diff --git a/README.md b/README.md index a3018bd..3201d1a 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # IMB-Data-Visualization-With-Python -## My data visualization projects using pandas and matplotlib, seaborn, and Folium. +## My data visualization projects using pandas, matplotlib, seaborn, and Folium. Objective: enhance my skills in advanced data visualization. diff --git a/Yun-1-1-1-Introduction-to-Matplotlib-and-Line-Plots-py-v2.0.ipynb b/Yun-1-1-1-Introduction-to-Matplotlib-and-Line-Plots-py-v2.0.ipynb index b1a8154..493a627 100644 --- a/Yun-1-1-1-Introduction-to-Matplotlib-and-Line-Plots-py-v2.0.ipynb +++ b/Yun-1-1-1-Introduction-to-Matplotlib-and-Line-Plots-py-v2.0.ipynb @@ -1,20 +1,5 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - " \n", - "\n", - "

Introduction to Matplotlib and Line Plots

" - ] - }, { "cell_type": "markdown", "metadata": { @@ -37,49 +22,6 @@ "------------" ] }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "## Table of Contents\n", - "\n", - "
\n", - "\n", - "1. [Exploring Datasets with *pandas*](#0)
\n", - "1.1 [The Dataset: Immigration to Canada from 1980 to 2013](#2)
\n", - "1.2 [*pandas* Basics](#4)
\n", - "1.3 [*pandas* Intermediate: Indexing and Selection](#6)
\n", - "2. [Visualizing Data using Matplotlib](#8)
\n", - "2.1 [Matplotlib: Standard Python Visualization Library](#10)
\n", - "3. [Line Plots](#12)\n", - "
\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "# Exploring Datasets with *pandas* \n", - "\n", - "*pandas* is an essential data analysis toolkit for Python. From their [website](http://pandas.pydata.org/):\n", - ">*pandas* is a Python package providing fast, flexible, and expressive data structures designed to make working with “relational” or “labeled” data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, **real world** data analysis in Python.\n", - "\n", - "The course heavily relies on *pandas* for data wrangling, analysis, and visualization. We encourage you to spend some time and familizare yourself with the *pandas* API Reference: http://pandas.pydata.org/pandas-docs/stable/api.html." - ] - }, { "cell_type": "markdown", "metadata": { @@ -4948,6 +4890,7 @@ "execution_count": 88, "metadata": { "button": false, + "collapsed": true, "jupyter": { "outputs_hidden": false }, @@ -6127,51 +6070,6 @@ "* `scatter` for scatter plots\n", "* `hexbin` for hexbin plot" ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "### Thank you for completing this lab!\n", - "\n", - "This notebook was originally created by [Jay Rajasekharan](https://www.linkedin.com/in/jayrajasekharan) with contributions from [Ehsan M. Kermani](https://www.linkedin.com/in/ehsanmkermani), and [Slobodan Markovic](https://www.linkedin.com/in/slobodan-markovic).\n", - "\n", - "This notebook was recently revised by [Alex Aklson](https://www.linkedin.com/in/aklson/). I hope you found this lab session interesting. Feel free to contact me if you have any questions!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "This notebook is part of a course on **Coursera** called *Data Visualization with Python*. If you accessed this notebook outside the course, you can take this course online by clicking [here](http://cocl.us/DV0101EN_Coursera_Week1_LAB1)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "
\n", - "\n", - "Copyright © 2019 [Cognitive Class](https://cognitiveclass.ai/?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu). This notebook and its source code are released under the terms of the [MIT License](https://bigdatauniversity.com/mit-license/)." - ] } ], "metadata": { diff --git a/Yun-2-2-1-Area-Plots-Histograms-and-Bar-Charts-py-v2.0.ipynb b/Yun-2-2-1-Area-Plots-Histograms-and-Bar-Charts-py-v2.0.ipynb index ab481c4..e80e6f7 100644 --- a/Yun-2-2-1-Area-Plots-Histograms-and-Bar-Charts-py-v2.0.ipynb +++ b/Yun-2-2-1-Area-Plots-Histograms-and-Bar-Charts-py-v2.0.ipynb @@ -4,25 +4,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - " \n", - "\n", - "

Area Plots, Histograms, and Bar Plots

" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -38,34 +19,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "## Table of Contents\n", - "\n", - "
\n", - "\n", - "1. [Exploring Datasets with *pandas*](#0)
\n", - "2. [Downloading and Prepping Data](#2)
\n", - "3. [Visualizing Data using Matplotlib](#4)
\n", - "4. [Area Plots](#6)
\n", - "5. [Histograms](#8)
\n", - "6. [Bar Charts](#10)
\n", - "
\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -85,8 +38,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -100,8 +51,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -116,9 +65,6 @@ "execution_count": 1, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -137,8 +83,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -216,8 +160,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -232,9 +174,6 @@ "execution_count": 3, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -266,8 +205,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -282,9 +219,6 @@ "execution_count": 4, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -502,8 +436,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -518,9 +450,6 @@ "execution_count": 5, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -548,8 +477,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -563,8 +490,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -579,9 +504,6 @@ "execution_count": 6, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -802,8 +724,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -817,8 +737,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -833,9 +751,6 @@ "execution_count": 7, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1056,8 +971,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1071,8 +984,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1087,9 +998,6 @@ "execution_count": 8, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1149,8 +1057,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1165,9 +1071,6 @@ "execution_count": 10, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1199,8 +1102,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1215,9 +1116,6 @@ "execution_count": 11, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1465,8 +1363,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1480,8 +1376,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1496,9 +1390,6 @@ "execution_count": 12, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1746,8 +1637,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1762,9 +1651,6 @@ "execution_count": 13, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1791,8 +1677,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1807,9 +1691,6 @@ "execution_count": 14, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1875,8 +1756,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1890,8 +1769,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1906,9 +1783,6 @@ "execution_count": 15, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -1943,8 +1817,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1958,8 +1830,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -1974,9 +1844,6 @@ "execution_count": 16, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2096,8 +1963,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2112,9 +1977,6 @@ "execution_count": 17, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2155,8 +2017,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2171,9 +2031,6 @@ "execution_count": 18, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2247,8 +2104,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2275,8 +2130,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2297,9 +2150,6 @@ "execution_count": 20, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2345,7 +2195,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2360,8 +2209,6 @@ "execution_count": 21, "metadata": { "button": false, - "collapsed": false, - "deletable": true, "jupyter": { "outputs_hidden": false }, @@ -2382,7 +2229,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2421,7 +2267,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2436,8 +2281,6 @@ "execution_count": 22, "metadata": { "button": false, - "collapsed": false, - "deletable": true, "jupyter": { "outputs_hidden": false }, @@ -2481,7 +2324,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2519,8 +2361,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2536,8 +2376,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2551,8 +2389,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2567,9 +2403,6 @@ "execution_count": 23, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2606,9 +2439,6 @@ "execution_count": 24, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2640,8 +2470,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2692,8 +2520,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2708,9 +2534,6 @@ "execution_count": 26, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2747,8 +2570,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2765,9 +2586,6 @@ "execution_count": 27, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -2807,8 +2625,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2824,8 +2640,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -2842,9 +2656,6 @@ "execution_count": 28, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3063,9 +2874,6 @@ "execution_count": 30, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3107,8 +2915,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3130,9 +2936,6 @@ "execution_count": 31, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3228,9 +3031,6 @@ "execution_count": 32, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3268,8 +3068,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3288,9 +3086,6 @@ "execution_count": 33, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3347,8 +3142,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3534,8 +3327,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3550,9 +3341,6 @@ "execution_count": 35, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3601,7 +3389,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3616,7 +3403,6 @@ "execution_count": 36, "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3658,7 +3444,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3707,8 +3492,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3729,8 +3512,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3753,9 +3534,6 @@ "execution_count": 37, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3792,9 +3570,6 @@ "execution_count": 38, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3832,8 +3607,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3862,9 +3635,6 @@ "execution_count": 55, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3909,8 +3679,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -3928,9 +3696,6 @@ "execution_count": 53, "metadata": { "button": false, - "collapsed": false, - "deletable": true, - "editable": true, "jupyter": { "outputs_hidden": false }, @@ -3983,8 +3748,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4003,8 +3766,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4019,7 +3780,6 @@ "execution_count": 130, "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4063,7 +3823,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4087,8 +3846,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, - "editable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4106,7 +3863,6 @@ "execution_count": 143, "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4183,7 +3939,6 @@ "cell_type": "markdown", "metadata": { "button": false, - "deletable": true, "new_sheet": false, "run_control": { "read_only": false @@ -4211,64 +3966,13 @@ "plt.show()\n", "-->" ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "deletable": true, - "editable": true, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "### Thank you for completing this lab!\n", - "\n", - "This notebook was originally created by [Jay Rajasekharan](https://www.linkedin.com/in/jayrajasekharan) with contributions from [Ehsan M. Kermani](https://www.linkedin.com/in/ehsanmkermani), and [Slobodan Markovic](https://www.linkedin.com/in/slobodan-markovic).\n", - "\n", - "This notebook was recently revamped by [Alex Aklson](https://www.linkedin.com/in/aklson/). I hope you found this lab session interesting. Feel free to contact me if you have any questions!" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "deletable": true, - "editable": true, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "This notebook is part of a course on **Coursera** called *Data Visualization with Python*. If you accessed this notebook outside the course, you can take this course online by clicking [here](http://cocl.us/DV0101EN_Coursera_Week2_LAB1)." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "button": false, - "deletable": true, - "editable": true, - "new_sheet": false, - "run_control": { - "read_only": false - } - }, - "source": [ - "
\n", - "\n", - "Copyright © 2019 [Cognitive Class](https://cognitiveclass.ai/?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu). This notebook and its source code are released under the terms of the [MIT License](https://bigdatauniversity.com/mit-license/)." - ] } ], "metadata": { "kernelspec": { - "display_name": "Python", + "display_name": "Python 3", "language": "python", - "name": "conda-env-python-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -4280,7 +3984,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.3" }, "widgets": { "state": {},