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November 14, 2017 02:52
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Connecting Jupyter Notebook to Salesforce
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Pandas and Salesforce\n", | |
| "\n", | |
| "Connect to salesforce using python. Then plot the data." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib notebook\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from collections import Counter\n", | |
| "import requests\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "from simple_salesforce import Salesforce\n", | |
| "requests.packages.urllib3.disable_warnings() # this squashes insecure SSL warnings - DO NOT DO THIS ON PRODUCTION!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "In the same directory, create a file with credentials." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "with open('salesforce_login.txt') as f:\n", | |
| " username, password, token = [x.strip(\"\\n\") for x in f.readlines()]\n", | |
| "sf = Salesforce(username=username, password=password, security_token=token,sandbox=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Doubt check the user name so we're not running the script against the wrong org" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'1242112@wentari.com'" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "username" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Select id's from Contact to be used in random data generation later" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "OrderedDict([('totalSize', 55),\n", | |
| " ('done', True),\n", | |
| " ('records',\n", | |
| " [OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003Da4gAAC')])),\n", | |
| " ('Id', '00337000003Da4gAAC'),\n", | |
| " ('FirstName', 'Jane'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 51.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/003370000061y2hAAA')])),\n", | |
| " ('Id', '003370000061y2hAAA'),\n", | |
| " ('FirstName', 'Peter'),\n", | |
| " ('LastName', 'Jones'),\n", | |
| " ('Age__c', 44.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/003370000060rnuAAA')])),\n", | |
| " ('Id', '003370000060rnuAAA'),\n", | |
| " ('FirstName', 'Johnny'),\n", | |
| " ('LastName', 'Rockets'),\n", | |
| " ('Age__c', 38.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003DZzqAAG')])),\n", | |
| " ('Id', '00337000003DZzqAAG'),\n", | |
| " ('FirstName', 'Joe'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 66.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003DZzrAAG')])),\n", | |
| " ('Id', '00337000003DZzrAAG'),\n", | |
| " ('FirstName', 'Kathy'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 68.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003DZzsAAG')])),\n", | |
| " ('Id', '00337000003DZzsAAG'),\n", | |
| " ('FirstName', 'Caroline'),\n", | |
| " ('LastName', 'Roth'),\n", | |
| " ('Age__c', 58.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003DZztAAG')])),\n", | |
| " ('Id', '00337000003DZztAAG'),\n", | |
| " ('FirstName', 'Kim'),\n", | |
| " ('LastName', 'Shain'),\n", | |
| " ('Age__c', 48.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003FQqyAAG')])),\n", | |
| " ('Id', '00337000003FQqyAAG'),\n", | |
| " ('FirstName', 'James'),\n", | |
| " ('LastName', 'Washington'),\n", | |
| " ('Age__c', 58.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003EhMpAAK')])),\n", | |
| " ('Id', '00337000003EhMpAAK'),\n", | |
| " ('FirstName', 'Leung'),\n", | |
| " ('LastName', 'Chan'),\n", | |
| " ('Age__c', 49.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7djAAC')])),\n", | |
| " ('Id', '00337000003F7djAAC'),\n", | |
| " ('FirstName', 'John'),\n", | |
| " ('LastName', 'Dodge'),\n", | |
| " ('Age__c', 51.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dkAAC')])),\n", | |
| " ('Id', '00337000003F7dkAAC'),\n", | |
| " ('FirstName', 'Sarah'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 35.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dlAAC')])),\n", | |
| " ('Id', '00337000003F7dlAAC'),\n", | |
| " ('FirstName', 'George'),\n", | |
| " ('LastName', 'Dapper'),\n", | |
| " ('Age__c', 54.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dmAAC')])),\n", | |
| " ('Id', '00337000003F7dmAAC'),\n", | |
| " ('FirstName', 'Jack'),\n", | |
| " ('LastName', 'Dodge'),\n", | |
| " ('Age__c', 47.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dnAAC')])),\n", | |
| " ('Id', '00337000003F7dnAAC'),\n", | |
| " ('FirstName', 'Jessica'),\n", | |
| " ('LastName', 'Jones'),\n", | |
| " ('Age__c', 49.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7doAAC')])),\n", | |
| " ('Id', '00337000003F7doAAC'),\n", | |
| " ('FirstName', 'Dragon'),\n", | |
| " ('LastName', 'Davich'),\n", | |
| " ('Age__c', 65.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dpAAC')])),\n", | |
| " ('Id', '00337000003F7dpAAC'),\n", | |
| " ('FirstName', 'Steve'),\n", | |
| " ('LastName', 'Curio'),\n", | |
| " ('Age__c', 65.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dqAAC')])),\n", | |
| " ('Id', '00337000003F7dqAAC'),\n", | |
| " ('FirstName', 'Laura'),\n", | |
| " ('LastName', 'Black'),\n", | |
| " ('Age__c', 53.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7drAAC')])),\n", | |
| " ('Id', '00337000003F7drAAC'),\n", | |
| " ('FirstName', 'Wilhelm'),\n", | |
| " ('LastName', 'Blake'),\n", | |
| " ('Age__c', 65.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dsAAC')])),\n", | |
| " ('Id', '00337000003F7dsAAC'),\n", | |
| " ('FirstName', 'Winter'),\n", | |
| " ('LastName', 'Drake'),\n", | |
| " ('Age__c', 42.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dtAAC')])),\n", | |
| " ('Id', '00337000003F7dtAAC'),\n", | |
| " ('FirstName', 'Sal'),\n", | |
| " ('LastName', 'Sands'),\n", | |
| " ('Age__c', 47.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7duAAC')])),\n", | |
| " ('Id', '00337000003F7duAAC'),\n", | |
| " ('FirstName', 'Julia'),\n", | |
| " ('LastName', 'Wilds'),\n", | |
| " ('Age__c', 40.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dvAAC')])),\n", | |
| " ('Id', '00337000003F7dvAAC'),\n", | |
| " ('FirstName', 'Juniper'),\n", | |
| " ('LastName', 'Birsch'),\n", | |
| " ('Age__c', 41.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dwAAC')])),\n", | |
| " ('Id', '00337000003F7dwAAC'),\n", | |
| " ('FirstName', 'Valerie'),\n", | |
| " ('LastName', 'Duncan'),\n", | |
| " ('Age__c', 40.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dxAAC')])),\n", | |
| " ('Id', '00337000003F7dxAAC'),\n", | |
| " ('FirstName', 'Patti'),\n", | |
| " ('LastName', 'Patel'),\n", | |
| " ('Age__c', 65.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dyAAC')])),\n", | |
| " ('Id', '00337000003F7dyAAC'),\n", | |
| " ('FirstName', 'Justin'),\n", | |
| " ('LastName', 'Short'),\n", | |
| " ('Age__c', 23.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7dzAAC')])),\n", | |
| " ('Id', '00337000003F7dzAAC'),\n", | |
| " ('FirstName', 'John'),\n", | |
| " ('LastName', 'Downes'),\n", | |
| " ('Age__c', 32.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7e0AAC')])),\n", | |
| " ('Id', '00337000003F7e0AAC'),\n", | |
| " ('FirstName', 'Xavier'),\n", | |
| " ('LastName', 'Birch'),\n", | |
| " ('Age__c', 63.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7e1AAC')])),\n", | |
| " ('Id', '00337000003F7e1AAC'),\n", | |
| " ('FirstName', 'Basil'),\n", | |
| " ('LastName', 'Wenceslas'),\n", | |
| " ('Age__c', 47.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003F7e2AAC')])),\n", | |
| " ('Id', '00337000003F7e2AAC'),\n", | |
| " ('FirstName', 'Alice'),\n", | |
| " ('LastName', 'Black'),\n", | |
| " ('Age__c', 63.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003FbmYAAS')])),\n", | |
| " ('Id', '00337000003FbmYAAS'),\n", | |
| " ('FirstName', None),\n", | |
| " ('LastName', 'Test Contact'),\n", | |
| " ('Age__c', 50.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003DaKzAAK')])),\n", | |
| " ('Id', '00337000003DaKzAAK'),\n", | |
| " ('FirstName', 'Carol'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 46.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003EhS8AAK')])),\n", | |
| " ('Id', '00337000003EhS8AAK'),\n", | |
| " ('FirstName', 'Amanda'),\n", | |
| " ('LastName', 'Smith'),\n", | |
| " ('Age__c', 56.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003EOoAAAW')])),\n", | |
| " ('Id', '00337000003EOoAAAW'),\n", | |
| " ('FirstName', 'Carol'),\n", | |
| " ('LastName', 'Ruiz'),\n", | |
| " ('Age__c', 59.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003Da4bAAC')])),\n", | |
| " ('Id', '00337000003Da4bAAC'),\n", | |
| " ('FirstName', 'Josh'),\n", | |
| " ('LastName', 'Kaplan'),\n", | |
| " ('Age__c', 35.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/00337000003Da4cAAC')])),\n", | |
| " ('Id', '00337000003Da4cAAC'),\n", | |
| " ('FirstName', 'Kathy'),\n", | |
| " ('LastName', 'Brown'),\n", | |
| " ('Age__c', 27.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YHAAY')])),\n", | |
| " ('Id', '0033700000389YHAAY'),\n", | |
| " ('FirstName', 'Rose'),\n", | |
| " ('LastName', 'Gonzalez'),\n", | |
| " ('Age__c', 29.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YIAAY')])),\n", | |
| " ('Id', '0033700000389YIAAY'),\n", | |
| " ('FirstName', 'Sean'),\n", | |
| " ('LastName', 'Forbes'),\n", | |
| " ('Age__c', 30.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YJAAY')])),\n", | |
| " ('Id', '0033700000389YJAAY'),\n", | |
| " ('FirstName', 'Jack'),\n", | |
| " ('LastName', 'Rogers'),\n", | |
| " ('Age__c', 34.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YKAAY')])),\n", | |
| " ('Id', '0033700000389YKAAY'),\n", | |
| " ('FirstName', 'Pat'),\n", | |
| " ('LastName', 'Stumuller'),\n", | |
| " ('Age__c', 40.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YLAAY')])),\n", | |
| " ('Id', '0033700000389YLAAY'),\n", | |
| " ('FirstName', 'Andy'),\n", | |
| " ('LastName', 'Young'),\n", | |
| " ('Age__c', 46.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YMAAY')])),\n", | |
| " ('Id', '0033700000389YMAAY'),\n", | |
| " ('FirstName', 'Tim'),\n", | |
| " ('LastName', 'Barr'),\n", | |
| " ('Age__c', 26.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YNAAY')])),\n", | |
| " ('Id', '0033700000389YNAAY'),\n", | |
| " ('FirstName', 'John'),\n", | |
| " ('LastName', 'Bond'),\n", | |
| " ('Age__c', 58.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YOAAY')])),\n", | |
| " ('Id', '0033700000389YOAAY'),\n", | |
| " ('FirstName', 'Stella'),\n", | |
| " ('LastName', 'Pavlova'),\n", | |
| " ('Age__c', 60.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YPAAY')])),\n", | |
| " ('Id', '0033700000389YPAAY'),\n", | |
| " ('FirstName', 'Lauren'),\n", | |
| " ('LastName', 'Boyle'),\n", | |
| " ('Age__c', 35.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YQAAY')])),\n", | |
| " ('Id', '0033700000389YQAAY'),\n", | |
| " ('FirstName', 'Babara'),\n", | |
| " ('LastName', 'Levy'),\n", | |
| " ('Age__c', 67.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YRAAY')])),\n", | |
| " ('Id', '0033700000389YRAAY'),\n", | |
| " ('FirstName', 'Josh'),\n", | |
| " ('LastName', 'Davis'),\n", | |
| " ('Age__c', 58.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YSAAY')])),\n", | |
| " ('Id', '0033700000389YSAAY'),\n", | |
| " ('FirstName', 'Jane'),\n", | |
| " ('LastName', 'Grey'),\n", | |
| " ('Age__c', 52.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YTAAY')])),\n", | |
| " ('Id', '0033700000389YTAAY'),\n", | |
| " ('FirstName', 'Arthur'),\n", | |
| " ('LastName', 'Song'),\n", | |
| " ('Age__c', 41.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YUAAY')])),\n", | |
| " ('Id', '0033700000389YUAAY'),\n", | |
| " ('FirstName', 'Ashley'),\n", | |
| " ('LastName', 'James'),\n", | |
| " ('Age__c', 42.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YVAAY')])),\n", | |
| " ('Id', '0033700000389YVAAY'),\n", | |
| " ('FirstName', 'Tom'),\n", | |
| " ('LastName', 'Ripley'),\n", | |
| " ('Age__c', 26.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YWAAY')])),\n", | |
| " ('Id', '0033700000389YWAAY'),\n", | |
| " ('FirstName', 'Liz'),\n", | |
| " ('LastName', \"D'Cruz\"),\n", | |
| " ('Age__c', 64.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YXAAY')])),\n", | |
| " ('Id', '0033700000389YXAAY'),\n", | |
| " ('FirstName', 'Edna'),\n", | |
| " ('LastName', 'Frank'),\n", | |
| " ('Age__c', 46.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YYAAY')])),\n", | |
| " ('Id', '0033700000389YYAAY'),\n", | |
| " ('FirstName', 'Avi'),\n", | |
| " ('LastName', 'Green'),\n", | |
| " ('Age__c', 63.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YZAAY')])),\n", | |
| " ('Id', '0033700000389YZAAY'),\n", | |
| " ('FirstName', 'Siddartha'),\n", | |
| " ('LastName', 'Nedaerk'),\n", | |
| " ('Age__c', 56.0)]),\n", | |
| " OrderedDict([('attributes',\n", | |
| " OrderedDict([('type', 'Contact'),\n", | |
| " ('url',\n", | |
| " '/services/data/v38.0/sobjects/Contact/0033700000389YaAAI')])),\n", | |
| " ('Id', '0033700000389YaAAI'),\n", | |
| " ('FirstName', 'Jake'),\n", | |
| " ('LastName', 'Llorrac'),\n", | |
| " ('Age__c', 28.0)])])])" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ContactDict = sf.query(\"SELECT Id, FirstName, LastName, Age__c FROM Contact\")\n", | |
| "ContactDict" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "ContactDict['records'] contains the Ordered Dictionary" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Convert the dictionary returned from salesforce into a dataframe that pandas can consume" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>attributes</th>\n", | |
| " <th>Id</th>\n", | |
| " <th>FirstName</th>\n", | |
| " <th>LastName</th>\n", | |
| " <th>Age__c</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003Da4gAAC</td>\n", | |
| " <td>Jane</td>\n", | |
| " <td>Smith</td>\n", | |
| " <td>51.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>003370000061y2hAAA</td>\n", | |
| " <td>Peter</td>\n", | |
| " <td>Jones</td>\n", | |
| " <td>44.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>003370000060rnuAAA</td>\n", | |
| " <td>Johnny</td>\n", | |
| " <td>Rockets</td>\n", | |
| " <td>38.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003DZzqAAG</td>\n", | |
| " <td>Joe</td>\n", | |
| " <td>Smith</td>\n", | |
| " <td>66.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003DZzrAAG</td>\n", | |
| " <td>Kathy</td>\n", | |
| " <td>Smith</td>\n", | |
| " <td>68.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003DZzsAAG</td>\n", | |
| " <td>Caroline</td>\n", | |
| " <td>Roth</td>\n", | |
| " <td>58.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003DZztAAG</td>\n", | |
| " <td>Kim</td>\n", | |
| " <td>Shain</td>\n", | |
| " <td>48.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003FQqyAAG</td>\n", | |
| " <td>James</td>\n", | |
| " <td>Washington</td>\n", | |
| " <td>58.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003EhMpAAK</td>\n", | |
| " <td>Leung</td>\n", | |
| " <td>Chan</td>\n", | |
| " <td>49.0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>{'type': 'Contact', 'url': '/services/data/v38...</td>\n", | |
| " <td>00337000003F7djAAC</td>\n", | |
| " <td>John</td>\n", | |
| " <td>Dodge</td>\n", | |
| " <td>51.0</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " attributes Id \\\n", | |
| "0 {'type': 'Contact', 'url': '/services/data/v38... 00337000003Da4gAAC \n", | |
| "1 {'type': 'Contact', 'url': '/services/data/v38... 003370000061y2hAAA \n", | |
| "2 {'type': 'Contact', 'url': '/services/data/v38... 003370000060rnuAAA \n", | |
| "3 {'type': 'Contact', 'url': '/services/data/v38... 00337000003DZzqAAG \n", | |
| "4 {'type': 'Contact', 'url': '/services/data/v38... 00337000003DZzrAAG \n", | |
| "5 {'type': 'Contact', 'url': '/services/data/v38... 00337000003DZzsAAG \n", | |
| "6 {'type': 'Contact', 'url': '/services/data/v38... 00337000003DZztAAG \n", | |
| "7 {'type': 'Contact', 'url': '/services/data/v38... 00337000003FQqyAAG \n", | |
| "8 {'type': 'Contact', 'url': '/services/data/v38... 00337000003EhMpAAK \n", | |
| "9 {'type': 'Contact', 'url': '/services/data/v38... 00337000003F7djAAC \n", | |
| "\n", | |
| " FirstName LastName Age__c \n", | |
| "0 Jane Smith 51.0 \n", | |
| "1 Peter Jones 44.0 \n", | |
| "2 Johnny Rockets 38.0 \n", | |
| "3 Joe Smith 66.0 \n", | |
| "4 Kathy Smith 68.0 \n", | |
| "5 Caroline Roth 58.0 \n", | |
| "6 Kim Shain 48.0 \n", | |
| "7 James Washington 58.0 \n", | |
| "8 Leung Chan 49.0 \n", | |
| "9 John Dodge 51.0 " | |
| ] | |
| }, | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df = pd.DataFrame(ContactDict['records'])\n", | |
| "df.head(10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Grab the age" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0 51.0\n", | |
| "1 44.0\n", | |
| "2 38.0\n", | |
| "3 66.0\n", | |
| "4 68.0\n", | |
| "5 58.0\n", | |
| "6 48.0\n", | |
| "7 58.0\n", | |
| "8 49.0\n", | |
| "9 51.0\n", | |
| "Name: Age__c, dtype: float64" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "Age = df['Age__c']\n", | |
| "Age.head(10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/javascript": [ | |
| "/* Put everything inside the global mpl namespace */\n", | |
| "window.mpl = {};\n", | |
| "\n", | |
| "\n", | |
| "mpl.get_websocket_type = function() {\n", | |
| " if (typeof(WebSocket) !== 'undefined') {\n", | |
| " return WebSocket;\n", | |
| " } else if (typeof(MozWebSocket) !== 'undefined') {\n", | |
| " return MozWebSocket;\n", | |
| " } else {\n", | |
| " alert('Your browser does not have WebSocket support.' +\n", | |
| " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", | |
| " 'Firefox 4 and 5 are also supported but you ' +\n", | |
| " 'have to enable WebSockets in about:config.');\n", | |
| " };\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", | |
| " this.id = figure_id;\n", | |
| "\n", | |
| " this.ws = websocket;\n", | |
| "\n", | |
| " this.supports_binary = (this.ws.binaryType != undefined);\n", | |
| "\n", | |
| " if (!this.supports_binary) {\n", | |
| " var warnings = document.getElementById(\"mpl-warnings\");\n", | |
| " if (warnings) {\n", | |
| " warnings.style.display = 'block';\n", | |
| " warnings.textContent = (\n", | |
| " \"This browser does not support binary websocket messages. \" +\n", | |
| " \"Performance may be slow.\");\n", | |
| " }\n", | |
| " }\n", | |
| "\n", | |
| " this.imageObj = new Image();\n", | |
| "\n", | |
| " this.context = undefined;\n", | |
| " this.message = undefined;\n", | |
| " this.canvas = undefined;\n", | |
| " this.rubberband_canvas = undefined;\n", | |
| " this.rubberband_context = undefined;\n", | |
| " this.format_dropdown = undefined;\n", | |
| "\n", | |
| " this.image_mode = 'full';\n", | |
| "\n", | |
| " this.root = $('<div/>');\n", | |
| " this._root_extra_style(this.root)\n", | |
| " this.root.attr('style', 'display: inline-block');\n", | |
| "\n", | |
| " $(parent_element).append(this.root);\n", | |
| "\n", | |
| " this._init_header(this);\n", | |
| " this._init_canvas(this);\n", | |
| " this._init_toolbar(this);\n", | |
| "\n", | |
| " var fig = this;\n", | |
| "\n", | |
| " this.waiting = false;\n", | |
| "\n", | |
| " this.ws.onopen = function () {\n", | |
| " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", | |
| " fig.send_message(\"send_image_mode\", {});\n", | |
| " if (mpl.ratio != 1) {\n", | |
| " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", | |
| " }\n", | |
| " fig.send_message(\"refresh\", {});\n", | |
| " }\n", | |
| "\n", | |
| " this.imageObj.onload = function() {\n", | |
| " if (fig.image_mode == 'full') {\n", | |
| " // Full images could contain transparency (where diff images\n", | |
| " // almost always do), so we need to clear the canvas so that\n", | |
| " // there is no ghosting.\n", | |
| " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", | |
| " }\n", | |
| " fig.context.drawImage(fig.imageObj, 0, 0);\n", | |
| " };\n", | |
| "\n", | |
| " this.imageObj.onunload = function() {\n", | |
| " fig.ws.close();\n", | |
| " }\n", | |
| "\n", | |
| " this.ws.onmessage = this._make_on_message_function(this);\n", | |
| "\n", | |
| " this.ondownload = ondownload;\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._init_header = function() {\n", | |
| " var titlebar = $(\n", | |
| " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", | |
| " 'ui-helper-clearfix\"/>');\n", | |
| " var titletext = $(\n", | |
| " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", | |
| " 'text-align: center; padding: 3px;\"/>');\n", | |
| " titlebar.append(titletext)\n", | |
| " this.root.append(titlebar);\n", | |
| " this.header = titletext[0];\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._init_canvas = function() {\n", | |
| " var fig = this;\n", | |
| "\n", | |
| " var canvas_div = $('<div/>');\n", | |
| "\n", | |
| " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", | |
| "\n", | |
| " function canvas_keyboard_event(event) {\n", | |
| " return fig.key_event(event, event['data']);\n", | |
| " }\n", | |
| "\n", | |
| " canvas_div.keydown('key_press', canvas_keyboard_event);\n", | |
| " canvas_div.keyup('key_release', canvas_keyboard_event);\n", | |
| " this.canvas_div = canvas_div\n", | |
| " this._canvas_extra_style(canvas_div)\n", | |
| " this.root.append(canvas_div);\n", | |
| "\n", | |
| " var canvas = $('<canvas/>');\n", | |
| " canvas.addClass('mpl-canvas');\n", | |
| " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", | |
| "\n", | |
| " this.canvas = canvas[0];\n", | |
| " this.context = canvas[0].getContext(\"2d\");\n", | |
| "\n", | |
| " var backingStore = this.context.backingStorePixelRatio ||\n", | |
| "\tthis.context.webkitBackingStorePixelRatio ||\n", | |
| "\tthis.context.mozBackingStorePixelRatio ||\n", | |
| "\tthis.context.msBackingStorePixelRatio ||\n", | |
| "\tthis.context.oBackingStorePixelRatio ||\n", | |
| "\tthis.context.backingStorePixelRatio || 1;\n", | |
| "\n", | |
| " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", | |
| "\n", | |
| " var rubberband = $('<canvas/>');\n", | |
| " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", | |
| "\n", | |
| " var pass_mouse_events = true;\n", | |
| "\n", | |
| " canvas_div.resizable({\n", | |
| " start: function(event, ui) {\n", | |
| " pass_mouse_events = false;\n", | |
| " },\n", | |
| " resize: function(event, ui) {\n", | |
| " fig.request_resize(ui.size.width, ui.size.height);\n", | |
| " },\n", | |
| " stop: function(event, ui) {\n", | |
| " pass_mouse_events = true;\n", | |
| " fig.request_resize(ui.size.width, ui.size.height);\n", | |
| " },\n", | |
| " });\n", | |
| "\n", | |
| " function mouse_event_fn(event) {\n", | |
| " if (pass_mouse_events)\n", | |
| " return fig.mouse_event(event, event['data']);\n", | |
| " }\n", | |
| "\n", | |
| " rubberband.mousedown('button_press', mouse_event_fn);\n", | |
| " rubberband.mouseup('button_release', mouse_event_fn);\n", | |
| " // Throttle sequential mouse events to 1 every 20ms.\n", | |
| " rubberband.mousemove('motion_notify', mouse_event_fn);\n", | |
| "\n", | |
| " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", | |
| " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", | |
| "\n", | |
| " canvas_div.on(\"wheel\", function (event) {\n", | |
| " event = event.originalEvent;\n", | |
| " event['data'] = 'scroll'\n", | |
| " if (event.deltaY < 0) {\n", | |
| " event.step = 1;\n", | |
| " } else {\n", | |
| " event.step = -1;\n", | |
| " }\n", | |
| " mouse_event_fn(event);\n", | |
| " });\n", | |
| "\n", | |
| " canvas_div.append(canvas);\n", | |
| " canvas_div.append(rubberband);\n", | |
| "\n", | |
| " this.rubberband = rubberband;\n", | |
| " this.rubberband_canvas = rubberband[0];\n", | |
| " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", | |
| " this.rubberband_context.strokeStyle = \"#000000\";\n", | |
| "\n", | |
| " this._resize_canvas = function(width, height) {\n", | |
| " // Keep the size of the canvas, canvas container, and rubber band\n", | |
| " // canvas in synch.\n", | |
| " canvas_div.css('width', width)\n", | |
| " canvas_div.css('height', height)\n", | |
| "\n", | |
| " canvas.attr('width', width * mpl.ratio);\n", | |
| " canvas.attr('height', height * mpl.ratio);\n", | |
| " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", | |
| "\n", | |
| " rubberband.attr('width', width);\n", | |
| " rubberband.attr('height', height);\n", | |
| " }\n", | |
| "\n", | |
| " // Set the figure to an initial 600x600px, this will subsequently be updated\n", | |
| " // upon first draw.\n", | |
| " this._resize_canvas(600, 600);\n", | |
| "\n", | |
| " // Disable right mouse context menu.\n", | |
| " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", | |
| " return false;\n", | |
| " });\n", | |
| "\n", | |
| " function set_focus () {\n", | |
| " canvas.focus();\n", | |
| " canvas_div.focus();\n", | |
| " }\n", | |
| "\n", | |
| " window.setTimeout(set_focus, 100);\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._init_toolbar = function() {\n", | |
| " var fig = this;\n", | |
| "\n", | |
| " var nav_element = $('<div/>')\n", | |
| " nav_element.attr('style', 'width: 100%');\n", | |
| " this.root.append(nav_element);\n", | |
| "\n", | |
| " // Define a callback function for later on.\n", | |
| " function toolbar_event(event) {\n", | |
| " return fig.toolbar_button_onclick(event['data']);\n", | |
| " }\n", | |
| " function toolbar_mouse_event(event) {\n", | |
| " return fig.toolbar_button_onmouseover(event['data']);\n", | |
| " }\n", | |
| "\n", | |
| " for(var toolbar_ind in mpl.toolbar_items) {\n", | |
| " var name = mpl.toolbar_items[toolbar_ind][0];\n", | |
| " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", | |
| " var image = mpl.toolbar_items[toolbar_ind][2];\n", | |
| " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", | |
| "\n", | |
| " if (!name) {\n", | |
| " // put a spacer in here.\n", | |
| " continue;\n", | |
| " }\n", | |
| " var button = $('<button/>');\n", | |
| " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", | |
| " 'ui-button-icon-only');\n", | |
| " button.attr('role', 'button');\n", | |
| " button.attr('aria-disabled', 'false');\n", | |
| " button.click(method_name, toolbar_event);\n", | |
| " button.mouseover(tooltip, toolbar_mouse_event);\n", | |
| "\n", | |
| " var icon_img = $('<span/>');\n", | |
| " icon_img.addClass('ui-button-icon-primary ui-icon');\n", | |
| " icon_img.addClass(image);\n", | |
| " icon_img.addClass('ui-corner-all');\n", | |
| "\n", | |
| " var tooltip_span = $('<span/>');\n", | |
| " tooltip_span.addClass('ui-button-text');\n", | |
| " tooltip_span.html(tooltip);\n", | |
| "\n", | |
| " button.append(icon_img);\n", | |
| " button.append(tooltip_span);\n", | |
| "\n", | |
| " nav_element.append(button);\n", | |
| " }\n", | |
| "\n", | |
| " var fmt_picker_span = $('<span/>');\n", | |
| "\n", | |
| " var fmt_picker = $('<select/>');\n", | |
| " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", | |
| " fmt_picker_span.append(fmt_picker);\n", | |
| " nav_element.append(fmt_picker_span);\n", | |
| " this.format_dropdown = fmt_picker[0];\n", | |
| "\n", | |
| " for (var ind in mpl.extensions) {\n", | |
| " var fmt = mpl.extensions[ind];\n", | |
| " var option = $(\n", | |
| " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", | |
| " fmt_picker.append(option)\n", | |
| " }\n", | |
| "\n", | |
| " // Add hover states to the ui-buttons\n", | |
| " $( \".ui-button\" ).hover(\n", | |
| " function() { $(this).addClass(\"ui-state-hover\");},\n", | |
| " function() { $(this).removeClass(\"ui-state-hover\");}\n", | |
| " );\n", | |
| "\n", | |
| " var status_bar = $('<span class=\"mpl-message\"/>');\n", | |
| " nav_element.append(status_bar);\n", | |
| " this.message = status_bar[0];\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", | |
| " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", | |
| " // which will in turn request a refresh of the image.\n", | |
| " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.send_message = function(type, properties) {\n", | |
| " properties['type'] = type;\n", | |
| " properties['figure_id'] = this.id;\n", | |
| " this.ws.send(JSON.stringify(properties));\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.send_draw_message = function() {\n", | |
| " if (!this.waiting) {\n", | |
| " this.waiting = true;\n", | |
| " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", | |
| " }\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_save = function(fig, msg) {\n", | |
| " var format_dropdown = fig.format_dropdown;\n", | |
| " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", | |
| " fig.ondownload(fig, format);\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", | |
| " var size = msg['size'];\n", | |
| " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", | |
| " fig._resize_canvas(size[0], size[1]);\n", | |
| " fig.send_message(\"refresh\", {});\n", | |
| " };\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", | |
| " var x0 = msg['x0'] / mpl.ratio;\n", | |
| " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", | |
| " var x1 = msg['x1'] / mpl.ratio;\n", | |
| " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", | |
| " x0 = Math.floor(x0) + 0.5;\n", | |
| " y0 = Math.floor(y0) + 0.5;\n", | |
| " x1 = Math.floor(x1) + 0.5;\n", | |
| " y1 = Math.floor(y1) + 0.5;\n", | |
| " var min_x = Math.min(x0, x1);\n", | |
| " var min_y = Math.min(y0, y1);\n", | |
| " var width = Math.abs(x1 - x0);\n", | |
| " var height = Math.abs(y1 - y0);\n", | |
| "\n", | |
| " fig.rubberband_context.clearRect(\n", | |
| " 0, 0, fig.canvas.width, fig.canvas.height);\n", | |
| "\n", | |
| " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", | |
| " // Updates the figure title.\n", | |
| " fig.header.textContent = msg['label'];\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", | |
| " var cursor = msg['cursor'];\n", | |
| " switch(cursor)\n", | |
| " {\n", | |
| " case 0:\n", | |
| " cursor = 'pointer';\n", | |
| " break;\n", | |
| " case 1:\n", | |
| " cursor = 'default';\n", | |
| " break;\n", | |
| " case 2:\n", | |
| " cursor = 'crosshair';\n", | |
| " break;\n", | |
| " case 3:\n", | |
| " cursor = 'move';\n", | |
| " break;\n", | |
| " }\n", | |
| " fig.rubberband_canvas.style.cursor = cursor;\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_message = function(fig, msg) {\n", | |
| " fig.message.textContent = msg['message'];\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", | |
| " // Request the server to send over a new figure.\n", | |
| " fig.send_draw_message();\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", | |
| " fig.image_mode = msg['mode'];\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.updated_canvas_event = function() {\n", | |
| " // Called whenever the canvas gets updated.\n", | |
| " this.send_message(\"ack\", {});\n", | |
| "}\n", | |
| "\n", | |
| "// A function to construct a web socket function for onmessage handling.\n", | |
| "// Called in the figure constructor.\n", | |
| "mpl.figure.prototype._make_on_message_function = function(fig) {\n", | |
| " return function socket_on_message(evt) {\n", | |
| " if (evt.data instanceof Blob) {\n", | |
| " /* FIXME: We get \"Resource interpreted as Image but\n", | |
| " * transferred with MIME type text/plain:\" errors on\n", | |
| " * Chrome. But how to set the MIME type? It doesn't seem\n", | |
| " * to be part of the websocket stream */\n", | |
| " evt.data.type = \"image/png\";\n", | |
| "\n", | |
| " /* Free the memory for the previous frames */\n", | |
| " if (fig.imageObj.src) {\n", | |
| " (window.URL || window.webkitURL).revokeObjectURL(\n", | |
| " fig.imageObj.src);\n", | |
| " }\n", | |
| "\n", | |
| " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", | |
| " evt.data);\n", | |
| " fig.updated_canvas_event();\n", | |
| " fig.waiting = false;\n", | |
| " return;\n", | |
| " }\n", | |
| " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", | |
| " fig.imageObj.src = evt.data;\n", | |
| " fig.updated_canvas_event();\n", | |
| " fig.waiting = false;\n", | |
| " return;\n", | |
| " }\n", | |
| "\n", | |
| " var msg = JSON.parse(evt.data);\n", | |
| " var msg_type = msg['type'];\n", | |
| "\n", | |
| " // Call the \"handle_{type}\" callback, which takes\n", | |
| " // the figure and JSON message as its only arguments.\n", | |
| " try {\n", | |
| " var callback = fig[\"handle_\" + msg_type];\n", | |
| " } catch (e) {\n", | |
| " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", | |
| " return;\n", | |
| " }\n", | |
| "\n", | |
| " if (callback) {\n", | |
| " try {\n", | |
| " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", | |
| " callback(fig, msg);\n", | |
| " } catch (e) {\n", | |
| " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", | |
| " }\n", | |
| " }\n", | |
| " };\n", | |
| "}\n", | |
| "\n", | |
| "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", | |
| "mpl.findpos = function(e) {\n", | |
| " //this section is from http://www.quirksmode.org/js/events_properties.html\n", | |
| " var targ;\n", | |
| " if (!e)\n", | |
| " e = window.event;\n", | |
| " if (e.target)\n", | |
| " targ = e.target;\n", | |
| " else if (e.srcElement)\n", | |
| " targ = e.srcElement;\n", | |
| " if (targ.nodeType == 3) // defeat Safari bug\n", | |
| " targ = targ.parentNode;\n", | |
| "\n", | |
| " // jQuery normalizes the pageX and pageY\n", | |
| " // pageX,Y are the mouse positions relative to the document\n", | |
| " // offset() returns the position of the element relative to the document\n", | |
| " var x = e.pageX - $(targ).offset().left;\n", | |
| " var y = e.pageY - $(targ).offset().top;\n", | |
| "\n", | |
| " return {\"x\": x, \"y\": y};\n", | |
| "};\n", | |
| "\n", | |
| "/*\n", | |
| " * return a copy of an object with only non-object keys\n", | |
| " * we need this to avoid circular references\n", | |
| " * http://stackoverflow.com/a/24161582/3208463\n", | |
| " */\n", | |
| "function simpleKeys (original) {\n", | |
| " return Object.keys(original).reduce(function (obj, key) {\n", | |
| " if (typeof original[key] !== 'object')\n", | |
| " obj[key] = original[key]\n", | |
| " return obj;\n", | |
| " }, {});\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.mouse_event = function(event, name) {\n", | |
| " var canvas_pos = mpl.findpos(event)\n", | |
| "\n", | |
| " if (name === 'button_press')\n", | |
| " {\n", | |
| " this.canvas.focus();\n", | |
| " this.canvas_div.focus();\n", | |
| " }\n", | |
| "\n", | |
| " var x = canvas_pos.x * mpl.ratio;\n", | |
| " var y = canvas_pos.y * mpl.ratio;\n", | |
| "\n", | |
| " this.send_message(name, {x: x, y: y, button: event.button,\n", | |
| " step: event.step,\n", | |
| " guiEvent: simpleKeys(event)});\n", | |
| "\n", | |
| " /* This prevents the web browser from automatically changing to\n", | |
| " * the text insertion cursor when the button is pressed. We want\n", | |
| " * to control all of the cursor setting manually through the\n", | |
| " * 'cursor' event from matplotlib */\n", | |
| " event.preventDefault();\n", | |
| " return false;\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._key_event_extra = function(event, name) {\n", | |
| " // Handle any extra behaviour associated with a key event\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.key_event = function(event, name) {\n", | |
| "\n", | |
| " // Prevent repeat events\n", | |
| " if (name == 'key_press')\n", | |
| " {\n", | |
| " if (event.which === this._key)\n", | |
| " return;\n", | |
| " else\n", | |
| " this._key = event.which;\n", | |
| " }\n", | |
| " if (name == 'key_release')\n", | |
| " this._key = null;\n", | |
| "\n", | |
| " var value = '';\n", | |
| " if (event.ctrlKey && event.which != 17)\n", | |
| " value += \"ctrl+\";\n", | |
| " if (event.altKey && event.which != 18)\n", | |
| " value += \"alt+\";\n", | |
| " if (event.shiftKey && event.which != 16)\n", | |
| " value += \"shift+\";\n", | |
| "\n", | |
| " value += 'k';\n", | |
| " value += event.which.toString();\n", | |
| "\n", | |
| " this._key_event_extra(event, name);\n", | |
| "\n", | |
| " this.send_message(name, {key: value,\n", | |
| " guiEvent: simpleKeys(event)});\n", | |
| " return false;\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", | |
| " if (name == 'download') {\n", | |
| " this.handle_save(this, null);\n", | |
| " } else {\n", | |
| " this.send_message(\"toolbar_button\", {name: name});\n", | |
| " }\n", | |
| "};\n", | |
| "\n", | |
| "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", | |
| " this.message.textContent = tooltip;\n", | |
| "};\n", | |
| "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", | |
| "\n", | |
| "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n", | |
| "\n", | |
| "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", | |
| " // Create a \"websocket\"-like object which calls the given IPython comm\n", | |
| " // object with the appropriate methods. Currently this is a non binary\n", | |
| " // socket, so there is still some room for performance tuning.\n", | |
| " var ws = {};\n", | |
| "\n", | |
| " ws.close = function() {\n", | |
| " comm.close()\n", | |
| " };\n", | |
| " ws.send = function(m) {\n", | |
| " //console.log('sending', m);\n", | |
| " comm.send(m);\n", | |
| " };\n", | |
| " // Register the callback with on_msg.\n", | |
| " comm.on_msg(function(msg) {\n", | |
| " //console.log('receiving', msg['content']['data'], msg);\n", | |
| " // Pass the mpl event to the overriden (by mpl) onmessage function.\n", | |
| " ws.onmessage(msg['content']['data'])\n", | |
| " });\n", | |
| " return ws;\n", | |
| "}\n", | |
| "\n", | |
| "mpl.mpl_figure_comm = function(comm, msg) {\n", | |
| " // This is the function which gets called when the mpl process\n", | |
| " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", | |
| "\n", | |
| " var id = msg.content.data.id;\n", | |
| " // Get hold of the div created by the display call when the Comm\n", | |
| " // socket was opened in Python.\n", | |
| " var element = $(\"#\" + id);\n", | |
| " var ws_proxy = comm_websocket_adapter(comm)\n", | |
| "\n", | |
| " function ondownload(figure, format) {\n", | |
| " window.open(figure.imageObj.src);\n", | |
| " }\n", | |
| "\n", | |
| " var fig = new mpl.figure(id, ws_proxy,\n", | |
| " ondownload,\n", | |
| " element.get(0));\n", | |
| "\n", | |
| " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", | |
| " // web socket which is closed, not our websocket->open comm proxy.\n", | |
| " ws_proxy.onopen();\n", | |
| "\n", | |
| " fig.parent_element = element.get(0);\n", | |
| " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", | |
| " if (!fig.cell_info) {\n", | |
| " console.error(\"Failed to find cell for figure\", id, fig);\n", | |
| " return;\n", | |
| " }\n", | |
| "\n", | |
| " var output_index = fig.cell_info[2]\n", | |
| " var cell = fig.cell_info[0];\n", | |
| "\n", | |
| "};\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_close = function(fig, msg) {\n", | |
| " var width = fig.canvas.width/mpl.ratio\n", | |
| " fig.root.unbind('remove')\n", | |
| "\n", | |
| " // Update the output cell to use the data from the current canvas.\n", | |
| " fig.push_to_output();\n", | |
| " var dataURL = fig.canvas.toDataURL();\n", | |
| " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", | |
| " // the notebook keyboard shortcuts fail.\n", | |
| " IPython.keyboard_manager.enable()\n", | |
| " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", | |
| " fig.close_ws(fig, msg);\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.close_ws = function(fig, msg){\n", | |
| " fig.send_message('closing', msg);\n", | |
| " // fig.ws.close()\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", | |
| " // Turn the data on the canvas into data in the output cell.\n", | |
| " var width = this.canvas.width/mpl.ratio\n", | |
| " var dataURL = this.canvas.toDataURL();\n", | |
| " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.updated_canvas_event = function() {\n", | |
| " // Tell IPython that the notebook contents must change.\n", | |
| " IPython.notebook.set_dirty(true);\n", | |
| " this.send_message(\"ack\", {});\n", | |
| " var fig = this;\n", | |
| " // Wait a second, then push the new image to the DOM so\n", | |
| " // that it is saved nicely (might be nice to debounce this).\n", | |
| " setTimeout(function () { fig.push_to_output() }, 1000);\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._init_toolbar = function() {\n", | |
| " var fig = this;\n", | |
| "\n", | |
| " var nav_element = $('<div/>')\n", | |
| " nav_element.attr('style', 'width: 100%');\n", | |
| " this.root.append(nav_element);\n", | |
| "\n", | |
| " // Define a callback function for later on.\n", | |
| " function toolbar_event(event) {\n", | |
| " return fig.toolbar_button_onclick(event['data']);\n", | |
| " }\n", | |
| " function toolbar_mouse_event(event) {\n", | |
| " return fig.toolbar_button_onmouseover(event['data']);\n", | |
| " }\n", | |
| "\n", | |
| " for(var toolbar_ind in mpl.toolbar_items){\n", | |
| " var name = mpl.toolbar_items[toolbar_ind][0];\n", | |
| " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", | |
| " var image = mpl.toolbar_items[toolbar_ind][2];\n", | |
| " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", | |
| "\n", | |
| " if (!name) { continue; };\n", | |
| "\n", | |
| " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", | |
| " button.click(method_name, toolbar_event);\n", | |
| " button.mouseover(tooltip, toolbar_mouse_event);\n", | |
| " nav_element.append(button);\n", | |
| " }\n", | |
| "\n", | |
| " // Add the status bar.\n", | |
| " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", | |
| " nav_element.append(status_bar);\n", | |
| " this.message = status_bar[0];\n", | |
| "\n", | |
| " // Add the close button to the window.\n", | |
| " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", | |
| " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", | |
| " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", | |
| " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", | |
| " buttongrp.append(button);\n", | |
| " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", | |
| " titlebar.prepend(buttongrp);\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._root_extra_style = function(el){\n", | |
| " var fig = this\n", | |
| " el.on(\"remove\", function(){\n", | |
| "\tfig.close_ws(fig, {});\n", | |
| " });\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._canvas_extra_style = function(el){\n", | |
| " // this is important to make the div 'focusable\n", | |
| " el.attr('tabindex', 0)\n", | |
| " // reach out to IPython and tell the keyboard manager to turn it's self\n", | |
| " // off when our div gets focus\n", | |
| "\n", | |
| " // location in version 3\n", | |
| " if (IPython.notebook.keyboard_manager) {\n", | |
| " IPython.notebook.keyboard_manager.register_events(el);\n", | |
| " }\n", | |
| " else {\n", | |
| " // location in version 2\n", | |
| " IPython.keyboard_manager.register_events(el);\n", | |
| " }\n", | |
| "\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype._key_event_extra = function(event, name) {\n", | |
| " var manager = IPython.notebook.keyboard_manager;\n", | |
| " if (!manager)\n", | |
| " manager = IPython.keyboard_manager;\n", | |
| "\n", | |
| " // Check for shift+enter\n", | |
| " if (event.shiftKey && event.which == 13) {\n", | |
| " this.canvas_div.blur();\n", | |
| " event.shiftKey = false;\n", | |
| " // Send a \"J\" for go to next cell\n", | |
| " event.which = 74;\n", | |
| " event.keyCode = 74;\n", | |
| " manager.command_mode();\n", | |
| " manager.handle_keydown(event);\n", | |
| " }\n", | |
| "}\n", | |
| "\n", | |
| "mpl.figure.prototype.handle_save = function(fig, msg) {\n", | |
| " fig.ondownload(fig, null);\n", | |
| "}\n", | |
| "\n", | |
| "\n", | |
| "mpl.find_output_cell = function(html_output) {\n", | |
| " // Return the cell and output element which can be found *uniquely* in the notebook.\n", | |
| " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", | |
| " // IPython event is triggered only after the cells have been serialised, which for\n", | |
| " // our purposes (turning an active figure into a static one), is too late.\n", | |
| " var cells = IPython.notebook.get_cells();\n", | |
| " var ncells = cells.length;\n", | |
| " for (var i=0; i<ncells; i++) {\n", | |
| " var cell = cells[i];\n", | |
| " if (cell.cell_type === 'code'){\n", | |
| " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", | |
| " var data = cell.output_area.outputs[j];\n", | |
| " if (data.data) {\n", | |
| " // IPython >= 3 moved mimebundle to data attribute of output\n", | |
| " data = data.data;\n", | |
| " }\n", | |
| " if (data['text/html'] == html_output) {\n", | |
| " return [cell, data, j];\n", | |
| " }\n", | |
| " }\n", | |
| " }\n", | |
| " }\n", | |
| "}\n", | |
| "\n", | |
| "// Register the function which deals with the matplotlib target/channel.\n", | |
| "// The kernel may be null if the page has been refreshed.\n", | |
| "if (IPython.notebook.kernel != null) {\n", | |
| " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", | |
| "}\n" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.Javascript object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
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\" width=\"640\">" | |
| ], | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "agePlot = Age.hist(bins=10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "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": 2 | |
| } |
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To use this to connect to salesforce, since the credentials cannot be part of the code, it must be stored as a separate file. Create a file "salesforce_login.txt", place it in the same directory as your notebook. It needs to contain your login, password, and token as applicable as 3 separate lines. Make sure there are only 3 lines and no trailing line breaks.