pandas_dataframe_to_html_markdown.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "capital-european",
   "metadata": {},
   "source": [
    "# save DataFrame as HTML and markdown table"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "palestinian-yield",
   "metadata": {},
   "source": [
    "---\n",
    "* author:  [Prasert Kanawattanachai](prasert.k@chula.ac.th)\n",
    "* YouTube: https://www.youtube.com/prasertcbs\n",
    "* github: https://github.com/prasertcbs/\n",
    "* [Chulalongkorn Business School](https://www.cbs.chula.ac.th/en/)\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "reserved-volunteer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"720\"\n",
       "            height=\"405\"\n",
       "            src=\"https://www.youtube.com/embed/I-8iP1fQS80\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x2327fb36c08>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo('I-8iP1fQS80', width=720, height=405)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "piano-survey",
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ZzKdSNP1cfRR"
   },
   "outputs": [],
   "source": [
    "# conda install beautifulsoup4 lxml requests pillow\n",
    "import pandas as pd\n",
    "import requests\n",
    "from PIL import Image # pillow package (Python Image Library)\n",
    "import io\n",
    "import re # regular expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "minus-vacuum",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "60UJjzA9cfRX",
    "outputId": "965ae477-9475-47d0-f1b3-b3bc6d147539"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pandas version = 1.2.1\n"
     ]
    }
   ],
   "source": [
    "print(f'pandas version = {pd.__version__}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "serial-wichita",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2021-02-21 09:55:46.262293')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp.today()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "located-dairy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>img_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Courtois</td>\n",
       "      <td>1</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lunin</td>\n",
       "      <td>13</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carvajal</td>\n",
       "      <td>2</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E. Militão</td>\n",
       "      <td>3</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>4</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>R. Varane</td>\n",
       "      <td>5</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nacho</td>\n",
       "      <td>6</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Marcelo</td>\n",
       "      <td>12</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Odriozola</td>\n",
       "      <td>19</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F. Mendy</td>\n",
       "      <td>23</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kroos</td>\n",
       "      <td>8</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Modrić</td>\n",
       "      <td>10</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Casemiro</td>\n",
       "      <td>14</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Valverde</td>\n",
       "      <td>15</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ødegaard</td>\n",
       "      <td>21</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Isco</td>\n",
       "      <td>22</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hazard</td>\n",
       "      <td>7</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Benzema</td>\n",
       "      <td>9</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Asensio</td>\n",
       "      <td>11</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Lucas V.</td>\n",
       "      <td>17</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jović</td>\n",
       "      <td>18</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Vini Jr.</td>\n",
       "      <td>20</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mariano</td>\n",
       "      <td>24</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Rodrygo</td>\n",
       "      <td>25</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  number    position  \\\n",
       "0       Courtois       1  Goalkeeper   \n",
       "1          Lunin      13  Goalkeeper   \n",
       "2       Carvajal       2    Defender   \n",
       "3     E. Militão       3    Defender   \n",
       "4   Sergio Ramos       4    Defender   \n",
       "5      R. Varane       5    Defender   \n",
       "6          Nacho       6    Defender   \n",
       "7        Marcelo      12    Defender   \n",
       "8      Odriozola      19    Defender   \n",
       "9       F. Mendy      23    Defender   \n",
       "10         Kroos       8  Midfielder   \n",
       "11        Modrić      10  Midfielder   \n",
       "12      Casemiro      14  Midfielder   \n",
       "13      Valverde      15  Midfielder   \n",
       "14      Ødegaard      21  Midfielder   \n",
       "15          Isco      22  Midfielder   \n",
       "16       Hazard        7     Forward   \n",
       "17       Benzema       9     Forward   \n",
       "18       Asensio      11     Forward   \n",
       "19      Lucas V.      17     Forward   \n",
       "20         Jović      18     Forward   \n",
       "21      Vini Jr.      20     Forward   \n",
       "22       Mariano      24    Forward    \n",
       "23       Rodrygo      25     Forward   \n",
       "\n",
       "                                              img_url  \n",
       "0   https://www.realmadrid.com//img/vertical_220px...  \n",
       "1   https://www.realmadrid.com//img/vertical_220px...  \n",
       "2   https://www.realmadrid.com//img/vertical_220px...  \n",
       "3   https://www.realmadrid.com//img/vertical_220px...  \n",
       "4   https://www.realmadrid.com//img/vertical_220px...  \n",
       "5   https://www.realmadrid.com//img/vertical_220px...  \n",
       "6   https://www.realmadrid.com//img/vertical_220px...  \n",
       "7   https://www.realmadrid.com//img/vertical_220px...  \n",
       "8   https://www.realmadrid.com//img/vertical_220px...  \n",
       "9   https://www.realmadrid.com//img/vertical_220px...  \n",
       "10  https://www.realmadrid.com//img/vertical_220px...  \n",
       "11  https://www.realmadrid.com//img/vertical_220px...  \n",
       "12  https://www.realmadrid.com//img/vertical_220px...  \n",
       "13  https://www.realmadrid.com//img/vertical_220px...  \n",
       "14  https://www.realmadrid.com//img/vertical_220px...  \n",
       "15  https://www.realmadrid.com//img/vertical_220px...  \n",
       "16  https://www.realmadrid.com//img/vertical_220px...  \n",
       "17  https://www.realmadrid.com//img/vertical_220px...  \n",
       "18  https://www.realmadrid.com//img/vertical_220px...  \n",
       "19  https://www.realmadrid.com//img/vertical_220px...  \n",
       "20  https://www.realmadrid.com//img/vertical_220px...  \n",
       "21  https://www.realmadrid.com//img/vertical_220px...  \n",
       "22  https://www.realmadrid.com//img/vertical_220px...  \n",
       "23  https://www.realmadrid.com//img/vertical_220px...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url='https://github.com/prasertcbs/img/raw/master/realmadrid/realmadrid_team.csv'\n",
    "df=pd.read_csv(url)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "asian-loading",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_html('x.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "sized-riverside",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_markdown('x.md')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "pursuant-transition",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_html_img(url, alt=None):\n",
    "    '''\n",
    "    add img tag to image url\n",
    "    '''\n",
    "    if alt==None:\n",
    "        alt=''\n",
    "    return f'<img alt=\"{alt}\" src=\"{url}\" />'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "sonic-float",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>img_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Courtois</td>\n",
       "      <td>1</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lunin</td>\n",
       "      <td>13</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carvajal</td>\n",
       "      <td>2</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name  number    position  \\\n",
       "0  Courtois       1  Goalkeeper   \n",
       "1     Lunin      13  Goalkeeper   \n",
       "2  Carvajal       2    Defender   \n",
       "\n",
       "                                             img_url  \n",
       "0  https://www.realmadrid.com//img/vertical_220px...  \n",
       "1  https://www.realmadrid.com//img/vertical_220px...  \n",
       "2  https://www.realmadrid.com//img/vertical_220px...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "processed-polymer",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['img']=df.apply(lambda r: to_html_img(r['img_url'], r['name']), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "criminal-andrews",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>img_url</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Courtois</td>\n",
       "      <td>1</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Courtois\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lunin</td>\n",
       "      <td>13</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Lunin\" src=\"https://www.realmadrid.c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Carvajal</td>\n",
       "      <td>2</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Carvajal\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>E. Militão</td>\n",
       "      <td>3</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"E. Militão\" src=\"https://www.realmad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>4</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Sergio Ramos\" src=\"https://www.realm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>R. Varane</td>\n",
       "      <td>5</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"R. Varane\" src=\"https://www.realmadr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Nacho</td>\n",
       "      <td>6</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Nacho\" src=\"https://www.realmadrid.c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Marcelo</td>\n",
       "      <td>12</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Marcelo\" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Odriozola</td>\n",
       "      <td>19</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Odriozola\" src=\"https://www.realmadr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F. Mendy</td>\n",
       "      <td>23</td>\n",
       "      <td>Defender</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"F. Mendy\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kroos</td>\n",
       "      <td>8</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Kroos\" src=\"https://www.realmadrid.c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Modrić</td>\n",
       "      <td>10</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Modrić\" src=\"https://www.realmadrid....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Casemiro</td>\n",
       "      <td>14</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Casemiro\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Valverde</td>\n",
       "      <td>15</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Valverde\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ødegaard</td>\n",
       "      <td>21</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Ødegaard\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Isco</td>\n",
       "      <td>22</td>\n",
       "      <td>Midfielder</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Isco\" src=\"https://www.realmadrid.co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Hazard</td>\n",
       "      <td>7</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Hazard \" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Benzema</td>\n",
       "      <td>9</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Benzema\" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Asensio</td>\n",
       "      <td>11</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Asensio\" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Lucas V.</td>\n",
       "      <td>17</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Lucas V.\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jović</td>\n",
       "      <td>18</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Jović\" src=\"https://www.realmadrid.c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Vini Jr.</td>\n",
       "      <td>20</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Vini Jr.\" src=\"https://www.realmadri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mariano</td>\n",
       "      <td>24</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Mariano\" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Rodrygo</td>\n",
       "      <td>25</td>\n",
       "      <td>Forward</td>\n",
       "      <td>https://www.realmadrid.com//img/vertical_220px...</td>\n",
       "      <td>&lt;img alt=\"Rodrygo\" src=\"https://www.realmadrid...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            name  number    position  \\\n",
       "0       Courtois       1  Goalkeeper   \n",
       "1          Lunin      13  Goalkeeper   \n",
       "2       Carvajal       2    Defender   \n",
       "3     E. Militão       3    Defender   \n",
       "4   Sergio Ramos       4    Defender   \n",
       "5      R. Varane       5    Defender   \n",
       "6          Nacho       6    Defender   \n",
       "7        Marcelo      12    Defender   \n",
       "8      Odriozola      19    Defender   \n",
       "9       F. Mendy      23    Defender   \n",
       "10         Kroos       8  Midfielder   \n",
       "11        Modrić      10  Midfielder   \n",
       "12      Casemiro      14  Midfielder   \n",
       "13      Valverde      15  Midfielder   \n",
       "14      Ødegaard      21  Midfielder   \n",
       "15          Isco      22  Midfielder   \n",
       "16       Hazard        7     Forward   \n",
       "17       Benzema       9     Forward   \n",
       "18       Asensio      11     Forward   \n",
       "19      Lucas V.      17     Forward   \n",
       "20         Jović      18     Forward   \n",
       "21      Vini Jr.      20     Forward   \n",
       "22       Mariano      24    Forward    \n",
       "23       Rodrygo      25     Forward   \n",
       "\n",
       "                                              img_url  \\\n",
       "0   https://www.realmadrid.com//img/vertical_220px...   \n",
       "1   https://www.realmadrid.com//img/vertical_220px...   \n",
       "2   https://www.realmadrid.com//img/vertical_220px...   \n",
       "3   https://www.realmadrid.com//img/vertical_220px...   \n",
       "4   https://www.realmadrid.com//img/vertical_220px...   \n",
       "5   https://www.realmadrid.com//img/vertical_220px...   \n",
       "6   https://www.realmadrid.com//img/vertical_220px...   \n",
       "7   https://www.realmadrid.com//img/vertical_220px...   \n",
       "8   https://www.realmadrid.com//img/vertical_220px...   \n",
       "9   https://www.realmadrid.com//img/vertical_220px...   \n",
       "10  https://www.realmadrid.com//img/vertical_220px...   \n",
       "11  https://www.realmadrid.com//img/vertical_220px...   \n",
       "12  https://www.realmadrid.com//img/vertical_220px...   \n",
       "13  https://www.realmadrid.com//img/vertical_220px...   \n",
       "14  https://www.realmadrid.com//img/vertical_220px...   \n",
       "15  https://www.realmadrid.com//img/vertical_220px...   \n",
       "16  https://www.realmadrid.com//img/vertical_220px...   \n",
       "17  https://www.realmadrid.com//img/vertical_220px...   \n",
       "18  https://www.realmadrid.com//img/vertical_220px...   \n",
       "19  https://www.realmadrid.com//img/vertical_220px...   \n",
       "20  https://www.realmadrid.com//img/vertical_220px...   \n",
       "21  https://www.realmadrid.com//img/vertical_220px...   \n",
       "22  https://www.realmadrid.com//img/vertical_220px...   \n",
       "23  https://www.realmadrid.com//img/vertical_220px...   \n",
       "\n",
       "                                                  img  \n",
       "0   <img alt=\"Courtois\" src=\"https://www.realmadri...  \n",
       "1   <img alt=\"Lunin\" src=\"https://www.realmadrid.c...  \n",
       "2   <img alt=\"Carvajal\" src=\"https://www.realmadri...  \n",
       "3   <img alt=\"E. Militão\" src=\"https://www.realmad...  \n",
       "4   <img alt=\"Sergio Ramos\" src=\"https://www.realm...  \n",
       "5   <img alt=\"R. Varane\" src=\"https://www.realmadr...  \n",
       "6   <img alt=\"Nacho\" src=\"https://www.realmadrid.c...  \n",
       "7   <img alt=\"Marcelo\" src=\"https://www.realmadrid...  \n",
       "8   <img alt=\"Odriozola\" src=\"https://www.realmadr...  \n",
       "9   <img alt=\"F. Mendy\" src=\"https://www.realmadri...  \n",
       "10  <img alt=\"Kroos\" src=\"https://www.realmadrid.c...  \n",
       "11  <img alt=\"Modrić\" src=\"https://www.realmadrid....  \n",
       "12  <img alt=\"Casemiro\" src=\"https://www.realmadri...  \n",
       "13  <img alt=\"Valverde\" src=\"https://www.realmadri...  \n",
       "14  <img alt=\"Ødegaard\" src=\"https://www.realmadri...  \n",
       "15  <img alt=\"Isco\" src=\"https://www.realmadrid.co...  \n",
       "16  <img alt=\"Hazard \" src=\"https://www.realmadrid...  \n",
       "17  <img alt=\"Benzema\" src=\"https://www.realmadrid...  \n",
       "18  <img alt=\"Asensio\" src=\"https://www.realmadrid...  \n",
       "19  <img alt=\"Lucas V.\" src=\"https://www.realmadri...  \n",
       "20  <img alt=\"Jović\" src=\"https://www.realmadrid.c...  \n",
       "21  <img alt=\"Vini Jr.\" src=\"https://www.realmadri...  \n",
       "22  <img alt=\"Mariano\" src=\"https://www.realmadrid...  \n",
       "23  <img alt=\"Rodrygo\" src=\"https://www.realmadrid...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "arabic-louis",
   "metadata": {},
   "source": [
    "## to_html table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "spoken-japan",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[:5][['name', 'number', 'position', 'img']].to_html('d1.html', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "spoken-ozone",
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "suffering-sector",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<table border=\"1\" class=\"dataframe\">\\n  <thead>\\n    <tr style=\"text-align: right;\">\\n      <th>name</th>\\n      <th>number</th>\\n      <th>position</th>\\n      <th>img</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <td>Courtois</td>\\n      <td>1</td>\\n      <td>Goalkeeper</td>\\n      <td><img alt=\"Courtois\" src=\"https://www.realmadrid.com//img/vertical_220px/courtois_380x501_20201203095853.jpg\" /></td>\\n    </tr>\\n    <tr>\\n      <td>Lunin</td>\\n      <td>13</td>\\n      <td>Goalkeeper</td>\\n      <td><img alt=\"Lunin\" src=\"https://www.realmadrid.com//img/vertical_220px/lunin_380x501_20201203095858.jpg\" /></td>\\n    </tr>\\n    <tr>\\n      <td>Carvajal</td>\\n      <td>2</td>\\n      <td>Defender</td>\\n      <td><img alt=\"Carvajal\" src=\"https://www.realmadrid.com//img/vertical_220px/carvajal_380x501_20201203095829.jpg\" /></td>\\n    </tr>\\n    <tr>\\n      <td>E. Militão</td>\\n      <td>3</td>\\n      <td>Defender</td>\\n      <td><img alt=\"E. Militão\" src=\"https://www.realmadrid.com//img/vertical_220px/militao_380x501_20201203095858.jpg\" /></td>\\n    </tr>\\n    <tr>\\n      <td>Sergio Ramos</td>\\n      <td>4</td>\\n      <td>Defender</td>\\n      <td><img alt=\"Sergio Ramos\" src=\"https://www.realmadrid.com//img/vertical_220px/ramos_380x501_20201203095830.jpg\" /></td>\\n    </tr>\\n  </tbody>\\n</table>'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:5][['name', 'number', 'position', 'img']].to_html(escape=False, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fleet-mason",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<table border=\"1\" class=\"dataframe\">\\n  <thead>\\n    <tr style=\"text-align: right;\">\\n      <th>name</th>\\n      <th>number</th>\\n      <th>position</th>\\n      <th>img</th>\\n    </tr>\\n  </thead>\\n  <tbody>\\n    <tr>\\n      <td>Courtois</td>\\n      <td>1</td>\\n      <td>Goalkeeper</td>\\n      <td>&lt;img alt=\"Courtois\" src=\"https://www.realmadrid.com//img/vertical_220px/courtois_380x501_20201203095853.jpg\" /&gt;</td>\\n    </tr>\\n    <tr>\\n      <td>Lunin</td>\\n      <td>13</td>\\n      <td>Goalkeeper</td>\\n      <td>&lt;img alt=\"Lunin\" src=\"https://www.realmadrid.com//img/vertical_220px/lunin_380x501_20201203095858.jpg\" /&gt;</td>\\n    </tr>\\n    <tr>\\n      <td>Carvajal</td>\\n      <td>2</td>\\n      <td>Defender</td>\\n      <td>&lt;img alt=\"Carvajal\" src=\"https://www.realmadrid.com//img/vertical_220px/carvajal_380x501_20201203095829.jpg\" /&gt;</td>\\n    </tr>\\n    <tr>\\n      <td>E. Militão</td>\\n      <td>3</td>\\n      <td>Defender</td>\\n      <td>&lt;img alt=\"E. Militão\" src=\"https://www.realmadrid.com//img/vertical_220px/militao_380x501_20201203095858.jpg\" /&gt;</td>\\n    </tr>\\n    <tr>\\n      <td>Sergio Ramos</td>\\n      <td>4</td>\\n      <td>Defender</td>\\n      <td>&lt;img alt=\"Sergio Ramos\" src=\"https://www.realmadrid.com//img/vertical_220px/ramos_380x501_20201203095830.jpg\" /&gt;</td>\\n    </tr>\\n  </tbody>\\n</table>'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[:5][['name', 'number', 'position', 'img']].to_html(escape=True, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "sublime-quarter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Courtois</td>\n",
       "      <td>1</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>&lt;img alt=\"Courtois\" src=\"https://www.realmadrid.com//img/vertical_220px/courtois_380x501_20201203095853.jpg\" /&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lunin</td>\n",
       "      <td>13</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td>&lt;img alt=\"Lunin\" src=\"https://www.realmadrid.com//img/vertical_220px/lunin_380x501_20201203095858.jpg\" /&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Carvajal</td>\n",
       "      <td>2</td>\n",
       "      <td>Defender</td>\n",
       "      <td>&lt;img alt=\"Carvajal\" src=\"https://www.realmadrid.com//img/vertical_220px/carvajal_380x501_20201203095829.jpg\" /&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>E. Militão</td>\n",
       "      <td>3</td>\n",
       "      <td>Defender</td>\n",
       "      <td>&lt;img alt=\"E. Militão\" src=\"https://www.realmadrid.com//img/vertical_220px/militao_380x501_20201203095858.jpg\" /&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>4</td>\n",
       "      <td>Defender</td>\n",
       "      <td>&lt;img alt=\"Sergio Ramos\" src=\"https://www.realmadrid.com//img/vertical_220px/ramos_380x501_20201203095830.jpg\" /&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(df[:5][['name', 'number', 'position', 'img']].to_html(escape=True, index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "electric-fundamental",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>name</th>\n",
       "      <th>number</th>\n",
       "      <th>position</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Courtois</td>\n",
       "      <td>1</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td><img alt=\"Courtois\" src=\"https://www.realmadrid.com//img/vertical_220px/courtois_380x501_20201203095853.jpg\" /></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lunin</td>\n",
       "      <td>13</td>\n",
       "      <td>Goalkeeper</td>\n",
       "      <td><img alt=\"Lunin\" src=\"https://www.realmadrid.com//img/vertical_220px/lunin_380x501_20201203095858.jpg\" /></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Carvajal</td>\n",
       "      <td>2</td>\n",
       "      <td>Defender</td>\n",
       "      <td><img alt=\"Carvajal\" src=\"https://www.realmadrid.com//img/vertical_220px/carvajal_380x501_20201203095829.jpg\" /></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>E. Militão</td>\n",
       "      <td>3</td>\n",
       "      <td>Defender</td>\n",
       "      <td><img alt=\"E. Militão\" src=\"https://www.realmadrid.com//img/vertical_220px/militao_380x501_20201203095858.jpg\" /></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>4</td>\n",
       "      <td>Defender</td>\n",
       "      <td><img alt=\"Sergio Ramos\" src=\"https://www.realmadrid.com//img/vertical_220px/ramos_380x501_20201203095830.jpg\" /></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(df[:5][['name', 'number', 'position', 'img']].to_html(escape=False, index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "coated-brook",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[:5][['name', 'number', 'position', 'img']].to_html('d2.html', escape=False, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "metallic-conditioning",
   "metadata": {},
   "source": [
    "### open d2.html with Excel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "undefined-baseball",
   "metadata": {},
   "source": [
    "## to_markdown table\n",
    "```\n",
    "conda install tabulate\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "tamil-least",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Courtois\n",
       "1            Lunin\n",
       "2         Carvajal\n",
       "3       E. Militão\n",
       "4     Sergio Ramos\n",
       "5        R. Varane\n",
       "6            Nacho\n",
       "7          Marcelo\n",
       "8        Odriozola\n",
       "9         F. Mendy\n",
       "10           Kroos\n",
       "11          Modrić\n",
       "12        Casemiro\n",
       "13        Valverde\n",
       "14        Ødegaard\n",
       "15            Isco\n",
       "16         Hazard \n",
       "17         Benzema\n",
       "18         Asensio\n",
       "19        Lucas V.\n",
       "20           Jović\n",
       "21        Vini Jr.\n",
       "22         Mariano\n",
       "23         Rodrygo\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "accessory-layer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'|    | name         |\\n|---:|:-------------|\\n|  0 | Courtois     |\\n|  1 | Lunin        |\\n|  2 | Carvajal     |\\n|  3 | E. Militão   |\\n|  4 | Sergio Ramos |\\n|  5 | R. Varane    |\\n|  6 | Nacho        |\\n|  7 | Marcelo      |\\n|  8 | Odriozola    |\\n|  9 | F. Mendy     |\\n| 10 | Kroos        |\\n| 11 | Modrić       |\\n| 12 | Casemiro     |\\n| 13 | Valverde     |\\n| 14 | Ødegaard     |\\n| 15 | Isco         |\\n| 16 | Hazard       |\\n| 17 | Benzema      |\\n| 18 | Asensio      |\\n| 19 | Lucas V.     |\\n| 20 | Jović        |\\n| 21 | Vini Jr.     |\\n| 22 | Mariano      |\\n| 23 | Rodrygo      |'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['name'].to_markdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "exotic-algorithm",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|    | name         |\n",
      "|---:|:-------------|\n",
      "|  0 | Courtois     |\n",
      "|  1 | Lunin        |\n",
      "|  2 | Carvajal     |\n",
      "|  3 | E. Militão   |\n",
      "|  4 | Sergio Ramos |\n",
      "|  5 | R. Varane    |\n",
      "|  6 | Nacho        |\n",
      "|  7 | Marcelo      |\n",
      "|  8 | Odriozola    |\n",
      "|  9 | F. Mendy     |\n",
      "| 10 | Kroos        |\n",
      "| 11 | Modrić       |\n",
      "| 12 | Casemiro     |\n",
      "| 13 | Valverde     |\n",
      "| 14 | Ødegaard     |\n",
      "| 15 | Isco         |\n",
      "| 16 | Hazard       |\n",
      "| 17 | Benzema      |\n",
      "| 18 | Asensio      |\n",
      "| 19 | Lucas V.     |\n",
      "| 20 | Jović        |\n",
      "| 21 | Vini Jr.     |\n",
      "| 22 | Mariano      |\n",
      "| 23 | Rodrygo      |\n"
     ]
    }
   ],
   "source": [
    "print(df['name'].to_markdown())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "blind-vacuum",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| name         |   number | position   | img                                                                                                              |\n",
      "|:-------------|---------:|:-----------|:-----------------------------------------------------------------------------------------------------------------|\n",
      "| Courtois     |        1 | Goalkeeper | <img alt=\"Courtois\" src=\"https://www.realmadrid.com//img/vertical_220px/courtois_380x501_20201203095853.jpg\" />  |\n",
      "| Lunin        |       13 | Goalkeeper | <img alt=\"Lunin\" src=\"https://www.realmadrid.com//img/vertical_220px/lunin_380x501_20201203095858.jpg\" />        |\n",
      "| Carvajal     |        2 | Defender   | <img alt=\"Carvajal\" src=\"https://www.realmadrid.com//img/vertical_220px/carvajal_380x501_20201203095829.jpg\" />  |\n",
      "| E. Militão   |        3 | Defender   | <img alt=\"E. Militão\" src=\"https://www.realmadrid.com//img/vertical_220px/militao_380x501_20201203095858.jpg\" /> |\n",
      "| Sergio Ramos |        4 | Defender   | <img alt=\"Sergio Ramos\" src=\"https://www.realmadrid.com//img/vertical_220px/ramos_380x501_20201203095830.jpg\" /> |\n"
     ]
    }
   ],
   "source": [
    "print(df[:5][['name', 'number', 'position', 'img']].to_markdown(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "horizontal-manual",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[:5][['name', 'number', 'position', 'img']].to_markdown('team.md', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "alternate-rocket",
   "metadata": {},
   "source": [
    "### show markdown table in github\n",
    "* https://github.com/prasertcbs/test/blob/master/team.md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "sunset-myanmar",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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