python-pour-finance/04-Visualisation-Matplotlib.../04-02-Pandas Visualisation/.ipynb_checkpoints/Pandas Data Visualisation-c...

843 lines
494 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"<a href='http://www.pieriandata.com'> <img src='../../Pierian_Data_Logo.png' /></a>\n",
"___\n",
"# Pandas Built-in Data Visualization\n",
"\n",
"In this lecture we will learn about pandas built-in capabilities for data visualization! It's built-off of matplotlib, but it baked into pandas for easier usage! \n",
"\n",
"Let's take a look!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Data\n",
"\n",
"There are some fake data csv files you can read in as dataframes:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"df1 = pd.read_csv('df1',index_col=0)\n",
"df2 = pd.read_csv('df2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Style Sheets\n",
"\n",
"Matplotlib has [style sheets](http://matplotlib.org/gallery.html#style_sheets) you can use to make your plots look a little nicer. These style sheets include plot_bmh,plot_fivethirtyeight,plot_ggplot and more. They basically create a set of style rules that your plots follow. I recommend using them, they make all your plots have the same look and feel more professional. You can even create your own if you want your company's plots to all have the same look (it is a bit tedious to create on though).\n",
"\n",
"Here is how to use them.\n",
"\n",
"**Before plt.style.use() your plots look like this:**"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x125853940>"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEACAYAAAD1KqK3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBSRJKmEBSZJKWECSpBL/D0e4r1Js4/GjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12530e748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1['A'].hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Call the style:"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.style.use('ggplot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now your plots look like this:"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12588d358>"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEACAYAAAD1KqK3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nggICABhBAQEAjPg/zczUW1IVp0QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x125bd8a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1['A'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x125bec080>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEACAYAAAD1KqK3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6mnOFXB4kNsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1259b86a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('bmh')\n",
"df1['A'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1259eb780>"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEACAYAAAD1KqK3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQEATPw/kSztNaag2i0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x125c36908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('dark_background')\n",
"df1['A'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x125fad2b0>"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAEWCAYAAADcsGj7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFQRJREFUeJzt3bty40baxvGnGyAO5MyUo3GVqxzqEjbxXe0FONoL8F1t\nssFeACMnW+X6HIwlEufu/gItsCJ1IKWhyAb1/1VNILIFvtSAfNAHAObbt29BAABEyF66AAAAnkNI\nAQCiRUgBAKJFSAEAokVIAQCiRUgBAKJFSAEAopUeapBlmbIsk7X3eeacU9u2GoZhapPnubIskzFG\nzjnVdS3v/c52iqLQYrGQMUbDMKiua4XAKVoAgOcd7El579U0je7u7rTZbDQMg5bL5RRaWZYpz3PV\nda3NZiPvvVar1c42xoCqqkqbzUbGmEdtAADYdzCkhmHQMAwKIch7r7ZtFUJQkiSS7ntRY8/Ke6+6\nrmWM0WKxmLaRZZmappFzTt57VVUla63S9GBHDgDwgb16TmocsnPOyRgjY4z6vt9pMwzDFEBjmD0c\nHhwDb3wOAICnHNWVsdbq06dPku4DpqqqnZDZn1sKIcgYM/3uoTYAADzlqJDy3uvu7m4axivLUtvt\n9r1rAwB8cEcP9z2ck3LOKc/zaQXffo/IGDP1nI5pAwDAU950ntQYOCEEhRB2FklIUpqm0xyUc256\n7OHvW2t35qkAANh3MKTyPFeSJFOwjD+PiyXatlWe50rTVNZalWWpEMLOYoqu61QUhZIkkbVWy+VS\n3vspwK7Ner2+dAlvRu2XQe2XQe3xOzgnNYbKODznnNN2u50Cpus6GWNUluW06m9/vqppGkmatjMM\ng6qqeoe3AwC4JgdDqq7rgxtp21Zt277YpmmaKawAADgG1+4DAESLkAIARIuQAgBEi5ACAESLkAIA\nRIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIAROuomx4C+H7/2Q76o/ZPPlcXX7X5sztLHT+W\nVj+t+OhjHthTgTP5o/b6+z+/vdDi5Ys0n8pvv/ygn1ZneSnguzHcBwCIFiEFAIgWIQUAiBYhBQCI\nFiEFAIgWq/vwIby0/PtcOhcu+vrAHBFS+BAOL/9+f//425eLvj4wRwz3AQCiRUgBAKJFSAEAokVI\nAQCiRUgBAKJFSAEAokVIAQCiRUgBAKJFSAEAonXwihN5nitNUyVJohCCnHNqmkbe/+8SM2VZarFY\n7Pyec07b7XbnsaIotFgsZIzRMAyq61ohcKkYAMDTDoZUkiTquk7OOUn3QbNarXR3d7fTbgyd0X74\njAFVVZVCCCrLUqvVSpvN5hTvAwBwhQ4O91VVpb7v5b2X915VVckYozR9nG8hhOnfvizL1DSNnHPT\ndqy1T24HAADpDReYNcZIetxTSpJEnz9/3hkSHNskSSLpvrc1CiHIe68kSXYeBwBg9OqQKopCzrlp\n+E+6D5+xt2WtnYYEx6E8a+87bPvBFkKYQg8AgH2vWt1XFIXSNFVVVTuP932vYRjkvdcwDNputwzl\nAQC+29EpMi582G63B1fkjfNSYw9qXAlojNn53f2fn7Jer48tMSpzrVu6ztrr4uuZK3ns4YrYS6rr\nWuv17yfd5jXuM3Mwx9pvbm5e1f6okHoYUMd80IwxOwE0Dg2maaq+76c21tqD81GvfUMxWK/Xs6xb\nut7aN392ktrzFrRnPGi7tLIsdfPz6f6Pr3Wfid2ca3+NgyFVFIWyLJt6UE8tnCiK4tGcVAhhCiRJ\n6rpORVHIez8tQffe78xtAQDw0MGQyrJMkrRarXYeb9tWbXt/ZGqt1XK5nHpPwzA8mrdqmkaSpnZP\ntQEA4KGDIXV7e3twI8eGTdM0U1gBAHBIHIPkAAA8gZACAESLkAIARIuQAgBEi5ACAESLkAIARIuQ\nAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIA\nRIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAEQr\nPdQgz3OlaaokSRRCkHNOTdPIe/+oXZZlMsbIOae6rh+1KYpCi8VCxhgNw6C6rhVCOO07AgBcjYM9\nqSRJ1HWdNpuNttutJGm1Wu20ybJMeZ6rrmttNht57x+1GQOqqiptNhsZYx61AQDgoYMhVVWV+r6X\n917ee1VVJWOM0vR/nbA8z9W2rYZhkPdedV3LGKPFYjG1ybJMTdPIOTdtx1q7sx0AAB569ZyUMUaS\npmE6Y4yMMer7fqfdMAxTACVJMj02CiHIez89BwDAvleHVFEUcs7JOXe/AXu/if25pRDCFGjHtAEA\nYN+rxtqKolCaptpsNu9VzyPr9fpsr3VKc61bus7a6+LrmSt5bH8h0aXUda31+veTbvMa95k5mGPt\nNzc3r2p/dEiNCx+22+1Oj2j84Bljdh5/+PMxbZ7z2jcUg/V6Pcu6peutffNnJ6k9b0F7xhGFSyvL\nUjc/n+7/+Fr3mdjNufbXOOpT8zCg9o8GQwgKIewskpCkNE2nOahxaPDhIgljjKy1O/NUAAA8dLAn\nVRSFsiybelD7CyckqW3baa7Ke688zxVC2FlM0XWdiqKQ914hBJVlKe/9FGAAAOw7GFJZlkl6fG5U\n27Zq2/vhk67rZIxRWZbTybzjOVWjpmkkScvlcjqZt6qqk7wJAMB1OhhSt7e3R23oYWg9p2maKawA\nADgkjplcAACeQEgBAKJFSAEAokVIAQCiRUgBAKJFSAEAokVIAQCiRUgBAKJFSAEAokVIAQCiRUgB\nAKJFSAEAokVIAQCiRUgBAKJFSAEAokVIAQCidfCmhwCuS2Kkf//ZnWx7dfFVm1du78fS6qcVXz84\njL0E+GD+6rx+/ddxd9w+3st35d732y8/6KfViUvAVWK4DwAQLUIKABAtQgoAEC1CCgAQLUIKABAt\nQgoAEC1CCgAQLUIKABAtQgoAEC1CCgAQLUIKABCto67dlySJ8jxXkiQyxqiua/V9Pz1flqUWi8XO\n7zjntN1udx4rikKLxULGGA3DoLquFUI4wdsAAFyjo0LKGCPnnLqu03K5fLLNGDqj/fAZA6qqKoUQ\nVJalVquVNpvNd5QPALhmRw33DcOgtm01DMOL7UII0799WZapaRo55+S9V1VVstYqTbkQOwDgaSdL\niCRJ9PnzZ4UQ5JxT0zRTWCVJIkk7IRdCkPdeSZIcDD8AwMd0kpAahkF938t7L2utiqLYGcqz9r7D\ntt/DCiHIGHOKEgAAV+gkIfVwEYX3XtvtVp8/f1aapt/dS1qv199b3kXMtW7pOmuvi69nruQx7/2l\nS5AURx11XWu9/v3SZUi6zv09Zjc3N69q/y4TQuO81NiDGj8Uxpid3tT+z0957RuKwXq9nmXd0vXW\nfn9789fdPfbUxs/DpcVQR1mWuvn58vvZte7v1+Rd9lZjzE4AOeckaWeRhDFG1lrmowAAzzq6J/Xw\n6MtaK2vt1GMqiuLRnFQIYWcYsOs6FUUh7/20BN17PwUYAAD7jj6Zd7VaTT/nea48z9X3veq6lrVW\ny+Vy6j0Nw6Cqqna20TSNJE3tnmoDAMBDR4WUc063t7fPPn9s2DRNM4UVAACHXH4GFQCAZxBSAIBo\nEVIAgGgRUgCAaBFSAIBoEVIAgGgRUgCAaBFSAIBoccdBvKv/bAf9UZ/nqtt18fW/F5J9rHMvX8gY\nQJwIKbyrP2qvv//z2xlf8ekrnf/jb1/OWAOAU2G4DwAQLUIKABAtQgoAEC1CCgAQLUIKABAtQgoA\nEC1CCgAQLUIKABAtQgoAEC1CCgAQLUIKABAtQgoAEC1CCgAQLUIKABAtQgoAEC1CCgAQLUIKABAt\nQgoAEC1CCgAQrfSYRkmSKM9zJUkiY4zqulbf9ztt8jxXlmUyxsg5p7qu5b3faVMUhRaLhYwxGoZB\ndV0rhHC6dwMAuCpH9aQeBs9TsixTnueq61qbzUbee61Wq502Y0BVVaXNZiNjzKM2AAA8dFRIDcOg\ntm01DMOTz+d5Pj3vvVdd1zLGaLFYTG2yLFPTNHLOyXuvqqpkrVWaHtWZAwB8QN89J2WMkTHm0fDf\nMAxTACVJMj02CiHIez89BwDAvu8OKWvvN7E/txRCkDHm6DYAAOyLfqxtvV5fuoQ3mWvd0mlrr4uv\nJ9vW99hfxPNRa5DiqKOua63Xv1+6DEl8Vs/t5ubmVe2/O6TGHd4Ys9NTevjzMW2e89o3FIP1ej3L\nuqXT1775s5PUnmx7bzX25j96DVIcdZRlqZufL/8Z4bMav+/eW0MICiHsLJKQpDRNpzko59z02MgY\nI2vts4sxAAA4uif18OjLWitr7RRQbduqKIpp5V6e5woh7Cym6LpORVHIe68QgsqylPd+CjAAAPYd\nfTLvw3Oa8jxXnufq+151XavrOhljVJbldE7Vdrvd2UbTNJKk5XI5ncxbVdUJ3woA4NocFVLOOd3e\n3r7Ypm1bte3Lcw9N00xhBQDAIZefQQUA4BmEFAAgWoQUACBahBQAIFqEFAAgWoQUACBahBQAIFqE\nFAAgWoQUACBahBQAIFrR308KwPVJjPTvP7uL1vBjyTH6HBBSAM7ur87r13+9fD3Q9/bbLz/o00Ur\nwDE4lAAARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBE\ni5ACAESLkAIARIuQAgBEi5ACAESLkAIAROskNz3M81x5nu88FkLQ3d3dTpssy2SMkXNOdV3Le3+K\nlwcAXKmT3ZnXe6/tdvvkc1mWKc9zVVUl773yPNdqtdoJMQAA9p10uC+EsPNvlOe52rbVMAzy3quu\naxljtFgsTvnyAIArc7KelLVWnz9/liQNw6CmaRRCkDFGxhj1fb/TfhgGpWn66HEAAEYn6Uk551RV\nlbbbraqqkrVWnz59un8Be/8SD3tW48/GmFO8PADgSp0kpIZhmIbynHPT3FSWZafYPADggzrZcN8+\n772stdNwnjFmpze1//Nz1uv1e5X4ruZat3Ta2uvi68m29T1iWEkaQw1SHHXEUENd1/okPqvndnNz\n86r27xZS1loNwzAtolgsFmrb9n8vnKaq6/rgdl77hmKwXq9nWbd0+to3f3aS2oPt3ts47PzRa5Di\nqCOGGsqylJp5fsdI8/6eeY2ThFRRFOr7fuo95XkuY4y6rpMktW2roijknJuWoIcQWDQBAHjRSULK\nGKPlcjkN4TnntNlspuG8rutkjFFZltPJvM+dUwUAwOgkIXXMsF3btjvDfQAAHHL5gWEAAJ5BSAEA\nokVIAQCiRUgBAKJFSAEAokVIAQCiRUgBAKL1bpdFwuX9Zzvoj/p110iri6//vZTRaXTu8PUZAeA5\nhNQV+6P2+vs/v73hN0930vU//vblZNsC8PEw3AcAiBYhBQCIFiEFAIgWIQUAiBYhBQCIFiEFAIgW\nIQUAiBYhBQCIFiEFAIgWIQUAiBYhBQCIFiEFAIgWIQUAiBYhBQCIFiEFAIgW95N6J2+54eCpccNB\nAHNHSL2Tt99w8HS44SDwvMRI/3fiO1G/xY+l1U8rvoqfw18GwIf0V+f1679bnfJO1G/x2y8/6KfV\nRUuIGnNSAIBoEVIAgGidfbgvyzLleS5jjJxzappGzrlzlwEAmIGz9qQWi4WKolDTNNpsNnLOabVa\nyRhzzjIAADNx1pDKskxd16nve3nv1TSNvPfKsuycZQAAZuKsw31Jkqhtd1fSDMOgNE0fPQ4AH0Fi\npH+/YRl8fcLl8zEvgz9bVeOQXgi7J5iGEK5uuI+eIYBj/dV5/fqv2zf+9mkO7mNeBm++fft2lssS\nGGP0+fNnbbfbnYUSeZ5rsVhos9mcowwAwIycbU5q7EHt95qMMY96VwAASGdeOOGcU5rujjCmaaph\nGM5ZBgBgJs4aUl3XKcsyLRYLWWtVFIWsteq6y147CwAQp7Mu5+j7XsYYFUUxncy73W4Z7gMAPOns\naw67rqPnBAA4SpwL45+xXC6VpqmqqprFPFZZlkqSRNZahRCmy0B5f9n7TB2jKAqlaTrV3ve92rad\nRa93sVgoyzIlSSJJuru7i7buuV4mLEkS5XmuJElkjFFd1+r7/tJlHZTnudI0VZIks/tMZlmmLMtk\n7f0sjXNObdvO4rtwX57nyvNcXdepaZoX287mArNzPPdoGAbVda27uzttt1tJ0moV6ckID1hrZa1V\n0zS6u7tTVVVK01RlWV66tKMYY9T3/cGd/9LmfJmwMVTrur50Ka+SJIm6rtNms5nVZ1LSdJWeu7s7\nbTYbDcOg5XI5hdZcJEmiLMuOPjCYxbsbj9rm9oHo+17OOYUQph3MGBP9TuW9n3qrD48291dmxmoc\nUo79CHPOlwkbhmGWR/FVVU1/73E/N8bMYt8ehmH6THrvp5GNccRgLsqyVFVVR49uxP1t+V9lWaqu\n62iHbI6VZdm0g83NHI7u5yZJkkdf8uNlwnAez10JZw4Wi8XUo52Lsiyng/djRf9pKMtyOoKYoyzL\nVBSFpPseylyvrDGOH+M0PtJlwmJWFIWcc7P5orfW6tOnT5Lu95WqqmZz0DueevTaEbGLhNQ4afaS\n7XYra62SJInqi/3Y2sedfhx2MsYoz3OtVquLvZ/X1j5arVYKIVx0juettQPPGRcHxfT9coj3Xnd3\ndzLGaLFYqCxLbbfb6INqPC92nAd8jYuE1DgO/5JxbN5aqy9fvuw8t1wup3Oszu3Y2p/6uaoqffny\nRYvF4iIrod5S+zipfIm/9UNvqT1mXCbssoqi0GKxmOV5miEEhRDUtu1s5uvHVaBjL/Dh41mW6fb2\n+QvsXiSkxj/yIU3TPLqFx6dPn9Q0zcWWux5be4xeW3ssASXN++/+nPEyYQ+HstM0ncVS7jl7GFBz\nOrB5ylwOap6ahyrLcloA8pKo56Se+2Ly3kf/H2Otnb6AQgiy1irPc4UQZjG/Ni6FHlc/jWL/u0v3\nH1xjzLTqKUmSaTVXTLquU1mW05zIOHIwl7m/h6tUx9MWYj+YKIpCWZZNPag5LZzI81zDMMh7Pw33\nPXWPvlg99fk7ZiFZ1CE1ZyEEpWk6nag5htMchheSJJm+4Pe753OY9xlPkB0tl0tJiu6E0zlfJixJ\nkp3zi8Y5w77vox56Gpf3758b1bZt9F/21lotl8vp+2TcX2L/PH6vs91PCgCA15rFeVIAgI+JkAIA\nRIuQAgBEi5ACAESLkAIARIuQAgBEi5ACAESLkAIARIuQAgBE6/8B33QGeeXUVb0AAAAASUVORK5C\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12611d8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('fivethirtyeight')\n",
"df1['A'].hist()"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"plt.style.use('ggplot')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's stick with the ggplot style and actually show you how to utilize pandas built-in plotting capabilities!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot Types\n",
"\n",
"There are several plot types built-in to pandas, most of them statistical plots by nature:\n",
"\n",
"* df.plot.area \n",
"* df.plot.barh \n",
"* df.plot.density \n",
"* df.plot.hist \n",
"* df.plot.line \n",
"* df.plot.scatter\n",
"* df.plot.bar \n",
"* df.plot.box \n",
"* df.plot.hexbin \n",
"* df.plot.kde \n",
"* df.plot.pie\n",
"\n",
"You can also just call df.plot(kind='hist') or replace that kind argument with any of the key terms shown in the list above (e.g. 'box','barh', etc..)\n",
"___"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start going through them!\n",
"\n",
"## Area"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x126222978>"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ0AAAEQCAYAAABr8amkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMzTyopOTk5OTMzTyopOTk5OTMzT+P5qpmQIT5XtUAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12627b4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.area(alpha=0.4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Barplots"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>a</th>\n",
" <th>b</th>\n",
" <th>c</th>\n",
" <th>d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.039762</td>\n",
" <td>0.218517</td>\n",
" <td>0.103423</td>\n",
" <td>0.957904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.937288</td>\n",
" <td>0.041567</td>\n",
" <td>0.899125</td>\n",
" <td>0.977680</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.780504</td>\n",
" <td>0.008948</td>\n",
" <td>0.557808</td>\n",
" <td>0.797510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.672717</td>\n",
" <td>0.247870</td>\n",
" <td>0.264071</td>\n",
" <td>0.444358</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.053829</td>\n",
" <td>0.520124</td>\n",
" <td>0.552264</td>\n",
" <td>0.190008</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" a b c d\n",
"0 0.039762 0.218517 0.103423 0.957904\n",
"1 0.937288 0.041567 0.899125 0.977680\n",
"2 0.780504 0.008948 0.557808 0.797510\n",
"3 0.672717 0.247870 0.264071 0.444358\n",
"4 0.053829 0.520124 0.552264 0.190008"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2.head()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x126388630>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAEMCAYAAAD9OXA9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1263dfb70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.bar()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12657bb38>"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAEMCAYAAAD9OXA9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1265dbfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.bar(stacked=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histograms"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12685e9b0>"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAawAAAEQCAYAAADswECiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAMAIFBYAwAgUFgDACBQWAMAI/w+eGDL/VW0bqAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1264485f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1['A'].plot.hist(bins=50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Line Plots"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1243875f8>"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAADUCAYAAAD0iD41AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x124e87160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1.plot.line(x=df1.index,y='B',figsize=(12,3),lw=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatter Plots"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x126b90fd0>"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEiCAYAAAChhzY5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126dcfc50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1.plot.scatter(x='A',y='B')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use c to color based off another column value\n",
"Use cmap to indicate colormap to use. \n",
"For all the colormaps, check out: http://matplotlib.org/users/colormaps.html"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x126f7b400>"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAawAAAEiCAYAAAClcuYEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126f83438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1.plot.scatter(x='A',y='B',c='C',cmap='coolwarm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or use s to indicate size based off another column. s parameter needs to be an array, not just the name of a column:"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x126f94c18>"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa4AAAEiCAYAAAChhzY5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x127066160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1.plot.scatter(x='A',y='B',s=df1['C']*200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## BoxPlots"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1271fa198>"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAEQCAYAAACJLbLdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nB58uy0GSh833AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x127243f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.box() # Can also pass a by= argument for groupby"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hexagonal Bin Plot\n",
"\n",
"Useful for Bivariate Data, alternative to scatterplot:"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x127413358>"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEdCAYAAAAxRnE+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA1OXZwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12740cbe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.DataFrame(np.random.randn(1000, 2), columns=['a', 'b'])\n",
"df.plot.hexbin(x='a',y='b',gridsize=25,cmap='Oranges')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kernel Density Estimation plot (KDE)"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1276d9160>"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbQAAAEQCAYAAADYuYG+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1256c06d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2['a'].plot.kde()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1276f7940>"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbQAAAEQCAYAAADYuYG+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12779ee80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.density()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's it! Hopefully you can see why this method of plotting will be a lot easier to use than full-on matplotlib, it balances ease of use with control over the figure. A lot of the plot calls also accept additional arguments of their parent matplotlib plt. call. \n",
"\n",
"\n",
"# Great Job!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}