Skip to content

introduce pct_change() #50

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
afeld wants to merge 1 commit into
base: main
Choose a base branch
from
Open

introduce pct_change() #50

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
46 changes: 44 additions & 2 deletions lecture_4.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -70,7 +70,50 @@
}
},
"source": [
"As an example, we'll look at the frequency of 311 requests:\n",
"Simple time series: The population data."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"districts = pd.read_csv('https://storage.googleapis.com/python-public-policy/data/311_community_districts.csv.zip')\n",
"districts.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"Helpful function for looking at changes over time: [`pct_change()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pct_change.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"discticts.pct_change(axis='columns')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Next, we'll look at the frequency of 311 requests:\n",
"\n",
"- Over time\n",
"- By day of the week\n",
Expand Down Expand Up @@ -106,7 +149,6 @@
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import plotly.express as px\n",
"\n",
"# boilerplate for allowing PDF export\n",
Expand Down