Session_8_Visualization_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "812f7909",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "  <h1>Session 8: Data Visulization, Part 2</h1>\n",
    "</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a30bcff",
   "metadata": {},
   "source": [
    "## Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8eea72d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "408f965e",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(0,10)\n",
    "y = x ** 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5558029d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "731a7be2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81], dtype=int32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ebba423",
   "metadata": {},
   "source": [
    "## drawing basic plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bf57cc4c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAh1UlEQVR4nO3deXxU9b3G8c8XEnZC2AmByA4iWyCASqtW0LpVRS+KFUVFcWmv2muv0t4u3np7q22vV23VK4qCuCKCUlqtFrXuLCGAgCB7SIgkCAmEhKzf+0emFhVlSGZyMpPn/Xr5mpmTSc7DJHn85cw5v5+5OyIiEnuaBB1ARERqRwUuIhKjVOAiIjFKBS4iEqNU4CIiMSqhPnfWqVMn79WrV33uUkQk5mVmZu5x985f3l6vBd6rVy9WrFhRn7sUEYl5ZrbjSNt1CEVEJEapwEVEYpQKXEQkRqnARURilApcRCRGqcBFRGKUClxEJEapwEVEouhQRRV3LlrHvoPlEf/aYRW4mf3IzNaZ2Voze9bMWphZBzN73cw2hW7bRzydiEgMc3dun7+GOR9sZ3VOYcS//lEL3MxSgZuBDHcfAjQFJgMzgCXu3h9YEnosIiIhj7y9lUWrd/HjMwdy2sAuEf/64R5CSQBamlkC0ArYBVwAzAl9fA5wYcTTiYjEqDc35HPPqxs4b1gKN53WNyr7OGqBu3su8HsgG8gDitz9NaCru+eFnpMHHPF/L2Y23cxWmNmKgoKCyCUXEWmgNucXc/OzWQxOSeJ3/zIcM4vKfsI5hNKemtF2b6A70NrMpoS7A3ef6e4Z7p7RufNXJtMSEYkrRaUVTH9yBc0SmjDzygxaNmsatX2FcwhlArDN3QvcvQJYAJwM7DazFIDQbX7UUoqIxICqaufmZ7PYua+Eh6eMIjW5ZVT3F06BZwMnmlkrq/k7YDzwMbAImBp6zlTg5ehEFBGJDb99dQN//6SA/zx/CGN6d4j6/o46H7i7LzWz+cBKoBLIAmYCbYB5ZjaNmpKfFM2gIiIN2UtZuTzy9lauOPE4vj82rV72GdaCDu7+S+CXX9pcRs1oXESkUVuTU8gdL65hbO8O/OJ7g+ttv7oSU0SkDvL3H2L6k5l0atOchy4fSWLT+qvVel1STUQknpRVVnHDU5kUlVbw4o0n07FN83rdvwpcRKQW3J2fv7SWldmFPHT5SAZ3T6r3DDqEIiJSC7Pf3868FTncfHo/zhmaEkgGFbiIyDF6b/Me/uvPH3PG4K7cOmFAYDlU4CIix2DHZwe56emV9O3cmv+9dARNmkTnMvlwqMBFRMJUXFbJdU+uwAwevTKDNs2DfRtRb2KKiIShutr50fOr2FJwkCevGcNxHVsHHUkjcBGRcNy3ZBOvr9/Nf5xzPOP6dQo6DqACFxE5qlc+yuOBJZuYNKoHV4/rFXScz6nARUS+wfpd+/m3eatJT0vmvyYOidrc3rWhAhcR+Rp7D5Zz3ZMraNcykUemjKJ5QvTm9q4NvYkpInIEFVXV3PR0JgXFZbxw/Ul0SWoRdKSv0AhcROQIfvWn9Xy4dS/3XDyU4T2Tg45zRCpwEZEveWZpNnM/3MH0U/owMb1H0HG+VjhrYg40s1WH/bffzG41sw5m9rqZbQrdtq+PwCIi0bR8+15+uWgtpw7ozB1nDQo6zjcKZ1X6je4+wt1HAKOAEmAhMANY4u79gSWhxyIiMSu3sJQb5mbSo30rHrgsnaYBXiYfjmM9hDIe2OLuO6hZqX5OaPsc4MII5hIRqVel5VVMf3IF5ZXVPHplBu1aJgYd6aiOtcAnA8+G7nd19zyA0G2XI32CmU03sxVmtqKgoKD2SUVEosTd+ff5q1mft58HLkunX5c2QUcKS9gFbmbNgPOBF45lB+4+090z3D2jc+fOx5pPRCTqHnprC4vX5HH7dwfxnUFHHIs2SMcyAj8bWOnuu0OPd5tZCkDoNj/S4UREom3Jx7v5/WsbOX94d244tU/QcY7JsRT4Zfzz8AnAImBq6P5U4OVIhRIRqQ+b8w9wy3OrOKF7EvdcPKxBXSYfjrAK3MxaAWcACw7bfDdwhpltCn3s7sjHExGJjqKSCq6ds4IWiU2YeUUGLZs1rMvkwxHWpfTuXgJ0/NK2z6g5K0VEJKZUVlXzw2dXkltYyrPXnUj35JZBR6oVzYUiIo3OPa9u4J1Ne7j7oqFk9OoQdJxa06X0ItKovJiZw6PvbGPqSccxeUxa0HHqRAUuIo3Gqp2F/GThR5zUpyM/O29w0HHqTAUuIo1C/v5DXD93BV3aNufBy0eS2DT260/HwEUk7h2qqGL63EwOHKpkwU0n06F1s6AjRYQKXETimrvzHwvXsmpnIf83ZSSDuiUFHSliYv9vCBGRb/D4e9t5cWUOt4zvz1lDUoKOE1EqcBGJW+9sKuDXf17Pd0/oyi3j+wcdJ+JU4CISlzZ+eoAfPL2S/l3acu8lI2jSwOf2rg0VuIjEnZ17S7hi1lJaJDblsakZtG4en2/3xee/SkQarYIDZVwxayllldXMu/4kenZoFXSkqNEIXETiRlFpBVc+vozd+8t4/KrRDOzWNuhIUaUCF5G4UFpexXVzVrA5/wD/d8UoRh0X/+us6xCKiMS8iqpqfvjMSpbv2MsDk9M5dUDjWP1LI3ARiWnV1c7t89ewZEM+d10whO8N7x50pHoT7oIOyWY238w2mNnHZnaSmXUws9fNbFPoNv7/XhGRBsXd+dXi9SzMyuXHZw5gyonHBR2pXoU7Ar8feNXdBwHDgY+BGcASd+8PLAk9FhGpN394YzOz39/ONeN684Pv9As6Tr07aoGbWRJwCjALwN3L3b0QuACYE3raHODC6EQUEfmquR9s597XP+Gikan87NzjY249y0gIZwTeBygAnjCzLDN7zMxaA13dPQ8gdNvlSJ9sZtPNbIWZrSgoKIhYcBFpvF5elcsvFq1jwvFduOfiYXF5lWU4winwBGAk8LC7pwMHOYbDJe4+090z3D2jc+fG8c6wiETPWxvzuW3eakb36sAfvx8f83rXVjj/8hwgx92Xhh7Pp6bQd5tZCkDoNj86EUVEamTu2MsNT2UysFtbHpuaQYvE2FtJPpKOWuDu/imw08wGhjaNB9YDi4CpoW1TgZejklBEBNjw6X6ufmI5Ke1aMueaMSS1SAw6UuDCvZDnX4GnzawZsBW4mpryn2dm04BsYFJ0IopIY5f9WQlXzFpGq2YJzJ02hk5tmgcdqUEIq8DdfRWQcYQPjY9oGhGRL8k/cIgps5ZSUVXNM9efRI/28Ts51bFqvEf/RaTBKyqt4MpZy9hTXMYTV42mf9f4npzqWKnARaRBKi2vYtrs5WwpKOaRK0aRnqaLvb9Mk1mJSINTUVXNTU9nkpm9jwe/P5Jv99cpyEeiEbiINCjV1c6PX1jNmxsL+O+JQzlnaHwtRBxJKnARaTDcnf/80zpeXrWL288ayGVj0oKO1KCpwEWkwbh/ySbmfLCD677dmxtP7Rt0nAZPBS4iDcLs97Zx3982MWlUD356TuOcnOpYqcBFJHAvZeVy55/Wc+bgrvzmoqEq7zCpwEUkUG9uyOfHL6zmxD4deOCydBIa8eRUx0qvlIgEZvn2msmpjk9J4tErNTnVsVKBi0gg1u/azzWzl5Oa3JLZV4+mrSanOmYqcBGpdzs+O8iVjy+jTfME5l47lo6anKpWVOAiUq9276+ZnKqqupq508aQmtwy6EgxSwUuIvWmqKRmcqq9xeXMvnoM/bpocqq60FwoIlIvSsoruXr2MrbtOcgTV49meM/koCPFPI3ARSTqyiurufGplazaWcgDl41gXL9OQUeKC2GNwM1sO3AAqAIq3T3DzDoAzwO9gO3AJe6+LzoxRSRWVVU7t72wmr9/UsA9Fw/lrCGanCpSjmUE/h13H+Hu/1iZZwawxN37A0s4hpXqRaRxcHfuXLSOP63exYyzB3HpaE1OFUl1OYRyATAndH8OcGGd04hIXPnf1z9h7oc7uP7UPtygyakiLtwCd+A1M8s0s+mhbV3dPQ8gdNvlSJ9oZtPNbIWZrSgoKKh7YhGJCY+/u40H3tjMpRk9mXHWoKDjxKVwz0IZ5+67zKwL8LqZbQh3B+4+E5gJkJGR4bXIKCIxZsHKHH61eD1nndCNX08cosmpoiSsEbi77wrd5gMLgTHAbjNLAQjd5kcrpIjEjueWZXPbC6s5uW9H7ps8QpNTRdFRX1kza21mbf9xHzgTWAssAqaGnjYVeDlaIUUkNjz69lZmLPiIUwd0ZtbU0ZqcKsrCOYTSFVgY+hMoAXjG3V81s+XAPDObBmQDk6IXU0QaMnfn3tc/4Q9vbObcYSn87yUjaJagkXe0HbXA3X0rMPwI2z8DxkcjlIjEjupq51eL1zP7/e1MHt2TX08cStMmOuZdH3QpvYjUWmVVNbe/uIYFK3O57tu9tRRaPVOBi0itlFVW8a/PZPHa+t3cdsYAfnh6P5V3PVOBi8gxO1hWyfVzM3l38x7u/N5grhrXO+hIjZIKXESOSVFJBVfNXsbqnYX8z6ThXDyqR9CRGi0VuIiELf/AIa6ctYytBQd56PJRnDWkW9CRGjUVuIiEJWdfCVMeW8ru/WU8ftVovtVfU8IGTQUuIke1Ob+YK2Yt5WBZJU9dO5ZRx7UPOpKgAheRo1ibW8TUx5dhBs9NP4nB3ZOCjiQhKnAR+VrLt+/lmieWk9QykaeuHUvvTq2DjiSHUYGLyBG9tTGfG57KpHtyS56aNpbuWj2+wVGBi8hX/OWjPG55Lov+Xdry5LQxdGrTPOhIcgQqcBH5gnnLdzJjwRpGprVn1lWjadcyMehI8jVU4CLyuVnvbuOuxev5dv9OPHLFKFo1U0U0ZPruiAjuzn1/28T9SzZx9pBu3Dd5BM0TNJd3Q6cCF2nkqqudu/68nife286kUT34zUVDtYpOjAj7u2RmTc0sy8wWhx53MLPXzWxT6FZn9ovEmH9MB/vEe9u5Zlxv7rl4mMo7hhzLd+oW4OPDHs8Alrh7f2BJ6LGIxIiyyip++EwW8zNz+NGEAfz8vONpooUYYkpYBW5mPYBzgccO23wBMCd0fw5wYUSTiUjUlJRXcu2cFby67lN+cd5gbpnQX3N5x6Bwj4HfB9wOtD1sW1d3zwNw9zwz63KkTzSz6cB0gLS0tNonFZGIKCqt4JrZy8nK3sfv/mUYkzJ6Bh1JaimcVenPA/LdPbM2O3D3me6e4e4ZnTt3rs2XEJEIKThQxuSZH7Imp5CHLh+p8o5x4YzAxwHnm9k5QAsgycyeAnabWUpo9J0C5EczqIjUTW5hKVMeW8qnRYeYNXU0pwzQgCrWHXUE7u4/cfce7t4LmAy84e5TgEXA1NDTpgIvRy2liNTJloJiJj38PnuKy5g7bYzKO07U5Tzwu4F5ZjYNyAYmRSaSiETSul1FXDlrGQDPTT+RE7q3CziRRMoxFbi7vwW8Fbr/GTA+8pFEJFIyd+zlqieW07Z5AnOvHUvfzm2CjiQRpCsxReLUO5sKmP5kJt3ateCpa8eSqulg444KXCQOvbo2j5ufXUXfLm148poxdG6r6WDjka6ZFYkzL6zYyU1Pr2RIahLPXXeiyjuOaQQuEifcnZlvb+U3r2zQdLCNhL67InGgpLySGS9+xKLVuzh3aAr3Xjpc08E2AipwkRiX/VkJ0+euYOPuA/z7dwdy02l9Na9JI6ECF4lhb23M55bnVgHwxFWjOW3gEackkjilAheJQe7OQ29t4fevbWRg17bMvCKDtI6tgo4l9UwFLhJjissquW3eKv66bjfnD+/O3RcP1ZuVjZS+6yIxZEtBMdfPzWTbnoP87Nzjmfat3jre3YipwEVixOvrd/Nvz68iMaEJc6eN4eS+nYKOJAFTgYs0cNXVzn1/+4QH3tjMsB7teHjKKF0WL4AKXKRBKyqt4NbnsnhzYwGTRvXgrguH0CJR53dLDRW4SAO18dMDXD93BbmFpdx14RCmjE3T8W75AhW4SAO0eM0ubp+/htbNE3j2uhPJ6NUh6EjSAKnARRqQyqpqfvfaRh75+1ZGHdeehy4fSdekFkHHkgbqqAVuZi2At4HmoefPd/dfmlkH4HmgF7AduMTd90Uvqkh823uwnJufzeLdzXuYcmIavzjvBJolaMJQ+XrhjMDLgNPdvdjMEoF3zewV4CJgibvfbWYzgBnAHVHMKhK31uYWcf3cTAoOlPHbi4dxyWitFi9HF86ixu7uxaGHiaH/HLgAmBPaPge4MBoBReLdgpU5XPzw+1S788INJ6m8JWxhHQM3s6ZAJtAPeNDdl5pZV3fPA3D3PDM74iw6ZjYdmA6QlpYWmdQicaCiqppf//ljZr+/nbG9O/Dg5SPp1EaLL0j4wipwd68CRphZMrDQzIaEuwN3nwnMBMjIyPDahBSJNwUHyvjBMytZtm0v14zrzU/OGURiUx3vlmNzrKvSF5rZW8BZwG4zSwmNvlOA/GgEFIk3Wdn7uPGplRSWlnP/5BFcMCI16EgSo476v3wz6xwaeWNmLYEJwAZgETA19LSpwMtRyigSN55bls2lj3xIYoLx4o0nq7ylTsIZgacAc0LHwZsA89x9sZl9AMwzs2lANjApijlFYlpZZRV3LlrPs8uy+Xb/TvzhsnSSWzULOpbEuKMWuLuvAdKPsP0zYHw0QonEk0+LDnHj05lkZRdy42l9+fGZA2naRJfES93pSkyRKFq2bS83Pb2SkvJKHr58JGcPTQk6ksQRFbhIFLg7T36wg7sWr6dnh1Y8e91Y+ndtG3QsiTMqcJEIO1RRxU8XfsSClblMOL4L9146gqQWiUHHkjikAheJoJx9JdzwVCZrc/dz64T+3Hx6f5roeLdEiQpcJELe27yHHz6zksoqZ9bUDMYf3zXoSBLnVOAidVReWc2Db27mD29som/nNsy8MoPenVoHHUsaARW4SB2s2lnI7fNX88nuYiamp3LXhUNo01y/VlI/9JMmUgul5VX8z2sbefy9bXRNasHjV2Vw+iAdMpH6pQIXOUbvb9nDjBc/IntvCZePTWPG2YNoq7NMJAAqcJEw7T9UwW/+8jHPLttJr46teG76iZzYp2PQsaQRU4GLhOH19bv52UsfUXCgjOtP6cOtEwbQslnToGNJI6cCF/kGe4rLuHPROhavyWNQt7Y8emUGw3okBx1LBFCBixyRu/Pyql3855/WcbCsitvOGMD1p/bVIsPSoKjARb5kV2EpP3tpLW9syCc9LZnfXjxM85hIg6QCFwmprnaeWZbN3a9soKra+cV5g5l6ci9N/SoN1lEL3Mx6Ak8C3YBqYKa7329mHYDngV7AduASd98Xvagi0bNtz0FmvLiGpdv2Mq5fR34zcRhpHVsFHUvkG4UzAq8EbnP3lWbWFsg0s9eBq4Al7n63mc0AZgB3RC+qSORVVlUz691t3Pv6JzRLaMJvLx7GpIwemGnULQ1fOCvy5AF5ofsHzOxjIBW4ADgt9LQ5wFuowCWGrN+1nzteXMNHuUWcObgrd104hK5JLYKOJRK2YzoGbma9qFlebSnQNVTuhFam7/I1nzMdmA6QlpZWp7AikVBWWcUf39jMw29tIblVIg9+fyTnDO2mUbfEnLAL3MzaAC8Ct7r7/nB/2N19JjATICMjw2sTUiRSMnfs444X17A5v5iLRqby83MH0761FheW2BRWgZtZIjXl/bS7Lwht3m1mKaHRdwqQH62QInVVUl7J7/66kdnvbyclqQVPXD2a7ww84h+NIjEjnLNQDJgFfOzu9x72oUXAVODu0O3LUUkoUkfvbtrDjAVryNlXypUnHcftZw3SlK8SF8L5KR4HXAF8ZGarQtt+Sk1xzzOzaUA2MCkqCUVqqaikgl//ZT3zVuTQp1Nr5l1/EmN6dwg6lkjEhHMWyrvA1x3wHh/ZOCKR8eraT/n5y2vZe7CcG0/ryy3j+9MiUZNPSXzR35ESVwoO1Ew+9eeP8hicksQTV41mSGq7oGOJRIUKXOKCu7NgZS6/Wrye0vIq/v27A5l+Sh8Sm2ryKYlfKnCJebmFpfx0wUf8/ZMCRh3XnnsuHka/Lm2CjiUSdSpwiVlFpRU8/u42HntnKw7c+b3BXHlSL5po8ilpJFTgEnMOHKrgife289g7W9l/qJLvntCVn507mJ4dNPmUNC4qcIkZxWWVzH5vG4++s42i0grOGNyVWyf054TuepNSGicVuDR4B8sqmfPBdh59eyv7SioYP6gLt04YwNAeKm5p3FTg0mCVlFfy5Ac7mPn2VvYeLOc7Aztz64QBDO+ZHHQ0kQZBBS4NTml5FU99uINH3t7CnuJyThnQmVsn9GdkWvugo4k0KCpwaTAOVVTx9NJsHn5rC3uKy/hWv0786Iz+jDpOl7+LHIkKXAJ3qKKK55Zl89BbW8g/UMbJfTvy8JSRjO6l4hb5JipwCUxZZRXPL9/JQ29u4dP9hxjbuwMPXJbOiX06Bh1NJCaowKXelVdWM2/FTh58czN5RYcY3as99146nJP7dgo6mkhMUYFLvSmvrGZ+Zg4PvrmZ3MJSRh3Xnt/9y3DG9euo5cxEakEFLlFXUVXNgpU5/OGNzeTsK2VEz2T++6KhnNK/k4pbpA7CWZHnceA8IN/dh4S2dQCeB3oB24FL3H1f9GJKLKqsqmZBVi5/fGMz2XtLGN6jHXddOITTBnRWcYtEQDgj8NnAH4EnD9s2A1ji7neb2YzQ4zsiH09iUWVVNS+v2sUf3tjE9s9KGJKaxKypGZw+qIuKWySCwlmR520z6/WlzRcAp4XuzwHeQgXe6FVVO39avYsHlmxi656DDE5J4tErM5hwvIpbJBpqewy8q7vnAYRWpdfy3o1YVbWzeE1NcW8pOMigbm35vymjOHNwV03tKhJFUX8T08ymA9MB0tLSor07qUfV1c5f1uZx/982sSm/mAFd2/DQ5SM564RuKm6RelDbAt9tZimh0XcKkP91T3T3mcBMgIyMDK/l/qQByd9/iEWrd/H88p1syi+mf5c2/PH76ZwzJEXFLVKPalvgi4CpwN2h25cjlkgapINllfx13acszMrlvc17qHYYmtqO+yeP4Lxh3Wmq4hapd+GcRvgsNW9YdjKzHOCX1BT3PDObBmQDk6IZUoJRWVXNe1s+Y+HKHP66bjelFVWkJrfkptP6cWF6d/p1aRt0RJFGLZyzUC77mg+Nj3AWaQDcnXW79rNgZS6LVu9iT3EZSS0SuDA9lYnpqWQc116HSUQaCF2JKQDk7Cvh5VW7WJiVy+b8YhKbGqcP6sLE9FROG9iFFolNg44oIl+iAm/EikoreOWjPBZk5bJs214ARvdqz68nDuHcoSkkt2oWcEIR+SYq8EamvLKatzbmszArlyUb8imvrKZPp9bcdsYALkxP1cruIjFEBd4IuDsrs/exMCuXxWvyKCypoGPrZnx/TBoT01MZ1qOdrpQUiUEq8Di2bc9BFmbl8lJWLtl7S2iR2IQzB3djYnoq3+rficSmTYKOKCJ1oAKPM58Vl7F4TR4Ls3JZtbMQMxjXtxM3j+/PWUO60aa5vuUi8UK/zXHgUEUVr6/fzUtZufz9kwIqq53jU5L46TmDOH94Kt3atQg6oohEgQo8RlVXOx9u/YyFWbm8svZTissq6ZbUgmnf7s3E9FQGdUsKOqKIRJkKPEa4O7uKDrEqu5DMHft4ZW0eeUWHaNM8gbOHdGPiyFTG9u6oS9pFGhEVeAN1sKySNTlFZO3cx6rsQlbtLCT/QBkAzRKa8O1+nfiPc49nwvFddZGNSCOlAm8AqqudzQXFrMouJGvnPrKyC/lk9wGqQ3M39u7UmnH9OpGelsyInskM6pZEswSdQSLS2KnAA7CnuOzzsl61s5DVO4soLqsEoF3LRIb3TOa7J3RjRFoyI3ok0761rogUka9SgUfZoYoq1uftJyt0GCQrex85+0oBSGhiDEppy8T0VEb0TGZEWjK9O7bWZFEiEhYVeAS5O9l7S75Q1uvz9lNRVXMspHu7FqSntWfqSb0YkZbMkO7taNlMx69FpHZU4HVQVFrB6p3/LOvVOUXsPVgOQKtmTRma2o5p3+rDiJ7JpKcl0zVJ52OLSOSowI+irLKKwpIKCksq2FdSzub84tAIex9bCg4CYAb9OrdhwvFdGNGzPelpyfTv0oYEXaouIlFUpwI3s7OA+4GmwGPufndEUkVBRVU1hSUVFJWWs++wQi4K3RaWVlBYUh7aXkFRSc3zSiuqvvK1OrZuRnpaMhPTU0lPa8/QHu1IapEYwL9KRBqzWhe4mTUFHgTOAHKA5Wa2yN3XRyrckVRWVbP/UGVN6ZYcXrrlFJVWHLa9gsLScvYdrKCotOLzszyOJKGJkdwqkXYtE2nfqhmpyS04oXsSyS0Tad+62efbk1slktahFT3at9TsfSISuLqMwMcAm919K4CZPQdcAES8wB9Yson5mTkUlpSz/9DXF3ET4/OybdcqkS5tWzCgS1uSQ+XbvlUi7Vo1qynm0LbkVom0aZ6gQhaRmFOXAk8Fdh72OAcY++Unmdl0YDpAWlparXbUpW1z0tOSa4q5ZU0RJ39ewM1qHrdsRtsWCToFT0QajboU+JGa0r+ywX0mMBMgIyPjKx8Px+QxaUweU7vyFxGJV3U5TSIH6HnY4x7ArrrFERGRcNWlwJcD/c2st5k1AyYDiyITS0REjqbWh1DcvdLMfgj8lZrTCB9393URSyYiIt+oTueBu/tfgL9EKIuIiBwDXSooIhKjVOAiIjFKBS4iEqNU4CIiMcrca3VtTe12ZlYA7Kjlp3cC9kQwTqzT6/FPei2+SK/HF8XD63Gcu3f+8sZ6LfC6MLMV7p4RdI6GQq/HP+m1+CK9Hl8Uz6+HDqGIiMQoFbiISIyKpQKfGXSABkavxz/ptfgivR5fFLevR8wcAxcRkS+KpRG4iIgcRgUuIhKjYqLAzewsM9toZpvNbEbQeYJiZj3N7E0z+9jM1pnZLUFnagjMrKmZZZnZ4qCzBM3Mks1svpltCP2cnBR0pqCY2Y9CvydrzexZM2sRdKZIa/AFftjiyWcDg4HLzGxwsKkCUwnc5u7HAycCP2jEr8XhbgE+DjpEA3E/8Kq7DwKG00hfFzNLBW4GMtx9CDVTXk8ONlXkNfgC57DFk929HPjH4smNjrvnufvK0P0D1PxypgabKlhm1gM4F3gs6CxBM7Mk4BRgFoC7l7t7YaChgpUAtDSzBKAVcbhiWCwU+JEWT27UpQVgZr2AdGBpwFGCdh9wO1AdcI6GoA9QADwROqT0mJm1DjpUENw9F/g9kA3kAUXu/lqwqSIvFgo8rMWTGxMzawO8CNzq7vuDzhMUMzsPyHf3zKCzNBAJwEjgYXdPBw4CjfI9IzNrT81f6r2B7kBrM5sSbKrIi4UC1+LJhzGzRGrK+2l3XxB0noCNA843s+3UHFo73cyeCjZSoHKAHHf/x19l86kp9MZoArDN3QvcvQJYAJwccKaIi4UC1+LJIWZm1Bzf/Njd7w06T9Dc/Sfu3sPde1Hzc/GGu8fdKCtc7v4psNPMBoY2jQfWBxgpSNnAiWbWKvR7M544fEO3Tmti1gctnvwF44ArgI/MbFVo209Da5OKAPwr8HRosLMVuDrgPIFw96VmNh9YSc3ZW1nE4SX1upReRCRGxcIhFBEROQIVuIhIjFKBi4jEKBW4iEiMUoGLiMQoFbiISIxSgYuIxKj/B9Bk+tvZo1mKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# y=f(x), y = x^2\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "261c5acc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x265c1b036a0>]"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "986ba2f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "581a98ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a2423fbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'o-')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a0e3ca37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e9ac8137",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  4,  9, 16, 25, 36, 49, 64, 81], dtype=int32)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "592a4d4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'o-r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2375f0af",
   "metadata": {},
   "source": [
    "###  formal string  -->  fmt = '[marker][line][color]'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7c2b48b",
   "metadata": {},
   "outputs": [],
   "source": [
    "**Markers**\n",
    "\n",
    "=============   ===============================\n",
    "character       description\n",
    "=============   ===============================\n",
    "``'.'``         point marker\n",
    "``','``         pixel marker\n",
    "``'o'``         circle marker\n",
    "``'v'``         triangle_down marker\n",
    "``'^'``         triangle_up marker\n",
    "``'<'``         triangle_left marker\n",
    "``'>'``         triangle_right marker\n",
    "``'1'``         tri_down marker\n",
    "``'2'``         tri_up marker\n",
    "``'3'``         tri_left marker\n",
    "``'4'``         tri_right marker\n",
    "``'8'``         octagon marker\n",
    "``'s'``         square marker\n",
    "``'p'``         pentagon marker\n",
    "``'P'``         plus (filled) marker\n",
    "``'*'``         star marker\n",
    "``'h'``         hexagon1 marker\n",
    "``'H'``         hexagon2 marker\n",
    "``'+'``         plus marker\n",
    "``'x'``         x marker\n",
    "``'X'``         x (filled) marker\n",
    "``'D'``         diamond marker\n",
    "``'d'``         thin_diamond marker\n",
    "``'|'``         vline marker\n",
    "``'_'``         hline marker\n",
    "=============   ===============================\n",
    "\n",
    "**Line Styles**\n",
    "\n",
    "=============    ===============================\n",
    "character        description\n",
    "=============    ===============================\n",
    "``'-'``          solid line style\n",
    "``'--'``         dashed line style\n",
    "``'-.'``         dash-dot line style\n",
    "``':'``          dotted line style\n",
    "=============    ===============================\n",
    "\n",
    "Example format strings::\n",
    "\n",
    "    'b'    # blue markers with default shape\n",
    "    'or'   # red circles\n",
    "    '-g'   # green solid line\n",
    "    '--'   # dashed line with default color\n",
    "    '^k:'  # black triangle_up markers connected by a dotted line\n",
    "\n",
    "**Colors**\n",
    "\n",
    "The supported color abbreviations are the single letter codes\n",
    "\n",
    "=============    ===============================\n",
    "character        color\n",
    "=============    ===============================\n",
    "``'b'``          blue\n",
    "``'g'``          green\n",
    "``'r'``          red\n",
    "``'c'``          cyan\n",
    "``'m'``          magenta\n",
    "``'y'``          yellow\n",
    "``'k'``          black\n",
    "``'w'``          white\n",
    "=============    ===============================\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c516e9b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, '1-r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "285e6c29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, '+-r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "70847e7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'D-r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "470facc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'D-.r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec09f31a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'D:r')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e74a8ccf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'D:m')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0e49d327",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, 'D:b')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0e93b904",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, '*:b')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a0413caf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y, '*:', c = 'red')\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c8feaa4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kwargs: linewidth, linestyle\n",
    "plt.plot(x,y,  color = 'magenta', linewidth = 5, linestyle ='-.' )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb3497d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "linestyle or ls: {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}\n",
    "    linewidth or lw: float\n",
    "    marker: marker style string, `~.path.Path` or `~.markers.MarkerStyle`\n",
    "    markeredgecolor or mec: color\n",
    "    markeredgewidth or mew: float\n",
    "    markerfacecolor or mfc: color\n",
    "    markerfacecoloralt or mfcalt: color\n",
    "    markersize or ms: float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6df80d54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kwargs: linewidth, linestyle\n",
    "plt.plot(x,y,  c = 'magenta', lw = 5, ls ='-.' )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "f11cb79d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker\n",
    "plt.plot(x,y,  c = 'magenta', lw = 5, ls ='-.', marker = '*', markersize = 30 )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "45b5c7da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker color\n",
    "plt.plot(x,y,  c = 'magenta', lw = 5, ls ='-.', marker = '*', markersize = 30, markerfacecolor = 'red' )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "89b092bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker color\n",
    "plt.plot(x,y,  c = 'magenta', lw = 5, ls ='-.', marker = '*', markersize = 30, markerfacecolor = 'red', markeredgecolor = 'blue' )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "b0278baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker color\n",
    "plt.plot(x,y,  c = 'magenta', lw = 5, ls ='-.', marker = '*', markersize = 30, markerfacecolor = 'red', markeredgecolor = 'blue', markeredgewidth = 3 )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "aaa3f360",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Firts Graph')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker color\n",
    "plt.plot(x,y,  c = 'blue', lw = 5, ls ='-.', marker = '*', markersize = 30, markerfacecolor = 'red', markeredgecolor = 'yellow', markeredgewidth = 2 )\n",
    "plt.xlabel('This is X ')\n",
    "plt.ylabel('This is Y')\n",
    "plt.title('The Firts Graph')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "202c01a4",
   "metadata": {},
   "source": [
    "## Subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c40695a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x265c36a8d00>]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,x**2, 'b')\n",
    "plt.plot(x,x**3, 'r') \n",
    "plt.plot(x, x**4, 'm')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59d826f4",
   "metadata": {},
   "source": [
    "plt.subplot(1,2,1)\n",
    "plt.plot(x,x**2, 'b')\n",
    "plt.subplot(1,2, 2)\n",
    "plt.plot(x,x**3, 'r') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "de497660",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x265c58fd130>]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1,2,1)\n",
    "plt.plot(x,x**2, 'bo-')\n",
    "plt.subplot(1,2, 2)\n",
    "plt.plot(x,x**3, 'D:g') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61865b6d",
   "metadata": {},
   "source": [
    "## OOP plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "f09f39ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x265c59b8d60>]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "axes = fig.add_axes([0.1,0.1,0.9, 0.9])\n",
    "axes.plot(x,y,  c = 'blue', lw = 5, ls ='-.', marker = '*', markersize = 30, markerfacecolor = 'red', markeredgecolor = 'yellow', markeredgewidth = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "deb58b6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'My OOP Plot')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "axes = fig.add_axes([0.1,0.1,0.9, 0.9])\n",
    "axes.plot(x,y,  color = 'blue')\n",
    "axes.set_xlabel('This is X')\n",
    "axes.set_ylabel('This is Y')\n",
    "axes.set_title('My OOP Plot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1801bcfb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'My second OOP Plot')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "axes1 = fig.add_axes([0.1,0.1,1,1])\n",
    "axes1.plot(x,y,  color = 'blue')\n",
    "axes1.set_xlabel('This is X')\n",
    "axes1.set_ylabel('This is Y')\n",
    "axes1.set_title('My OOP Plot')\n",
    "\n",
    "axes2 = fig.add_axes([0.2,0.5,0.3, 0.3])\n",
    "axes2.plot(y,x,  color = 'red')\n",
    "axes2.set_xlabel('This is Y')\n",
    "axes2.set_ylabel('This is X')\n",
    "axes2.set_title('My second OOP Plot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "19aa6d87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'My second OOP Plot')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnAAAAKaCAYAAAC+zGRHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABHsklEQVR4nO3debhd89n/8fctMUVqSIXG1KDaalVpT40dhYeipTzmIaZqr9KRKk+p8vy0lFJUeVIVMbbGImpqVA0tFUQVMTemSEIalFYkuX9/rJ064kw55+yz9tr7/bquc+1p7b3uc47EJ9/v+n7vyEwkSZJUHYuUXYAkSZIWjgFOkiSpYgxwkiRJFWOAkyRJqhgDnCRJUsUY4CRJkirGACdJJYiIWyLigLLrkFRNBjhJDSUi/h4RsyNi+QWenxQRGREje/m5m0TEzRHxakS8HBHXRMSHFjhm2Yg4MyJeiIjXI+KBiNi3g/r+FRH/jIhpETE2IoZ28b306Ngu6h5Z+74HL/x3LalZGeAkNaKngN3mP4iIjwBL9vbDImJj4EbgKmAlYHXgfuCOiFijdsxiwO+B9wIbA8sA3wWOj4jvLPCRX8jMocDHgE8AR3Zx+oU5VpJ6xAAnqRGdD+zd7vFo4Lz5DyLiE7URrcHtntsxIiZ18nk/Ac7LzFMz89XMnJmZRwJ3Aj+sHbMXsBqwU2Y+lZlvZub1wDeAYyNi6QU/NDOfA64D1unuG+rq2IhYJCKOjIgpETE9Is6LiGVqL99au51VG8nbuLtzSWp+BjhJjehOYOmIWDsiBgG7ABfMfzEz7wZeArZo9549KYLf20TEEGAT4NIOznNJu8/YArguM19b4JjLgSUoRuUW/OxVga2B+7r7hro5dp/a1+eANYChwM9rr326drtsZg7NzD93dy5Jzc8AJ6lRzR+F2wKYDDy3wOvjKEIbETEM2BK4qIPPGUbxd93UDl6bCsy/1m75jo7JzDnAi+2OA/htRMwCbgf+CPyoi++jJ8fuAZycmU9m5j+BI4Bdve5NUmf8y0FSozqfYvpwddpNn7ZzAfBwbVHAzsBtmdlRSPsHMA8YQREE2xtBEc6o3Y5Y8M21ELV8u+MAts/M3/fw++jJsSsBU9o9nkLx9/OKPTyHpBbjCJykhpSZUygWM2wNXNHB688Bfwa+RHH92jumT2vHvVY7bqcOXt4ZmFC7/3vg8xGx1ALH7Ai8QTGtWy/PUyyemG81YA4wDcg6nldSRRngJDWy/YHNOrgubb7zgMOAjwBXdvE5hwOjI+IbEfGuiFguIv4fxXVtx9SOOR94Fri0tnXHohGxJXAa8MPMfLk/vqFOXAx8OyJWr40o/gj4TW36dgbFCOIadTy/pIoxwElqWJn5RGZO7OKQKylGrq7sIuSRmbdTXCO3A8V1blOA9YFPZuZjtWPeADYHngHuAl4BTga+n5kn9sO305VzeGvK+Cng38DXa3W9DhxHseXJrIjYqM61SKqAyHR0XlJ1RcQTwFcW4po0Sao8R+AkVVZE7EhxjdjNZdciSQPJVaiSKikibgE+BOyVmfNKLkeSBpRTqJIkSRXjFKokSVLFGOAkSZIqphLXwC2//PI5cuTIssuQJEkaMPfcc8+LmTm8o9cqEeBGjhzJxIldbQUlSZLUXCJiSmevOYUqSZJUMQY4SZKkijHASZIkVYwBTpIkqWIMcJIkSRVjgJMkSaoYA5wkSVLFGOAkSZIqxgAnSZJUMQY4SZKkijHASZIkVYwBTpIkqWIMcJIkSRVjgJMkSaoYA5wkSVLFGOAkSZIqxgAnSZLUQ3/7G8ydW3YVBjhJkqQemTIFPvlJOOSQsisxwEmSJHVr7lzYe2+YNw+++c2yq6lzgIuIb0fEgxHxt4i4OCKWiIhhEXFTRDxWu12unjVIkiT11Yknwq23wumnw+qrl11NHQNcRKwMfANoy8x1gEHArsDhwITMXAuYUHssSZLUkO69F446CnbaqRiFawT1nkIdDCwZEYOBIcDzwHbAuNrr44Dt61yDJElSr7z+Ouy+O6y4Ipx1FkSUXVGhbgEuM58DTgKeBqYCL2fmjcCKmTm1dsxUYIWO3h8RB0bExIiYOGPGjHqVKUmS1KlDD4VHHoFx42DYsLKreUs9p1CXoxhtWx1YCVgqIvbs6fszc0xmtmVm2/Dhw+tVpiRJUofGj4czzyxWnY4aVXY1b1fPKdTNgacyc0ZmvglcAWwCTIuIEQC12+l1rEGSJGmhTZsG++0HH/0oHHdc2dW8Uz0D3NPARhExJCICGAU8DFwNjK4dMxq4qo41SJIkLZRM2H9/eOUVuPBCWHzxsit6p8H1+uDMvCsiLgPuBeYA9wFjgKHAJRGxP0XI26leNUiSJC2ss86Ca6+FU0+FD3+47Go6FplZdg3damtry4kTJ5ZdhiRJanKTJ8PHPgaf/jRcd125q04j4p7MbOvoNTsxSJIkAbNnwx57wJAhMHZs42wZ0pG6TaFKkiRVydFHF5v2XnkljBhRdjVdcwROkiS1vFtvhRNOgAMOgO23L7ua7hngJElSS5s1C/baC9ZcE045pexqesYpVEmS1NIOOgieew7uuAOGDi27mp4xwEmSpJZ10UXF17HHwoYbll1NzzmFKkmSWtKUKfC1r8Emm8ARR5RdzcIxwEmSpJYzdy7svTfMmwcXXACDKzYnWbFyJUmS+u7EE4uVp+eeC6uvXnY1C88ROEmS1FLuvReOOgp22qkYhasiA5wkSWoZr78Ou+8OK65Y9Dxt5G4LXXEKVZIktYxDD4VHHoHf/x6GDSu7mt5zBE6SJLWE8ePhzDPhkENg1Kiyq+kbA5wkSWp606bBfvvBuuvCcceVXU3fOYUqSZKaWibsvz+88gr84Q+w+OJlV9R3BjhJktTUzjoLrr0WTj0VPvzhsqvpH06hSpKkpjV5cnHN25Zbwte/XnY1/ccAJ0mSmtLs2bDHHjBkCIwdW90tQzriFKokSWpKRx9dbNp75ZUwYkTZ1fQvR+AkSVLTufVWOOEEOOAA2H77sqvpfwY4SZLUVGbNgr32gjXXhFNOKbua+nAKVZIkNZWDDoLnnoM77oChQ8uupj4McJIkqWlcdFHxdeyxsOGGZVdTP06hSpKkpjBlCnzta7DJJnDEEWVXU18GOEmSVHlz58Lee8O8eXD++TC4yecYm/zbkyRJreDEE4uVp+eeC2usUXY19ecInCRJqrR774WjjoKddipG4VqBAU6SJFXW66/D7rvDiisWPU+bqdtCV5xClSRJlXXoofDII/D738OwYWVXM3AcgZMkSZU0fjyceWbRrH7UqLKrGVgGOEmSVDnTpsF++8G668Jxx5VdzcBzClWSJFVKJuy/P7zyCvzhD7D44mVXNPAMcJIkqVLOOguuvRZOPRU+/OGyqymHU6iSJKkyJk8urnnbcks4+OCyqymPAU6SJFXC7Nmwxx4wZAiMHQuLtHCKcQpVkiRVwtFHF5v2XnkljBhRdjXlauHsKkmSquLWW+GEE+CAA2D77cuupnwGOEmS1NBmzYK99oI114RTTim7msbgFKokSWpoBx0Ezz0Hd9wBQ4eWXU1jqNsIXER8ICImtft6JSK+FRHDIuKmiHisdrtcvWqQJEnVdtFFxdfRR8OGG5ZdTeOoW4DLzEcyc73MXA/4OPA6cCVwODAhM9cCJtQeS5Ikvc2UKfC1r8Emm8ARR5RdTWMZqGvgRgFPZOYUYDtgXO35ccD2A1SDJEmqiLlzYe+9Yd48OP98GOxFX28zUD+OXYGLa/dXzMypAJk5NSJWGKAaJElSRZx4YrHy9NxzYY01yq6m8dR9BC4iFgO+CFy6kO87MCImRsTEGTNm1Kc4SZLUcO69F446CnbaqRiF0zsNxBTq54F7M3Na7fG0iBgBULud3tGbMnNMZrZlZtvw4cMHoExJklS211+H3XeHFVcsep5GlF1RYxqIALcbb02fAlwNjK7dHw1cNQA1SJKkCjj0UHjkERg3DoYNK7uaxlXXABcRQ4AtgCvaPX08sEVEPFZ77fh61iBJkqrh2mvhzDOLZvWjRpVdTWOr6yKGzHwdePcCz71EsSpVkiQJgOnTYb/9YN114bjjyq6m8bkoV5IklSqzCG8vvww33wyLL152RY3PACdJkkp11lnF9Ompp8KHP1x2NdVgM3tJklSayZOLa9623BIOPrjsaqrDACdJkkoxezbssQcMGQJjx8IippIecwpVkiSV4uiji017r7wSRowou5pqMetKkqQBd+utcMIJcMABsP32ZVdTPQY4SZI0oGbNgr32gjXXhFNOKbuaanIKVZIkDaiDDoLnnoM77oChQ8uuppoMcJIkacBcdFHxdeyxsOGGZVdTXU6hSpKkATFlCnzta7DJJnDEEWVXU20GOEmSVHdz58Lee8O8eXD++TDYOcA+8ccnSZLq7sQTi5Wn554La6xRdjXV5wicJEmqq3vvhaOOgp12Kkbh1HcGOEmSVDevvw677w4rrlj0PI0ou6Lm4BSqJEmqm0MPhUcegd//HoYNK7ua5uEInCRJqotrr4Uzzyya1Y8aVXY1zcUAJ0mS+t306bDffrDuunDccWVX03ycQpUkSf0qswhvL78MN98Miy9edkXNxwAnSZL61VlnFdOnp54KH/5w2dU0J6dQJUlSv5k8ubjmbcst4eCDy66meRngJElSv5g9G/bYA4YMgbFjYRFTRt04hSpJkvrF0UcXm/ZeeSWMGFF2Nc3NbCxJkvrs1lvhhBPggANg++3Lrqb5GeAkSVKfzJwJe+0Fa64Jp5xSdjWtwSlUSZLUa3PnFq2ypk6F22+HoUPLrqg1GOAkSVKvHXkk3HADjBkDG2xQdjWtwylUSZLUK5deCscfDwceCF/+ctnVtBYDnCRJWmgPPAD77AMbbwynnVZ2Na3HACdJkhbKzJnFStNlloHLL7dVVhm8Bk6SJPXY/EULzzwDf/yj+72VxQAnSZJ6rP2ihY03Lrua1uUUqiRJ6hEXLTQOA5wkSeqWixYaiwFOkiR1yUULjcdr4CRJUqdctNCYDHCSJKlTLlpoTE6hSpKkDrlooXEZ4CRJ0ju4aKGxGeAkSdLbuGih8XkNnCRJ+g8XLVRDXUfgImLZiLgsIiZHxMMRsXFEDIuImyLisdrtcvWsQZIk9dz8RQtnnOGihUZW7ynUU4HrM/ODwEeBh4HDgQmZuRYwofZYkiSVzEUL1VG3ABcRSwOfBn4FkJmzM3MWsB0wrnbYOGD7etUgSZJ6xkUL1VLPEbg1gBnA2Ii4LyLOjoilgBUzcypA7XaFjt4cEQdGxMSImDhjxow6lilJUmtz0UL11DPADQY+BpyZmesDr7EQ06WZOSYz2zKzbfjw4fWqUZKkltZ+0cLll7tooSrqGeCeBZ7NzLtqjy+jCHTTImIEQO12eh1rkCRJXXDRQjXVLcBl5gvAMxHxgdpTo4CHgKuB0bXnRgNX1asGSZLUORctVFe994H7OnBhRCwGPAnsSxEaL4mI/YGngZ3qXIMkSVqAixaqra4BLjMnAW0dvDSqnueVJEmdc9FC9dmJQZKkFjJ3Luy2m50Wqs4AJ0lSCznySLjxRhgzxkULVWYze0mSWsT8RQtf+YqLFqrOACdJUgtov2jh1FPLrkZ9ZYCTJKnJuWih+XgNnCRJTcxFC83JACdJUhNz0UJzcgpVkqQm5aKF5mWAkySpCbloobkZ4CRJajIuWmh+XgMnSVITcdFCazDASZLURFy00BqcQpUkqUm4aKF1GOAkSWoCLlpoLQY4SZIqzkULrcdr4CRJqjAXLbQmA5wkSRXmooXW5BSqJEkV5aKF1mWAkySpgly00NoMcJIkVYyLFuQ1cJIkVYiLFgQGOEmSKsVFCwKnUCVJqgwXLWg+A5wkSRXgogW1Z4CTJKnBuWhBC/IaOEmSGpiLFtQRA5wkSQ3s+9930YLeySlUSZIa1CWXwAknuGhB72SAkySpAT3wAOy7L2yyCZx2WtnVqNEY4CRJajDtFy1cdhkstljZFanReA2cJEkNxEUL6gkDnCRJDcRFC+oJp1AlSWoQLlpQTxngJElqAC5a0MIwwEmSVDIXLWhheQ2cJEklctGCesMAJ0lSiVy0oN5wClWSpJK4aEG9ZYCTJKkELlpQX9R1CjUi/g68CswF5mRmW0QMA34DjAT+Duycmf+oZx2SJDUSFy2orwZiBO5zmbleZrbVHh8OTMjMtYAJtceSJLWE9osWLr/cRQvqnTKmULcDxtXujwO2L6EGSZJKMX/RwhlnuGhBvVfvAJfAjRFxT0QcWHtuxcycClC7XaHONUiS1BBctKD+Uu9tRDbNzOcjYgXgpoiY3NM31gLfgQCrrbZaveqTJGlAuGhB/amuI3CZ+XztdjpwJbABMC0iRgDUbqd38t4xmdmWmW3Dhw+vZ5mSJNWVixbU3+oW4CJiqYh41/z7wH8BfwOuBkbXDhsNXFWvGiRJKpuLFlQP9ZxCXRG4MiLmn+eizLw+Iu4GLomI/YGngZ3qWIMkSaWy04LqoW4BLjOfBD7awfMvAaPqdV5JkhrF+ee7aEH1YScGSZLq4JprikULn/ucixbU/wxwkiT1s9tug513hvXXh6uuctGC+p8BTpKkfjRpEmy7Lbz3vXDddfCud5VdkZqRAU6SpH7y2GOw5ZbFdiE33QTLL192RWpWBjhJkvrB88/Df/1XsW3IjTfCqquWXZGaWb07MUiS1PRmzizC24svwh/+AB/8YNkVqdkZ4CRJ6oPXXoNttimmT6+7Dtrayq5IrcAAJ0lSL82eDTvuCH/5C1x6KWy2WdkVqVUY4CRJ6oW5c2HvveGGG+Dss2GHHcquSK3ERQySJC2kTPj61+E3v4Gf/AT237/sitRqDHCSJC2ko4+GM8+Eww6D73637GrUigxwkiQthFNPhf/932LU7fjjy65GrcoAJ0lSD51/PnzrW/ClL8FZZ0FE2RWpVRngJEnqgfnN6TfbDC66CAa7DFAlMsBJktSN9s3pf/tbWGKJsitSqzPASZLUhfbN6X/3O5vTqzEY4CRJ6sSCzemHDy+7IqlggJMkqQM2p1cj8xJMSZIWYHN6NToDnCRJ7dicXlVggJMkqcbm9KoKA5wkSdicXtXS6SKGiPhFRCw9kMVIklSGTDj44KI5/Qkn2Jxeja+rVah/B+6JiN0HqBZJkkpx9NFFa6zDDiu+pEbX6RRqZv4kIi4ETo6I/YEzgXntXr9iAOqTJKmubE6vKuryGrjMfC4irgWOA77AWwEuAQOcJKnSbE6vquo0wEXEhylG3Z4HNsjMqQNWlSRJdWZzelVZV/+5XgZ8MzNvHKhiJEkaCDanV9V1FeDWy8w3BqwSSZIGgM3p1Qw6XYVqeJMkNZv5zemXXrrob2pzelWVzewlSS2hfXP6m26C1VYruyKp9xYqwEXEchGxbr2KkSSpHto3p7/uOpvTq/q6DXARcUtELB0Rw4D7gbERcXL9S5Mkqe/aN6f/7W/hE58ouyKp73oyArdMZr4C7ACMzcyPA5vXtyxJkvqufXP6iy+GUaPKrkjqHz0JcIMjYgSwMzC+zvVIktQv2jenHzPG5vRqLj0JcMcCNwCPZ+bdEbEG8Fh9y5IkqfdsTq9m1+2+05l5KXBpu8dPAjvWsyhJkvrC5vRqdl210jqs1tD+dIrep2+Tmd+oa2WSJPWCzenVCroagXu4djtxIAqRJKmvbE6vVtFpgMvMa2q34wauHEmSesfm9Golde/EEBGDIuK+iBhfezwsIm6KiMdqt8vVuwZJUnO79Vab06u1DEQrrW/y1nQswOHAhMxcC5hQeyxJUq9MmgRf+ILN6dVa6hrgImIVYBvg7HZPbwfMn5YdB2xfzxokSc3L5vRqVT1ppfWTWiutRSNiQkS8GBF79vDzfwYcBsxr99yKmTkVoHa7QifnPTAiJkbExBkzZvTwdJKkVmFzerWynozA/Vetlda2wLPA+4HvdvemiNgWmJ6Z9/SmsMwck5ltmdk23H9SSZLasTm9Wl1P1ugsWrvdGrg4M2dGz9Zlbwp8MSK2BpYAlo6IC4BpETEiM6fWWnRN703hkqTW1L45/e9+Z3N6taaejMBdExGTgTZgQkQMB/7d3Zsy84jMXCUzRwK7Ajdn5p7A1cDo2mGjgat6VbkkqeXYnF4qdBvgMvNwYGOgLTPfBF6jWIjQW8cDW0TEY8AWtceSJHXJ5vTSW7pqpbVZZt4cETu0e679IVf09CSZeQtwS+3+S4D/ZpIk9ZjN6aW36+oauM8ANwNf6OC1ZCECnCRJfTG/Of13v2tzegm6bqV1dO1234ErR5Kkt2vfnP6EE8quRmoM3a5CjYjFgR2Bke2Pz8xj61eWJEk2p5c605NtRK4CXgbuAd6obzmSJBXmN6f/3OdsTi8tqCd/HFbJzK3qXokkSTXzm9Ovt57N6aWO9GQfuD9FxEfqXokkSby9Of111xV9TiW9XVfbiPyNoofpYGDfiHiSYgo1gMzMdQemRElSq7A5vdQzXU2hrgysN0B1SJJa3HPPvdWc/sYbbU4vdaWrAPdUZk4ZsEokSS1r5sxi5O3FF+Hmm2HttcuuSGpsXQW4FSLiO529mJkn16EeSVKLsTm9tPC6CnCDgKEU17xJktTv2jenv/RSm9NLPdVVgJvqZr2SpHpp35z+7LNtTi8tjK62EXHkTZJUFzanl/qmqwDnQLYkqd9lwqGH2pxe6ouumtnPHMhCJEnNb84cOOAAGDcODjrI5vRSb/WkE4MkSX32r38V17mNGwc//CGcfrrN6aXesjWwJKnuZs0q2mPdcQf8/OfF6Juk3jPASZLqaupU2GorePhhuOgi2HXXsiuSqs8AJ0mqmyeeKNpjTZsG48cX9yX1nQFOklQXkyYVI29vvgkTJsCGG5ZdkdQ8XMQgSep3f/wjfOYzsOiicPvthjepvxngJEn96qqrisb0K61ULFqwMb3U/wxwkqR+M3ZssVXIRz8Kt90Gq61WdkVSczLASZL6xU9+AvvtVzSknzABll++7Iqk5mWAkyT1SWbREut734NddoFrroGhQ8uuSmpurkKVJPVa+9ZYX/sanHYaDBpUdlVS83METpLUKwu2xvr5zw1v0kBxBE6StNBmzYIvfrHYIsTWWNLAM8BJkhaKrbGk8hngJEk9ZmssqTEY4CRJPWJrLKlxuIhBktQtW2NJjcUAJ0nqUvvWWH/6k62xpEZggJMkdWrB1lirrlp2RZLAACdJ6sSJJ9oaS2pUBjhJ0tvMb4112GFFa6zx422NJTUaV6FKkv7D1lhSNTgCJ0kCbI0lVYkjcJIkW2NJFVO3EbiIWCIi/hIR90fEgxFxTO35YRFxU0Q8Vrtdrl41SJK6N3VqscfbnXfCxRcb3qQqqOcU6hvAZpn5UWA9YKuI2Ag4HJiQmWsBE2qPJUkleOIJ+OQni9vx44tFC5IaX90CXBb+WXu4aO0rge2AcbXnxwHb16sGSVLnJk2CTTeFl18utgmxr6lUHXVdxBARgyJiEjAduCkz7wJWzMypALXbFepZgyTpnW699a3WWLfdZmssqWrqGuAyc25mrgesAmwQEev09L0RcWBETIyIiTNmzKhbjZLUaq66qhhtszWWVF0Dso1IZs4CbgG2AqZFxAiA2u30Tt4zJjPbMrNt+PDhA1GmJDU9W2NJzaGeq1CHR8SytftLApsDk4GrgdG1w0YDV9WrBknSW+a3xtp8c1tjSVVXz33gRgDjImIQRVC8JDPHR8SfgUsiYn/gaWCnOtYgSS0vs2iLddJJxSrT886DxRYruypJfVG3AJeZfwXW7+D5l4BR9TqvJOktc+bAl78M555rayypmdhKS5Ka1PzWWOeea2ssqdnYSkuSmlD71lhnnFGMvklqHgY4SWoyL7wAW20FDz1UtMayu4LUfAxwktREnnii2ONt2rSiNZbdFaTmZICTpCYxaVIx8jZnDtx8M2ywQdkVSaoXFzFIUhNYsDWW4U1qbgY4Saq4q6+GLbe0NZbUSgxwklRh81tjrbtuseLU1lhSazDASVJFzW+NNWpU0Rrr3e8uuyJJA8UAJ0kVkwnf/W7RHmuXXeCaa2Do0LKrkjSQDHCSVCFz5hSjbiedBAcdBBdeaF9TqRUZ4CSpIv71L9hxx7daY51+uq2xpFblPnCSVAG2xpLUngFOkhqcrbEkLcgAJ0kNrH1rrGuvhS22KLsiSY3AACdJDcrWWJI64yIGSWpA81tjLbaYrbEkvZMBTpIazPzWWCuvDHfcYWssSe9kgJOkBpEJY8a81RrrtttsjSWpYwY4SWoA//wnjB4NX/lKsVDB1liSumKAk6SS/e1v8IlPwAUXwDHHwPjxtsaS1DVXoUpSSTJh7Fg4+GBYZpli1O1znyu7KklV4AicJJVg/pTp/vvDJpsUW4YY3iT1lAFOkgbYglOmN9wAK65YdlWSqsQpVEkaIE6ZSuovjsBJ0gBwylRSfzLASVKdOWUqqb85hSpJdeKUqaR6cQROkurAKVNJ9WSAk6R+5pSppHpzClWS+olTppIGiiNwktQPnDKVNJAMcJLUR06ZShpoTqFKUi85ZSqpLI7ASVIvOGUqqUwGOElaSE6ZSiqbU6iS1ENOmUpqFI7ASVIPOGUqqZEY4CSpG06ZSmo0TqFKUiecMpXUqOo2AhcRq0bEHyLi4Yh4MCK+WXt+WETcFBGP1W6Xq1cNktRbTplKamT1nEKdAxySmWsDGwEHRcSHgMOBCZm5FjCh9liSGoZTppIaXd0CXGZOzcx7a/dfBR4GVga2A8bVDhsHbF+vGiRpYWTCOefABhvArFnFlOkPfgCDBpVdmSS93YAsYoiIkcD6wF3Aipk5FYqQB6zQyXsOjIiJETFxxowZA1GmpBbmlKmkKql7gIuIocDlwLcy85Wevi8zx2RmW2a2DR8+vH4FSmp5TplKqpq6BriIWJQivF2YmVfUnp4WESNqr48AptezBknqjFOmkqqqnqtQA/gV8HBmntzupauB0bX7o4Gr6lWDJHXGKVNJVVbPEbhNgb2AzSJiUu1ra+B4YIuIeAzYovZYkgaMU6aSqq5uG/lm5u1AdPLyqHqdV5I648a8kpqFrbQktQSnTCU1EwOcpKbnlKmkZmMvVElNyylTSc3KEThJTckpU0nNzAAnqek4ZSqp2TmFKqlpOGUqqVU4AiepKThlKqmVGOAkVZ5TppJajVOokirLKVNJrcoROEmV5JSppFZmgJNUOU6ZSmp1TqFKqgynTCWp4AicpEpwylSS3mKAk9Twrr0W1l/fKVNJms8AJ6lhPfIIbL01bLstLLII3Hwz/OAHMGhQ2ZVJUrkMcJIaziuvwHe/Cx/5CNx+O5x0EjzwAHz2s2VXJkmNwUUMkhrGvHlw3nlw+OEwbRrsuy/86EfwnveUXZkkNRYDnKSGcNdd8I1vwF/+AhttBNdcU2wVIkl6J6dQJZVq6lTYZ58itD39NIwbB3fcYXiTpK4Y4CSVYvZsOPFEeP/74aKL4Hvfg0cfhb33LhYsSJI65xSqpAF37bXw7W/DY48VK0xPPhnWWqvsqiSpOvx3rqQBs+C2INddV1zrZniTpIVjgJNUdx1tC/LXv8JWW5VdmSRVk1OokupmwW1B9tuv2BbELgqS1DcGOEl14bYgklQ/TqFK6lduCyJJ9WeAk9Qv3BZEkgaOU6iS+sxtQSRpYPnvYkm95rYgklQOA5ykhea2IJJULqdQJfWY24JIUmMwwEnqEbcFkaTG4RSqpC4tuC3Ieee5LYgklc0AJ6lDnW0LstdebgsiSWVzClXSO7gtiCQ1Nv8dLek/Hn0UttnGbUEkqdEZ4CTxyitw2GGwzjpw221uCyJJjc4pVKmFuS2IJFWTAU5qUW4LIknVVbcp1Ig4JyKmR8Tf2j03LCJuiojHarfL1ev8kjrWfluQZ55xWxBJqqJ6XgN3LrDgFTSHAxMycy1gQu2xpAHQfluQiy8utgV55BG3BZGkKqrbX9uZeSswc4GntwPG1e6PA7av1/klveV3vysWKBx2GHzuc/Dgg3D88fCud5VdmSSpNwb6390rZuZUgNrtCgN8fqmlzN8WZJtt3toW5Oqr4X3vK7sySVJfNOzESUQcGBETI2LijBkzyi5HqhS3BZGk5jbQAW5aRIwAqN1O7+zAzByTmW2Z2TZ8+PABK1Cqsnnz4Nxzi+vcTjyxuL7tscfgkENgscXKrk6S1F8GOsBdDYyu3R8NXDXA55ea1l13wcYbw777wuqrF9uD/OpX7ukmSc2ontuIXAz8GfhARDwbEfsDxwNbRMRjwBa1x5L6wG1BJKn11G0j38zcrZOXRtXrnFIr+etf4Ywz4IILYM6cYluQ73/flaWS1ArsxCBVyOzZcPnlRXC74w5YcknYbbeiFZYN5yWpdRjgpAp45hn4v/+DX/4Spk8vtgH56U+L692Ws5+JJLUcA5zUoDJhwgT4xS/gqquKx9tuCwcdBFtsYfcESWplBjipwcyaBePGwZlnFq2ull++2NPtK1+BkSPLrk6S1AgMcFKDuP/+YrTtggvg9deLVaXnnw///d+wxBJlVydJaiQGOKlEHS1K2H13+NrX4GMfK7s6SVKjMsBJJXBRgiSpLwxw0gCZvyjhjDOKhvIuSpAk9ZYBTqozFyVIkvqbAU6qExclSJLqxQAn9SMXJUiSBoIBTuoHLkqQJA0kA5zUSy5KkCSVxQAnLaT5ixJ+8Qt49FEXJUiSBp4BTuqh++8vRtsuvNBFCZKkchngpC7Mng2XXVaMtrkoQZLUKAxwUgeefhrGjHFRgiSpMRngpBoXJUiSqsIAp5bnogRJUtUY4NSyXJQgSaoqA5xayhtvFJ0SXJQgSaoyA5xawtNPF50Szj7bRQmSpOozwKlpuShBktSsDHBqKjNnwm23wS23wLXXwmOPuShBktR8DHCqtPaB7ZZbioUJmcUihE02gaOOgp12clGCJKm5GOBUKV0Fto03hh/+ED77WdhgA0ObJKl5GeDU0AxskiS9kwFODcXAJklS9wxwKtU//gG33mpgkyRpYRjgNKAMbJIk9Z0BTnVlYJMkqf8Z4NSvugpsm2wCxxzzVmBbfPGSi5UkqaIMcOoTA5skSQPPAKeF8o9/vH2V6KRJBjZJkgaaAU5dMrBJktR4DHB6GwObJEmNzwDX4gxskiRVjwGuRcyZAy+9BDNmwBNPwB//aGCTJKmqDHAV1T6QzZgB06d3fX/mzCKozWdgkySpugxwDaKvgWy+CHj3u2GFFWD4cFhnnbfuDx9e3F95Zfj4xw1skiRVVSkBLiK2Ak4FBgFnZ+bxZdRRTwMZyNrfHzYMBg0a+O9XkiQNnAEPcBExCDgD2AJ4Frg7Iq7OzIcGupaFYSCTJEmNoowRuA2AxzPzSYCI+DWwHVBqgLv99uKCfgOZJElqdGUEuJWBZ9o9fhbYcMGDIuJA4ECA1VZbre5FjR0L55xjIJMkSY2vjAAXHTz3jrGtzBwDjAFoa2vrYOyrf/34x3D88QYySZLU+MoIcM8Cq7Z7vArwfAl1vM0KK5RdgSRJUs8sUsI57wbWiojVI2IxYFfg6hLqkCRJqqQBH4HLzDkRcTBwA8U2Iudk5oMDXYckSVJVlbIPXGb+DvhdGeeWJEmqujKmUCVJktQHBjhJkqSKMcBJkiRVjAFOkiSpYgxwkiRJFWOAkyRJqhgDnCRJUsUY4CRJkirGACdJklQxBjhJkqSKMcBJkiRVjAFOkiSpYgxwkiRJFWOAkyRJqpjIzLJr6FZEzACmDMCplgdeHIDzaGD4+2w+/k6bi7/P5uPvtH+9NzOHd/RCJQLcQImIiZnZVnYd6h/+PpuPv9Pm4u+z+fg7HThOoUqSJFWMAU6SJKliDHBvN6bsAtSv/H02H3+nzcXfZ/PxdzpAvAZOkiSpYhyBkyRJqhgDXE1EbBURj0TE4xFxeNn1qPciYtWI+ENEPBwRD0bEN8uuSX0XEYMi4r6IGF92Leq7iFg2Ii6LiMm1P6sbl12Tei8ivl37+/ZvEXFxRCxRdk3NzgBH8T8G4Azg88CHgN0i4kPlVqU+mAMckplrAxsBB/n7bArfBB4uuwj1m1OB6zPzg8BH8XdbWRGxMvANoC0z1wEGAbuWW1XzM8AVNgAez8wnM3M28Gtgu5JrUi9l5tTMvLd2/1WK/zGsXG5V6ouIWAXYBji77FrUdxGxNPBp4FcAmTk7M2eVWpT6ajCwZEQMBoYAz5dcT9MzwBVWBp5p9/hZ/B9+U4iIkcD6wF0ll6K++RlwGDCv5DrUP9YAZgBja9PiZ0fEUmUXpd7JzOeAk4CnganAy5l5Y7lVNT8DXCE6eM7luRUXEUOBy4FvZeYrZdej3omIbYHpmXlP2bWo3wwGPgacmZnrA68BXntcURGxHMWs1erASsBSEbFnuVU1PwNc4Vlg1XaPV8Hh30qLiEUpwtuFmXlF2fWoTzYFvhgRf6e4vGGziLig3JLUR88Cz2bm/JHxyygCnappc+CpzJyRmW8CVwCblFxT0zPAFe4G1oqI1SNiMYqLL68uuSb1UkQExbU1D2fmyWXXo77JzCMyc5XMHEnxZ/PmzPRf9xWWmS8Az0TEB2pPjQIeKrEk9c3TwEYRMaT29+8oXJRSd4PLLqARZOaciDgYuIFi9cw5mflgyWWp9zYF9gIeiIhJtef+JzN/V15JkhbwdeDC2j+anwT2Lbke9VJm3hURlwH3UuwCcB92ZKg7OzFIkiRVjFOokiRJFWOAkyRJqhgDnCRJUsUY4CRJkirGACdJklQxBjhJTSMi3h0Rk2pfL0TEc7X7syKiw33GIuLYiNi8h5//xYjoUceAiGiLiL/VtskgItaMiCdrfUAlqU/cRkRSU4qIHwL/zMyTaj1xx2fmOgNcwy8oOg78KCKuB8Zl5sUDWYOk5uQInKRWMSgifhkRD0bEjRGxJEBEnBsR/127f3xEPBQRf42Ikxb8gIjYJyJ+Xru/U22E7f6IuLWTc/4PcEBEHAYsaniT1F/sxCCpVawF7JaZX46IS4Adgf/0VI2IYcCXgA9mZkbEst183g+ALTPzuc6OzcxZEXEC8AvgQ/3wPUgS4AicpNbxVGZOqt2/Bxi5wOuvAP8Gzo6IHYDXu/m8O4BzI+LLFC34OvN5YBoGOEn9yAAnqVW80e7+XBaYgcjMOcAGwOXA9sD1XX1YZn4VOBJYFZgUEe9e8JiI2BZYBtgSODEihvShfkn6DwOcWkJEfDYini27jp6KiJERkRHhZQ4DJCKGAstk5u+AbwHrdXP8mpl5V2b+AHiRIsi1f31J4KfAQZn5AHAV8P06lC6pBRngWlRE/D0iZkfE8gs8P6kWHEaWVFopovDdiHgsIv4VEU/XLmhffIHjNomImyPi1Yh4OSKuiYgPtXv9sxExLyL+WTvmkYjYt5Nz9vjYbmr/YURc0P2R6sa7gPER8Vfgj8C3uzn+xIh4ICL+BtwK3L/A60cBv83M+duX/BDYNSLW6seaJbUo/3Xf2p4CdgNOB4iIjwBLllpReU4DtgL2Bu4GPgCMBdYGtgOIiI2BGylGUbYDFgW+A9wRER/PzCdrn/V8Zq4SEVE77rKIuKvd/8jb6/BYur/+St3IzB+2u/93YJ12j09qd3+fdm/boJvPPBc4t3Z/h26O/Z8FHr8KrNlN2ZLUI47AtbbzKQLLfKOB8+Y/iIhPRMS09tN4EbFjREzq6MMiYuvaFgyv1jZQPbTda9u221D1TxGxbrvXVo2IKyJiRkS81G6bhkUi4siImBIR0yPivIhYpvba/CnG0bXRshcj4vvtPnPJ2vYQ/4hiA9dPdPZDqI2IfA3YIzP/nJlzMvNBilWKW0XEZrVDfwKcl5mnZuarmTkzM48E7qQYXXmbLPwW+AfdXMDe3bERsVJEXB0RMyPi8dqF80TEVhRbVexSG8lbcBRIktSEDHCt7U5g6YhYOyIGAbvQbluFzLwbeAnYot179qQIfh35FfCVzHwXxWjHzQAR8THgHOArwLuB/wOujojFa+cdD0yhWBW4MvDr2uftU/v6HLAGMBT4+QLn/CTFaNko4AcRsXbt+aMpRjvWpLiAfHQXP4dRFJut/qX9k5n5DMXPaIvaxeebAJd28P5LePvPiNr3vUhEfAlYFnigi/P35NiLgWeBlYD/Bn4UEaMy83rgR8BvMnNoZn60q/NIkpqDAU7zR+G2ACYDzy3w+jiK0DZ/n6wtgYs6+aw3gQ9FxNKZ+Y/MvLf2/JeB/6td8D03M8dRrAjciGLKaiXgu5n5Wmb+OzNvr71vD+DkzHwyM/8JHEFxDVH7qf9jMvNfmXk/xTVI8wPMzsBxtVGyZyimSDuzPDC1k9em1l4fRvHnpaPj5h8z30oRMYviwvajgb0y85FOPr/bYyNiVYqg+r3az2cScDawVxffkySpiXkNnM6nuAB7ddpNn7ZzAfBwbYXezsBtmdlZ2NmRYluF42sXgh+emX8G3guMjoivtzt2MYrgNheYUtvCYUErUYzMzTeF4r/ZFds990K7+69TjNLNf+8zC7y3My8CIzp5bQTFtYL/AObVHk/u4JgX2z1+PjNX6eJ87fXk2JWAmbVrqOabArT18BySpCbjCFyLy8wpFAFla+CKDl5/DvgzxQ71e9H59CmZeXdmbgesAPyWYmoRiiB1XGYu2+5rSK2t0DPAap1sl/E8RfibbzVgDsWmqN2Zytu3dViti2NvBlaNiLddwF4b+doImJCZr1H8HHbq4P07AxN6UFNvPQ8Mi4h3tXtuNd4aLbWhsSS1GAOcAPYHNquFlI6cBxwGfAS4sqMDImKxiNgjIpbJzDcpdrWfW3v5l8BXI2LD2nYdS0XENrVA8heKsHV87fklImLT2vsuBr4dEavXRgDnX+vV0Wjdgi4BjoiI5SJiFeDrnR2YmY8CZwEXRsRGETEoIj5MsaHr7zPz97VDD6cYSfxGRLyr9tn/D9gYOKYHNfVKbQr4T8CPaz+fdSl+ZxfWDpkGjIwI/zxLUovwL3yRmU9k5sQuDrmSYiTsyi5CHhQjdH+PiFeAr1K7dq722V+mWIDwD+BxisUJZOZc4AvA+4CnKS7U36X2eefw1hTvUxRtjjoNYgs4hmKa8SmKrT86HTmsOZjiurILgH9S7MJ/C8W0MLVab6e4BnAHitA5BVgf+GRmPtbDunprN4pFHs9T/D6Ozsybaq/NX1jxUkTc28F7JUlNJjKdfVH3IuIJihWmv+/2YEmSVFeOwKlbEbEjxXVWN5ddiyRJchWquhERt1BsLLtXZs4ruRxJkoRTqJIkSZXjFKokSVLFGOAkSZIqxmvgGsjyyy+fI0eOLLsMqUfuueeeFzNzeNl1SFIrMsA1kJEjRzJxYlfbsUmNIyK6ak8mSaojp1AlSZIqxgAnSZJUMQY4SZKkijHASXq7N9+Eyy+HrbeGadPKrkaS1AEXMUgqPP44nH02jB0L06fDKqsUz624YtmVSZIWYICTWtkbb8Bvfwu//CVMmACDBsG228KXvwxbbVU8liQ1HAOc1IoefbQIbeeeCy++CO99L/zv/8K++8LKK5ddnSSpGwY4qVX8+99wxRUwZgz88Y8weDBst10x2rbFFrCIl8RKUlUY4KRm99BDxWjbeefBzJmw5prw4x/DPvvAe95TdnWSpF4wwEnN6F//gksvLUbb7rgDFl0UdtihGG373OccbZOkijPASc3kgQeK0HbBBTBrFrz//XDiiTB6NAy3bakkNQsDnFR1r70Gv/lNEdzuugsWXxx23BEOPBA+/WmIKLtCSVI/M8BJVXXffcW1bRdcAK++CmuvDaecAnvtBe9+d9nVSZLqyABXRxHxbeAAIIEHgH0z89/lVqVKe/VVuPjiIrhNnAhLLAE771yMtm2yiaNtktQivJK5TiJiZeAbQFtmrgMMAnYttypVUibcfXcR0kaMgK98pdiA9/TT4fnnYdw42HRTw5sktRBH4OprMLBkRLwJDAGeL7keVcnLL8NFFxXXtk2aBEOGwK67FkFugw0MbJLUwgxwdZKZz0XEScDTwL+AGzPzxpLLUhXcfz+cdhr8+tfw+uuw/vpw5pmw++6w9NJlVydJagBOodZJRCwHbAesDqwELBURe3Zw3IERMTEiJs6YMWOgy1SjyITrry86Iqy3XrGqdM89i+vc7r0XvvpVw5sk6T8McPWzOfBUZs7IzDeBK4BNFjwoM8dkZltmtg13n67W88YbcM458JGPwOc/Dw8/DCecAM8+C//3f/Dxj5ddoSSpATmFWj9PAxtFxBCKKdRRwMRyS1LDeOklOOss+PnP4YUX4KMfLVpd7bILLLZY2dVJkhqcAa5OMvOuiLgMuBeYA9wHjCm3KpXu8ceLvdrGji3aXW21FRx6KGy2mYsSJEk9ZoCro8w8Gji67DpUskz405/gpJPgqquKvqR77gnf+Q58+MNlVydJqiADnFQvc+bAlVfCT39atLgaNgy+/3046CB4z3vKrk6SVGEGOKm/vfpqsTDhZz+Dv/8d3vc+OOOMoqH8UkuVXZ0kqQkY4KT+8txzRXeEs84qNuHddNPiercvfAEGDSq7OklSEzHASX11//3FNOnFF8O8ebDjjnDIIbDhhmVXJklqUgY4qTcy4YYbioUJEyYUU6MHHQTf/CasvnrZ1UmSmpwBTloYb7wBF14IJ58MDz4IK60Exx9f9Cddbrmyq5MktQgDnNQT8zfePf10mDYN1l3XjXclSaUxwEldefrporVV+413DzkERo1y411JUmkMcFJHXngBfvSjoh8pwB57FBvvrrNOuXVJkoQBTnq7l16CE0+E006D2bNhv/3gqKNg1VXLrkySpP8wwEkAr7xS7Nl28snFRry77w4//GGxCa8kSQ3GAKfW9vrrRZeEE04oRt++9CU49linSiVJDW2RsguQSjF7dhHc3vc+OOwwaGuDu++GK64wvEmSGp4jcGotc+bA+efDMcfAlCnwqU/Bb35T3EqSVBGOwKk1zJtXBLV11ikWJgwfDtdfD3/8o+FNklQ5Bjg1t0y4+mpYf33YdVdYdFG48kr4y19gyy3dy02SVEkGODWnTPj972HjjWG77YrFChdeCJMmwfbbG9wkSZVmgFPz+dOfYLPNYIst4Pnn4Ze/hIceKrYGGTSo7OokSeozA1wdRcSyEXFZREyOiIcjYuOya2pq990H22wDm24KDz8Mp54Kjz4KBxxQTJ1KktQkXIVaX6cC12fmf0fEYsCQsgtqSg8/DD/4AVx2GSy3HBx/PBx8MCy1VNmVSZJUFwa4OomIpYFPA/sAZOZsYHaZNTWdp58u2lxdcAEMGVKEuO98B5ZZpuzKJEmqK6dQOxERQ7t4bc0efMQawAxgbETcFxFnR8Q7hoQi4sCImBgRE2fMmNGHilvIm28WnRPWXhsuuaQIbU89VeztZniTJLUAA1zn7o+Inds/ERFLRMT/A67vwfsHAx8DzszM9YHXgMMXPCgzx2RmW2a2DR8+vD/qbm633grrrQeHH14sUpg8uWg+v/zyZVcmSdKAMcB17r+AfSPipoh4X0RsBzwALA6s34P3Pws8m5l31R5fRhHo1BszZsA++8BnPgOvvVbs7fbb38J731t2ZZIkDTivgetEZj4BfD4ivgtMBl4AtszMB3v4/hci4pmI+EBmPgKMAh6qX8VNat48OPvsYsTt1VeL2yOPdIGCJKmlOQLXiYgYHBFHAF8BvgZMBE6LiA8sxMd8HbgwIv4KrAf8qN8LbWb33w+f/CR85Suw7rrF4x//2PAmSWp5jsB17j7gj8DHM/NlYExEbAtcFRFXZOb/dPcBmTkJaKtvmU3o1Vfh6KPhtNNg2DAYNw722svuCZIk1TgC17l9MvPgWngDIDPHU1z/luWV1cQyi73c1l4bfvazYgPeyZNh770Nb5IktWOA60Rm3tPJ8//KzO8PdD1N74knYOutYaedYPjwoh3WWWcVI3CSJOltDHAq1xtvwP/7f7DOOnDHHcXI2913w0YblV2ZJEkNy2vgVJ4JE+Cgg+CRR2DnneHkk2HllcuuSpKkhucI3EKIiOUiYt2y66i8F16APfaAzTeHOXPg+uvhN78xvEmS1EMGuG5ExC0RsXREDAPup2iNdXLZdVXS3LlwxhnwwQ8WixV+8AN44AHYcsuyK5MkqVIMcN1bJjNfAXYAxmbmx4HNS66peu69t7iu7eCD4ROfKILbMcfAkkuWXZkkSZVjgOve4IgYAewMjC+7mMrJLK5t23BDePZZuPhiuPFGeP/7y65MkqTKchFD944FbgBuz8y7I2IN4LGSa6qGmTNh332LvqXbbw/nnAPLLVd2VZIkVZ4BrhuZeSlwabvHTwI7lldRRdx5J+yyC0ydCqeeCl//upvxSpLUTwxwnYiIwzLzJxFxOh10XsjMb5RQVuPLhFNOge99D1ZZpdjb7ROfKLsqSZKaigGucw/XbieWWkWVtJ8y/dKXiinTZZctuypJkpqOAa4TmXlN7XZc2bVUglOmkiQNGFehqm/mrzL91KdgkUWKKdNvfMPwJklSHTkCp95zylSSpFI4AqfeufNOWH99uO66Ysr08ssNb5IkDRADXDci4ie1VlqLRsSEiHgxIvYsu67SOGUqSVLpDHDd+69aK61tgWeB9wPf7embI2JQRNwXEdXv4jBzZrEh7yGHwBe+APfd5xYhkiSVwADXvUVrt1sDF2fmzIV8/zd5a0uS6nLKVJKkhmGA6941ETEZaAMmRMRw4N89eWNErAJsA5xdx/rqyylTSZIajgGuG5l5OLAx0JaZbwKvAdv18O0/Aw4D5tWnujqbNw+++lWnTCVJajBuI9KJiNgsM2+OiB3aPdf+kCu6ef+2wPTMvCciPtvFcQcCBwKsttpqfSm5f82ZA/vvD+edB4cfDj/6kaNukiQ1CANc5z4D3Ax8oYPXkm4CHLAp8MWI2BpYAlg6Ii7IzLetYM3MMcAYgLa2tnf0XC3Fm2/CnnvCJZfA//4vHHlk2RVJkqR2IrMxMkMzq43AHZqZ23Z1XFtbW06cWHLr1TfeKFpiXXUVnHgiHHpoufWoYUXEPZnZVnYdktSKHIHrRkQsDuwIjKTdzyszjy2rprr5179ghx3g+uvh5z+Hgw4quyJJktQBA1z3rgJeBu4B3ujNB2TmLcAt/VdSHfzzn/DFL8Itt8DZZxfXv0mSpIZkgOveKpm5VdlF1NXLL8PWW8Ndd8H558Mee5RdkSRJ6oLbiHTvTxHxkbKLqJuZM2HzzeEvf4Hf/MbwJklSBTgC14mI+BvF/m2DgX0j4kmKKdQAMjPXLbO+fjF9OmyxBUyeDFdeCdt2ucZCkiQ1CANc51YG1iu7iLp5/vli5O3vf4fx44sgJ0mSKsEA17mnMnNK2UXUxdNPw6hR8MILRW/Tz3ym7IokSdJCMMB1boWI+E5nL2bmyQNZTL954okivM2aBTfdBBttVHZFkiRpIRngOjcIGEpxzVtzmDy5CG9vvAE33wwf+1jZFUmSpF4wwHVualNt1jtjRnHN25w5xV5v66xTdkWSJKmXDHCda56Rt3nzYPRoePFFuPNOw5skSRVngOvcqLIL6Dc//WmxWOEXv4D11iu7GkmS1Edu5NuJzJxZdg394s474X/+B3bcEb761bKrkSRJ/cAA18z+8Q/YdVdYZZWiv2k0z6ywJEmtzCnUZpVZNKR/7jm44w5YdtmyK5IkSf3EANesfvGLoj3WT38KG2xQdjWSJKkfOYXajO67D77zHdhmG/j2t8uuRpIk9TMDXLN59VXYeWcYPhzOPdfr3iRJakJOoTaTzGKl6ZNPFpv1Lr982RVJkqQ6cASuTiJi1Yj4Q0Q8HBEPRsQ3637SsWPhoovgmGPgU5+q++kkSVI5HIGrnznAIZl5b0S8C7gnIm7KzIfqcrYHH4SDDy56nR5xRF1OIUmSGoMjcHWSmVMz897a/VeBh4GV63Ky11+HXXaBd70LLrgABg2qy2kkSVJjcARuAETESGB94K66nODoo+Ghh+CGG+A976nLKSRJUuNwBK7OImIocDnwrcx8pYPXD4yIiRExccaMGQt/gpdfhrPOgt13hy226HvBkiSp4Rng6igiFqUIbxdm5hUdHZOZYzKzLTPbhg8fvvAnOfts+Oc/i33fJElSSzDA1UlEBPAr4OHMPLkuJ5kzB049FT77WfjYx+pyCkmS1HgMcPWzKbAXsFlETKp9bd2vZ7j8cnjmGUffJElqMS5iqJPMvB2oXxuETDj5ZFhrraJlliRJahkGuKr685/hL3+BM86ARRxIlSSplfh//qo6+WRYbjkYPbrsSiRJ0gAzwFXRU0/BlVcWfU+XWqrsaiRJ0gAzwFXRaacV06YHHVR2JZIkqQQGuKp5+eVi77ddd4WV69OZS5IkNTYDXNXM37j3298uuxJJklQSA1yVzJlTTJ+6ca8kSS3NbUSqZPx4ePppOP30siuRJEklcgSuSu6+GwYNgs9/vuxKJElSiQxwVfLoo7DGGrDoomVXIkmSSmSAq5JHH4X3v7/sKiRJUskMcFUxbx48/rgBTpIkGeAq4/nn4fXXDXCSJMkAVxmPPlrcGuAkSWp5BriqMMBJkqQaA1xVPPooDBkCK61UdiWSJKlkBriqePRRWGutoom9JElqaaaBOoqIrSLikYh4PCIO79OHuYWIJEmqMcDVSUQMAs4APg98CNgtIj7Uqw9780148kkDnCRJAgxw9bQB8HhmPpmZs4FfA9v16pOeegrmzjXASZIkwABXTysDz7R7/GztuYXnClRJktSOAa5+ooPn8h0HRRwYERMjYuKMGTM6/qRlloEvfckAJ0mSAANcPT0LrNru8SrA8wselJljMrMtM9uGDx/e8Sd96lNwxRUwbFhdCpUkSdVigKufu4G1ImL1iFgM2BW4uuSaJElSExhcdgHNKjPnRMTBwA3AIOCczHyw5LIkSVITMMDVUWb+Dvhd2XVIkqTm4hSqJElSxUTmOxZGqiQRMQOY0snLywMvDmA5C8Paeqfqtb03MztZeSNJqicDXEVExMTMbCu7jo5YW+9YmySpt5xClSRJqhgDnCRJUsUY4KpjTNkFdMHaesfaJEm94jVwkiRJFeMInCRJUsUY4CogIraKiEci4vGIOLzkWlaNiD9ExMMR8WBEfLP2/LCIuCkiHqvdLldSfYMi4r6IGN9gdS0bEZdFxOTaz27jBqrt27Xf5d8i4uKIWKJRapMkdcwA1+AiYhBwBvB54EPAbhHxoRJLmgMckplrAxsBB9XqORyYkJlrARNqj8vwTeDhdo8bpa5Tgesz84PARylqLL22iFgZ+AbQlpnrULR927URapMkdc4A1/g2AB7PzCczczbwa2C7sorJzKmZeW/t/qsUQWTlWk3jaoeNA7Yf6NoiYhVgG+Dsdk83Ql1LA58GfgWQmbMzc1Yj1FYzGFgyIgYDQ4DnaZzaJEkdMMA1vpWBZ9o9frb2XOkiYiSwPnAXsGJmToUi5AErlFDSz4DDgHntnmuEutYAZgBja9O7Z0fEUo1QW2Y+B5wEPA1MBV7OzBsboTZJUucMcI0vOniu9KXDETEUuBz4Vma+0gD1bAtMz8x7yq6lA4OBjwFnZub6wGs0yJRk7dq27YDVgZWApSJiz3KrkiR1xwDX+J4FVm33eBWKKa7SRMSiFOHtwsy8ovb0tIgYUXt9BDB9gMvaFPhiRPydYpp5s4i4oAHqguJ3+Gxm3lV7fBlFoGuE2jYHnsrMGZn5JnAFsEmD1CZJ6oQBrvHdDawVEatHxGIUF5hfXVYxEREU13I9nJknt3vpamB07f5o4KqBrCszj8jMVTJzJMXP6ObM3LPsumq1vQA8ExEfqD01CnioEWqjmDrdKCKG1H63oyiua2yE2iRJnXAj3wqIiK0pru8aBJyTmceVWMsngduAB3jrWrP/obgO7hJgNYpQsFNmziypxs8Ch2bmthHx7kaoKyLWo1hcsRjwJLAvxT+gGqG2Y4BdKFYY3wccAAxthNokSR0zwEmSJFWMU6iSJEkVY4CTJEmqGAOcJElSxRjgJEmSKsYAJ0mSVDEGODWUiHh3REyqfb0QEc/V7s+KiIc6ec+xEbF5Dz//ixHRbReEiFgiIiZHxEfaPXdYRJzV8+9GkqT6cBsRNayI+CHwz8w8qdZ3dXxmrjOA598K+D5FI/qVgFuBtsz8x0DVIElSRxyBU5UMiohfRsSDEXFjRCwJEBHnRsR/1+4fHxEPRcRfI+KkBT8gIvaJiJ/X7u8UEX+LiPsj4tYFj83M6ykavO8NnAL80PAmSWoEg8suQFoIawG7ZeaXI+ISYEfggvkvRsQw4EvABzMzI2LZbj7vB8CWmflcF8d+C/gL8Fhmnt/H+iVJ6heOwKlKnsrMSbX79wAjF3j9FeDfwNkRsQPwejefdwdwbkR8maJN2Ttk5vPAzcCZvaxZkqR+Z4BTlbzR7v5cFhhBzsw5wAbA5cD2wPVdfVhmfhU4ElgVmFTrm9qRebzV91WSpNI5haqmERFDgSGZ+buIuBN4vJvj18zMu4C7IuILFEHupQEoVZKkPjHAqZm8C7gqIpYAAvh2N8efGBFr1Y6dANxf5/okSeoXbiMiSZJUMV4DJ0mSVDEGOEmSpIoxwEmSJFWMAU6SJKliDHCSJEkVY4CTJEmqGAOcJElSxRjgJEmSKub/A5e6gBYq0h51AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "axes1 = fig.add_axes([0.1,0.8,1,1])\n",
    "axes1.plot(x,y,  color = 'blue')\n",
    "axes1.set_xlabel('This is X')\n",
    "axes1.set_ylabel('This is Y')\n",
    "axes1.set_title('My OOP Plot')\n",
    "\n",
    "axes2 = fig.add_axes([0.2,0.4,0.3, 0.3])\n",
    "axes2.plot(y,x,  color = 'red')\n",
    "axes2.set_xlabel('This is Y')\n",
    "axes2.set_ylabel('This is X')\n",
    "axes2.set_title('My second OOP Plot')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b5da4ee",
   "metadata": {},
   "source": [
    "### Subplot for OOP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "dc83cf61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The right plot')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows = 1, ncols = 2)\n",
    "axes[0].plot(x,x**2, 'b')\n",
    "axes[0].set_title('The left plot')\n",
    "axes[1].plot(x,x**3, 'r')\n",
    "axes[1].set_title('The right plot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "bcf7bf0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The right plot')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows = 1, ncols = 2, sharey = True)\n",
    "axes[0].plot(x,x**2, 'b')\n",
    "axes[0].set_title('The left plot')\n",
    "axes[1].plot(x,x**3, 'r')\n",
    "axes[1].set_title('The right plot')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eae46a9b",
   "metadata": {},
   "source": [
    "## Iteration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "79c34434",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(nrows=1,ncols=6,  figsize=(12,4))\n",
    "\n",
    "for i in range(0,6):\n",
    "    axes[i].plot(x,x**i,  'bo-.')\n",
    "    axes[i].set_title('x powered by '+ str(i))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05b3e3f4",
   "metadata": {},
   "source": [
    "### Combining the two methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7478aad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f90b1c09d0>]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (12,8))\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "60e9de19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f90ad0b880>]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (12,8), dpi = 150)\n",
    "plt.subplot(2,2,1)\n",
    "plt.plot(x,x**2)\n",
    "plt.subplot(2,2,2)\n",
    "plt.plot(x,x**3)\n",
    "plt.subplot(2,2,3)\n",
    "plt.plot(x,x**4)\n",
    "plt.subplot(2,2,4)\n",
    "plt.plot(x,x**5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "bf0310c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('my_plots2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c93cb312",
   "metadata": {},
   "source": [
    "### Legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9d3fa26b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f90918e610>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (6,4))\n",
    "ax = fig.add_axes([0.1,0.1, .8, .8])\n",
    "ax.plot(x,x**2, label='x^2')\n",
    "ax.plot(x, x**3, label = 'x^3')\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ad849d12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f90ad53340>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (6,4))\n",
    "ax = fig.add_axes([0.1,0.1, .8, .8])\n",
    "ax.plot(x,x**2, label='x^2')\n",
    "ax.plot(x, x**3, label = 'x^3')\n",
    "ax.legend(loc = 2)\n",
    "# 1 --> upper right\n",
    "# 2 --> upper left\n",
    "# 3 --> lower left\n",
    "# 4 --> lower right\n",
    "# 0 or Nothing --> Let Matplotlib Decide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "339b523f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f9099db9a0>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (6,4))\n",
    "ax = fig.add_axes([0.1,0.1, .8, .8])\n",
    "ax.plot(x,x**2, label='x^2')\n",
    "ax.plot(x, x**3, label = 'x^3')\n",
    "ax.legend(loc = 3)\n",
    "# 1 --> upper right\n",
    "# 2 --> upper left\n",
    "# 3 --> lower left\n",
    "# 4 --> lower right\n",
    "# 0 or Nothing --> Let Matplotlib Decide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "b5f8c863",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f90c57c5b0>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEFCAYAAADuT+DpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAApDElEQVR4nO3deZwU1bn/8c8zPTvDMjDsIwyJo4gY0UxQriYmwYW4YVSuxJgQg5d4NTfrL4lmMdGEe2P2RYnXaCJGoxJcQG+iINEYI0ZxiVGWgAoyguzLwOzdz++PKqCRwZlhpqd6+b5fr35V1elT3c+0eJ46p05VmbsjIiK5Ky/qAEREJFpKBCIiOU6JQEQkxykRiIjkOCUCEZEclx91AAAVFRVeVVUVdRgiIlnrueee2+zuA9t6Ly0SQVVVFUuWLIk6DBGRrGVmaw72noaGRERynBKBiEiOUyIQEclxaXGOoC0tLS2sWrWK+vr6qENJidLSUg4//HAKCgqiDkVEclzaJoJVq1axfPlyNm3aFHUoKTFwYHDy/qijjoo4EhHJdWk7NFRfX5+1SQBg06ZNWdvbEZHMkraJQEREeoYSgYhIuou3QiKeso9P23ME6a6xsZEf//jH1NfX85WvfIV+/frtfe/WW29lzZo1xGIxqqqquOSSS4jFYtEFKyKZ7Zmb4YU74FMPQWn/bv949QgOQTwe59e//jUnnngiF1xwAbNmzaKhoWHv++PHj+faa6/lmmuuoaWlhSeffDLCaEUko9Vvhb9cD2WDoKQ8JV+hRPAOVq9ezXXXXUdLSwtNTU185zvf4c033+TOO+/k6KOPZuLEiRx//PGceeaZ3HLLLcTjQdftmGOOwcwwM6qqqti2bVvEf4mIZKwnfgRNO+GMmWCWkq/IiKGhhZv7sqG5e+fbDy5s4bSKHe9Yp6qqive85z3MmzeP5uZmTjjhBIYPH84nP/nJ/eqNGzeOcePGHbB/PB7n6aef5qKLLurO0EUkV2x5NRgWOu4SGHx0yr5GPYJ2nH322Sxbtow1a9ZwxhlndGrf3//+91RXV1NdXZ2i6EQkqz36bYgVwoe+mdKvyYgeQXtH7qm0e/duGhsbKSgooKWlhaKiog7t9+CDD1JXV8fll1+e4ghFJCut/hssezBIAr0Hp/Sr2u0RmNmRZvZi0munmX3BzPqb2UIzWxkuy5P2udrMVpnZCjPr3GF0mrnjjjuYPHky48eP57777uvQPk8++SRLly7lsssuIy9PnS4R6aREAhZ8A3oPgwlXpvzr2m2l3H2Fu49z93HAe4F64H7gKmCRu1cDi8JtzGwMMBU4GpgEzDKzjJw7uXjxYvLy8hg/fjyTJk1i9erVLF++vN397rzzTnbu3Mn111/Pd7/7XR566KEeiFZEssbLc2HdCzDxGigsTfnXdXZoaCLwqruvMbPJwAfD8tnA48DXgMnA3e7eBLxuZquA8cDibom4B02YMIEJEyYAkJeXx9VXX92h/X71q1+lMiwRyWYtDfDotTD0WHhPz0w06ey4xVTgrnB9sLuvBwiXg8Ly4cDapH1qw7L9mNkMM1tiZkuy+Z5CIiKdsvhG2FkLZ/w39NDQcoe/xcwKgXOBP7RXtY0yP6DA/WZ3r3H3mj134hQRyWm7NsKTP4Ujz4Kqk3vsazuTbj4CPO/uG8LtDWY2FCBcbgzLa4HDkvarBNZ1NVARkaz32ExobYTTruvRr+1MIvgY+4aFAOYD08L1acC8pPKpZlZkZqOAauCZrgYqIpLVNiyF52+H910GFYf36Fd36GSxmZUCpwGfSSr+PjDHzKYDbwBTANz9FTObAywFWoEr3T11t80TEckGC78FRb3hlK/1+Fd3KBG4ez0w4G1lWwhmEbVVfyYws8vRiYjkglWPBq/TZ6bk7qLtyYgri9PRO92G+vbbb2fNmjW4O4MHD2batGkUFxdHF6yIpK9EHBZ8C8qrYPx/RBKCEsEhSL4NdXl5ObNmzeKLX/wiJSUlAEyZMmXv+pw5c3j88ceZNGlSlCGLSLp64XewcSlMmQ35HbuFTXfT/Q/ewaHehnpPEnB3WlpaovwTRCSdNdXBn78Hh50IYyZHFkZG9Agm7JjHgJbunYG6pWAYi/u+8w/fldtQ33bbbbz88ssMHTqUKVOmdGvsIpIlnvwZ7N4EH7snZc8a6Aj1CNpxqLeh/tSnPsUPfvADhg4dyrPPPpvCCEUkI+2ohcU3wNgLofK9kYaSET2C9o7cU+lQb0MNwf2JampqWLBgASeddFIKoxSRjLPoOnCHU78ddSTqEbSns7ehdnc2bty4d/2ll15iyJAhqQ5TRDLJm8/DS/fAhCug34ioo8mMHkFUkm9DnUgkuP7661m+fDmjR48+6D7uzm233bb3YfaVlZVcfPHFPRWyiKQ7d1jwTSitgJO/FHU0gBLBOzqU21Dn5eXx1a9+NdWhiUimWv4QrPkbnPUTKO4TdTSAhoZERHpOazMsvAYGjobjp7Vfv4eoRyAi0lOevQW2vgYfnwux9Gl+1SMQEekJ9VvhL9fDuz4Eh58adTT7SdtEUFpaSjY/sGbgwIGUlqb+WaQikiae+BE07oDTvxfpxWNtSZ++ydscfnhwP+4RI6KfWpUKpaWle/9GEclyW16FZ26G4z8BQ8ZGHc0B0jYRFBQUcNRRR0UdhohI1z36bYgVwoe+GXUkbUrboSERkayw5ilY9iCc/AXoPTjqaNqkRCAikiqJBDzydeg9DCZ8NupoDipth4ZERDLey3Nh3Qtw3k1QmL6TQ9QjEBFJhZYGePRaGHosvOeiqKN5R+oRiIikwuIbYWctfPQmyEvvY+4ORWdm/cxsrpktN7NlZjbBzPqb2UIzWxkuy5PqX21mq8xshZl1/Cb+IiLZYNdGePKncORZMOr9UUfTro6mqZ8DD7v7aOBYYBlwFbDI3auBReE2ZjYGmAocDUwCZplZrLsDFxFJW4/9N7Q2wmnXRR1Jh7SbCMysD/AB4FYAd2929+3AZGB2WG02cF64Phm4292b3P11YBUwvnvDFhFJUxuWwvOz4X2XQUVmXDTakR7Bu4BNwG/N7AUzu8XMegGD3X09QLgcFNYfDqxN2r82LNuPmc0wsyVmtmTTpk1d+iNERNLGwm9BUW845WtRR9JhHUkE+cDxwK/c/ThgN+Ew0EG0dRMNP6DA/WZ3r3H3mmy+p5CI5JBVjwavD3wFSvtHHU2HdSQR1AK17v73cHsuQWLYYGZDAcLlxqT6hyXtXwms655wRUTSVCIOC74F5VUwfkbU0XRKu4nA3d8C1prZkWHRRGApMB/Y82SFacC8cH0+MNXMisxsFFANPNOtUYuIpJsXfgcbl8Kp10J+UdTRdEpHryP4L+BOMysEXgMuJUgic8xsOvAGMAXA3V8xszkEyaIVuNLd490euYhIumiqgz/PhMNOhDGTo46m0zqUCNz9RaCmjbcmHqT+TGDmoYclIpJBnvwZ7N4IH7s77Z410BHpfbmbiEi621ELi2+AsRdC5XujjuaQKBGIiHTFouvAHU79dtSRHDIlAhGRQ/Xm8/DSPTDhCuiXuU9TVCIQETkU7rDgm1BaASd/KepoukSJQETkUCx/CNb8DT70dSjuE3U0XaJEICLSWa3NsPAaGDgajp/Wfv00p+cRiIh01pJbYetrcPEfIJb5zah6BCIinVG/FR7/PrzrQ1B9WtTRdAslAhGRznjiR9C4A07/XkZePNYWJQIRkY7a8io8czMcdwkMGRt1NN1GiUBEpKMe/TbECuHD34w6km6lRCAi0hFrnoJlD8LJX4DeQ6KOplspEYiItCeRgEe+Ab2HwYTPRh1Nt8v8eU8iIqn28lxY9zycdxMUlkYdTbdTj0BE5J20NMCj18LQY+E9F0UdTUqoRyAi8k6engU7a+GjN0Fedh47Z+dfJSLSHXZthL/+BI48C0a9P+poUkaJQETkYB77b2hthNOuizqSlFIiEBFpy4al8PxseN9lUHF41NGkVIcSgZmtNrN/mtmLZrYkLOtvZgvNbGW4LE+qf7WZrTKzFWZ2RqqCFxFJidZmeOByKO4Lp3wt6mhSrjM9gg+5+zh33/MQ+6uARe5eDSwKtzGzMcBU4GhgEjDLzGLdGLOISGr9+buw/h9w7g1Q2j/qaFKuK0NDk4HZ4fps4Lyk8rvdvcndXwdWAeO78D0iIj3n1cfgqV9AzafhqLOjjqZHdDQROLDAzJ4zsxlh2WB3Xw8QLgeF5cOBtUn71oZlIiLpbfdmuP9yqDgSTp8ZdTQ9pqPXEZzk7uvMbBCw0MyWv0Pdtu7L6gdUChLKDIARIzL3oc8ikiXcYd5noWErXDI3K68gPpgO9QjcfV243AjcTzDUs8HMhgKEy41h9VrgsKTdK4F1bXzmze5e4+41AwcOPPS/QESkOzx7C/zrT8FU0SHHRB1Nj2o3EZhZLzPrvWcdOB14GZgP7HlY5zRgXrg+H5hqZkVmNgqoBp7p7sBFRLrNhqWw4Jtw+GlwwuVRR9PjOjI0NBi434In8eQDv3f3h83sWWCOmU0H3gCmALj7K2Y2B1gKtAJXuns8JdGLiHRVSwPcOx2KesN5s7LmqWOd0W4icPfXgGPbKN8CTDzIPjOB3DnTIiKZa+E1sHEpfPxeKBvUfv0spCuLRSR3rXg4ePTkiVdA9alRRxMZJQIRyU11b8G8K2DwMXDqd6KOJlJKBCKSexKJ4HqB5nq44BbIL4o6okjpeQQiknuevhFeewzO/ikMGh11NJFTj0BEcsu6F4Mnjo0+G957adTRpAUlAhHJHc27g6mivQbCub/MyamibdHQkIjkjoevgi2vwrT5OXFX0Y5Sj0BEcsMrD8Dzt8PJX4RRH4g6mrSiRCAi2W9HLTz4ORh2PHzo61FHk3aUCEQkuyXicN+MYHnBLRAriDqitKNzBCKS3Z78Caz5G5x3Ewx4d9TRpCX1CEQke619Fh77Hxh7IRw7Nepo0pYSgYhkp8adwVTRvsPh7J9oqug70NCQiGSnP/4/2LEWLn0YivtGHU1aU49ARLLPP+6Bl+6BU66CESdEHU3aUyIQkeyy9XX4vy/DiAnw/i9HHU1GUCIQkewRb4F7LwPLg/NvhphGvztCv5KIZI+/XA9vLoELfwv9RkQdTcZQj0BEssPqJ+GJH8G4S2Ds+VFHk1GUCEQk8zVsC64e7v8u+Mj1UUeTcTqcCMwsZmYvmNlD4XZ/M1toZivDZXlS3avNbJWZrTCzM1IRuIgIAO7w4Odh14bgFhJFZVFHlHE60yP4PLAsafsqYJG7VwOLwm3MbAwwFTgamATMMrNY94QrIvI2L/wOls6DD38Lhh8fdTQZqUOJwMwqgbOAW5KKJwOzw/XZwHlJ5Xe7e5O7vw6sAsZ3S7QiIsk2r4Q/fS24rfS/fS7qaDJWR3sEPwO+CiSSyga7+3qAcDkoLB8OrE2qVxuW7cfMZpjZEjNbsmnTps7GLSK5rrUJ5n4a8ovho/8LeTrleaja/eXM7Gxgo7s/18HPbOuGHn5AgfvN7l7j7jUDBw7s4EeLiIT+/F146yWYfAP0GRZ1NBmtI9cRnASca2ZnAsVAHzO7A9hgZkPdfb2ZDQU2hvVrgcOS9q8E1nVn0CKS4179Mzz1S6iZDqPPijqajNduj8Ddr3b3SnevIjgJ/Gd3vwSYD0wLq00D5oXr84GpZlZkZqOAauCZbo9cRHLT7s1w/+UwcDSc/r2oo8kKXbmy+PvAHDObDrwBTAFw91fMbA6wFGgFrnT3eJcjFRFxhweugIbtcMl9UFgadURZoVOJwN0fBx4P17cAEw9SbyYws4uxiYjs75lfw8pHYNL1MGRs1NFkDZ1mF5HMsOEVWPBNqD4dTvhM1NFkFSUCEUl/LQ0wd3rwgJnJs/S0sW6mu4+KSPpb8C3YtAwuuRfKNN28u6lHICLpbcWf4Nlfw4TPwuGnRh1NVlIiEJH0tXN9MEtoyDEw8Zqoo8laSgQikp4SCXjg8uD8wAW/gfyiqCPKWjpHICLpafEN8NrjcM7PYeARUUeT1dQjEJH0s+4FWHQdHHUOHD+t/frSJUoEIpJemnYFU0V7DYRzfqGpoj1AQ0Mikl4evgq2vgbTHoTS/lFHkxPUIxCR9PHc7OCJY+//Eox6f9TR5AwlAhFJD/+cGzx7+N0fhg9eHXU0OUWJQESit+whuG8GjPw3uOhOiBVEHVFOUSIQkWitehTmXgrDjoOL79GtpSOgRCAi0Vn9JNz9cag4Ei6ZC0W9o44oJykRiEg0apfA7y+CfiPgE/dDSXnUEeUsJQIR6XnrX4I7zodeFfDJebqjaMSUCESkZ21aAb87Dwp7wyfnQ59hUUeU85QIRKTnbH0NZp8LFgt6AuUjo45I0JXFItJTtq+F2ZMh3gyf+j+oODzqiCTUbo/AzIrN7Bkz+4eZvWJm14bl/c1soZmtDJflSftcbWarzGyFmZ2Ryj9ARDJA3Qa4fTI0bodP3AeDx0QdkSTpyNBQE/Bhdz8WGAdMMrMTgauARe5eDSwKtzGzMcBU4GhgEjDLzGIpiF1EMsHuLUESqHsLPj43uF5A0kq7icADu8LNgvDlwGRgdlg+GzgvXJ8M3O3uTe7+OrAKGN+dQYtIhmjYDnd8NDg38LG7YMQJUUckbejQyWIzi5nZi8BGYKG7/x0Y7O7rAcLloLD6cGBt0u61YdnbP3OGmS0xsyWbNm3qwp8gImmpaRfcOQU2LIWL7oB3nRJ1RHIQHUoE7h5393FAJTDezMa+Q/W2bh7ubXzmze5e4+41AwdqDrFIVmlpgLumwptL4MJb4YjTo45I3kGnpo+6+3bgcYKx/w1mNhQgXG4Mq9UChyXtVgms62qgIpIhWpthzieD20ecdxOMmRx1RNKOjswaGmhm/cL1EuBUYDkwH9jzDLlpwLxwfT4w1cyKzGwUUA08081xi0g6irfCvdNh5QI4+6dw7EVRRyQd0JHrCIYCs8OZP3nAHHd/yMwWA3PMbDrwBjAFwN1fMbM5wFKgFbjS3eOpCV9E0kYiAfOugGXz4Yz/gZpLo45IOqjdRODuLwEHzPdy9y3AxIPsMxOY2eXoRCQzuMP/fRFeugc+/E2YcEXUEUkn6BYTItI17vDIN+C52+DkL8L7/1/UEUknKRGISNc8NhOevhFOuBwmfhusrYmDks6UCETk0P31J/DED+G4TwTnBZQEMpISgYgcmqdvgkXXwjFT4JyfQ56ak0yl/3Ii0nnP3w4Pfw1Gnw3n/QrydDuxTKZEICKd89IfYP7n4PBT4cLfQKwg6oiki5QIRKTjlj0I938GRp4E//47yC+KOiLpBkoEItIxKx+FP1wKw4+Hi++GwtKoI5JuokQgIu17/a9wz8dh0OjgmQJFvaOOSLqREoGIvLO1z8LvL4LyKvjEA1DSL+KApLspEYjIwa3/B9xxAZQNCh4236si6ogkBZQIRKRtG5fD7z4aDANNmw+9h0QdkaSIEoGIHGjLq8FzhvPygyTQb0TUEUkKdeQ21CKSS7avDZJAvBku/SMMeHfUEUmKKRGIyD51b8Ht50LjzqAnMOioqCOSHqBEICKB3VuCnkDdBvjkAzBsXNQRSQ9RIhARaNgOvzsPtq2Gj/8BDhsfcUDSk3SyWCTXNWyDO6fAxmVw0R0w6gNRRyQ9TD0CkVxW+xzM/RTsXAcX/haqT4s6IomAegQiucgdFs+C35wBDnz6ERhzbtRRSUTaTQRmdpiZPWZmy8zsFTP7fFje38wWmtnKcFmetM/VZrbKzFaY2Rmp/ANEpJMatsE9l8AjV0P16XD5E1BZE3VUEqGO9AhagS+7+1HAicCVZjYGuApY5O7VwKJwm/C9qcDRwCRglpnpqRUi6aD2ObjpA/Cvh4NHS069E0rK299Pslq7icDd17v78+F6HbAMGA5MBmaH1WYD54Xrk4G73b3J3V8HVgGagiASJXdYfCP85vRg+9OPwIQr9IxhATp5stjMqoDjgL8Dg919PQTJwswGhdWGA08n7VYblr39s2YAMwBGjNDl6yIpU78V5l0JK/4IR54F592oXoDsp8OJwMzKgHuBL7j7Tjv4kURbb/gBBe43AzcD1NTUHPC+iHSD2iXBw2Tq1sOk78MJl6sXIAfo0KwhMysgSAJ3uvt9YfEGMxsavj8U2BiW1wKHJe1eCazrnnBFpEPc4akbgllBBkx/BE78TyUBaVNHZg0ZcCuwzN1/kvTWfGBauD4NmJdUPtXMisxsFFANPNN9IYvIO6rfCndfDAu+AUdMgs/8FYa/N+qoJI11ZGjoJOATwD/N7MWw7OvA94E5ZjYdeAOYAuDur5jZHGApwYyjK9093t2Bi0gb1j4Lcy8Nbh436Xo44TPqBUi72k0E7v4kbY/7A0w8yD4zgZldiEtEOsMdFt8Aj34H+gwLhoLUC5AO0i0mRDJd/VZ44Ar415/gqHPg3Bv0XGHpFCUCkUy29hmY++lgKOgjP4DxMzQUJJ2mRCCSiRKJYCho0bXQZzhMXwDDj486KslQSgQimaZ+Kzzwn8FtIo46F879pYaCpEuUCEQyydpnggvEdm+Ej/wQxv+HhoKky5QIRDJBIgGLfwmLroO+lcFQ0LDjoo5KsoQSgUi6q98K918OKx+BMZODoaDivlFHJVlEiUAknb3x9+ACsd2b4Mwfwfsu01CQdDslApF0lEjAU78IhoL6jYDpC2HYuKijkiylRCCSbnZvgQcuh5ULYMx5cO4vNBQkKaVEIJJO3ng6uEBs9yY468dQM11DQZJySgQi6SCRgKd+Dou+q6Eg6XFKBCJR270F7v8MrFoIR38UzvkFFPeJOirJIUoEIlFaszgYCqrfAmf9BGo+raEg6XFKBCJRiLfAU7+EP38PykfCZQth6LFRRyU5SolApCfFW+Afd8ETP4Ttb8DR58M5P9dQkERKiUCkJ8Rb4B93hwlgTXB7iDN/BNWnayhIIqdEIJJK8VZ4KUwA21bD0HFw5g+VACStKBGIpEK8FV66J0wArwfj/x+7O3iYvBKApJm89iqY2W/MbKOZvZxU1t/MFprZynBZnvTe1Wa2ysxWmNkZqQpcJC3FW+HF38MNNTDvCijqDVPvghl/gSM/oiQgaandRADcBkx6W9lVwCJ3rwYWhduY2RhgKnB0uM8sM4t1W7Qi6SreCi/eBTe+L3hoTFEZTP09fOYJGH2mEoCktXaHhtz9CTOrelvxZOCD4fps4HHga2H53e7eBLxuZquA8cDibopXJL3EW+HlufCXH8DWV2HwMXDRnTD6LDX+kjEO9RzBYHdfD+Du681sUFg+HHg6qV5tWCaSXRJx+OdceOIHsGUVDB4LF90BR54FeR3paIukj+4+WdzWIZC3WdFsBjADYMSIEd0chkiKJOLw8r1BD2DLyiAB/PvvYPTZSgCSsQ41EWwws6Fhb2AosDEsrwUOS6pXCaxr6wPc/WbgZoCampo2k4VI2kjE4eX74C/XBwlg0NHw77fD6HOUACTjHeq/4PnAtHB9GjAvqXyqmRWZ2SigGnimayGKRGjPENCsE+G+yyBWAFNmw+VPBo+NVBKQLNBuj8DM7iI4MVxhZrXAt4HvA3PMbDrwBjAFwN1fMbM5wFKgFbjS3eMpil0kdRJxeOX+YAho8woYeBRMuQ2OUuMv2acjs4Y+dpC3Jh6k/kxgZleCEolMIgFLwwSwaTkMHA0X/jZ4UpgSgPSQXU2trNmymze21LN6Sz1rtuxmR0MLv7rkvSn5Pl1ZLAJhAnggTADLoOJIuPA3YQLQpTDS/XbUt7B6y25Wb9nNmi314Ws3q7fUs3lX0351B/QqpKqiF63xBPmx7j8gUSKQ3JZIwLJ58Pj1YQI4Ai64NXhAjBKAdIG7s2V3c9C4b97XyK/ZGqxvr2/Zr/6QPsWMHFDKh0cPZOSAXlQN6MXIAaWMHFBK7+KClMaqRCC5KZGAZfODWUAblyoByCFJJJwNdY37Hc3vafjf2FrPrqbWvXXzDIb1K6FqQC/OOmYoVQN6MWJAabDsX0pJYXT/7pQIJLckErD8waAHsPEVGFAN598CY89XApA2xRPOuu0NSUM4+xr8NVvqaWpN7K2bn2cc1j84ih8/qj8jw4Z+5IBSKstLKcxPz/NMSgSS/dzhrX/Cij8FM4E2LYMBh8P5v4axFygB5LhEwtm0q4nabfXUbmvY+3pzewO1W+tZu62elvi+S52K8vPCIZtefKB6ICMrelEVNvhD+xanZAw/1ZQIJDu1NsHqJ4PGf8WfYGctYFBZAx/9Xxh7IcT0zz8XxBPOhp2NYQNfz5t7Gvvtwfq67Y00xxP77dO/VyGV5SWMHtqbM8YOYWT/oOGvqihlcO9i8vKy6z5S+j9Bskf9Vli5EFb8EVYtguY6yC+Bd38YPngVHHEGlA1q/3Mko7TEE7y1I6mh396w3/r67Y20Jva/eUFFWRGV5SWMHd6XM8YOobK8lMp+JVSWlzC8vITSwtxqGnPrr5Xss+XV8Kj/j/DGYvAElA0OxvyPPBPedQoUlEQdpXRBU2uc9dsbwwY+GL55M2n4Zv2OBpLbeTMY3LuY4eUlHD+inMpjSxjer3RvIz+8XwnFBRoOTKZEIJklEYfaZ4OGf8WfYPO/gvJBR8PJXwoa/2HH6eKvDJFIBFMs39rRyFs7G3lrRwPrdzTud1S/sa4JT2ro8wyG9g0a9RNG9d/bwFeWB4390L4laXtSNl0pEUj6a9oFrz0WNPz/ehjqt0BePow8CWqmw5GToLwq6ijlbZpa42zc2cRbOxtZv6ORDXsb+33LjXWN+52IhWDmzdB+xVT2K+UD1QP3NvLDw6GbIX2LKcjAE7LpTIlA0tPO9fCv8ETva3+BeBMU9w0e+n7EJDj8VCjpF3WUOcndqWtqZcOOoIFPbtz3lG3Y2ciW3c0H7FtaGGNIn2KG9C3mhFH9GdI3WB/cp5ihfYsZ0qeYAWVFxLLsZGy6UyKQ9OAOG17eN96/7oWgvN9IeN/04Hm/IyYEd/+UlEkknM27m4KGvY0j+D3L+uYD7yXZv1fh3kZ+3Ih+wXq4vefVuygf05Pb0o4SgUSntRnWJE3x3LGWvVM8J14TjPcPHK1HPnaD3U2tbKprYvOu4LVpVzOb65rYtKtp73LDjkY21jUdMMMmP88Y3KeYwX2KOGpIHz54xCCG9C1iSN8ShoRH8oP6FFGUrxOwmUqJQHpW/VZY9Whw1L/y0aQpnh+CU74K1WdA78FRR5n23J3dzfF9jXvdvgY+ucEP3mumoeXAI3gzKC8tpKKskIqyIk5894C9DXswVFPC4L5FVPQqyrp587I/JQJJrXhLMMXz1UXBUf+ap8Dj0GsQjP1ocNQ/6hQoLI060si5O7v2Hrk3JzXkbTfwjS2JAz7DLLhTZUVZERVlRYwcURqs9y5iYLisKCtkYFkR/XsVZuRVsNL9lAikezTugM0rg+mcm/+1b33ra5AIb7w1aAyc/IVwiufxWT/FszWeYHtDC9vrm9lW38K23c1sr29hW7i9vb55v2Gazbua9rtvzR55Bv17hQ147yJGVfTau76nwQ8a+0L6l6pxl85TIpCOSyRg55v7N/R7Xrs27KuXlw/93xXc0XP0WcFyxAToPyq62LtgzzDM/g35vvXt9fsa+72Nfn0zdY2tB/3MgpjRr3TPkXsh767ota9h7124XwPfv1ehZtFISikRyIFaGoLhnLc3+FtWQUv9vnpFfWHgEcFUzorqoMGvOCKY05+ms3ta4okDGu63H6Vve1ujvr2++YC57sl6F+dTXlpIeWkB/UoLGVXRi36lhfQrLaA8abl3vVchvQpjmj0jaUOJIFe5w+7NBw7lbP4XbH8D2NPwGfQ7LGjgq07ev8HvNbDHZvS4O02tCXY2tlDX2EpdYyu7GlupC7d3Nrawq6k1fC8o29XUys7k7cbWNk+a7rHnKD25QT++tHBvWXJDvqdO35ICXdwkGU+JINvFW2Hb6rYb/Mbt++rll0DF4cHUzXEX72vw+7+7yydyEwlnd3Pr3ga8rrGFurc32vs16q3samrZr/6uptZ3PCrfo7QwRu/ifMqK8uldXECf4nwq+5WE20FZv9ICHaWLJElZIjCzScDPgRhwi7t/P1XflRPirdC0M3g1Ji/rwvUd4ft1+97ftiY8WZv0SLyywUEDP/b88Mi+mnj/aupLhtDQ6jQ0x6lvjtPQEqdhV5yGrXXUt2ynsTlOfXMrDS0JGpqDI+v65jgNYd29+7xtWd/c2ubslrfLM/Y23kGDnc/gPsUcPig/bNiD8j5hY57csO+pX1aUrxOlIocgJYnAzGLAjcBpQC3wrJnNd/elqfi+tOYOrY37GuekhtwbdxBvqCPRsINEww68cQfeVIeF9fKa6rDmOmItdcRaG9r9qlYroDlWRmOsF415vdhWMIj1/d7L2lgla2w4r/kwNreW0Lg5Tv26PQ12C83xl4GXO/wnmUFJQSx4FQbL0sIYxQUxKsoKw7J8SgrzKC3Mp7ggRllRLKnRDhryPkkNeamOxkUik6oewXhglbu/BmBmdwOTgW5PBC8suIOmLWuC2w+HL08kgrnqngga4qT3kl+WiAPB+5b8Hr53e79lcjnBZ+8pzwu/r8CbKY7vojSxmxKvp9TrKaDt2SPGvv8Au72IOkqp81LqKGGXl7CTCup8BHWUsstLqKNkvzrJy12U0EQwu6Qwlkd+zChp3ddQlxTGKC2KMawsRklhPiUF+xrp0sI2GvXCGKV79gsb+dLCoMEuys9Toy2SRVKVCIYDa5O2a4ETkiuY2QxgBsCIESMO+Ytiz/+WExuXdKhu3I0EeThG0JTnBS+zsCxvv+V+ZZaH77due7fd9i2brZBtsQreKhxBU6yMplgZzflltOSX0VpQRktBb+IFvYkXlpEo7ANFffCiMvLzCyjMz6MglkdhLI/C/DyKYnmUxYyR+UFZQVieXKcgZhQkva9phiLSWalKBG21Rvud6XP3m4GbAWpqato/C3gQVZfPYUe8FfJi5OXlha8YebFYsAzLLS+PGMEJCxER2SdViaAWOCxpuxJYl4ov6tNvQCo+VkQkZ6RqisWzQLWZjTKzQmAqMD9F3yUiIl2Qkh6Bu7ea2WeBRwhGY37j7q+k4rtERKRrUnYdgbv/Efhjqj5fRES6h66+ERHJcUoEIiI5TolARCTHKRGIiOQ4JQIRkRxn7od8UW/3BWG2CVjThY+oADZ3UzjZRL9L2/S7HEi/Sduy6XcZ6e4D23ojLRJBV5nZEneviTqOdKPfpW36XQ6k36RtufK7aGhIRCTHKRGIiOS4bEkEN0cdQJrS79I2/S4H0m/Stpz4XbLiHIGIiBy6bOkRiIjIIVIiEBHJcRmdCMxskpmtMLNVZnZV1PGkAzM7zMweM7NlZvaKmX0+6pjSiZnFzOwFM3so6ljShZn1M7O5ZrY8/HczIeqY0oGZfTH8f+hlM7vLzIqjjilVMjYRmFkMuBH4CDAG+JiZjYk2qrTQCnzZ3Y8CTgSu1O+yn88Dy6IOIs38HHjY3UcDx6LfBzMbDnwOqHH3sQTPVZkabVSpk7GJABgPrHL319y9GbgbmBxxTJFz9/Xu/ny4XkfwP/XwaKNKD2ZWCZwF3BJ1LOnCzPoAHwBuBXD3ZnffHmlQ6SMfKDGzfKCUFD1uNx1kciIYDqxN2q5FDd5+zKwKOA74e8ShpIufAV8FEhHHkU7eBWwCfhsOmd1iZr2iDipq7v4m8CPgDWA9sMPdF0QbVepkciKwNso0FzZkZmXAvcAX3H1n1PFEzczOBja6+3NRx5Jm8oHjgV+5+3HAbiDnz7eZWTnBCMMoYBjQy8wuiTaq1MnkRFALHJa0XUkWd906w8wKCJLAne5+X9TxpImTgHPNbDXBMOKHzeyOaENKC7VArbvv6TXOJUgMue5U4HV33+TuLcB9wL9FHFPKZHIieBaoNrNRZlZIcCJnfsQxRc7MjGC8d5m7/yTqeNKFu1/t7pXuXkXwb+XP7p61R3gd5e5vAWvN7MiwaCKwNMKQ0sUbwIlmVhr+PzWRLD6JnrKH16eau7ea2WeBRwjO6P/G3V+JOKx0cBLwCeCfZvZiWPZ1d/9jdCFJmvsv4M7wgOo14NKI44mcu//dzOYCzxPMxHuBLL7dhG4xISKS4zJ5aEhERLqBEoGISI5TIhARyXFKBCIiOU6JQEQkxykRiIjkOCUCEZEc9/8BdHUNfrzLpY0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize= (6,4))\n",
    "ax = fig.add_axes([0.1,0.1, .8, .8])\n",
    "ax.plot(x,x**2, label='x^2')\n",
    "ax.plot(x, x**3, label = 'x^3')\n",
    "ax.legend(loc = 2, facecolor = 'grey')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b3a84f9",
   "metadata": {},
   "source": [
    "### Some Special Plot Types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a69d9918",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.arange(0,50)\n",
    "b = np.random.randint(0,20,50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "feeffce2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d9ebf5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([15,  9, 17, 11, 18,  3, 19, 12, 16, 15,  4,  4, 10, 17,  4, 19,  6,\n",
       "       17,  2,  6,  6, 14,  2,  0,  6,  2,  0, 16, 11, 12,  9,  3, 16,  8,\n",
       "        0, 15, 16,  2,  9,  0, 10, 11,  9,  3, 11,  2, 16, 17, 19, 17])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "57a69870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1cb18ca04c0>"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot\n",
    "plt.scatter(a, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1f0d3db4",
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = np.random.random_sample(1000)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f938d22d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.68331765e+01, 6.34315883e+01, 7.03206773e+01, 7.53742440e+01,\n",
       "       4.58448403e+01, 9.92587892e+00, 4.03323665e+01, 9.80561112e+01,\n",
       "       3.91052039e+01, 2.38429142e+00, 9.15644976e+01, 7.93864793e+01,\n",
       "       4.25827188e+01, 5.48783394e+01, 2.42201590e+01, 3.57186048e+00,\n",
       "       6.70070507e+01, 6.96468667e+01, 3.05946490e+01, 4.50750464e+00,\n",
       "       2.21248650e+01, 5.21544117e+01, 2.78227787e+01, 3.14063587e+01,\n",
       "       1.26839439e+01, 6.87007086e+01, 6.62684068e+01, 9.30758068e+01,\n",
       "       9.03861880e+01, 7.66412721e+01, 1.77180744e+01, 6.27796933e+01,\n",
       "       4.35846799e+01, 6.82953101e+01, 2.59516446e+01, 5.93668218e+01,\n",
       "       6.83922767e+01, 9.36600203e+01, 4.13085282e+00, 8.57716277e+01,\n",
       "       8.47050654e+01, 6.86738857e+01, 6.29528029e+01, 8.23211227e+01,\n",
       "       9.99078262e+01, 1.61155349e+01, 8.86985512e+01, 9.58790739e+00,\n",
       "       3.76043659e+01, 5.67912218e+01, 2.23008283e+01, 1.31950634e+00,\n",
       "       7.17942713e+01, 7.87855093e+01, 1.15318528e+01, 2.26042679e+01,\n",
       "       5.70621968e+01, 6.84111853e+01, 2.48677477e+00, 7.96049108e+01,\n",
       "       5.68893904e+01, 1.33024963e+01, 2.91087378e+01, 4.34354343e+00,\n",
       "       8.56038391e+01, 9.73623016e+01, 9.85500823e+01, 7.32786447e+01,\n",
       "       9.73778786e+01, 6.54760507e+01, 5.15385275e+01, 5.93887651e+01,\n",
       "       1.20723572e+01, 2.77137649e+01, 8.58283144e+01, 9.25838805e+01,\n",
       "       8.16597404e+01, 4.75909752e+00, 7.17024539e+01, 6.22725746e+01,\n",
       "       6.89421273e+00, 3.01281549e+01, 3.68089236e+01, 2.64838524e+01,\n",
       "       4.65411693e+01, 5.13580724e+01, 9.93906237e+01, 8.39956162e+01,\n",
       "       8.93224132e+01, 3.77508839e+01, 9.42112756e+01, 2.99089456e+01,\n",
       "       5.64316200e+01, 3.25817395e+01, 6.90238220e+01, 6.96683234e+01,\n",
       "       4.54099411e+01, 5.90305187e+01, 4.17923095e+01, 2.46775688e+01,\n",
       "       2.87583491e+00, 1.02061476e+01, 6.23964196e+01, 1.13214340e+01,\n",
       "       8.31450504e+01, 4.37832106e+01, 1.04378029e+01, 7.67643327e+01,\n",
       "       7.92792212e+01, 1.61796815e+00, 5.89000459e+01, 9.96386605e+01,\n",
       "       8.05938688e+01, 9.99461293e+00, 8.97756710e+01, 9.67609973e+01,\n",
       "       6.40357116e+01, 6.13439765e+01, 1.00684253e+01, 3.94410907e+01,\n",
       "       7.68568850e+01, 3.61363371e+01, 7.91573757e+01, 1.11829201e+01,\n",
       "       2.12334220e+01, 9.68260664e+00, 8.87364455e+00, 5.63259915e+01,\n",
       "       3.70870599e+01, 1.10600542e+01, 2.79466660e+01, 7.57163780e+01,\n",
       "       4.95057812e+01, 7.41140347e+01, 5.99386019e+01, 8.30349564e+01,\n",
       "       4.44770098e+01, 7.37186261e+00, 7.67181917e+01, 7.18807188e+01,\n",
       "       1.00815219e+00, 6.87036572e+01, 4.23565063e+01, 6.29855362e+01,\n",
       "       9.66527641e+01, 6.11390942e+01, 6.55348269e+01, 7.95000233e+01,\n",
       "       5.52152992e+00, 8.57785278e+00, 2.08268560e+01, 3.53289262e+01,\n",
       "       9.66796003e+01, 6.09088254e+01, 5.40877702e+01, 6.25131091e+01,\n",
       "       6.69180165e+00, 3.46604216e+01, 1.70326543e+01, 6.44154074e+00,\n",
       "       2.53258583e+01, 3.80643798e+01, 9.96359406e+01, 1.86687486e+01,\n",
       "       5.41964599e+01, 3.97140579e+00, 6.66965434e+01, 1.77010751e+01,\n",
       "       3.64129074e+01, 4.51391286e+01, 7.48531825e+01, 8.44033349e+01,\n",
       "       9.66189277e+01, 7.55972546e+01, 5.95259512e+01, 1.48728845e+01,\n",
       "       8.99495203e+01, 7.14103713e+01, 1.45896517e+01, 3.67219540e+01,\n",
       "       5.93858368e+00, 6.21443467e+00, 8.33017450e+01, 3.26460545e+01,\n",
       "       7.08517336e+01, 7.28963957e+01, 4.68584766e+01, 7.61328268e+01,\n",
       "       9.59497448e+00, 4.48355708e+01, 4.00940257e+01, 6.56635100e+01,\n",
       "       2.54701470e+00, 2.40722451e+01, 7.62845606e+01, 5.03696927e+01,\n",
       "       4.16176345e+01, 1.34359279e+01, 1.62098902e+01, 3.15830047e+01,\n",
       "       1.68412247e+01, 9.02545015e+01, 3.88478748e+01, 1.55861798e+01,\n",
       "       2.61411095e-01, 5.03376437e+01, 5.63639127e+01, 2.69074629e+01,\n",
       "       4.92957449e+01, 9.20270799e+01, 6.52496994e+00, 9.62022283e+01,\n",
       "       7.14230591e+01, 3.46926358e+01, 1.30176312e+01, 3.29984152e+01,\n",
       "       9.28714859e+00, 2.29531484e+00, 9.51227329e+01, 3.22182716e+01,\n",
       "       2.69386657e+01, 4.84685295e+00, 1.05920336e+01, 1.66018287e+01,\n",
       "       9.76050684e+01, 4.30913431e+01, 4.57143075e+01, 6.32050430e+01,\n",
       "       9.02037281e+01, 9.75280264e+01, 9.10987393e+01, 5.80431309e+01,\n",
       "       7.79957096e+01, 9.17224346e+01, 2.56354843e+01, 5.80971208e+01,\n",
       "       2.64430137e+01, 7.32502342e+01, 3.26041284e+01, 8.27432329e+01,\n",
       "       1.68487183e+01, 9.57152977e+01, 4.52131665e+01, 2.49072131e+01,\n",
       "       5.63553700e+00, 6.12684378e+01, 8.06674983e+01, 2.61526183e+01,\n",
       "       8.26822458e+01, 9.87875143e+00, 9.68226374e+01, 4.15505101e+01,\n",
       "       7.58359755e+01, 8.24613677e+01, 1.22710303e+01, 8.15790009e+01,\n",
       "       8.25756812e+01, 2.66136380e+01, 9.34317994e+01, 8.74816811e+01,\n",
       "       4.47145284e+01, 2.44207222e+01, 1.36103232e+01, 5.48146705e+01,\n",
       "       6.25242716e+01, 4.28636624e+01, 2.91585096e+00, 6.42013177e+01,\n",
       "       1.63927597e+00, 1.45734137e+01, 8.54500751e+01, 4.85599869e+01,\n",
       "       2.39633414e+01, 2.48449611e+00, 7.32352419e+01, 7.63307518e+01,\n",
       "       7.98149839e+01, 1.31131621e+01, 6.87521843e+01, 8.74742647e+01,\n",
       "       4.61057833e+01, 8.54511179e+01, 4.63375857e+00, 9.90702952e+01,\n",
       "       1.24909046e+01, 8.31194437e+01, 2.12633683e+01, 2.40378690e+01,\n",
       "       8.96820968e+01, 3.59729679e+01, 3.99136577e+01, 4.60274297e+00,\n",
       "       9.96726729e+01, 2.73801854e+01, 9.34907820e+01, 7.13745335e+00,\n",
       "       4.12815901e+01, 3.14143712e+00, 9.21094666e+01, 6.60691490e+01,\n",
       "       7.11452130e+00, 6.85470941e+01, 9.35781558e+01, 8.56634928e+01,\n",
       "       6.16524190e+01, 9.50343864e+01, 7.82755452e+01, 6.76985842e+01,\n",
       "       9.55231478e+00, 5.66691582e+00, 4.68492374e+01, 3.35622945e+01,\n",
       "       4.62014097e+01, 3.69251240e+01, 9.69110228e+01, 7.47839730e+00,\n",
       "       6.31041141e+01, 8.07272799e+01, 6.31502370e+01, 5.57578330e+01,\n",
       "       6.53359382e+01, 7.83272125e+01, 8.03274550e+01, 5.63073491e+01,\n",
       "       2.22795993e+01, 4.99869267e+01, 2.64369213e+01, 5.26446275e+01,\n",
       "       5.38726365e+01, 6.04881372e+01, 5.48241480e+01, 5.89447419e+01,\n",
       "       4.10697150e+01, 5.07802102e+00, 9.40090038e+01, 2.34894338e+01,\n",
       "       9.24470323e+01, 1.35250425e+01, 1.50327255e+01, 5.88160822e+01,\n",
       "       9.51080075e+01, 1.33174461e+01, 6.69150081e+01, 3.72758328e+01,\n",
       "       5.55128137e+01, 6.31225647e+01, 8.33799584e+01, 5.33407635e+01,\n",
       "       3.90679117e+01, 5.86271359e+01, 8.20481689e+01, 4.94936620e+01,\n",
       "       6.98742449e+01, 7.66838813e+01, 9.48605453e+01, 9.43754794e+01,\n",
       "       2.16198760e+01, 3.99476038e+01, 8.68172856e+00, 6.48441568e+01,\n",
       "       5.11723391e+01, 1.64656801e+01, 3.88980365e+01, 8.74075520e+01,\n",
       "       1.80833275e+01, 9.43388066e+01, 1.89569900e+01, 2.53958937e+00,\n",
       "       6.40148985e+01, 4.48497598e+01, 1.51987193e+01, 6.22427021e+01,\n",
       "       3.71036361e+01, 5.80551345e+01, 1.25789437e+01, 3.16032052e+01,\n",
       "       8.91903755e+01, 9.22534308e+01, 9.47635930e+01, 3.52649086e+01,\n",
       "       9.70914569e+01, 2.30059778e+01, 7.09528438e+01, 8.52406638e+01,\n",
       "       4.08443979e+01, 8.80271509e+01, 4.48451047e-01, 8.48976653e+01,\n",
       "       9.59996499e+01, 2.31408891e+01, 3.26155006e+01, 2.20078225e+01,\n",
       "       6.86470091e+01, 1.75248230e+01, 1.44834394e+01, 2.40534844e+00,\n",
       "       7.42239603e+01, 3.55808597e+01, 1.11660923e+01, 6.62417764e+01,\n",
       "       5.02365902e+01, 6.66704806e+00, 6.20509169e+01, 5.24790761e+01,\n",
       "       5.08379781e+01, 1.03678630e+00, 9.24891568e+01, 2.26244918e+01,\n",
       "       5.07306563e+00, 6.00102141e+01, 3.26515427e+01, 7.43971940e+01,\n",
       "       9.97269860e+01, 4.23482797e+01, 7.95561880e+01, 7.27277843e+01,\n",
       "       7.20028970e+01, 9.44015400e+01, 6.46335413e+00, 1.68013429e+01,\n",
       "       9.75774684e+00, 4.02724171e+01, 3.08621918e+01, 3.61958990e+01,\n",
       "       6.08425349e+01, 4.84364038e+00, 3.47708679e+01, 4.89091484e+00,\n",
       "       9.00364942e+01, 6.15105778e+01, 6.94938354e+01, 7.31619301e+01,\n",
       "       9.41564355e+01, 7.43807924e+01, 1.98005728e+01, 8.75621473e+01,\n",
       "       8.35765053e+01, 4.81458066e+01, 7.56143014e+00, 4.42741471e+01,\n",
       "       5.21972269e+01, 1.39560169e+01, 1.86212022e+01, 6.54382596e+01,\n",
       "       3.04176935e+01, 1.45921750e+01, 2.33695365e+00, 4.41194474e+01,\n",
       "       3.22568069e+00, 9.14507083e+01, 6.34312008e+01, 8.37941160e+01,\n",
       "       3.74483603e+01, 8.53366362e+01, 9.27447613e+01, 2.65888203e+01,\n",
       "       9.53562442e+01, 1.21924904e+01, 1.20074033e+01, 3.00216753e+01,\n",
       "       2.19936769e+00, 6.06646356e+01, 6.53944414e+01, 4.86407042e+01,\n",
       "       3.18445058e+01, 1.17873444e+01, 2.21613176e+01, 3.99371762e+01,\n",
       "       1.16133345e+00, 3.85374679e+00, 3.40727911e+01, 4.88175458e+01,\n",
       "       8.12842395e+01, 6.45322959e+01, 8.56940681e+01, 8.83320243e+01,\n",
       "       4.81174211e+01, 3.70694577e+01, 7.17779169e+01, 8.58885736e+01,\n",
       "       8.43028334e+01, 2.93448206e+00, 3.11414655e+01, 4.45912812e+01,\n",
       "       1.70220771e+01, 4.70040373e+01, 6.42538743e+01, 3.91195552e+01,\n",
       "       2.47818799e+01, 2.99179833e+00, 2.95544552e+01, 8.90314240e+01,\n",
       "       1.82523378e+01, 7.77481924e+01, 5.98204198e+01, 7.36623403e+01,\n",
       "       2.18164567e+00, 9.21767308e+01, 1.47482193e+01, 3.76906699e+01,\n",
       "       9.07247216e+01, 5.72343566e+01, 3.48386271e+01, 4.83426682e+01,\n",
       "       1.40799245e+01, 7.79403939e+01, 5.59717328e+01, 7.56265369e+00,\n",
       "       6.72849456e+01, 9.25733174e+01, 5.06389268e+01, 9.55044046e+01,\n",
       "       6.11240925e+01, 8.11163249e+01, 8.68561858e+01, 8.64500741e+01,\n",
       "       3.39184490e+01, 2.16202466e+01, 3.92160856e+01, 6.42636269e+01,\n",
       "       5.36306886e+01, 2.38255285e+01, 1.61065552e+00, 7.27761207e+00,\n",
       "       7.05142043e+01, 8.03359467e+01, 1.43001413e+01, 1.57144059e+01,\n",
       "       1.46342568e+01, 8.86986584e+01, 2.27328168e+01, 5.23229493e+01,\n",
       "       8.03197061e+01, 4.57034666e+01, 8.74329559e+01, 8.71753526e+01,\n",
       "       5.09840547e+01, 2.08118388e+01, 2.87131484e+01, 9.15589652e+01,\n",
       "       8.74860820e+01, 9.03738689e+01, 2.38326545e+01, 9.54561579e+00,\n",
       "       8.25216896e+01, 5.37609125e+01, 8.06322529e+01, 3.00952012e+01,\n",
       "       9.15963607e+01, 1.83502806e+01, 9.48800674e+01, 7.51037326e+01,\n",
       "       7.17806128e+01, 2.97229053e+01, 8.50763544e+01, 8.92530910e+01,\n",
       "       3.32540475e+01, 4.43614637e+01, 9.92749292e+00, 5.60878809e+01,\n",
       "       2.84080515e+01, 5.82420751e+01, 1.90384897e+01, 6.79753884e+01,\n",
       "       1.55258919e+01, 9.33057865e+01, 1.38693969e-02, 7.82303290e+01,\n",
       "       1.10195683e+01, 6.08673670e+01, 1.63690533e+01, 9.43563232e+01,\n",
       "       7.27620206e+01, 7.54755892e+01, 3.59493310e+01, 2.53702800e+01,\n",
       "       5.99243296e+01, 7.48532243e+01, 5.69284205e+01, 6.72151422e+01,\n",
       "       8.49222522e+01, 5.18293119e+01, 5.30865379e+01, 3.88278565e+01,\n",
       "       7.75564110e+01, 3.62700489e+01, 3.42456831e+01, 2.46971514e+01,\n",
       "       2.89895753e+01, 7.03783836e+01, 3.46318841e+01, 4.96583104e+01,\n",
       "       2.16927772e+01, 2.13228151e+01, 1.36168832e+01, 9.93742143e+01,\n",
       "       9.61030878e+01, 7.29050471e+01, 2.60139627e+01, 6.80459431e+01,\n",
       "       3.98007809e+01, 7.62949252e+01, 1.46641304e+01, 8.40636834e+00,\n",
       "       2.49589100e+01, 1.92626861e+00, 5.28150835e+01, 2.64190815e+01,\n",
       "       3.11233207e+01, 8.17587185e+01, 3.03652585e+01, 4.40114591e+01,\n",
       "       6.93396802e+01, 8.54250453e+01, 3.96456454e+01, 2.86585430e+01,\n",
       "       9.51033080e+01, 2.34255770e+01, 8.46984414e+01, 8.23796275e+01,\n",
       "       8.14265064e+01, 8.63177650e+01, 9.81031928e+01, 8.32843163e+01,\n",
       "       3.07269133e+01, 2.60014233e+01, 3.79528904e+01, 4.56661350e+00,\n",
       "       1.18821197e+01, 4.67084566e+01, 4.10959004e+01, 1.70966314e+01,\n",
       "       8.11324475e+01, 3.75242542e+01, 9.96623103e+01, 4.39482002e+00,\n",
       "       2.58280050e+01, 5.84713552e+01, 7.55912953e+01, 4.77971664e+01,\n",
       "       1.26578691e+01, 9.97635070e+01, 1.37974461e+01, 5.48341913e+01,\n",
       "       3.80538123e+01, 7.84928083e+01, 7.53688986e+01, 7.38888340e+01,\n",
       "       8.58156504e+01, 7.20562430e+01, 9.04436739e+01, 6.87581373e+01,\n",
       "       2.57109464e+00, 3.77194777e+01, 9.80361106e+01, 1.17463767e+01,\n",
       "       4.62161536e+01, 2.26498741e+00, 7.95010869e+01, 4.48227002e+01,\n",
       "       2.69816706e+00, 9.40237582e+01, 5.07822523e+01, 7.46230766e+01,\n",
       "       6.85958980e+00, 7.12585205e+01, 4.89753600e+01, 7.97646307e+01,\n",
       "       5.23133958e+01, 7.33348357e+01, 2.20974112e+01, 6.27322550e+01,\n",
       "       7.33043142e+01, 1.77583580e+01, 2.56822679e+01, 8.61732653e+01,\n",
       "       4.41931782e+01, 7.02670434e+01, 7.46184261e+01, 6.69868700e+01,\n",
       "       9.49503474e+00, 6.58311802e+01, 4.59289992e+01, 3.62820202e+01,\n",
       "       1.55728297e+01, 7.21121960e+01, 4.22309243e+01, 8.23747112e+01,\n",
       "       1.22510237e+01, 6.86252246e+00, 8.30302575e+01, 9.86427981e+01,\n",
       "       7.79857929e+01, 7.90902847e+01, 8.34916583e+00, 7.71412378e+01,\n",
       "       9.92983375e+01, 5.96428259e+01, 6.45413655e+01, 1.18189017e+01,\n",
       "       2.35533432e+01, 3.01158293e+01, 2.73086688e+01, 6.52253813e+01,\n",
       "       3.09195604e+01, 8.00700284e+01, 8.11435228e+00, 5.76247170e+01,\n",
       "       7.83582514e+01, 6.78044434e+00, 2.58884587e+01, 5.32896587e+01,\n",
       "       7.50261431e+01, 1.59604382e+01, 8.11772778e+01, 9.96953516e-01,\n",
       "       6.82547155e+01, 6.58594366e+01, 8.25927996e+01, 2.14183566e+01,\n",
       "       1.02328524e+01, 6.65410680e+00, 8.08836617e+01, 2.85292337e+01,\n",
       "       2.56927007e+01, 7.11513735e+01, 7.15330830e+01, 5.82963996e+01,\n",
       "       6.47300379e+01, 7.80198876e+01, 5.74203407e+01, 1.42595631e+01,\n",
       "       4.13962306e+01, 3.66401568e+01, 6.40196756e+01, 5.87958772e+01,\n",
       "       8.79621313e+01, 8.04221174e+01, 1.42238264e+01, 4.06161778e+01,\n",
       "       9.46650978e+01, 1.87263423e+01, 8.83506586e+01, 8.62507903e+01,\n",
       "       9.30830394e+01, 1.23647444e+00, 5.02031587e+01, 1.73201355e+01,\n",
       "       5.66018019e+01, 1.13983560e+01, 1.86894300e+01, 7.46902174e+01,\n",
       "       8.79877734e+01, 8.19279525e+01, 9.88207140e+01, 4.09168213e+01,\n",
       "       7.01389708e+01, 1.44762206e+01, 3.40282894e-02, 5.44052238e+01,\n",
       "       9.65379209e+01, 5.18781350e+01, 6.65818363e+01, 2.89844251e+01,\n",
       "       1.13336175e+01, 6.96914395e+01, 5.82585794e+01, 4.84909414e+01,\n",
       "       9.87435431e+00, 3.20016704e+01, 8.56677923e+01, 2.86562599e+01,\n",
       "       1.27895579e+01, 1.91160038e+01, 8.61358659e+01, 2.47739644e+01,\n",
       "       2.14359538e+01, 1.13220345e+01, 7.11862402e+01, 7.64824099e+01,\n",
       "       4.56144573e+01, 9.09116197e+01, 8.19706251e+01, 6.97387863e+01,\n",
       "       3.45021625e+01, 6.94407512e+01, 3.05336937e+01, 7.66788368e+01,\n",
       "       2.65873925e+01, 5.83235230e+01, 8.36455965e+01, 9.12293537e+01,\n",
       "       2.53318839e+01, 5.54824959e+01, 4.59881005e+01, 9.45563594e+01,\n",
       "       5.21154379e+00, 2.73917513e+01, 1.26257088e+01, 5.13818558e+01,\n",
       "       3.50402366e+01, 8.58717321e+01, 9.46186521e+01, 5.01844770e+01,\n",
       "       3.83506815e+01, 3.20107170e+01, 2.36275370e+01, 6.96033085e+01,\n",
       "       2.16776553e+01, 9.93679802e+01, 9.35829902e+01, 3.11499412e+01,\n",
       "       4.73167049e+01, 8.27585522e+01, 1.19270837e+01, 4.70040186e+01,\n",
       "       9.98642913e+01, 4.83066548e+01, 9.79017496e+01, 1.60355387e+00,\n",
       "       5.51635011e+01, 3.49528002e+01, 2.78091733e+00, 7.48577617e+01,\n",
       "       9.62606334e+01, 2.30863175e+01, 3.90470374e+01, 5.87980758e+01,\n",
       "       7.11848651e+01, 6.61121965e+01, 3.47938289e+01, 9.84656685e+01,\n",
       "       9.11829384e+01, 8.18618537e+01, 8.24500022e+01, 9.70496284e+01,\n",
       "       6.34814836e+01, 9.21051603e+01, 6.44211988e+01, 6.52929515e+01,\n",
       "       8.12510029e+00, 9.35493224e+01, 8.80885092e+01, 4.69935990e+01,\n",
       "       5.89108224e+01, 7.67616279e+01, 2.87292258e+01, 2.45586941e+01,\n",
       "       6.72067705e+01, 4.92484304e+00, 8.03130816e+01, 4.85287147e+01,\n",
       "       2.46370880e+01, 1.13018192e+01, 7.20099607e+01, 4.33808380e+01,\n",
       "       9.59497571e+01, 2.52018489e+01, 4.68728724e+01, 7.99606785e+01,\n",
       "       2.88592989e+01, 4.87454613e+01, 6.21193970e+00, 5.77699843e+01,\n",
       "       5.76010624e+01, 1.20705162e+01, 7.74878953e+01, 5.51698405e+01,\n",
       "       1.12806307e+01, 3.86578228e+01, 7.52231221e+01, 1.66352474e+01,\n",
       "       7.12997185e+00, 3.56847370e+01, 6.10132587e+01, 1.22552139e+00,\n",
       "       8.08447803e+01, 2.03642121e+01, 8.58688314e+01, 1.55697542e+01,\n",
       "       8.24860277e+01, 5.65694883e+01, 7.85980716e+01, 5.10255752e+01,\n",
       "       7.03096142e+01, 6.64828499e+01, 9.67212516e+01, 7.65873952e+01,\n",
       "       2.59983343e+01, 8.23364753e+01, 8.74290581e+01, 4.44481129e+01,\n",
       "       8.83083474e+01, 6.59724270e+01, 5.60551084e+01, 3.47359212e+01,\n",
       "       7.78819183e+01, 7.59647346e+01, 6.20254348e+01, 6.48872810e+01,\n",
       "       3.75304037e+01, 8.37978516e+01, 5.58510788e+01, 9.48165635e+01,\n",
       "       2.25564256e+01, 8.90118169e+01, 4.49532830e+01, 2.75370606e+01,\n",
       "       5.26253096e+01, 6.51404741e+01, 3.45485697e+01, 8.25712719e+01,\n",
       "       4.43097246e+01, 6.82832837e+01, 4.80318786e+01, 2.55173262e+01,\n",
       "       9.85481224e+01, 4.88786145e+01, 4.58867415e+01, 9.20129282e+01,\n",
       "       9.93147536e+01, 3.06922973e+01, 6.98846371e+01, 7.13589399e+01,\n",
       "       8.80077917e+01, 7.23065102e+01, 5.93849971e+01, 2.60636064e+01,\n",
       "       3.86957711e-02, 3.68425452e+01, 1.54335037e+01, 1.51820981e+01,\n",
       "       3.53792214e+01, 5.39156178e+01, 2.40674428e+01, 3.32512334e+01,\n",
       "       6.78372102e+01, 8.36419045e+01, 8.41777078e+01, 5.83947103e+00,\n",
       "       2.81689998e+01, 6.92272596e+01, 8.54697392e+00, 3.43513483e+01,\n",
       "       5.95151381e+01, 9.62280998e+01, 3.92911400e+01, 1.88754130e+01,\n",
       "       3.55630257e+01, 9.76228449e+01, 8.93895762e+01, 5.97453635e+01,\n",
       "       6.09805449e+01, 4.74226333e+01, 9.88093507e+00, 4.10450340e+01,\n",
       "       7.83354865e+01, 1.58548594e+01, 5.58160152e+01, 8.43598007e+01,\n",
       "       4.75082926e+01, 2.28045072e+01, 7.62879515e+01, 9.21064195e+00,\n",
       "       5.76687994e+01, 6.04980816e+01, 4.50128848e+01, 9.52432544e+01,\n",
       "       5.04150860e+01, 8.53821758e+01, 2.48209191e+01, 3.29195205e+01,\n",
       "       3.99447016e+01, 3.09380135e+01, 2.96099451e+01, 4.36696956e+01,\n",
       "       6.22743566e+01, 6.53682994e+01, 1.45479682e+01, 3.96063608e+01,\n",
       "       7.34161729e+01, 2.02287962e+01, 8.62050282e+01, 2.37593687e+01,\n",
       "       6.27375351e+01, 4.94880762e+01, 9.81014544e+01, 7.49635022e+01,\n",
       "       6.79281586e+01, 9.68631102e+01, 6.13580031e+01, 9.51287268e+01,\n",
       "       1.11364443e+01, 4.19525902e+01, 7.31101071e+01, 6.11415146e+01,\n",
       "       6.15115205e+01, 5.77187373e+01, 3.47522182e+01, 5.57610432e+01])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "22221d3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([103.,  98.,  97., 100.,  83.,  94., 105., 103., 110., 107.]),\n",
       " array([1.38693969e-02, 1.00032651e+01, 1.99926608e+01, 2.99820564e+01,\n",
       "        3.99714521e+01, 4.99608478e+01, 5.99502435e+01, 6.99396392e+01,\n",
       "        7.99290348e+01, 8.99184305e+01, 9.99078262e+01]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram\n",
    "plt.hist(data2, facecolor = 'green', edgecolor = 'blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6119d957",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([52., 51., 58., 40., 49., 48., 48., 52., 39., 44., 40., 54., 50.,\n",
       "        55., 50., 53., 60., 50., 52., 55.]),\n",
       " array([1.38693969e-02, 5.00856724e+00, 1.00032651e+01, 1.49979629e+01,\n",
       "        1.99926608e+01, 2.49873586e+01, 2.99820564e+01, 3.49767543e+01,\n",
       "        3.99714521e+01, 4.49661500e+01, 4.99608478e+01, 5.49555456e+01,\n",
       "        5.99502435e+01, 6.49449413e+01, 6.99396392e+01, 7.49343370e+01,\n",
       "        7.99290348e+01, 8.49237327e+01, 8.99184305e+01, 9.49131284e+01,\n",
       "        9.99078262e+01]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data2, facecolor = 'green', edgecolor = 'blue', bins = 20 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "61893bec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([84.70506542, 82.3211227 , 81.65974044, 83.99561619, 83.14505041,\n",
       "       80.59386877, 83.03495644, 84.4033349 , 83.30174502, 82.74323291,\n",
       "       80.66749833, 82.6822458 , 82.46136769, 81.57900089, 82.57568118,\n",
       "       83.11944374, 80.72727987, 80.32745498, 83.37995841, 82.04816892,\n",
       "       84.89766534, 83.5765053 , 83.79411603, 81.28423951, 84.30283338,\n",
       "       81.11632491, 80.33594673, 80.31970605, 82.52168961, 80.63225295,\n",
       "       84.92225223, 81.75871846, 84.6984414 , 82.37962754, 81.42650641,\n",
       "       83.28431633, 81.13244751, 82.37471115, 83.03025747, 80.07002836,\n",
       "       81.17727777, 82.59279955, 80.88366167, 80.42211738, 81.92795246,\n",
       "       81.97062505, 83.6455965 , 82.75855221, 81.8618537 , 82.45000224,\n",
       "       80.31308158, 80.84478032, 82.48602766, 82.33647533, 83.79785156,\n",
       "       82.57127192, 83.64190453, 84.17770777, 84.35980072])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2[(data2>80) & (data2<=85)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7cba7c91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(59,)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2[np.logical_and(data2>80,data2<=85 )].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c020c7a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 7., 10., 18.,  5., 12.,  8., 12.,  8.,  8., 15.,  5., 17., 12.,\n",
       "        10., 14., 11.,  9.,  8.,  9.,  3.,  4.,  9., 11., 11., 14., 11.,\n",
       "        15.,  7.,  8.,  7., 13.,  7.,  9.,  5., 14.,  9., 10., 12.,  7.,\n",
       "        14.,  6.,  9.,  5.,  5., 14., 10.,  9.,  7., 12.,  6., 10.,  8.,\n",
       "         8.,  7.,  7.,  8., 12.,  8., 15., 11.,  7., 11., 11.,  9., 12.,\n",
       "        12.,  9.,  8., 14., 12.,  7., 14.,  9., 10., 10., 11., 15.,  5.,\n",
       "        12., 10., 13.,  9., 17., 12.,  9., 17.,  7.,  8., 10.,  8.,  9.,\n",
       "         8., 11.,  9., 15.,  9., 14.,  9.,  9., 14.]),\n",
       " array([1.38693969e-02, 1.01280896e+00, 2.01174853e+00, 3.01068810e+00,\n",
       "        4.00962767e+00, 5.00856724e+00, 6.00750681e+00, 7.00644637e+00,\n",
       "        8.00538594e+00, 9.00432551e+00, 1.00032651e+01, 1.10022046e+01,\n",
       "        1.20011442e+01, 1.30000838e+01, 1.39990233e+01, 1.49979629e+01,\n",
       "        1.59969025e+01, 1.69958421e+01, 1.79947816e+01, 1.89937212e+01,\n",
       "        1.99926608e+01, 2.09916003e+01, 2.19905399e+01, 2.29894795e+01,\n",
       "        2.39884190e+01, 2.49873586e+01, 2.59862982e+01, 2.69852377e+01,\n",
       "        2.79841773e+01, 2.89831169e+01, 2.99820564e+01, 3.09809960e+01,\n",
       "        3.19799356e+01, 3.29788751e+01, 3.39778147e+01, 3.49767543e+01,\n",
       "        3.59756938e+01, 3.69746334e+01, 3.79735730e+01, 3.89725126e+01,\n",
       "        3.99714521e+01, 4.09703917e+01, 4.19693313e+01, 4.29682708e+01,\n",
       "        4.39672104e+01, 4.49661500e+01, 4.59650895e+01, 4.69640291e+01,\n",
       "        4.79629687e+01, 4.89619082e+01, 4.99608478e+01, 5.09597874e+01,\n",
       "        5.19587269e+01, 5.29576665e+01, 5.39566061e+01, 5.49555456e+01,\n",
       "        5.59544852e+01, 5.69534248e+01, 5.79523643e+01, 5.89513039e+01,\n",
       "        5.99502435e+01, 6.09491830e+01, 6.19481226e+01, 6.29470622e+01,\n",
       "        6.39460018e+01, 6.49449413e+01, 6.59438809e+01, 6.69428205e+01,\n",
       "        6.79417600e+01, 6.89406996e+01, 6.99396392e+01, 7.09385787e+01,\n",
       "        7.19375183e+01, 7.29364579e+01, 7.39353974e+01, 7.49343370e+01,\n",
       "        7.59332766e+01, 7.69322161e+01, 7.79311557e+01, 7.89300953e+01,\n",
       "        7.99290348e+01, 8.09279744e+01, 8.19269140e+01, 8.29258535e+01,\n",
       "        8.39247931e+01, 8.49237327e+01, 8.59226723e+01, 8.69216118e+01,\n",
       "        8.79205514e+01, 8.89194910e+01, 8.99184305e+01, 9.09173701e+01,\n",
       "        9.19163097e+01, 9.29152492e+01, 9.39141888e+01, 9.49131284e+01,\n",
       "        9.59120679e+01, 9.69110075e+01, 9.79099471e+01, 9.89088866e+01,\n",
       "        9.99078262e+01]),\n",
       " <BarContainer object of 100 artists>)"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data2, facecolor = 'green', edgecolor = 'blue', bins = 100 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9cd7d9a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([52., 51., 58., 40., 49., 48., 48., 52., 39., 44., 40., 54., 50.,\n",
       "        55., 50., 53., 60., 50., 52., 55.]),\n",
       " array([1.38693969e-02, 5.00856724e+00, 1.00032651e+01, 1.49979629e+01,\n",
       "        1.99926608e+01, 2.49873586e+01, 2.99820564e+01, 3.49767543e+01,\n",
       "        3.99714521e+01, 4.49661500e+01, 4.99608478e+01, 5.49555456e+01,\n",
       "        5.99502435e+01, 6.49449413e+01, 6.99396392e+01, 7.49343370e+01,\n",
       "        7.99290348e+01, 8.49237327e+01, 8.99184305e+01, 9.49131284e+01,\n",
       "        9.99078262e+01]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data2, facecolor = 'green', edgecolor = 'blue', bins = 20, orientation= 'horizontal' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8e89800b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.01041104, 0.01021083, 0.01161231, 0.00800849, 0.0098104 ,\n",
       "        0.00961019, 0.00961019, 0.01041104, 0.00780828, 0.00880934,\n",
       "        0.00800849, 0.01081146, 0.01001062, 0.01101168, 0.01001062,\n",
       "        0.01061125, 0.01201274, 0.01001062, 0.01041104, 0.01101168]),\n",
       " array([1.38693969e-02, 5.00856724e+00, 1.00032651e+01, 1.49979629e+01,\n",
       "        1.99926608e+01, 2.49873586e+01, 2.99820564e+01, 3.49767543e+01,\n",
       "        3.99714521e+01, 4.49661500e+01, 4.99608478e+01, 5.49555456e+01,\n",
       "        5.99502435e+01, 6.49449413e+01, 6.99396392e+01, 7.49343370e+01,\n",
       "        7.99290348e+01, 8.49237327e+01, 8.99184305e+01, 9.49131284e+01,\n",
       "        9.99078262e+01]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data2, facecolor = 'green', edgecolor = 'blue', bins = 20, density = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cf245847",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([-1.46371766,  0.20275149,  0.81750008, -0.94967109,  0.30860087,\n",
       "         1.96803717, -1.74739624, -1.07880803, -0.92233642,  0.16763425,\n",
       "         0.24848706,  1.78950978,  0.79590998, -0.95533271,  0.53429158,\n",
       "        -1.74246075,  0.82178802, -1.75774776, -0.33071263, -1.29645194,\n",
       "         0.85784326, -1.31765081, -0.8927631 ,  1.15459236,  0.16392924,\n",
       "        -0.34158215, -0.18878258, -0.67044016, -0.90309504, -1.00331898,\n",
       "         0.97976673, -1.12137428,  0.30701293, -1.17247363,  0.36249612,\n",
       "        -0.13899546, -0.07352362,  1.31518594,  1.11563522,  0.56906358,\n",
       "        -0.21497056, -0.61965184,  0.80336562,  0.45522974,  1.02347269,\n",
       "         1.28635741, -0.2443509 , -1.47946695,  0.3734686 , -0.51297792,\n",
       "         1.35309302,  0.29855138, -0.36129967,  1.08272159,  0.01986259,\n",
       "        -0.90531369,  2.06296563, -0.62984998, -0.29120962, -1.89384268,\n",
       "        -0.62929385,  2.42939627,  3.3809469 ,  0.07917746, -1.31127126,\n",
       "         0.95263669, -0.63958255,  0.03160417, -2.9349102 ,  1.71638766,\n",
       "         0.50496977, -0.21494826,  0.81954017,  1.47746589,  1.89729288,\n",
       "         1.25280386, -1.31131772, -0.23621074, -0.1162392 ,  0.29057466,\n",
       "         0.05107384,  1.06855259,  0.52965858,  0.64857973, -2.2307846 ,\n",
       "         1.57390169,  0.12194505, -0.04745179,  1.59867912, -0.38714383,\n",
       "        -1.08212552, -0.50945266,  1.25208173, -1.03915627, -0.82200462,\n",
       "        -0.34185575, -0.73191224,  0.62733522,  1.25266235,  0.70292082]),\n",
       " array([ 1.7488206 , -0.65764368, -1.24556803, -0.59589803,  2.38281742,\n",
       "        -1.16916502,  0.85033546,  0.39862063, -3.49176354, -1.088951  ,\n",
       "        -1.64476172, -5.27443654, -1.77959521,  0.25740198,  2.99020476,\n",
       "        -2.81392539,  2.16557263,  1.34972662,  1.79144179, -1.75729354,\n",
       "         1.62241407, -1.93897907, -0.40981749,  2.34112631,  3.66440454,\n",
       "         4.25192005,  1.48778473,  1.7471749 , -1.84365169,  2.62153476,\n",
       "         0.22957699,  3.45263479, -0.26316636,  1.32309357,  2.71226492,\n",
       "        -1.07689108, -0.89612981, -2.49812674, -0.37103905, -3.18228369,\n",
       "         1.81472619,  3.34987849, -4.57813051, -1.00823589,  2.55192937,\n",
       "         2.93452596, -0.43529518, -0.18874743, -0.01646828, -0.55188655,\n",
       "         0.42867261,  0.19375456,  0.64173036,  1.03369387, -2.92854652,\n",
       "         1.08680199,  0.92405954,  1.53738048, -1.64059642, -2.59634236,\n",
       "        -0.21302973, -0.82065592, -0.79572237, -2.43928155, -2.07241425,\n",
       "        -0.97212179,  1.8629922 , -0.93087621,  0.65372527, -2.33866109,\n",
       "         0.05498575, -2.89150866, -0.79599127, -0.8738739 , -0.24549762,\n",
       "         1.80326981,  1.87825843,  0.89181689, -0.72481163, -1.24690363,\n",
       "        -1.33615183,  0.30861799, -4.13875717,  0.57014673,  0.37440738,\n",
       "         0.34269249, -0.91575367, -0.63565923,  0.89488499, -3.11294957,\n",
       "        -0.38681307,  2.61990807, -0.25442677,  3.54548537,  0.24116102,\n",
       "        -1.38167577, -2.46217641, -4.98837737, -0.10001795, -2.4394717 ]),\n",
       " array([ 1.27451612,  2.62734013, -0.42148844,  1.70713269, -0.32978608,\n",
       "        -1.19554595,  3.75172145,  3.32639215, -4.59959674, -2.30394752,\n",
       "        -1.73361209, -0.12781082, -1.63021883,  0.14510148,  1.95727982,\n",
       "         1.96809141,  4.92771627,  0.38897172, -0.76854828,  0.29760087,\n",
       "         5.59764054,  0.44924565, -4.12072646,  1.80736868,  0.37401862,\n",
       "        -0.78549292,  1.80019864, -1.17141014,  5.00029387,  1.52995601,\n",
       "         0.51646989,  2.24333407,  2.02473059,  1.15843416,  2.74601878,\n",
       "         0.03032355,  5.18232602, -5.07808226,  0.84846928,  1.66479646,\n",
       "         4.77995206,  4.03190095,  3.91078024, -1.66670111,  2.65905318,\n",
       "        -1.61306687,  1.33832434, -1.46228496,  2.48079565,  3.61172587,\n",
       "        -5.26194687, -0.34741549, -2.12534093, -4.82170806,  3.52597749,\n",
       "         3.3921158 ,  0.5611692 ,  1.06160032,  0.93344117,  1.81696231,\n",
       "        -0.75624577, -3.05611996,  0.94693398,  0.25103376, -1.19074946,\n",
       "        -2.03180646,  3.22571558,  3.43558774, -5.84736537,  2.3186883 ,\n",
       "         0.69262922, -5.04262086,  0.40091204, -2.03639683,  3.55739113,\n",
       "         1.75257523,  2.85245645, -1.99713599,  1.44198042, -5.3105904 ,\n",
       "         1.5165401 , -3.62677179,  1.77547922,  0.6434025 , -5.72401539,\n",
       "        -1.35908896, -1.92102231,  3.97242095,  1.45905965, -0.98307429,\n",
       "         1.07558375, -1.25249591,  2.18498666,  7.12513679, -2.66273122,\n",
       "         1.88313135, -0.33243297,  4.0042131 ,  1.0533509 ,  0.23037418])]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# boxplot\n",
    "data = [np.random.normal(0,std,100) for std in range(1,4)]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9f5f5ae6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'whiskers': [<matplotlib.lines.Line2D at 0x1cb1a632a00>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb1a632d90>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fa9220>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fa95b0>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fb1a00>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fb1d90>],\n",
       " 'caps': [<matplotlib.lines.Line2D at 0x1cb1a63b160>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb1a63b4f0>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fa9940>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fa9cd0>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19f59160>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19f594f0>],\n",
       " 'boxes': [<matplotlib.patches.PathPatch at 0x1cb1a632730>,\n",
       "  <matplotlib.patches.PathPatch at 0x1cb1a63be80>,\n",
       "  <matplotlib.patches.PathPatch at 0x1cb19fb16a0>],\n",
       " 'medians': [<matplotlib.lines.Line2D at 0x1cb1a63b880>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fb10a0>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19f59880>],\n",
       " 'fliers': [<matplotlib.lines.Line2D at 0x1cb1a63bc10>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19fb1430>,\n",
       "  <matplotlib.lines.Line2D at 0x1cb19f59c10>],\n",
       " 'means': []}"
      ]
     },
     "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": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.boxplot(data, patch_artist=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fda42753",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1.,  0.,  1.,  4.,  2.,  8., 10.,  7., 13., 10., 11.,  9.,  8.,\n",
       "         7.,  4.,  3.,  1.,  0.,  0.,  1.]),\n",
       " array([-2.9349102 , -2.61911735, -2.30332449, -1.98753164, -1.67173878,\n",
       "        -1.35594593, -1.04015307, -0.72436022, -0.40856736, -0.09277451,\n",
       "         0.22301835,  0.5388112 ,  0.85460406,  1.17039691,  1.48618977,\n",
       "         1.80198262,  2.11777548,  2.43356833,  2.74936119,  3.06515404,\n",
       "         3.3809469 ]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data[0], edgecolor = 'blue', bins = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f2ded15c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 2.,  1.,  1.,  1.,  3.,  7.,  2.,  6.,  8., 13., 10., 11.,  6.,\n",
       "         5.,  9.,  3.,  5.,  2.,  4.,  1.]),\n",
       " array([-5.27443654, -4.79811871, -4.32180088, -3.84548305, -3.36916522,\n",
       "        -2.89284739, -2.41652956, -1.94021173, -1.4638939 , -0.98757608,\n",
       "        -0.51125825, -0.03494042,  0.44137741,  0.91769524,  1.39401307,\n",
       "         1.8703309 ,  2.34664873,  2.82296656,  3.29928439,  3.77560222,\n",
       "         4.25192005]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data[1], edgecolor = 'blue', bins = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9b6bd288",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 4.,  4.,  1.,  1.,  2.,  5.,  7.,  8.,  5., 11., 10., 13.,  7.,\n",
       "         5.,  7.,  4.,  3.,  2.,  0.,  1.]),\n",
       " array([-5.84736537, -5.19874026, -4.55011515, -3.90149004, -3.25286494,\n",
       "        -2.60423983, -1.95561472, -1.30698961, -0.6583645 , -0.0097394 ,\n",
       "         0.63888571,  1.28751082,  1.93613593,  2.58476104,  3.23338615,\n",
       "         3.88201125,  4.53063636,  5.17926147,  5.82788658,  6.47651169,\n",
       "         7.12513679]),\n",
       " <BarContainer object of 20 artists>)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data[2], edgecolor = 'blue', bins = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "23cd40da",
   "metadata": {},
   "outputs": [],
   "source": [
    "# barplot\n",
    "Companies = ['MS', 'Google', 'Apple', 'IBM', 'Tesla']\n",
    "Income = [1500,2000,4000,3000,6000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8593632c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 5 artists>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(Companies, Income, facecolor = 'red', alpha = 0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d5b3bcd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 5 artists>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(Companies, Income, facecolor = 'blue', alpha = 0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef72154c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}