{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Untitled98.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyNQhhjIk4g/TAg1NgINvPAm",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"source": [
"# Many Distributions"
],
"metadata": {
"id": "r7sWTzo9hsps"
}
},
{
"cell_type": "markdown",
"source": [
"Often we have many distributions we want to look at. In the previous lecture I had three histograms on the same axis. That will be my limit! If I have more data than that, I am going to use other tools for visualization. "
],
"metadata": {
"id": "QOWLw2MChwK6"
}
},
{
"cell_type": "markdown",
"source": [
"## Box and Whisker Plots"
],
"metadata": {
"id": "bJomXz29iDFS"
}
},
{
"cell_type": "markdown",
"source": [
"We have already seen box and whisker plots but I find they are very important to visualizing distributions. I will normally include a box and whisker of just one variable too!"
],
"metadata": {
"id": "m2DOTGdwiFnP"
}
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "xCmHH8zWhooA"
},
"outputs": [],
"source": [
"import pandas as pa\n",
"\n",
"df = pa.read_csv('https://raw.githubusercontent.com/nurfnick/Data_Viz/main/Data_Sets/Activity_Dataset_V1.csv')"
]
},
{
"cell_type": "code",
"source": [
"df.calories.plot.box()"
],
"metadata": {
"id": "ciJfUqOoimYY",
"outputId": "c0b26f5c-0857-44f5-86ac-56a6f4ee2049",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 283
}
},
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"The central green bar is the median, the other four bars are the minimum (no outliers here!), Q1, Q3, and the max. An outlier would have been represented as a dot falling outside the whisker.\n",
"\n",
"Let's get many boxplots with the `by` command"
],
"metadata": {
"id": "qXSEguMgjBdw"
}
},
{
"cell_type": "code",
"source": [
"df.boxplot(column = 'calories',by = 'workout_type')"
],
"metadata": {
"id": "UT2lHq4HiyRW",
"outputId": "1206d0d5-9fae-412b-d3c9-db012d280579",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 377
}
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/cbook/__init__.py:1376: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
" X = np.atleast_1d(X.T if isinstance(X, np.ndarray) else np.asarray(X))\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"This is not a very great visualization as you cannot read the categories! Rotating the angle by $45^\\circ$ will do it."
],
"metadata": {
"id": "W7Hg2rTiknj0"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"ax = df.boxplot(column = 'calories',by = 'workout_type',rot = 45)\n",
"ax.set_ylabel('Calories')\n",
"plt.show()"
],
"metadata": {
"id": "I-YIOVEjjhGO",
"outputId": "0d451816-43b9-4716-c61b-0e00d572e07d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 416
}
},
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/cbook/__init__.py:1376: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
" X = np.atleast_1d(X.T if isinstance(X, np.ndarray) else np.asarray(X))\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAFWCAYAAACozKBbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd7hdVfG/308aQQKEGkIoQUCK9ECkG4r0piCggiAlP6QKomBDUPwKFrpI7yBNKQLSEzAK0pSuggJSpUgLRdr8/pg53p2bW8/Z+5xb5n2e/ZzdZ+2191mzZtastWRmJEmSJEk9DGl1ApIkSZL+SyqRJEmSpG5SiSRJkiR1k0okSZIkqZtUIkmSJEndpBJJkiRJ6iaVSFI6kkzSEq1ORyuRNEnSM10c79N51F36k6RGKpEBjKQnJb0jabqkVyVdK2nhVqerhqRdJU1rdTqS5iFpqqQ9enhun1a0iZNKZOCzpZmNAsYC/wZObHF6KkPSsFanYSCQ+Zj0hlQigwQzexe4HFi2tk/SnJLOk/SSpKckfVfSEElzS3pG0pZx3ihJj0v6cmyfI+kUSTdJelPSbZIW7UhuFzKWAU4B1ghL6bVOrl9M0u0h52ZJv5B0QRwbH7XV3SX9C7g17v3dkPViyJ4zzp/JRRPW2oaxfrikyyVdEvLuk7Ri4dwFJf06nuUJSfsXjs0a+fKqpEeA1XrwWjaT9E9JL0v6aaR9hKT/SFq+cO/5Jb0tab4O8ucpSRNi/UuRH5+M7d0lXRnrs0g6TtJzsRwnaZZivkg6RNILwNkdyNlf0iOSFursnRby8ILCdbV3NEzSj4B1gJPinZ/UWcZIuj1W749zd5D0UO2bjHOGR96tXJAzOZ7veUkHF84dIulQSf+Q9IqkSyXN3YN3lHRDKpFBgqSPATsAdxZ2nwjMCXwc+DTwZeArZvYfYDfgdEnzA8cCfzGz8wrXfgn4ITAv8Bfgwk5EdybjUWAv4A4zG2Vmozu5/iLgLmAe4HBg5w7O+TSwDLAxsGss64XMUUCnhVUHbA1cBswdsq+MwmoI8FvgfmAcsAHwNUkbx3XfBxaPZWNglx7I+iywKrBKyN3NzN4DLgZ2Kpz3BeAWM3upg3vcBkyK9U8D/wTWLWzfFuvfAVYHVgJWBCYC3y3cZ4F45kWByUUBkg7D8/TTZvYMnbzT7h7WzL4D/B7YN975vl2cW3uGFePcS4DzmDFfNgOeN7M/F/atBywJbAQcUqsgAPsB20R6FwReBX7RXZqTHmBmuQzQBXgSmA68BrwPPAcsH8eGAu8ByxbO/3/A1ML2icCDwLPAPIX95wAXF7ZHAR8CC8e2AUt0JwMvmKZ1kf5FgA+AjxX2XQBcEOvjQ9bHC8dvAfYubC8Vzz4ML2yf6SCPNoz1w4E7C8eGAM/jtedPAf9qd+23gLNj/Z/AJoVjk9vLanettTt/b1xRUJMFKLbvAbbv5D67A1fH+qPAHrV3AzwFrBLr/wA2K1y3MfBkrE+K9zSycHxSvPdjgGnAnD35biIPLygcq72jYbE9Fdijh9+vAUsUthcE3gTmiO3LgW+2k7N04fyfAGcW8maDwrGxte+i1f/T/r6kJTLw2ca8lj8S2Be4TdICuAUxHC9oajyF17JrnAYsB5xjZq+0u+/TtRUzmw78B/+TF+mJjK5YEPiPmb3dkdxO9i3YgbxhwJgeyiw+10fAM3HPRYEFJb1WW4BvF+67YLt0FNPQraw4f8GQ+yfgbWCSpKVxhXx1J/e4DVhH0li8gL8UWEvSeNxa+Eshfe3zpfi+XjJ3eRYZjSvDH5vZ67Gv0XdaN2b2HPAHYFtJo4FNmdkC7jBP8fd3ReHdPYpXfHr6XSSdkEpkkGBmH5rZb/A/ztrAy3hNrNiWsQhe+0TSUFyJnAfsrZmjZP4X5SVpFO4Kea7dOV3KwGuOXfE8MHe44maSW3y8wvpzHcj7AA8qeAv4373iGdu3MxSfawiwUNzzaeAJMxtdWGY3s80Kab214D5ZpJtna/8s67W75lzcdbMzcHkHBTwAZvY4rnD2A243szeAF/DCf1ooQug4X4rvq6N38SqwBXC2pLViX3fvdIY8xt1kMyS5o+foBbV8+TzuCn223fFinhaf8Wlg03bvb2QH1ye9pdWmUC7VLczoqhHud/8A+GTsuwC4ApgdLxT+SrgagO8Bf8Rrt9+urcexc4A3cGU0Am8z+UNB7v/cEN3I2CTSOKKLZ7gTd0uMANYAXmdmd9awwvl7AI8Bi+FutssL58+JF7ib47Xp70d+FN1Z7wOfw62XgyJ9wyMf7gMOAWaN7eWA1eLao4F3cb/7QsADdO/OugWYCy/4/gpMLhxfGLfungLW7eY9XxTvY+fY/mlsf6NwzpHxDufDrYlpwJFxbFL7tBb3AZ/BlfDEHrzTz+CKZpHI76uY0Z11MfB/Pfx+XwA2ardvVly5PQR8ubC/9i1ciCuxTwIv1q4HDsRdaYvG9nzA1q3+jw6EpeUJyKXCl+sF4Dt4u8ib8cf7UuH4XFEgvITX1A7DrdMJ8UetKYKhuBvhO7F9Dh5ZdVPc+3ZgscJ9i0qkQxlxbARwbRSWL3fyDIvjjbFv4oXuabT5uWsFR1GJDAkZT4fMC4C5Csd3xa2GF4GDmblN5HLgkpD3Z6JNIY4vCPwqCrdXcQVXu/ZjkRfTgUeAb9C9Etkfb0t5Bfg5oaQL59wc6VM37/n/xf0Wje0tYvtThXNGAifEsz8f6yPj2KT2aW2/D1e8/8aDADp9p3HuL/B2uMeBPZlRiawB/D3y74RunmuvSOtrFNqEgDNwi2dUYV/tW5iMWx8vEO0lhe/iIOBv8W7/QQ+VWS7dlDOtTkAu/W/BlciRLZJ9CXBERfc+nDarZWHgN1FQvoJHeC0O3BrbL+O13tGF658sKJVZgOOiQHsu1meJY5PwtpZDorA7v4NCe8G431vAE8D+hWMT8cb2N6JgP6bV30STv4HDKDTex76aEsmG8iYv2SaS9GkkrSZp8Yjz3wR3yV1ZscyhwDW4K2k83mh8Me4S/DFewC+DK5rDO7lNIyG1Q4Ab8EbflZk5nPh44HgzmwNXbJfW+6z9jejbsTtukSZ9gFQiSV9nAdyXPR13wXzVZuwXUAUTcUXxDTN7y8zeNbNpZva4md1kZv8177NxDN7voCO+BPzAzF6Mc49gxj4uHwHfj3u90+7a03Gf/pFm9ncz+2fs2zGOvw8sIWleM5tuZnfSD5G0TnQknGnp5Pw9cffZ78zs9o7OSZpPLQ49SZJA0va4P33VdvvH4FbAOnij8hDgVTNbOI4/iTcw3yzpHWBVM3s4ji0NPGBmIyRNAi40s3GFe0/CXTQLhfyLcMVZYyjwezPbTNKSwA/wRuwncPfeNWXnQ5L0hLREkmRmngYW0cxjSP0f7ndfPlxJO+Euro6oJ6S2KP8J6ySc2MweM7MvAPPjUWGXS5qtpw+XJGWSSiRJZuYuPCroKEmzSRoZ/SRmx62D1yWNwyOwOuNXwHclzSdpXqIxuBfy34yxrGaVNFTScpJWA5C0k6T5zPuA1MYc+6jTuyVJhaQSSZJ2mNmHwJZ4T/F/4ZFUO+DtGqvgfVWuxaO3OuNIPILqAXzomPtiX0/lb4E3yj+BR4Kdgfe7AO9f83C0HRwP7NhBu0qSNIVsE0mSJEnqJi2RJEmSpG5SiSRJkiR1k0okSZIkqZtUIkmSJEndpBJJkiRJ6qZ9Z6p+xbzzzmvjx4+v+/q33nqL2WZrTR+tVsputfzBKrvV8vPZ89nr4d57733ZzNrPu9NGq0eAbGSZMGGCNcKUKVMaur6/ym61/MEqu9Xy89lbR39+duAey1F8kyRJkipIJZIkSZLUTSqRJEmSpG5SiSRJkiR1k0okSZIkqZtUIkmSJEndpBJJkiRJ6iaVSJIkSVI3/brHem+ROpvJtA0boPOrtPLZM9+7ZqA+eytpdb53J38gvfNBZYm072m56CHXzLSvKiTNsKy33noz7auSVj57K2W3msH87K2k1fnenfyBxKCyRFpJ+w9n/KHX8uRRm7coNYOLwVQr7Eu02hpImsOgskSSwUlaAq2h1dZA0hzSEkmSAUpaAkkzSEskSQYoaQkkzSAtkSRJkgFEsy3QtESSJEkGEM22QFOJJEmSJHWTSiRJkiSpm1QiSZIkSd2kEkmSJEnqJpVIkiRJUjepRJIkSZK6qVSJSHpS0oOS/iLpntg3t6SbJD0Wv3PFfkk6QdLjkh6QtEqVaUuSJEkapxmWyHpmtpKZrRrbhwK3mNmSwC2xDbApsGQsk4FfNiFtSZIkSQO0wp21NXBurJ8LbFPYf545dwKjJY1tQfqSJEmSHlK1EjHgRkn3Spoc+8aY2fOx/gIwJtbHAU8Xrn0m9iVJkiR9lKrHzlrbzJ6VND9wk6S/Fg+amUnqVR/8UEaTAcaMGcPUqVMbSmCj1/dX2a2WP1hlt1p+PnvrGKjPXqkSMbNn4/dFSVcAE4F/SxprZs+Hu+rFOP1ZYOHC5QvFvvb3PA04DWDVVVe1SZMm1Z/A66+loesboZWyWy1/sMputfx89tbIbrX8imVX5s6SNJuk2WvrwEbAQ8DVwC5x2i7AVbF+NfDliNJaHXi94PZKkiRJ+iBVWiJjgCtiWOJhwEVmdr2ku4FLJe0OPAVsH+dfB2wGPA68DXylwrQlSZIkJVCZEjGzfwIrdrD/FWCDDvYbsE9V6UmSJEnKJ3usJ0mSJHWTSiRJkiSpm1QiSZIkSd2kEkmSJEnqJpVIkiRJUjepRJIkSZK6SSWSJEmS1E0qkSRJkqRuUokkSZIkdZNKJEmSJKmbVCJJkiRJ3aQSSZIkSeomlUiSJElSN6lEkiRJkrpJJZIkSZLUTSqRJEmSpG5SiSRJkiR1k0okSZIkqZsq51hPkkHHikfcyOvvvN/lOeMPvbbTY3POOpz7v79R2clKBjCt/uZSiSRJibz+zvs8edTmnR6fOnUqkyZN6vR4V3/2JOmIVn9z6c5KkiRJ6iaVSJIkSVI3A9qd1Wpf4WAl8z1JBg8DWom02lc4WMl8T5LBQ7qzkiRJkroZ0JZIMjjpzp2WrrQkKY9UIsmAoyt3WrrSkqRcUokkyQAhAxqSVlC5EpE0FLgHeNbMtpC0GHAxMA9wL7Czmb0naRbgPGAC8Aqwg5k9WXX6kmSgkAENraMRBd7flXczLJEDgEeBOWL7aOBYM7tY0inA7sAv4/dVM1tC0o5x3g5NSF+SJElDNKLA+7vyrlSJSFoI2Bz4EXCQJAHrA1+MU84FDseVyNaxDnA5cJIkmZlVmcaqSNdCkiSDgaotkeOAbwKzx/Y8wGtm9kFsPwOMi/VxwNMAZvaBpNfj/JeLN5Q0GZgMMGbMGKZOndplAro6Pn369Iau74rX33mfczaZrUvZo0aN6vT4rte/VbdsgH1ueYu3utZhnSqx2YbDLzboPO09oVX53t31rZTdDPmtzvfuqPr+rZTdSN73528OM6tkAbYATo71ScA1wLzA44VzFgYeivWHgIUKx/4BzNuVjAkTJlhXLHrINV0enzJlSkPX91XZjcpvpeyq5fflfG9UfqvzvTuqvn8rZQ/k/xtwj3VRDldpiawFbCVpM2Ak3iZyPDBa0jBza2Qh4Nk4/9lQKs9IGgbMiTewJ0mSJH2Uynqsm9m3zGwhMxsP7AjcamZfAqYA28VpuwBXxfrVsU0cvzW0YJIkSdJHacWwJ4fgjeyP420eZ8b+M4F5Yv9BwKEtSFuSJEnSC5rS2dDMpgJTY/2fwMQOznkX+Hwz0pMkSZKUQw7AmCRJktRNKpEkSZKkbnLsrCRJSqGVHWyzc2/rSCWSJEkptHLsrhw3rHWkOytJkiSpm1QiSZIkSd2kEkmSJEnqJpVIkiRJUjepRJIkSZK6SSWSJEmS1E0qkSRJkqRuUokkSZIkdZNKJEmSJKmb7LGeJCUy+zKHsvy53cxicG5X1wN03vM6SfoaqUSSpETefPSoHH4jGVSkOytJkiSpm1QiSZIkSd2kEkmSJEnqJpVIkiRJUjepRJIkSZK66VF0lqTPA9eb2ZuSvgusAhxpZvdVmroGyXDL1pD5niSDh56G+H7PzC6TtDawIfBT4JfApypLWQlkuGVryHxPksFDT91ZH8bv5sBpZnYtMKKaJCVJkiT9hZ4qkWclnQrsAFwnaZZeXJskSZIMUHqqCLYHbgA2NrPXgLmBb1SWqiRJkqRf0CMlYmZvAy8Ca8euD4DHqkpUkiRJ0j/okRKR9H3gEOBbsWs4cEFViUqSJEn6Bz11Z30W2Ap4C8DMngNm7+oCSSMl3SXpfkkPSzoi9i8m6U+SHpd0iaQRsX+W2H48jo+v96GSJEmS5tDTEN/3zMwkGYCk2XpwzX+B9c1suqThwDRJvwMOAo41s4slnQLsjocL7w68amZLSNoROBpvyE/qoJG+GtlPI0mSntJTJXJpRGeNlrQnsBtwelcXmJkB02NzeCwGrA98MfafCxyOK5GtYx3gcuAkSYr7JL2kkb4a2U8jSZKe0iMlYmY/k/QZ4A1gKeAwM7upu+skDQXuBZYAfgH8A3jNzD6IU54BxsX6OODpkPeBpNeBeYCXe/44SdIDKyx7yydJafR4UqpQGt0qjnbXfAisJGk0cAWwdO+SNzOSJgOTAcaMGcPUqVO7PL+r49OnT2/o+u5opexG5bdSdqPy33z0KM7ZpGOP6/Tp0xk1alSn1+56/Vv99tnLGG5m6tSeeKo7J/9v9cnvr98cAGbW6QJMi983cSuktrwJvNHVtR3c6zC8b8nLwLDYtwZwQ6zfAKwR68PiPHV1zwkTJlhXLHrINV0enzJlSkPX91XZjcpvpeyq5fflfG9Ufl/O96rl9+dn7+v5DtxjXZTDXVoiZrZ2/HYZidURkuYD3jez1yTNCnwGbyyfAmwHXAzsAlwVl1wd23fE8VvjAfolOQhhkiSDgW7dWdGu8bCZ9dYVNRY4N64fAlxqZtdIegS4WNKRwJ+BM+P8M4HzJT0O/AfYsZfy+hQ5CGGSJIOBbpWImX0o6W+SFjGzf/X0xmb2ALByB/v/CUzsYP+7wOd7ev8kSZKk9fS0YX0u4GFJdxEdDgHMbKtKUpUkSZL0C3o8n0ilqUiSJEn6JT3tJ3KbpDHAarHrLjN7sbpkJUmS9B8G8wgRPZ0ed3t8NsOpgIATJX3DzC6vMG1JkiT9gsE8QkRP3VnfAVarWR8RvnszPjxJkiRJMkjpqRIZ0s599Qo5s2GSJEnLaXWftJ4qkesl3QD8KrZ3AK6rW2qSJEmJtLogbSWt7pPW04b1b0jaFlgrdp1mZlc0JDlJkqQkWl2QDmZ6MwDjr4FfV5iWJEn6MYPZGhjMdKlEJL2JzwEy0yF8ypA5KklVkiT9jrQGBifdDcDY64EXkyRJksFDj91ZAJLmB0bWtnszllaSJEky8OhRmK6krSQ9BjwB3AY8CfyuwnQlSZIk/YCe9vX4IbA68HczWwzYALizslQlSZIk/YKeKpH3zewVYIikIWY2BVi1wnQlSZIk/YCetom8JmkUcDtwoaQXKQwJnyRJkgxOugvxXQIYA2wNvAMcCHwJWBTYr/LUJUmSJH2a7txZxwFvmNlbZvaRmX1gZucCVwCHV566JEmSpE/TnRIZY2YPtt8Z+8ZXkqIkSZKk39CdEhndxbFZy0xIkiRJ0v/oToncI2nP9jsl7QHcW02SkiRJkv5Cd9FZXwOukPQl2pTGqsAI4LNVJixJkiTp+3Q3dta/gTUlrQcsF7uvNbNbK09ZkiRJ0ufp6XwiU4ApFaclSZIk6WfkFLdJkiRJ3aQSSZIkSeomlUiSJElSN5UpEUkLS5oi6RFJD0s6IPbPLekmSY/F71yxX5JOkPS4pAckrVJV2pIkSZJyqNIS+QD4upktiw8jv4+kZYFDgVvMbEngltgG2BRYMpbJwC8rTFuSJElSApUpETN73szui/U3gUeBcfhgjufGaecC28T61sB55twJjJY0tqr0JUmSJI3TlDYRSeOBlYE/4eNxPR+HXsBHCQZXME8XLnsm9iVJkiR9lF7NsV4PMQ/Jr4Gvmdkbkv53zMxMkvXyfpNxdxdjxoxh6tSpXZ7f1fHp06c3dH13tFJ2o/JbKbtK+X093xuV31fzvRny+/Oz9+d8x8wqW4DhwA3AQYV9fwPGxvpY4G+xfirwhY7O62yZMGGCdcWih1zT5fEpU6Y0dH1fld2o/FbKrlp+X873RuX35XyvWn5/fva+nu/APdZFOVyZJSI3Oc4EHjWzYwqHrgZ2AY6K36sK+/eVdDHwKeB1a3N7JUmvGH/otZ0fvL7zY3POOryC1CTJwKVKd9ZawM7Ag5L+Evu+jSuPSyXtDjwFbB/HrgM2Ax4H3ga+UmHakgHMk0dt3umx8Yde2+XxJEl6R2VKxMymAerk8AYdnG/APlWlJ0mSJCmf7LGeJEmS1E0qkSRJkqRuUokkSZIkdZNKJEmSJKmbyjsbtpouQz0hwz2TJEkaYEArke5COTPcszpSeSfJ4GBAK5GkNaTyTpLBQyqRJEkGBGn9toZUIkmS9Hv6gvVbrxIrQ4G1UoGmEkmSJGmQViqxVivQDPFNkiRJ6iYtkSQZQGS7QNJsUokkScm0qiBvtVsjGZykEkmSEsmCPBlspBIZwLQyWiRJksFBKpEBStaIkyRpBhmdlSRJktRNKpEkSZKkblKJJEmSJHWTSiRJkiSpm1QiSZIkSd2kEkmSJEnqJkN8KySHoEiSZKCTSqQisp9GMhjJitPgI5VIkiSlkBWnwUm2iSRJkiR1k0okSZIkqZtUIkmSJEndVKZEJJ0l6UVJDxX2zS3pJkmPxe9csV+STpD0uKQHJK1SVbqSJEmS8qjSEjkH2KTdvkOBW8xsSeCW2AbYFFgylsnALytMV5IkSVISlSkRM7sd+E+73VsD58b6ucA2hf3nmXMnMFrS2KrSliRJkpRDs0N8x5jZ87H+AjAm1scBTxfOeyb2PU87JE3GrRXGjBnD1KlTG0pQo9f3V9mtlj9YZbdafj576xioz96yfiJmZpKsjutOA04DWHXVVW3SpEn1J+L6a2no+kZopexWyx+sslstP5+9NbJbLb9i2c2Ozvp3zU0Vvy/G/meBhQvnLRT7kiRJkj5Ms5XI1cAusb4LcFVh/5cjSmt14PWC2ytJkiTpo1TmzpL0K2ASMK+kZ4DvA0cBl0raHXgK2D5Ovw7YDHgceBv4SlXpSpIkScqjMiViZl/o5NAGHZxrwD5VpSVJkiSphuyxniRJktRNKpEkSZKkblKJJEmSJHWTSiRJkiSpm1QiSZIkSd2kEkmSJEnqJpVIkiRJUjepRJIkSZK6SSWSJEmS1E0qkSRJkqRuUokkSZIkdZNKJEmSJKmbVCJJkiRJ3aQSSZIkSeomlUiSJElSN6lEkiRJkrpJJZIkSZLUTSqRJEmSpG5SiSRJkiR1k0okSZIkqZtUIkmSJEndpBJJkiRJ6mZYqxOQNAdJM+87esZtM2tSapIkGSgMKktE0gzLU0dvMdO+gYqZzbBMmTJlpn1JkiS9ZVApkSxIk2RwMJgrjM0m3VlJ5aQrbXDSyvfe/r5Tp05l0qRJlcga7AwqSyRpDa22AFtZIx3MNeJWv/ekOfQpS0TSJsDxwFDgDDM7qsVJKo2sjbeOYr42u0bayhpxfnOto7u8rzLfm/3e+4wlImko8AtgU2BZ4AuSlm1tqsoja2VJs8lvrnV0l/etlF22/D6jRICJwONm9k8zew+4GNi6xWlKkiRJuqAvKZFxwNOF7WdiX5IkSdJHUV8xaSVtB2xiZnvE9s7Ap8xs33bnTQYmA4wZM2bCxRdfXLfM6dOnM2rUqPoT3QCtlN1q+YNVdqvl57Pns9fDeuutd6+ZrdrpCe19Za1agDWAGwrb3wK+1dU1EyZMsEaYMmVKQ9f3V9mtlj9YZbdafj576+jPzw7cY12Uw33JnXU3sKSkxSSNAHYErm5xmpIkSZIu6DMhvmb2gaR9gRvwEN+zzOzhFicrSZIk6YI+o0QAzOw64LpWpyNJkiTpGX3JnZUkSZL0M/pMdFY9SHoJeKqBW8wLvFxScvqT7FbLH6yyWy0/n7119OdnX9TM5uvsYL9WIo0i6R7rKnRtgMputfzBKrvV8vPZ89mrIN1ZSZIkSd2kEkmSJEnqZrArkdMGqexWyx+sslstP599cMqvVPagbhNJkiRJGmOwWyJJkiRJA6QSSZIkKSApy8VekJnVARrIc5YOAGrvR9JcrU5LXyO/3caQtBywuaTZWp2WZlPvt5NKpB1RMG0Y6+tLmtDiJPUbJC0radaKZcjMTNL6wGWSWje+dydIWkLSeq2QHXmzlqTNmylX0sdLuIcK60NbpBDXAnYCJkn6WLOFSxrbbJkFZq/nolQiMzMS2EDSVOAHwF9bmZhCrXsFSatIWqyV6WlPIX1LAz8Gjq9SkUQhuSawN/BDM5telazeUMiHNYEfAXtL+lQL5K8M7AGcKmnTJslcErhG0vcbuVcMO46kA4BfAsc2q5IQFaDPmdmpwI3A54H1m6FI2uXj+ZK+ULXMDmQvDVwsqdedElOJtMPMngdeA1YEHjSzt6B1ftIoNLcBTgd2AX4macNWpKUjCuk7A/g3sChwQsV/vpWAzwEfA6+1ViirR0Q+bAScAvwJmAvYrlkWScjfBLgEmAL8CvhJvJsqZW4NHA3cCXxO0pH13gvc+qdtGohZgeubpEjWxt1YW5vZmcAfge1ogiKJfNwKr4QJ2F3SLlXKbCd7M+BQYH7ge5JW7+1NBv1ChDoXtucHPgP8AvhpYf/YJqVnSFEmPjz+bMBe+J91HmBoq/Mt0jcS+C0+CyXACsBJsYws8/3gYwANjfWDgEeA5dvnWSu+H2BEPPMXYt8SwA+Bc2p504R0HArsHutD8ULwUWDjiuTNiSvMdWN7OeB24Ht13m9r4Argi4V9J8c9Z6/oGZYH1gNmAfbELaDPxrHJ8f42B2ar8L2NBR7GK67jgG1xJbpDE76ZJYEngQn4xIAHxP95Qk/vkZYIM9SCvirpeGA34AngfGA+ST+StCNwcNW1Eknz466BBWLXUHyQyT1xX+1OZvYKsGac22qG4oXJuPDW/RUAACAASURBVNj+K3AvMBE4IiYYawiz/9XUzgJ+KWlP4GzgVOBMSSub2UeNymkkfWb2HvAKsKmkOc3sceBi/M+5WeF9lkYHbQazAltFmj7EC9+/4+9hzbLlA4Y/c20Q1EeBC4BdJB3UmxuFtfEoXkFaXdIcAGa2N17IXV52G4mkYcDCeGVklJmdDtwDfEbSZ83sNOD3eHmwdgXya/cbAbxiZveb2bPAVOCfwL6SPlumzA5kzwrcb2b3mtkdwK+B6cDhklbsyb1SiQSSdgW+CBwHHAJsiX9Qx+A1hUOAM83s7SrTYWYv4n/MSyXNb2bPAO8C+wH7mtnjYfKfhBfeTaXgQ11c0jzm7r5jgL0kTYrC9EngL3i+LVOCzAnA4bivf0783bxnZscDlwLnSZq9mQ2xhXxYNt4HwIXAi8COcfy/wAvA+rhSLZVQrmtK2iaU1A+B4ZLOilMWx12zfwA+2ai8wjMvFPLfwCsMl0oaFYrrWXxOoEnySKee3Hci7hL7L/CVSOuuBUXyZWCXWmWvLMzsA+B3eCF+sqQdzF1Z9+KKpObauhp3bZciv/CdzhXpeAp4QtLpkoZEJfEvuHLbWNJ8ZX3bhfuMjN9HgTGSDo20PAPch4/6+yVJs3Uru2pzqa8uzOzCOhpYGW93uBEY3u74XE1I07DC+g+BO3DX2prACcDlwL74x7VFq/IM2CTS8Afc5P8k8AW8RnoM8AywGm45bFLCu9kIN7M3xN15i8X+2u/4FuXDxrjF+nu8HWIs7oo4Nd7dw3hBfjBeAShb/lrAY3hBeAawDa5krweuAh7H3TUHA0eVJHNT4G94m8tXgFHAkbgF+k3gaWBdfKiNFXr4flfDgxGOxi2DpXAX7qFU4MainesTmCP+92cA28a+r+CeiEr+Z8BmwDS8rXMiXtk6Hrcedwb+Ee/zV5TsRo//79WRv4tE/l+Ku/I2AR4Cdo//7/Bu71dFBvWnBdgCWBaP9pkC/K5w7DvAnk1OzzLAKbH+y0jTfFFA7Y23i0yK42pm2kLmqsBlwCeicP8lsH+kcfnIz6WA1YH76WUBj/umPx/rK+LKafnIhweBhePYNnjNf1QTn31kYX2p+OMtF9tnx/ZY3MKfACyIWyGPAZ8oQX6xkrFGvIelYnsycGKt0APmjncyKQqFZUqQPxE4E1deO+MVhoPwNqHP4u7WT8a7vw9YpJv7bVxYXxk4DPhZpHs5XBFWVnkDvhTLOoXts4HPxfbOwAIlyqu1560GXIO3u/4c935shYfYHhLlzsrAp/BKU8NpqH078Q5vwZXkJXhldR1ceZ+Nt0GtjAcaTAXm7vbeVb2gvrpEBq0MDI+XdjWwEN649ge8EJwNb5T8cxl/vh6mq1bTWwavAdRe+mnArWV+zL1M1xLAIbE+e6Tt0cLxz+CK5FBgXOybgNeOV6xD3hDgq3gt+mFgMby2exxwFO7KWhd4ANiyifkwV6RhNO4K+Amu1LYsnHN6/EEXiO3xeCPlciXInw+4iFBkeE3xI2CrQvr2wAv5nWPfIsBP6cQi6OG7Xy/W5wDuAm4oHN8GVySHEoU9Xsm4o6N3H+9yxVgfgRekvy4cnxjf+jm4Au62FtzL51FhfQvgX3iBfVchz76IW/xblSh3KWDZWF8AuBk4NbaH4xbcCXgDfk3RrIO703v9H2on++O1fMQjJ/8AHFTY/gnwf0U5tFU8evTdNOUP2JcW3PS+AVglti/HZ+4CdxWdhReAtxKRP01K19zxOwSvYf6icOwsPApmBE22PvACfE3CpMatgqnAzwvnbBKF1/jYngeYrwGZy+PtKvcX9i2HW2KX4ib+lrG/8vwo/LEXxRXDCnih/RPcDfOpwrnnAKsVtktzx0SBsCSweGx/Pf7stci4uXBLddnCNbM2IG+dePdzxPb6eJvHfoVztsPdMB+P7UWAMR3cazNc6T6AW5Dz4q63S4CLCucdiyvr+Ut+h0UFshTudlwhttfF2yB2iu3PU6ILKWR9mrYKwIF4JalmNQ4BvoeHh88f+1ajG0uuh7IPB1aP9ZF4RedhYMnYtxBuwf4MGB37Nq+9zx7JKPNF9eWFGcNmv4Wbysvi5ts6hWOfiJdaaRtIyKhZH+MiPXvH/rHxx1yycP4nm5xfiwFfKaT1KeCM2F4e9xcfXTh/nvitq1Bv9ycfEh/3EbjfeKHYv0j8jmxEVi/TNQ9eqajJPhBXossDY3Dr6IfAWu2uKy0Eu923+xPcX14rtPfBa6xrxfaw9tc0KHsOvMZeC11eB3dV7VM4Zyal0e4eG0WalwKGxbd+VBybC6803VZ4lkVLfofFb2s/XGE8FuXAnLF/3fjGd6xCNq4w3yAqGLjVeA2wWe17oRcFdy+feSzegD4L7nr8IV55LiqSpeuWVWaG9dWlXYbW+hX8IAqoR3B/+yW4hXIFFfvZ8RrBJrjbbAvcF7wu7lo7Nl7wbyk06jWjwGyXxgnAq0SbEO7G+StwQmx/MtJ5bKPpo62mv0UUykcVjh2Nuxu2wRuMG66d9fbbwf3WtwMLxr79ogCoKZJjI92jy35PhUJojsK+I6IgrCmSA/Ha5ZyUoDzaPwPesfPvtDU6rxXb+/fgXrPGO7yONkU8FnfTrlo471t4xaky6x+3ms6Md7Z/pGGr2v8dt7pKL8iBJeL3ALxD7sqx/RW8QlK6W7Ygu+ZivgxX/iNwZfJ9vHLUeFtdVS+sryzMqED2j495TOGlTsML9EXx2nfdbphepuubUTg+AmwY+0bjPtMf4WGGd9Q+gibnWa1QXxU3u/eN7TnxGmVNcSxPAz5b3AKrydoqCsYV8FriNbSZ9t/D3Yubt/A7+iHei7nm1jsAuBJv/F+AaOCuSPbmeKXi/IL8I4C7CwXUoiXL/DTu+p0Q2xvhkWi1jnjrAmv38F7L4Q3GJ8V/7Di81v8vvCJyIRV05I007hHrc8f3dWvh+P54RNbnKbEzIYX2y/jGb6EtkvCrwH9oaxvak4L7swTZtbYpAUvH/2i22HcO7k6sKZIjCbd+QzLLfnF9dcH9ufe0VxK4Rr6xkcKwl+kYEr9j8NDQW3GXyYh25y0Tf7Ye9xwtKX21Gswn4remSPaJ7Tnw2tQvSpB1BXBdrJ+CWz+bR75cFYV2TZHMWUxfE/NhNdzPPxS3Xv9QKMi/iVtHlVmuIf82YAPgvFhqvvyj8DaRuts9OpE5MQqbk+P73CX2bwi8BGzXw/sMLawvB3w7/oO3x75ReEH/cwqu2xKfYy28386XYnsV3IL6XuGcmnIr7R3iivHKwvZleBtQ7ZvaB/ig7P827ir8I3BEIX/PKX4fwLl4ZaC09tVKPvy+sOBKY//C9heBc2J9CIXID7xWWbmbpPARrQHsEB/WT/GG4lr0xkKF8y8Hvt2CvNsKt4JWiu1P4Yrkq7E9JxFm3KCcOYBr492MwBut76TNvfBS/AFHNCqrzvTV+oGsjtfsav7k22hzE4yvUP7CuJv1xMK+n0RBUHs3pRS+hW9zPlyR1xp9d8B7oe8a2xsREVtd3GuRwnpRkSyFRwKdQtTMK8o3FZ5nP+A54P/F9orxjX23cH4p7Z8FmcItx4vxGv9pwLztzt0Z2KjEZ54r/kNL4KH138H7mJ3JzH3eTiaGqilFdlUvstULXrsfT5vZuEK81BUK5+xMNB43MV1b4p211i3sOxpXJHvHB/9JfHDBG2l+g/oncTdJLXqtZjmthve+LirmXtdk8MCFz9IWBvtl3OIag7uFfoO7yVaJP8BajTxPnXkg3A1xF/DpdseG0tZOM0vF6VgEj675U7HAwaNpfkXJHfFCefwLr0DcXti/XbyXPbp797gSOg04uJhn7b6vQ3HXXKXfNvA1XAH+AngH2Cv2r0B0jqxI7gJ4RfVWvMJxN24RnIh3RD2GtgCIhq0BXFGdjHtVZsFdhn/FQ8J/F3K/i1eADujuHfZafpUvsRVLFADFaJaXgZ/F+s9wF8A38Uath6jAjO4ibQvhbTC1qIgJwPaxvnukr9jvoCk1cGZsN1qRCLnEzeNhtNWwJtCgBYL7Yd+Pj36T+OivBibH8R/jyv4ZSqyp1ZHOEZGOmhKtRYTV3GoNN0h29h5wF+KatHWsPCgK5g0L59YdTdOJ7KXiedeI7/Ra4KzC8R0I66eLe9Si6LbHXUTFCkdRkayAhydX0vcpyoCF8IbkmoU/Ebdsa4pkOUqyIvG2zGLQwHW0KYnz8XD19fEBJncCJlbwzGvhnQW/Gf+pRfDKxwN4UMr+uDtxzdJlV/ES+8KC+zq/itdwn8KjPxQf+GlRiDXcCayXaRoWL/piPBLlMry2ckwcr3UKqrlOmhaRFQXXhnhfhOuJSKQ4thaFYTsaSRfuwjsGD3Gcig/7vQ2u7JfHo3mWoIQGvzrTNwG4NNb/CPy4cGwd3DoqtQ2infz1cYvv9CgAJuId0mq16lIVa3xnc+Nus9sJ5YS7Qq4ALu7Fez020joMt7hPpXNFUmoFqf03iVcCzsEVVq1A3xvvoLltiXJnwS2db+MKZBTel2mewjnXAedW9L0UXXdr4m1m38QjP8fhwQT7VSH7f2mo8ubNXOLPPxEPn90cN7/Hx7EF8JrtYcWPrAlpqr3clfBhBJbEzfmT8eiXWfCGxeOaqTA6SetewD2xfhRuBu+MDzvyOA0MJx5KYZ9a4RvrB8cf7kTcCrsjCrIu+xw04V2NiG9nkfgTPhCF0VfjD7lNhWlYCW/zqA3DsSseDbdaFM4HU1IIbOF5a5bWhMj/fWhr71kgCsBuey5Hvs2KWzK1trMuFUnZ7y7WFwU+Fus/x9uPatbjZ3HLYPGS5a+Ndwg+GO/tfVK740PwKKlKgmTimWuW8grxjIdEWbgE7j7/BBVNl1DJn6HZC+4WuTsKvTVwbfz3dueMAd7CZ8Ob4cOrOG1b4/7zY/GQ0EmFYxviQ6uUNsRCg2k9iba5Ib6ON4KeT4O1X9zC+BseRLANXnu6KGQMxRXqZXjEyvgmPm+xZlz7Ew6Pd3VAbM+Dh1wfRFsodiXfDm7lPIQ36NdCn3fBI4xWr0DelrhV/HVcaa6Ah9t+lTZXWpeVrXYF+FA8KOMG2iK6tsQrTYc04X3ui1tTPyu8v7Pw4c0vwsPpy+wHUnSbT8QV1snxn74yvqOf4VF9pRXguJVY+59uhUcznoYHCM2Od6I+Gw+Nn4UKLWezAaBEogB6jBmHmlgG9+me0EHmN7MNZP5Ix2x4bftPuNlf81leCGwd5zZLqY3H4+Lnxd1U3wQ2jWNfIwZ/LJzfkMVGW013HO6XvQiPzpkbH3NrYuHcZg4zs3j8uZfG3RB/xYenWCLy6M80yaUW3+sGuBvo5FjGFY5/hW4iouqQOQ64Kd7J96LQ+ziu8K/Ao5q6DBxgRgUysvCuN8Gjk2ojHmwXBWqVgynuFIXpGNzt9yDhisTb+bamRAsEZggBXyXybiwe8HAJbpVsEc9eWnBIfCPfwwMuVovvdEHcpfYXvOI3Gq8QXESJSrPTNFUtoPIH8BpirdYxIn6H4Nr4dBocArvBtC0QaTgUb1CvjXm0Nt7wVxuTqFkKZBncz/9dPIJjmShIL8Ctt/Vx98l6hWvKiB4puormx037W3Df8REdnFdpfsRz/zn+6BvEvp3wdrMbcVfAeUR/CAqj55acjiGRJwfgVsgk3BI6B7cKF2l3fkP5UsjfZXHFVOtEOi/e6/0KXImuSDeN6O3uu38UnmcW8nPTuF/NtVVqXxpmVmCfi29rH9wSWjm+9RPKlNsuDbXxwPbGR3dYHndJnhX5WfYQ7rX3NxG3qs6nLST7XrxyeD3e3jofFc7GOEO6miGkohdYy9ATgSNr+4oFET60883A/zU5TfNFYSC8Z/HjtI2Zsz7usqish3MnaVskPvgvFNNaOP4dvHHwNeBbHZ1TRt4Utr+KK5KPyv6zdZOOeXAFMlNodxTq4/Ba8x9whVp6GC9tNfZaG9GCuCvmJHw06eG4gj21LPmFb3OD+B5/j3f8q0UVzYNXdq6jC/cH7RR9pHsqXim5Eo9Eqg2lvjWuXOYsOf+KCmSWQn7WBnSsRYmdj7tJS48Cw/tl3IZbrdvikWC1sPUJuBVQpuWzMF65qY1RV1Nga+Eh57XhnM7A3WqlRw92mrZmCarsAbxQvpm24RmG0OZPPhCvYTZtGHXcR/lb3ALZE68d/BwPYz0YHwitFRNKrUXMF4/7rjuMAIv0P0UDZnD7e7Y7VmyHWJTm94MZz4zDjw/tIA9qUXKnEMN8lCS72MH143jtsTYywFjcIrk43tVw6hzCvZ3MEYX1lfBaem0Okgtw11mt0J2HbjoBUmizwq3pXaJAPRAPSNgen9p1mzinyrnJ9w9FcQltc9DcGv+53XCFWMowRsTEa7G+Km51HI4HP/yh8B63xZVZqc+Nh8a/TQycGHn+NbxvyK14u8/qeNvwqmXK7jZtzRRW0Yc0W7zMn1CIfsCjiu6kiQP24Sb0fbgl8ivcnJ8lCoyd4sOuNYg1e0DFLwJ/6uTYoszYy/gsGu8PshnultmTdqHUHT17s/Ij3s0fKfSzoK1WPYFCDQ73M5fSIExMNoa7yZbBKzs/irTUxr8agwdhnEEPJgPqgcy5ooCpjZ20B/AmMVIt7gY6D6+5LtyD+22BDxsyCx7Nd1Tk58dxq7JWS74ZryWXOZRIewto95C5AF5BuyT2b4crlVvohUuuG9lL4b3At8VdfX+IfVcC79E2wsLEKMRL6zpAW3jyULwNcVqUdXvifap+EN/TGZHvpVV6epzGZgus5CHcBXEYbl7+nLbpOitvqC181LWReb+GT9R0B21tIJUN8dCLdM6GR2xsS5ulVmtD2o228YWWiD/JEg3kxdJReH0vPvSzaHLtqIs0jsJdDbsyswWyAx5B9rEogM+jBEsp/uR3RSF+Nu63njeOHYYHXCyCN/ZfV4bMguxF8DaQmrvjADx8e+PCd3txdwUfHjH2SBSe43CLZvaCjAvxDny74/2ASg3VZkYLaFa8kjg+/m+1edKHFwr0kSXJXQoP3Pl+fBenAIcWvqVpuOvxUNxNunWJz7wA7i5cM7ZXjufdFvcYXARMBy6rpSd+m1tBbaawSh/EP6y1cavk/9EEn2Ch0Nwo/oirReHZfhrX0oeoqCOtI3Gf6nEU+jrgte8HabOQRhKT09QpZyIzDhu+DB5CeiYV9NStM42b4jXLXQrvaS284vGZ4jdVgqw58QpFsfd3+74Th+Ih0A9RUj8U2toJhuOVhA8J5RT/j6tpGx+ry0Invu9/4y6TjXALexozWm0n4QryMUquvDGjBbQ3XjH5CT5EyyWF874a//9SZkTEle/deBTbwbjleC0zTsA2JI7tQgyRU1Yhjlt4x0WZslOUcYcTIfe48r4KeKXsPO/NUisEk14g6RO4dXGDpDXx2sLJZjZN0rG4iXsHHrFxIvAdM/tt61LsSJoL/xN+HK/F3YAXMIeY2VWShpjZRw3KEN5B73UzWzv2fQJ3MywL7G1mbzQio7fpMTOTNNrMXivs3wwvTD+Gv6dP4jXM35aRDwU5c+H9lxYHppnZZZL+Dw/BFF74PoRPWDSHmT1dS3MJshfDh5P5lqR98QLo02b2sKT98KienYD/dPa8kjbA3SiH4zXjEXhFYzF8Hp5bzOzpwrPKzP7TaNoL8jfGAx0+i9e6z8JD0j+SNAUfa24PPI8PwCPqHi1B7qy4VXgGHk14ED7+1ix4I/c0Cs9eFZJG4O2+p+EW3nC8YrqXmT0oaW7c9fl4lenoMo2pRHpHFIhXAj8xs3MkfRf3S65qZvdJWhbvhb4B8C4+hMZvyyoYepnWjfE54o+TNNTMPpT0Mbx2vD3egP6imf2x3vQVCumV8FF5HzSzVyXdDfzTzHaI85YC3jOzJ0p7wJ6ncSPcxfhDYHqtwJQ0H65E5gXeNLO/V/GeJI3BO92tjBfAK+G1163xQnlb3H//fAmyau9jCF5Z+A7+rT4q6WDcKtwoCqCFuysEJa2G1+z/KGkZfJiad/C+CPPghelUM3uq0bR3IHsjvOF8Gm69fRVvg5lsZo9Img13Jb2EByYcaGaPlCh/ATN7IdZrz/4W3sdpNO6+usbMni1LZhdpWRrvu/MC7sp7GA/R/nfVsrsjlUgvCAVxIXB41NyFN0pPxguprczseUnDzOwDSR8zs7dbpECWp20QvPtjXyXpkLQ1XlhNw9tDDjezuyTdCbxiZpuXLbMXaVsW7/9xgpnd3cJ0LIArkv3wYTFOKxwbU2ZhEAX/NrjS3A2PVtogau/fwt1n48xsei/uOSSuXwoP0ngLr4wsTlvD9oclPkNXFtBU4OaCBSTc9fh2WfLbpaX9s7+JtwvNiQ+l9EwVcjtIxzx4u9PX8DaqZc3syWbI7oohrU5AP2NufGj5q2L7d3g0xLdxv+nFksaZ2QcAtY+6BQpkYdy0/7CgQIZUpEDmx5XoenjtaB7gaQAzWx1YUNIq8UdvGpKGSpoDj7BaEvhvE2UrfkfX9kWN9je4e/OTknYqXPJiCTKHFja3xC2d03Ef/pt4wzBm9mP8G+6xAonrPorfv+ENuiPx0ZgfBaaUqUCCN/A5TGrDmc+KW/bP4wMNri9p0UiTVaVA4v7FZ78Qt1xfBI5ulgIJ+a+Y2W1m9lm8sf3JZsnuilQivcDMpgGbS/qnpJuAO83s2Dj8Pbzz1q/Dj9lU2hXSL+CRav+VtKukEVGTqqIgH4L7pffDe0F/MayxDUPuymZ2X7MUaeEZP4q2l73wDpQbShrVjDSEO2kj4DuhyGr7X8Fr7X8D1gs3V0OVjNr9w1X5cUmLmtlheJTZWNxt+QawraTl4rJ/xbV1fQ9RmF6OF+onleGG60DG3eFCGxJtHBfhiuQ/eAG+KbBWO+VZOWb2dzx0/fLIh6YSbkrM7C+x3dTKWUekO6sOwtS+Hg+RNUkjzezdeMFLxIfWzPTU/ODr4e6FoWZ2qqQv4x2j7sQ/+vdKlDUX3o7wgaQj8NEBvhhurPXxoRe2txIaOetI2wa43/hfeOPvE3hfiCvx2S3frDgdXbrQwrU1vLv2iB7IWRq3Nr6Nv+OjcLfPM3jtfUU88m4MHq68qZnd14jMdvKHm9n7Zd2vB/KWwsOwhwAGnFaFAkt6RyqROpFH9xwPrGFmL9faQVqYng1omzlte3z4iT3wqJb1ccvkgjIsAkk13z54WOdseMTKyvgoqrsD3zCzaxqVVUfa1sNdWMfhkTS74m0Df8Y7of0Krz2X7X6puZRmw8MuZ8UbgB8oW07I+gT+LKcB55nZO/JInQWAb+DRX08C55vZlZJmNbN3qkhLMwkFvRVwelh2SYtJJdIAEf10Ht77+dUWpkN4YXJ3rcFW0tXAa2b2ZUl74dOdNhy5ImlVPNTwQFxpLIK7S24mJgACHjOz37cooGA3vIf2ibG9Ot759HN4o7/M7E8ly6xZQLXfpfAKxo14bblX7Q89kDcMd6k8aGZHx/v/GN4P5K4450B86uEF8L46bzXTaqiSZltASdcMa3UC+jPm/UR2w90GU1uYDpP0DO7KqLEj8CtJw4FTS7JAxuKRIe+a2b3AvWEBfR243szOa5+uRmX2IE3tFdUseATNibF9H94Yu0CtgK1Cfs2FJqnmQtsDd6G9L6lUF1q4EP8G/COsj/3x4IEtJf0GH7n6WEm34G1Dr3V1v/5GKpC+RTasN4iZXWtmU5vZwFWI/lle0gqSxuO13t0krRGKY3l8dNjRnd6oezkfl7SPpC9L2jz8z7cCc0jaE8DMbsEbOlcrpq0ZFArwNSOAYDO8c9gDkq6VdxhbCQ+LrCTYodAWdSI+tMmruCttVWI4Gfy9lN0A/Arewe4uPO9vwC3BESEXM3vAzB4qWW6SzEC6s/oZaus0uDFecN2Et3tsh7su9sEbVpfH+2tcXaecZfFIomvxHvhfxF1m5+NDhGyA1/CvjH27mtkfG3i0ugjF8X947X8+XGnugg+NsUAsR9abDz1MQ9NcaMW2t3hH84TrcISZvSdpO3wu+G+UEUiRJN1iLRpvJZfeLcQIqbE+P+4+q00AtAneiDoR76exBDGgHnWM44N3orqdwpwb+LDfN+KhzMKHy3gIj1L7dJxT+vzZHeUDhQEK8XGMamNADcMH4DwxtueibaDDqudGuaOwPQJXrKWM3xbve8/CdodjQ+HK4yFgk1Z/r7kMniXbRPoBkkYCP5L0tpkdZGYvSvoH8HpYJtdL+gHeNvFFK0StmFk9puZ/8SFRLq3JN7NnJO2Ojwn2ED7gpHDFtVDIKj3iqUjkw77A7JLON+9I+TF81ADwsM/zgf3C1fW/YIc686GjNPzPhQZ8AnflnQGsJOla3CJcnnJdaBOBdcPa+IWZva/C+F6S5sWH3v8GPqHY9SXJTZJuyTaR/sGHuCtpPknfi31v4r7v2jt8Du/8VcbAgbPio/tOAjDvAzPCvF/DSfg89R/gA9Q9AKwqac4S5HaJmb2LK68P8M5zc+NRUF+XtE0osTnxwn2+KtpnQoFshk/mtCLu5rsC76vxLB5GfBLwfSuvPaI26dBykvaPdHykto5nL+MjEO9sMU5bSXKTpFvSEunjRI3z/SikX8ULz1fwUUUvB86V9BzeRnFYGTVu8wEUjw9Zz5r3jq1ZGYYrGczsFUmX0dY7vDIKNe+xeE3/E/h8DsfiyvQCSZ8BNgQOMrOGhxIpyJ4Hj+56OHZtC3zXzK6JcNuj8fanyfJOmEPN+w41FOJcu958/LXr8QrC5pL2N7MTQpEMNbMPrRB5VpbVlSQ9IZVIHycKinVxN82++JAmk2gb/XUTvEfyVVZu34zf4H1A9pJ0mZndEi6cvYjon0hfU8JHIx+WxztTfg5v95mEj9v1U3xq0LnwcOYHysqHVrnQCm6ztfH3KzO7XJLhimRfM6uk02SS9IZUIv2Dcfh8JVdKuhl3o/wYb2D9afHEsmqhZvaSpBPwYSZOVyYxqAAACLxJREFUlg/tvgzwNTObUoaM7qjVsgu7ZgGeDovgYUn/xhvS58Xz58FC+svKh3clXYyPC7atpKdxF9pFYaVdGVZizYX2UknWoIVldSLe32RnSWvh7V4fAdtL+pqZHdeorCRphFQifZAOatHvAbtL+pWZPSHpj7hF8hlJV1lFY3WZD09+gqRLY9dIM3uyRGunU6Kvy+6SrsNHT/48Xni/LmkHfJ6WOyMvxuFzXJSdhpa40KJNYxg+fMwPzOwiScfgEXk/NrNDwkL6axnykqQRUon0QaIWui4+5PVv8bGYxuMF+iH47Gajgf2qUiDt0vNC+/Q1Qeb7kp7AQ5efwMNWXwxLbFVgFUk34uOC7WsVzOzWKhda3ON9SU8V9v1X0o7ASdGgfmW6spK+QCqRPkShI+FaeITPg3jHvkvxTn/gAx5+CBxjLRiKuhkUCuOpeGfKNWn7Vi/Hp7L9PLAncISZ3VGi7Ja40AptIJ/A3+8r+Mi8X5d0VyjJBfHos1F4dF6StJxUIn0ASXOa2euhQJbHezvvZmb3yIdzXxNvWP25pJNwt9LrzXArtYIoTFfCe6B/Fp/F7c4I450i6Vl8AEgLi6WsRvSWuNDUNnPeJviQKXcAa+NBE5cBp4RVsgoeOty0OeqTpDtSibQYSbMA90k6yXyCqwVwt8mOwD1mdp6kD4HNIpz0fDN7HQZ8KOengc2BYWZ2hXw+7WvCnbcX8KWIlCqzEb2pLjTF9MnAkHi+I/Dh42+Xj7x8DbARPvzM3J5Eu2+gVh6S/kkqkRYTvu6dgKskvWlmZ8jHYtpP0gFmdryZXSgfwO/PNsBHMJW0oJk9Z2bHS3oPDzGWmV0g6U18LvuDagqkRLlNdaHJJ5Q6JiyMv+PTrt4N/DtcaqfIJ6/6Pj7kyRO1a1OBJH2JVCJ9ADO7Q9LmwI1RmJ3uATrsJWkWM/uJtRtmfSAiH2r+SEl3mtlpZvbLUJ4/k/eYv1LSdVUo0ma60OQDJ56GzwkifKTh2twfnzezI+PUvwBzpdJI+jKpRPoIZna3fF7uG6N8OiPcV/tEiO1TA60wkfRxfK7sN4FXzOxaSdOACZJ2NbNzzOwkSVsAX5E0zXyIj6qo3IUmaQQecfdwvOMhwKF459G9cYt0AXwu8a2A7zb6UElSJalE+hAFRXKtfPa2X0q6u+KCsyWog6HmJZ2Cjz31PrC2pFHANHxMsKOqyodmutDMh2vfEX/He5vZyZLeAlaK9pft8H4nc+IdO6dmG0jSl8n5RPog8vkobsZ7iD8z0AoQeQ/v3wJnm9nZsW8h4Czg93h02uZ4+8Mi+Jhgv60oLWOBHwF3WtvUwvviVsG3w4VW+nSs8mmGbwJuA+bAh91/quurkqTvkUqkj1IL+211OqogelufDuxlZm/Jh5p/V9LCeHjr/mb2mzh3nJk9W2IYb0cutN3wUYvvNrNz4rzr8SHxd6/QAloJn0zrGDP7YbgvP7IY4j1J+gPpzuq7vAEdDoEyECgONX+tFYaaj34wi9dONLNn47cMBdJnXGgAZvYXSRsCv5M0PUK8k6RfkUqkj1IrNAegAunxUPNlEi60U4AfFVxox+MuNHAX2qu4C2133IV2Z9npaI+Z3StpS+BmSb/G3ZdpiST9hnRnJS1B0nzA1/DpbotDzV+I99YvdaTgVrrQepi+OSx7oif9kJzZMGkJZvYScALwCD7U/AX4sOdVDTXf3WyNlbjQesGb8L8RfJOk35DurKRlWBOHmm+FC603DGT3ZTKwSUskaTlm9kIsT8Z2VQXpb4Dn8X4gG5gPeFmbrfH3FclMkgFNtokkgwpJY/DZGvfBx6paBp/46aqWJixJ+impRJJBSQwtAk2crTFJBiKpRJIkSZK6yTaRJEmSpG5SiSRJkiR1k0okSZIkqZtUIkmSJEndpBJJkiRJ6iaVSJIkSVI3qUSSpJdIelLSvA3eY7Skvbs5Z7ykLzYiJ0mqJpVIkvQCSUNLutVofPbErhgPpBJJ+jSpRJJBg6RvSNo/1o+VdGusry/pQklfkPSgpIckHV24brqkn0u6H1ijsH9WSb+TtKekuSVdKekBSXdKWiHOOVzSwYVrHpI0HjgKWFzSXyT9tJMkHwWsE+ccKOn2mA2xdq9pklYMGedLukPSY5L2bPfMd0e6jighG5NkBlKJJIOJ3wPrxPqqwChJw2Pf34GjgfWBlYDVJG0T584G/MnMVjSzabFvFD5P/K/M7HTgCODPZrYC8G3gvG7ScijwDzNbycy+0cU5v49zjgXOBHYFkPQJfMiW++PcFSLtawCHSVpQ0kbAksDEeKYJktbtJl1J0itSiSSDiXvxgnQOfP70O3Blsg7wGjDVzF4ysw/wybFqBe6HwK/b3esq4GwzqymLtYHzAczsVmCekFMmlwFbhOLbDTinmB4zeyem852CK46NYvkzcB+wNK5UkqQ0cj6RZNBgZu9LegKvzf8ReABYD1gCeBKftKoj3jWzD9vt+wOwiaSLuhm48QNmrKyNrCPpAJjZ25JuArYGtm+X3vZpMEDAj83s1HplJkl3pCWSDDZ+DxwM3B7re+E19buAT0uaNxrPvwDc1sV9DsPnZP9F4b5fApA0CXg5prt9Elgl9q8CLBbnvwnM3k1aOzrnDHxGyLvN7NXC/q0ljZQ0Dz57493ADcBukkaF/HGS5u9GZpL0ilQiyWDj98BY4I6YWfFdvN3hebwNYgpwP3BvD+YYOQCYVdJPgMNxV9kDeIP4LnHOr4G5JT0M7Iu3vWBmrwB/iIb2zhrWHwA+lHS/pAPjunuBN4CzOzh3CnAn8EMze87MbgQuAu6Q9CBwOd0rriTpFTkUfJL0IyQtCEwFljazj2Lf4cB0M/tZC5OWDFLSEkmSfoKkLwN/Ar5TUyBJ0mrSEkmSFiNpeSKyq8B/zexTrUhPkvSGVCJJkiRJ3aQ7K0mSJKmbVCJJkvz/9upYAAAAAGCQv/UcdpdEsEkEgE0iAGwSAWAL7uRfRQYhCFQAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"A better option would be to rotate the graph and have the number of calories on the $x$ axis and the catagories on the $y$."
],
"metadata": {
"id": "JIA0m3jqlNZz"
}
},
{
"cell_type": "code",
"source": [
"df.boxplot(column = 'calories',by = 'workout_type',vert = False)"
],
"metadata": {
"id": "c--sGtLxlXvs",
"outputId": "3283986d-d82f-42ba-a417-660db568a175",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 377
}
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/matplotlib/cbook/__init__.py:1376: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
" X = np.atleast_1d(X.T if isinstance(X, np.ndarray) else np.asarray(X))\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Violin Plots"
],
"metadata": {
"id": "v13Y5XgBodK4"
}
},
{
"cell_type": "markdown",
"source": [
"We'll repeat the graphics above with a violin plot. I'll need to use a different tool to make it work. Here I have choosen to use `matplotlib` it is actually what is running in the background of `pandas` to make all the other graphics we have done thus far."
],
"metadata": {
"id": "zgPVMsAJofZF"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.violinplot(df.calories)"
],
"metadata": {
"id": "_2vfN0WMl5nK",
"outputId": "b16826c2-c413-4336-81c6-7c62f75b2aad",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 339
}
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'bodies': [],\n",
" 'cbars': ,\n",
" 'cmaxes': ,\n",
" 'cmins': }"
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"If I wanted multiple violins, I'd do the following with `seaborn`."
],
"metadata": {
"id": "mvyHy-FRr7Ei"
}
},
{
"cell_type": "code",
"source": [
"import seaborn as sns\n",
"\n",
"ax = sns.violinplot(data = df, x = 'workout_type', y = 'calories')\n",
"ax.set_xticklabels(ax.get_xticklabels(),rotation = 45)\n",
"ax.set_title('Violin Plot of Calories Burned')\n",
"plt.show()"
],
"metadata": {
"id": "ipnJmMSdqzSH",
"outputId": "41317cc0-be81-4664-9485-5e183e137796",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 353
}
},
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"What if we wanted just 'Trekking'"
],
"metadata": {
"id": "LedKp1M7WF8W"
}
},
{
"cell_type": "code",
"source": [
"df.query(\"workout_type == 'Trekking'\").calories.plot.box()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 283
},
"id": "QOlPvGFcWFT5",
"outputId": "c7f0dea4-eb84-4c17-c4d7-d7af81bcc0fe"
},
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"ax = sns.violinplot(data = df.query(\"workout_type == 'Trekking'\"), x = 'workout_type', y = 'calories')\n",
"ax.set_xticklabels(ax.get_xticklabels(),rotation = 45)\n",
"ax.set_title('Violin Plot of Calories Burned')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 323
},
"id": "1m-vBi5KXl8c",
"outputId": "c6e92785-8652-4b6b-b32c-1ac415934f30"
},
"execution_count": 30,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"To change the direction, swap $x$ and $y$"
],
"metadata": {
"id": "EnpwAVZOtvKD"
}
},
{
"cell_type": "code",
"source": [
"sns.violinplot(data = df, y = 'workout_type', x = 'calories')"
],
"metadata": {
"id": "u6-NyrBlsJCU",
"outputId": "751a283a-ef1a-40a1-e270-230f1f3272a8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
}
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"The colors mean different sports but that seems redundant to me. I also added the points with some 'jittering', called `stripplot` in seaborn."
],
"metadata": {
"id": "y6_gVIiCuS8S"
}
},
{
"cell_type": "code",
"source": [
"sns.violinplot(data = df, y = 'workout_type', x = 'calories', color = 'orange')\n",
"sns.stripplot(data = df, y = 'workout_type', x = 'calories' , color = 'black')"
],
"metadata": {
"id": "XLlo6da4t1t4",
"outputId": "dd177323-d9c7-49c7-9922-701849416cda",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
}
},
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 34
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"rgb= [255,78,0]\n",
"rgbscaled = []\n",
"for color in rgb:\n",
" rgbscaled.append(color/255)\n",
"rgbscaled"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zhJ8ZAvkYdS8",
"outputId": "c5725248-d221-4a43-99fa-4ab669163de0"
},
"execution_count": 48,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[1.0, 0.3058823529411765, 0.0]"
]
},
"metadata": {},
"execution_count": 48
}
]
},
{
"cell_type": "code",
"source": [
"sns.violinplot(data = df, y = 'workout_type', x = 'calories', color = rgbscaled)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
},
"id": "4rV6ANNbZMkj",
"outputId": "ba1117df-2c45-4c3b-a395-65db2bb3e265"
},
"execution_count": 49,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 49
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"hexcolor = \"#FF4E00\"\n",
"\n",
"ax = sns.violinplot(data = df, y = 'workout_type', x = 'calories', color = hexcolor)\n",
"sns.stripplot(data = df, y = 'workout_type', x = 'calories' , color = '#000000')\n",
"\n",
"ax.set_title('Go Tigers!')\n",
"plt.show()"
],
"metadata": {
"id": "q1Jwnq12bxB2",
"outputId": "fbf8feeb-117d-4e30-a0c4-bc57f77fbe4d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
}
},
"execution_count": 54,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
""
],
"metadata": {
"id": "1kKPwo8j-Cq0"
}
},
{
"cell_type": "markdown",
"source": [
"## Your Turn\n",
"\n",
"Recreate the three boxplots in this lecture using `seaborn`. Add the jittered points to the final boxplot."
],
"metadata": {
"id": "jtoIFps6vRSF"
}
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "d2b4fQY-ucqx"
},
"execution_count": null,
"outputs": []
}
]
}