27-Data Visualization with Pandas - Part 1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "happy-roulette",
   "metadata": {},
   "source": [
    "# Data Visualization with Pandas - Part 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24bda640",
   "metadata": {},
   "source": [
    "Hi Guys, Welcome to [Tirendaz Academy](https://youtube.com/c/tirendazacademy) 😀\n",
    "</br>\n",
    "In this notebook, I'm going to talk about data visualization with Pandas.\n",
    "</br>\n",
    "Happy learning 🐱‍🏍 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "desperate-ranking",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dietary-chemical",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "architectural-university",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use(\"fivethirtyeight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adjacent-ground",
   "metadata": {},
   "source": [
    "## Plotting graph with plot() method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "expired-nickel",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.Series(np.random.randn(1000).cumsum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "effective-training",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "refined-brass",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.DataFrame(np.random.randn(100, 4),columns=list('ABCD'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fluid-figure",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1.cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "tracked-creativity",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "endangered-fountain",
   "metadata": {},
   "source": [
    "## Bar Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "typical-simulation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAEGCAYAAABVSfMhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAOxElEQVR4nO3df0xVdfzH8RfItFDzkjIsf+QiRGWylByYqKmbjFWjXGRr64eDisnWzB/9cPUHWqwNKJazhZo/mq4yIU0ps0zbGDNpzbYi8xir5u8JXkVxufB+/2hf9iUFje857+O5PB9bW9xz7/m8O9x8cu49XGPC4XBEAAAYifV7AABA70J4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcLTQ47j+D1Cr8Rx9wfH3R/RetwJDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACm4vweANEntO6oh3uPl+q823943jDP9g3gH5zxAABMER4AgCnCAwAwRXgAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABTnoTnxIkTKioqUnJyspKSkpSZmam6ujovlgIABEyc2zsMh8PKyclRVlaWNm/erMGDB+uPP/5QYmKi20sBAALI9fC88847Gjp0qKqqqjpuGzVqlNvLAAACyvWX2mpra5WRkaF58+bprrvuUnZ2tlatWqVIJOL2UgCAAHI9PL///rvef/99jRo1StXV1SoqKlJJSYlWr17t9lIAgACKCYfDrp6KJCYmasKECdq1a1fHbcuWLdOOHTu0f//+qz7GcRw3R4DPJtXF+z1CjzVkt/k9AhB4KSkp3W53/T2epKQkpaamdrpt9OjROnLkSJePudaQNyLHcQI5t4m6o35P0GN8T6+O57s/ovW4u/5SW1ZWlg4fPtzptsOHD2vEiBFuLwUACCDXwzN//nw1NDSovLxcTU1N2rp1q1atWqXCwkK3lwIABJDr4Zk4caI2bdqkTz/9VJMnT9by5cu1dOlSwgMAkOTBezySlJOTo5ycHC92DQAIOD6rDQBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABThAcAYIrwAABMER4AgCnCAwAwRXgAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABThAcAYIrwAABMER4AgCnCAwAwRXgAAKY8D09FRYVCoZCWLFni9VIAgADwNDwNDQ3asGGD0tLSvFwGABAgnoXn7NmzeuaZZ7RixQqFQiGvlgEABIxn4VmwYIHy8vI0ffp0r5YAAARQnBc73bBhg5qamlRVVXVd93ccx4sxPBfUub0X7/cAPcb3tGscG38E8binpKR0u9318DiOo2XLlumLL75Q3759r+sx1xryRuQ4TiDnNlF31O8Jeozv6dXxfPdHtB5318Ozf/9+NTc3a/LkyR23tbe3q76+XmvXrtWxY8fUr18/t5cFAASE6+G5//77NWHChE63FRcXKzk5WQsXLrzusyAAQHRyPTyhUOiKq9ji4+OVkJCgcePGub0cACBg+OQCAIApT65q+7fa2lqLZQAAAcAZDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABThAcAYIrwAABMER4AgCnCAwAwRXgAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEy5Hp633npLM2bM0IgRI5ScnKy5c+eqsbHR7WUAAAHlenjq6upUUFCgL7/8Up999pni4uL00EMP6cyZM24vBQAIoDi3d1hTU9Pp66qqKo0cOVL79u1Tbm6u28sBAALG8/d4zp8/r8uXLysUCnm9FAAgAGLC4XDEywWefvpp/fbbb9q7d6/69Olz1fs4juPlCDA2qS7e7xF6rCG7ze8RgMBLSUnpdrvrL7X9X0uXLtW+ffu0c+fOLqMjXXvIG5HjOIGc20TdUb8n6DG+p1fH890f0XrcPQvPK6+8opqaGm3fvl2jRo3yahkAQMB4Ep6XXnpJNTU12rFjh0aPHu3FEgCAgHI9PIsXL9bHH3+sjRs3KhQK6eTJk5Kk/v37a8CAAW4vBwAIGNevaluzZo1aW1uVl5en1NTUjn9WrFjh9lIAgABy/YwnHA67vUsAQBThs9oAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABThAcAYIrwAABMER4AgCnCAwAwRXgAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgyrPwrFmzRunp6UpKStL06dNVX1/v1VIAgACJ82KnNTU1evnll1VRUaGsrCytWbNG+fn52rdvn0aMGOHFkgDgi9C6ox7uPV6q827/4XnDPNt3dzw541m5cqUef/xxPfXUU0pNTVVZWZmSkpK0du1aL5YDAASI6+G5dOmSDhw4oJkzZ3a6febMmfruu+/cXg4AEDCuv9TW3Nys9vZ2JSYmdro9MTFRp06duupjHMdxewxJ0qS6eE/2+w9vT4Ebsts827fXGrL9nqDnvHouWuD57g+e71dKSUnpdrsn7/FIUkxMTKevI5HIFbf9r2sN2WMe/o/iNc+OScA5jsOx6QrP96gTrc93119qGzx4sPr06XPF2c3p06evOAsCAPQ+roenb9++uvvuu7Vnz55Ot+/Zs0eZmZluLwcACBhPXmorLi7Wc889p4yMDGVmZmrt2rU6ceKE5s2b58VyAIAA8SQ8c+bMUUtLi8rKynTy5EmNHTtWmzdv1siRI71YDgAQIJ5dXFBYWKjCwkKvdg8ACCjPwgPAlpe/hR6tV1fBH3xIKADAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACmCA8AwBThAQCYIjwAAFOEBwBgivAAAEwRHgCAKcIDADBFeAAApggPAMAU4QEAmCI8AABThAcAYIrwAABMER4AgCnCAwAwRXgAAKYIDwDAFOEBAJgiPAAAU4QHAGCK8AAATBEeAIApwgMAMEV4AACm4vwewEvhecM827fjOEpJSfFs/wAQrTjjAQCYIjwAAFOuhufMmTNasmSJJk2apKFDhyotLU0LFy5US0uLm8sAAALM1fAcP35cx48fV0lJierr61VVVaX6+noVFBS4uQwAIMBcvbhg3Lhx2rhxY8fXd955p5YtW6a5c+fq3LlzuuWWW9xcDgAQQJ6/x9Pa2qp+/fopPj7e66UAAAHgaXjC4bDeeOMNPfnkk4qLi+ortwEA1ykmHA5HrnWn119/XeXl5d3eZ/v27Zo6dWrH1xcuXNAjjzyi2NhYVVdX66abburysY7j/IeRAQA3smv9juN1hae5uVnNzc3d3mf48OEdL6edP39e+fn5kqRPPvlEAwYMuN55AQBR7rrC81+0trYqPz9fkUhEW7Zs0cCBA93cPQAg4Fx946W1tVVz5sxRa2urNm3apLa2NrW1tUmSEhIS1LdvXzeXAwAEkKvhOXDggBoaGiRJGRkZnbb9+z0gAEDv5PpLbQAAdIfPagMAmCI8/0979+71ewQACBTC0wPHjh1TWVmZ0tPTNWfOHL/HAVzz1Vdfafz48Tp79uwV286ePavx48frm2++8WEyRBPCc53a29u1fft2Pfroo0pPT9eOHTtUUFCgH374we/Rot5ff/3V8e/Hjh1TaWmpXnvtNdXX1/s4VXRavXq1nn/+eQ0aNOiKbYMGDdKCBQv03nvv+TBZ73Dx4kW9+eabuvfeezVs2DANHz5cU6ZMUVlZmS5evOj3eK7h4oJrcBxHH3zwgT766CPFx8crPz9flZWVqqur05gxY/weL6o5jqMnnnhChw4dUlpamlavXq2HH35Yra2tio2N1YULF7RhwwY98MADfo8aNdLS0rR169Yuf/PccRzl5eWpsbHReLLo9/fffys3N1c//vijZs2apTFjxigSiejgwYPavXu3Jk6cqNra2qj4+LHg/xd4KDc3V42NjcrLy9O6deuUnZ0tSaqsrPR3sF7i1VdfVVJSkkpKSlRdXa38/HzNnDlTK1askCS9+OKLqqysJDwuOn36tGJju34hJCYmhr9fyyPr169XU1OTvv32W40dO7bTtsbGRj344INav369CgsLfZrQPbzU1o39+/frscceU1FRUUd0YOf777/X8uXLlZOTo4qKCh05ckSFhYWKjY1VbGysnn32WR06dMjvMaPK7bffrp9++qnL7T///LNuu+02w4l6j23btmnRokVXREf656+ceeGFF7Rt2zYfJnMf4enGnj171N7ertzcXE2dOlUrV67UyZMn/R6r12hpaen4Q27gwIHq37+/EhISOraHQiGdP3/er/Gi0uzZs1VaWnrV9xPa2tpUWlqq2bNn+zBZ9Dt48KCmTZvW5fb77rtPv/zyi+FE3iE83UhPT1d5ebl+/fVXFRcX6/PPP1daWpouX76sXbt2KRwO+z1i1IuJifF7hF5l8eLFOnfunDIyMlRZWana2lrV1tbq7bff1j333KNz585p0aJFfo8ZlcLhsIYMGdLl9iFDhlz1asMg4uKC/6ipqanjYoOWlhZNmzZNW7Zs8XusqJSQkKAZM2Z0fMbf119/rSlTpujmm2+WJF26dEl79+7lPQeX/fnnn1q0aJF2796tSOSfPx5iYmI0a9YslZeX64477vB5wuh066236tChQ13G59SpUxozZkxUPN8JTw+1t7dr586d2rhxoz788EO/x4lK8+fPv677vfvuux5P0juFw2E1NTUpEokoOTlZoVDI75Gi2r9/0Pq3aPpBi/AAwA2gN/2gRXgAAKa4uAAAYIrwAABMER4AgCnCAwAwRXgAAKb+B11iiFb0W/rCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.iloc[10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "worst-atlas",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.iloc[10].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "quick-bronze",
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=pd.DataFrame(np.random.rand(7,3), columns=list(\"ABC\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "comparative-seeking",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "hungry-might",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot.bar(stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "scenic-headquarters",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot.barh(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "referenced-gospel",
   "metadata": {},
   "source": [
    "## Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "equivalent-registration",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris=pd.read_csv(\"iris.data\", header=None)\n",
    "iris.columns=[\"sepal_length\",\"sepal_width\", \"petal_length\", \n",
    "              \"petal_width\", \"species\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "postal-pavilion",
   "metadata": {},
   "source": [
    "You can access this data set [here](https://github.com/tirendazacademy/data-visualization-with-python)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "quality-police",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width      species\n",
       "0           5.1          3.5           1.4          0.2  Iris-setosa\n",
       "1           4.9          3.0           1.4          0.2  Iris-setosa\n",
       "2           4.7          3.2           1.3          0.2  Iris-setosa\n",
       "3           4.6          3.1           1.5          0.2  Iris-setosa\n",
       "4           5.0          3.6           1.4          0.2  Iris-setosa"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "everyday-august",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.hist(alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "assured-application",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.hist(alpha=1, stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "opened-platinum",
   "metadata": {},
   "outputs": [],
   "source": [
    "bins=25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "tender-formula",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.hist(alpha=1, stacked=True, bins=25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "conditional-forwarding",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Frequency'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ8AAAEiCAYAAAAmtt8/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAe7ElEQVR4nO3de1SUdeLH8Y/iJcTFQeUiipKIR0E9eYnUdteI1NTysqvLqlmSa4VodqG81U/Q3dRNLTeCY1Kbe9AyQY28sccVN7xlx06bC51tUkMrgcSAMMkN+P3RYbaRywDidxh8v86ZU8/zfJ+Zz3zp9OF55mGeVkVFRZUCAMCg1s4OAAC4+VA+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAY1+DyWbdunSwWi5555plax+Tm5spisVR7HDhw4LrCAgBahjYNGfzhhx9q8+bNCg0Nrdf4tLQ0DRgwwLbs5eXVsHQAgBap3kc+xcXFmjt3rl555RVZLJZ67dO5c2f5+vraHu3atWtsTgBAC1Lv8nniiSc0adIkjRo1qt5PPmvWLPXp00djx47Vu+++26iAAICWp16n3TZv3qwzZ85o48aN9XrSjh07auXKlRo+fLjatGmjvXv3KioqSklJSYqMjKx1P6vVWr/UAIBmLzg4uNZtDsvHarVqxYoV2rdvX71Pm3Xp0kULFiywLQ8ePFiXLl3Shg0b6iyfuoI2V1ar1SVzS2R3FrI7jyvnd+XsNXF42u3EiRMqLCzUiBEj1KVLF3Xp0kVHjhxRcnKyunTpoh9++KFeLzR06FCdOXPmugMDAFyfwyOfCRMmaPDgwXbrYmJiFBQUpKeeeqreR0OnTp2Sr69v41ICAFoUh+VT9Tc6P9ehQwd5eXkpJCREkhQfH6+TJ08qPT1dkrR161a1bdtWgwYNUuvWrbV//34lJycrLi6uyd8AAMD1NOjvfGqTl5ens2fP2q1bu3atzp8/Lzc3NwUFBSkhIaHOz3sAADePRpXPnj177JaTkpLslmfMmKEZM2Y0PhUAoEXju90AAMZRPgAA45rkM5+mYvnrV9f9HEVR3ZsgCQDgRuLIBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4xpcPuvWrZPFYtEzzzxT57js7GyNHz9efn5+6t+/v9asWaPKyspGBwUAtBxtGjL4ww8/1ObNmxUaGlrnuJKSEk2ZMkUjR47UwYMHZbVaFRMTow4dOmjBggXXFRgA4PrqfeRTXFysuXPn6pVXXpHFYqlz7Pbt23XlyhUlJSUpJCREkyZN0sKFC5WYmMjRDwCg/uXzxBNPaNKkSRo1apTDsSdOnNCIESPk7u5uWxcREaELFy4oNze3cUkBAC1GvU67bd68WWfOnNHGjRvr9aQFBQXy9/e3W+ft7W3bFhgY2LCUDWC1Wm/Yczen12wqZHcOsjuPK+d3tezBwcG1bnNYPlarVStWrNC+ffvUrl27er9oq1at7JarTrddu76p1fVmbwSr1Wr8NZsK2Z2D7M7jyvldOXtNHJbPiRMnVFhYqBEjRtjWlZeX6+jRo3rjjTf09ddfq3379nb7+Pj4qKCgwG7dxYsXJf3vCAgAcPNyWD4TJkzQ4MGD7dbFxMQoKChITz31VI1HQ2FhYYqLi1NZWZluueUWSVJmZqa6deumXr16NVF0AICrcnjBgcViUUhIiN2jQ4cO8vLyUkhIiFq1aqX4+HhNnDjRts/UqVPl7u6uefPmKScnR+np6Xr55Zc1b968G37aDQDQ/DXo73xqk5eXp7Nnz9qWO3XqpJ07dyo2Nlbh4eGyWCyKiYnR/Pnzm+LlAAAurlHls2fPHrvlpKSkamNCQ0O1b9++xqUCALRoTXLk05xY/vqV4VfsIB02/ZpNpX7Zi6K6G8gC4GbCF4sCAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHFtnB0AN0ZRVHeHY6xWq4KDgw2kAQB7HPkAAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHEOy2fTpk0aOXKkAgICFBAQoNGjRysjI6PW8bm5ubJYLNUeBw4caNLgAADX5fBbrf39/RUfH6+goCBVVFTorbfe0syZM3Xo0CENGDCg1v3S0tLstnt5eTVNYgCAy3NYPhMmTLBbfv755/X666/rww8/rLN8OnfuLF9f3+tPCABocRp0P5/y8nLt2rVLly9fVlhYWJ1jZ82apbKyMgUFBWnevHmaNGnSdQVFw1it1iYd1xyR3TlcObvk2vldLXtd9wurV/lkZ2drzJgxKisrk4eHh1JSUhQaGlrj2I4dO2rlypUaPny42rRpo7179yoqKkpJSUmKjIxs3DtAg9XnJnGufDM5sjuHK2eXXDu/K2evSb3KJzg4WFlZWSouLlZ6erqio6O1e/duhYSEVBvbpUsXLViwwLY8ePBgXbp0SRs2bKB8AACS6nmpdbt27dS7d28NHjxYy5cv18CBA5WYmFjvFxk6dKjOnDnT6JAAgJalUX/nU1FRoatXr9Z7/KlTp7j4AABg4/C0W1xcnMaMGaPu3burtLRUqampOnz4sN555x1JUnx8vE6ePKn09HRJ0tatW9W2bVsNGjRIrVu31v79+5WcnKy4uLgb+kZgz/LXr+oxqoN0uD7jmiOyO4crZ5fqk78oqruhLDc3h+WTn5+vRx55RAUFBfL09FRoaKhSU1MVEREhScrLy9PZs2ft9lm7dq3Onz8vNzc3BQUFKSEhgc97AAA2rYqKiiqdHaJK/X5bB4Abp7ke+bS0q934bjcAgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGBcq6Kiokpnh6hi+etXzo4AAJBUFNX9hj4/Rz4AAOMoHwCAcZQPAMA4ygcAYBzlAwAwjvIBABhH+QAAjKN8AADGUT4AAOMoHwCAcZQPAMA4ygcAYBzlAwAwzmH5bNq0SSNHjlRAQIACAgI0evRoZWRk1LlPdna2xo8fLz8/P/Xv319r1qxRZWWz+fJsAICTtXE0wN/fX/Hx8QoKClJFRYXeeustzZw5U4cOHdKAAQOqjS8pKdGUKVM0cuRIHTx4UFarVTExMerQoYMWLFhwQ94EAMC1NOp+PoGBgVq+fLmioqKqbXv99dcVFxenzz77TO7u7pKkF198UW+88YZycnLUqlWrWp+X+/kAQPNwo+/n4/DI5+fKy8u1a9cuXb58WWFhYTWOOXHihEaMGGErHkmKiIjQn/70J+Xm5iowMPC6AgMAbjyr1XrdzxEcHFzrtnqVT3Z2tsaMGaOysjJ5eHgoJSVFoaGhNY4tKCiQv7+/3Tpvb2/bNsoHAJq/uoqjKdTrarfg4GBlZWXpwIEDmjNnjqKjo5WTk1Pr+GtPrVVdbFDXKTcAwM2jXkc+7dq1U+/evSVJgwcP1kcffaTExEQlJCRUG+vj46OCggK7dRcvXpT0vyMgAMDNrUGf+VSpqKjQ1atXa9wWFhamuLg4lZWV6ZZbbpEkZWZmqlu3burVq1fjkwK4oerzAbPVar3hp2NuJFfO78rZa+LwtFtcXJyOHj2q3NxcZWdnKz4+XocPH9a0adMkSfHx8Zo4caJt/NSpU+Xu7q558+YpJydH6enpevnllzVv3jxOuwEAJNXjyCc/P1+PPPKICgoK5OnpqdDQUKWmpioiIkKSlJeXp7Nnz9rGd+rUSTt37lRsbKzCw8NlsVgUExOj+fPn37h3AQBwKQ7LJykpqcHbQ0NDtW/fvsanAgC0aHy3GwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHGUDwDAOMoHAGAc5QMAMI7yAQAYR/kAAIyjfAAAxlE+AADjKB8AgHGUDwDAOId3MgXQfBVFdXd2BKBROPIBABhH+QAAjKN8AADGUT4AAOMoHwCAcZQPAMA4ygcAYBzlAwAwjvIBABhH+QAAjKN8AADGUT4AAOMoHwCAcZQPAMA4ygcAYJzD8lm/fr3Cw8MVEBCgoKAgRUZGKicnp859cnNzZbFYqj0OHDjQZMEBAK7L4c3kDh8+rDlz5mjIkCGqrKzUCy+8oMmTJ+uDDz6Ql5dXnfumpaVpwIABtmVH4wEANweH5bNjxw675Y0bN6pnz546fvy4xo0bV+e+nTt3lq+v7/UlBAC0OA3+zKe0tFQVFRWyWCwOx86aNUt9+vTR2LFj9e677zYmHwCgBWpVVFRU2ZAdZs+erdOnT+vQoUNyc3OrcUxhYaG2bt2q4cOHq02bNtq7d6/WrVunpKQkRUZG1vrclr9+1bD0wE3uw19+7+wIQK2Cg4Nr3dag8lm6dKl27Nih/fv3KzAwsEEhnn76aR07dkxHjx6tdczNXj5FUd2Nvp7Vaq3zP47mjOzO4crZJdfO78rZa1Lv025LlixRWlqa0tPTG1w8kjR06FCdOXOmwfsBAFoehxccSNKiRYu0Y8cO7d69W3379m3UC506dYqLDwAAkupRPrGxsdq2bZtSUlJksViUn58vSfLw8FDHjh0lSfHx8Tp58qTS09MlSVu3blXbtm01aNAgtW7dWvv371dycrLi4uJu3DsBALgMh+WTnJwsSZo0aZLd+kWLFmnJkiWSpLy8PJ09e9Zu+9q1a3X+/Hm5ubkpKChICQkJdV5sAAC4eTgsn6KiIodPkpSUZLc8Y8YMzZgxo9GhAAAtG9/tBgAwjvIBABhH+QAAjKN8AADGUT4AAOMoHwCAcZQPAMA4ygcAYBzlAwAwjvIBABhH+QAAjKN8AADGUT4AAOMoHwCAcZQPAMC4et1G+2ZVFNXd4Rir1arg4GADaQCg5eDIBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBgHOUDADCO8gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBgnMPyWb9+vcLDwxUQEKCgoCBFRkYqJyfH4RNnZ2dr/Pjx8vPzU//+/bVmzRpVVlY2SWgAgGtzWD6HDx/WnDlzlJGRofT0dLVp00aTJ0/Wt99+W+s+JSUlmjJlinx8fHTw4EGtXr1ar7zyihISEpo0PADANbVxNGDHjh12yxs3blTPnj11/PhxjRs3rsZ9tm/fritXrigpKUnu7u4KCQnRZ599psTERM2fP1+tWrVqmvQAAJfU4M98SktLVVFRIYvFUuuYEydOaMSIEXJ3d7eti4iI0IULF5Sbm9uooACAlqNVUVFRgz6ImT17tk6fPq1Dhw7Jzc2txjFTpkyRv7+/Xn31Vdu68+fPa+DAgfr73/+usLCwGvezWq0NiQIAaMaCg4Nr3ebwtNvPLV26VMePH9f+/ftrLZ4q155aq7rYoK5TbnUFba6sVqtL5pbI7ixkdx5Xzu/K2WtS7/JZsmSJduzYoffee0+BgYF1jvXx8VFBQYHduosXL0qSvL29G54SANCi1Oszn0WLFik1NVXp6enq27evw/FhYWE6duyYysrKbOsyMzPVrVs39erVq/FpAQAtgsPyiY2N1datW5WcnCyLxaL8/Hzl5+ertLTUNiY+Pl4TJ060LU+dOlXu7u6aN2+ecnJylJ6erpdfflnz5s3jSjcAgOPTbsnJyZKkSZMm2a1ftGiRlixZIknKy8vT2bNnbds6deqknTt3KjY2VuHh4bJYLIqJidH8+fObMjsAwEU5LJ+ioiKHT5KUlFRtXWhoqPbt29eoUACAlo3vdgMAGEf5AACMa/AfmQIAcL048gEAGEf5AACMo3wAAMZRPgAA4ygfAIBxlA8AwDinlk9ycrIGDRokX19fjRo1SkePHnVmnHpbtWqVLBaL3aM+X7jqDEeOHNHvf/979e/fXxaLRVu2bLHbXllZqVWrVqlfv37y8/PThAkT9OmnnzoprT1H2aOjo6v9HO655x4npf2f9evXKzw8XAEBAQoKClJkZKRycnLsxjTnea9P/uY695s2bdLIkSMVEBCggIAAjR49WhkZGbbtzXneHWVvrnPeWE4rnx07dmjx4sV6+umn9f777yssLEzTpk3T+fPnnRWpQYKDg/Wf//zH9miuxXn58mWFhIRo9erVdneWrbJhwwa9+uqrWrNmjQ4ePChvb29NmTJF3333nRPS2nOUXZLuuusuu5/D9u3bDaes7vDhw5ozZ44yMjKUnp6uNm3aaPLkyfr2229tY5rzvNcnv9Q8597f31/x8fH65z//qczMTP3617/WzJkz9e9//1tS8553R9ml5jnnjeW0PzKNiIhQaGio/vKXv9jWDRkyRJMmTdLy5cudEaneVq1apfT0dB07dszZURqke/fu+vOf/6yZM2dK+um3wH79+mnu3LmKjY2VJF25ckXBwcFauXKloqKinBnXzrXZpZ9+E7x06ZK2bdvmxGSOlZaWqmfPntqyZYvGjRvnUvMuVc8vuc7cS1JgYKCWL1+u2bNnu9S8S//LHhUV5VJzXh9OOfK5evWqPv74Y91999126++++2598MEHzojUYF988YX69++vQYMG6eGHH9YXX3zh7EgNlpubq/z8fLufg7u7u0aOHOkyP4djx46pT58+Gjp0qB5//HF98803zo5UTWlpqSoqKmSxWCS53rxfm79Kc5/78vJypaWl6fLlywoLC3Opeb82e5XmPucN0aDbaDeVwsJClZeXV7urqbe3d7U7oDZHw4YNU2JiooKDg3Xx4kW9+OKLGjNmjI4fP67OnTs7O1695efnS6p+d1lvb29duHDBGZEa5J577tH999+vXr166dy5c/rjH/+oiRMn6tChQ2rfvr2z49ksXrxYAwcOtP1PxNXm/dr8UvOe++zsbI0ZM0ZlZWXy8PBQSkqKQkNDbQXTnOe9tuxS857zxnBK+VS59sZylZWVLnGzudGjR9stDxs2TLfddpu2bt3qkvcsctWfw29/+1vbv4eGhuq2227TwIEDlZGRYXdzQ2daunSpjh8/rv3798vNzc1umyvMe235m/PcBwcHKysrS8XFxUpPT1d0dLR2795t296c57227CEhIc16zhvDKafdunTpIjc3t2pHORcvXqz2W4kr6Nixo/r166czZ844O0qD+Pr6SlKL+Tl069ZN/v7+zebnsGTJEqWlpSk9PV2BgYG29a4y77Xlr0lzmvt27dqpd+/eGjx4sJYvX66BAwcqMTHRJea9tuw1aU5z3hhOKZ927drptttuU2Zmpt36zMxM3XHHHc6IdF3KyspktVpt/3G7il69esnX19fu51BWVqZjx4655M+hsLBQFy5caBY/h0WLFik1NVXp6enVLsN3hXmvK39NmtPcX6uiokJXr151iXm/VlX2mjTnOa8Pp512i4mJ0aOPPqqhQ4fqjjvu0BtvvKG8vLxmecXJtZ577jnde++96tGjh+0zn++//17Tp093drRqSktLbb8ZVVRU6Msvv9Qnn3wiLy8vBQQEKDo6WuvWrVNwcLD69OmjtWvXysPDQ1OnTnVy8rqze3l5afXq1Zo4caJ8fX117tw5rVixQt7e3rrvvvucmjs2Nlbbtm1TSkqKLBaL7TMeDw8PdezYUa1atWrW8+4of2lpabOd+7i4OI0ZM0bdu3dXaWmpUlNTdfjwYb3zzjvNft7ryt6c57yxnHo/n+TkZG3YsEH5+fnq37+/XnjhBd15553OilNvDz/8sI4eParCwkJ17dpVw4YN07Jly9SvXz9nR6smKytL999/f7X106dPV1JSkiorK7V69Wq9+eabKioq0tChQ7V27VqFhIQ4Ia29urKvX79eM2fO1CeffKLi4mL5+vrqV7/6lZYtW6YePXo4Ie3/XHtVWJVFixZpyZIlktSs591R/itXrjTbuY+OjlZWVpYKCgrk6emp0NBQPf7444qIiJDUvOe9ruzNec4bi5vJAQCM47vdAADGUT4AAOMoHwCAcZQPAMA4ygcAYBzlAwAwjvIBABhH+aDF2LJlS7U7PVY9nnzySWfHA/AzTv1Wa+BGWLx4sW699Va7dX369HFSGgA1oXzQ4kREROj22293OK68vFzl5eVq166dgVQAfo7Tbrgp5ObmymKx6KWXXlJycrKGDBkiHx8f2w3G8vLytHDhQvXr108+Pj4aMmSINmzYoMpK+2+fKikp0cKFCxUYGKiAgADNmjVLeXl5slgsWrVqlW1cdHS0Bg4cWC1H1anB3Nxcu/WZmZm677771KNHD/n7++u+++6rdnfNVatWyWKx6PTp03ryySd16623qnv37nrooYd06dKlaq+VmZmp+++/XwEBAerRo4dGjRqlv/3tb5KklStXqmvXrjXeCfP555+Xj49Pjc8JNBWOfNDilJSUqLCw0G5dVYlUfUPw7Nmz1bFjR/n5+embb77RPffcox9//FEPPfSQ/Pz8dOzYMS1fvlwXLlzQ6tWrbc/xwAMPKCsrS7NmzdLAgQN16NAhTZs27brypqam6pFHHrF9UWRFRYW2bNmiiRMnas+ePRo2bJjd+Dlz5sjX11fLli3T6dOn9dprr6lt27ZKTk62jXn77bcVHR2tPn36aMGCBerSpYuys7OVkZGhBx98UNOnT9e6deuUlpamxx57zLZfRUWF0tLSNHr0aJe6Ky9cD+WDFufnd3ysUnUPl3PnzunkyZPy8/OzbVu4cKF++OEHHTlyRD4+PpKkqKgo+fn5KSEhQdHR0erVq5f279+v999/X0uXLtWzzz4rSZo7d67mzp2rU6dONSrr5cuXFRsbq8jISCUlJdnWR0VFafjw4VqxYoXS09Pt9unbt69ee+0123JlZaU2bdqkdevWqVOnTiopKdGzzz6r0NBQZWRkyMPDw26s9NNnYGFhYXrnnXfsyicrK0tff/21rXCBG4XTbmhx1qxZo127dtk9PD09JUkTJkywK57Kykq9++67Gjt2rNzc3FRYWGh7REREqKKiQkeOHJEkZWRkqHXr1nr00UftXi86OrrRWTMzM1VUVKTf/e53dq995coV3XXXXTp27Jj++9//2u0zZ84cu+U777xT5eXl+vLLL23PWVJSoqefftqueCT7W0hPnz5dH330kaxWq23d22+/LYvForFjxzb6PQH1wZEPWpwhQ4ZUu+Cg6jOWa28HffHiRRUVFSklJUUpKSk1Pt/FixclSefPn5ePj486depkt/16rqQ7ffq0JGnKlCm1jikuLlbXrl1tywEBAXbbq+6/8+2330qSzp49K0kO71EzZcoULV68WNu2bdNzzz2nK1euaPfu3Zo6darat2/f4PcCNATlg5uKu7u73XJFRYUkaerUqXrggQdq3Kd3796SfjpK+vmRQ11qG1deXl7j6ycmJsrf37/GfaqO2qq4ubnVOK7qlFrVPx1ltVgsGj9+vLZv365ly5Zp7969+u677xQZGVnnfkBToHxwU+vatas8PT31448/6q677qpzbM+ePXXo0CEVFxfbHf18/vnn1cZaLBYVFxdXW3/u3Dm75aq/R+ratavD16+vqrLMyclR37596xw7ffp07dy5U8ePH9e2bdsUGBio4cOHN0kOoC585oObmpubmyZOnKjdu3fr448/rra9uLjY9pnLmDFjVFFRoY0bN9qN+fmFAlV69+6tkpIS/etf/7KtKy0t1dtvv203LiIiQp06ddLatWv1ww8/VHueqlN+DREeHi5PT0+tX79e33//vd22ay8dj4iIkK+vrxITE3Xw4EGOemAMRz646cXFxenIkSO69957NWvWLIWEhOi7775TTk6O3nvvPX300Ufy9fXVuHHjdOedd2rVqlX68ssvNWjQIGVmZlb7mx3pp9N48fHxeuCBB/TYY4/pxx9/VEpKirp27Wq7MECSfvGLX2jDhg2aM2eOfvnLX2ratGny9fXVV199paysLHl4eCg1NbVB78fT01OrVq3S/PnzFR4ermnTpqlz58769NNPdeHCBbvPttzc3DRt2jQlJCRIEuUDYygf3PS6du2qf/zjH3rxxRe1Z88evfnmm+rUqZP69OmjxYsXy8vLS9JPn6Fs3bpVzz33nHbt2qWdO3dq1KhR2r59u/r372/3nBaLRSkpKVq2bJni4uLUrVs3RUdHy9PTUzExMXZjJ0+erG7dumn9+vVKTEzUlStX5Ovrq2HDhunBBx9s1HuaOXOmvL299dJLL2n9+vVyc3NTUFCQ/vCHP1QbO336dCUkJCgsLMx2yg640VoVFRVVOh4GoC4Wi0WLFi3SkiVLnB2lwaxWq26//XatW7eu2mXcwI3CZz7ATW7z5s1q3769fvOb3zg7Cm4inHYDblL79u3T559/rk2bNmnmzJm204uACZQPcJN69tln9c033+iuu+7S//3f/zk7Dm4yfOYDADCOz3wAAMZRPgAA4ygfAIBxlA8AwDjKBwBg3P8DhwzR1GjayMgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris[\"sepal_width\"].plot.hist(orientation=\"horizontal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "virtual-organizer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris[\"sepal_length\"].diff().hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "protected-botswana",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'sepal_length'}>,\n",
       "        <AxesSubplot:title={'center':'sepal_width'}>],\n",
       "       [<AxesSubplot:title={'center':'petal_length'}>,\n",
       "        <AxesSubplot:title={'center':'petal_width'}>]], dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.hist(color=\"blue\", alpha=1, bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "empty-guyana",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'Iris-setosa'}>,\n",
       "        <AxesSubplot:title={'center':'Iris-versicolor'}>],\n",
       "       [<AxesSubplot:title={'center':'Iris-virginica'}>, <AxesSubplot:>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.hist(\"petal_length\",by=\"species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "blessed-decade",
   "metadata": {},
   "source": [
    "## Boxplot charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "iraqi-jonathan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.box() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "usual-chase",
   "metadata": {},
   "outputs": [],
   "source": [
    "colors={'boxes': 'Red', 'whiskers': 'blue','medians': 'Black', 'caps': 'Green'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "portuguese-village",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.box(color=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "contrary-country",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.plot.box(vert=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "behind-sussex",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "imperial-chapter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'petal_length'}, xlabel='[species]'>,\n",
       "        <AxesSubplot:title={'center':'petal_width'}, xlabel='[species]'>],\n",
       "       [<AxesSubplot:title={'center':'sepal_length'}, xlabel='[species]'>,\n",
       "        <AxesSubplot:title={'center':'sepal_width'}, xlabel='[species]'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"]=(8,8)\n",
    "plt.style.use(\"ggplot\")\n",
    "iris.boxplot(by='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "corresponding-creator",
   "metadata": {},
   "source": [
    "Don't forget to follow us on [YouTube](http://youtube.com/tirendazacademy) | [Medium](http://tirendazacademy.medium.com) | [Twitter](http://twitter.com/tirendazacademy) | [GitHub](http://github.com/tirendazacademy) | [Linkedin](https://www.linkedin.com/in/tirendaz-academy) | [Kaggle](https://www.kaggle.com/tirendazacademy) 😎"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}