{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Winpython with R : comparing DPLYR and Pandas\n",
"\n",
"\n",
"It is based on the Thomas Augspurger comparison [Notebook](http://nbviewer.ipython.org/urls/gist.githubusercontent.com/TomAugspurger/6e052140eaa5fdb6e8c0/raw/811585624e843f3f80b9b6fe89e18119d7d2d73c/dplyr_pandas.ipynb) (refreshed for Pandas 0.16.0)\n",
"\n",
"http://nbviewer.ipython.org/urls/gist.githubusercontent.com/TomAugspurger/6e052140eaa5fdb6e8c0/raw/811585624e843f3f80b9b6fe89e18119d7d2d73c/dplyr_pandas.ipynb\n",
"\n",
"We just play the \"R\" code at the same time, instead of keeping it in comments"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"D:\\WinPython\\basedir34\\buildFlavorRfull\\winpython-3.4.3.2.amd64\\tools\\R\n"
]
}
],
"source": [
"!echo %R_HOME%"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Some prep work to get the data from R and into pandas\n",
"%matplotlib inline\n",
"#bad tetst : move magic befor module imprort\n",
"#%load_ext rpy2.ipython\n",
"\n",
"import rpy2\n",
"%load_ext rpy2.ipython\n",
"from rpy2.robjects.conversion import ri2py\n",
"from rpy2.ipython.rmagic import ri2ipython\n",
"ri2ipython.register(rpy2.robjects.Sexp, ri2py)\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"pd.set_option(\"display.max_rows\", 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Transform this Markdown cell to a Code cell, if ever you need to re-feed a basic R environnement\n",
"\n",
"%R install.packages(\"tidyr\")\n",
"\n",
"%R install.packages(\"dplyr\") \n",
"\n",
"%R install.packages(\"ggplot2\")\n",
"\n",
"%R install.packages(\"rvest\")\n",
"\n",
"%R install.packages('RSQLite') \n",
"\n",
"%R install.packages(\"zoo\") \n",
"\n",
"%R install.packages(\"forecast\") \n",
"\n",
"%R install.packages('R.utils')\n",
"\n",
"%R install.packages(\"nycflights13\")\n",
"\n",
"%R install.packages('hflights')\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Thomas Augspurger part (with comments replaced by true %R code)\n",
"This notebook compares [pandas](http://pandas.pydata.org)\n",
"and [dplyr](http://cran.r-project.org/web/packages/dplyr/index.html).\n",
"The comparison is just on syntax (verbage), not performance. Whether you're an R user looking to switch to pandas (or the other way around), I hope this guide will help ease the transition.\n",
"\n",
"We'll work through the [introductory dplyr vignette](http://cran.r-project.org/web/packages/dplyr/vignettes/introduction.html) to analyze some flight data.\n",
"\n",
"I'm working on a better layout to show the two packages side by side.\n",
"But for now I'm just putting the ``dplyr`` code in a comment above each python call."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%%R\n",
"library(\"dplyr\") # for functions\n",
"library(\"nycflights13\")\n",
"write.csv(flights, \"flights.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data: nycflights13"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"flights = pd.read_csv(\"flights.csv\", index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([336776, 16], dtype=int32)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R dim(flights)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(336776, 16)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# dim(flights) <--- The R code\n",
"flights.shape # <--- The python code"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" month | \n",
" day | \n",
" dep_time | \n",
" dep_delay | \n",
" arr_time | \n",
" arr_delay | \n",
" carrier | \n",
" tailnum | \n",
" flight | \n",
" origin | \n",
" dest | \n",
" air_time | \n",
" distance | \n",
" hour | \n",
" minute | \n",
"
\n",
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"
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"
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" 1 | \n",
" 554 | \n",
" -6 | \n",
" 812 | \n",
" -25 | \n",
" DL | \n",
" N668DN | \n",
" 461 | \n",
" LGA | \n",
" ATL | \n",
" 116 | \n",
" 762 | \n",
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"
\n",
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" UA | \n",
" N39463 | \n",
" 1696 | \n",
" EWR | \n",
" ORD | \n",
" 150 | \n",
" 719 | \n",
" 5 | \n",
" 54 | \n",
"
\n",
" \n",
"
\n",
"
6 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 1 1 517 2 830 11 UA \n",
"1 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"4 2013 1 1 554 -6 812 -25 DL \n",
"5 2013 1 1 554 -4 740 12 UA \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"4 N668DN 461 LGA ATL 116 762 5 54 \n",
"5 N39463 1696 EWR ORD 150 719 5 54 \n",
"\n",
"[6 rows x 16 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R head(flights)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
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" arr_time | \n",
" arr_delay | \n",
" carrier | \n",
" tailnum | \n",
" flight | \n",
" origin | \n",
" dest | \n",
" air_time | \n",
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" 1141 | \n",
" JFK | \n",
" MIA | \n",
" 160 | \n",
" 1089 | \n",
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" 42 | \n",
"
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" N804JB | \n",
" 725 | \n",
" JFK | \n",
" BQN | \n",
" 183 | \n",
" 1576 | \n",
" 5 | \n",
" 44 | \n",
"
\n",
" \n",
" 5 | \n",
" 2013 | \n",
" 1 | \n",
" 1 | \n",
" 554 | \n",
" -6 | \n",
" 812 | \n",
" -25 | \n",
" DL | \n",
" N668DN | \n",
" 461 | \n",
" LGA | \n",
" ATL | \n",
" 116 | \n",
" 762 | \n",
" 5 | \n",
" 54 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier tailnum \\\n",
"1 2013 1 1 517 2 830 11 UA N14228 \n",
"2 2013 1 1 533 4 850 20 UA N24211 \n",
"3 2013 1 1 542 2 923 33 AA N619AA \n",
"4 2013 1 1 544 -1 1004 -18 B6 N804JB \n",
"5 2013 1 1 554 -6 812 -25 DL N668DN \n",
"\n",
" flight origin dest air_time distance hour minute \n",
"1 1545 EWR IAH 227 1400 5 17 \n",
"2 1714 LGA IAH 227 1416 5 33 \n",
"3 1141 JFK MIA 160 1089 5 42 \n",
"4 725 JFK BQN 183 1576 5 44 \n",
"5 461 LGA ATL 116 762 5 54 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# head(flights)\n",
"flights.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Single table verbs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"``dplyr`` has a small set of nicely defined verbs. I've listed their closest pandas verbs.\n",
"\n",
"\n",
"\n",
" \n",
" dplyr | \n",
" pandas | \n",
"
\n",
" \n",
" filter() (and slice()) | \n",
" query() (and loc[], iloc[]) | \n",
"
\n",
" \n",
" arrange() | \n",
" sort() | \n",
"
\n",
" \n",
" select() (and rename()) | \n",
" \\_\\_getitem\\_\\_ (and rename()) | \n",
"
\n",
" \n",
" distinct() | \n",
" drop_duplicates() | \n",
"
\n",
" \n",
" mutate() (and transmute()) | \n",
" None | \n",
"
\n",
" \n",
" summarise() | \n",
" None | \n",
"
\n",
" \n",
" sample_n() and sample_frac() | \n",
" None | \n",
"
\n",
"
\n",
"\n",
"\n",
"Some of the \"missing\" verbs in pandas are because there are other, different ways of achieving the same goal. For example `summarise` is spread across `mean`, `std`, etc. Others, like `sample_n`, just haven't been implemented yet."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filter rows with filter(), query()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" carrier | \n",
" tailnum | \n",
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" 1 | \n",
" -2147483648 | \n",
" NaN | \n",
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" NaN | \n",
" AA | \n",
" N3EVAA | \n",
" 1925 | \n",
" LGA | \n",
" MIA | \n",
" NaN | \n",
" 1096 | \n",
" NaN | \n",
" NaN | \n",
"
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" -2147483648 | \n",
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" B6 | \n",
" N618JB | \n",
" 125 | \n",
" JFK | \n",
" FLL | \n",
" NaN | \n",
" 1069 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
842 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 1 1 517 2 830 11 UA \n",
"1 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"840 2013 1 1 -2147483648 NaN -2147483648 NaN AA \n",
"841 2013 1 1 -2147483648 NaN -2147483648 NaN B6 \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"840 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n",
"841 N618JB 125 JFK FLL NaN 1069 NaN NaN \n",
"\n",
"[842 rows x 16 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R filter(flights, month == 1, day == 1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" N3EVAA | \n",
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" MIA | \n",
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" NaN | \n",
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" N618JB | \n",
" 125 | \n",
" JFK | \n",
" FLL | \n",
" NaN | \n",
" 1069 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
842 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"841 2013 1 1 NaN NaN NaN NaN AA \n",
"842 2013 1 1 NaN NaN NaN NaN B6 \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"1 N14228 1545 EWR IAH 227 1400 5 17 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"841 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n",
"842 N618JB 125 JFK FLL NaN 1069 NaN NaN \n",
"\n",
"[842 rows x 16 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# filter(flights, month == 1, day == 1)\n",
"flights.query(\"month == 1 & day == 1\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The more verbose version:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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"
\n",
" \n",
" 840 | \n",
" 2013 | \n",
" 1 | \n",
" 1 | \n",
" -2147483648 | \n",
" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" AA | \n",
" N3EVAA | \n",
" 1925 | \n",
" LGA | \n",
" MIA | \n",
" NaN | \n",
" 1096 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 841 | \n",
" 2013 | \n",
" 1 | \n",
" 1 | \n",
" -2147483648 | \n",
" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" B6 | \n",
" N618JB | \n",
" 125 | \n",
" JFK | \n",
" FLL | \n",
" NaN | \n",
" 1069 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
842 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 1 1 517 2 830 11 UA \n",
"1 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"840 2013 1 1 -2147483648 NaN -2147483648 NaN AA \n",
"841 2013 1 1 -2147483648 NaN -2147483648 NaN B6 \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"840 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n",
"841 N618JB 125 JFK FLL NaN 1069 NaN NaN \n",
"\n",
"[842 rows x 16 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R flights[flights$month == 1 & flights$day == 1, ]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" NaN | \n",
" B6 | \n",
" N618JB | \n",
" 125 | \n",
" JFK | \n",
" FLL | \n",
" NaN | \n",
" 1069 | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
"
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"
842 rows × 16 columns
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"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"841 2013 1 1 NaN NaN NaN NaN AA \n",
"842 2013 1 1 NaN NaN NaN NaN B6 \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"1 N14228 1545 EWR IAH 227 1400 5 17 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"841 N3EVAA 1925 LGA MIA NaN 1096 NaN NaN \n",
"842 N618JB 125 JFK FLL NaN 1069 NaN NaN \n",
"\n",
"[842 rows x 16 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# flights[flights$month == 1 & flights$day == 1, ]\n",
"flights[(flights.month == 1) & (flights.day == 1)]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" ORD | \n",
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" 5 | \n",
" 58 | \n",
"
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10 rows × 16 columns
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 1 1 517 2 830 11 UA \n",
"1 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"8 2013 1 1 557 -3 838 -8 B6 \n",
"9 2013 1 1 558 -2 753 8 AA \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"8 N593JB 79 JFK MCO 140 944 5 57 \n",
"9 N3ALAA 301 LGA ORD 138 733 5 58 \n",
"\n",
"[10 rows x 16 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R slice(flights, 1:10)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 557 | \n",
" -3 | \n",
" 709 | \n",
" -14 | \n",
" EV | \n",
" N829AS | \n",
" 5708 | \n",
" LGA | \n",
" IAD | \n",
" 53 | \n",
" 229 | \n",
" 5 | \n",
" 57 | \n",
"
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" 1 | \n",
" 1 | \n",
" 557 | \n",
" -3 | \n",
" 838 | \n",
" -8 | \n",
" B6 | \n",
" N593JB | \n",
" 79 | \n",
" JFK | \n",
" MCO | \n",
" 140 | \n",
" 944 | \n",
" 5 | \n",
" 57 | \n",
"
\n",
" \n",
"
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"
9 rows × 16 columns
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"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
".. ... ... ... ... ... ... ... ... \n",
"8 2013 1 1 557 -3 709 -14 EV \n",
"9 2013 1 1 557 -3 838 -8 B6 \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"1 N14228 1545 EWR IAH 227 1400 5 17 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 \n",
".. ... ... ... ... ... ... ... ... \n",
"8 N829AS 5708 LGA IAD 53 229 5 57 \n",
"9 N593JB 79 JFK MCO 140 944 5 57 \n",
"\n",
"[9 rows x 16 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# slice(flights, 1:10)\n",
"flights.iloc[:9]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Arrange rows with arrange(), sort()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 12 | \n",
" 31 | \n",
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" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" UA | \n",
" | \n",
" 219 | \n",
" EWR | \n",
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" NaN | \n",
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" NaN | \n",
" NaN | \n",
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" 12 | \n",
" 31 | \n",
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" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" UA | \n",
" | \n",
" 443 | \n",
" JFK | \n",
" LAX | \n",
" NaN | \n",
" 2475 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
336776 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay \\\n",
"0 2013 1 1 517 2 830 11 \n",
"1 2013 1 1 533 4 850 20 \n",
"... ... ... ... ... ... ... ... \n",
"336774 2013 12 31 -2147483648 NaN -2147483648 NaN \n",
"336775 2013 12 31 -2147483648 NaN -2147483648 NaN \n",
"\n",
" carrier tailnum flight origin dest air_time distance hour minute \n",
"0 UA N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 UA N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336774 UA 219 EWR ORD NaN 719 NaN NaN \n",
"336775 UA 443 JFK LAX NaN 2475 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R arrange(flights, year, month, day) "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" NaN | \n",
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
"... ... ... ... ... ... ... ... ... \n",
"111295 2013 12 31 NaN NaN NaN NaN UA \n",
"111296 2013 12 31 NaN NaN NaN NaN UA \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"1 N14228 1545 EWR IAH 227 1400 5 17 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... \n",
"111295 NaN 219 EWR ORD NaN 719 NaN NaN \n",
"111296 NaN 443 JFK LAX NaN 2475 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# arrange(flights, year, month, day) \n",
"flights.sort(['year', 'month', 'day'])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" dep_delay | \n",
" arr_time | \n",
" arr_delay | \n",
" carrier | \n",
" tailnum | \n",
" flight | \n",
" origin | \n",
" dest | \n",
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" 640 | \n",
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" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
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" 30 | \n",
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" N839MQ | \n",
" 3531 | \n",
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" NaN | \n",
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"
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336776 rows × 16 columns
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay \\\n",
"0 2013 1 9 641 1301 1242 1272 \n",
"1 2013 6 15 1432 1137 1607 1127 \n",
"... ... ... ... ... ... ... ... \n",
"336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"\n",
" carrier tailnum flight origin dest air_time distance hour minute \n",
"0 HA N384HA 51 JFK HNL 640 4983 6 41 \n",
"1 MQ N504MQ 3535 JFK CMH 74 483 14 32 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R arrange(flights, desc(arr_delay))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" 30 | \n",
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" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
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" 30 | \n",
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" N839MQ | \n",
" 3531 | \n",
" LGA | \n",
" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
336776 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"7073 2013 1 9 641 1301 1242 1272 HA \n",
"235779 2013 6 15 1432 1137 1607 1127 MQ \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 2013 9 30 NaN NaN NaN NaN MQ \n",
"336776 2013 9 30 NaN NaN NaN NaN MQ \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"7073 N384HA 51 JFK HNL 640 4983 6 41 \n",
"235779 N504MQ 3535 JFK CMH 74 483 14 32 \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# arrange(flights, desc(arr_delay))\n",
"flights.sort('arr_delay', ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Select columns with select(), []"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
" year month day\n",
"0 2013 1 1\n",
"1 2013 1 1\n",
"... ... ... ...\n",
"336774 2013 9 30\n",
"336775 2013 9 30\n",
"\n",
"[336776 rows x 3 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R select(flights, year, month, day) "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
" year month day\n",
"1 2013 1 1\n",
"2 2013 1 1\n",
"... ... ... ...\n",
"336775 2013 9 30\n",
"336776 2013 9 30\n",
"\n",
"[336776 rows x 3 columns]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# select(flights, year, month, day) \n",
"flights[['year', 'month', 'day']]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" year month day\n",
"0 2013 1 1\n",
"1 2013 1 1\n",
"... ... ... ...\n",
"336774 2013 9 30\n",
"336775 2013 9 30\n",
"\n",
"[336776 rows x 3 columns]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R select(flights, year:day) "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# select(flights, year:day) \n",
"\n",
"# No real equivalent here. Although I think this is OK.\n",
"# Typically I'll have the columns I want stored in a list\n",
"# somewhere, which can be passed right into __getitem__ ([])."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%%R\n",
"select(flights, -(year:day)) "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# select(flights, -(year:day)) \n",
"\n",
"# Again, simliar story. I would just use\n",
"# flights.drop(cols_to_drop, axis=1)\n",
"# or fligths[flights.columns.difference(pd.Index(cols_to_drop))]\n",
"# point to dplyr!"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" | \n",
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" \n",
" 0 | \n",
" N14228 | \n",
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"text/plain": [
" tail_num\n",
"0 N14228\n",
"1 N24211\n",
"... ...\n",
"336774 N511MQ\n",
"336775 N839MQ\n",
"\n",
"[336776 rows x 1 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R select(flights, tail_num = tailnum)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1 N14228\n",
"2 N24211\n",
" ... \n",
"336775 N511MQ\n",
"336776 N839MQ\n",
"Name: tail_num, dtype: object"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# select(flights, tail_num = tailnum)\n",
"flights.rename(columns={'tailnum': 'tail_num'})['tail_num']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But like Hadley mentions, not that useful since it only returns the one column. ``dplyr`` and ``pandas`` compare well here."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
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" MQ | \n",
" N839MQ | \n",
" 3531 | \n",
" LGA | \n",
" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
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"
336776 rows × 16 columns
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"
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay \\\n",
"0 2013 1 1 517 2 830 11 \n",
"1 2013 1 1 533 4 850 20 \n",
"... ... ... ... ... ... ... ... \n",
"336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"\n",
" carrier tail_num flight origin dest air_time distance hour minute \n",
"0 UA N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 UA N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R rename(flights, tail_num = tailnum)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" MQ | \n",
" N839MQ | \n",
" 3531 | \n",
" LGA | \n",
" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
336776 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 2013 9 30 NaN NaN NaN NaN MQ \n",
"336776 2013 9 30 NaN NaN NaN NaN MQ \n",
"\n",
" tail_num flight origin dest air_time distance hour minute \n",
"1 N14228 1545 EWR IAH 227 1400 5 17 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
"[336776 rows x 16 columns]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# rename(flights, tail_num = tailnum)\n",
"flights.rename(columns={'tailnum': 'tail_num'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas is more verbose, but the the argument to `columns` can be any mapping. So it's often used with a function to perform a common task, say `df.rename(columns=lambda x: x.replace('-', '_'))` to replace any dashes with underscores. Also, ``rename`` (the pandas version) can be applied to the Index."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extract distinct (unique) rows "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" tailnum | \n",
"
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" \n",
" \n",
" \n",
" 0 | \n",
" N14228 | \n",
"
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" \n",
" 1 | \n",
" N24211 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 4042 | \n",
" N785SK | \n",
"
\n",
" \n",
" 4043 | \n",
" N557AS | \n",
"
\n",
" \n",
"
\n",
"
4044 rows × 1 columns
\n",
"
"
],
"text/plain": [
" tailnum\n",
"0 N14228\n",
"1 N24211\n",
"... ...\n",
"4042 N785SK\n",
"4043 N557AS\n",
"\n",
"[4044 rows x 1 columns]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R distinct(select(flights, tailnum))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['N14228', 'N24211', 'N619AA', ..., 'N776SK', 'N785SK', 'N557AS'], dtype=object)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distinct(select(flights, tailnum))\n",
"flights.tailnum.unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FYI this returns a numpy array instead of a Series."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" origin | \n",
" dest | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" EWR | \n",
" IAH | \n",
"
\n",
" \n",
" 1 | \n",
" LGA | \n",
" IAH | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 222 | \n",
" EWR | \n",
" ANC | \n",
"
\n",
" \n",
" 223 | \n",
" EWR | \n",
" LGA | \n",
"
\n",
" \n",
"
\n",
"
224 rows × 2 columns
\n",
"
"
],
"text/plain": [
" origin dest\n",
"0 EWR IAH\n",
"1 LGA IAH\n",
".. ... ...\n",
"222 EWR ANC\n",
"223 EWR LGA\n",
"\n",
"[224 rows x 2 columns]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R distinct(select(flights, origin, dest))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" origin | \n",
" dest | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | \n",
" EWR | \n",
" IAH | \n",
"
\n",
" \n",
" 2 | \n",
" LGA | \n",
" IAH | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 255456 | \n",
" EWR | \n",
" ANC | \n",
"
\n",
" \n",
" 275946 | \n",
" EWR | \n",
" LGA | \n",
"
\n",
" \n",
"
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"
224 rows × 2 columns
\n",
"
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],
"text/plain": [
" origin dest\n",
"1 EWR IAH\n",
"2 LGA IAH\n",
"... ... ...\n",
"255456 EWR ANC\n",
"275946 EWR LGA\n",
"\n",
"[224 rows x 2 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distinct(select(flights, origin, dest))\n",
"flights[['origin', 'dest']].drop_duplicates()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK, so ``dplyr`` wins there from a consistency point of view. ``unique`` is only defined on Series, not DataFrames. The original intention for `drop_duplicates` is to check for records that were accidentally included twice. This feels a bit hacky using it to select the distinct combinations, but it works!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Add new columns with mutate() "
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" | \n",
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" dep_delay | \n",
" arr_time | \n",
" arr_delay | \n",
" carrier | \n",
" tailnum | \n",
" flight | \n",
" origin | \n",
" dest | \n",
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"
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"
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" 2013 | \n",
" 9 | \n",
" 30 | \n",
" -2147483648 | \n",
" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" 30 | \n",
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" NaN | \n",
" -2147483648 | \n",
" NaN | \n",
" MQ | \n",
" N839MQ | \n",
" 3531 | \n",
" LGA | \n",
" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
336776 rows × 18 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay \\\n",
"0 2013 1 1 517 2 830 11 \n",
"1 2013 1 1 533 4 850 20 \n",
"... ... ... ... ... ... ... ... \n",
"336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"\n",
" carrier tailnum flight origin dest air_time distance hour minute \\\n",
"0 UA N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 UA N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
" gain speed \n",
"0 9 370.044053 \n",
"1 16 374.273128 \n",
"... ... ... \n",
"336774 NaN NaN \n",
"336775 NaN NaN \n",
"\n",
"[336776 rows x 18 columns]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R mutate(flights, gain = arr_delay - dep_delay, speed = distance / air_time * 60)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
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"
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" \n",
" 336776 | \n",
" 2013 | \n",
" 9 | \n",
" 30 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" MQ | \n",
" N839MQ | \n",
" 3531 | \n",
" LGA | \n",
" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
336776 rows × 18 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 2013 9 30 NaN NaN NaN NaN MQ \n",
"336776 2013 9 30 NaN NaN NaN NaN MQ \n",
"\n",
" tailnum flight origin dest air_time distance hour minute gain \\\n",
"1 N14228 1545 EWR IAH 227 1400 5 17 9 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 16 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN NaN \n",
"336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN NaN \n",
"\n",
" speed \n",
"1 370.044053 \n",
"2 374.273128 \n",
"... ... \n",
"336775 NaN \n",
"336776 NaN \n",
"\n",
"[336776 rows x 18 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# mutate(flights,\n",
"# gain = arr_delay - dep_delay,\n",
"# speed = distance / air_time * 60)\n",
"\n",
"#before pandas 0.16.0\n",
"# flights['gain'] = flights.arr_delay - flights.dep_delay\n",
"# flights['speed'] = flights.distance / flights.air_time * 60\n",
"# flights\n",
"flights.assign(gain=flights.arr_delay - flights.dep_delay,\n",
" speed=flights.distance / flights.air_time * 60)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" arr_delay | \n",
" carrier | \n",
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" flight | \n",
" origin | \n",
" dest | \n",
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" -2147483648 | \n",
" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
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" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
"
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"
336776 rows × 18 columns
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"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay \\\n",
"0 2013 1 1 517 2 830 11 \n",
"1 2013 1 1 533 4 850 20 \n",
"... ... ... ... ... ... ... ... \n",
"336774 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"336775 2013 9 30 -2147483648 NaN -2147483648 NaN \n",
"\n",
" carrier tailnum flight origin dest air_time distance hour minute \\\n",
"0 UA N14228 1545 EWR IAH 227 1400 5 17 \n",
"1 UA N24211 1714 LGA IAH 227 1416 5 33 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336774 MQ N511MQ 3572 LGA CLE NaN 419 NaN NaN \n",
"336775 MQ N839MQ 3531 LGA RDU NaN 431 NaN NaN \n",
"\n",
" gain gain_per_hour \n",
"0 9 2.378855 \n",
"1 16 4.229075 \n",
"... ... ... \n",
"336774 NaN NaN \n",
"336775 NaN NaN \n",
"\n",
"[336776 rows x 18 columns]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R mutate(flights, gain = arr_delay - dep_delay, gain_per_hour = gain / (air_time / 60) )\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 9 | \n",
" 30 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" MQ | \n",
" N511MQ | \n",
" 3572 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" 30 | \n",
" NaN | \n",
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" MQ | \n",
" N839MQ | \n",
" 3531 | \n",
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" RDU | \n",
" NaN | \n",
" 431 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
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" \n",
"
\n",
"
336776 rows × 18 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"1 2013 1 1 517 2 830 11 UA \n",
"2 2013 1 1 533 4 850 20 UA \n",
"... ... ... ... ... ... ... ... ... \n",
"336775 2013 9 30 NaN NaN NaN NaN MQ \n",
"336776 2013 9 30 NaN NaN NaN NaN MQ \n",
"\n",
" tailnum flight origin dest air_time distance hour minute gain \\\n",
"1 N14228 1545 EWR IAH 227 1400 5 17 9 \n",
"2 N24211 1714 LGA IAH 227 1416 5 33 16 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"336775 N511MQ 3572 LGA CLE NaN 419 NaN NaN NaN \n",
"336776 N839MQ 3531 LGA RDU NaN 431 NaN NaN NaN \n",
"\n",
" gain_per_hour \n",
"1 2.378855 \n",
"2 4.229075 \n",
"... ... \n",
"336775 NaN \n",
"336776 NaN \n",
"\n",
"[336776 rows x 18 columns]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# mutate(flights,\n",
"# gain = arr_delay - dep_delay,\n",
"# gain_per_hour = gain / (air_time / 60)\n",
"# )\n",
"\n",
"#before pandas 0.16.0\n",
"# flights['gain'] = flights.arr_delay - flights.dep_delay\n",
"# flights['gain_per_hour'] = flights.gain / (flights.air_time / 60)\n",
"# flights\n",
"(flights.assign(gain=flights.arr_delay - flights.dep_delay)\n",
" .assign(gain_per_hour = lambda df: df.gain / (df.air_time / 60)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first example is pretty much identical (aside from the names, mutate vs. assign).\n",
"\n",
"The second example just comes down to language differences. In R, it's possible to implement a function like mutate where you can refer to gain in the line calcuating gain_per_hour, even though gain hasn't actually been calcuated yet.\n",
"\n",
"In Python, you can have arbitrary keyword arguments to functions (which we needed for .assign), but the order of the argumnets is arbitrary. So you can't have something like df.assign(x=df.a / df.b, y=x **2), because you don't know whether x or y will come first (you'd also get an error saying x is undefined.\n",
"\n",
"To work around that with pandas, you'll need to split up the assigns, and pass in a callable to the second assign. The callable looks at itself to find a column named gain. Since the line above returns a DataFrame with the gain column added, the pipeline goes through just fine.\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" gain gain_per_hour\n",
"0 9 2.378855\n",
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"... ... ...\n",
"336774 NaN NaN\n",
"336775 NaN NaN\n",
"\n",
"[336776 rows x 2 columns]"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R transmute(flights, gain = arr_delay - dep_delay, gain_per_hour = gain / (air_time / 60) )"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" gain gain_per_hour\n",
"1 9 2.378855\n",
"2 16 4.229075\n",
"... ... ...\n",
"336775 NaN NaN\n",
"336776 NaN NaN\n",
"\n",
"[336776 rows x 2 columns]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# transmute(flights,\n",
"# gain = arr_delay - dep_delay,\n",
"# gain_per_hour = gain / (air_time / 60)\n",
"# )\n",
"\n",
"#before pandas 0.16.0\n",
"# flights['gain'] = flights.arr_delay - flights.dep_delay\n",
"# flights['gain_per_hour'] = flights.gain / (flights.air_time / 60)\n",
"# flights[['gain', 'gain_per_hour']]\n",
"(flights.assign(gain=flights.arr_delay - flights.dep_delay)\n",
" .assign(gain_per_hour = lambda df: df.gain / (df.air_time / 60))\n",
" [['gain', 'gain_per_hour']])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Summarise values with summarise()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"12.639070257304708"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flights.dep_delay.mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Randomly sample rows with sample_n() and sample_frac()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There's an open PR on [Github](https://github.com/pydata/pandas/pull/7274) to make this nicer (closer to ``dplyr``). For now you can drop down to numpy."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 12 14 1939 39 2333 78 AA \n",
"1 2013 11 6 1954 -6 2221 -18 DL \n",
".. ... ... ... ... ... ... ... ... \n",
"8 2013 4 9 1855 -4 2128 3 FL \n",
"9 2013 7 1 1931 11 2129 -29 UA \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N339AA 21 JFK LAX 323 2475 19 39 \n",
"1 N964DL 1147 LGA ATL 113 762 19 54 \n",
".. ... ... ... ... ... ... ... ... \n",
"8 N981AT 645 LGA ATL 105 762 18 55 \n",
"9 N36472 1667 EWR LAS 271 2227 19 31 \n",
"\n",
"[10 rows x 16 columns]"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R sample_n(flights, 10)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" EV | \n",
" N22971 | \n",
" 4662 | \n",
" EWR | \n",
" RDU | \n",
" 72 | \n",
" 416 | \n",
" 10 | \n",
" 37 | \n",
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" NaN | \n",
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" N735MQ | \n",
" 3493 | \n",
" LGA | \n",
" CLE | \n",
" NaN | \n",
" 419 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
10 rows × 16 columns
\n",
"
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"116699 2013 2 7 921 -7 1033 -17 B6 \n",
"105486 2013 12 25 1205 -1 1516 0 B6 \n",
"... ... ... ... ... ... ... ... ... \n",
"156196 2013 3 22 1037 5 1213 2 EV \n",
"288597 2013 8 9 NaN NaN NaN NaN MQ \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"116699 N649JB 4 JFK BUF 51 301 9 21 \n",
"105486 N661JB 1129 JFK RSW 169 1074 12 5 \n",
"... ... ... ... ... ... ... ... ... \n",
"156196 N22971 4662 EWR RDU 72 416 10 37 \n",
"288597 N735MQ 3493 LGA CLE NaN 419 NaN NaN \n",
"\n",
"[10 rows x 16 columns]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sample_n(flights, 10)\n",
"flights.loc[np.random.choice(flights.index, 10)]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"
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],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"0 2013 6 6 1044 44 1441 6 HA \n",
"1 2013 1 24 1110 -4 1259 -16 DL \n",
"... ... ... ... ... ... ... ... ... \n",
"3366 2013 3 19 2107 3 15 16 UA \n",
"3367 2013 4 19 1633 28 1922 30 DL \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"0 N384HA 51 JFK HNL 580 4983 10 44 \n",
"1 N338NB 1031 LGA DTW 79 502 11 10 \n",
"... ... ... ... ... ... ... ... ... \n",
"3366 N847UA 852 EWR IAH 213 1400 21 7 \n",
"3367 N3736C 539 JFK DEN 220 1626 16 33 \n",
"\n",
"[3368 rows x 16 columns]"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R sample_frac(flights, 0.01)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" 292 | \n",
" 21 | \n",
" 36 | \n",
"
\n",
" \n",
"
\n",
"
33677 rows × 16 columns
\n",
"
"
],
"text/plain": [
" year month day dep_time dep_delay arr_time arr_delay carrier \\\n",
"210476 2013 5 19 1312 107 1435 90 AA \n",
"68187 2013 11 14 951 -9 1058 -15 US \n",
"... ... ... ... ... ... ... ... ... \n",
"88447 2013 12 6 1242 -3 1447 -2 DL \n",
"87856 2013 12 5 2136 36 2254 15 EV \n",
"\n",
" tailnum flight origin dest air_time distance hour minute \n",
"210476 N438AA 327 LGA ORD 108 733 13 12 \n",
"68187 N953UW 2142 LGA BOS 39 184 9 51 \n",
"... ... ... ... ... ... ... ... ... \n",
"88447 N943DL 1131 LGA DTW 85 502 12 42 \n",
"87856 N717EV 5451 LGA RIC 53 292 21 36 \n",
"\n",
"[33677 rows x 16 columns]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sample_frac(flights, 0.01)\n",
"flights.iloc[np.random.randint(0, len(flights),\n",
" .1 * len(flights))]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Grouped operations "
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
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" \n",
" \n",
" | \n",
" tailnum | \n",
" count | \n",
" dist | \n",
" delay | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" | \n",
" 2512 | \n",
" 710.257564 | \n",
" NaN | \n",
"
\n",
" \n",
" 1 | \n",
" N0EGMQ | \n",
" 371 | \n",
" 676.188679 | \n",
" 9.982955 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 2960 | \n",
" N999DN | \n",
" 61 | \n",
" 895.459016 | \n",
" 14.311475 | \n",
"
\n",
" \n",
" 2961 | \n",
" N9EAMQ | \n",
" 248 | \n",
" 674.665323 | \n",
" 9.235294 | \n",
"
\n",
" \n",
"
\n",
"
2962 rows × 4 columns
\n",
"
"
],
"text/plain": [
" tailnum count dist delay\n",
"0 2512 710.257564 NaN\n",
"1 N0EGMQ 371 676.188679 9.982955\n",
"... ... ... ... ...\n",
"2960 N999DN 61 895.459016 14.311475\n",
"2961 N9EAMQ 248 674.665323 9.235294\n",
"\n",
"[2962 rows x 4 columns]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R planes <- group_by(flights, tailnum)\n",
"%R delay <- summarise(planes, count = n(),dist = mean(distance, na.rm = TRUE), delay = mean(arr_delay, na.rm = TRUE))\n",
"%R delay <- filter(delay, count > 20, dist < 2000)\n"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" dist | \n",
" delay | \n",
" count | \n",
"
\n",
" \n",
" tailnum | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" N0EGMQ | \n",
" 676.188679 | \n",
" 9.982955 | \n",
" 371 | \n",
"
\n",
" \n",
" N10156 | \n",
" 757.947712 | \n",
" 12.717241 | \n",
" 153 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" N999DN | \n",
" 895.459016 | \n",
" 14.311475 | \n",
" 61 | \n",
"
\n",
" \n",
" N9EAMQ | \n",
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" 248 | \n",
"
\n",
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"
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"
2961 rows × 3 columns
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"
"
],
"text/plain": [
" dist delay count\n",
"tailnum \n",
"N0EGMQ 676.188679 9.982955 371\n",
"N10156 757.947712 12.717241 153\n",
"... ... ... ...\n",
"N999DN 895.459016 14.311475 61\n",
"N9EAMQ 674.665323 9.235294 248\n",
"\n",
"[2961 rows x 3 columns]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# planes <- group_by(flights, tailnum)\n",
"# delay <- summarise(planes,\n",
"# count = n(),\n",
"# dist = mean(distance, na.rm = TRUE),\n",
"# delay = mean(arr_delay, na.rm = TRUE))\n",
"# delay <- filter(delay, count > 20, dist < 2000)\n",
"\n",
"planes = flights.groupby(\"tailnum\")\n",
"delay = (planes.agg({\"year\": \"count\",\n",
" \"distance\": \"mean\",\n",
" \"arr_delay\": \"mean\"})\n",
" .rename(columns={\"distance\": \"dist\",\n",
" \"arr_delay\": \"delay\",\n",
" \"year\": \"count\"})\n",
" .query(\"count > 20 & dist < 2000\"))\n",
"delay"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For me, dplyr's ``n()`` looked is a bit starge at first, but it's already growing on me.\n",
"\n",
"I think pandas is more difficult for this particular example.\n",
"There isn't as natural a way to mix column-agnostic aggregations (like ``count``) with column-specific aggregations like the other two. You end up writing could like `.agg{'year': 'count'}` which reads, \"I want the count of `year`\", even though you don't care about `year` specifically.\n",
"Additionally assigning names can't be done as cleanly in pandas; you have to just follow it up with a ``rename`` like before."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We may as well reproduce the graph. It looks like ggplots geom_smooth is some kind of lowess smoother. We can either us seaborn:"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"\n",
"sns.regplot(\"dist\", \"delay\", data=delay, lowess=True, ax=ax,\n",
" scatter_kws={'color': 'k', 'alpha': .5, 's': delay['count'] / 10}, ci=90,\n",
" line_kws={'linewidth': 3});"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or using statsmodels directly for more control over the lowess, with an extremely lazy \"confidence interval\"."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import statsmodels.api as sm"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"smooth = sm.nonparametric.lowess(delay.delay, delay.dist, frac=1/8)\n",
"ax = delay.plot(kind='scatter', x='dist', y = 'delay', figsize=(12, 6),\n",
" color='k', alpha=.5, s=delay['count'] / 10)\n",
"ax.plot(smooth[:, 0], smooth[:, 1], linewidth=3);\n",
"std = smooth[:, 1].std()\n",
"ax.fill_between(smooth[:, 0], smooth[:, 1] - std, smooth[:, 1] + std, alpha=.25);"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" dest | \n",
" planes | \n",
" flights | \n",
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" 0 | \n",
" ABQ | \n",
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" XNA | \n",
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105 rows × 3 columns
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"
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],
"text/plain": [
" dest planes flights\n",
"0 ABQ 108 254\n",
"1 ACK 58 265\n",
".. ... ... ...\n",
"103 TYS 273 631\n",
"104 XNA 176 1036\n",
"\n",
"[105 rows x 3 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R destinations <- group_by(flights, dest)\n",
"%R summarise(destinations, planes = n_distinct(tailnum), flights = n())"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" planes | \n",
" flights | \n",
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" dest | \n",
" | \n",
" | \n",
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],
"text/plain": [
" planes flights\n",
"dest \n",
"ABQ 108 254\n",
"ACK 58 265\n",
"... ... ...\n",
"TYS 273 631\n",
"XNA 176 1036\n",
"\n",
"[105 rows x 2 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# destinations <- group_by(flights, dest)\n",
"# summarise(destinations,\n",
"# planes = n_distinct(tailnum),\n",
"# flights = n()\n",
"# )\n",
"\n",
"destinations = flights.groupby('dest')\n",
"destinations.agg({\n",
" 'tailnum': lambda x: len(x.unique()),\n",
" 'year': 'count'\n",
" }).rename(columns={'tailnum': 'planes',\n",
" 'year': 'flights'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similar to how ``dplyr`` provides optimized C++ versions of most of the `summarise` functions, pandas uses [cython](http://cython.org) optimized versions for most of the `agg` methods."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" month | \n",
" day | \n",
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"
\n",
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" \n",
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" 0 | \n",
" 2013 | \n",
" 1 | \n",
" 1 | \n",
" 842 | \n",
"
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" 1 | \n",
" 2013 | \n",
" 1 | \n",
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" 943 | \n",
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" 12 | \n",
" 31 | \n",
" 776 | \n",
"
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" \n",
"
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"
365 rows × 4 columns
\n",
"
"
],
"text/plain": [
" year month day flights\n",
"0 2013 1 1 842\n",
"1 2013 1 2 943\n",
".. ... ... ... ...\n",
"363 2013 12 30 968\n",
"364 2013 12 31 776\n",
"\n",
"[365 rows x 4 columns]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R daily <- group_by(flights, year, month, day)\n",
"%R (per_day <- summarise(daily, flights = n()))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"year month day\n",
"2013 1 1 842\n",
" 2 943\n",
" ... \n",
" 12 30 968\n",
" 31 776\n",
"Name: distance, dtype: int64"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# daily <- group_by(flights, year, month, day)\n",
"# (per_day <- summarise(daily, flights = n()))\n",
"\n",
"daily = flights.groupby(['year', 'month', 'day'])\n",
"per_day = daily['distance'].count()\n",
"per_day"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
" year month flights\n",
"0 2013 1 27004\n",
"1 2013 2 24951\n",
".. ... ... ...\n",
"10 2013 11 27268\n",
"11 2013 12 28135\n",
"\n",
"[12 rows x 3 columns]"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R (per_month <- summarise(per_day, flights = sum(flights)))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"year month\n",
"2013 1 27004\n",
" 2 24951\n",
" ... \n",
" 11 27268\n",
" 12 28135\n",
"Name: distance, dtype: int64"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (per_month <- summarise(per_day, flights = sum(flights)))\n",
"per_month = per_day.groupby(level=['year', 'month']).sum()\n",
"per_month"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" flights | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2013 | \n",
" 336776 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" year flights\n",
"0 2013 336776"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R (per_year <- summarise(per_month, flights = sum(flights)))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"336776"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# (per_year <- summarise(per_month, flights = sum(flights)))\n",
"per_year = per_month.sum()\n",
"per_year"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I'm not sure how ``dplyr`` is handling the other columns, like `year`, in the last example. With pandas, it's clear that we're grouping by them since they're included in the groupby. For the last example, we didn't group by anything, so they aren't included in the result."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chaining"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Any follower of Hadley's [twitter account](https://twitter.com/hadleywickham/) will know how much R users *love* the ``%>%`` (pipe) operator. And for good reason!"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" year | \n",
" month | \n",
" day | \n",
" arr | \n",
" dep | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 2013 | \n",
" 1 | \n",
" 16 | \n",
" 34.247362 | \n",
" 24.612865 | \n",
"
\n",
" \n",
" 1 | \n",
" 2013 | \n",
" 1 | \n",
" 31 | \n",
" 32.602854 | \n",
" 28.658363 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 47 | \n",
" 2013 | \n",
" 12 | \n",
" 17 | \n",
" 55.871856 | \n",
" 40.705602 | \n",
"
\n",
" \n",
" 48 | \n",
" 2013 | \n",
" 12 | \n",
" 23 | \n",
" 32.226042 | \n",
" 32.254149 | \n",
"
\n",
" \n",
"
\n",
"
49 rows × 5 columns
\n",
"
"
],
"text/plain": [
" year month day arr dep\n",
"0 2013 1 16 34.247362 24.612865\n",
"1 2013 1 31 32.602854 28.658363\n",
".. ... ... ... ... ...\n",
"47 2013 12 17 55.871856 40.705602\n",
"48 2013 12 23 32.226042 32.254149\n",
"\n",
"[49 rows x 5 columns]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%R flights %>% group_by(year, month, day) %>% select(arr_delay, dep_delay) %>% summarise( arr = mean(arr_delay, na.rm = TRUE), dep = mean(dep_delay, na.rm = TRUE)) %>% filter(arr > 30 | dep > 30)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" | \n",
" | \n",
" arr_delay | \n",
" dep_delay | \n",
"
\n",
" \n",
" year | \n",
" month | \n",
" day | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013 | \n",
" 1 | \n",
" 16 | \n",
" 34.247362 | \n",
" 24.612865 | \n",
"
\n",
" \n",
" 31 | \n",
" 32.602854 | \n",
" 28.658363 | \n",
"
\n",
" \n",
" 1 | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 12 | \n",
" 17 | \n",
" 55.871856 | \n",
" 40.705602 | \n",
"
\n",
" \n",
" 23 | \n",
" 32.226042 | \n",
" 32.254149 | \n",
"
\n",
" \n",
"
\n",
"
49 rows × 2 columns
\n",
"
"
],
"text/plain": [
" arr_delay dep_delay\n",
"year month day \n",
"2013 1 16 34.247362 24.612865\n",
" 31 32.602854 28.658363\n",
"... ... ...\n",
" 12 17 55.871856 40.705602\n",
" 23 32.226042 32.254149\n",
"\n",
"[49 rows x 2 columns]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# flights %>%\n",
"# group_by(year, month, day) %>%\n",
"# select(arr_delay, dep_delay) %>%\n",
"# summarise(\n",
"# arr = mean(arr_delay, na.rm = TRUE),\n",
"# dep = mean(dep_delay, na.rm = TRUE)\n",
"# ) %>%\n",
"# filter(arr > 30 | dep > 30)\n",
"(\n",
"flights.groupby(['year', 'month', 'day'])\n",
" [['arr_delay', 'dep_delay']]\n",
" .mean()\n",
" .query('arr_delay > 30 | dep_delay > 30')\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Other Data Sources"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas has tons [IO tools](http://pandas.pydata.org/pandas-docs/version/0.15.0/io.html) to help you get data in and out, including SQL databases via [SQLAlchemy](http://www.sqlalchemy.org)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Summary"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I think pandas held up pretty well, considering this was a vignette written for dplyr. I found the degree of similarity more interesting than the differences. The most difficult task was renaming of columns within an operation; they had to be followed up with a call to ``rename`` *after* the operation, which isn't that burdensome honestly.\n",
"\n",
"More and more it looks like we're moving towards future where being a language or package partisan just doesn't make sense. Not when you can load up a [Jupyter](http://jupyter.org) (formerly IPython) notebook to call up a library written in R, and hand those results off to python or Julia or whatever for followup, before going back to R to make a cool [shiny](http://shiny.rstudio.com) web app.\n",
"\n",
"There will always be a place for your \"utility belt\" package like dplyr or pandas, but it wouldn't hurt to be familiar with both.\n",
"\n",
"If you want to contribute to pandas, we're always looking for help at https://github.com/pydata/pandas/.\n",
"You can get ahold of me directly on [twitter](https://twitter.com/tomaugspurger)."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
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"file_extension": ".py",
"mimetype": "text/x-python",
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