", "Then we will use a boxplot to present the data to get a general idea of the distribution of the base stats." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# some setting for boxplot\n", "boxprops = {'facecolor':'#008080'}\n", "flierprops = {'markerfacecolor':'#48D1CC'} \n", "medianprops = {'markerfacecolor':'orange'}\n", "meanprops = {'marker':'D','markerfacecolor':'white'}\n", "\n", "# ax0 for base total\n", "ax0 = plt.axes([0.1, 0.1, 0.3, 1.2])\n", "ax0.set_title('base total', fontsize='x-large')\n", "ax0.set_xticklabels(['total'], fontsize='large')\n", "ax0.grid(axis='y', ls=':')\n", "\n", "ax0.boxplot(stats_df.loc[:, 'base_total'], patch_artist=True, \n", " showmeans=True, flierprops=flierprops, \n", " medianprops=medianprops, meanprops=meanprops)\n", "\n", "# ax1 for six base stats\n", "ax1 = plt.axes([0.5, 0.1, 1.8, 1.2])\n", "ax1.set_title('base stats', fontsize='x-large')\n", "ax1data = [stats_df.loc[:, i] for i in stats_list[1:]]\n", "ax1.set_xticklabels(stats_list[1:], fontsize='large')\n", "ax1.grid(axis='y', ls=':')\n", "\n", "# patch_artist: fill the box with color ; showmeans: show the mean\n", "# boxprops: box set; flierprops: extremum set; \n", "# medianprops: median set; meanprops: mean set\n", "ax1.boxplot(ax1data, patch_artist=True, showmeans=True, \n", " boxprops=boxprops, flierprops=flierprops, \n", " medianprops=medianprops, meanprops=meanprops);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- As we can see in the dataframe and the boxplot, `base_total` varies widely between Pokémon ranging from 180 to 780.\n", "- There is also a large deviation from the ability value of a single stats and extreme values occur more than comprehensive strength.\n", "- Generally speaking, a Pokémon does not reach very high levels in all stats but in some particular ability, which means that it might have high `'attack'` but low `'defense'`. That's why single stats have so many extreme values. \n", "- Some Pokémon at an early stage may have lower abilities in all stats, while some legendary ones may be prominent in every stats. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# kernel density of 'base_total'\n", "ax0 = plt.axes([0.1, 0.1, 1.1, 1.2])\n", "stats_df['base_total'].plot.density(xlim=(0, 850), label='base_total')\n", "ax0.legend(fontsize='x-large')\n", "ax0.grid()\n", "\n", "# kernel density of six stats\n", "ax1 = plt.axes([1.4, 0.1, 1.6, 1.2])\n", "for i in stats_df.columns[1:]:\n", " stats_df[i].plot.density(xlim=(0, 260), label=i)\n", "ax1.legend(fontsize='x-large')\n", "ax1.grid();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- We can find that there are two peaks at nearly 300 and 500, which indicates that lower 'base_total' Pokémons are concentrated around 300, while higher are concentrated around 500.\n", "- The six stats are all right-skewed, which indicates that the mean value is on the right side of mode, and the large extreme value is relatively more. The overall conclusion is consistent with the above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.4 Categorizations by base stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pokémon can be roughly divided into some categories due to their base stats (not an official rule). We only choose some Pokémon (`'base_total'` >= 75% quantile) for analysis because it will be intricate when you put more than 800 observations in a chart. In this section, we must use the `stats_df` and `stats_des` in [*section 2.3*](#2.3).\n", "\n", "- `aggressive_index` = 0.6 * max{`'attack'`,`'sp_attack'`} + 0.4 * `'speed'`\n", "- `tough_index` = 0.6 * max{`'defense'`,`'sp_defense'`} + 0.4 * `'hp'`\n", "- If a Pokémon has higher `'aggressive_index'`, we will call it 'aggressive'.\n", "- If a Pokémon has higher `'tough_index'`, we will call it 'tough'.\n", "- If a Pokémon has exceptionally high `'aggressive_index'` or `'tough_index'`, we will call it 'special'." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def aggressive_index(s): \n", " if s['attack'] > s['sp_attack']:\n", " aggressive_index = 0.6*s['attack'] + 0.4*s['speed']\n", " else:\n", " aggressive_index = 0.6*s['sp_attack'] + 0.4*s['speed']\n", " return aggressive_index\n", "\n", "def tough_index(s):\n", " if s['defense'] > s['sp_defense']:\n", " tough_index = 0.6*s['defense'] + 0.4*s['hp']\n", " else:\n", " tough_index = 0.6*s['sp_defense'] + 0.4*s['hp']\n", " return tough_index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use aggregate to apply on the functions defined above to combines multiple values into a single value and we will get a dataframe contained all Pokémons' `'aggressive_index'` and `'tough_index'`. Because the `.describe()` doesn't report the 'μ+3σ', so here we give the `a_special` and `t_special` as the critical value of 'special'." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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aggressive_indextough_index
count809.000000809.000000
mean79.81260876.090729
std26.66472624.544133
min8.00000027.400000
25%59.80000057.200000
50%78.00000074.800000
75%97.60000092.000000
max172.400000183.000000
\n", "
" ], "text/plain": [ " aggressive_index tough_index\n", "count 809.000000 809.000000\n", "mean 79.812608 76.090729\n", "std 26.664726 24.544133\n", "min 8.000000 27.400000\n", "25% 59.800000 57.200000\n", "50% 78.000000 74.800000\n", "75% 97.600000 92.000000\n", "max 172.400000 183.000000" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# compute the two index\n", "# stats_df is from section 2.3\n", "index = stats_df.agg((aggressive_index, tough_index), axis=1)\n", "\n", "# μ+3σ 'special' critical value\n", "a_special = index['aggressive_index'].mean() + 3*index['aggressive_index'].std()\n", "t_special = index['tough_index'].mean() + 3*index['tough_index'].std()\n", "\n", "index.describe()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# choose the Pokémon which 'base_total' >= 75% quantile and get their index\n", "# stats_df and stats_des is from section 2.3\n", "stats_high = stats_df.loc[stats_df['base_total'] >= stats_des.loc['75%','base_total']]\n", "index_high = stats_high.agg((aggressive_index, tough_index), axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> `stats_high` is a sample of `stats_df`.\n", "\n", "> `index_high` is a sample of `index`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,8))\n", "\n", "# scatter plot\n", "ax.scatter(index_high['aggressive_index'], \n", " index_high['tough_index'], color='#6A5ACD')\n", "\n", "# 'aggressive_index' == 'tough_index'\n", "ax.plot(range(45,180),range(45,180), \n", " color=\"orange\", linestyle=':', label='equilibrium')\n", "\n", "# indicate the mean and special critical value\n", "ax.vlines(index['aggressive_index'].mean(), 45, 180, \n", " color=\"green\", linestyle=':')\n", "ax.hlines(index['tough_index'].mean(), 45, 180, \n", " color=\"green\", linestyle=':', label='mean')\n", "ax.vlines(a_special, 45, 180, color=\"red\", linestyle=':')\n", "ax.hlines(t_special, 45, 180, color=\"red\", linestyle=':', label='μ+3σ')\n", "\n", "# other settings\n", "ax.set_xlabel('aggressive index', fontsize='x-large')\n", "ax.set_ylabel('tough index', fontsize='x-large')\n", "ax.set_title('Aggressive and tough index', fontsize='xx-large')\n", "ax.legend(fontsize='large')\n", "\n", "# mark the special Pokémons\n", "for i in index_high.index:\n", " a = index_high.loc[i,'aggressive_index']\n", " t = index_high.loc[i,'tough_index']\n", " \n", " # This is separate for fear of overlapping the text of the annotations.\n", " if (i == 'Regirock')|(i == 'Regice'):\n", " ax.annotate('Regirock/Regice',(a,t), xytext=(-150, 10), \n", " textcoords=\"offset points\", fontsize='large',\n", " arrowprops=dict(arrowstyle=\"->\"))\n", " \n", " elif (a > a_special)|(t > t_special):\n", " ax.text(a, t, i, fontsize='large') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- In our selected part of the Pokémons, most of them fall in the space enclosed by the green and red lines in the figure. That means if a Pokémon possesses higher `'base_total'` (>= 75% quantile), it will more chance to have higher index in two aspects (>= mean).\n", "- Relatively speaking, the dots above the dotted yellow line indicate that the Pokemon is 'tough', and those below the dotted yellow line indicate that the Pokemon is 'aggressive'. So the 'aggressive' Pokemons in the sample are in the majority.\n", "- There are nine dots that fall outside the dotted red line, which means that they are 'special' in specific stats.But we can't see in this figure about how their six specific stats are distributed, so we have to conduct further data analysis in section 2.5." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.5 Stats radar map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section will select the nine 'special' Pokémons' information as a sample `special_data`. Create another two dataframes `all_data` (all Pokémons) and `high_data` (25% Pokémons) in the same way." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Stakataka57061131211531011383.8151.0
\n", "
" ], "text/plain": [ " base_total hp attack defense sp_attack sp_defense speed \\\n", "name \n", "Alakazam 600 55 50 65 175 105 150 \n", "Mewtwo 780 106 150 70 194 120 140 \n", "Steelix 610 75 125 230 55 95 30 \n", "Blissey 540 255 10 10 75 135 55 \n", "Aggron 630 70 140 230 60 80 50 \n", "Regirock 580 80 100 200 50 100 50 \n", "Regice 580 80 50 100 100 200 50 \n", "Zygarde 708 216 100 121 91 95 85 \n", "Stakataka 570 61 131 211 53 101 13 \n", "\n", " aggressive_index tough_index \n", "name \n", "Alakazam 165.0 85.0 \n", "Mewtwo 172.4 114.4 \n", "Steelix 87.0 168.0 \n", "Blissey 67.0 183.0 \n", "Aggron 104.0 166.0 \n", "Regirock 80.0 152.0 \n", "Regice 80.0 152.0 \n", "Zygarde 94.0 159.0 \n", "Stakataka 83.8 151.0 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get those special Pokémon's base stats and index\n", "a = index_high.loc[:,'aggressive_index']\n", "t = index_high.loc[:,'tough_index']\n", "stats_special = stats_high.loc[(a > a_special)|(t > t_special)]\n", "index_special = index_high.loc[(a > a_special)|(t > t_special)]\n", "\n", "# create three dataframe\n", "special_data = pd.merge(stats_special, index_special, \n", " left_on='name', right_index=True)\n", "all_data = pd.merge(stats_df, index, \n", " left_on='name', right_index=True)\n", "high_data = pd.merge(stats_high, index_high, \n", " left_on='name', right_index=True)\n", "\n", "special_data" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 'aggresive'\n", "# basic settings\n", "ax0 = plt.axes([0.1, 0.1, 0.8, 0.9])\n", "ax0.set_title('Alakazam aggressive performance', fontsize = 'x-large')\n", "\n", "# get the specific value of the Pokémon\n", "a_ = ['attack', 'sp_attack', 'speed', 'aggressive_index']\n", "aggressive = special_data.loc['Alakazam'][a_]\n", "\n", "# find the criteria for comparison\n", "aggressive_all_mean = all_data.mean()[a_]\n", "aggressive_high_mean = high_data.mean()[a_]\n", "\n", "# scatter plot \n", "ax0.scatter(np.array(a_), aggressive, label='Alakazam')\n", "ax0.scatter(np.array(a_), aggressive_all_mean, label='all_mean')\n", "ax0.scatter(np.array(a_), aggressive_high_mean, label='high_mean')\n", "\n", "# give some tag lines and legend\n", "ax0.vlines(np.array(a_), ymin=0, ymax=aggressive, color='orange', \n", " alpha=0.7, linewidth=2, linestyle=':')\n", "ax0.legend(fontsize = 'medium')\n", "\n", "# 'tough'\n", "# nearly the same as above\n", "ax1 = plt.axes([1.1, 0.1, 0.8, 0.9])\n", "ax1.set_title('Blissey tough performance', fontsize = 'x-large')\n", "\n", "t_ = ['defense', 'sp_defense', 'hp', 'tough_index']\n", "tough = special_data.loc['Blissey'][t_]\n", "\n", "tough_mean_all = all_data.mean()[t_]\n", "tough_mean_high = high_data.mean()[t_]\n", "\n", "ax1.scatter(np.array(t_), tough, label='Blissey')\n", "ax1.scatter(np.array(t_), tough_mean_all, label='all_mean')\n", "ax1.scatter(np.array(t_), tough_mean_high, label='high_mean')\n", "\n", "ax1.vlines(np.array(t_), ymin=0, ymax=tough, color='orange', \n", " alpha=0.7, linewidth=2, linestyle=':')\n", "ax1.legend(fontsize = 'medium', loc='upper left');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- From the data, it can be seen that some Pokémons are 'aggressive' due to the advantage of `'sp_attack'` and `'speed'`, but they are relatively mediocre in `'attack'`, such as Alakazam. Some Pokémons are 'tough' because of their superior `'hp'` but are less able to resist attacks, such as Blissey.\n", "\n", "Therefore, the simple categorization of 'aggressive' and 'tough' is a bit too arbitrary, and a more detailed categorization is needed obviously. Here we will plot the six stats on a radar map to visually see where a Pokémon stands out. To prevent label overlapping, here we change the `'sp_attack'` and `'sp_defense'` into `'sp_a'` and `'sp_d'`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hpattackdefensesp_asp_dspeed
name
Alakazam555065175105150
Mewtwo10615070194120140
Steelix75125230559530
Blissey25510107513555
Aggron70140230608050
Regirock801002005010050
Regice805010010020050
Zygarde216100121919585
Stakataka611312115310113
\n", "
" ], "text/plain": [ " hp attack defense sp_a sp_d speed\n", "name \n", "Alakazam 55 50 65 175 105 150\n", "Mewtwo 106 150 70 194 120 140\n", "Steelix 75 125 230 55 95 30\n", "Blissey 255 10 10 75 135 55\n", "Aggron 70 140 230 60 80 50\n", "Regirock 80 100 200 50 100 50\n", "Regice 80 50 100 100 200 50\n", "Zygarde 216 100 121 91 95 85\n", "Stakataka 61 131 211 53 101 13" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# remove the 'base_total'\n", "df0 = stats_special[stats_special.columns[1:]]\n", "df0 = df0.rename(columns={'sp_attack':'sp_a', 'sp_defense':'sp_d'})\n", "df0 # what we will input into the following function " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# get the boundary value of the map\n", "def boundary(df):\n", " minb = maxb = 0\n", " a,b = df.values.shape\n", " for i in range(a):\n", " for j in range(b):\n", " value = df.iloc[i,j]\n", " if value < minb:\n", " minb = value\n", " if value > maxb:\n", " maxb = value\n", " return minb, maxb\n", "\n", "import matplotlib.colors as mcolors\n", "\n", "# create radar map \n", "def base_stats_map(df, rows, columns):\n", " \"\"\"\n", " create several radar map on base stats\n", " inputs:\n", " df: a dataframe contain six stats of Pokémons\n", " the index must be Pokémons' names\n", " the columns must be stats names\n", " rows: the number of rows on the figure\n", " columns: the number of columns on the figure\n", " outputs:\n", " (rows*columns) radar maps in one figure\n", " \"\"\"\n", " # get all available colors\n", " colors = list(mcolors.TABLEAU_COLORS)\n", " \n", " minb, maxb = boundary(df)\n", " number = len(df.columns)\n", " \n", " # divide the circle into sections based on the number of stats\n", " # 0 to 2pi, divide for several times\n", " angles = np.linspace(0, 2*np.pi, number, endpoint=False)\n", " # go around the circle and come back to the origin\n", " angles = np.append(angles, angles[0])\n", " \n", " # create polar axises of rows * columns\n", " fig, ax = plt.subplots(rows, columns, figsize=(18,18), \n", " subplot_kw=dict(polar=True))\n", " \n", " # The original ax.shape is a two-dimensional array.\n", " # For the convenience of the next iteration loop, \n", " # we break it down into a one-dimensional array.\n", " ax = ax.ravel()\n", " \n", " name = df.index\n", " stats = df.values\n", " \n", " for i, (name, stats) in enumerate(zip(name, stats)):\n", " # go around the circle and come back to the origin\n", " stats = np.append(np.array(stats), stats[0])\n", " \n", " # plot on each axis and fill color\n", " ax[i].plot(angles, stats, color=colors[i])\n", " ax[i].fill(angles, stats, alpha=0.7, color=colors[i])\n", " \n", " # set the labels of xtick\n", " ax[i].set_xticks(angles)\n", " ax[i].set_xticklabels(df.columns)\n", " \n", " # set the title (or the 'name')\n", " ax[i].set_title(name, size=10, color='black', position=(0.5, 0.4))\n", " \n", " # set the minimun and maximun r\n", " # +0.1 to prevent the outermost circle from appearing incompletely\n", " ax[i].set_rmin(minb)\n", " ax[i].set_rmax(maxb + 0.1)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the radar map\n", "base_stats_map(df0,3,3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- We can see the advantages and disadvantages of each Pokémon from the radar map clearly. Since the unit lengths in different radar maps are the same, direct comparisons can be made between them. For example, Mewtwo has the highest `'sp_attack'` ,Aggron has the highest `'defense'`...\n", "- The area of the shaded area can be roughly seen as the `'base_total\"` of Pokémon, with the larger the area, the stronger the overall strength.\n", "- This method can be applied on every Pokémon to describe their specific abilities." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3. Battle simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 3.1 Battle mechanism" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `data_battle` we will use here is the copy of `data` with some same treatment as [*section 2.2*](#2.2) (fill in the `NaN` in `'type2'`). In this section, we will create a specific battle mechanism to simulate the battle between the Pokémons." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "fill = data.loc[:,'type1']\n", "data_battle = data.copy()\n", "data_battle.loc[:,'type2'].fillna(fill, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the details:\n", "- We will select two Pokémons randomly and make them fight assuming that the odds of any two Pokémons fighting are the same, and that the result of the battle is determined only by their types and base stats. We stipulate that the same Pokémons will never be in one battle.\n", "- Firstly, decide which Pokémons is the first to attack based on which has higher `'speed'`. The faster one is `'first'`, the slower one is `'second'`.\n", "- Secondly, compute how much damage they can do to their opponents.\n", " - `'dm'`: Damage multiplier. As we see in the [*section 1.2*](#1.2), each Pokémon has 18 performances against other types, which means that when others attack this Pokémon, the damage is determined by the number of the corresponding type. For example, the `'dm'` of a single-type (grass) Pokémon to a dual-type (green-bug) is 0.25; the `'dm'` of a dual-type (green-bug) Pokémon to a single-type (grass) is 0.5 * 2 = 1. (See the code below)\n", " - `'da'`: Damage. Assume that when a Pokémon has higher `'attack'` than `'sp_attack'`, it will use physical attacks and its opponent will resist the `'attack'` with `'defense'`. If one's `'attack'` is lower than the other's `'defense'`, the attack will give a `'da'` = 0.5 * `'dm'`.If not, the `'da'` = (one's `'attack'` - the other's `'defense'`) * `'dm'`. Same thing for those who have a higher `'sp_attack'`.\n", "- Lastly, when attacked, a Pokémon will lose some `'hp'` (Δhp = -`'da'`). When one of two runs out of its `'hp'`, the battle is over and the round of the battle will be recorded. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def choose_who(df1):\n", " a, b = np.random.randint(0,809,(2,))\n", " # not the same\n", " if a == b:\n", " if a == 0:\n", " a = a + 1\n", " else:\n", " a = a - 1\n", " p1 = df1.iloc[a]\n", " p2 = df1.iloc[b]\n", " \n", " # return all the information of the two Pokémons\n", " return p1, p2\n", "\n", "\n", "def who_first(p1, p2):\n", " # based on their 'speed'\n", " if p1['speed'] >= p2['speed']:\n", " return p1, p2\n", " else:\n", " return p2, p1\n", "\n", "\n", "def damage_multiplier(p1, p2):\n", " p1type1 = p1['type1']\n", " p1type2 = p1['type2']\n", " p2type1 = p2['type1']\n", " p2type2 = p2['type2']\n", " if p1type1 == p1type2:\n", " dm1 = p2[p1type1]\n", " else:\n", " dm1 = p2[p1type1] * p2[p1type2] \n", " if p2type1 == p2type2:\n", " dm2 = p1[p2type1]\n", " else:\n", " dm2 = p1[p2type1] * p1[p2type2]\n", " \n", " # the battle must end\n", " # so dm1 = dm2 = 0 is not allowed\n", " if (dm1 == 0) & (dm2 == 0):\n", " dm1, dm2 = (0.05, 0.05)\n", " return dm1, dm2\n", "\n", "\n", "def damage(p1, p2, dm1, dm2):\n", " if p1['attack'] >= p1['sp_attack']:\n", " if p1['attack'] <= p2['defense']:\n", " # negative damage is not allowed\n", " da1 = 0.5 * dm1\n", " else:\n", " da1 = (p1['attack']-p2['defense']) * dm1\n", " else:\n", " if p1['sp_attack'] <= p2['sp_defense']:\n", " da1 = 0.5 * dm1\n", " else:\n", " da1 = (p1['sp_attack']-p2['sp_defense']) * dm1\n", " \n", " # same as above\n", " if p2['attack'] >= p2['sp_attack']:\n", " if p2['attack'] <= p1['defense']:\n", " da2 = 0.5 * dm2\n", " else:\n", " da2 = (p2['attack']-p1['defense']) * dm2\n", " else:\n", " if p2['sp_attack'] <= p1['sp_defense']:\n", " da2 = 0.5 * dm2\n", " else:\n", " da2 = (p2['sp_attack']-p1['sp_defense']) * dm2\n", " return da1, da2\n", "\n", "\n", "def bout(p1, p2, da1, da2):\n", " bround = 0\n", " hp1 = p1['hp']\n", " hp2 = p2['hp']\n", " while (hp1 > 0) & (hp2 > 0):\n", " # the while loop adds 1, the round adds 1\n", " bround += 1\n", " \n", " if da1 >= hp2:\n", " hp2 = 0\n", " winner = p1['name']\n", " loser = p2['name']\n", " break # when one's 'hp'=0, battle over\n", " hp2 = hp2 - da1 \n", " if da2 >= hp1:\n", " hp1 = 0\n", " winner = p2['name']\n", " loser = p1['name']\n", " break\n", " hp1 = hp1 - da2\n", " return (winner, round(hp1,2), \n", " round(hp2,2), bround)\n", " \n", " \n", "def battle(df, N):\n", " \"\"\"\n", " get a df of all information of some Pokémons\n", " and simulate battles for N times to get the results\n", " return another dataframe\n", " \"\"\"\n", " # make a list to store the results\n", " list0 = [0]\n", " \n", " # simulate for N times\n", " for i in range(N):\n", " # firstly\n", " p1, p2 = choose_who(df)\n", " first, second = who_first(p1, p2)\n", " \n", " # secondly\n", " dm1, dm2 = damage_multiplier(first, second)\n", " da1, da2 = damage(first, second, dm1, dm2)\n", " \n", " # lastly\n", " winner, hp1, hp2, bround = bout(first, second, da1, da2)\n", " \n", " # add one result after one battle ends\n", " list0.append([first['name'], second['name'], winner, \n", " bround, first['hp'], second['hp'], \n", " hp1, hp2, dm1, dm2, da1, da2])\n", " \n", " # change the results into a dataframe\n", " columns=['first', 'second', 'winner', 'round', \n", " 'first_hp0', 'second_hp0', 'first_hp', 'second_hp', \n", " 'first_dm', 'second_dm', 'first_da', 'second_da']\n", " df0 = pd.DataFrame(data=list0[1:], index=range(N), \n", " columns=columns)\n", " \n", " return df0" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "60.8 ms ± 3.46 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "%%timeit\n", "simulation_sample = battle(data_battle, 50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulating for 50 times needs 60-80ms, which is not very quickly. However, less simulations can not produce reliable results. So saving the CSV document with large amounts of data (simulating for 100,000 times) is not demonstrated here. (The code will showed as markdown)\n", "```python\n", "simulation_of_battle = battle(data_battle, 100000)\n", "simulation_of_battle.to_csv('simulation_of_battle.csv')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 3.2 Battle result" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0firstsecondwinnerroundfirst_hp0second_hp0first_hpsecond_hpfirst_dmsecond_dmfirst_dasecond_da
00SkiploomStarlySkiploom655405.000.000.502.007.50010.00
11HoopaTimburrHoopa1807580.000.002.000.00270.0000.00
22LopunnyBanetteBanette1965640.006.050.050.053.0503.55
33VivillonGuzzlordGuzzlord2802230.0075.002.001.0074.00051.00
44EeveeAromatisseAromatisse2551010.00100.001.001.000.50034.00
..........................................
9999599995PidgeottoGourgeistGourgeist2863850.0084.300.050.050.0252.25
9999699996LuvdiscHippopotasHippopotas343680.0065.002.001.001.00017.00
9999799997ShayminWimpodShaymin110025100.000.001.001.0090.0000.50
9999899998DoduoSlurpuffSlurpuff135820.0081.501.001.000.50050.00
9999999999MiloticSlowkingMilotic38095950.250.000.500.500.2500.25
\n", "

100000 rows × 13 columns

\n", "
" ], "text/plain": [ " Unnamed: 0 first second winner round first_hp0 \\\n", "0 0 Skiploom Starly Skiploom 6 55 \n", "1 1 Hoopa Timburr Hoopa 1 80 \n", "2 2 Lopunny Banette Banette 19 65 \n", "3 3 Vivillon Guzzlord Guzzlord 2 80 \n", "4 4 Eevee Aromatisse Aromatisse 2 55 \n", "... ... ... ... ... ... ... \n", "99995 99995 Pidgeotto Gourgeist Gourgeist 28 63 \n", "99996 99996 Luvdisc Hippopotas Hippopotas 3 43 \n", "99997 99997 Shaymin Wimpod Shaymin 1 100 \n", "99998 99998 Doduo Slurpuff Slurpuff 1 35 \n", "99999 99999 Milotic Slowking Milotic 380 95 \n", "\n", " second_hp0 first_hp second_hp first_dm second_dm first_da \\\n", "0 40 5.00 0.00 0.50 2.00 7.500 \n", "1 75 80.00 0.00 2.00 0.00 270.000 \n", "2 64 0.00 6.05 0.05 0.05 3.050 \n", "3 223 0.00 75.00 2.00 1.00 74.000 \n", "4 101 0.00 100.00 1.00 1.00 0.500 \n", "... ... ... ... ... ... ... \n", "99995 85 0.00 84.30 0.05 0.05 0.025 \n", "99996 68 0.00 65.00 2.00 1.00 1.000 \n", "99997 25 100.00 0.00 1.00 1.00 90.000 \n", "99998 82 0.00 81.50 1.00 1.00 0.500 \n", "99999 95 0.25 0.00 0.50 0.50 0.250 \n", "\n", " second_da \n", "0 10.00 \n", "1 0.00 \n", "2 3.55 \n", "3 51.00 \n", "4 34.00 \n", "... ... \n", "99995 2.25 \n", "99996 17.00 \n", "99997 0.50 \n", "99998 50.00 \n", "99999 0.25 \n", "\n", "[100000 rows x 13 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation_of_battle = pd.read_csv('simulation_of_battle.csv')\n", "simulation_of_battle" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate how many times each Pokémon appears in the battle simulations\n", "first_one = simulation_of_battle['first'].value_counts()\n", "second_one = simulation_of_battle['second'].value_counts()\n", "occur = first_one + second_one \n", "occur.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Kyogre 0.995261\n", "Tyranitar 0.991189\n", "Regigigas 0.981900\n", "Gyarados 0.972868\n", "Slaking 0.961977\n", "Darmanitan 0.959184\n", "Scizor 0.958159\n", "Wishiwashi 0.947368\n", "Aggron 0.945946\n", "Blastoise 0.940945\n", "dtype: float64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# compute the win rate of each Pokémon\n", "winner = simulation_of_battle['winner'].value_counts()\n", "rate = winner/occur\n", "# regardless of the NaN in win rate\n", "# here is the top 10 of win rate\n", "rate.sort_values().tail(21)[:10][::-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Although we have simulate for 100,000 times, there are still 9 Pokémons did not appear.\n", "- The simulation results can be visualized by the method used in the second 2, which will not be repeated here.\n", "- The simulation results can be further analyzed and extended by machine learning." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4. The last" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the dataset used here is not academic in some ways. But the operation of data visualization can be applied to many other datasets. Although I chose such a dataset with a playful attitude at the beginning, after a period of practical operation, I found that I could also learn a lot of data processing knowledge from it, which benefited me a lot." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }