Seaborn_Visz/3-Distribution-plot.ipynb

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  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Distribution plots in seaborn which is used for examining \r\n",
    "univariate and bivariate distributions. \r\n",
    "In this article we will be discussing 4 types of\r\n",
    "distribution plots namely:\r\n",
    "\r\n",
    "joinplot\r\n",
    "distplot\r\n",
    "pairplot\r\n",
    "rugplot\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "# import thr necessary libraries\r\n",
    "import seaborn as sns\r\n",
    "import matplotlib.pyplot as plt \r\n",
    "%matplotlib inline\r\n",
    "  \r\n",
    "# to ignore the warnings \r\n",
    "from warnings import filterwarnings\r\n",
    "  \r\n",
    "# load the dataset\r\n",
    "df = sns.load_dataset('tips')\r\n",
    "  \r\n",
    "# the first five entries of the dataset\r\n",
    "df.head()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Displot\r\n",
    "It is used basically for univariant set of observations and \r\n",
    "visualizes it through a histogram i.e. only one observation\r\n",
    "and hence we choose one particular column of the dataset.\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "# set the background style of the plot\r\n",
    "sns.set_style('whitegrid')\r\n",
    "sns.distplot(df['total_bill'], kde = False, color ='red', bins = 30)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\Roja Achary\\Anaconda3\\envs\\lab\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill'>"
      ]
     },
     "metadata": {},
     "execution_count": 4
    },
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     "output_type": "display_data",
     "data": {
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     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Joinplot\r\n",
    "It is used to draw a plot of two variables with bivariate\r\n",
    "and univariate graphs. It basically combines two different\r\n",
    "plots.\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "sns.jointplot(x ='total_bill', y ='tip', data = df)\r\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x24bb3ebcd30>"
      ]
     },
     "metadata": {},
     "execution_count": 5
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ],
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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "sns.jointplot(x ='total_bill', y ='tip', data = df, kind ='kde')\r\n",
    "# KDE shows the density where the points match up the most"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
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       "<Figure size 432x432 with 3 Axes>"
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     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Pairplot\r\n",
    "It represents pairwise relation across the entire \r\n",
    "dataframe and supports an additional argument called\r\n",
    "hue for categorical separation. What it does basically\r\n",
    "is create a jointplot between every possible numerical\r\n",
    "column and takes a while if the dataframe is really huge.\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "sns.pairplot(df, hue =\"sex\", palette ='coolwarm')\r\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x24bb4243860>"
      ]
     },
     "metadata": {},
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 609.375x540 with 12 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"533.890625pt\" version=\"1.1\" viewBox=\"0 0 607.823437 533.890625\" width=\"607.823437pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <metadata>\r\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\r\n   <cc:Work>\r\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n    <dc:date>2021-08-23T20:11:52.411140</dc:date>\r\n    <dc:format>image/svg+xml</dc:format>\r\n    <dc:creator>\r\n     <cc:Agent>\r\n      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n     </cc:Agent>\r\n    </dc:creator>\r\n   </cc:Work>\r\n  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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "'''\r\n",
    "Rugplot\r\n",
    "It plots datapoints in an array as sticks on an axis.\r\n",
    "Just like a distplot it takes a single column. \r\n",
    "Instead of drawing a histogram it creates dashes \r\n",
    "all across the plot. If you compare it with the\r\n",
    "joinplot you can see that what a jointplot does \r\n",
    "is that it counts the dashes and shows it as bins.\r\n",
    "\r\n",
    "'''"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "sns.rugplot(df['total_bill'])\r\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='total_bill'>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
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     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "#credits GeeksforGeeks"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.6.10",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.6.10 64-bit ('lab': conda)"
  },
  "interpreter": {
   "hash": "ef0af0e2864dd9943b080eef7e89ea34b1917f29e151dc31df9abd8d184eafae"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}