From 2c8bbff717c7202fc4129953af5cc7601e514c99 Mon Sep 17 00:00:00 2001 From: Rohan Jha Date: Thu, 11 Jan 2024 21:09:07 +0400 Subject: [PATCH] Update documentation --- .../content/04-visualizations/types.ipynb | 1165 ++++++++++++++++- content/04-visualizations/types.html | 116 +- searchindex.js | 2 +- 3 files changed, 1247 insertions(+), 36 deletions(-) diff --git a/_sources/content/04-visualizations/types.ipynb b/_sources/content/04-visualizations/types.ipynb index 2bf131e..149bffe 100644 --- a/_sources/content/04-visualizations/types.ipynb +++ b/_sources/content/04-visualizations/types.ipynb @@ -16,10 +16,6 @@ "import seaborn as sns\n", "%matplotlib inline\n", "\n", - "import plotly\n", - "import plotly.io as pio\n", - "pio.renderers.default = 'iframe'\n", - "import plotly.express as px\n", "import plotly.graph_objects as go\n" ] }, @@ -867,7 +863,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "id": "4c263065", "metadata": { "tags": [] @@ -876,14 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+ "text/html": [ + "
" ] }, "metadata": {}, @@ -920,7 +2042,6 @@ "))\n", "\n", "# Set title/axis labels\n", - "# Set title/axis labels\n", "fig.update_layout(\n", " title='Proportion enrolled in Primary School, using data from 1970 to 2014',\n", " xaxis=dict(title='Percent of Males'),\n", @@ -1647,7 +2768,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 16, "id": "9f48b21d", "metadata": {}, "outputs": [ @@ -1685,7 +2806,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 17, "id": "813c0eb4", "metadata": {}, "outputs": [ @@ -1718,7 +2839,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 18, "id": "ac609ceb", "metadata": {}, "outputs": [ @@ -1765,7 +2886,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 19, "id": "5366d5d3", "metadata": {}, "outputs": [ @@ -1805,7 +2926,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 20, "id": "0e05cf41", "metadata": {}, "outputs": [ @@ -1839,9 +2960,11 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 21, "id": "a6bac2a0", - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [ { "data": { diff --git a/content/04-visualizations/types.html b/content/04-visualizations/types.html index 1e901c9..d3eed03 100644 --- a/content/04-visualizations/types.html +++ b/content/04-visualizations/types.html @@ -375,10 +375,6 @@

Contents

import seaborn as sns %matplotlib inline -import plotly -import plotly.io as pio -pio.renderers.default = 'iframe' -import plotly.express as px import plotly.graph_objects as go @@ -939,7 +935,6 @@

Scatter Plotsname='y = x Line' )) -# Set title/axis labels # Set title/axis labels fig.update_layout( title='Proportion enrolled in Primary School, using data from 1970 to 2014', @@ -953,15 +948,108 @@

Scatter Plots -
-
+
+

With the help of these hover points, we can see that we have trended closer to gender equality in primary school enrollment over time. Great news!

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