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jakevdp/Jupyter_vs_Mathematica.ipynb

Created April 8, 2018 05:01
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  1. jakevdp created this gist Apr 8, 2018.
    242 changes: 242 additions & 0 deletions Jupyter_vs_Mathematica.ipynb
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    {
    "cells": [
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "# Jupyter vs Mathematica in Google Trends\n",
    "\n",
    "``trends_download.csv`` was downloaded from [Google Trends](https://trends.google.com/trends/explore?date=2014-01-01%202018-04-07&q=mathematica,jupyter)."
    ]
    },
    {
    "cell_type": "code",
    "execution_count": 1,
    "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>Week</th>\n",
    " <th>Search Term</th>\n",
    " <th>Interest</th>\n",
    " </tr>\n",
    " </thead>\n",
    " <tbody>\n",
    " <tr>\n",
    " <th>0</th>\n",
    " <td>2014-01-05</td>\n",
    " <td>Mathematica</td>\n",
    " <td>64</td>\n",
    " </tr>\n",
    " <tr>\n",
    " <th>1</th>\n",
    " <td>2014-01-12</td>\n",
    " <td>Mathematica</td>\n",
    " <td>81</td>\n",
    " </tr>\n",
    " <tr>\n",
    " <th>2</th>\n",
    " <td>2014-01-19</td>\n",
    " <td>Mathematica</td>\n",
    " <td>87</td>\n",
    " </tr>\n",
    " <tr>\n",
    " <th>3</th>\n",
    " <td>2014-01-26</td>\n",
    " <td>Mathematica</td>\n",
    " <td>83</td>\n",
    " </tr>\n",
    " <tr>\n",
    " <th>4</th>\n",
    " <td>2014-02-02</td>\n",
    " <td>Mathematica</td>\n",
    " <td>91</td>\n",
    " </tr>\n",
    " </tbody>\n",
    "</table>\n",
    "</div>"
    ],
    "text/plain": [
    " Week Search Term Interest\n",
    "0 2014-01-05 Mathematica 64\n",
    "1 2014-01-12 Mathematica 81\n",
    "2 2014-01-19 Mathematica 87\n",
    "3 2014-01-26 Mathematica 83\n",
    "4 2014-02-02 Mathematica 91"
    ]
    },
    "execution_count": 1,
    "metadata": {},
    "output_type": "execute_result"
    }
    ],
    "source": [
    "import pandas as pd\n",
    "data = pd.read_csv('trends_download.csv', skiprows=2)\n",
    "data.columns = ['Week', 'Mathematica', 'Jupyter']\n",
    "data.Jupyter = data.Jupyter.str.replace('<1', '0').astype(int)\n",
    "data = data.melt('Week', value_name='Interest', var_name='Search Term')\n",
    "data.head()"
    ]
    },
    {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
    "outputs": [
    {
    "data": {
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style=\"fill: none; stroke: #4c78a8; stroke-width: 3;\"></path></g></g></g></g><g class=\"mark-group role-legend\"><g transform=\"translate(821,0)\"><path class=\"background\" d=\"M0,0h77v43h-77Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-group role-legend-entry\"><g transform=\"translate(0,16)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-symbol role-legend-symbol\" style=\"pointer-events: none;\"><path transform=\"translate(5,5)\" d=\"M5,0A5,5,0,1,1,-5,0A5,5,0,1,1,5,0\" style=\"fill: none; stroke: #4c78a8; stroke-width: 1.5; opacity: 1;\"></path><path transform=\"translate(5,20)\" d=\"M5,0A5,5,0,1,1,-5,0A5,5,0,1,1,5,0\" style=\"fill: none; stroke: #f58518; stroke-width: 1.5; opacity: 1;\"></path></g><g class=\"mark-text role-legend-label\" style=\"pointer-events: none;\"><text text-anchor=\"start\" transform=\"translate(18,8)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Jupyter</text><text text-anchor=\"start\" transform=\"translate(18,23)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Mathematica</text></g></g></g></g><g class=\"mark-text role-legend-title\" style=\"pointer-events: none;\"><text text-anchor=\"start\" transform=\"translate(0,9)\" style=\"font: bold 11px sans-serif; fill: #000; opacity: 1;\">Search Term</text></g></g></g></g><g class=\"mark-text role-title\" style=\"pointer-events: none;\"><text text-anchor=\"middle\" transform=\"translate(400,-13)\" style=\"font: bold 13px sans-serif; fill: #000; opacity: 1;\">Google Trends Data</text></g><g class=\"mark-group role-axis\"><g transform=\"translate(0.5,300.5)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; fill: none;\"></path><g><g class=\"mark-rule role-axis-tick\" style=\"pointer-events: none;\"><line transform=\"translate(45,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(92,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(139,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(187,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(233,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(280,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(328,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(376,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(423,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(470,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(517,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(565,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(611,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(658,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(706,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line><line transform=\"translate(754,0)\" x2=\"0\" y2=\"5\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line></g><g class=\"mark-text role-axis-label\" style=\"pointer-events: none;\"><text text-anchor=\"middle\" transform=\"translate(44.624003447532864,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Apr 01, 2014</text><text text-anchor=\"middle\" transform=\"translate(91.68282697694463,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jul 01, 2014</text><text text-anchor=\"middle\" transform=\"translate(139.25878043525103,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Oct 01, 2014</text><text text-anchor=\"middle\" transform=\"translate(186.85628097392802,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jan 01, 2015</text><text text-anchor=\"middle\" transform=\"translate(233.37642749407456,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Apr 01, 2015</text><text text-anchor=\"middle\" transform=\"translate(280.4352510234863,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jul 01, 2015</text><text text-anchor=\"middle\" transform=\"translate(328.01120448179273,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Oct 01, 2015</text><text text-anchor=\"middle\" transform=\"translate(375.6087050204697,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jan 01, 2016</text><text text-anchor=\"middle\" transform=\"translate(422.6459814695109,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Apr 01, 2016</text><text text-anchor=\"middle\" transform=\"translate(469.70480499892267,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jul 01, 2016</text><text text-anchor=\"middle\" transform=\"translate(517.2807584572291,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Oct 01, 2016</text><text text-anchor=\"middle\" transform=\"translate(564.8782589959061,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jan 01, 2017</text><text text-anchor=\"middle\" transform=\"translate(611.3984055160525,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Apr 01, 2017</text><text text-anchor=\"middle\" transform=\"translate(658.4572290454643,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jul 01, 2017</text><text text-anchor=\"middle\" transform=\"translate(706.0331825037707,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 1;\">Oct 01, 2017</text><text text-anchor=\"middle\" transform=\"translate(753.6306830424477,15)\" style=\"font: 10px sans-serif; fill: #000; opacity: 0;\">Jan 01, 2018</text></g><g class=\"mark-rule role-axis-domain\" style=\"pointer-events: none;\"><line transform=\"translate(0,0)\" x2=\"800\" y2=\"0\" style=\"fill: none; stroke: #888; stroke-width: 1; opacity: 1;\"></line></g><g class=\"mark-text role-axis-title\" style=\"pointer-events: none;\"><text text-anchor=\"middle\" transform=\"translate(400,31)\" style=\"font: bold 11px sans-serif; fill: #000; opacity: 1;\">Week</text></g></g></g></g><g class=\"mark-group role-axis\"><g transform=\"translate(0.5,0.5)\"><path class=\"background\" d=\"M0,0h0v0h0Z\" style=\"pointer-events: none; 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    ],
    "text/plain": [
    "Chart({\n",
    " data: Week Search Term Interest\n",
    " 0 2014-01-05 Mathematica 64\n",
    " 1 2014-01-12 Mathematica 81\n",
    " 2 2014-01-19 Mathematica 87\n",
    " 3 2014-01-26 Mathematica 83\n",
    " 4 2014-02-02 Mathematica 91\n",
    " 5 2014-02-09 Mathematica 88\n",
    " 6 2014-02-16 Mathematica 91\n",
    " 7 2014-02-23 Mathematica 98\n",
    " 8 2014-03-02 Mathematica 94\n",
    " 9 2014-03-09 Mathematica 96\n",
    " 10 2014-03-16 Mathematica 89\n",
    " 11 2014-03-23 Mathematica 96\n",
    " 12 2014-03-30 Mathematica 96\n",
    " 13 2014-04-06 Mathematica 98\n",
    " 14 2014-04-13 Mathematica 90\n",
    " 15 2014-04-20 Mathematica 83\n",
    " 16 2014-04-27 Mathematica 84\n",
    " 17 2014-05-04 Mathematica 85\n",
    " 18 2014-05-11 Mathematica 76\n",
    " 19 2014-05-18 Mathematica 81\n",
    " 20 2014-05-25 Mathematica 80\n",
    " 21 2014-06-01 Mathematica 75\n",
    " 22 2014-06-08 Mathematica 72\n",
    " 23 2014-06-15 Mathematica 66\n",
    " 24 2014-06-22 Mathematica 63\n",
    " 25 2014-06-29 Mathematica 63\n",
    " 26 2014-07-06 Mathematica 71\n",
    " 27 2014-07-13 Mathematica 66\n",
    " 28 2014-07-20 Mathematica 65\n",
    " 29 2014-07-27 Mathematica 60\n",
    " .. ... ... ...\n",
    " 414 2017-09-10 Jupyter 61\n",
    " 415 2017-09-17 Jupyter 65\n",
    " 416 2017-09-24 Jupyter 62\n",
    " 417 2017-10-01 Jupyter 60\n",
    " 418 2017-10-08 Jupyter 66\n",
    " 419 2017-10-15 Jupyter 64\n",
    " 420 2017-10-22 Jupyter 70\n",
    " 421 2017-10-29 Jupyter 66\n",
    " 422 2017-11-05 Jupyter 68\n",
    " 423 2017-11-12 Jupyter 69\n",
    " 424 2017-11-19 Jupyter 61\n",
    " 425 2017-11-26 Jupyter 69\n",
    " 426 2017-12-03 Jupyter 68\n",
    " 427 2017-12-10 Jupyter 64\n",
    " 428 2017-12-17 Jupyter 59\n",
    " 429 2017-12-24 Jupyter 48\n",
    " 430 2017-12-31 Jupyter 52\n",
    " 431 2018-01-07 Jupyter 64\n",
    " 432 2018-01-14 Jupyter 68\n",
    " 433 2018-01-21 Jupyter 71\n",
    " 434 2018-01-28 Jupyter 79\n",
    " 435 2018-02-04 Jupyter 80\n",
    " 436 2018-02-11 Jupyter 71\n",
    " 437 2018-02-18 Jupyter 80\n",
    " 438 2018-02-25 Jupyter 77\n",
    " 439 2018-03-04 Jupyter 78\n",
    " 440 2018-03-11 Jupyter 81\n",
    " 441 2018-03-18 Jupyter 77\n",
    " 442 2018-03-25 Jupyter 79\n",
    " 443 2018-04-01 Jupyter 84\n",
    " \n",
    " [444 rows x 3 columns],\n",
    " mark: MarkDef({\n",
    " type: 'line',\n",
    " strokeWidth: 3\n",
    " }),\n",
    " encoding: EncodingWithFacet({\n",
    " color: Color({\n",
    " shorthand: 'Search Term'\n",
    " }),\n",
    " x: X({\n",
    " shorthand: 'Week:T'\n",
    " }),\n",
    " y: Y({\n",
    " shorthand: 'Interest'\n",
    " })\n",
    " }),\n",
    " height: 300,\n",
    " title: 'Google Trends Data',\n",
    " width: 800\n",
    "})"
    ]
    },
    "execution_count": 2,
    "metadata": {},
    "output_type": "execute_result"
    }
    ],
    "source": [
    "import altair as alt\n",
    "\n",
    "# SVG renderer will embed SVG plot in the notebook\n",
    "alt.renderers.enable('svg')\n",
    "\n",
    "alt.Chart(data).mark_line(strokeWidth=3).encode(\n",
    " x='Week:T',\n",
    " y='Interest',\n",
    " color='Search Term'\n",
    ").properties(\n",
    " width=800,\n",
    " height=300,\n",
    " title='Google Trends Data'\n",
    ")"
    ]
    }
    ],
    "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": "3.6.3"
    }
    },
    "nbformat": 4,
    "nbformat_minor": 2
    }
    225 changes: 225 additions & 0 deletions trends_download.csv
    View file
    Original file line number Diff line number Diff line change
    @@ -0,0 +1,225 @@
    Category: All categories

    Week,mathematica: (Worldwide),jupyter: (Worldwide)
    2014-01-05,64,0
    2014-01-12,81,0
    2014-01-19,87,0
    2014-01-26,83,0
    2014-02-02,91,0
    2014-02-09,88,0
    2014-02-16,91,0
    2014-02-23,98,0
    2014-03-02,94,0
    2014-03-09,96,0
    2014-03-16,89,0
    2014-03-23,96,0
    2014-03-30,96,0
    2014-04-06,98,0
    2014-04-13,90,0
    2014-04-20,83,0
    2014-04-27,84,0
    2014-05-04,85,0
    2014-05-11,76,0
    2014-05-18,81,<1
    2014-05-25,80,0
    2014-06-01,75,0
    2014-06-08,72,0
    2014-06-15,66,0
    2014-06-22,63,0
    2014-06-29,63,0
    2014-07-06,71,<1
    2014-07-13,66,0
    2014-07-20,65,<1
    2014-07-27,60,0
    2014-08-03,55,0
    2014-08-10,57,<1
    2014-08-17,66,<1
    2014-08-24,72,<1
    2014-08-31,77,0
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    2015-04-12,84,2
    2015-04-19,84,3
    2015-04-26,82,2
    2015-05-03,78,3
    2015-05-10,79,3
    2015-05-17,78,2
    2015-05-24,72,1
    2015-05-31,71,3
    2015-06-07,67,3
    2015-06-14,68,4
    2015-06-21,62,3
    2015-06-28,71,3
    2015-07-05,55,4
    2015-07-12,54,3
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    2015-07-26,59,4
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    2015-08-16,49,5
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    2015-12-20,46,8
    2015-12-27,38,9
    2016-01-03,55,11
    2016-01-10,68,11
    2016-01-17,68,12
    2016-01-24,73,13
    2016-01-31,77,15
    2016-02-07,77,11
    2016-02-14,77,16
    2016-02-21,80,17
    2016-02-28,86,18
    2016-03-06,77,15
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    2016-05-01,68,17
    2016-05-08,72,16
    2016-05-15,70,18
    2016-05-22,64,21
    2016-05-29,63,20
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    2016-06-19,53,20
    2016-06-26,53,18
    2016-07-03,53,19
    2016-07-10,50,24
    2016-07-17,45,19
    2016-07-24,45,19
    2016-07-31,43,16
    2016-08-07,49,19
    2016-08-14,47,21
    2016-08-21,55,23
    2016-08-28,61,23
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    2016-09-11,70,25
    2016-09-18,73,23
    2016-09-25,73,25
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    2017-09-24,60,62
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    2017-11-19,58,61
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    2017-12-03,64,68
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    2017-12-17,45,59
    2017-12-24,33,48
    2017-12-31,34,52
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    2018-01-21,51,71
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    2018-02-04,61,80
    2018-02-11,57,71
    2018-02-18,60,80
    2018-02-25,60,77
    2018-03-04,54,78
    2018-03-11,55,81
    2018-03-18,63,77
    2018-03-25,49,79
    2018-04-01,58,84