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October 25, 2016 19:21
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
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"I recently came across a post about using generators in python.\n", | |
"\n", | |
"http://nvie.com/posts/use-more-iterators/\n", | |
"\n", | |
"The example pattern is very similar to a pattern I use when computing data that needs to be dumped into a dataframe.\n", | |
"\n", | |
"This notebook is a test (and confirmation) that pandas' DataFrame(data) will take a generator that yields dictionaries." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import random\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>a</th>\n", | |
" <th>ii</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>4</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>8</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>9</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>9</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" a ii\n", | |
"0 4 0\n", | |
"1 8 1\n", | |
"2 9 2\n", | |
"3 9 3\n", | |
"4 3 4" | |
] | |
}, | |
"execution_count": 2, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"def make_data():\n", | |
" result = []\n", | |
" for ii in range(10):\n", | |
" result.append(dict(\n", | |
" ii=ii,\n", | |
" a=random.randint(0,10),\n", | |
" ))\n", | |
" return result\n", | |
"\n", | |
"data = pd.DataFrame(make_data())\n", | |
"data.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Now the generator version." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>a</th>\n", | |
" <th>ii</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>5</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>7</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>6</td>\n", | |
" <td>3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>9</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" a ii\n", | |
"0 5 0\n", | |
"1 0 1\n", | |
"2 7 2\n", | |
"3 6 3\n", | |
"4 9 4" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"def make_data():\n", | |
" for ii in range(10):\n", | |
" yield dict(\n", | |
" ii=ii,\n", | |
" a=random.randint(0,10),\n", | |
" )\n", | |
"\n", | |
"data = pd.DataFrame(make_data())\n", | |
"data.head()" | |
] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [dro]", | |
"language": "python", | |
"name": "Python [dro]" | |
}, | |
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"name": "ipython", | |
"version": 2 | |
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"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.12" | |
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"nbformat": 4, | |
"nbformat_minor": 0 | |
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