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zu$UDzdMZQy;gw+ztk%8DIKJ~c@hq<35WLXL45m1)3y%TwzkgWnzKD&3#uLcrDLKdU zukp2p44>LlfW2m5EzT6qzFld*DC^N)NHC8ZEN$aU(-E`)ONbE1v_Kc*{3tt*ZAq;? zSjCV#$>7t_xI!EmtU*WA^Giwt;5sX zsBDQ&slVl{_?NJ898WNQzBMj=TrCFf1kV6GEf74Z3U=P=zGzL>dZ$T(te1S}TeIU| z7gqML*GT+5Cyw{T30rUp`ityeM=7BkP&6(AE~Tmv4;h%RMnpkA{gVnpG4aeHLb ztd`fWzl{G6uYc)9Xg((|^!3)e4|>Y9F7+%NGs-!RE4~I~$+AQ4 zebHO3>+407J}Ti4v^i}oqqwmMfgJuKZk;9mVj)>4xi#>joe552bRd3cleE-L%~xdC zI`Ssz>{sXcZxR0c`~Rv2HqYl1DOt&YkM_AUPQdEVqyPUtmnm3-LY6n`*YJPJW~67P K+j!e0;eP-aNAt}9 diff --git a/lectures/pandas.md b/lectures/pandas.md index e0e70cf0..f6f249c2 100644 --- a/lectures/pandas.md +++ b/lectures/pandas.md @@ -44,7 +44,7 @@ tags: [hide-output] Its popularity has surged in recent years, coincident with the rise of fields such as data science and machine learning. -Here's a popularity comparison over time against STATA, SAS, and [dplyr](https://dplyr.tidyverse.org/) courtesy of Stack Overflow Trends +Here's a popularity comparison over time against Matlab and STATA courtesy of Stack Overflow Trends ```{figure} /_static/lecture_specific/pandas/pandas_vs_rest.png :scale: 40 @@ -154,15 +154,7 @@ In essence, a `DataFrame` in pandas is analogous to a (highly optimized) Excel s Thus, it is a powerful tool for representing and analyzing data that are naturally organized into rows and columns, often with descriptive indexes for individual rows and individual columns. -```{only} html -Let's look at an example that reads data from the CSV file `pandas/data/test_pwt.csv` that can be downloaded -here. -``` - -```{only} latex -Let's look at an example that reads data from the CSV file `pandas/data/test_pwt.csv` and can be downloaded -[here](https://lectures.quantecon.org/_downloads/pandas/data/test_pwt.csv). -``` +Let's look at an example that reads data from the CSV file `pandas/data/test_pwt.csv`, which is taken from the Penn World Tables. Here's the content of `test_pwt.csv` @@ -178,7 +170,7 @@ Here's the content of `test_pwt.csv` "Uruguay","URY","2000","3219.793","12.099591667","25255.961693","78.978740282","5.108067988" ``` -Supposing you have this data saved as `test_pwt.csv` in the present working directory (type `%pwd` in Jupyter to see what this is), it can be read in as follows: +We'll read this in from a URL using the `pandas` function `read_csv`. ```{code-cell} python3 df = pd.read_csv('https://raw.githubusercontent.com/QuantEcon/lecture-python-programming/master/source/_static/lecture_specific/pandas/data/test_pwt.csv') From 83d8c145d7bafb68c187c0e034dfaedf3d117591 Mon Sep 17 00:00:00 2001 From: John Stachurski Date: Thu, 16 Sep 2021 19:21:04 +1000 Subject: [PATCH 2/2] fixed scale --- lectures/pandas.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lectures/pandas.md b/lectures/pandas.md index f6f249c2..3b4f0de0 100644 --- a/lectures/pandas.md +++ b/lectures/pandas.md @@ -47,7 +47,7 @@ of fields such as data science and machine learning. Here's a popularity comparison over time against Matlab and STATA courtesy of Stack Overflow Trends ```{figure} /_static/lecture_specific/pandas/pandas_vs_rest.png -:scale: 40 +:scale: 100 ``` Just as [NumPy](http://www.numpy.org/) provides the basic array data type plus core array operations, pandas