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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "5"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "2 + 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Defaulting to user installation because normal site-packages is not writeable\n",
+ "Collecting plotly\n",
+ " Downloading plotly-4.14.1-py2.py3-none-any.whl (13.2 MB)\n",
+ "\u001b[K |████████████████████████████████| 13.2 MB 1.4 MB/s eta 0:00:01 |█████████████████▋ | 7.3 MB 5.0 MB/s eta 0:00:02�██████▏| 12.8 MB 1.4 MB/s eta 0:00:01\n",
+ "\u001b[?25hCollecting cufflinks\n",
+ " Downloading cufflinks-0.17.3.tar.gz (81 kB)\n",
+ "\u001b[K |████████████████████████████████| 81 kB 11.4 MB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: numpy>=1.9.2 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (1.14.3)\n",
+ "Requirement already satisfied: pandas>=0.19.2 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (0.23.0)\n",
+ "Requirement already satisfied: six>=1.9.0 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (1.11.0)\n",
+ "Collecting colorlover>=0.2.1\n",
+ " Downloading colorlover-0.3.0-py3-none-any.whl (8.9 kB)\n",
+ "Requirement already satisfied: setuptools>=34.4.1 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (39.1.0)\n",
+ "Requirement already satisfied: ipython>=5.3.0 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (6.4.0)\n",
+ "Requirement already satisfied: ipywidgets>=7.0.0 in /anaconda3/lib/python3.6/site-packages (from cufflinks) (7.2.1)\n",
+ "Collecting retrying>=1.3.3\n",
+ " Downloading retrying-1.3.3.tar.gz (10 kB)\n",
+ "Requirement already satisfied: pickleshare in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (0.7.4)\n",
+ "Requirement already satisfied: simplegeneric>0.8 in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (0.8.1)\n",
+ "Requirement already satisfied: pexpect in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (4.5.0)\n",
+ "Requirement already satisfied: decorator in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (4.3.0)\n",
+ "Requirement already satisfied: pygments in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (2.2.0)\n",
+ "Requirement already satisfied: backcall in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (0.1.0)\n",
+ "Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.15 in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (1.0.15)\n",
+ "Requirement already satisfied: appnope in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (0.1.0)\n",
+ "Requirement already satisfied: traitlets>=4.2 in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (4.3.2)\n",
+ "Requirement already satisfied: jedi>=0.10 in /anaconda3/lib/python3.6/site-packages (from ipython>=5.3.0->cufflinks) (0.12.0)\n",
+ "Requirement already satisfied: ipykernel>=4.5.1 in /anaconda3/lib/python3.6/site-packages (from ipywidgets>=7.0.0->cufflinks) (4.8.2)\n",
+ "Requirement already satisfied: nbformat>=4.2.0 in /anaconda3/lib/python3.6/site-packages (from ipywidgets>=7.0.0->cufflinks) (4.4.0)\n",
+ "Requirement already satisfied: widgetsnbextension~=3.2.0 in /anaconda3/lib/python3.6/site-packages (from ipywidgets>=7.0.0->cufflinks) (3.2.1)\n",
+ "Requirement already satisfied: jupyter_client in /anaconda3/lib/python3.6/site-packages (from ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (5.2.3)\n",
+ "Requirement already satisfied: tornado>=4.0 in /anaconda3/lib/python3.6/site-packages (from ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (5.0.2)\n",
+ "Requirement already satisfied: parso>=0.2.0 in /anaconda3/lib/python3.6/site-packages (from jedi>=0.10->ipython>=5.3.0->cufflinks) (0.2.0)\n",
+ "Requirement already satisfied: ipython_genutils in /anaconda3/lib/python3.6/site-packages (from nbformat>=4.2.0->ipywidgets>=7.0.0->cufflinks) (0.2.0)\n",
+ "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /anaconda3/lib/python3.6/site-packages (from nbformat>=4.2.0->ipywidgets>=7.0.0->cufflinks) (2.6.0)\n",
+ "Requirement already satisfied: jupyter_core in /anaconda3/lib/python3.6/site-packages (from nbformat>=4.2.0->ipywidgets>=7.0.0->cufflinks) (4.4.0)\n",
+ "Requirement already satisfied: python-dateutil>=2.5.0 in /anaconda3/lib/python3.6/site-packages (from pandas>=0.19.2->cufflinks) (2.7.3)\n",
+ "Requirement already satisfied: pytz>=2011k in /anaconda3/lib/python3.6/site-packages (from pandas>=0.19.2->cufflinks) (2018.4)\n",
+ "Requirement already satisfied: wcwidth in /anaconda3/lib/python3.6/site-packages (from prompt-toolkit<2.0.0,>=1.0.15->ipython>=5.3.0->cufflinks) (0.1.7)\n",
+ "Requirement already satisfied: notebook>=4.4.1 in /anaconda3/lib/python3.6/site-packages (from widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (5.5.0)\n",
+ "Requirement already satisfied: terminado>=0.8.1 in /anaconda3/lib/python3.6/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (0.8.1)\n",
+ "Requirement already satisfied: nbconvert in /anaconda3/lib/python3.6/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (5.3.1)\n",
+ "Requirement already satisfied: pyzmq>=17 in /anaconda3/lib/python3.6/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (17.0.0)\n",
+ "Requirement already satisfied: jinja2 in /anaconda3/lib/python3.6/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (2.10)\n",
+ "Requirement already satisfied: Send2Trash in /anaconda3/lib/python3.6/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (1.5.0)\n",
+ "Requirement already satisfied: MarkupSafe>=0.23 in /anaconda3/lib/python3.6/site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (1.0)\n",
+ "Requirement already satisfied: mistune>=0.7.4 in /anaconda3/lib/python3.6/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (0.8.3)\n",
+ "Requirement already satisfied: entrypoints>=0.2.2 in /anaconda3/lib/python3.6/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (0.2.3)\n",
+ "Requirement already satisfied: bleach in /anaconda3/lib/python3.6/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (2.1.3)\n",
+ "Requirement already satisfied: pandocfilters>=1.4.1 in /anaconda3/lib/python3.6/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (1.4.2)\n",
+ "Requirement already satisfied: testpath in /anaconda3/lib/python3.6/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (0.3.1)\n",
+ "Requirement already satisfied: html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre in /anaconda3/lib/python3.6/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (1.0.1)\n",
+ "Requirement already satisfied: webencodings in /anaconda3/lib/python3.6/site-packages (from html5lib!=1.0b1,!=1.0b2,!=1.0b3,!=1.0b4,!=1.0b5,!=1.0b6,!=1.0b7,!=1.0b8,>=0.99999999pre->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.2.0->ipywidgets>=7.0.0->cufflinks) (0.5.1)\n",
+ "Requirement already satisfied: ptyprocess>=0.5 in /anaconda3/lib/python3.6/site-packages (from pexpect->ipython>=5.3.0->cufflinks) (0.5.2)\n",
+ "Building wheels for collected packages: cufflinks, retrying\n",
+ " Building wheel for cufflinks (setup.py) ... \u001b[?25ldone\n",
+ "\u001b[?25h Created wheel for cufflinks: filename=cufflinks-0.17.3-py3-none-any.whl size=67927 sha256=83adf8c5d55c811c65617202e0962cd685fdf1e573579f855bbb09b2ec91a7e4\n",
+ " Stored in directory: /Users/arthur_at_sinai/Library/Caches/pip/wheels/1c/db/ce/70cf35eb5a61b9ea3d34434072a8821dddc4f21eb5127e5415\n",
+ " Building wheel for retrying (setup.py) ... \u001b[?25ldone\n",
+ "\u001b[?25h Created wheel for retrying: filename=retrying-1.3.3-py3-none-any.whl size=6236 sha256=2aaca2bb89012b32e8448447f203974fb8f47f39fd911a3b7aeb985f9bf90c0c\n",
+ " Stored in directory: /Users/arthur_at_sinai/Library/Caches/pip/wheels/ac/cb/8a/b27bf6323e2f4c462dcbf77d70b7c5e7868a7fbe12871770cf\n",
+ "Successfully built cufflinks retrying\n",
+ "Installing collected packages: retrying, plotly, colorlover, cufflinks\n",
+ "Successfully installed colorlover-0.3.0 cufflinks-0.17.3 plotly-4.14.1 retrying-1.3.3\n",
+ "\u001b[33mWARNING: You are using pip version 20.3.2; however, version 20.3.3 is available.\n",
+ "You should consider upgrading via the '/anaconda3/bin/python -m pip install --upgrade pip' command.\u001b[0m\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install plotly cufflinks"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# from https://stackabuse.com/using-plotly-library-for-interactive-data-visualization-in-python/\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "%matplotlib inline\n",
+ "\n",
+ "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
+ "\n",
+ "init_notebook_mode(connected=True)\n",
+ "\n",
+ "import cufflinks as cf\n",
+ "cf.go_offline()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "192"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "8 * 24"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " total_bill | \n",
+ " tip | \n",
+ " sex | \n",
+ " smoker | \n",
+ " day | \n",
+ " time | \n",
+ " size | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 16.99 | \n",
+ " 1.01 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 10.34 | \n",
+ " 1.66 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 21.01 | \n",
+ " 3.50 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 23.68 | \n",
+ " 3.31 | \n",
+ " Male | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 2 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 24.59 | \n",
+ " 3.61 | \n",
+ " Female | \n",
+ " No | \n",
+ " Sun | \n",
+ " Dinner | \n",
+ " 4 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "