From ac46c18f46a080901a35aaae0efb8b3738764972 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Bertrand=20N=C3=A9ron?= <bneron@pasteur.fr>
Date: Thu, 17 Oct 2024 14:16:04 +0200
Subject: [PATCH] fix path and data for matplotlib_cours

---
 notebooks/Courses/matplotlib_cours.ipynb | 2112 ++--------------------
 notebooks/data/Iris.csv                  |  151 ++
 notebooks/data/fr_sp_it_temp.tsv         |  183 ++
 3 files changed, 468 insertions(+), 1978 deletions(-)
 create mode 100644 notebooks/data/Iris.csv
 create mode 100644 notebooks/data/fr_sp_it_temp.tsv

diff --git a/notebooks/Courses/matplotlib_cours.ipynb b/notebooks/Courses/matplotlib_cours.ipynb
index 40659de..e0dd002 100644
--- a/notebooks/Courses/matplotlib_cours.ipynb
+++ b/notebooks/Courses/matplotlib_cours.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "631fea4f-3022-471d-97c0-0888a78d2bea",
    "metadata": {},
    "outputs": [],
@@ -18,7 +18,7 @@
    "source": [
     "# <center>**Cours**</center>\n",
     "\n",
-    "<img src=\"./images/logo2_matplotlib.svg\" style=\"margin:0 auto;\">\n",
+    "<img src=\"../images/logo2_matplotlib.svg\" style=\"margin:0 auto;\">\n",
     "<div style=\"text-align:center\">\n",
     "    Bertrand Néron\n",
     "    <br>\n",
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "abbbacce-63d9-435f-bb08-f54ff1c9143a",
    "metadata": {
     "tags": []
@@ -88,7 +88,7 @@
    "id": "8aa36c70-6bd7-4264-aa57-f83781c1c108",
    "metadata": {},
    "source": [
-    "<img src=\"img/mplt_concept.png\"  width=\"600px\">\n",
+    "<img src=\"../images/mplt_concept.png\"  width=\"600px\">\n",
     "\n",
     "> https://matplotlib.org/stable/tutorials/introductory/usage.html#parts-of-a-figure"
    ]
@@ -107,43 +107,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "99a6eba9-6e9f-4697-9778-143163d2280a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure()  # an empty figure with no axes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "b16c62d1-dd07-488a-a018-3a81b7a2860d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax_lst = plt.subplots(2, 2)  # a figure with a 2x2 grid of Axes"
    ]
@@ -204,33 +181,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "c61e6d40-84f4-4610-91d7-597a031b307f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'volts')"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot([1, 2, 3])\n",
     "plt.title('hi mom')\n",
@@ -249,33 +203,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "85e712cb-b2d1-4f4b-8d47-8ad388a745b4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'volts')"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Ok4Z1+eXXj+OKEzqpf1I1pQIhIpUiZ/1u7pycxaKNe7hocAfu/9pA2jZrmOhYchRUIETkqBQUFvPbd5czYc5KWjdtwDPfSmPkoPaJjiWVQAVCRCrs01U7GDsli5Xb9vKN9M6Mu3AALZrUT3QsqSQqECISt/wDRTz++hL+d+6XdG7VmL/fMpzT+rRJdCypZCoQIhKXWUu3MG5qNhv3FHDTqd352XnH0rShPkpqIv1WRaRcdu49yEMzFjH13+vp3S6Fyd89hbRurRIdS0KkAiEih+XuzMzexH3Tc9i1r5D/Oas3t5/Vm4b11FyvplOBEJEybd5TwD0v5/DWos0M7tSCSTcPZ0DH5omOJVVEBUJEvsLdefHztYx/bTEHi0q464J+3HJaD+qpuV6togIhIv9lzfZ93DUtiw9ztzOsR2seu2IwPdVcr1ZSgRARAIpLnOc+Ws0v3lxK3TrG+MsG8c1hXdVcrxYL845yXYBJQCrgwAR3/22pea4DxhC5b0QecJu7LwimrQ7GFQNFXtZNtUXkqC3fnMedU7L495pdZBzblocvH0zHlo0THUsSLMw9iCLgp+7+hZk1A+aZ2dvuvihqnlXAme6+08wuACYAw6OmZ7j7thAzitRqRSXO795dzu/fW05Kw3r85uqhXDq0o5rrCRDuHeU2AhuD4TwzWwx0AhZFzfNR1CJzgc5h5RGR/7Zg7S7u/2g/6/KXcclxHbnvkgG0SVFzPfkPi9wCOuQXMesOzAEGufueMub5GdDP3UcFz1cBO4kcnvqTu08oY7nRwGiA1NTUtMzMzAplzM/PJyUl+U7EKVd8lOvIDhQ7L+cW8saqQpo3cG4c1Ijj2yXX6chk2l7RamKujIyMeWUewnf3UB9ACjAPuOIw82QAi4FjosZ1Cn62AxYAZxzptdLS0ryiZs2aVeFlw6Rc8VGuw/t4xTY/84n3vNuYGT52ygKf8dZ7iY4UU7Jsr9JqYi7gcy/jMzXUi5rNrD4wBXje3aeWMc8Q4FngUnfffmi8u68Pfm4BpgHDwswqUpPlFRQyblo210yYS4nDP0YN59ErhtC0vs41SNnCvIrJgL8Ai939V2XM0xWYClzv7suixjcF6njk3EVT4DzgwbCyitRk7y3ZzLhpOWzeU8Co03rwk/P60qRBch1SkuQU5rvkVOB6INvM5gfj7ga6Arj7M8C9wDHA08FVE4cuZ00FpgXj6gH/cPc3QswqUuNszz/AgzMW8cr8DfRNTeHp607h+K5qriflF+ZVTB8Q+X7D4eYZBYyKMX4lcFxI0URqNHfn1ayN3D99IXkFhfzw7D7cntGbBvXUJkPio/1MkRpk0+4Cfv5yNu8s3sJxnVvw+FXD6ddezfWkYlQgRGoAdyfzs7U88tpiCktKGHdhf24+rQd11SZDjoIKhEg1t3rbXu6ams3HK7dzUs/WPHbFELq3aZroWFIDqECIVFPFJc7ED1bxy7eXUr9OHR69YjDXnNhFbTKk0qhAiFRDSzflcefkBSxYt5tz+rdj/GWDad+iUaJjSQ2jAiFSjRwsKuEPs3J5enYuzRrV53fXHs8lQzpor0FCoQIhUk3MX7uLOycvYNnmfC4d2pH7LhlI66YNEh1LajAVCJEkt+9gEb96axkTP1xFu2aN+MsN6ZzdPzXRsaQWUIEQSWIf5W5j7NRs1uzYx3XDuzLmgn40b1Q/0bGkllCBEElCu/cX8ujMxWR+tpbuxzQhc/RJnNTzmETHklrmiAUiaJa3391LzKwv0A943d0LQ08nUgu9vWgzP385m615B7j1jJ786Jy+NG5QN9GxpBYqzx7EHOB0M2sFvAV8BlwNXBdmMJHaZlv+Ae6fvpAZWRvp174Zf/52OkM6t0x0LKnFylMgzN33mdktwNPu/kRUd1YROUruzivzN/DAqwvJP1DET87ty3fP7KXmepJw5SoQZnYykT2GW4Jx2t8VqQQbdu1n3LRsZi3dytAuLXniqiH0TW2W6FgiQPkKxA+Bu4Bp7r7QzHoCs8KNJVKzlZQ4z3+6hsdfX0JxiXPPxQO48ZTuaq4nSaU8BSLV3b926Im7rzSz90PMJFKjrdq2lzFTsvh01Q5O7X0Mj14+hK7HNEl0LJGvKM9BzrvKOe6/mFkXM5tlZovMbKGZ/TDGPGZmvzOzXDPLMrMToqbdYGbLg8cN5cgpktSKikt45l8rGPmbOSzeuIcnrhzC328ZruIgSavMPQgzuwC4EOhkZr+LmtQcKCrHuouAn7r7F2bWDJhnZm+7+6KoeS4A+gSP4cAfgeFm1hq4D0gHPFh2urvvjOPfJpI01uwp5vKnPyJ7/W7OHZDK+MsGkdpczfUkuR3uENMGYB7wteDnIXnAj4+0YnffCGwMhvPMbDHQCYguEJcCk9zdgblm1tLMOgAjgLfdfQeAmb0NjAReKOe/SyQpHCgq5qn3cnn64wJaNS3hD988gQsHt1dzPakWLPLZfJgZzOq5e3n2GA63ju5Evk8xyN33RI2fATwW3L8aM3sXGEOkQDRy9/HB+HuIfFnvFzHWPRoYDZCampqWmZlZoYz5+fmkpKRUaNkwKVd8kilX7s5iJuYcYMNe58S2zg2Dm5LSILkKQzJtr2jKFZ+jyZWRkTHP3dNjTTvcIaZsIod3Yv614+5DyvPiZpYCTAF+FF0cKou7TwAmAKSnp/uIESMqtJ7Zs2dT0WXDpFzxSYZcew8U8Yu3lvLcp6vp0LwRf71pMLZxUcJzxZIM2ysW5YpPWLkOd4jp4qNduZnVJ1Icnnf3qTFmWQ90iXreORi3nsheRPT42UebRyRs7y/fyl1Ts1m3cz/fPrkbd47sR0rDeszeuOjIC4skmTILhLt/eWjYzFKBE4Onn7r7liOt2CK7HX8BFrv7r8qYbTrwfTPLJHKSere7bzSzN4FHgvYeAOdRjiunRBJl975CHp65iBc/X0ePNk158daTGdajdaJjiRyV8jTr+wbwJJG/4A34vZnd4e6Tj7DoqcD1QHZUa467ga4A7v4MMJPIlVK5wD7gpmDaDjN7iEjfJ4AHD52wFkk2b+Rs4p5Xctix9yC3jejFD8/uQ6P6ajYg1V95vig3Djjx0F6DmbUF3gEOWyCCE8+HPSMXXL10exnTJgITy5FPJCG25kWa672WvZH+HZoz8YYTGdy5RaJjiVSa8hSIOqUOKW2nfF+wE6mR3J2pX6znwRmL2H+wmDvOP5bRZ/Skfl39t5CapTwF4vXgnMCh7yBcTeTQkEits27nPu6elsOcZVtJ69aKx68cQu92yXfZo0hlKE+B2AL8HRgaPJ/g7tNCSySShEpKnL9/8iWPv74EB+6/ZADfPrk7ddRcT2qw8hSIpsBYYAfwT+CjUBOJJJkVW/MZOyWLz1bv5PQ+bXjk8sF0aa3+SVLzHbFAuPsDwANmNoTI4aV/mdk6dz8n9HQiCVRYXMKf31/Jb95ZTqN6dXjyqiFcldZZbTKk1ijPHsQhW4BNRE5StwsnjkhyyFm/mzFTsli4YQ8jB7bnwcsG0q6ZmutJ7VKe70F8D/gG0BZ4CfhOqY6sIjVGQWExv3t3OX+as5JWTRrwx+tO4ILBHRIdSyQhyrMH0YVIH6X5IWcRSajPV+/gzilZrNy6l6vSOvPzi/rTskmDRMcSSZjynINQiwup0fIPFPHkG0uYNPdLOrZozKSbh3FG37aJjiWScPGcgxCpcf61bCt3T81mw+793HByd+44/1iaNtR/CxFQgZBaate+gzw0YzFTvlhHz7ZNeenWk0nvruZ6ItFUIKTWmZm9kXtfyWHnvkJuz+jFD85Scz2RWFQgpNbYsqeAe19ZyBsLNzGwY3P+dvMwBnZUcz2RsqhASI3n7rw0bx3jZyyioKiEMSP78Z3Te1BPzfVEDksFQmq0tTv2cfe0bN5fvo0Tu7fisSuH0KutmuuJlIcKhNRIxSXOpI9X8+SbSzHgoUsHct3wbmquJxKH0AqEmU0kcl/rLe4+KMb0O4DronL0B9oGd5NbDeQBxUCRu6eHlVNqntwtedw5OYsv1uzizL5tefjyQXRupeZ6IvEKcw/iOeApYFKsie7+JJFbmWJmlwA/LnVb0Qx33xZiPqlhCotLmL7iIDPe/oAmDevyq28cx+XHd1JzPZEKCq1AuPscM+teztmv5T83JBKJW/a63dwxeQFLNhVy0ZAO3H/JQNo2a5joWCLVmkVuCx3SyiMFYkasQ0xR8zQB1gG9D+1BmNkqYCfgwJ/cfcJhlh8NjAZITU1Ny8zMrFDW/Px8UlKS7+Slch3ewWLn5dxC3lhdSLMGxjd6lnBqt8TnKi1ZtldpyhWfmpgrIyNjXpmH8d09tAfQHcg5wjxXA6+WGtcp+NkOWACcUZ7XS0tL84qaNWtWhZcNk3KVbe6KbT7iyVnebcwMv/OlBb5r78GkyBWLcsVHueJzNLmAz72Mz9RkuIrpGkodXnL39cHPLWY2DRgGzElANklCeQWFPPHGUv537pd0btWYv98ynNP6tEl0LJEaJ6EFwsxaAGcC34oa1xSo4+55wfB5wIMJiihJZtaSLYybls3GPQXcfGoPfnZ+X5o0SIa/c0RqnjAvc30BGAG0MbN1wH1AfQB3fyaY7XLgLXffG7VoKjAtuPKkHvAPd38jrJxSPezYe5CHZixi2r/X06ddCpO/ewpp3VolOpZIjRbmVUzXlmOe54hcDhs9biVwXDippLpxd17L3sh9ryxk9/5C/ues3tx+Vm8a1lNzPZGwad9cktbmPQX8/OUc3l60mcGdWvD3UcPp36F5omOJ1BoqEJJ03J0XP1/L+NcWc7CohLsu6Mctp6m5nkhVU4GQpLJm+z7GTs3ioxXbGdajNY9fOYQebZomOpZIraQCIUmhuMT564er+OVby6hbxxh/2SC+OayrmuuJJJAKhCTcss2R5nrz1+7irH7tGH/ZIDq2bJzoWCK1ngqEJMzBohL+OHsFT81aTkrDevz2mqF87biOaq4nkiRUICQhFqzdxZgpWSzZlMclx3Xk/ksGcEyKmuuJJBMVCKlS+w8W8+t3lvHs+ytp26whf/52OucOSE10LBGJQQVCqszHK7Zz19QsVm/fx7XDunDXhf1p3qh+omOJSBlUICR0ewoKeez1JfzjkzV0bd2Ef4wazim91VxPJNmpQEio3l28mXHTctiSV8B3Tu/BT849lsYN1CZDpDpQgZBQbM8/wAOvLmL6gg0cm9qMZ65PY2iXlomOJSJxUIGQSuXuTF+wgQdeXUReQSE/OqcP3xvRmwb11CZDpLpRgZBKs3H3fn4+LYd3l2zhuC4teeLKIRzbvlmiY4lIBalAyFErKXEyP1vLozMXU1hSws8v6s9Np/agrtpkiFRroe33m9lEM9tiZjllTB9hZrvNbH7wuDdq2kgzW2pmuWY2NqyMcvRWb9vLN5+dy93TshnUqQVv/ugMRp3eU8VBpAYIcw/iOeApYNJh5nnf3S+OHmFmdYE/AOcC64DPzGy6uy8KK6jEr7jEmTBnBb98axkN6tbhsSsGc/WJXdQmQ6QGCfOOcnPMrHsFFh0G5AZ3lsPMMoFLARWIJLFk0x7Gf1LAqt1LOKd/O8ZfNpj2LRolOpaIVDJz9/BWHikQM9x9UIxpI4ApRPYSNgA/c/eFZnYVMNLdRwXzXQ8Md/fvl/Eao4HRAKmpqWmZmZkVypqfn09KSkqFlg1TMuUqLHFmrChkxspCGtdzrh/QiGHt6ybVXkMyba9oyhUf5YrP0eTKyMiY5+7psaYl8iT1F0A3d883swuBl4E+8a7E3ScAEwDS09N9xIgRFQoze/ZsKrpsmJIl17/X7GTMlCyWbS7ksqEdObv1Li45LyPRsb4iWbZXacoVH+WKT1i5EnZxurvvcff8YHgmUN/M2gDrgS5Rs3YOxkkC7DtYxEMzFnHFHz8ir6CIiTem85trjqdZg+TZaxCRcCRsD8LM2gOb3d3NbBiRYrUd2AX0MbMeRArDNcA3E5WzNvswdxtjp2axdsd+rhvelbEX9KOZmuuJ1BqhFQgzewEYAbQxs3XAfUB9AHd/BrgKuM3MioD9wDUeOSFSZGbfB94E6gIT3X1hWDnlq3bvL+TRmYvJ/Gwt3Y9pQubokzip5zGJjiUiVSzMq5iuPcL0p4hcBhtr2kxgZhi55PDeWriJn7+cw7b8A9x6Zk9+fE5fGtVXcz2R2kjfpBYAtuUf4P7pC5mRtZF+7Zvx7A3pDOncMtGxRCSBVCBqOXfn5fnreeDVRew7UMxPz+3LrWf2UnM9EVGBqM027NrPuGnZzFq6leO7Rprr9UlVcz0RiVCBqIVKSpznP13DYzMXU+Jw78UDuOGU7uqfJCL/RQWillm5NZ+xU7L5dPUOTuvdhkevGEyX1k0SHUtEkpAKRC1RVFzCsx+s4tdvL6NBvTo8ceUQvp7eOanaZIhIclGBqAUWbdjDnVMWkLN+D+cNSOWhywaR2lzN9UTk8FQgarADRcU89V4uf5y9gpZN6vOHb57AhYPba69BRMpFBaKGmvflDsZMySZ3Sz5XnNCJey4aQKumDRIdS0SqERWIGmbvgSKefHMpf/t4NR1bNOa5m05kxLHtEh1LRKohFYga5P3lW7lrajbrdu7n2yd3486R/UhpqF+xiFSMPj1qgN37Chn/2iJemreOnm2a8uKtJzOsR+tExxKRak4Fopp7I2cT97ySw469B7ltRC9+eHYfNdcTkUqhAlFNbckr4P7pC5mZvYkBHZrz1xtPZFCnFomOJSI1iApENePuTPliPQ/NWMT+wmLuOP9YRp/Rk/p11VxPRCqXCkQ1sm7nPu6elsOcZVtJ69aKx68cQu92yXcDdRGpGcK8o9xE4GJgi7sPijH9OmAMYEAecJu7LwimrQ7GFQNF7p4eVs7qoKTE+d+5X/L4G0sAeOBrA7n+pG7UUXM9EQlRmHsQzxG5Y9ykMqavAs50951mdgEwARgeNT3D3beFmK9a2Jhfwjf+9DGff7mT0/u04ZHL1VxPRKpGmLccnWNm3Q8z/aOop3OBzmFlqY4Ki0uYMGclv/5oP00bFvGLrx/HlSd0UpsMEaky5u7hrTxSIGbEOsRUar6fAf3cfVTwfBWwE3DgT+4+4TDLjgZGA6SmpqZlZmZWKGt+fj4pKclxPP/LPcVMzDnIl3tKOP4Y54YhTWjZMLlOQifT9oqmXPFRrvjUxFwZGRnzyjyM7+6hPYDuQM4R5skAFgPHRI3rFPxsBywAzijP66WlpXlFzZo1q8LLVpb9B4v88dcXe8+7XvO0h97217M3JEWuWJQrPsoVH+WKz9HkAj73Mj5TE3oVk5kNAZ4FLnD37YfGu/v64OcWM5sGDAPmJCZl1fhs9Q7GTM5i5ba9fD2tMz+/aAAtmtRn9uyliY4mIrVUwgqEmXUFpgLXu/uyqPFNgTrunhcMnwc8mKCYocs/UMQTbyxh0sdf0qllYybdPIwz+rZNdCwRkVAvc30BGAG0MbN1wH1AfQB3fwa4FzgGeDo48XroctZUYFowrh7wD3d/I6ycifSvZVu5e2o2G3bv58ZTunPH+cfSVM31RCRJhHkV07VHmD4KGBVj/ErguLByJYNd+w7y4IxFTP1iPb3aNuWlW08mvbua64lIctGfq1XI3Xk9ZxP3vpLDrn2FfD+jN98/q7ea64lIUlKBqCJb9hRwzys5vLlwM4M6NedvNw9jYEc11xOR5KUCETJ356V56xg/YxEFRSWMGdmP75zeg3pqriciSU4FIkRrd+zjrqnZfJC7jWHdW/PYlYPp2Tb5vmQjIhKLCkQIikucSR+v5ok3llLH4KFLB3LdcDXXE5HqRQWikuVuyePOyVl8sWYXZ/ZtyyNXDKZTy8aJjiUiEjcViEpSWFzCM7NX8Pv3cmnSsC6/vvo4Lhuq5noiUn2pQFSC7HW7uWPyApZsyuOiIR144GsDaZPSMNGxRESOigrEUSgoLObX7yzjz3NW0ialIX+6Po3zB7ZPdCwRkUqhAlFBn6zcztip2azatper07tw90X9adG4fqJjiYhUGhWIOOUVFPL4G0v4+9w1dGndmOdHDefU3m0SHUtEpNKpQMRh1pItjJuWzcY9BdxyWg9+el5fmjTQJhSRmkmfbuWwY+9BHpqxiGn/Xk+fdilMue0UTujaKtGxRERCpQJxGO7OjKyN3D99Ibv3F/I/Z/fh9oxeNKyn5noiUvOpQJRh854Cxk3L4Z3FmxnSuQV/HzWc/h2aJzqWiEiVUYEoxd3552dreXjmYg4WlXD3hf24+VQ11xOR2ifUTz0zm2hmW8wsp4zpZma/M7NcM8sysxOipt1gZsuDxw1h5jxkzfZ9XPfsJ4ydms2ADs1580dnMPqMXioOIlIrhb0H8RzwFDCpjOkXAH2Cx3Dgj8BwM2tN5Bal6YAD88xsurvvDCNkcYnz5upCpr37L+rVqcPDlw/i2hO7qrmeiNRqoRYId59jZt0PM8ulwCR3d2CumbU0sw5E7mX9trvvADCzt4GRwAuVnXH3vkJu+OunzF97kLP6tePhywfRoYWa64mIWOSzOcQXiBSIGe4+KMa0GcBj7v5B8PxdYAyRAtHI3ccH4+8B9rv7L2KsYzQwGiA1NTUtMzMzrnzuzp+yDnBssyJG9GiadM318vPzSUlJvntIKFd8lCs+yhWfo8mVkZExz93TY02r9iep3X0CMAEgPT3dR4wYEfc6MjJg9uzZVGTZsClXfJQrPsoVn9qWK9FnX9cDXaKedw7GlTVeRESqSKILxHTg28HVTCcBu919I/AmcJ6ZtTKzVsB5wTgREakioR5iMrMXiJxPaGNm64hcmVQfwN2fAWYCFwK5wD7gpmDaDjN7CPgsWNWDh05Yi4hI1Qj7KqZrjzDdgdvLmDYRmBhGLhERObJEH2ISEZEkpQIhIiIxqUCIiEhMKhAiIhJT6N+krkpmthX4soKLtwG2VWKcyqJc8VGu+ChXfGpirm7u3jbWhBpVII6GmX1e1tfNE0m54qNc8VGu+NS2XDrEJCIiMalAiIhITCoQ/zEh0QHKoFzxUa74KFd8alUunYMQEZGYtAchIiIxqUCIiEhMNb5AmNlIM1tqZrlmNjbG9IZm9s9g+ifRt0g1s7uC8UvN7PwqzvUTM1tkZllm9q6ZdYuaVmxm84PH9CrOdaOZbY16/VFR024ws+XB44YqzvXrqEzLzGxX1LQwt9dEM9tiZjllTDcz+12QO8vMToiaFub2OlKu64I82Wb2kZkdFzVtdTB+vpl9XsW5RpjZ7qjf171R0w77Hgg51x1RmXKC91TrYFqY26uLmc0KPgsWmtkPY8wT3nvM3WvsA6gLrAB6Ag2ABcCAUvN8D3gmGL4G+GcwPCCYvyHQI1hP3SrMlQE0CYZvO5QreJ6fwO11I/BUjGVbAyuDn62C4VZVlavU/D8AJoa9vYJ1nwGcAOSUMf1C4HXAgJOAT8LeXuXMdcqh1wMuOJQreL4aaJOg7TWCyC2Kj+o9UNm5Ss17CfBeFW2vDsAJwXAzYFmM/5Ohvcdq+h7EMCDX3Ve6+0EgE7i01DyXAn8LhicDZ5uZBeMz3f2Au68ics+KYVWVy91nufu+4OlcInfVC1t5tldZzgfedvcd7r4TeBsYmaBc1wIvVNJrH5a7zwEOd6+SS4FJHjEXaGlmHQh3ex0xl7t/FLwuVN37qzzbqyxH896s7FxV+f7a6O5fBMN5wGKgU6nZQnuP1fQC0QlYG/V8HV/duP8/j7sXAbuBY8q5bJi5ot1C5C+EQxqZ2edmNtfMLqukTPHkujLYlZ1sZoduDZsU2ys4FNcDeC9qdFjbqzzKyh7m9opX6feXA2+Z2TwzG52APCeb2QIze93MBgbjkmJ7mVkTIh+yU6JGV8n2ssjh7+OBT0pNCu09FuoNg+Tomdm3gHTgzKjR3dx9vZn1BN4zs2x3X1FFkV4FXnD3A2Z2K5G9r7Oq6LXL4xpgsrsXR41L5PZKamaWQaRAnBY1+rRge7UD3jazJcFf2FXhCyK/r3wzuxB4GehTRa9dHpcAH/p/3+Ey9O1lZilEitKP3H1PZa77cGr6HsR6oEvU887BuJjzmFk9oAWwvZzLhpkLMzsHGAd8zd0PHBrv7uuDnyuB2UT+qqiSXO6+PSrLs0BaeZcNM1eUayi1+x/i9iqPsrKHub3KxcyGEPkdXuru2w+Nj9peW4BpVN6h1SNy9z3unh8MzwTqm1kbkmB7BQ73/gple5lZfSLF4Xl3nxpjlvDeY2GcWEmWB5E9pJVEDjkcOrE1sNQ8t/PfJ6lfDIYH8t8nqVdSeSepy5PreCIn5fqUGt8KaBgMtwGWU0kn68qZq0PU8OXAXP/PCbFVQb5WwXDrqsoVzNePyAlDq4rtFfUa3Sn7pOtF/PcJxE/D3l7lzNWVyHm1U0qNbwo0ixr+CBhZhbnaH/r9EfmgXRNsu3K9B8LKFUxvQeQ8RdOq2l7Bv30S8JvDzBPae6zSNm6yPoic4V9G5MN2XDDuQSJ/lQM0Al4K/rN8CvSMWnZcsNxS4IIqzvUOsBmYHzymB+NPAbKD/yDZwC1VnOtRYGHw+rOAflHL3hxsx1zgpqrMFTy/H3is1HJhb68XgI1AIZFjvLcA3wW+G0w34A9B7mwgvYq215FyPQvsjHp/fR6M7xlsqwXB73lcFef6ftT7ay5RBSzWe6CqcgXz3EjkwpXo5cLeXqcROceRFfW7urCq3mNqtSEiIjHV9HMQIiJSQSoQIiISkwqEiIjEpAIhIiIxqUCIiEhMKhAiFWRmLc3se8FwRzObnOhMIpVJl7mKVFDQG2eGuw9KdBaRMKgXk0jFPQb0MrP5RL6h3d/dB5nZjcBlRL5Z2wf4BZFv/14PHAAudPcdZtaLyBec2gL7gO+4+5Kq/keIlEWHmEQqbiywwt2HAneUmjYIuAI4EXgY2OfuxwMfA98O5pkA/MDd04CfAU9XRWiR8tIehEg4Znmkf3+eme0m0gUXIq0QhgTdOU8BXorcfgSI9P0SSRoqECLhOBA1XBL1vITI/7s6wK5g70MkKekQk0jF5RG5DWTcPNLTf5WZfR3+/77Cx1VmOJGjpQIhUkEeuYfCh8GN7p+swCquA24xs0OdQCvtFpoilUGXuYqISEzagxARkZhUIEREJCYVCBERiUkFQkREYlKBEBGRmFQgREQkJhUIERGJ6f8ASQsmFWOmIA8AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots() # by default 1 row, 1 column, 1 axe\n",
     "ax.plot([1, 2, 3])\n",
@@ -306,7 +237,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "57e41359-cf96-4bf3-ac6c-f7778bf46b43",
    "metadata": {},
    "outputs": [],
@@ -335,142 +266,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "11b3d419-688e-47fc-882e-4cc5167283e5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>City</th>\n",
-       "      <th>Year</th>\n",
-       "      <th>Tmp</th>\n",
-       "      <th>std</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Barcelona</td>\n",
-       "      <td>1995</td>\n",
-       "      <td>62.019178</td>\n",
-       "      <td>9.569756</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Barcelona</td>\n",
-       "      <td>1996</td>\n",
-       "      <td>61.125956</td>\n",
-       "      <td>9.420765</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Barcelona</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>62.612329</td>\n",
-       "      <td>9.827235</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Barcelona</td>\n",
-       "      <td>1998</td>\n",
-       "      <td>60.273973</td>\n",
-       "      <td>19.750126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Barcelona</td>\n",
-       "      <td>1999</td>\n",
-       "      <td>61.204658</td>\n",
-       "      <td>13.904526</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>177</th>\n",
-       "      <td>Rome</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>61.185246</td>\n",
-       "      <td>15.914193</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>178</th>\n",
-       "      <td>Rome</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>61.377808</td>\n",
-       "      <td>11.916595</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>179</th>\n",
-       "      <td>Rome</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>60.821370</td>\n",
-       "      <td>20.327932</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>Rome</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>59.215068</td>\n",
-       "      <td>23.514064</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>181</th>\n",
-       "      <td>Rome</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>52.676119</td>\n",
-       "      <td>6.224294</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>182 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          City  Year        Tmp        std\n",
-       "0    Barcelona  1995  62.019178   9.569756\n",
-       "1    Barcelona  1996  61.125956   9.420765\n",
-       "2    Barcelona  1997  62.612329   9.827235\n",
-       "3    Barcelona  1998  60.273973  19.750126\n",
-       "4    Barcelona  1999  61.204658  13.904526\n",
-       "..         ...   ...        ...        ...\n",
-       "177       Rome  2016  61.185246  15.914193\n",
-       "178       Rome  2017  61.377808  11.916595\n",
-       "179       Rome  2018  60.821370  20.327932\n",
-       "180       Rome  2019  59.215068  23.514064\n",
-       "181       Rome  2020  52.676119   6.224294\n",
-       "\n",
-       "[182 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "temp = pd.read_csv(\"../data/fr_sp_it_temp.tsv\", sep=\"\\t\", header=0, index_col=0)\n",
     "temp"
@@ -478,259 +277,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "99d54202-c825-4dbc-8c25-b7631cb814e4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>City</th>\n",
-       "      <th>Year</th>\n",
-       "      <th>Tmp</th>\n",
-       "      <th>std</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>130</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>1995</td>\n",
-       "      <td>53.742192</td>\n",
-       "      <td>20.406326</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>131</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>1996</td>\n",
-       "      <td>52.293169</td>\n",
-       "      <td>15.207325</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>132</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>55.580000</td>\n",
-       "      <td>12.745185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>133</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>1998</td>\n",
-       "      <td>50.317534</td>\n",
-       "      <td>27.794295</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>134</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>1999</td>\n",
-       "      <td>54.565753</td>\n",
-       "      <td>13.990209</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>135</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2000</td>\n",
-       "      <td>54.337705</td>\n",
-       "      <td>10.345685</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>136</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2001</td>\n",
-       "      <td>53.944932</td>\n",
-       "      <td>12.074808</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>137</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2002</td>\n",
-       "      <td>52.743014</td>\n",
-       "      <td>18.722075</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>138</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2003</td>\n",
-       "      <td>54.562192</td>\n",
-       "      <td>13.721165</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>139</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2004</td>\n",
-       "      <td>53.585246</td>\n",
-       "      <td>11.761756</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>140</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2005</td>\n",
-       "      <td>53.407671</td>\n",
-       "      <td>14.983372</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>141</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2006</td>\n",
-       "      <td>54.199726</td>\n",
-       "      <td>13.030266</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>142</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2007</td>\n",
-       "      <td>53.572055</td>\n",
-       "      <td>12.962494</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>143</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2008</td>\n",
-       "      <td>52.381694</td>\n",
-       "      <td>15.655254</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>144</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2009</td>\n",
-       "      <td>53.061096</td>\n",
-       "      <td>14.640168</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>145</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2010</td>\n",
-       "      <td>51.648219</td>\n",
-       "      <td>13.601742</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>146</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2011</td>\n",
-       "      <td>55.001918</td>\n",
-       "      <td>10.339226</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>147</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2012</td>\n",
-       "      <td>53.256557</td>\n",
-       "      <td>11.453752</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>148</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2013</td>\n",
-       "      <td>52.088493</td>\n",
-       "      <td>14.922241</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>149</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>53.650411</td>\n",
-       "      <td>11.968851</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>150</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>53.434973</td>\n",
-       "      <td>15.680118</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>151</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>51.122951</td>\n",
-       "      <td>21.198085</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>152</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>54.367945</td>\n",
-       "      <td>11.949198</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>153</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2018</td>\n",
-       "      <td>45.773151</td>\n",
-       "      <td>36.811172</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>154</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>52.208219</td>\n",
-       "      <td>22.722815</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>155</th>\n",
-       "      <td>Paris</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>49.320149</td>\n",
-       "      <td>7.458857</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      City  Year        Tmp        std\n",
-       "130  Paris  1995  53.742192  20.406326\n",
-       "131  Paris  1996  52.293169  15.207325\n",
-       "132  Paris  1997  55.580000  12.745185\n",
-       "133  Paris  1998  50.317534  27.794295\n",
-       "134  Paris  1999  54.565753  13.990209\n",
-       "135  Paris  2000  54.337705  10.345685\n",
-       "136  Paris  2001  53.944932  12.074808\n",
-       "137  Paris  2002  52.743014  18.722075\n",
-       "138  Paris  2003  54.562192  13.721165\n",
-       "139  Paris  2004  53.585246  11.761756\n",
-       "140  Paris  2005  53.407671  14.983372\n",
-       "141  Paris  2006  54.199726  13.030266\n",
-       "142  Paris  2007  53.572055  12.962494\n",
-       "143  Paris  2008  52.381694  15.655254\n",
-       "144  Paris  2009  53.061096  14.640168\n",
-       "145  Paris  2010  51.648219  13.601742\n",
-       "146  Paris  2011  55.001918  10.339226\n",
-       "147  Paris  2012  53.256557  11.453752\n",
-       "148  Paris  2013  52.088493  14.922241\n",
-       "149  Paris  2014  53.650411  11.968851\n",
-       "150  Paris  2015  53.434973  15.680118\n",
-       "151  Paris  2016  51.122951  21.198085\n",
-       "152  Paris  2017  54.367945  11.949198\n",
-       "153  Paris  2018  45.773151  36.811172\n",
-       "154  Paris  2019  52.208219  22.722815\n",
-       "155  Paris  2020  49.320149   7.458857"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "paris = temp[temp.City == 'Paris']\n",
     "paris"
@@ -738,33 +288,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "b13ce1af-fcba-41a4-8270-15b18bbe6f9b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a5a144be0>]"
-      ]
-     },
-     "execution_count": 11,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Tmp'])"
    ]
@@ -787,66 +314,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "f9d20f59-c49b-442a-a882-c899590ce5ec",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a5a07c7c0>]"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'],paris['Tmp'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "bb79414d-cce0-4fa3-9ae1-4cbf55207e66",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a59fe71f0>]"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'],paris['Tmp'],\n",
     "         marker='o')"
@@ -854,33 +335,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "6e5b03a8-1502-4ecc-8a0c-623a4bc0932e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a59fc0cd0>]"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD7CAYAAABzGc+QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAATMUlEQVR4nO3df6zddX3H8eebAtoxsLDedtJSi1PqTFwFr4QIkzFjq8hso5kzUYeia2bMxsws0qn/uBirLM6ZLJsdg2AmUxPbynQC3TpiFofj1oIFoQikblzQgtLJsiq0vPfH+V45vd57zzn3nm/P93PO85Hc3O/5nB98Ppx+X/f7fX8/3+83MhNJUnlOGHQHJEnzY4BLUqEMcEkqlAEuSYUywCWpUAa4JBWqqwCPiAMRsS8i7oyIibb2P4qI+yLinoj4ZH3dlCRNd2IPr70kMx+fehARlwAbgLWZ+bOIWNb33kmSZtVLgE/3XmBrZv4MIDMPdnrD0qVLc/Xq1Qv4T0rS6NmzZ8/jmTk2vb3bAE/g1ohI4LOZuQ04B/jNiPgY8FPgA5l5x1wfsnr1aiYmJuZ6iSRpmoj4/kzt3Qb4RZk5WZVJdkXEfdV7zwAuAF4JfCkiXpjTzs2PiE3AJoBVq1bNt/+SpGm6OoiZmZPV74PADuB84GFge7b8J/AMsHSG927LzPHMHB8b+4U9AEnSPHUM8Ig4JSJOnVoG1gF3AzuBS6r2c4CTgcdn+RhJUp91U0JZDuyIiKnX35iZN0fEycB1EXE38BRw+fTyiSSpPh0DPDMfAtbO0P4U8PY6OiVJ6mwh0wiHxs69k1xzy34eOXSYM5csZvP6NWw8d8WguyVJcxr5AN+5d5It2/dx+OmjAEweOsyW7fsADHFJjTby10K55pb9Pw/vKYefPso1t+wfUI8kqTsjH+CPHDrcU7skNcXIB/iZSxb31C5JTTHyAb55/RoWn7TomLbFJy1i8/o1A+qRJHVn5A9iTh2odBaKpNKMfIBDK8QNbEmlGfkSiiSVygCXpEIZ4JJUKANckgrlQUypEF6zR9MZ4FIBvGaPZmIJRSqA1+zRTAxwqQBes0czMcClAnjNHs3EAJcK4DV7NBMPYkoF8Jo9mokBLhXCa/ZoOksoklQot8CPg2E4AWMYxiANGwO8ZsNwAsYwjEEaRpZQajYMJ2AMwxikYWSA12wYTsAYhjFIw8gSSs3OXLKYyRmCbq4TMJpWb57PGKRBaNq6Uze3wGvW6wkYU/XmyUOHSZ6tN+/cO3kcejszTyJRCZq47tTNAK/ZxnNX8PE3vYwVSxYTwIoli/n4m14261ZBE+vNvY5BGoQmrjt1s4RyHPRyAkZT681NO4lk1HaV1VlT1506uQXeMF60qLNR3FVWZ6O47hjgDWO9ubNR3FVWZ6O47lhCaRgvWtTZKO4qq7NRXHe6CvCIOAA8CRwFjmTmeNtzfwr8BTCWmY/X0clR07R6c9M4rVGzGbV1p5cSyiWZ+fJp4X0WsA74r773TF3buXeSC7fu5uyrv8aFW3cPfS14FHeVpZkstITyl8BVwFf60BfNwyhep2QUd5WlmXQb4AncGhEJfDYzt0XEBmAyM++KiFnfGBGbgE0Aq1atWmh/Nc1cB/SGOdBGbVdZmkm3AX5RZk5GxDJgV0TcB/wZrfLJnDJzG7ANYHx8POfdU83IA3rS6OoqwDNzsvp9MCJ2ABcDZwNTW98rgW9HxPmZ+YN+dtATNubmAT1pdHU8iBkRp0TEqVPLtLa678jMZZm5OjNXAw8D59UR3p6wMTcP6Emjq5st8OXAjmpL+0Tgxsy8udZeVUa1vtsLD+hpUNw7HryOAZ6ZDwFrO7xmdb861M76bneaeEDPlXu4jeLspyZq9Kn0o3htg2HQxNLXqM2Vr5uXM2iGRge49d0yNW3lbuIflNK5d9wMjQ5wr0Ndpqat3E37gzIM5rt37J5QfzX+YlZNrO9qbk27jVzT/qAMg83r1xxTA4fOe8fWzfuv0VvgKlPTbiPnsZT+m8/esXtC/df4LXCVp9epjXVPF53P1qI663Xv2D2h/jPAVYsm3UZuVOfKN20qp2cN958BroE7Hiv2qB1LaWK92T2h/rMGroFzumj/NbHe7Kyy/nMLXAM3qiWOOjW13jxqe0J1M8DVCMOwYjep5my9eTRYQpH6oGlne1qWGg0GuNQHTas5W28eDZZQpD5oYs15GMpSmptb4FIfeLanBsEAl/rAmrMGwRLKCGrSbIlh4VRIDYIBPmKaeIbesLDmrOPNEsqIadpsCUnzZ4CPmCbOlpA0Pwb4iHG2hDQ8DPAR42wJaXh4EHPEOFtCGh4G+AhytoQ0HAxwaQbOlVcJhi7AXfG0UM6VVymG6iBm0y7pqTI5V16lGKot8Lrvbq7R4Fx5zaZpe/hDtQXuiqd+cK68ZtLEPfyhCnBXPPWDc+U1kyaW1oYqwF3x1A+jejebnXsnuXDrbs6++mtcuHW3x46maeIeflc18Ig4ADwJHAWOZOZ4RFwD/A7wFPAg8K7MPFRTP7viSSrql1GbK+/Mm86aeKPoXg5iXpKZj7c93gVsycwjEfEJYAvwwb72bh5GbcWT+sEJAJ1tXr/mmD9yMPg9/HmXUDLz1sw8Uj28HVjZny5JOt6aWB5omiaW1rrdAk/g1ohI4LOZuW3a81cAX5zpjRGxCdgEsGrVqvn2U1KNmlgeaKKm7eF3uwV+UWaeB7weeF9EvHrqiYj4EHAE+PxMb8zMbZk5npnjY2NjC+6wpP5zAkCZutoCz8zJ6vfBiNgBnA98IyLeCVwGvCYzs7ZeSqqVEwDK1DHAI+IU4ITMfLJaXgd8NCJeB1wFXJyZ/1dzPyXVrGnlAXXWzRb4cmBHREy9/sbMvDkiHgCeA+yqnrs9M/+wtp5KQ6Zpp2WrPB0DPDMfAtbO0P6iWnokjQDnXasfhupMTKkUTTwtW+UxwKUBcN61+sEAlwbAC6+pHwxwaQCcd61+GKobOkilcN61+sEAlwbEeddaKEsoklQoA1ySCmWAS1KhrIFLaiwvNzA3A1xSI3m5gc4soUhqJC830JkBLqmRvNxAZwa4pEbycgOdGeCSGsnLDXTmQUxJjeTlBjozwCU1lpcbmJslFEkqlAEuSYUywCWpUAa4JBXKAJekQhngklQoA1ySCmWAS1KhPJFnHrxGsaQmMMB75DWKJTWFJZQeeY1iSU1hgPfIaxRLagoDvEdeo1hSUxjgPfIaxZKaoquDmBFxAHgSOAocyczxiDgD+CKwGjgAvCUzn6inm83hNYolNUVkZucXtQJ8PDMfb2v7JPDjzNwaEVcDp2fmB+f6nPHx8ZyYmFhglyVptETEnswcn96+kBLKBuCGavkGYOMCPkuS1KNuAzyBWyNiT0RsqtqWZ+aj1fIPgOV9750kaVbdnshzUWZORsQyYFdE3Nf+ZGZmRMxYi6kCfxPAqlWrFtRZSdKzutoCz8zJ6vdBYAdwPvDDiHg+QPX74Czv3ZaZ45k5PjY21p9eS5I6B3hEnBIRp04tA+uAu4GbgMurl10OfKWuTkqSflE3JZTlwI6ImHr9jZl5c0TcAXwpIt4NfB94S33dlCRN1zHAM/MhYO0M7T8CXlNHpyRJnXkmpiQVygCXpEIZ4JJUKANckgplgEtSobylmiTVqM576BrgklSTuu+hawlFkmpS9z10DXBJqknd99A1wCWpJnXfQ9cAl6Sa1H0PXQ9iSlJN6r6HrgEuSTXaeO6K2m56bglFkgplgEtSoQxwSSqUAS5JhTLAJalQBrgkFcoAl6RCGeCSVCgDXJIKZYBLUqEMcEkqlAEuSYUywCWpUAa4JBXKAJekQhngklQoA1ySCmWAS1Khug7wiFgUEXsj4qvV49dExLcj4s6I+PeIeFF93ZQkTdfLFviVwL1tj/8GeFtmvhy4EfhwH/slSeqgqwCPiJXAG4Br25oTOK1afh7wSH+7JkmaS7d3pf80cBVwalvbe4B/jojDwE+AC/rbNUnSXDpugUfEZcDBzNwz7an3A5dm5krgeuBTs7x/U0RMRMTEY489tuAOS5JauimhXAi8MSIOAF8AfjsivgaszcxvVa/5IvCqmd6cmdsyczwzx8fGxvrRZ0kSXQR4Zm7JzJWZuRp4K7Ab2AA8LyLOqV72Wo49wClJqlm3NfBjZOaRiPgD4MsR8QzwBHBFX3smSZpTTwGembcBt1XLO4Ad/e+SJKkbnokpSYUywCWpUAa4JBXKAJekQhngklQoA1ySCmWAS1KhDHBJKpQBLkmFMsAlqVAGuCQVygCXpEIZ4JJUKANckgplgEtSoQxwSSqUAS5JhTLAJalQBrgkFcoAl6RCGeCSVCgDXJIKZYBLUqEMcEkqlAEuSYUywCWpUAa4JBXKAJekQhngklQoA1ySCmWAS1KhDHBJKlTXAR4RiyJib0R8tXocEfGxiLg/Iu6NiD+ur5uSpOlO7OG1VwL3AqdVj98JnAW8JDOfiYhlfe6bJGkOXW2BR8RK4A3AtW3N7wU+mpnPAGTmwf53T5I0m25LKJ8GrgKeaWv7NeD3ImIiIr4eES+e6Y0Rsal6zcRjjz22sN5Kkn6uY4BHxGXAwczcM+2p5wA/zcxx4O+A62Z6f2Zuy8zxzBwfGxtbcIclSS3d1MAvBN4YEZcCzwVOi4h/AB4Gtlev2QFcX08XJakeO/dOcs0t+3nk0GHOXLKYzevXsPHcFYPuVtc6boFn5pbMXJmZq4G3Arsz8+3ATuCS6mUXA/fX1UlJ6redeyfZsn0fk4cOk8DkocNs2b6PnXsnB921ri1kHvhW4M0RsQ/4OPCe/nRJkup3zS37Ofz00WPaDj99lGtu2T+gHvWul2mEZOZtwG3V8iFaM1MkqTiPHDrcU3sTeSampJF05pLFPbU3kQEuaSRtXr+GxSctOqZt8UmL2Lx+zYB61LueSiiSNCymZpuUPAvFAJc0sjaeu6KowJ7OEookFcoAl6RCGeCSVCgDXJIKZYBLUqEiM4/ffyziMeD783z7UuDxPnanBI55NDjm0bCQMb8gM3/hcq7HNcAXIiImqkvXjgzHPBoc82ioY8yWUCSpUAa4JBWqpADfNugODIBjHg2OeTT0fczF1MAlSccqaQtcktRmoAEeEddFxMGIuLutbW1E/EdE7IuIf4qI06r2kyPi+qr9roj4rbb33BYR+yPizupn2fEfTWcRcVZE/FtEfDci7omIK6v2MyJiV0R8r/p9etUeEfGZiHggIr4TEee1fdbl1eu/FxGXD2pMnfR5zEfbvuObBjWmTuYx5pdU/+Z/FhEfmPZZr6v+bT8QEVcPYjzd6POYD1Tr+Z0RMTGI8XRjHmN+W/Vvel9EfDMi1rZ91vy+58wc2A/wauA84O62tjuAi6vlK4A/r5bfB1xfLS8D9gAnVI9vA8YHOZYux/t84Lxq+VRa9xF9KfBJ4Oqq/WrgE9XypcDXgQAuAL5VtZ8BPFT9Pr1aPn3Q46tzzNVz/zvo8dQ05mXAK4GPAR9o+5xFwIPAC4GTgbuAlw56fHWOuXruALB00GOqYcyvmlpPgde3rc/z/p4HugWemd8Afjyt+RzgG9XyLuDN1fJLgd3V+w4Ch4Ci5pFm5qOZ+e1q+UngXmAFsAG4oXrZDcDGankD8LlsuR1YEhHPB9YDuzLzx5n5BK3/T687fiPpXh/HXIxex5yZBzPzDuDpaR91PvBAZj6UmU8BX6g+o3H6OOZizGPM36zWV4DbgZXV8ry/5ybWwO/h2c7/LnBWtXwX8MaIODEizgZe0fYcwPXVLtdHIiKOX3fnJyJWA+cC3wKWZ+aj1VM/AJZXyyuA/25728NV22ztjbbAMQM8NyImIuL2iNhYf48Xrssxz2aYv+e5JHBrROyJiE319LK/5jHmd9Pa04QFfM9NvKHDFcBnIuIjwE3AU1X7dcCvAxO0Tsf/JjB1S+m3ZeZkRJwKfBl4B/C549rrHkTEL9Pq559k5k/a/95kZkbE0E0N6tOYX1B9zy8EdkfEvsx8sKYuL5jf87zHfFH1PS8DdkXEfdXeeiP1OuaIuIRWgF+00P9247bAM/O+zFyXma8A/pFWbYjMPJKZ78/Ml2fmBmAJrZoTmTlZ/X4SuJHWLkkjRcRJtL7sz2fm9qr5h1Nlgur3wap9kmP3MlZWbbO1N1Kfxtz+PT9E67jHubV3fp56HPNshvl7nlXb93wQ2MHwrM9ExG8A1wIbMvNHVfO8v+fGBXj1V5eIOAH4MPC31eNfiohTquXXAkcy87tVSWVp1X4ScBlw94wfPmBVaefvgXsz81NtT90ETM0kuRz4Slv770fLBcD/VLtmtwDrIuL06gj3uqqtcfo15mqsz6k+cylwIfDd4zKIHs1jzLO5A3hxRJwdEScDb60+o3H6NeaIOKXak6Za39cxJOtzRKwCtgPvyMz7214//++530dme/mhtYX9KK0DGQ/T2q24ktaW9f3AVp492Wg1sJ/WgYJ/obU7DXAKrRkp36FVP/8rYNEgxzXHeC+iVd/7DnBn9XMp8CvAvwLfq8Z2RvX6AP6a1l7IPtpm2tAqNT1Q/bxr0GOre8y0juDvo3UsZB/w7kGPrY9j/tXq3/9PaB2cfxg4rXru0mpdeBD40KDHVveYac3EuKv6uWfIxnwt8ETbayfaPmte37NnYkpSoRpXQpEkdccAl6RCGeCSVCgDXJIKZYBLUqEMcEkqlAEuSYUywCWpUP8PuBv7Z2ufBecAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'],paris['Tmp'],\n",
     "         marker='o',\n",
@@ -890,33 +348,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "5942e686-e65c-40d4-a58e-54828f4186b3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a59f25c40>]"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'],paris['Tmp'],\n",
     "         marker='s',\n",
@@ -927,33 +362,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "540467bb-46ff-444c-b575-6abe145a20b3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f8a59e97160>]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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RHrejVeZbelfGGtCFsCNRKSnMePNNhi9cyPH16yna0e6z5Xa52nziKOPuu0EpvvjJTwxp+jq1fTuJw4dzzsMPu7RfWLduTHv5ZeIHDqRo506Xz+sP3AngicOHk5KR4VTaBk/4WzqDiiNHaKiu7rCDQlfj9yMxR2dl2QO41trt2veZggKOff21U6MGlVLM/Ne/GLRggVvnsqmwBnBvt4E7GnL99UQkJrLLmuHQVZXHjnF6926nHl62Jjwujh7jx7dY7u6HO+Puu5n+xhtufZmGx8cz/c03Obp6taHPUjpLaV4e4XFxTt01Oirbv5+tTz1FY12dl0rmf+kMSm2TlFs7KOz861/Z/sc/+qQsncnvA3hUSgoD5s4FLJMhRCQmunWcpNGjmbd+favBxVsqDh8mNCamzVGf3hAWE8PwW27h+IYNTt1tNGeuq6PvpZe63Hzi6LynnmpRO3P1w7375Zc5/cMPgKVJxF2hUVEkjR3rdznWnVGal0fC0KEu16bPFBSw74MPWh3gZRR7vh6HphqtNbtffJFT27Z1+ojQkpwcVEgI8dYc/6d/+IHj333XqWXwBb8P4GD5to8fOJDG6mqOff2128dRSjn9Ydjzt7/x5fXXu30usNTAY/v29frtbHODr72WC19+ucPukq2J69+fKX/8I908ePAa3aMHA+bNaxLE+11xhdNNX7Wlpex7/30OG5Tbw99qi87QZrMlgLvQfGKTdt55zFu3jqTRo71Qsv8YnZWF7S/bFBZGrylTOLB8OatuvJGPL7uMHX/+c5OpA43uVeaoJDeXuAED7Hdq4fHxMpDHX0SlpDBz2TKie/Yk79133TrGujvv5MfXXnN6+8jkZGLT0z2qSVQcPtwpDzCbC4uJodeUKSilXCp/TUlJuzk3XOEYNJXJxJj//m8ANv3612x86CEOff65/QPW/IO9dPJkqk6c4PjGjYaUxXYXZ/tCCYQ80ZVHj9JQVeVWADeFhtq7WnqzJhyVksLAn/zEMtPU/Plc8NxzzFu3jolPPkls3778sGQJX91yC+bGRgC6jxrltXbzkpycJu3fEXFxEsD9iSkkhMFXX83J77+n7MABl/ZtrK3l2Nq1Lr2hA+fOZdJTT3lUex65eLG9+ccX9vztb6y3Jr9yxsHly/l01ixDUtY6psQddPXV9mBpCg3l+LffsvH++1l6/vmsuukmTOHhrTZxGJlbxfELRZvNDPHw7srbqgsLCYuLcyuAA1QVFrJiwQLD7mJaU1dWZs+aabubCYuJYcDs2Vz0t78xZ80aJv/hD/Z85QXr13tl1LA2mxl6ww2kz5plXxYeH099ZSXm+nqPju3vAiaAAwycPx9TWBh7XayFl+3bh25stD/gcJbW2qNhyQPnzm0zk19nCAkPJzQqyumHWekzZzLxySdbTR3rjuYfboDxjzzC3G++YfpbbzFi0SIazpyheOdOr08j5/iFohsbOfTpp4Yd2xt6ZGbyk40bSRo1yq39o5KTqSku9tqgnvrKSj665BIOffaZPZ1BizKkpJBqfebUWFvLwHnzSJs82fA7IWUyMWLRIs6aOtW+LDw+HqDTUx13toAK4JFJSfS99FKX5wC0z2jiQhejyiNH+NeECW7XYKpPnaIkJ8enNYBhN9/MpN/9zum0mtGpqQyYPduw8zvmKnFkCgkhJSODsXfdxcylS5nz1VeWGdatdzveauKwfaGcNW0auW++SU1JiaHHN5pSqkXbvbO+WLCA6pMnOfb1117peaO1ZsSiRaROmODU9qFRUYz5+c+Z6DCxiVFf0pXHjlFVWNhkWYQtgHfxZpSACuBgeUBXX1lpH2zijJLcXEKiolx6MBfRvTsNZ864PZgnf+VKVsyfT21pqVv7G6nkxx/tX2JtObpmDQeWL/dJPunotDQm/9//2b9ovPWA0faFknH33TRUV5Pz6quGn8Mo3/z85x5NKuLtnjfhsbGMuv12lwdrRaWk2LvV9p8925Av6Z1//StfXnNN0/JZA3itBHD/kpyRwUV//zv9r7rK6X1Kc3NJGDzYpYlfw2JiCI+L44ybAbz3RRcx5Y9/JLKNabA6i7m+nq9vv51tv/tdu9vtWbKE3Dfe6PQeMzaOTRzefsAYP2gQ6TNnkvv229QUF3vtPO4yNzairQ/+3DU6K6vF37tRX4wVhw+T/+WXbvczH2ZN7tbLocnDE8N++lPGP/JIk2XhUgP3T0op0iZOdDoYa63tORJcFZ2WRpWbeUVievak76WX+iwg2pjCwhixcCEnN22iMDu71W3OHD9O8Y4dHvX9NkJrbebeMiorC3NtLT/84x9eP5erTCEhXPjiix5NTmH/QrT1BDIoSyVA3rvvsvGBB9xOWtZn+nTgP4NvPNV95MgWU85FJCQQlZLi8Rehvwu4AG7zw5IlZD/RYlR/C1XHj1NfXu7WJMbRHszMc/iLLyjdt8+tfY026OqriUxKanN05hFrc1QfHwfwttrMvSF+wADSr7iCve+8Q7UBeeqN7ONsVDPW6Kws+wNDo7JUNtbVceiTTzjroouIdHNQXURCAonDhnHi++89Lk/VyZMcWbWK+srKJstj+/Zl7tq17c4l2hUEbACvLS2luqiow14iJR1MYtyeGDdn5jE3NLDxwQf9pqdDaFQUI269lZObN3Nyy5YW6/NXriRh6FBDpn0LJKNuvx1zQ4N9DkVPGJkbZNvTT/NFszZddzTPUmlL7eCJY19/TW1JCQPnzfPoOKkTJ1K0fTsNNTUeHef4xo2sv/tuQ76EA1HABvCMe+/l/Gef7fApfUh4OD3Gj3erP210z57UlZXRUFXl0n5Vx4+jGxp8MoinLYOuvprI5OQWtfAz1gkAfN184gtx6emWeTWXLvW4u5mRoz1P//hjhymPXSlXytlnE5GYyL4PPvD4ePuXLiU6LY20SZM8Ok7axImY6+sp+ve/PTpOSU6OpYNCK5+1DQ88QM4bb3h0fH8XsAHc1rZckZ/fbu7jnpMnc8lrrxHWrZvL57AlEXL1QaZtNKM/BfDQyEhG3HorhVu2cHLzZvty2ww6wRjAAcb8/Odc9t57HU5Z1pHw+HhL5kxr4HW3K6TW2p4DxQhRKSlMf/NNLnn9dSY+/rhHxzpTUMDxjRsZMGeOSx0CWpMybhwqNNTjZpTS3FwShgxptTz1lZU0eljD93cBG8ABTv3733wya1a7+VE8SWwf42Ze8M5MI+uKQQsWEJWSwq7nn7e3s+Z/+SUJQ4Z0OEtRVxWdlmZPgOTuoC1zQwPr776b+ooKsP6/ulv7rjp+nPqKCsPTosYPHIgpNJSG6mq329gPfPQRaG3I6OKwmBiSx4zxKIBrrVsMoXd04QsvMHLxYrePHwgCOoAnjRlDdFoaee+80+r6hqoq3h8/3uWRmzax6ekMnD/f5QyIFfn5hEZF+bwLYXOhkZGMuO02CrOzKdy8maoTJ4K2+cSR1poN999PtnU2c1f33fL44xR88w09MjPt85O62+PDnRzgzirbt4+PL72UY2vXuryvNps58NFHpE6c6Fae+NakTpxIXXm5290RzxQUWL7s3Eja1lUEdAA3hYQw+JprOLlpU5OsZzaNdXUMu/FGt7LygeX2c8Jjj7k8WKEiP59uPshC6Iz91tlSvlq4kI8uvhiwTFnm77mxvUkpRXRaGlE9eri87+4XX2T/Bx8wcvFiBl9zDRl33UXKOecw8v/9P3sSJ1fYA/jgwS7v25HY9HR6Tp5MtBvXeXLTJs4cO+bxw0tHoxYv5qoVK5weKdycLV1uWwF8x5//zFeLFrldvkAQ0AEcYKA1bene995rsS4iIYGMe+4hxYPRZ9psbtFFqSOV1jSy/ig5I8OvZlLxF2ffe6/LTR77ly5l1/PP03/2bMbceSdg+dKf9NRTfPWzn7k1qXJJXh4xvXu79cymI6awMM576im6jxzp8r7abKbH+PH0ueQSQ8vjiZKcHFCqzS+7uvJyw/qa+6uAD+Dt5Uc5U1Dgcg+S5lbdeCPr777b6e3NDQ1UHjnitwE8EHNjdxatNUe++orKo0c73PbYunVsfvRRek6ezIRHH21ytxWdloY2m8lzYyh8aW4uiV5oPnFUdfIkO597zqXnQ7bOAJ5OM9jcD3//O6t/9jO39i3JySE2Pb3NCT8iEhKoKy/3KCGdvwv4AA4w+LrrqK+sbNHvesP997M2K8uzY197rUsPbapOnMDc0OB3DzBtms8zauQIvUBXU1zMxvvvZ3cHE0IX79rFt/fcQ8LQoUx59tlWZx8acv31FG3fzuk9e5w+f2NtLRWHDnml/dtR8c6d7H7pJQ599plT25fu2+fyXaizbFPGuZP0rSQ3t9327/D4eMsddBfOSNglAnjy2LEkDhtG3jvv2J+w22ap9vTD0P/KK+l3+eVObx+dmsqs5cs5y49HgI3OyrL3MzaFhEjt2yoqOZlB11zDwY8/bnNii4rDh1n7X/9FZFISF77wgn3ihOYGzJ1LaFSUSwmpGmtqGHrTTR73se5I70suIXH4cHa98EKHgVNrzcYHHmCtl/5GBi1YwKSnn3arOeXSd9/l7HvvbXN9MCS06hIBXCnF4Ouuo2zvXk5t2wZY0sE2VFd73J+2oaaG0r17nX5SbgoLI2HQILeHGXeGzkwcFWhGLFqEKSyszVq4KTyc+IEDmfbyy+3+v4XHxtJ/9mwOf/650wmzwuPjGXf//fQ45xy3yu4spRRj7ryTM0ePsn/Zsg63P/c3v7G38XuD1tqt1L6RiYnt5q4PhpSyXSKAA/S7/HKievSg3DpbjydD6B0VrFvH53PmUN5KL5fWHF2zhv0ffujROTtDZyaOCiRRyckMue46Dn/6KeUHD9qXN9TUYG5sJKZnTy557TWn+s0Puf56zPX1To+ArCospLG21t2iu6TX+eeTnJHB7pdeavecSimSx4wh9dxzvVaWLY8+yhcLFrjUP71g/Xp2v/RSu3cQUgMPIKFRUcxeuZJBCxYAlodBymQi3sPuWK6OxjywfDm5//ynR+fsDJ2ZOCrQDF+4kJCICHa9+CJgaY779p572Pjggy4FmfiBA0mbNIm9773nVBvvdw8/zOqbb3a73K5QSjH2zjupPnmy1R5cYPnS2vL44y5PYeiqxGHDqDp+3D4AzhmFW7aQ9/bbLXKeOwqGlLJdJoCDpflCa011URElubnE9utHaGSkR8d0dTTm+c8+yyUuTJ4s/M/Xt91GQ3U1hz/7jLdHjuSd0aMp+OYbirZtc7lv/5Drr6f65EmOfPVVh9sOu/FGRtx6q7vFdlnqhAmkTpzID0uWtJoa9sjq1ex9911qvJwoKnXiRABObNrk9D4Z99zD7NWr230/pAklwKyYP593Ro1i2dSpHPv6a8oPHPB4GqnIpCRMoaFO5wVXJpP9m18EprYyC541bZrLx+p1wQV069PHnnOmPWddeKGh/aydMea//5ua4mLy3n67xboDS5fSrU8feljntfSW2PR0otPSOOnisPqOBgCFx8WRnJFBeEKCB6Xzb10qgCeNHWvvHmfj6SAVZTIRlZbmVBNKVWEh3z/yiGWAgQhYRvaVN4WEcNGSJUx65pl2tztTUMCpbdvcHlburpSMDHpNnUrO6683aQuvyM/n5ObNDJg71+15OZ2llCL13HM5uWmTU322yw8eZG1WFiU//tjudqawMGa89Rb9HGar72q6VAB37B5nY8QglZiePZ2qgZfv38+BDz+krrzco/MJ37L10jFq9vRuvXtjCglpNzgd/uILVt14o8cDz9wx7oEHWgzSObBsGcpk+k8+cS9LnTiR2tJS+/D49hTv2UPBunXttn97g5GTdhilSwVwoz94NtFpaU61gVf4YRpZ4R7HWrgRlYBja9eyfMYMak6fbnV9aV4e0WlpRPjgdj+uXz/iBw0CLF36zA0NHPjoI3pOmUJ0amqnlCHNhXbw0pwcTOHhTvUE+vaee/juF7/wtHiAsZN2GKVLBXAw/oMH1gB+8mSHyYkq8vMJiYx0KymS8C9G95Xv1rs3iUOHtjmi0YhBZ57QZjPf3ncf2//wB45v2EB1YaGhias6Ep2aSlz//px0IoCX5OQQP2iQU4N/4gYOJK5/fyOK6JdpKLpcAPfGIJWYnj3RjY3UFBW1u11Ffj7d+vTxepuh6BxG9pWPHzSIqc8/3+rdWWNdHeUHDvg0gH+xYAH5K1bw46uv8s1//RcA6+++u1ObB1InTKAwO7vdLpf2ScqdzDA65o47GHnbbYaUzzG2gH+koXAq0iilDimldimltiulsq3Lfq+UylFK7VRKLVNKJXi1pC4wepBK6oQJTPjtb9tMmmNTcfiw3+ZAEa7zRl/5ivz8Fg/fKg4dwtzQ4NMA7g/NA4OvvZYLnnvOHiBbU33qFLWnT7uUA9yoSaLBElscy+frgXCuVBWnaa0ztNaZ1t9XAaO01mOAPOBhw0vnJqM/eHH9+jFw7tx2p90yNzZashD26WPIOUXXo7Xm68WL2fr0002W20YNGzWNmjv8oXkgYfBg0iZObHc+UFsPL2dHWO9+6SXez8w0LIhHpaTYK2mxffv6fCCc2/f6WuuVWmtbPsrvAWOm6fBDWmuKd+1qM8ERQPXJk5jr6+UBpmiTUorB11xDYXZ2k66mpbm5mMLCiPPh3Zu3OgC4qmjnTva+/36b6235vZ39sguJiKCxpsbQ3j22CTH8oanU2RJoYKVSaqtSqrVJ5hYCK1rbUSm1WCmVrZTKPuXlEV3e9NXCha0OdrCp8NN5MIV/GThvHiFRUU3+lkrz8ixzVno4wYGnvNEBwFVHVq5k2zPPtNkfviQ3l5jevZ2ehNobw+nHPfggqRMmUH7wIA3V1YYd1x3OBvApWutxwEzgDqXUBbYVSqlfAg1Aq3kztdavaK0ztdaZKQGad0MpxQXPPcfQG25oc5u6sjJCo6PpJjVw0Y7w+Hj6X3EFhz79lNrSUgBDZ6H3hD9kqRy+aBHzvvmmzVGWkd2702vyZKeP542EVolDhzIqK4sBc+b4pN++I6d6wmutj1n/LVRKLQPOBdYppX4GXAFcrI18UuCHbP1U29L30kvpM2NGJ5VGBLIhN9zAvn/9i/0ffMCIW2/loiVLWowg9pXRWVmU7d/vs4dzHaVhzvzlL106ntH5ULTZzMGPPyY5I4MJjz1myDE90WENXCkVo5SKtb0GZgC7lVKXAQ8AV2mtffs11AlK9+7lwPLl7W6jlPLLiYyFf0kYPJjUc88l7913MTc0ED9okGF9lT3lD1kqDyxfzqZf/7rFcnfqiEY3odSWlvL9L3/J8Q0b0Gaz07nevcWZJpRU4Ful1A5gM/CZ1voL4K9ALLDK2r2w/XmoAtyR1av5/he/aDN38sYHHyQnANLICv9QeewYVceP8+7YsX4zLNtfnDl2jP1Ll9qbmGz2/etfLJ8+vc3RrK0xugklPD6eK1esIH3WLDY+9BArf/pTQ47rrg4DuNb6gNZ6rPVnpNb6CevyQVrrPtauhRla6y49M0CMNS94W0Pq68rLaayp6cwiiQDWs5Vp03w9LNtfpE6YAFpTuGVLk+UxvXrRIzOTCBdmuwqPiwOMq4GbQkKI7duXyMRE+l95JSNvu83Qfuau6txsMAEs2iEveGs9TS60Jv8Xwhmj77iD/cuWoR1mhvf1sGx/kTR6NKFRUZz4/nv6TJ9uX95ryhR6TZni0rFCIyMJiYw0LICf3rOHE5s2Mfiaa+h1/vmGHNMTvu/IGCBsAfyMk3nBhWhPVEoKA+fP93m/a38UEh5OSmZmk7wo2mymuoNUFm0ZOG8eicOHG1K2E5s2sf0Pf7D/XrZ/v30gli9IAHeSLStba00oB5Yt49Mrr3RrYlYRvPyh37W/Sps4kfKDB6k6eRKwjLNYNnUqBz/5xOVjZf7yl/S7/HJDylVTVERoVBRhMTGAJV/MzueeM+TY7pAA7qTQyEgiundvNYCX7d9P5dGj9i5LQjjDH/pd+6u0CRMAOGGdpcc2ctWW9tZVzsxJ6ozqU6eITE62/9591CiKd+3yWTu4BHAXRKeltdqEUpGfT6xkIRRuMDrxWleRMHQoEYmJ9mnWSnNzUaGhxA8c6PKxvr33Xr64+mpDylVTVESUQwBPGjWKmqIiqq13Cp1NHmK6ICYtzT5k3lFFfr6MwBRusfW7Fk0pk8kyzdrmzZYUsjk5xA8Y0OE8mK3pM326Yf21q4uKmnyJJI0eDUDxrl1EW3uqdSapMrogumfPFk0o2mymMj9fklgJYbDeF19MyrhxNFZXU5KTQ4ILKWQdpV92WbtpMFxRU1TUpAklcehQTKGhFO/aZcjxXSU1cBcM/9nPGHzttWit7SMuqwsLaaytlSRWQhis3+WX0+/yy6k5fZrqwkKnU8g211hbS01xMVGpqZg8SFnQWFdHXXl5kyaUkIgIEoYOpXj3breP6wmpgbsgplcv4gcMaDJcXubBFMJ7tNac+O47AJcmcXB0YPlyywhOD5tRbDNyOdbAwdIOfnrPnnYnrfYWqYG7oLa0lIOffELPSZPs7WC2NnFpAxfCWCvmz2+SN33NokWAJZDPXLrU6eM4JrSK9mC+Wls/9KhmAbz76NHsfe89yg8dIn7AALeP7w6pgbugobqabU8/TeHWrfZlFfn5mMLCfPIAQ4iuLGnsWFSz2XncSTdgVEKr7iNHMnftWstQf8dyOjzI7GxSA3dBdGoq8779loiEBPuy2PR0+l91lUdta0KIlkZnZXHwo49o9DDdgFEJrUwhIa321Y/r35/p//wniSNGeHR8t8rU6WcMYMpkIjIxsUkb+KCf/MQv8gIL0dUYNc2bUTnBj61bx64XXmgxaMcUEkLKuHGERkZ6dHx3SAB30f4PP+SHJUsAywMWo0Z4CSFaMiLdgFFNKCc3bSLv7bdbzflfkpvL9mefbXMqOG+RAO6iExs3su+DDwDLsNr3MjM5+PHHPi6VEF2TEekGQqOjUaGhHjehjLv/fuauXdvquopDh8h57bVWB/p5k7SBuyg6LY0jq1ejzWaUycSIhQtJGDLE18USosvydJo3pRQR8fGGpJQ1hbYeMs+aNo0FmzcTEhHh8TlcIQHcRdE9e2Kur6fm9GmikpMZe9ddvi6SEF2aEekGwg0I4Fsee4ykMWMYMGdOi3XuDPE3ggRwF8U4TOygzWZCIyPts34IIfzTsJtuatJ7zFVaaw58/DEhUVFtbrN/2TIKN2/mvKeecvs8rpI2cBfZ+ntXHT/O1iee4MvrrvNxiYQQHRm0YEGT2X1c1XDmDI3V1S0G8TiqOn6cg598Qv2ZM26fx1USwF1kn5nnxAlLGlnJgSKE36srL6fcmvbCHdVtDKN3lDR6NGjN6R9+cPs8rpIA7qKIhARCIiI4U1BAxZEjxPbp4+siCSE6sOuFF/hiwQK3969pYxi9o+6jRgGdOyJT2sBdpJQiOi2N07t301hdLTVwIQJAvyuuIGnMmCaZRF3hTA08MjGRmN69Od2JmQklgLshumdPTlnzoUgSKyH8X9KoUSRZa8juaCsTYYvzjB5N8Y4dbp/HVdKE4oZpL73E+EceASBOauBC+L26sjJObt5MfWWlW/tXFxWhQkM7nPc2adQozhQUGDYDUEckgLvBFBZGRX4+KjTU/lBTCOG/inbt4qtbbqF071639q8pKiIyKanDeW/tmQk7qRlFmlBc1DxH8btjxwKu5ygWQnQeTxNa6cZGuvXq1eF23YcPR5lMFO/ezVlTp7p1LldIAHdR0tixlO7di25stC9zJ0exEKLzeJpS1tnBOaHR0Zw1bRphMTFuncdVEsBdZM9R7BDA3c2SJoToHEallHXGBX/5i9fPYSNt4C4yKkexEKLzhMXGglJuBXBtNrM2K4sjq1Y5v4/WmB0qed4iAdwNRuQoFkJ0HmUyER4X51YTSkNVFTXFxU4Pka/Iz+fDCy7gyMqVLp/LVRLA3WBEjmIhROdyNyNhWLduXPb++61mIWxNTM+enHXhhUSnprp8Llc51QaulDoEVACNQIPWOlMp1R14D+gHHAKu1lqXeKeY/sfTHMVCiM5lVE7wjpjCwpj4+ONePw+4VgOfprXO0FpnWn9/CPhKaz0Y+Mr6e9Cw5SiW2rcQgSE8Pt6tJpT8lSv54uqrqT51yul9tNZU5OdjdpiQ2Rs8aUKZDdiyrL8OzPG4NEII4SUjb7uNjP/5H5f3qzxyhNN79hAaHe30Poc//5xPZs6kbP9+l8/nCmcDuAZWKqW2KqUWW5elaq2PW1+fALzf4COEEG7qkZlJ2sSJLu9XXVREaFSUS327u48cCeD1xFbOBvApWutxwEzgDqXUBY4rtdYaS5BvQSm1WCmVrZTKPuXCLYgQQhjpzPHjHFu3zuXufTVFRR0msWoutm9fwuLivJ5a1qkArrU+Zv23EFgGnAucVEr1BLD+W9jGvq9orTO11pkp0l4shPCRI6tX801WFvUVFS7tV1NU1G4e8NYok4mkkSO9nhOlwwCulIpRSsXaXgMzgN3Ax8DN1s1uBpZ7q5BCCOGpvjNmMOOdd1xqywZLE4qrNXCwJLYqzcujoabG5X2d5UwNPBX4Vim1A9gMfKa1/gJ4GpiulNoLXGL9XQgh/FJ0airJY8a4PIO8O00oYJmhRzc2Nkl+Z7QO+4FrrQ8AY1tZXgxc7I1CCSGE0erKyjiyZg2p48fTrXdvp/ZprKujrrzcre7C9tSyu3aR4qVkdzISUwgRFGpOn2bTr35F0fbtzu/jxFyYbYnu0YOoHj282hNFArgQIii4k1LW3NBAj8xMt6dOTBo92qs9USSdrBAiKITHxQGupZSN7duXS15/veMN2zBi0SIaa2vd3r8jEsCFEEHBFBpKWLdunZIPxSZ5bIvHh4aSJhQhRNAIj4+ntrzc6e1/fPVVPr3ySo9yex/75hsKs7Pd3r89UgMXQgQNV1PKRqWmkjRqFKaQELfO13wOXRuj5tCVAC6ECBquppTtN2sW/WbNcvt8SWPHUrpvH9ohK6GRc+hKE4oQImi4WgP3dFq00VlZLWrvRs7iJQFcCBE0XM0J/smsWWx+9FG3z+ftOXQlgAshgsaIRYu4+NVXndpWa03NqVMupZFtjTfn0JUALoQIGt3OOouEQYOc2ra+spLG2lq38qA48uYcuhLAhRBBo/LIEXLfeova0tIOt7UNo/c0gIOlFp5yzjmGz6ErAVwIETRK9+5l65NPcqagoMNtqz3Ig9Kct+bQlW6EQoigkTZpEvPWr7fnRWmPkTVwb5EALoQIGqGRkYRGRjq1rZE1cG+RJhQhRNBoqK5mx1/+QuHWrR1uW1NUhCk01J4Eyx9JABdCBA1lMrHn5Zc55WQAj0xOtncB9EfShCKECBohERGEREU5NZgn5ZxziO7ZsxNK5T4J4EKIoOJsPpSB8+Z1Qmk847/3BkII4QXhcXFOBfD6M2fQWndCidwnAVwIEVScyYdibmzkg4kT2fX8851UKvdIABdCBBVnmlB0YyMZ99xDz0mTOqlU7pE2cCFEUHEmpWxIeDjDb7mlk0rkPqmBCyGCijNNKHXl5VTk52N2mIjBH0kAF0IElYj4eMx1dTTU1LS5zdE1a/hk5kyncqb4kgRwIURQGXL99Vy9ZQshERFtbmPPg5KU1FnFcou0gQshgkpodHSH21QXFREaHe3xZA7eJjVwIURQOVNQwLZnnqHswIE2t7ENo/d3EsCFEEGlrqyMfe+/T+XRo21uU11U5NdZCG2kCUUIEVQShw/n6uzsdrepKS4mYfDgTiqR+6QGLoQQzVR3tSYUpVSIUurfSqlPrb9frJTappTarpT6Vinl3EyhQgjhY9//8pfsX7as1XWNtbXUl5cHRBOKKzXwu4AfHX5/EbhBa50BvA38ysByCSGE1xR8+y3FO3a0uq6muBjw76nUbJwK4Eqp3sDlwBKHxRqwTVURD/h3j3chhLCKaGc0ZlhMDOMfeYSUs8/u5FK5ztmHmH8CHgBiHZbdCnyulKoGyoGJxhZNCCG8Izw+nrrS0jbXDb722s4tkJs6rIErpa4ACrXWzecg+h9glta6N/Aq8Mc29l+slMpWSmWfOnXK4wILIYSn2suHUnXiBCW5uZgbGzu5VK5zpgllMnCVUuoQ8C5wkVLqM2Cs1nqTdZv3gFbzLmqtX9FaZ2qtM1NSUowosxBCeKS9lLL7P/yQFfPng9ncyaVyXYdNKFrrh4GHAZRSFwL3AXOAE0qpIVrrPGA6TR9wCiGE32ovpWz65ZeTMHQoprCwTi6V69wayKO1blBK3QYsVUqZgRJgoaElE0IILwmPj6ehuprGujpCwsObrItLTycuPd1HJXONSwFca70WWGt9vQxovSOlEEL4sYj4eMAyrD6qWdNuwfr1RCYl0X3ECF8UzSUyElMIEXQiEhOJTEqioaqqxbotjz1Gzhtv+KBUrpNcKEKIoNP30kvpe+mlLZZrrQMmkRVIDVwIIezqKyow19UFxChMkAAuhAhCtaWlrLvzTgrWr2+y3DaMXmrgQgjhp0yhoVQeOUJ9ZWWT5dW2qdQCJIBLG7gQIuiEdevGrFayEdrmwpQauBBCBJhAq4FLABdCBKUN993HtmeeabKspqgIU2go4dZ+4v5OmlCEEEGpsqCgRUIr22TGSikflco1EsCFEEEpIj7e3uvEZuTixQycP99HJXKdNKEIIYJSayllY9PTSRk3zkclcp0EcCFEUGotI+GB5cspycnxUYlcJwFcCBGUIuLjLSMvGxoAMDc2sulXv+LIqlU+LpnzpA1cCBGUbD1N6ioqiExMRJlMzF61ClOz9LL+TAK4ECIohTuklI1MTEQpRXRamo9L5RppQhFCBCV7TvDycgDK9u1j98svt+iZ4s8kgAshglJUSgpJY8bY+3wX79rFzr/8pdUc4f5KmlCEEEEpcdgwLn3nHfvv9mH0SUm+KpLLpAYuhBBYRmGGxsQQGh3t66I4TQK4ECIoabOZz+fNs0+fVl1c3GJ+TH8nAVwIEZSUyUT8wIFEdu8OWGrggZJG1kbawIUQQWvy739vf11TVETC0KE+LI3rpAYuhBBYHmIGSh5wGwngQoig9e2997LqpptoqKmhvqIi4JpQJIALIYKXUtQUF9sH7wRaDVzawIUQQSsiLo66sjJievVi/oYNmMLCfF0kl0gAF0IELXtKWa2JSEjwdXFcJk0oQoigFR4fjzabObZ2LTv+/Gcaamp8XSSXSAAXQgQtW0Kr4xs28OOrr2IKDaxGCQngQoigZUspO3DePK7Ztk0CuBBCBApbAK8tK0OZAi8cBl6JhRDCILYmlE2PPGLPiRJInA7gSqkQpdS/lVKfWn9XSqknlFJ5SqkflVJ3eq+YQghhvMjkZNJnzaLqxAlO//ijr4vjMldq4HcBjlf4M6APMExrPRx418ByCSGE10UkJDDpmWcwhYURFUB5wG2cCuBKqd7A5cASh8VZwGNaazOA1rrQ+OIJIYR31ZeXY66vD7hRmOB8DfxPwAOA2WHZQOAapVS2UmqFUmpwazsqpRZbt8k+deqUZ6UVQgiDfTB5MkDA5QIHJwK4UuoKoFBrvbXZqgigRmudCfwN+Edr+2utX9FaZ2qtM1MC8D9ICNG19ZwyBSDgElmBc0PpJwNXKaVmAZFAnFLqTeAo8KF1m2XAq94pohBCGG/F/PmU5OTYf/9q4ULAMlfmzKVLfVUsl3RYA9daP6y17q217gdcC6zRWv8U+AiYZt1sKpDnrUIKIYTRksaObZG8yhQWRnJGhm8K5AZP+oE/DcxXSu0CngJuNaZIQgjhfaOzsloM3lEmE6Nuv91HJXKdSwFca71Wa32F9XWp1vpyrfVorfV5Wusd3imiEEIYLyolhf5z5qCsw+dNYWEMmDs3oB5mykhMIUTQGp2VhSkkBAi82jdIABdCBDFbLRylAq72DTKhgxAiyI3OyqJs//6Aq32DBHAhRJCLSklh+uuv+7oYbpEmFCGECFASwIUQIkBJABdCiAAlAVwIIQKUBHAhhAhQSmvdeSdT6hRw2M3dk4EiA4sTCOSag4Ncc3Dw5JrTtdYtOql3agD3hFIq25q6NmjINQcHuebg4I1rliYUIYQIUBLAhRAiQAVSAH/F1wXwAbnm4CDXHBwMv+aAaQMXQgjRVCDVwIUQQjjwaQBXSv1DKVWolNrtsGysUuo7pdQupdQnSqk46/JwpdSr1uU7lFIXOuyzVimVq5Tabv3p0flX0zGlVB+l1NdKqR+UUnuUUndZl3dXSq1SSu21/ptoXa6UUn9RSu1TSu1USo1zONbN1u33KqVu9tU1dcTga250eI8/9tU1dcSNax5m/ZuvVUrd1+xYl1n/tvcppR7yxfU4w+BrPmT9nG9XSmX74nqc4cY132D9m96llNqolBrrcCz33mettc9+gAuAccBuh2VbgKnW1wuBx62v7wBetb7uAWwFTNbf1wKZvrwWJ6+3JzDO+joWyzyiI4BngIesyx8Cfmd9PQtYAShgIrDJurw7cMD6b6L1daKvr8+b12xdV+nr6/HSNfcAxgNPAPc5HCcE2A8MAMKBHcAIX1+fN6/Zuu4QkOzra/LCNU+yfU6BmQ6fZ7ffZ5/WwLXW64DTzRYPAdZZX68C5ltfjwDWWPcrBEqBgOpHqrU+rrXeZn1dAfwInAXMBmz5LF8H5lhfzwbe0BbfAwlKqZ7ApcAqrfVprXUJlv+nyzrvSpxn4DUHDFevWWtdqLXeAtQ3O9S5wD6t9QGtdR3wrvUYfsfAaw4YblzzRuvnFeB7oLf1tdvvsz+2ge/hP4VfAPSxvt4BXKWUClVK9QfOcVgH8Kr1lusRpZTqvOK6RynVDzgb2ASkaq2PW1edAFKtr88CjjjsdtS6rK3lfs3DawaIVEplK6W+V0rN8X6JPefkNbelK7/P7dHASqXUVqXUYu+U0lhuXPMiLHea4MH77I8TOiwE/qKUegT4GKizLv8HMBzIxjIcfyPQaF13g9b6mFIqFlgK3Ai80amldoFSqhuWct6ttS53/L7RWmulVJfrGmTQNadb3+cBwBql1C6t9X4vFdlj8j67fc1TrO9zD2CVUirHerful1y9ZqXUNCwBfIqn5/a7GrjWOkdrPUNrfQ7wDpa2IbTWDVrr/9FaZ2itZwMJWNqc0Fofs/5bAbyN5ZbELymlwrC82W9prT+0Lj5payaw/ltoXX6MpncZva3L2lrulwy6Zsf3+QCW5x5ne73wbnLxmtvSld/nNjm8z4XAMrrO5xml1BhgCTBba11sXez2++x3Adz6rYtSygT8CnjJ+nu0UirG+no60KC1/sHapJJsXR4GXAHsbvXgPmZt2vk78KPW+o8Oqz4GbD1JbgaWOyy/SVlMBMqst2ZfAjOUUonWJ9wzrMv8jlHXbL3WCOsxk4HJwA+dchEucuOa27IFGKyU6q+UCgeutR7D7xh1zUqpGOudNNbP+wy6yOdZKdUX+BC4UWud57C9+++z0U9mXfnBUsM+juVBxlEstxV3YalZ5wFP85/BRv2AXCwPClZjuZ0GiMHSI2UnlvbzPwMhvryudq53Cpb2vZ3AduvPLCAJ+ArYa7227tbtFfA8lruQXTj0tMHS1LTP+nOLr6/N29eM5Qn+LizPQnYBi3x9bQZec5r1778cy8P5o0Ccdd0s62dhP/BLX1+bt68ZS0+MHdafPV3smpcAJQ7bZjscy633WUZiCiFEgPK7JhQhhBDOkQAuhBABSgK4EEIEKAngQggRoCSACyFEgJIALoQQAUoCuBBCBCgJ4EIIEaD+P8b2eR+8IzBhAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'],paris['Tmp'],\n",
     "         marker='v',\n",
@@ -980,33 +392,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "bac9a02e-8301-4885-b34a-8d91fff234e4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a59e71b20>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "bdx = temp[temp.City == 'Bordeaux']\n",
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
@@ -1017,33 +406,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "7e9383b8-3ace-4042-a0f5-91071e56257b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Average Temperature')"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "for city, df in temp.groupby('City'):\n",
     "    plt.plot(df['Year'], df['Tmp'], label=city)\n",
@@ -1056,33 +422,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "70924d07-7d98-4f8d-8bcf-de595c44be3e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a5851e6a0>"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "paris_max = paris['Tmp'] + paris['std']\n",
     "paris_min = paris['Tmp'] - paris['std']\n",
@@ -1111,33 +454,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "d241268f-7265-424c-9d5c-aa554cb2aa16",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a59d67b20>"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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PjEDDiSeCJ1ny8q3V1rMd1v4HzLoKpp+TePhrNGzda7vvscWziuYe/b2IVZwx5WmMHcRr+r3zGSieB+WrbC8vUAWBSmuBJypHz3ab5NPyNEQHAK8d60lkvMdEbeMQHbB+7P2PQv0VUPNG933MuUhkAHb9Lxz4m1W+bitDf6ntyW/7ISz+qFXCxqSvVzoe4rH3ZO9uKFmYmWOiiv9oRKz1mKt4A1AwxyqIgQMw/31WoaaDaNha5IOH3LOwRGyCW2TQPtytz8D86+L/z/uaHSt/p1UK8YTbidhGLNaQmagdeN7zuyPeIRO1DWtBve3JFcyEYLXt9fjLjzSw0TB0b4O2F6yyjwzYkt+BquSVtHic3wasoREZgMZfwr6HYNbVUHlK+hv4dBONQNuLNts8WGNlLl2cuPHQv99a331NNkAgU8o3v9YWY2v+g22AM3Xc4XRvzajiFzMBUu1Xr15tGhoakvvxc9dDoCb3H55EMMYWkCqaDQs/ZEtOp7q/xl9Zf3nh3My4sIyBwRabRFd/OdReBN5RFHk0bC3h3Xfb+YkD1emV0RhrdUf67Csasvs3OI3VNKvQurakR9nHQ6jH/j8FdTD7nVC2NPfGAqIRW1d+9902+sxX7vyPvYBA8QKoOh1Kl9j/byz5W1+0hod47baZJhqCvj22B+DJT7wHmApDHRCsgqWfTvuuReRFY8zqY9erxT8REbHRNn37YP1/weIbrR87GaJhm3W89yEoyJDShyMKNRqCpnttBcUF74OieUdv17fXloPo3mYHm0drHFKVxet39l129Hcmahun7u1WsQVdTuqJEXNXDbXDpq9aC3r2O17//2QDE7Wx9Lvvtr0wf4U1GA5T7fSsWmzABNgeVNUZUL4cCmYP60U5tXaaH7Q5NZkciB+Ox2cb8/59diwok2TBz68W/0RnsNXeMItusA9VPIS6bGmFtgZoe9n+Pr82uz7lwTYbFlt7EdRfZt04+/8Cu39jI18C03LP4s0Uh3tHvdaNMvMKW3I443JEof1VGwnT32QbwrHq4xz+nbE9qaFWu5yXb8+jfCXs/ZON+iqYmb5yJxOR3t1wws1pd/eoxT9ZCVTaZJRNX4N510LNOa9XkCYK/XttmOahZ4+Up/UGrZWTC4PXgQpr+ex/BNqet0qle6szwDcFBzmHE+sdmah1rbQ2wPRzofpMZ4OodbuYiF02EbvtUe8R67v2l1sL3V8ev6I1UejY4Fj4jTa35CgLPw758wqPWPORQTtGcuBv9t4rnDN1G/XhZNDPr4p/MpBXBPk+O9PQwAEbMWPC1j3RsdZGngx1A8bGlGcyFDURPHnWDTDUaQf6MjXeMFEQj20Io2FbCXbUmdrMkfwjiX02R/YB9rO/wvYcCuvtfgOVRxoGb8Bu07kR9tzjuLrKbHBBqtfEG7A9TOUIvszG86vinyx4A9Zy2vuwzWAdbME+/V77QBdmdr6blPAnMEn9VMSTl3rklTEQHbQDmt2v2ZmmYsl6JmIVkTdoDYm8Em2E3SbDfn5V/JMJ8doHNNQFwdrJO66hpI6IVTDeIHCMUWCMbQhMKD0WvjI+w+v2ZMDdM7Xm3J0KiDghaar0lSQRsT3IvCJV+pnEkLG6Par4FUVRcgFfiR28zwCq+BVFUXKBw35+9+faVsWvKIqSC4gHMBmpz6+KX1EUJVfIkJ9fFb+iKEquEIvndxlV/IqiKLlChvz8qvgVRVFyhQz5+d2ec7dMRO4Rkc0isklETheRChF5VES2Ou8TKKVUURTFZTLg53fb4v828LAxZjGwAtgE3Aw8Zow5DnjM+awoiqJARvz8ril+ESkF3gD8CMAYM2SM6QAuA+5yNrsLuNwtGRRFUSYcGfDzu2nxzwVagJ+IyMsi8kMRKQRqjDH7nG32AyNOtyMi14tIg4g0tLS0uCimoihKDpEBP7+bij8POBH4vjFmFdDLMW4dY2eBGXEmGGPMncaY1caY1dXVCUxerSiKMtFx2c/vpuJvApqMMc85n+/BNgQHRGQGgPN+0EUZFEVRJh4u+/ldU/zGmP3AHhFZ5Kw6F9gIPABc66y7FrjfLRkURVEmJC77+d2ux38D8AsR8QM7gPdgG5vfish1QCNwlcsyKIqiTCyG+/lLjkv77l1V/MaYtcDrJvrFWv+KoijKaMT8/C4ofs3cVRRFyUVc9POr4lcURclFXPTzq+JXFEXJRVyM51fFryiKksuEOtO+S1X8iqIoUwxV/EkyFBG++HI9p9y3grWHCrMtjqIoStyo4k+Cxu4AVz66mP/ZNIP+sIf3/f049vT4sy2WooyIMfD3fSU8e6AYM2KBFGWqMWocv4jkGWPCmRRmInDfzko+/cJsvGK446xtLCjp54o/H897/7aQe87fRKk/ktbjbesMcmjAR5EvQmFehEJfhCJflHxvFJG0HsoVBiLCpvYC5pUMpP2/UcanO+ThU8/P4YHGSgBmFw1w1fxDvG3uIaYXhLIsnZItxkrgeh5bWwcR+Y4x5obMiJSb9IQ8fPaF2dy7q4pTqrv55hk7qCscAuCON2zjXx5fyPv/MZ+f/NNW/N70mFW/3FbNp56fjeH1Gt4jxjYEeVEKfBGK8qIUOo1DWSBMZSBMdTBEZTBMZTBEZTBEVSBMRTCMz+O+2betM8ivtlXzu51VdAzZ22xeST8rK3tZVdnDqqpeFpX1Z0SW4XQNednamY8BZhUNUB0MT4gGNBnWtxXwwSfns7s3wMeWN1FfOMRvtlfx1Vfq+fq6Ot44o5Or5h3i3LqOtN2zE5WuIS/fWFfH6upuLpndnm1xXGcsxT/8cVjjtiBucLBrgLKokKoT5pXWQj701Dz29Ab46LJmPnDCXvKGOcnOqOnmS6fu4uPPzuPTL8zmy6fuSlmZ/M/G6Xxx7UzOru3gfYv30xPy0hv20hvyOO9eesIeep31PSEPfWEvTb0BNrQX0jqQx1B0ZE9eqT9M1bDGYHbxIGumd7G6qptgXvIKYDAiPLynnF9uq+a5gyXkSZQ3zezgwpnt7O4J8PKhQv6+r5R7d1YBEPBGWVbRy8rKXlZW9rCyqpe6gqG0KOLBiLC9K8hrHfls7ixgS0c+r3Xk09wXOGq7grwIs4oGmVM8wOyiQWYXDzK7aIBZRYPUFgzhnYDOUGPgp69N44svz6QyGOY3527m5Gk9ALx1biuN3QHu3lHFPTuq+L9PLqAiEOKtc1q5en4LC8sGsix95mloKeLDT8+juTfAfbsqOWtG16TvnYoZxeknIi8ZY048djkbrF692jQ0NCT8u3/7WQPPbm3i3NoOLpzVyRtmdFKQF43791EDP9g0na++UkdNfohvnbHj8AM0Et9YV8tt6+u4aUUTHzhh36jbjYUx8NVX6vjexloumdXKN07fmZQ1Zgx0h7y0DuTROujj0EAehwZ8tA74Xrdud0+AUNSD3xPl5Opu1kzv4szpXZxQ3heX4tvRFeBX26Zxz85K2gd9zCoa4J0LWnj73ENU5x/tLTQGmnr9rG0tYu2hQta2FrK+vZDBiD1QdXCIFZW9VATC5OdFCXqj5OdZ19bRnyOHPwe8hr19frZ05NtXZwE7uwKEjd2nzxNlfskAi0r7WVjWz+KyPjxix2oaewI0dgdp7AmwpydwVGPp80SZWWgbg4Wl/Zxe08Up03oSuocyTcegl5uem8ujTeWcW9vB107fQXlgZCUWicLf95dy9/YqHm0uIxT1sKKyh6vnH+Its1sp9qX/PI2Blw4V8mBjJQ0tRQS8UQqc3mpBXtRxZ9r32OfY92X+CCsre9LWGIejcNv6Wr67oZb6wkHev2QfNz8/lw+csJebVjSn5yCp0rcbjns/VI5U+WZ8RORFY8zrfjyW4u8DtmEt//nOMs5nY4xZnpQkSZCs4v/bay388bG7eXRfLe1DPoLeCG+c0cWFM9s5p65jzFb9YL+Pjz0zl3/sL+XNM9v44qm7xrUCjIGPPD2P+xsrue2M7Vw6py0heaMGPtswm//dOo13LjjI51c3ZsTi7A15eL6lmKf2l/Dk/hI2dxQAtmdwRk0XZ0zv4syaLuYUDx62xgcjwiOOdf+sY92fX9/Buxa0sGZ6F54ErPahiLC5I/9wY7C+vYCuoTz6Ix76w55Rey4jMbNwgEVl/fZVat/nFg/E1XhGorC/33+kQegJ0tgdYFd3kO1dQYaiHnyeKKsqe+1/Mr2LFZW9KbmrjLH3WsuAj4Wl/Sm5XF5sKeKGp+bRMuDj5pVNvHfRgbh7T60Dedy3q5Lfbq/itc4Cgt4I59Z12ut/zLVPFGNgQ3sBDzZW8IfdFTT3Bg4bGQC9YS99w3qvfWNc8+NK+/nIsmYumtme0D12LHt6/Hz46fm8dKiIK+Ye4j9XN1Lsi3LDU/P4S1MZf7t0HdPyc2CIMwuKf/ZYOzTGNCYlSRIkq/gBeO56wr4anm8t45E95Tyyp5z9/X7yJMrpNd1cOLOd8+vbj7rIf20u5ePPzqU37OHWk3Zz9fxDcd/0gxHhmscXsba1kF+eu4XV1aP3EIYTigo3PTuX3++q5N+P38fNK5uy5ntu6c/j6QMlPH2ghCf3lRx2j9QVWJdQsS/CfbsqaRv0MbNwgHcsOMSV81pce1AiURiIeA43BAPO+5HPXqblD7GwtJ8iF6xUgP6whxdainhqfwlP7S9hQ3sBBqEwL8Ip07pZ4zSQi8v6R1RI3SEPO7uC7HQakZ3dwcOfe8NeAIp9Yc6u7eSC+nbeWNsZt8UdNfD9jTP4xro66goH+e6a7Syv7EvqPI2BdW2F/GZ7FY83l7G/3zpKZxQMcfq0Lk6f3sUZNd2Hx7fGYltnkAcaK/hDYwU7uvPJkyhnzejiLbPbOL++fczzG4oI/RHbGPSFrXtzR1eQ2zfMYFtXPovL+vjosmYuqO9I+Dn5/c4KPtNg1dsXTm48ykDb2RXgvD8u490LDvJfJ7s3A1bcZFrx5xKpKn4CNeCxD1fUWJ/9I03lPLy7nF09QQTD6uoe3lTfTnOfn59smc7xZX18Z812FpQm7vNsH/RyxZ+X0DHk5b4LNjGneOxaGwMR4YNPzucvzeX8vxV7eP8J+5M6VTcwBhp7AjzpKLynD5TQE/Jyfn0771rQwpkJWveThfZBL88eKOGpA/Z/2dkdBKAyEOL0GtsANPUG2NEdYGdXkJaBIyNNgqG+cJC5JYPMKx5wIp7CPLW/hL80l9E26MPviXJGTRfn13dwfn0H0/JHjsBp6c/jxmfm8Y/9pVw8q40vnrKLkjT5p42BXd2Bw0bAMweKaRv0ATY66IyaLk6v6eb0mq7DLr3dPQEebKzgwcYKNncUIBhOr+nmLbNbuXBm+6hup3iJROHBxgq+vb6Ond1Blpb3cuPyZs6u7Ry3Aega8vLZhtn8flclq6u7+ebpO5hZ9PoG7JPPz+aeHVU8fsmrI36fUbJg8Z8FfND5+H1jzBNJHTkNpFPxD8cYeK0zn4f3lPPwnnI2OS6Of114gJtX7SGYQrd7V3eAt/75eMr8Ee69YOOoN3xPyMO//f04njlQwudW7+Kahbk9v3DM+i50ybKeqOzt9fPUgWKe3m8bg4P9fioDIeaWDDDXUe5ziweYVzzArOLBUe+tSBRePFTEn5vK+XNTGbt7bIOyqrKHC2a2c35dx2Fj5Kn9xXzk6Xl0hfK45aTdvHN+i6u9xKjzvDy9v4SnDxTz3MFiukM2PuS40n4KvBFeaSsC4MSqHt4yu5WLZ7WP2milQjgKv99VyW3ra9ndE2RlZQ83Lm/mrOldI/4HL7YU8uGn57Ovz8+Hlu59XYDGcPb3+Xjjg8u5eGYb3zhjZ9pk/umWafxyWzWfXNXE2bVxlmHIguJ/HniD8/EfxpiTkzpyGnBL8R9LY3eA/oiHxWX9yR3rGBpainjXY4tYWdnLz8/ZQuCYh7190Mu//nUh69sL+fppO7h8bmJjAkpuYgz0hj0pu51ihsmfm8r4c1M5r7bZDPF5Jf2cUN7HHxormF8ywHfP3J62ezYRwlHY0F7I006D1x3ycuHMdi6e1ZYxSzkUFX63o5LvrK+luS/A6upublzWzBnTuw/LePuGWm5bX0ttwSDfOmMHJ1X3jrvfL75cz52bpvPwmzewKA3/7attBbz1kePxemAw4uGy2a185qTdVAXHcY9mQfF/BTsVQBQoNMZ8KKkjp4FMKX43eLCxghuems9ls1v51hk7DlsjB/p8XPPXhezqDvK9M7dxXn36CzEpk4u9vX7+0lzGn5vKeKGlmEtnt/Kfq3fndJRRphiMCL/dUcXt62vZ3+/ntGld/OuiA/xw83QaWop565xD/NfJjXGPm7QPennDA8s5raabH7xh2/g/GIP+sIeLH15Cf9jL/W/awC+2TuN7G2dQmBfl0yfu5m1zW0fvqWXDx+/Ml+s1xmxM6qhpYiIrfoDbN8zgq6/U86Glzdy4fC+7ewL88+MLaR3w8YM3buWMmu6syaZMTIxh0iaepcJARPjVtmpu31BrM97zInz+5F1J9aa/s34GX19Xz70XbOTEqvF7CaPx6Rdm84ut1fzinC2HeyJbO4Pc/NwcXjxUzJnTO/nCyY3MHmks0CXFP+bUi8aYLUkd7chBdwHdQAQIG2NWi0gF8BtgDrALuMoYM6lT5d6/ZB+7ewLctr4OAX61vZqhiIdfnLOFlSncUMrURZX+yAS9hvcsOsg75h/iD7vLOW1ad9Jup/cuOsBdr9Xw1Vfq+eU5W5L6zx9rLuV/t07j+uP3HVb6AMeVDnD3+Zv5xdZqvrx2Jm966AQ+smwv71u8f9Sxh3SSibzEs40xK4e1OjcDjxljjgMecz5PakTg8yc3sqamk2+vrwPgt+dtUqWvKC6RnxflynmtKY01FPqifOCEvTxzwOa3JEpLfx7/79m5LC7r42PLX58Q5hG4ZmELj17yKmfN6OJLa2dy6SNLeLWtIGmZ4yUbCemXAXc5y3cBl2dBhozj8xi+d9Z2PnDCXu45f/OUTI1XlInGuxa0UFc4yFdfqU+osqkx8Inn5tId8nLbGdtfF9gxnBkFIe48axvfP3MbLf0+LntkCV94aSZ9YffUs9uK3wB/FpEXReR6Z12NMSZWz2A/UDPSD0XkehFpEJGGlpbcDnGMl1J/hJtWNDOrKP1zaCqKkn4CXsNHljWzrq2Qh/eUx/27X2yr5vG9ZXxy1Z64jDwRuGhWO3+5ZD1Xz2/hB5unc8Efl/L3g9NSEX9UxlX8IrJQRH4gIn8Wkcdjrzj3f6ZT4+ci4AMi8obhXxo7sjxiU2iMudMYs9oYs7q6ujrOwymKoqSXK+a0sqCkn6+tqyMcR1DQ9q4gn39pJmdN7+TahQcTOlapP8IXT2nkN+dtwu+N8i9Pn8XLe9OfBzHm4K7D3cAdwA+wg7RxY4xpdt4Pish9wCnAARGZYYzZJyIzgMT+GUVRlAzi9cDHVzTzf/6xgHt3VnHV/EOjbjsUET7y9Dzy86J87bSdSWe1nzqth4cu2sBDWw0rZ1ycpOSjE4+rJ2yM+b4x5nljzIux13g/EpFCESmOLQMXAOuBB4Brnc2uBe5PUnZFUZSM8Kb6dlZU9PDtV2sZjIyuzb+9vpZX2wr54imN1KQ40U3Qa7hi1m7EhRCueBT/gyLyfhGZISIVsVccv6sBnhSRV7CTuvzRGPMw8CXgfBHZCpznfFYURclZROCmlc009wX4xdaR/e7PHyziextmcNW8Fi6cmdsR6vG4emLW+U3D1hlg3lg/MsbsAFaMsL4VODdeARVFUXKBM6fbEtW3b5jBVfNbjirJ0TXk5aPPzGNW0SC3nJQDVT3HYVyL3xgzd4TXmEpfURRlMnLTiiZaB338ePPRwYi3NMxif5+fb56xY0IUMBxrsvVzjDGPi8gVI31vjLnXPbEURVFyj1VVvVxQ384PNk/nmoUHKQ9EeGBXBfftquIjy5pTKu2QScay+N/ovL9lhNclLsulKIqSk3x8eRM9IS/f3ziDvb1+Pv3CbFZW9vDBE/ZmW7S4GdXiN8bc4ry/J3PiKIqi5DYLywZ469xW7nqthhcOFhM2wrfO2JGRGjvpYgKJqiiKkht8dFkzUQMvtxZx60m7x51lL9eIJ6pHURRFGcbMoiH+Y9Ue9vX5uXLe6AlduYoqfkVRlCR4z6KJW3RgXMUvIkHg/cCZ2Pj9J7Fz8Gp5SUVRlAlIPBb/z7CTqXzH+fwu4OfAlW4JpShKmhnqgMEW8JdDoCrb0ihZJh7Fv9QYs2TY57+KSFanYlTGIRrJ6lSTSo4RDcNQG8x/Hxz4C/TuhGAteAPZlkzJEvEo/pdE5DRjzLMAInIqkOQEuIqrmCj077GzQBgDgUrwJT5zkDLJ6G+C2jfD9LNh2pmw/zHYfTeIF4IzdB7HKUg8iv8k4GkRiRWgmAVsEZFXsSX1l7smnRI/kX7o3ws1Z8OsK6FzA+y5z1p3eaW2i68P+NRjsBXyp8PMt9rPHh/UXggVJ8KOn0PHWghOh7zCrIqpZJZ4FP+FrksxkYnNx5ZNpTrQAtFBOO7/QtXpVpaq06DiZOhYD82/h54d4C2EQLU2AFOFaAjC3XD8x17v1glOg+NvhNbnYefPYKgV8utBNLVnKjCu4jfGNIpIOTBz+PbGmJfcFGxCYKLQuwPyiiE44gyS7h+/b4+16BZ+EArqjv7e44WKFVC+HLq3QvOD0LEOPAErr+g4wKSmrwlmvQ2K5oz8vQhUnQqlS2D3PXDgCfCX2d6hMqmJJ5zzc8C/Ats5Mk2iAc5xT6wJQt8eKFoAfY2ZP3ZkAPqboeaNMPvdkJc/+rYiULIQSj4Gvbth78Nw6Blr3QVngEfTOSYdAwetwq+9aPxtfcUw/z22t7jjx9C7C/LrrFtoKhEZgJ7tUHpCtiVxnXie+KuA+caYIbeFmVAMHLAW9vz3wqu3ZPbYg4esT3/B9VB9ZmKum8JZcNz1MPNy2P8o7H8cMJA/MzdcQCYK4V6QvLEbM2V0IoPW9bfg3xNT3qWLYfnnrGHQdL91D2WjJ5stBlvsOZvopHd5xXN264Eyl+WYWIR7gCgsvAEKZoI3H6IZaBdNFHobwVcEy/8Tpp2VvLIOToM574YTvw6ly2AgC5UFjbFW1sBB22vq220jUPIKINxpB6tjYyhKfBhj/8PZ74CC2sR/7w3AzMtgxedsvH9/c/plBBty3LPDXvNcuMbGgImAr9Tek7mCMdb9lmbisfi/CLwsIuuBw5WIjDGXxnMAEfFiwz+bjTGXiMhc4NdAJfAicM2E6k1EQ1ZRHf9xyHesoeJF1ofuZmJMzLVTfRbMvSZ91rC/DOa8C175D3tubnbvoxE72BjqAnEedl8JlC2D0uNtbyS/ziqfgUOw7Q7oeg0KZqXXHRUZsD028YI3aMc8vEHby8iFXk8qDO63roqaFD2xBXWw5CbY+FXoa379+FEqRCPQt8u6oQYOQttLUDg7u2NO4W577wWqoGenNT6yTbgP/KVQlP55r+J5mu4Cvgy8CiQztcyHgU1ALKD8y8A3jTG/FpE7gOuA7yex38xjjPXrz3ybHTCNUboU2te6p/gHWyHSZxNwpr0h/copvwZqL4a9D0LB7PTuG+zDHR2wD3bhXJh+jr2ZC+rAVzby+QSrYMknoOn30PQgBKbZnk4qmKjtRYjHhjfGPg8csDJGBo508WPdfU/QNgreYO77vMP99h6df116Evh8JdbA2fgV+z/lJ9GDOJbDSv9imH21tbIbfwX7HnEaeH/qx0iGoTaY+y/2WevMkfzUoUNQ/1ZX3E7xKP4+Y8xtyexcROqBi4EvADeKnS7+HGzZB7CNyq1MFMXf32Tjn+uOmYemaLZ7luJQp32Il9xiLWK3qL0QDvzV+tfTGdMd7gOisPSzUFCfmOXu8dmchOJFsPX7EO5KPuFoqMM+3FVnwOyrIFBx9Pcxt1Oo024b6rCNQf8+GNgPfXutksqvy81egTEwsM+O+wSr07dff6lj+X/Z/hf5M5LfV0zp110Cs66y/6PkwZx/tmHGu35hr2+mrW0TBQQqVkHHBjDhzB5/JGJJmJUnu7L7eJ7Cf4jIF4EHONrVE08457eA/wcUO58rgQ5jDv+zTUAa+5AuMtgK/gprdR9rTRXUH7lQ6VYKoQ7rinFT6YN92Oa8E7beYa3ydJxHTBkd9/7RQwrjoXy5HXRMxvUTGbTjF8EaWHKzdSmNdG4i1n2Wl2/DY48l1A2vfRc6NztuiRwb/Ovfa42S6jXp37e/DI6/CTZ+yTaCwRH+n/E4rPTfYhvz4ddAxBoegWrYejtES1zxa4/KULu9L/zl1iDIhWsb6oTCOSPfi2kgnjNcBZwG/Dfwdef1tfF+JCKXAAeNMS8mI5iIXC8iDSLS0NLSkswu0ke4z0bRLP7wyO4Gb9Aq/3BP+o8tAsXz07/fkag81bpghlrTs7/+vVBxkk0mS5WY66f+LXYgONQ99vbG2DGRwRaYdTUs/zyULUm+QfMVw+KP2QH1nh12PCRXCPfahnDete71RgIV9v/PK7SusUSIRuw1G0npD6fyJDjhU2BCiR8jFcLdMO1su+yvyI3B5lAHTD/Xtd2Pq/iNMWeP8Ipn5GgNcKmI7MIO5p4DfBsoE5GYuVYPjBg2YIy50xiz2hizuro6jV3XRIlGnC70v1nlPhplS+2gZbqPLR4bOZQJPF47cBzqcrq/KRDuA4/H+k3TpYxirp/jb7JjHqNF/Qx12lIVpctg5Zeg7s3gTYPv2Ou34buzr7bRKOH+1PeZKiZqleT869xPvApU2l5TXn78ijkatpZ+/ThKP0bxfFh2ix1f6GtyXwlHwyA++/yC8x9Gs6v8TQTwQPkK1w4xruIXkRoR+ZGI/Mn5vERErhvvd8aYTxpj6o0xc4B3AI8bY94N/BV4u7PZtcD9SUvvNsZYS6X2Yqg8Zexti49zLlgaCXVC8cLMDioWz7dWbX8K4Z3GWJfA3Gtf70tPB+XLYcXnrfurd6d9eMGG1Pbusg3O8TfBohtsTyGdiMcqseM+AIMHbSOTTfqbbC5HxUmZOV6w2ip/b8CWChmLaNg+P/WXwcy3x28ABKfB0k9D8QLbaKRqhIzFYIvNXo5FyXkDtneXzR7dYKt12/mKx982SeJx9fwUeASIDem/BnwkhWN+AjvQuw3r8/9RCvtyl/69UHaCTXsf76Z1wyoPd0P5ienf73jMfBsg1j+eDAOOv7nq9LSKdRSBSsf1c+mRHICBA1b2Ff8N5cvcHYStPg1O+KSNVkqHWyIatr2kaDh+azPUBXlFdmwmkwPOwWlW+YvHJhOORDRsr0n95faaJCqfrxgW3whVa45u3NNNdOj14yLBGda1my2i/TZ6z0VGHSETkTxnELbKGPNbEfkkgDEmLCIJmbbGmCeAJ5zlHcA45nMOMNRuBzzjzX4MVFmrITKUHrcCZNa/P5xAhc3s3X23HWBKhHCfVQjpdPGMhscHs95ue0VtDbZnFsutyAQlC2HZrbD5G9YtkWjEjzE20ijcbc/FX27HVyL9zgBjbF/mSGPg8VnXhMdn79ElN7lqGY5K/nTb8G34b2uhBiqPfHfY0r8cZl6R/H3g9cOC99lexp57nRyPYFrEB2wUV16R7a0Pp6DWljahNH3HilumIRtCXHq8q4cZKzTieeBEoFdEKnHq9IjIaUCW+7cuExmw1tTST8cfXSACJYuhawt40+BeiEZs3PtY4wpuMv08W7c91BV/Tf/DIYX/xx0Xz2iULz86ryKT5NfY+2Tr96BjY3wRP+Feq+CNgZJFNtmqbNkRd0M0bLeJ9Nn3sPMe6oZQGwy228G/mn864pvOBgW1cMLNsOGLMNhmr/lhpf9WmyuRauMvHtuABKpg2w9t5E+q+RwxBlvsPAXHRojl19meXDYYPGgHdV12746l+GNX7EZsKOd8EXkKqOaIj37yYaI2GmT++xK3tktPsFmI6UjkyoZ/fzjegI2vfu1btvpoPA/wwF4oXwXVZ7guXk7hK4ZFH4VdP4MDf3PCTY+5brGMbxOGQDnMvBIqV48cc+/Js/Hz2bA4E6Wg3rrcNvy3dfuEOtOn9GOI2HGnvCLY/E0bWZTqvmMlGkYauwtWE58X3AVMJD1RcOMwluKvFpEbneX7gIewjcEgcB6wzmXZMo8xdnCw5pzkfGyFaUzkCndbJZpNKlZByRJbH2i8Yl1hxz3hZkhhLuP1w7z32hj3xt8cmdpwqM2G+Xr8dvar6jU2ZDYXYsXTReEs6/Pf+JX0K/3hlK+EitXQuT71LOJwj71WI/WoszVpUbjHGo2JuleTYCzF7wWKOGL5x8iBIhYuEA3ZwaiqM2zCVDIXvqDeOsTSUd0vW/79Y2WY8y5Y99mx5/E97OL596N9vVMN8dis1EA1bPsf+7+UHu+4cpam1z+daxTNgRO/Ct4C95SmiA2lfWVt6nWlhtpskcKRZPVXuBtJNKpMrTbnJAONzliKf58x5r9clyAXCPdZxTXz7TZUL1ml7Q04iVy9qQ24RcOOfz9D8ftjUTjLKq6DfxtdnoF91hqrdjGKZyJRdar938SX/nDSXCYT0zfm10DtJanVlTIGMLZHOxJ5RbZRGcvYSTfGWKMxQ2G5Y2m4qdFfH2yzLe2iD9tytKla6uXLrJ8zFUJddqA4VyZIqb/M1lQZqVxtLIlp3rWTy32RKvkzppbSzyS1F4K3yBpYyTDUZntio/VORWzIajSDIZ1D7TZKLJ11lsZgrCfVvXzhXCCW0u/xwLLP2oG2dJCORK5wN5StTIs4acFfagubDew7en3MxTP3X6a2i0fJLHkF1gU5cCC5DNvhJRpGI782s5nZ4a7US2knwKiK3xjTljEpMo2J2pCzwtk2DrswjaWI8+vT4KPLAf/+sUx7gx0MG+o4sm5gH5StmHpRPEr2qTrVZvYmWlcqGra91/HCYAvqMxfSeVimZZk5HlmLWcoi0SGbCTjtTJvWn+4qgIFKO8CVbNZrNGz9itmK3x8Nj8/W8Rlqc0oYq4tHySLigbn/bHMbEhmIHWyxxQjHK/0crMncAO/gIVt+OYPlqKfWExvusRmWc94F866zg7HpRsT6D5Mt2BbqzC3//nBKT7ADYgP7bDmLuf+sfmwlexTNS7yuVHQIpsVRutpfkbmQzuigPY8MMnUU/+Ahq4yP/7id8s3Ni1p6AkSSHHgK92Q/fn80ROxcrpF+OwZRfWa2JVKmOrGSEPH0sCMD1qouXjj+tm5XOo0RGbDRUPHIlEamhuIfaLYx1MtuyUxqfyoTdeRC/P5Y5M+ARR+C+e9RF4+SfQIVNmlsIA6rf7DFlrmIpzftL3NyclwuzzzYAjVnZ7yHP/mfXE/A1kNZ9tn0Thg9FvnOcRL1EcYGefIzJGeyVJ6c2Vo8ijIW08+1Y2tjuVcPl2g4Nb59evJsaQ03B3jHKhvhMpNf8S/8gC3vGm+hsXTg9VurP9EZuXLZv68ouYo3AHOuse7c0Sz0cI8dsE0kKTJ/xsi5K+ki3G3DRrMQyDH5FX/p4uwUOis9IfEB3nC3zYBVFCUxylfaZ260uRGG2mzPIJGxvfw6d+vyD7XZKrhZqAs0+RV/tig+DkgwkUs8ue3fV5RcRQTmvtu6Zo6dtCXWC0i0HEJ+nY0CcgMTBWT0shEuo4rfLQrqSajqxUTx7ytKrlJQDzPOf32GeawcQqLZ5YEKWzPLDYbabA8lU9FDx6CK3y38FbbYU7yJXKFOKF2i/n1FSYW6S20J7OHlFpIth+CmUg732AijLOGa4heRoIg8LyKviMgGEflPZ/1cEXlORLaJyG9EJE3zFOYYIlCSQCJXpMeWP1AUJXl8xba0cczqT6Ucgr/CRt2kO6QzGrKNUxZnT3PT4h8EzjHGrABWAhc60zZ+GfimMWYB0A5c56IM2aV0iZ0+Ly5yPH5fUSYK0860bp+h9tTKIeTl2+Qqk+aJ3gdbbAnzLM7P4JriN5ZYPKPPeRngHOAeZ/1dwOVuyZB14p2RS/37ipI+PHl22tChdltaOZUM82BN+iN7oiGoiqNshIu46uMXEa+IrAUOAo8C24EOYw43oU3AiNpORK4XkQYRaWhpaXFTTPfIrwVk/ESuUIfj38/QpA+KMtkpPd5O05hXZBM4kyXdIZ3hPvCXQFF2e/euKn5jTMQYsxKoB04BFifw2zuNMauNMaurqzMzOUHaiSVyhbrH3i7cq/59RUknIraI4Px/Sy1gIt3lmYcOQc25WTfyMhLVY4zpAP4KnA6UiUjsStQDzZmQIWuULrVRBWMhYmuLK4qSPgIVULEytX0Eq6yDOl0YkxNFGN2M6qkWkTJnOR84H9iEbQDe7mx2LXC/WzLkBMULxo4KiE0anV+bOZkURYmPdJZnjoZz5ll3M2h8BnCXiHixDcxvjTF/EJGNwK9F5PPAy8CPXJQh+xTOBIxV/iPdQKFOKFH/vqLkJOmM5Q91WUMwB5511xS/MWYd8Lo+jTFmB9bfPzXwldnBnOjgyOFb4V6tz6MouYqvBPDYeP5Us3jDPdb1mwNo5q7biFiLftRELrEzCSmKknuIB4LV6anSKUDR3NT3kwZU8WeC0uNHDgmLhmzkTw74/BRFGYV0lGc2jrs3R+bSVsWfCQpnM2LBtlCnLeuQAz4/RVFGoaA+9Vj+SL8tEucrTo9MKaKKPxPk11qXz7GJXOHerJVlVRQlToLTUy/bEOrKGf8+qOLPDB6f9e0dm8gl6t9XlJzHn4byzNHB1DKI04wq/kxxbCJXrEJfcEb2ZFIUZXwCFaScxSXihHbnBqr4M0XxfI66eYY67EQM6t9XlNzGV3ZkcDYZomHbY8ghI08Vf6YomHn0zRPphXKtz6MoOY/XD/7S5KdhDHfbomw5ZOSp4s8UvlLn5nFm5BKP+vcVZaKQPyP5yJ5wd04N7IIq/swhYksvhzqP+Pc1fl9RJgaplmfOkcStGKr4M0nJEpsIMtRhp4IT/fsVZUKQX3ukt54Ixtgw7hwa2AVV/JmlcJa1/CN9ULY829IoihIvgarkDLXIgJO4VZJ+mVJAFX8mya/F/uVR9e8rykTCX86I2ffjEe6y2fk5hir+TOLJs74+b4EdLFIUZWLgLx9/CtWRiAzkpOJ3sx6/MhJly8Bfpv59RZlI5BXasM5oOLGpHEWsizfHUMWfaarXQDiNkzcriuI+IrZmT6gHPHEWWotGAE9O9u7V7Mw0gUoozI3SrIqiJEB+bWLlmcPd1rWbymTvLqGKX1EUJR4SLc8c7rKu3RzEzcnWZ4rIX0Vko4hsEJEPO+srRORREdnqvKdxUktFURSXCE5LPLAnR6P33LT4w8DHjDFLgNOAD4jIEuBm4DFjzHHAY85nRVGU3CaRiddzbMatY3FN8Rtj9hljXnKWu4FNQB1wGXCXs9ldwOVuyaAoipI2/BXxbxsdsLW5fKXuyZMCGfHxi8gcYBXwHFBjjNnnfLUfqBnlN9eLSIOINLS0tGRCTEVRlNGJKfF44vlDXbY2lySR9JUBXFf8IlIE/A74iDGma/h3xhjDKDMcGGPuNMasNsasrq6udltMRVGUsfF4bemGeCJ7IgO2NleO4qriFxEfVun/whhzr7P6gIjMcL6fARx0UwZFUZS0EZwRn+LPsRm3jsXNqB4BfgRsMsZ8Y9hXDwDXOsvXAve7JYOiKEpaKYijPLOJAJLTZdfdzCxYA1wDvCoia511/wF8CfitiFwHNAJXuSiDoihK+sivBRMee5tQj5O45cuMTEngmuI3xjzJ6FGv57p1XEVRFNcIVIxfZyvcBaVvyIw8SaKZu4qiKPESTyy/ido5dnMYVfyKoijxEivPbEYMRjyyPocHdkEVv6IoSvx4g+ArsvNmj0R0EPwl4CvLqFiJoopfURQlEYLTR4/sCXVB8fE5m7gVQxW/oihKIowV0hnpg7LcTdyKoYpfURQlEfLrbC2ekRAPFOTejFvHoopfURQlEQJVI4d0mii5nrgVQxW/oihKIgRGqdIZ6rbz63r9mZUnCVTxK4qiJIK/fOTSkuEuKM3NGbeORRW/oihKIuQVg3idydSHY6A4txO3YqjiVxRFSQQRCNZAdITInhydcetYVPEriqIkSsEx5Zkjg5BXmNgsXVlEFb+iKEqiFNQfHcsf6oKSxTmfuBVDFb+iKEqiBKcfPQVjpBdKT8iePAmiil9RFCVR/OVHx/KLx4ZyThBU8SuKoiSKv5zDMZ0mapfz67IpUUKo4lcURUkUf7ktwWwMhHtsmQZvINtSxY0qfkVRlETx5NkInuigHdgtW5ptiRLCzcnWfywiB0Vk/bB1FSLyqIhsdd7jmM5GURQlB8mfYSN7TASKj8u2NAnhpsX/U+DCY9bdDDxmjDkOeMz5rCiKMvEYXp45f2IkbsVwTfEbY/4OtB2z+jLgLmf5LuByt46vKIriKvm11r+fVwiBymxLkxCZ9vHXGGP2Ocv7gZrRNhSR60WkQUQaWlpaMiOdoihKvAQqIdQDJYsmTOJWjKwN7hpjDCPXuIt9f6cxZrUxZnV1dXUGJVMURYkDf7mN5JlAiVsxMq34D4jIDADn/WCGj68oipIe/OUQnAaFs7MtScJkWvE/AFzrLF8L3J/h4yuKoqQHbz6Un2gHeScYboZz/gp4BlgkIk0ich3wJeB8EdkKnOd8VhRFmXiIwILrwBvMtiQJk+fWjo0x7xzlq3PdOqaiKIoyPpq5qyiKMsVQxa8oijLFUMWvKIoyxVDFryiKMsVQxa8oijLFUMWvKIoyxVDFryiKMsUQWzIntxGRFqAxyZ9XAYfSKM5EQM95aqDnPPlJ9XxnG2NeV+xsQij+VBCRBmPM6mzLkUn0nKcGes6TH7fOV109iqIoUwxV/IqiKFOMqaD478y2AFlAz3lqoOc8+XHlfCe9j19RFEU5mqlg8SuKoijDUMWvKIoyxZhwil9EfiwiB0Vk/bB1K0TkGRF5VUQeFJESZ71fRH7irH9FRP5p2G+eEJEtIrLWeU3L/NnEh4jMFJG/ishGEdkgIh921leIyKMistV5L3fWi4jcJiLbRGSdiJw4bF/XOttvFZFrRztmtknzOUeGXecHsnVO45HEOS927vtBEfn4Mfu60Lm/t4nIzdk4n3hI8znvcp71tSLSkI3ziYckzvndzj39qog8LSIrhu0ruetsjJlQL+ANwInA+mHrXgDe6Cy/F/ics/wB4CfO8jTgRcDjfH4CWJ3t84nznGcAJzrLxcBrwBLgK8DNzvqbgS87y28G/gQIcBrwnLO+AtjhvJc7y+XZPj83z9n5rifb5+PSOU8DTga+AHx82H68wHZgHuAHXgGWZPv83Dxn57tdQFW2z8mFcz4j9pwCFw17npO+zhPO4jfG/B1oO2b1QuDvzvKjwNuc5SXA487vDgIdwIRL/jDG7DPGvOQsdwObgDrgMuAuZ7O7gMud5cuAnxnLs0CZ2Mnt3wQ8aoxpM8a0Y/+rCzN3JvGTxnOeMCR6zsaYg8aYF4DQMbs6BdhmjNlhjBkCfu3sI+dI4zlPGJI456ed5xXgWaDeWU76Ok84xT8KGzhywlcCM53lV4BLRSRPROYCJw37DuAnTrfwMyIimRM3eURkDrAKeA6oMcbsc77aD9Q4y3XAnmE/a3LWjbY+p0nxnAGCItIgIs+KyOXuS5w6cZ7zaEzm6zwWBviziLwoIte7I2V6SeKcr8P2bCGF6+zanLsZ5r3AbSLyGeABYMhZ/2PgeKABW+vnaSDifPduY0yziBQDvwOuAX6WUakTRESKsLJ+xBjTNbytMsYYEZl0sblpOufZzrWeBzwuIq8aY7a7JHLK6HVO+pzPdK7zNOBREdnseAhykkTPWUTOxir+M1M99qSw+I0xm40xFxhjTgJ+hfV7YYwJG2M+aoxZaYy5DCjD+tMwxjQ7793AL7HdppxFRHzYm+QXxph7ndUHYu4M5/2gs76Zo3s29c660dbnJGk65+HXegd2bGeV68InSYLnPBqT+TqPyrDrfBC4jxx+phM9ZxFZDvwQuMwY0+qsTvo6TwrF77TwiIgH+DRwh/O5QEQKneXzgbAxZqPj+qly1vuAS4D1I+48B3DcUD8CNhljvjHsqweAWGTOtcD9w9b/i1hOAzqdLuQjwAUiUu5EDFzgrMs50nXOzrkGnH1WAWuAjRk5iQRJ4pxH4wXgOBGZKyJ+4B3OPnKOdJ2ziBQ6vXecZ/4CcvSZTvScRWQWcC9wjTHmtWHbJ3+d0z1i7fYLa9Hvww7uNGG7Ph/GWvKvAV/iSEbyHGALdvDkL9guP0AhNsJnHXZ84NuAN9vnNsY5n4n1X64D1jqvNwOVwGPAVuf8KpztBbgd2/N5lWHRS1i32Dbn9Z5sn5vb54yNiHgVO97zKnBdts8tjec83XkGurCBC01AifPdm53nYTvwqWyfm9vnjI1secV5bZhk5/xDoH3Ytg3D9pXUddaSDYqiKFOMSeHqURRFUeJHFb+iKMoUQxW/oijKFEMVv6IoyhRDFb+iKMoUQxW/ooyAkw/wpIhcNGzdlSLycDblUpR0oOGcijIKIrIUuBub6ZsHvAxcaJIo9yAiecaYcJpFVJSkUMWvKGMgIl8BerFJf73AbGAp4ANuNcbc7xTa+rmzDcAHjTFPi53/4XPY5JvFxpiFmZVeUUZGFb+ijIGT/v8StvDfH4ANxpj/FZEy4Hlsb8AAUWPMgIgcB/zKGLPaUfx/BJYaY3ZmQ35FGYnJUp1TUVzBGNMrIr8BeoCrgLfIkZmfgsAsYC/wXRFZia3+Otyyf16VvpJrqOJXlPGJOi8B3maM2TL8SxG5FTgArMAGTAwM+7o3QzIqStxoVI+ixM8jwA2xSXtEJFbeuRTYZ4yJYud18GZJPkWJC1X8ihI/n8MO6q4TkQ3OZ4DvAdeKyCvAYtTKV3IcHdxVFEWZYqjFryiKMsVQxa8oijLFUMWvKIoyxVDFryiKMsVQxa8oijLFUMWvKIoyxVDFryiKMsX4/7TSI/3QY1xmAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "paris_max = paris['Tmp'] + paris['std']\n",
     "paris_min = paris['Tmp'] - paris['std']\n",
@@ -1167,33 +487,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "6c674b4b-0107-44ab-92f0-30800cce309e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a58482640>"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
     "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n",
@@ -1202,33 +499,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "f3d98bc4-0ab2-4ee4-87bf-7cafe9e96954",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a583f5c10>"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
     "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n",
@@ -1247,33 +521,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "8a912d1e-12d9-48d1-b77b-620ac69c7cec",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'average temp in France')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
     "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n",
@@ -1293,33 +544,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "39f2e186-c45c-4068-a93a-13c99ee102b0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'average temp in France')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
     "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n",
@@ -1346,33 +574,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "f256b620-8b59-477e-afc4-9f5dc65817eb",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(50.0, 60.0)"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n",
     "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n",
@@ -1401,23 +606,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "cfcf593b-53d9-431b-bf04-7094b345d6e6",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.semilogy(paris['Year'], paris['Tmp'],\n",
     "            marker='*',\n",
@@ -1429,23 +621,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "07bf81ea-93e7-4f50-aa3c-45ec748fcbea",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.loglog(paris['Year'], paris['Tmp'], marker='X')\n",
     "plt.grid(True, which=\"both\", linestyle='--')"
@@ -1474,106 +653,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "297366ed-d133-460c-be02-7753f52a640e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>SepalLengthCm</th>\n",
-       "      <th>SepalWidthCm</th>\n",
-       "      <th>PetalLengthCm</th>\n",
-       "      <th>PetalWidthCm</th>\n",
-       "      <th>Species</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Id</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>5.1</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>Iris-setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4.9</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>Iris-setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4.7</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>Iris-setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4.6</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>1.5</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>Iris-setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>5.0</td>\n",
-       "      <td>3.6</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>Iris-setosa</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
-       "Id                                                                       \n",
-       "1             5.1           3.5            1.4           0.2  Iris-setosa\n",
-       "2             4.9           3.0            1.4           0.2  Iris-setosa\n",
-       "3             4.7           3.2            1.3           0.2  Iris-setosa\n",
-       "4             4.6           3.1            1.5           0.2  Iris-setosa\n",
-       "5             5.0           3.6            1.4           0.2  Iris-setosa"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris = pd.read_csv('../data/Iris.csv', sep=',' , header=0, index_col='Id' )\n",
     "iris.head()"
@@ -1581,33 +664,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "ea14337d-06c1-4c90-aaa1-3e9012a05fc4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'frequency')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sepal_len = iris.iloc[:, 0]\n",
     "bins = 20\n",
@@ -1627,33 +687,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "194c61a8-b22f-4c06-89b8-1e255b818ef5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'frequency')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "bins = 200\n",
     "n , plt_bins,patches =  plt.hist(sepal_len, bins)\n",
@@ -1664,33 +701,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "d9847d87-63be-441e-909c-6404809008f4",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'frequency')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "bins = 4\n",
     "n , plt_bins,patches =  plt.hist(sepal_len, bins)\n",
@@ -1709,33 +723,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "id": "11ade1ad-9733-4b0f-86e9-edb8e9a6a2e7",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'frequency')"
-      ]
-     },
-     "execution_count": 34,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sepal_len = iris.iloc[:, 0]\n",
     "petal_len = iris.iloc[:, 2]\n",
@@ -1760,33 +751,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "id": "bf6c136d-337a-4dac-9212-be743c07e1fe",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'frequency')"
-      ]
-     },
-     "execution_count": 35,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sepal_len = iris.iloc[:, 0]\n",
     "petal_len = iris.iloc[:, 2]\n",
@@ -1806,23 +774,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "id": "128b2fe5-2de6-4844-b6c1-e318df38f964",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "n , plt_bins,patches =  plt.hist(sepal_len,\n",
     "                                 bins, \n",
@@ -1847,7 +802,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "id": "ae5735f7-4a8a-471c-b8e6-7ae7bdede2b7",
    "metadata": {},
    "outputs": [],
@@ -1857,33 +812,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "id": "cf74efc2-5322-46df-a8ec-363adfe67f4f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'sepal lenght vs petal length')"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "_ = plt.hist2d(sepal_len, petal_len, bins=(25, 25), cmap=plt.cm.jet)\n",
     "plt.xlabel('Sepal lenght (cm)')\n",
@@ -1911,115 +843,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "id": "10543a41-2d3e-416b-abcb-0a92f7fd429b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>SepalLengthCm</th>\n",
-       "      <th>SepalWidthCm</th>\n",
-       "      <th>PetalLengthCm</th>\n",
-       "      <th>PetalWidthCm</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>150.000000</td>\n",
-       "      <td>150.000000</td>\n",
-       "      <td>150.000000</td>\n",
-       "      <td>150.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>5.843333</td>\n",
-       "      <td>3.054000</td>\n",
-       "      <td>3.758667</td>\n",
-       "      <td>1.198667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>0.828066</td>\n",
-       "      <td>0.433594</td>\n",
-       "      <td>1.764420</td>\n",
-       "      <td>0.763161</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>4.300000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.100000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>5.100000</td>\n",
-       "      <td>2.800000</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>0.300000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>5.800000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>4.350000</td>\n",
-       "      <td>1.300000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>6.400000</td>\n",
-       "      <td>3.300000</td>\n",
-       "      <td>5.100000</td>\n",
-       "      <td>1.800000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>7.900000</td>\n",
-       "      <td>4.400000</td>\n",
-       "      <td>6.900000</td>\n",
-       "      <td>2.500000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
-       "count     150.000000    150.000000     150.000000    150.000000\n",
-       "mean        5.843333      3.054000       3.758667      1.198667\n",
-       "std         0.828066      0.433594       1.764420      0.763161\n",
-       "min         4.300000      2.000000       1.000000      0.100000\n",
-       "25%         5.100000      2.800000       1.600000      0.300000\n",
-       "50%         5.800000      3.000000       4.350000      1.300000\n",
-       "75%         6.400000      3.300000       5.100000      1.800000\n",
-       "max         7.900000      4.400000       6.900000      2.500000"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris_desc = iris.describe()\n",
     "iris_desc"
@@ -2027,21 +854,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "id": "5114531d-9a90-4480-9d67-248afbf4c8ad",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(4,)"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris_means = iris_desc.loc['mean', :]\n",
     "iris_means.shape"
@@ -2049,79 +865,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "id": "873e3079-951d-46f8-9f8f-5a65951fa5cf",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm'], dtype='object')"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris_means.index"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "id": "5ebd9556-230b-4ced-96d0-6a5af7e7c348",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "SepalLengthCm    5.843333\n",
-       "SepalWidthCm     3.054000\n",
-       "PetalLengthCm    3.758667\n",
-       "PetalWidthCm     1.198667\n",
-       "Name: mean, dtype: float64"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris_means"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "id": "55098bbf-f6c9-4491-a5e9-5e7570f6f387",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Average (in cm)')"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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OG3EVn7jl2bxrWDXx7LRenlnR5BPwvSPiIknnRsR9ku4H8voES1I7YAHQG7gjIv7cjFot49p37sHRV/xkt/EdRl66c1gl7Sk778bd5jmkz0kc0uekVOsza2vy+ZC1Ovm5XtLxwGFA53xWHhE1EVEOdAWGJMvXIWm8pPmS5ldVVeVZtpmZNSafgJ8s6XDgG8BvgaXAD5rSSESsB2YBn6pn2uSIqIiIirKysqas1szMGtBgF42k/YANEfEu8AyQ96dWksqA6ohYn5xSOYomvjGYmdnea/AIPiK2A/++l+s+Cpgl6XngL8CMiPjdXq7LzMyaKJ8PWX8v6avAgyR3dQKIiL83tFBEPA8Mal55Zma2t/IJ+LHJz2tqjQua0F1jZmaFl88NP3oUohAzM2tZ+XyT9WBJ35A0OXl+rKRPp1+amZk1Rz6nSd4DbAWGJ8/XAt9LrSIzM2sR+QR8r4i4heQLTxHxD3I3/jAzs1Ysn4DfmpzHHgCSepG7kJiZmbVi+ZxF8y1gOnCMpKnAScDlKdZk+5gjL5lY7BLMMimfs2ielLQAGEaua+bLEbEu9crMzKxZGg14SY+Qu+H2byNic2Pzm5lZ65BPH/ytwEhgqaSHJF0o6cCU6zIzs2bKp4vmaeDp5NrupwH/AtwNfCTl2szMrBny+ZCV5Cyac8hdtuATwH1pFmVmZs2XTx/8fwNDyJ1JMwl4OrnKpJmZtWL5HMFPAcZFRA2ApBGSxkXENY0sZ2ZmRZRPH/wTkgZJGgd8BlgJ/Cr1yszMrFn2GPCSjgPGJY915K4Hr4g4tUC1mZlZMzR0BL8cmAN8OiJeBZB0XUGqMjOzZmvoPPgLgL+Ru+3eXZJOxxcZMzNrM/YY8BHxm4i4GOgLzAKuBTpL+k9JZxSoPjMz20uNfpM1IjZHxP0RcQ7QFVgEXJ96ZWZm1iz5XKpgp4h4NyImR8TpaRVkZmYto0kBb2ZmbUdqAS/pGEmzJC2V9KKkL6fVlpmZ7S6va9HspW3AVyJioaRDgQWSZkTE0hTbNDOzRGpH8BHxt4hYmAxvBJYBXdJqz8zM6ipIH7yk7sAg4M+FaM/MzNLtogFAUinwP8C1EbGhnunjgfEA3bp1S7scs8zxPW1tT1I9gpe0P7lwnxoR9V6gLDntsiIiKsrKytIsx8xsN5WVlVRWVha7jFSkeRaNyF1qeFlE/CitdszMrH5pHsGfBHwOOE3S4uRxVortmZlZLan1wUfEXHxxMjOzovE3Wc3MMsoBb2aWUQ54M7OMcsCbmWWUA97MLKMc8GZmGeWANzPLKAe8mVlGOeDNzDLKAW9mllEOeDOzjHLAm5lllAPezAy48sor6dy5M8cff3y906dOncrHP/5xBgwYwPDhw3nuued2Tps+fTp9+vShd+/eTJzYem7A4oA3MwMuv/xypk+fvsfpPXr04Omnn+aFF17gpptuYvz48QDU1NRwzTXX8Pjjj7N06VIeeOABli5dWqiyG+SANzMDTj75ZI444og9Th8+fDiHH344AMOGDWPNmjUAzJs3j969e9OzZ0/at2/PxRdfzMMPP1yQmhvjgDcza6IpU6YwevRoANauXcsxxxyzc1rXrl1Zu3ZtsUqrI/WbbpuZZcmsWbOYMmUKc+fOLXYpjXLAm5nl6fnnn+cLX/gCjz/+OB07dgSgS5cuvP766zvnWbNmDV26dClWiXW4i8bMLA+rV6/mggsu4Be/+AXHHXfczvEnnHACr7zyCitXrmTr1q1MmzaNMWPGFLHSD/kI3swMGDduHLNnz2bdunV07dqVb3/721RXVwNw9dVX853vfId33nmHL37xiwCUlJQwf/58SkpKmDRpEmeeeSY1NTVceeWV9O/fv5gvZScHvJkVXfcbHi1a22+ueAeAI4d9jQMuu5QdnSvffeXDeSbe8Ch0Op/D/vV81tdatk7dF9wGwF0b4a4mvp5VE89ueuF5cBeNmVlGpRbwku6W9LakJWm1YWZme5bmEfy9wKdSXL+ZmTUgtYCPiGeAv6e1fjMza5j74M3MMqroAS9pvKT5kuZXVVUVuxwzs8woesBHxOSIqIiIirKysmKXY2aWGUUPeDMzS0eap0k+ADwL9JG0RtJVabVlZma7S+2brBExLq11m5lZ49xFY2aWUQ54M7OMcsCbmWWUA97MLKMc8GZmGeWANzPLKAe8mVlGOeDNzDLKAW9mllEOeDOzjHLAm5lllAPezCyjUrvYmJlZW3DkJROLXUJqfARvZpZRDngzs4xywJuZZZQD3swsoxzwZmYZ5YA3M8soB7yZWUY54M3MMsoBb2aWUakGvKRPSXpJ0quSbkizLTMzqyu1gJfUDrgDGA30A8ZJ6pdWe2ZmVleaR/BDgFcjYkVEbAWmAeem2J6ZmdWSZsB3AV6v9XxNMs7MzAqg6FeTlDQeGJ883STppWLW0wydgHXFalw/KFbLLcbbr3m8/ZqnLW+/f9rThDQDfi1wTK3nXZNxdUTEZGByinUUhKT5EVFR7DraKm+/5vH2a56sbr80u2j+AhwrqYek9sDFwG9TbM/MzGpJ7Qg+IrZJmgA8AbQD7o6IF9Nqz8zM6kq1Dz4iHgMeS7ONVqTNdzMVmbdf83j7NU8mt58iotg1mJlZCnypAjOzjGpzAS/p65JelPS8pMWShrbguisl/S4ZvlzSpJZadz1tdZd0Sa3ne2xPUqmkn0n6q6QFkma3xOsuxLZUzjpJhyfjj5IUkkbUmrdKUkdJP6/v2861t42k82rPk2yLes9+kDRE0jPJ5TIWJes/uAVeW02yvZZI+mVD65RULumsPNa5T+17tdaf2rbM4r7XVG0q4CWdCHwa+EREfBz4JHW/TNWWdAcuaWymxM+BvwPHRsRg4Apy5+3utUJty8j1Af4JODEZNRxYlPxEUh/gnYh4JyK+EBFLG1nleeQufdEgSR8FfglcHxF9ImIQMB04dK9eSF1bIqI8Io4HtgJXNzBvOdBoKBVYd4q47+0itW2Z0X2vSdpUwANHAesi4gOAiFgXEW9IGizp6eQI4wlJR8HOd9jbax0hDEnGD5H0bPLO+sfkF50XSZdKmpes82fKXXMHSZsk/W9Jz0n6U/JLRlKv5PkLkr4naVOyqonAyGQ91yXjjpY0XdIrkm7ZsTwwFPhGRGxPXvfKiHg0ORJbLuleSS9Lmirpk5L+kKxjSCvZln8k+aNKft5G3T+6P9RqoyIZviJ5TfOAk5Jxw4ExwH8kdfRK1nFR8jt5WdLIZNw1wH0R8eyOIiLioYh4S9K3JN0naY6k1yRdIOmW5Hc0XdL+DWy3Xc0Beks6RNLdSR2LJJ2r3OnB3wHGJvWO9b5X8G2Z5X2vcRHRZh5AKbAYeBm4EzgF2D/5JZYl84wld0omwGzgrmT4ZGBJMvwRoCQZ/iTwP8lwJfC7ZPhyYNIu7X8MeATYP3l+J/D5ZDiAc5LhW8j9UQD8DhiXDF8NbNq1rVrtrQAOAw4EXiP3RbExwK/3sD26A9uAAeTerBcAdwMid92f37SSbXkKMDMZnpO0PT95fhdwVa02Ksi9+awGyoD25P4IJyXz3AtcWOt1zAZ+mAyfBfw+Gf4VcO4eXvu3gLnJ6x0I/AMYnUz7NXBeI/vhjt9hCfAw8G/A/wEuTcZ3SLbrIeyyH+W5veosk7V9r8DbMlP7XlMfRb9UQVNExCZJg4GRwKnAg8D3gOOBGZIgd87932ot9kCy7DOSPiKpA7l/le6TdCy5P4583zVPBwYDf0naOgh4O5m2ldwfFOR29lHJ8Ink/rUDuB+4tYH1PxUR7wFIWkoDX0GuZWVEvJAs82KyjpD0Ark/wnoVeFv+BRgk6RByAbVJ0gpJvckdRf1wl/mHArMjoip5XQ8CxzWwDX6V/FzQ0GvexeMRUZ1sp3bk/oUGaHC7JQ6StDgZngNMIffGOEbSV5PxBwLd6ln2MPbxfW8XaW/LrO17TdKmAh4gImrIvXPOTjbQNcCLEXHinhap5/l3gVkRcb6k7sn68iFy/3rdWM+06kjehoEa9m7bflBreMc6XgQGSmqXvPaGltle6/n2xmoo1LaMiH9IegW4EliYjP4TuaOezkBzrz+04zXX3u4vkgvEhxtaJiK2S6r9u2t0u5H0G9ceoVzq/nNEvLTL+F0/kPS+V1eq2zKD+16TtKk+eEl9knfrHcqBZUCZch8aIml/Sf1rzTM2GT8CeC85SjmMD6+Lc3kTSngKuFBS52SdR0hq7EjnT8A/J8MX1xq/kTw+dImIvwLzgW8nO/6OsyDObkLduynCtvwjcC2wo1/yWeDLwJ9q7eA7/Bk4RbmzG/YHLqo1La/tBkwCLqsdCkl/50fzWHZvPAF8qdbvaFAyftd69/l9Lw8tvS2zvu/tUZsKeHL9Z/dJWirpeXKfaH8TuBD4gaTnyPUrD6+1zPuSFgH/F7gqGXcL8P1kfEPvmJdLWrPjAWwAvgE8mbQ/g1yfXUOuBf5XMn9v4L1k/PNAjXIfjF23p4UTXwA+CrwqaQm5vsC3G1yicYXeln8AevLhH9lCcheg++OuM0bE38j1VT6bLLes1uRpwNeU+2Ct167L1lrHW+RC7VblTlVbBpxJ7o80Dd8l10XwfNJd8d1k/Cygn5IPBvG+l4+W3pZZ3/f2KNPfZJU0G/hqRMwvYg0Hk/s3NCRdTO5DrzZ345PWsC2tabKy79nea3N98G3QYGBS8u/menJ9gWaF4H1vH5fpI3gzs31ZW+uDNzOzPDngzcwyygFvZpZRDngzs4xywJuZZZQD3swso/4/UT2WH2/BxlIAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "recs = plt.bar(iris_desc.columns, iris_means, yerr=iris_desc.loc['std', :])\n",
     "for idx, data in enumerate(iris_means):\n",
@@ -2140,83 +907,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "id": "029be9d0-034c-4424-9ca8-957109a55fe5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>SepalLengthCm</th>\n",
-       "      <th>SepalWidthCm</th>\n",
-       "      <th>PetalLengthCm</th>\n",
-       "      <th>PetalWidthCm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Species</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Iris-setosa</th>\n",
-       "      <td>5.006</td>\n",
-       "      <td>3.418</td>\n",
-       "      <td>1.464</td>\n",
-       "      <td>0.244</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Iris-versicolor</th>\n",
-       "      <td>5.936</td>\n",
-       "      <td>2.770</td>\n",
-       "      <td>4.260</td>\n",
-       "      <td>1.326</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Iris-virginica</th>\n",
-       "      <td>6.588</td>\n",
-       "      <td>2.974</td>\n",
-       "      <td>5.552</td>\n",
-       "      <td>2.026</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
-       "Species                                                                  \n",
-       "Iris-setosa              5.006         3.418          1.464         0.244\n",
-       "Iris-versicolor          5.936         2.770          4.260         1.326\n",
-       "Iris-virginica           6.588         2.974          5.552         2.026"
-      ]
-     },
-     "execution_count": 48,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "averages = iris.groupby(\"Species\").mean()\n",
     "averages"
@@ -2224,83 +918,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "id": "5eea5d45-4aed-4ce0-9169-65f99b8e9a40",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>SepalLengthCm</th>\n",
-       "      <th>SepalWidthCm</th>\n",
-       "      <th>PetalLengthCm</th>\n",
-       "      <th>PetalWidthCm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Species</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Iris-setosa</th>\n",
-       "      <td>0.352490</td>\n",
-       "      <td>0.381024</td>\n",
-       "      <td>0.173511</td>\n",
-       "      <td>0.107210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Iris-versicolor</th>\n",
-       "      <td>0.516171</td>\n",
-       "      <td>0.313798</td>\n",
-       "      <td>0.469911</td>\n",
-       "      <td>0.197753</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Iris-virginica</th>\n",
-       "      <td>0.635880</td>\n",
-       "      <td>0.322497</td>\n",
-       "      <td>0.551895</td>\n",
-       "      <td>0.274650</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
-       "Species                                                                  \n",
-       "Iris-setosa           0.352490      0.381024       0.173511      0.107210\n",
-       "Iris-versicolor       0.516171      0.313798       0.469911      0.197753\n",
-       "Iris-virginica        0.635880      0.322497       0.551895      0.274650"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "std = iris.groupby(\"Species\").std()\n",
     "std"
@@ -2308,33 +929,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "id": "97dc5299-ce2e-4900-85de-f2e5819904bc",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a539eeac0>"
-      ]
-     },
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "width = 0.25 # the bar width      \n",
     "x = np.arange(len(averages.columns)) # the xticks\n",
@@ -2392,33 +990,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "id": "551754f2-888b-4c3e-8e05-3fe4d0ab58f9",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Average (in cm)')"
-      ]
-     },
-     "execution_count": 51,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "recs = plt.barh(iris_desc.columns, iris_means, xerr=iris_desc.loc['std', :])\n",
     "for idx, data in enumerate(iris_means):\n",
@@ -2450,47 +1025,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "id": "e6a7c6be-f094-4fc3-bcb8-e036fb71f363",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm'], dtype='object')"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris.columns[:-1]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "id": "15540dfc-8955-4736-983f-8290c53ec96e",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "recs = plt.boxplot(iris.iloc[:, :-1],\n",
-    "                   labels=iris.columns[:-1])\n"
+    "                   tick_labels=iris.columns[:-1])\n"
    ]
   },
   {
@@ -2503,26 +1054,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "id": "7e1a9570-dca5-41e3-8541-3003113a9571",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD4CAYAAADFAawfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAepUlEQVR4nO3de3wU5fn38c9FCCLUA7Wx2AqSJwFEwoNIVFQ8UIWWqhzKMepPUSx4KB6ptaKCWtp6rCgeSgGhalIRCbZoqfgzFqGCJCA0kFbwAHIQQR/lpAjkev7YgQYakg2ZzU6S7/v1yiub2dn7vnYy+93Ze2ZnzN0REZHoapDsAkREpGIKahGRiFNQi4hEnIJaRCTiFNQiIhHXMBGNfuc73/FWrVolomkRkTqpqKhos7unlXdfQoK6VatWFBYWJqJpEZE6ycxWH+w+DX2IiEScglpEJOIU1CIiERdXUJvZzWa23MyKzSzPzBonujAREYmpNKjN7PvADUC2u2cBKcDgRBcmIiIx8Q59NAQON7OGQBNgfeJKEhGRsioNandfBzwErAE2AF+6+2sHzmdmw8ys0MwKN23aFH6lIiL1VDxDH82A3kA68D2gqZldduB87j7B3bPdPTstrdxjtkVE5BDEM/RxAfChu29y913ADODMxJZVPWYW6o+ISDLF883ENUAXM2sCfAWcD0T6a4fxXAzBzOKaT0Qk2eIZo14ITAcWA/8MHjMhwXWJiEggrnN9uPtoYHSCaxERkXLom4kiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOLiubhtWzN7t8zPFjO7qQZqExER4rjCi7v/GzgZwMxSgHVAfmLLEhGRvao69HE+8L67r05EMSIi8t+qGtSDgbzy7jCzYWZWaGaFmzZtqn5lIiICVCGozawR0At4sbz73X2Cu2e7e3ZaWlpY9YmI1HtV2aLuCSx2942JKkZERP5bpTsTy8jhIMMeIhIfMwu1PXcPtT2JpriC2syaAt2B4YktR6RuizdYzUwhLPvEFdTuvh04JsG1iIhIOfTNRBGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxVfkKedKtWLGCzZs3h9be3LlzQ2mnZcuWtGrVKpS2REQOVKuCunv37rRo0YJGjRqF0t6dd95Z7Ta++OILjjnmGAoKCkKoSETkv9WqoN6zZw8zZ86kefPmyS5ln7lz54YS+CIiB6MxahGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRibi4gtrMjjaz6Wb2LzMrMbMzEl2YiIjExHt43jhgtrv3D65G3iSBNYmISBmVBrWZHQWcAwwBcPdvgG8SW5aIiOwVz9BHOrAJeMbMlpjZxOBit/sxs2FmVmhmhZs2bQq90L1KS0sT1vahiFo9IlL3xBPUDYFTgKfcvROwHbj9wJncfYK7Z7t7dlpaWshlxvzgBz+gS5cuPPTQQ3z55ZcJ6SNeGzZs4I477mDAgAGcd955Sa1FROq2eIJ6LbDW3RcGf08nFtw1Ljc3l/z8fJYsWUJ6ejo333wzH330UY3WsGzZMoYMGUL79u3ZunUrCxYs4N57763RGkSkfqk0qN39E+BjM2sbTDofWJHQqirQuXNnnn/+eZYuXUrDhg3p3LkzgwYN4p133klYn+7O7Nmz6dGjBz179qRt27asWrWKxx9/nIyMjIT1KyICYO5e+UxmJwMTgUbAB8CV7v7/DjZ/dna2FxYWhlVjhbZs2cKkSZMYN24cLVq04JZbbqFXr16kpKRUu+2dO3fy/PPP88gjj9CgQQNuvfVWcnJyQjt7n8jBmBnxvDal7jCzInfPLve+RKwMNRnUe23ZsoX+/fszZ84cfPSRobZ99doBPPXUU6SmpobarsjBKKjrn4qCulad5rQ8n3zyCePHj2fChAmceeaZzJ07F+/aFTOrdtulpaXMmjWLlQUPk5mZyY033sjVV1/NkUeG+0YgIlKRWvsV8uLiYq666iratWvH559/zvz585k5cyZnn312KCEN0KBBA3r16sXf//53XnrpJRYtWkR6ejojR45kzZo1ofQhIlKZWhXU7s5rr73GD3/4Q7p3705GRgarVq3iySefpHXr1gntOzs7m7y8PBYvXoy706lTJ3JycqjpIR4RqX9q1Rh1z549Wbt2LbfccguXXHIJhx12WOh9xOvLL79k4sSJjBs3jr59+zJu3Lik1SJ1j8ao6586M0a9ZMkSlixZwnHHHZfsUjjqqKO49dZbyc7O5q677kp2OSJSh9WqoQ8gtPHnsEStHhGpe2pdUIuI1DcKahGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYirVef62LhxI7NmzaJ58+bJLmWf4uLiZJcgEbBx40YWLVoUapuzZs2qdhuNGjXiggsuoEEDbZPVZnEFtZl9BGwF9gC7D3aGp5rwzDPP0KxZs2q388orr3DhhReGUBFcdNFFobQjtddTTz1Fbm4ubdq0Ca3Np59+utptFBQUsGTJklDrkppXlS3qbu6+OWGVxCHM0z6aWShbLCIQuxrQZZddxt13353sUvZz4oknUlpamuwypJr0eUhEJOLiDWoHXjOzIjMbVt4MZjbMzArNrHDTpk3hVSgiUs/FG9Rd3f0UoCdwvZmdc+AM7j7B3bPdPTstLS3UIkVE6rO4gtrd1wW/PwXygdMSWZSIiPxHpUFtZk3N7Ii9t4EegI5JExGpIfEc9fFdID+45FRDINfdZye0KpFaxszYunVrssvYz549e9ixY4cuF1cHVBrU7v4B0LEGahGptQYNGsR5551Hv3796NKlS7LLAeD2228nMzOTjIyMZJci1aTD80RCcNJJJzF58mT69evHxx9/nOxymDJlCvn5+bz44os0bFirvoAs5VBQi4Tkoosu4qabbqJ3795s3749aXXMnz+f2267jb/85S8cc8wxSatDwqOgFgnRyJEj6dChA1dccUVSvhG4evVqBgwYwNSpU2nXrl2N9y+JoaAWCZGZ8fvf/57169dz77331mjf27Zto3fv3owcOZKePXvWaN+SWApqkZA1btyYGTNm8MwzzzBt2rQa6bO0tJTLL7+cU045hZtvvrlG+pSao70MIgnQvHlzZs6cSY8ePcjIyKBz584J7W/06NF8+umn5OXl6XC8Okhb1FIteXl5ZGVlkZKSQlZWFnl5eckuKTI6derE008/TZ8+fdiwYUPC+snLy+PZZ59lxowZHHbYYQnrR5JHW9RyyPLy8hg1ahSTJk2ia9euzJs3j6FDhwKQk5OT5OqioV+/fqxYsYI+ffrw5ptvcvjhh4fa/qJFi7jhhht4/fXXOfbYY0NtW6LDwjzH817Z2dleWFgYerthMrNQz29dH2VlZfH444/TrVu3fdMKCgoYMWKErnxThruTk5NDw4YNefbZZ0Mbmli3bh2nn34648ePp0+fPqG0KcljZkUHuyiLgloOWUpKCl9//TWpqan7pu3atYvGjRuzZ8+eJFYWPTt27OCcc86hf//+3H777dVu7+uvv+bss8+mb9++3HHHHSFUKMlWUVBr6EMOWbt27Zg3b95+W9Tz5s3T8bvlaNKkCT169OD2r38DY35T7fYaA4suhKUhXU5Ooq1OBnW8Hy3jnU9b3uUbNWoUgwYNomnTpqxZs4aWLVuyfft2xo0bl+zSImfGjBk899xzjFj4L4477rhQ2vzTn/7EL/v0YeHChRqfruPqZFArWGuelvnBvfvuuwwfPpzZs2eHFtIAgwcPZvny5fTr14/XX39dR3zUYTo8Tw7Z2LFjeeGFF/jwww8pLS3lww8/5IUXXmDs2LHJLi0yNm7cSO/evXniiScSciz1PffcQ1paGtdee63eLOswBbUcspKSEtauXbvfcdRr166lpKQk2aVFws6dO+nbty9Dhgxh4MCBCemjQYMG/PGPf6SoqIhHH300IX1I8tXboz6k+lq0aMHu3bvJzc3ddxz1JZdcQsOGDSNxqs9kcneGDBnC9u3bmTZtGg0aJHabaPXq1XTp0oXJkyfrPB+1VEVHfcS99phZipktMbNZ4ZUmtd2BO2T19eWYhx9+mGXLljF16tSEhzTACSecwPTp07niiiv0iaYOqsoadCOgNUD2Wb9+Pffffz8jRoygcePGjBgxgvvvv5/169cnu7SkeuWVV3jkkUd4+eWXadq0aY31e9ZZZ/HAAw9w8cUX89lnn9VYv5J4cQW1mR0PXAhMTGw5Upu0a9eO448/nuLiYvbs2UNxcTHHH398vT6Oevny5Vx55ZW89NJLtGzZssb7HzJkCH369GHgwIHs2rWrxvuXxIhrjNrMpgO/AY4ARrr7ReXMMwwYBtCyZcvOq1evDrlUSZawhzPq6tEJmzdv5vTTT2f06NFcfvnlSatjz549XHzxxaSnp/PEE08krQ6pmmqNUZvZRcCn7l5U0XzuPsHds909Oy0t7RBLlShy94P+5Obm0r59ewDat29Pbm5uhfPX1ZD+5ptv6N+/P/37909qSEPsq/15eXkUFBTw5JNPJrUWCUelW9Rm9hvgf4DdxL65eiQww90vO9hjdNRH/VPfz50ybtw4Xn31VV599VVSUlKSXQ4A77//PqeeeirFxcV873vfS3Y5UolqbVG7+y/d/Xh3bwUMBt6oKKRF6qPPPvuMs846KzIhDZCRkcGxxx7Lli1bkl2KVJO+8CIiEnFVOteHu78JvJmQSkREpFzaohYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIq5K5/qQumPjxo2MGDGC3bt3h9bmT37yk1DauemmmzjnnHNCaUukLlBQ11Nr1qxh8eLFPPDAA6G0l5+fz2WXVf/st1OnTmXhwoUKapEyFNT1WLNmzULbCg7rogFvv/12KO2I1CUaoxYRiTgFtYhIxMVzcdvGZvaOmS01s+Vmdk9NFCYiIjHxjFHvBH7g7tvMLBWYZ2Z/dfcFCa5NEsjM+OijjxgzZgxZWVlkZWWRmZlJw4Y1u9vC3Vm7di3FxcUUFxczZ86cUHZKitQllb4qPbaXaFvwZ2rwU38vN11HdOzYkSeeeIJly5bx3HPPUVxczPr162nTps2+4M7KyqJjx460aNEilD4///xzli5dui+U9/40adKErKwsOnTowA033ECvXr1C6U+krohr88nMUoAiIBN4wt0XljPPMGAYQMuWLcOsURIgNTWVgQMHMnDgQAC+/vprioqKmDZtGtOmTeP5558H4Mgjj+TLm8Pp89tAN+AH92yhSZMm9OrVi9tuu41zzz2Xo48+OpxOROqguILa3fcAJ5vZ0UC+mWW5e/EB80wAJgBkZ2drizvitm/fzsMPP8yyZcsoLi5m9erVZGRk0KFDB372s5/t26JOT0+HBuHsc3Z3Nm7cyJyu/9ma/vWvf82ll15Ks2bN9vU5fPhwMjMzQ+lTpC6o6lXIvzCzAuBHQHFl80t0rVixgj/84Q88+OCDjBkzhjZt2tCoUaOE9mlmNG/enObNm3PBBRfsm15aWsrq1aspLi7md7/7Hfn5+fz85z9PaC0itUmlQW1macCuIKQPB7oD9ye8Mkm45s2bM3jw4GSXQYMGDUhPTyc9PZ25c+cmuxyRyIlni/o4YGowTt0AmObusxJbliSau1NaWkppaWmyS9lPWN9wFKlL4jnqYxnQqQZqkRpUWFjI4sWLQzscz90xs1DamjhxYijtiNQVOtdHPXXddddx3XXXhdaemUVu61ykrtBXyEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOIU1CIiEafD80Sk1grr2P29ovqFKwW1iNRa8QarmUU2hOOhoQ8RkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMTp8DypVLzHqsY7X20+TEokGRTUUikFq0hyVTr0YWYtzKzAzFaY2XIzu7EmCpPaIS8vj6ysLFJSUsjKyiIvLy/ZJYnUOfFsUe8GbnX3xWZ2BFBkZnPcfUWCa5OIy8vLY9SoUUyaNImuXbsyb948hg4dCkBOTk6SqxOpOyrdonb3De6+OLi9FSgBvp/owiT6xo4dy6RJk+jWrRupqal069aNSZMmMXbs2GSXJlKnVOmoDzNrRexCtwvLuW+YmRWaWeGmTZtCKk+irKSkhK5du+43rWvXrpSUlCSpIpG6Ke6gNrNvAS8BN7n7lgPvd/cJ7p7t7tlpaWlh1igR1a5dO+bNm7fftHnz5tGuXbskVSRSN8UV1GaWSiykn3f3GYktSWqLUaNGMXToUAoKCti1axcFBQUMHTqUUaNGJbs0kTql0p2JFjs4dhJQ4u6PJL4kqS327jAcMWIEJSUltGvXjrFjx2pHokjI4jnq4yzgf4B/mtm7wbQ73P3VhFUltUZOTo6CWUL329/+lqKiolDbHDBgQLXbaN++PWPGjKl+MVVUaVC7+zwg3MsoiIhU4IUXXiAnJ4f09PRQ2ps+fToDBw6sVhsbNmzgsccei2ZQi4gkQ/fu3enUqVMobYXx7dpVq1bx2GOPhVBN1emkTCIiEaegFhGJOA19iITgz3/+M0uXLmXdunXJLmU/n3zySbJLkBAoqEVCMHz4cJYsWcIpp5wSSnvXXHMNTz/9dLXb6dKlCxkZGSFUJMmkoBYJwbXXXhtqe9dccw3Dhw8PtU2pvTRGLSKR06RJE6ZMmcIXX3yR7FIA2LJlCxMnTqRJkyZJ6V9BLSKRk5uby7Zt22jdujVjx45l27ZtSaljx44dPPjgg7Ru3Zp169aRn5+flDoU1CISOSeccAKTJk1i/vz5LF++nMzMTB555BG++uqrGul/586djB8/nszMTBYuXMgbb7zBs88+m7TxfgW1iERWmzZtyM3NZc6cObz11lu0bt2ap556im+++SYh/e3evZvJkyfTtm1b/vrXvzJr1iymT59O+/btE9JfvBTUIhJ5HTp0ID8/n/z8fF5++WXatm3LlClT2L17dyjtl5aWkpuby0knncRzzz1Hbm4ur7zySmhH8VSXglpEao1TTz2V2bNnM3z4cK688koeffTRUNqdMGECl156KYMGDeKNN97gzDPPDKXdsFgirjCdnZ3thYWFobcrUl+Yma7+Xo6ioiLuvPNOSkpKuPvuu7lqzc2htp/5XBqtWrXiV7/6FV26dAm17cqYWZG7Z5d3n46jFpHIKy4uZvTo0SxYsIA77riDmTNncthhhwFXhdpPyahdTJkyhYEDB9KxY0fuu+8+Tj755FD7OBQa+hCRyFq5ciWXXnop559/PmeccQYrV67k+uuvD0I6fKmpqfz0pz/lvffeo0ePHvz4xz9m4MCBSb8OqIJaRCLn448/5uqrr+aMM87gxBNPZNWqVYwcObLGvnDSuHFjRowYwcqVK+ncuTPnnnsul19+OR988EGN9H+gSoPazCab2admVlwTBYmIDB48mMMPP5z33nuPu+66iyOOOCIpdTRt2pRf/OIXrFy5kubNm9O3b9+k1BHPFvUU4EcJrkNEZJ8dO3Zw1VVX8e1vfzvZpQBw1FFHMWzYMLZv356U/isNanefC3xeA7WIiEg5Qjvqw8yGAcMAWrZsGVazInWKWfyXH41nXh3CVz+EtjPR3Se4e7a7Z6elpYXVrEid4u6h/kj9oKM+REQiTkEtIhJx8Ryelwe8DbQ1s7VmNjTxZYmIyF6V7kx095yaKERERMqnoQ8RkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOJCu3CAiEhY3n33XXJycujUqVOyS9ln69atVbrwQ5gU1CISOTfeeCOtW7cO7ZqJl1xyCbm5udVuJ1lXr7JEXCUiOzvbCwsLQ29XRORQmFnkr4hjZkXunl3efRqjFhGJOAW1iEjExRXUZvYjM/u3ma0ys9sTXZSIiPxHpTsTzSwFeALoDqwFFpnZn919RaKLExGpSFWOwohn3qiOY8dz1MdpwCp3/wDAzP4E9AYU1CKSVFEN1rDFM/TxfeDjMn+vDabtx8yGmVmhmRVu2rQprPpEROq90HYmuvsEd8929+y0tLSwmhURqffiCep1QIsyfx8fTBMRkRoQT1AvAlqbWbqZNQIGA39ObFkiIrJXpTsT3X23mf0M+BuQAkx29+UJr0xERIA4z/Xh7q8Crya4FhERKYe+mSgiEnEKahGRiEvI2fPMbBOwOvSGw/UdYHOyi6hDtDzDpeUZrtqwPE9w93KPbU5IUNcGZlZ4sFMKStVpeYZLyzNctX15auhDRCTiFNQiIhFXn4N6QrILqGO0PMOl5RmuWr086+0YtYhIbVGft6hFRGoFBbWISMTVSFCb2SgzW25my8zsXTM7PcS2zzOzWcHtIWY2Pqy2y+mrlZldUubvg/ZnZt8ys9+b2ftmVmRmb4b5vIM+Er5cLWazmTULph9nZm5mXcvMu8nMjjGziWZ2Ujlt7VtOZtan7DzBcin3sCkzO83M5gaXgVsStN8krOdYpp89wfIrNrMXK+rDzE42sx/H0Wa9XS/L9JWw5Vof1suyEh7UZnYGcBFwirv/X+AC9r8QQW3SCrikspkCE4HPgdbu3hm4kthB96GoqeXqsZ0YC4AzgklnAkuC35hZW+Azd//M3a+O4xJtfYD/etEcyMy+C7wI/MLd27p7J2A2cMQhPZGKfeXuJ7t7FvANcE0F854MVBooNawVEVkvD5Cw5VpP1st9amKL+jhgs7vvBHD3ze6+3sw6m9nfg3f1v5nZcbDvnWxcmXfi04Lpp5nZ28E72D+Cf0RczOwyM3snaPP3FrsOJGa2zczGmtlSM1sQ/BMws4zg73+a2a/MbFvQ1G+Bs4N2bg6mfc/MZpvZSjN7YO/jgdOBO929NHjeH7r7K8HWz7/MbIqZvWdmz5vZBWY2P2jjtAgu138QvACC379j/xfI/DJ9ZAe3rwye3zvAWcG0M4FewINBHRlBGwOC/897ZnZ2MO16YKq7v723CHef7u4bzWyMmU01s7fMbLWZ/cTMHgj+X7PNLDXOZViet4BMM2tqZpODupaYWW+Lneb3XmBQUP8grZdJXa71Z71094T+AN8C3gXeA54EzgVSg4WcFswziNjpUwHeBP4Q3D4HKA5uHwk0DG5fALwU3D4PmBXcHgKMP6D/dsBfgNTg7yeBy4PbDlwc3H6A2AoMMAvICW5fA2w7sK8y/X0AHAU0Jva1+RbE/un5B1kerYDdQAdib5RFwGTAiF2LcmYEl+u5wBvB7beCvguDv/8ADC3TRzaxN5E1QBrQiNgLZnwwzxSgf5nn8SbwcHD7x8Drwe0ZQO+DPPcxwLzg+XYEdgA9g/vygT5VXEf3/n8bAi8D1wK/Bi4Lph8dLOemHLCOxbn89ntMXV4va3i51un1suxPXKc5rQ5332ZmnYGzgW7AC8CvgCxgjsWuDJwCbCjzsLzgsXPN7EgzO5rYR4upZtaa2Ioc77vT+UBnYldPBzgc+DS47xtiKz/EVszuwe0ziH0UAsgFHqqg/f919y8BzGwFcEIcNX3o7v8MHrM8aMPN7J/EXjCVquHlugjoZGZNiQXLNjP7wMwyiW25PHzA/KcDb7r7puA5vgC0qeDpzAh+FxHn8wf+6u67gmWWQuzjJ0Dcy7CMw83s3eD2W8AkYm94vcxsZDC9MdCynMcehdbLg0n0cq3r6+U+CQ9qAHffQ+wd6s3gCVwPLHf3Mw72kHL+vg8ocPe+ZtYqaC8eRuyjyi/LuW+XB293wB4ObXnsLHN7bxvLgY5mlhI894oeU1rm79Kq1FBTy9Xdd5jZSuAqYHEweQGxLY1jgX/HW/NB7H3+Zf8Hy4kF2csVPcbdS82s7P+xSssw8JW7n1x2gsXSs5+7//uA6QfueNN6eXAJXa71YL3cpyZ2JrYN3hX3OhkoAdIstkMMM0s1s/Zl5hkUTO8KfBlsGRzFf67VOKQKJfwv0N/Mjg3a/LaZVbZ1sQDoF9weXGb6VuLYaeDu7wOFwD3Birl3z/yFVai7QklYrv8AbgL2js29DdwILCizMu61EDjXYnvcU4EBZe6LaxkC44Eryr6AgzG/78bx2DD8DRhR5v/XKZh+YP1aL6sm7OVaL9bLmtiZ+C1iH2FWmNkyYntW7wb6A/eb2VJiY61nlnnM12a2BHgaGBpMewD4TTC9onemIWa2du8PsAW4E3gt6H8OsbGqitwE3BLMnwl8GUxfBuyx2E6emw/24MDVwHeBVWZWTGwM7NMKH1E1Nb1c5wP/h/+8IBYTu9DxPw6c0d03EBuvezt4XEmZu/8E/NxiO4kyDnxsmTY2Egujhyx2GFQJ8ENiL6iacB+xj9vLgmGA+4LpBcBJFuz0QutlVYW9XOvFehm5r5Cb2ZvASHcvTGINTYh9bHMzG0xsB07vZNUThigsV6meurheSnxqZIy6FuoMjA8+nn1BbAxMJNm0XtZTkduiFhGR/elcHyIiEaegFhGJOAW1iEjEKahFRCJOQS0iEnH/H8lDGNPKX8QIAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "recs = plt.boxplot(iris.iloc[:, :-1],\n",
-    "                   labels=iris.columns[:-1],\n",
+    "                   tick_labels=iris.columns[:-1],\n",
     "                  notch=True)"
    ]
   },
@@ -2536,54 +1074,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "id": "7853d478-1d90-4dad-97af-3954ddd994fb",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "res_boxes = plt.boxplot(iris.iloc[:, :-1],\n",
-    "                   labels=iris.columns[:-1],\n",
+    "                   tick_labels=iris.columns[:-1],\n",
     "                   notch=True,\n",
     "                   patch_artist=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "id": "f5a33448-1785-4697-893a-9e121a4b7ed4",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "color = (\"orangered\", \"darkorange\", \"limegreen\", \"aqua\")\n",
     "\n",
     "res_boxes = plt.boxplot(iris.iloc[:, :-1],\n",
-    "                   labels=iris.columns[:-1],\n",
+    "                   tick_labels=iris.columns[:-1],\n",
     "                   notch=True,\n",
     "                   patch_artist=True)\n",
     "for i, c in enumerate(color):\n",
@@ -2618,23 +1130,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "id": "0b21ac5f-a20c-402b-b4a3-8da33bbb245e",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ticks = np.arange(len(iris.columns[:-1]))\n",
     "violin_res = plt.violinplot(iris.iloc[:, :-1], \n",
@@ -2652,23 +1151,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "id": "11886a4b-d412-4975-a4c1-10621f4f7222",
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ticks = np.arange(len(iris.columns[:-1]))\n",
     "violin_res = plt.violinplot(iris.iloc[:, :-1], \n",
@@ -2705,56 +1191,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "id": "7c9deaef-7f5a-421c-a847-200da9846288",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm',\n",
-       "       'Species'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "iris.columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "id": "cfab318e-1428-4b55-9869-d917e1df2521",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Scatter plot Iris sepal')"
-      ]
-     },
-     "execution_count": 60,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.scatter(iris['SepalLengthCm'], iris['SepalWidthCm'])\n",
     "plt.xlabel('sepal length in (cm)')\n",
@@ -2774,23 +1224,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "id": "56403c92-c573-4c49-befe-fb96f5cb4034",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 576x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(8,6)) #in inches\n",
     "\n",
@@ -2806,23 +1243,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "id": "8277527e-8912-4d9c-8506-2d5899fcdf1e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 576x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.figure(figsize=(8,6))\n",
     "for specie, data in iris.groupby('Species'):\n",
@@ -2842,91 +1266,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": null,
    "id": "f6b9c462-b1f0-4636-91bf-a786b4a62a02",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>MW</th>\n",
-       "      <th>AlogP</th>\n",
-       "      <th>PSA</th>\n",
-       "      <th>HBA</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0.00</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>72.731113</td>\n",
-       "      <td>1.141668</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3.63</td>\n",
-       "      <td>544.59</td>\n",
-       "      <td>391.427565</td>\n",
-       "      <td>0.984864</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2.11</td>\n",
-       "      <td>383.40</td>\n",
-       "      <td>437.458982</td>\n",
-       "      <td>15.040385</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1.24</td>\n",
-       "      <td>162.23</td>\n",
-       "      <td>480.111263</td>\n",
-       "      <td>11.401907</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>-1.37</td>\n",
-       "      <td>361.37</td>\n",
-       "      <td>448.864769</td>\n",
-       "      <td>5.732690</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     MW   AlogP         PSA        HBA\n",
-       "0  0.00    1.00   72.731113   1.141668\n",
-       "1  3.63  544.59  391.427565   0.984864\n",
-       "2  2.11  383.40  437.458982  15.040385\n",
-       "3  1.24  162.23  480.111263  11.401907\n",
-       "4 -1.37  361.37  448.864769   5.732690"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "data_for_plt = pd.read_csv(\"../data/data_for_plt.csv\", sep=\"\\t\", header=0, index_col=0)\n",
     "data_for_plt.columns = ['MW', 'AlogP', 'PSA', 'HBA']\n",
@@ -2935,33 +1278,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": null,
    "id": "72b392ba-459b-4e00-a363-f72f589d0b9a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f8a581e1340>"
-      ]
-     },
-     "execution_count": 65,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x = data_for_plt['MW']\n",
     "y = data_for_plt['AlogP']\n",
@@ -2978,33 +1298,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": null,
    "id": "8473712b-f23a-4702-be31-218041abb88e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f8a536ce430>"
-      ]
-     },
-     "execution_count": 66,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plt.scatter(x, y,\n",
     "           alpha=0.5)"
@@ -3022,33 +1319,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": null,
    "id": "6b62354f-276c-403b-8780-92badbfb87c7",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f8a535dbca0>"
-      ]
-     },
-     "execution_count": 67,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure(figsize=(8,6))\n",
     "plt.scatter(x, y,\n",
@@ -3066,33 +1340,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": null,
    "id": "114fc0a3-a7db-4022-8b66-ea3f14d85580",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Hydrogen Bond Acceptor')"
-      ]
-     },
-     "execution_count": 68,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure(figsize=(12,7))\n",
     "plt.scatter(data_for_plt['MW'],\n",
@@ -3122,33 +1373,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": null,
    "id": "8329e2ea-645a-419d-a158-0687ad21fcbf",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Hydrogen Bond Acceptor')"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure(figsize=(12,7))\n",
     "plt.scatter(data_for_plt['MW'],\n",
@@ -3182,33 +1410,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": null,
    "id": "bce60bb6-22d4-43dd-b276-955a55caee5c",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8a538090a0>"
-      ]
-     },
-     "execution_count": 70,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig = plt.figure()\n",
     "ax = fig.add_subplot(111, projection='3d')\n",
@@ -3246,33 +1451,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": null,
    "id": "11fbb4fa-49d7-4978-ba12-8936dc3ae614",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Harvest of local farmers (in tons/year)')"
-      ]
-     },
-     "execution_count": 71,
-     "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# create a dataset\n",
     "\n",
@@ -3340,23 +1522,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": null,
    "id": "2f8b607d-d4e2-4e59-b71a-6c36feb759dc",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# in this case we use the oop coding style\n",
     "\n",
@@ -3392,23 +1561,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "id": "84ec4abe-85e8-4ba0-a045-5fc2bf185a70",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x504 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "########## Create a figure ##########\n",
     "\n",
@@ -3432,7 +1588,7 @@
     "\n",
     "####### Save the figure in png format #########\n",
     "\n",
-    "plt.savefig('images/iris_histograms.png')"
+    "plt.savefig('../images/iris_histograms.png')"
    ]
   },
   {
@@ -3503,7 +1659,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.12"
+   "version": "3.11.10"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/data/Iris.csv b/notebooks/data/Iris.csv
new file mode 100644
index 0000000..1bf42f2
--- /dev/null
+++ b/notebooks/data/Iris.csv
@@ -0,0 +1,151 @@
+Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
+1,5.1,3.5,1.4,0.2,Iris-setosa
+2,4.9,3.0,1.4,0.2,Iris-setosa
+3,4.7,3.2,1.3,0.2,Iris-setosa
+4,4.6,3.1,1.5,0.2,Iris-setosa
+5,5.0,3.6,1.4,0.2,Iris-setosa
+6,5.4,3.9,1.7,0.4,Iris-setosa
+7,4.6,3.4,1.4,0.3,Iris-setosa
+8,5.0,3.4,1.5,0.2,Iris-setosa
+9,4.4,2.9,1.4,0.2,Iris-setosa
+10,4.9,3.1,1.5,0.1,Iris-setosa
+11,5.4,3.7,1.5,0.2,Iris-setosa
+12,4.8,3.4,1.6,0.2,Iris-setosa
+13,4.8,3.0,1.4,0.1,Iris-setosa
+14,4.3,3.0,1.1,0.1,Iris-setosa
+15,5.8,4.0,1.2,0.2,Iris-setosa
+16,5.7,4.4,1.5,0.4,Iris-setosa
+17,5.4,3.9,1.3,0.4,Iris-setosa
+18,5.1,3.5,1.4,0.3,Iris-setosa
+19,5.7,3.8,1.7,0.3,Iris-setosa
+20,5.1,3.8,1.5,0.3,Iris-setosa
+21,5.4,3.4,1.7,0.2,Iris-setosa
+22,5.1,3.7,1.5,0.4,Iris-setosa
+23,4.6,3.6,1.0,0.2,Iris-setosa
+24,5.1,3.3,1.7,0.5,Iris-setosa
+25,4.8,3.4,1.9,0.2,Iris-setosa
+26,5.0,3.0,1.6,0.2,Iris-setosa
+27,5.0,3.4,1.6,0.4,Iris-setosa
+28,5.2,3.5,1.5,0.2,Iris-setosa
+29,5.2,3.4,1.4,0.2,Iris-setosa
+30,4.7,3.2,1.6,0.2,Iris-setosa
+31,4.8,3.1,1.6,0.2,Iris-setosa
+32,5.4,3.4,1.5,0.4,Iris-setosa
+33,5.2,4.1,1.5,0.1,Iris-setosa
+34,5.5,4.2,1.4,0.2,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+36,5.0,3.2,1.2,0.2,Iris-setosa
+37,5.5,3.5,1.3,0.2,Iris-setosa
+38,4.9,3.1,1.5,0.1,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+40,5.1,3.4,1.5,0.2,Iris-setosa
+41,5.0,3.5,1.3,0.3,Iris-setosa
+42,4.5,2.3,1.3,0.3,Iris-setosa
+43,4.4,3.2,1.3,0.2,Iris-setosa
+44,5.0,3.5,1.6,0.6,Iris-setosa
+45,5.1,3.8,1.9,0.4,Iris-setosa
+46,4.8,3.0,1.4,0.3,Iris-setosa
+47,5.1,3.8,1.6,0.2,Iris-setosa
+48,4.6,3.2,1.4,0.2,Iris-setosa
+49,5.3,3.7,1.5,0.2,Iris-setosa
+50,5.0,3.3,1.4,0.2,Iris-setosa
+51,7.0,3.2,4.7,1.4,Iris-versicolor
+52,6.4,3.2,4.5,1.5,Iris-versicolor
+53,6.9,3.1,4.9,1.5,Iris-versicolor
+54,5.5,2.3,4.0,1.3,Iris-versicolor
+55,6.5,2.8,4.6,1.5,Iris-versicolor
+56,5.7,2.8,4.5,1.3,Iris-versicolor
+57,6.3,3.3,4.7,1.6,Iris-versicolor
+58,4.9,2.4,3.3,1.0,Iris-versicolor
+59,6.6,2.9,4.6,1.3,Iris-versicolor
+60,5.2,2.7,3.9,1.4,Iris-versicolor
+61,5.0,2.0,3.5,1.0,Iris-versicolor
+62,5.9,3.0,4.2,1.5,Iris-versicolor
+63,6.0,2.2,4.0,1.0,Iris-versicolor
+64,6.1,2.9,4.7,1.4,Iris-versicolor
+65,5.6,2.9,3.6,1.3,Iris-versicolor
+66,6.7,3.1,4.4,1.4,Iris-versicolor
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+68,5.8,2.7,4.1,1.0,Iris-versicolor
+69,6.2,2.2,4.5,1.5,Iris-versicolor
+70,5.6,2.5,3.9,1.1,Iris-versicolor
+71,5.9,3.2,4.8,1.8,Iris-versicolor
+72,6.1,2.8,4.0,1.3,Iris-versicolor
+73,6.3,2.5,4.9,1.5,Iris-versicolor
+74,6.1,2.8,4.7,1.2,Iris-versicolor
+75,6.4,2.9,4.3,1.3,Iris-versicolor
+76,6.6,3.0,4.4,1.4,Iris-versicolor
+77,6.8,2.8,4.8,1.4,Iris-versicolor
+78,6.7,3.0,5.0,1.7,Iris-versicolor
+79,6.0,2.9,4.5,1.5,Iris-versicolor
+80,5.7,2.6,3.5,1.0,Iris-versicolor
+81,5.5,2.4,3.8,1.1,Iris-versicolor
+82,5.5,2.4,3.7,1.0,Iris-versicolor
+83,5.8,2.7,3.9,1.2,Iris-versicolor
+84,6.0,2.7,5.1,1.6,Iris-versicolor
+85,5.4,3.0,4.5,1.5,Iris-versicolor
+86,6.0,3.4,4.5,1.6,Iris-versicolor
+87,6.7,3.1,4.7,1.5,Iris-versicolor
+88,6.3,2.3,4.4,1.3,Iris-versicolor
+89,5.6,3.0,4.1,1.3,Iris-versicolor
+90,5.5,2.5,4.0,1.3,Iris-versicolor
+91,5.5,2.6,4.4,1.2,Iris-versicolor
+92,6.1,3.0,4.6,1.4,Iris-versicolor
+93,5.8,2.6,4.0,1.2,Iris-versicolor
+94,5.0,2.3,3.3,1.0,Iris-versicolor
+95,5.6,2.7,4.2,1.3,Iris-versicolor
+96,5.7,3.0,4.2,1.2,Iris-versicolor
+97,5.7,2.9,4.2,1.3,Iris-versicolor
+98,6.2,2.9,4.3,1.3,Iris-versicolor
+99,5.1,2.5,3.0,1.1,Iris-versicolor
+100,5.7,2.8,4.1,1.3,Iris-versicolor
+101,6.3,3.3,6.0,2.5,Iris-virginica
+102,5.8,2.7,5.1,1.9,Iris-virginica
+103,7.1,3.0,5.9,2.1,Iris-virginica
+104,6.3,2.9,5.6,1.8,Iris-virginica
+105,6.5,3.0,5.8,2.2,Iris-virginica
+106,7.6,3.0,6.6,2.1,Iris-virginica
+107,4.9,2.5,4.5,1.7,Iris-virginica
+108,7.3,2.9,6.3,1.8,Iris-virginica
+109,6.7,2.5,5.8,1.8,Iris-virginica
+110,7.2,3.6,6.1,2.5,Iris-virginica
+111,6.5,3.2,5.1,2.0,Iris-virginica
+112,6.4,2.7,5.3,1.9,Iris-virginica
+113,6.8,3.0,5.5,2.1,Iris-virginica
+114,5.7,2.5,5.0,2.0,Iris-virginica
+115,5.8,2.8,5.1,2.4,Iris-virginica
+116,6.4,3.2,5.3,2.3,Iris-virginica
+117,6.5,3.0,5.5,1.8,Iris-virginica
+118,7.7,3.8,6.7,2.2,Iris-virginica
+119,7.7,2.6,6.9,2.3,Iris-virginica
+120,6.0,2.2,5.0,1.5,Iris-virginica
+121,6.9,3.2,5.7,2.3,Iris-virginica
+122,5.6,2.8,4.9,2.0,Iris-virginica
+123,7.7,2.8,6.7,2.0,Iris-virginica
+124,6.3,2.7,4.9,1.8,Iris-virginica
+125,6.7,3.3,5.7,2.1,Iris-virginica
+126,7.2,3.2,6.0,1.8,Iris-virginica
+127,6.2,2.8,4.8,1.8,Iris-virginica
+128,6.1,3.0,4.9,1.8,Iris-virginica
+129,6.4,2.8,5.6,2.1,Iris-virginica
+130,7.2,3.0,5.8,1.6,Iris-virginica
+131,7.4,2.8,6.1,1.9,Iris-virginica
+132,7.9,3.8,6.4,2.0,Iris-virginica
+133,6.4,2.8,5.6,2.2,Iris-virginica
+134,6.3,2.8,5.1,1.5,Iris-virginica
+135,6.1,2.6,5.6,1.4,Iris-virginica
+136,7.7,3.0,6.1,2.3,Iris-virginica
+137,6.3,3.4,5.6,2.4,Iris-virginica
+138,6.4,3.1,5.5,1.8,Iris-virginica
+139,6.0,3.0,4.8,1.8,Iris-virginica
+140,6.9,3.1,5.4,2.1,Iris-virginica
+141,6.7,3.1,5.6,2.4,Iris-virginica
+142,6.9,3.1,5.1,2.3,Iris-virginica
+143,5.8,2.7,5.1,1.9,Iris-virginica
+144,6.8,3.2,5.9,2.3,Iris-virginica
+145,6.7,3.3,5.7,2.5,Iris-virginica
+146,6.7,3.0,5.2,2.3,Iris-virginica
+147,6.3,2.5,5.0,1.9,Iris-virginica
+148,6.5,3.0,5.2,2.0,Iris-virginica
+149,6.2,3.4,5.4,2.3,Iris-virginica
+150,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/notebooks/data/fr_sp_it_temp.tsv b/notebooks/data/fr_sp_it_temp.tsv
new file mode 100644
index 0000000..927af24
--- /dev/null
+++ b/notebooks/data/fr_sp_it_temp.tsv
@@ -0,0 +1,183 @@
+	City	Year	Tmp	std
+0	Barcelona	1995	62.01917808219179	9.569756297123327
+1	Barcelona	1996	61.12595628415301	9.420764506001397
+2	Barcelona	1997	62.61232876712331	9.827234879971101
+3	Barcelona	1998	60.2739726027397	19.75012607691891
+4	Barcelona	1999	61.20465753424656	13.904525518554435
+5	Barcelona	2000	60.069398907103846	9.099817440252128
+6	Barcelona	2001	59.27945205479454	10.523427017015313
+7	Barcelona	2002	58.044109589041135	18.929773327478483
+8	Barcelona	2003	63.13945205479458	15.153889346840758
+9	Barcelona	2004	62.87513661202182	11.071518902264671
+10	Barcelona	2005	62.041917808219225	12.211059284082598
+11	Barcelona	2006	61.9854794520548	10.383211438819417
+12	Barcelona	2007	60.556164383561644	13.128345584082622
+13	Barcelona	2008	59.65191256830599	15.614665889880865
+14	Barcelona	2009	61.552054794520586	13.90370839128742
+15	Barcelona	2010	60.66794520547943	11.479319072602506
+16	Barcelona	2011	62.83479452054788	10.102326479631735
+17	Barcelona	2012	63.03224043715851	11.292237552376044
+18	Barcelona	2013	62.24657534246573	10.973485554623132
+19	Barcelona	2014	62.43726027397264	13.027373258325785
+20	Barcelona	2015	61.795081967213115	16.233531266810775
+21	Barcelona	2016	60.80081967213118	19.506541913124646
+22	Barcelona	2017	62.51479452054798	11.352460171672947
+23	Barcelona	2018	61.391506849315086	18.513200196464584
+24	Barcelona	2019	59.71917808219182	23.21768377728357
+25	Barcelona	2020	55.43731343283583	5.669011817215402
+26	Bilbao	1995	58.94547945205482	9.152938194122601
+27	Bilbao	1996	57.40928961748634	8.299521097803076
+28	Bilbao	1997	59.65315068493152	8.59646759755442
+29	Bilbao	1998	56.50794520547946	18.5087198753874
+30	Bilbao	1999	57.86356164383562	13.254929144303365
+31	Bilbao	2000	58.17704918032782	9.61060590126113
+32	Bilbao	2001	59.258082191780844	10.785430834692193
+33	Bilbao	2002	59.06191780821921	18.311794423082254
+34	Bilbao	2003	61.98136986301364	11.109533738036083
+35	Bilbao	2004	60.1620218579235	10.887947603849794
+36	Bilbao	2005	60.47123287671232	12.180590300525083
+37	Bilbao	2006	60.931506849315106	10.959762529415924
+38	Bilbao	2007	57.378630136986295	12.556410441414583
+39	Bilbao	2008	57.65546448087436	14.55881450004361
+40	Bilbao	2009	58.33150684931509	12.957812746937886
+41	Bilbao	2010	57.31945205479447	10.92548335370651
+42	Bilbao	2011	60.064931506849376	9.37413895288166
+43	Bilbao	2012	58.18196721311478	10.896172632501663
+44	Bilbao	2013	58.078630136986355	10.692211568623678
+45	Bilbao	2014	60.67041095890412	12.315738661838056
+46	Bilbao	2015	59.06010928961746	14.845431712407324
+47	Bilbao	2016	57.561748633879795	18.627752493559164
+48	Bilbao	2017	58.831780821917825	9.579137034485704
+49	Bilbao	2018	58.11095890410959	17.318878742319427
+50	Bilbao	2019	57.03232876712337	20.566454771536044
+51	Bilbao	2020	55.114925373134334	7.012797190171634
+52	Bordeaux	1995	57.370136986301354	11.044040769557341
+53	Bordeaux	1996	55.93497267759563	10.784892064762007
+54	Bordeaux	1997	58.16931506849312	11.011332365506272
+55	Bordeaux	1998	54.70493150684932	19.598395813702982
+56	Bordeaux	1999	56.77917808219176	13.852986125645279
+57	Bordeaux	2000	57.19071038251365	10.422852712768039
+58	Bordeaux	2001	56.48027397260274	11.773260583198585
+59	Bordeaux	2002	55.39232876712332	18.522743557653765
+60	Bordeaux	2003	58.219452054794544	12.897343185222015
+61	Bordeaux	2004	56.27841530054645	11.751133956460096
+62	Bordeaux	2005	56.29835616438355	13.255407253879639
+63	Bordeaux	2006	57.610410958904126	12.919541851158483
+64	Bordeaux	2007	55.84027397260273	13.31117414308708
+65	Bordeaux	2008	55.45765027322398	12.808973051265317
+66	Bordeaux	2009	56.567671232876755	14.223581499075609
+67	Bordeaux	2010	55.150136986301355	12.747677281767228
+68	Bordeaux	2011	58.351506849315086	10.258827834959664
+69	Bordeaux	2012	56.359016393442666	12.014168034051115
+70	Bordeaux	2013	55.9295890410959	11.872014423803591
+71	Bordeaux	2014	56.46931506849318	12.483597626262037
+72	Bordeaux	2015	56.23169398907107	15.68360389372104
+73	Bordeaux	2016	55.93715846994539	15.626511950502655
+74	Bordeaux	2017	56.857260273972656	11.833635389820595
+75	Bordeaux	2018	57.26931506849317	14.359770607228285
+76	Bordeaux	2019	55.98712328767125	19.774109604678415
+77	Bordeaux	2020	52.31268656716417	6.887914900422134
+78	Madrid	1995	60.57424657534247	12.999120629367042
+79	Madrid	1996	58.82896174863385	12.834437087673026
+80	Madrid	1997	60.21095890410956	12.277039698083023
+81	Madrid	1998	56.99123287671236	21.365555361221524
+82	Madrid	1999	57.7158904109589	16.28990685923228
+83	Madrid	2000	57.804371584699425	13.537680848457656
+84	Madrid	2001	57.30356164383564	14.361118272929666
+85	Madrid	2002	56.16986301369865	20.734617527028856
+86	Madrid	2003	58.95178082191778	14.6895054246955
+87	Madrid	2004	57.572677595628384	14.328101211175488
+88	Madrid	2005	58.578630136986256	15.897967362219234
+89	Madrid	2006	59.54575342465752	14.645098748612648
+90	Madrid	2007	56.18767123287673	15.54338968721232
+91	Madrid	2008	56.802459016393456	17.454694998719265
+92	Madrid	2009	59.486849315068476	16.846571444704047
+93	Madrid	2010	58.35260273972605	14.880927577599886
+94	Madrid	2011	60.0972602739726	14.08172547926141
+95	Madrid	2012	59.22103825136618	15.704333928077313
+96	Madrid	2013	58.5898630136986	15.061813341527952
+97	Madrid	2014	60.00684931506852	15.530396717043965
+98	Madrid	2015	59.7360655737705	19.216008162034054
+99	Madrid	2016	58.30437158469944	22.135516183890996
+100	Madrid	2017	60.827123287671206	15.335287673221936
+101	Madrid	2018	57.8893150684931	20.697793342645358
+102	Madrid	2019	58.01808219178085	23.572917074236493
+103	Madrid	2020	50.94477611940298	8.01996162933257
+104	Milan	1995	51.81013698630133	17.66463472693756
+105	Milan	1996	52.536338797814224	13.116517527084948
+106	Milan	1997	54.71835616438357	13.622209061233912
+107	Milan	1998	52.61287671232878	21.59552695083426
+108	Milan	1999	54.47424657534245	16.44477420566477
+109	Milan	2000	55.345355191256836	13.650382814023335
+110	Milan	2001	54.585479452054756	14.728662443197207
+111	Milan	2002	52.71205479452063	20.805079615305182
+112	Milan	2003	55.6578082191781	16.522557860689197
+113	Milan	2004	53.69234972677599	14.1368864235138
+114	Milan	2005	53.44958904109592	15.527562558446604
+115	Milan	2006	54.07835616438361	15.096444437450113
+116	Milan	2007	54.0361643835616	15.97246623271815
+117	Milan	2008	53.66912568306015	18.110549496608105
+118	Milan	2009	54.2654794520548	17.799552797282026
+119	Milan	2010	53.26958904109586	15.442853928856914
+120	Milan	2011	55.66027397260276	14.933169251059093
+121	Milan	2012	55.05191256830602	16.075172183078543
+122	Milan	2013	54.34520547945205	14.6871237720894
+123	Milan	2014	55.45205479452057	14.366357503176557
+124	Milan	2015	55.02267759562845	18.553332365155743
+125	Milan	2016	54.121584699453535	21.339925888669406
+126	Milan	2017	56.38410958904112	15.184990043635842
+127	Milan	2018	55.711780821917834	22.21152305528249
+128	Milan	2019	54.58164383561645	24.353680984815433
+129	Milan	2020	47.80373134328358	9.138676025892822
+130	Paris	1995	53.742191780821955	20.406326470437165
+131	Paris	1996	52.293169398907125	15.207324562142714
+132	Paris	1997	55.57999999999997	12.745184826582006
+133	Paris	1998	50.31753424657538	27.794294802597282
+134	Paris	1999	54.565753424657565	13.99020869517814
+135	Paris	2000	54.33770491803271	10.34568531230199
+136	Paris	2001	53.94493150684927	12.074808387359592
+137	Paris	2002	52.743013698630136	18.72207478617854
+138	Paris	2003	54.56219178082192	13.721165395048772
+139	Paris	2004	53.58524590163939	11.761756034192336
+140	Paris	2005	53.40767123287677	14.98337160011056
+141	Paris	2006	54.19972602739725	13.030265906537082
+142	Paris	2007	53.57205479452048	12.96249396864273
+143	Paris	2008	52.38169398907109	15.655254039470176
+144	Paris	2009	53.061095890410954	14.640168245899794
+145	Paris	2010	51.64821917808218	13.601742307439258
+146	Paris	2011	55.00191780821926	10.339225513741106
+147	Paris	2012	53.256557377049155	11.453752063627668
+148	Paris	2013	52.08849315068489	14.922240911540998
+149	Paris	2014	53.65041095890415	11.968850647395499
+150	Paris	2015	53.43497267759561	15.680118495299984
+151	Paris	2016	51.122950819672184	21.198085156034864
+152	Paris	2017	54.36794520547941	11.949198207377224
+153	Paris	2018	45.7731506849315	36.811172339412884
+154	Paris	2019	52.20821917808223	22.72281465588924
+155	Paris	2020	49.32014925373133	7.458857376369018
+156	Rome	1995	59.67780821917805	10.85141534377517
+157	Rome	1996	59.125956284152984	10.481723613267679
+158	Rome	1997	60.45260273972603	10.581853899170923
+159	Rome	1998	58.78575342465755	20.341707676662004
+160	Rome	1999	60.2827397260274	14.662355669944747
+161	Rome	2000	60.301366120218574	13.68558578952963
+162	Rome	2001	60.5652054794521	10.709699325458592
+163	Rome	2002	58.55150684931504	19.576252129773003
+164	Rome	2003	61.05999999999997	12.978538497784012
+165	Rome	2004	59.942896174863485	11.47532391640649
+166	Rome	2005	59.00958904109588	12.478535024958282
+167	Rome	2006	60.395890410958906	11.92679638779288
+168	Rome	2007	60.57671232876712	13.676997217875977
+169	Rome	2008	60.20819672131149	16.17226743532121
+170	Rome	2009	61.091506849315024	14.458681531324565
+171	Rome	2010	60.28109589041099	11.563938305153439
+172	Rome	2011	60.90219178082182	11.206865812382413
+173	Rome	2012	61.075136612021915	12.547324524416043
+174	Rome	2013	61.049315068493144	11.625454301505501
+175	Rome	2014	61.882465753424654	12.959953934766476
+176	Rome	2015	60.57213114754101	16.531134240619526
+177	Rome	2016	61.185245901639334	15.914192883864587
+178	Rome	2017	61.3778082191781	11.916595484036199
+179	Rome	2018	60.82136986301364	20.327931936122738
+180	Rome	2019	59.215068493150675	23.514064479810376
+181	Rome	2020	52.67611940298508	6.224293650229102
-- 
GitLab