{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "38aececf",
   "metadata": {},
   "source": [
    "# pandas:  Sorting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9da58f4c",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2025-09-02T18:58:31.709416Z"
    },
    "tags": [
     "hide-output",
     "scroll-output"
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   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65dd3025",
   "metadata": {},
   "source": [
    "## Loading data into Pandas DataFrame\n",
    "The dataset is from [Kaggle - Pokemon](https://www.kaggle.com/datasets/abcsds/pokemon)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "45408077",
   "metadata": {
    "execution": {
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    },
    "tags": [
     "hide-output",
     "scroll-output"
    ]
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/Pokemon.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "40455394",
   "metadata": {
    "execution": {
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     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>600</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>DiancieMega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>700</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>HoopaHoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>680</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>600</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                   Name   Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
       "0      1              Bulbasaur    Grass  Poison    318  45      49       49   \n",
       "1      2                Ivysaur    Grass  Poison    405  60      62       63   \n",
       "2      3               Venusaur    Grass  Poison    525  80      82       83   \n",
       "3      3  VenusaurMega Venusaur    Grass  Poison    625  80     100      123   \n",
       "4      4             Charmander     Fire     NaN    309  39      52       43   \n",
       "..   ...                    ...      ...     ...    ...  ..     ...      ...   \n",
       "795  719                Diancie     Rock   Fairy    600  50     100      150   \n",
       "796  719    DiancieMega Diancie     Rock   Fairy    700  50     160      110   \n",
       "797  720    HoopaHoopa Confined  Psychic   Ghost    600  80     110       60   \n",
       "798  720     HoopaHoopa Unbound  Psychic    Dark    680  80     160       60   \n",
       "799  721              Volcanion     Fire   Water    600  80     110      120   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "0         65       65     45           1      False  \n",
       "1         80       80     60           1      False  \n",
       "2        100      100     80           1      False  \n",
       "3        122      120     80           1      False  \n",
       "4         60       50     65           1      False  \n",
       "..       ...      ...    ...         ...        ...  \n",
       "795      100      150     50           6       True  \n",
       "796      160      110    110           6       True  \n",
       "797      150      130     70           6       True  \n",
       "798      170      130     80           6       True  \n",
       "799      130       90     70           6       True  \n",
       "\n",
       "[800 rows x 13 columns]"
      ]
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    "data"
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  {
   "cell_type": "markdown",
   "id": "96476903",
   "metadata": {},
   "source": [
    "## Sort by 1 column, ascending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2f2d5a00",
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th>#</th>\n",
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       "      <th>600</th>\n",
       "      <td>540</td>\n",
       "      <td>Sewaddle</td>\n",
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       "      <td>53</td>\n",
       "      <td>70</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>127</td>\n",
       "      <td>Pinsir</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>500</td>\n",
       "      <td>65</td>\n",
       "      <td>125</td>\n",
       "      <td>100</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>412</td>\n",
       "      <td>Burmy</td>\n",
       "      <td>Bug</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>29</td>\n",
       "      <td>45</td>\n",
       "      <td>36</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #      Name Type 1 Type 2  Total  HP  Attack  Defense  Sp. Atk  \\\n",
       "600  540  Sewaddle    Bug  Grass    310  45      53       70       40   \n",
       "136  127    Pinsir    Bug    NaN    500  65     125      100       55   \n",
       "457  412     Burmy    Bug    NaN    224  40      29       45       29   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "600       60     42           5      False  \n",
       "136       70     85           1      False  \n",
       "457       45     36           4      False  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
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    "data.sort_values('Type 1').head(3)"
   ]
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   "cell_type": "markdown",
   "id": "acefbe2f",
   "metadata": {},
   "source": [
    "## Sort by 1 column, descending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab2f9895",
   "metadata": {
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       "      <th>371</th>\n",
       "      <td>339</td>\n",
       "      <td>Barboach</td>\n",
       "      <td>Water</td>\n",
       "      <td>Ground</td>\n",
       "      <td>288</td>\n",
       "      <td>50</td>\n",
       "      <td>48</td>\n",
       "      <td>43</td>\n",
       "      <td>46</td>\n",
       "      <td>41</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>90</td>\n",
       "      <td>Shellder</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>305</td>\n",
       "      <td>30</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>45</td>\n",
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       "      <td>40</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>222</td>\n",
       "      <td>Corsola</td>\n",
       "      <td>Water</td>\n",
       "      <td>Rock</td>\n",
       "      <td>380</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>85</td>\n",
       "      <td>65</td>\n",
       "      <td>85</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #      Name Type 1  Type 2  Total  HP  Attack  Defense  Sp. Atk  \\\n",
       "371  339  Barboach  Water  Ground    288  50      48       43       46   \n",
       "97    90  Shellder  Water     NaN    305  30      65      100       45   \n",
       "240  222   Corsola  Water    Rock    380  55      55       85       65   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "371       41     60           3      False  \n",
       "97        25     40           1      False  \n",
       "240       85     35           2      False  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
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   "source": [
    "data.sort_values('Type 1', ascending=False).head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbf486ef",
   "metadata": {},
   "source": [
    "## Sort by multiple columns, 1 = ascending, 0 = descending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b9441c9",
   "metadata": {
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     "hide-output",
     "scroll-output"
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   "outputs": [
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     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>469</td>\n",
       "      <td>Yanmega</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Flying</td>\n",
       "      <td>515</td>\n",
       "      <td>86</td>\n",
       "      <td>76</td>\n",
       "      <td>86</td>\n",
       "      <td>116</td>\n",
       "      <td>56</td>\n",
       "      <td>95</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>637</td>\n",
       "      <td>Volcarona</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Fire</td>\n",
       "      <td>550</td>\n",
       "      <td>85</td>\n",
       "      <td>60</td>\n",
       "      <td>65</td>\n",
       "      <td>135</td>\n",
       "      <td>105</td>\n",
       "      <td>100</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>214</td>\n",
       "      <td>Heracross</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>125</td>\n",
       "      <td>75</td>\n",
       "      <td>40</td>\n",
       "      <td>95</td>\n",
       "      <td>85</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #       Name Type 1    Type 2  Total  HP  Attack  Defense  Sp. Atk  \\\n",
       "520  469    Yanmega    Bug    Flying    515  86      76       86      116   \n",
       "698  637  Volcarona    Bug      Fire    550  85      60       65      135   \n",
       "231  214  Heracross    Bug  Fighting    500  80     125       75       40   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "520       56     95           4      False  \n",
       "698      105    100           5      False  \n",
       "231       95     85           2      False  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(['Type 1', 'HP'], ascending=[1, 0]).head(3)"
   ]
  }
 ],
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