From faea9a4f96e49bfbe62c375b1e5f08130e93c697 Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Thu, 11 Dec 2025 13:14:00 -0800 Subject: [PATCH 1/2] ensure plots with year on x axis only show integers --- chapters/07/Visualization.ipynb | 49 +++++++++++++++++++-------------- 1 file changed, 28 insertions(+), 21 deletions(-) diff --git a/chapters/07/Visualization.ipynb b/chapters/07/Visualization.ipynb index f13f04f2..7a16ee56 100644 --- a/chapters/07/Visualization.ipynb +++ b/chapters/07/Visualization.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 31, "metadata": { "tags": [ "remove-input" @@ -32,6 +32,7 @@ "matplotlib.use('Agg')\n", "%matplotlib inline\n", "import matplotlib.pyplot as plots\n", + "from matplotlib.ticker import MaxNLocator\n", "plots.style.use('fivethirtyeight')\n", "import numpy as np\n", "np.set_printoptions(threshold=50)" @@ -166,9 +167,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" + "
" ] }, "metadata": {}, @@ -244,9 +245,9 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -476,14 +477,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -505,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -514,14 +515,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -529,7 +530,10 @@ } ], "source": [ - "century_21.plot('Year', 'Number of Movies')" + "century_21.plot('Year2', 'Number of Movies')\n", + "\n", + "# Ensure the plot only shows integers\n", + "plots.gca().xaxis.set_major_locator(MaxNLocator(integer=True))" ] }, { @@ -543,14 +547,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -558,7 +562,10 @@ } ], "source": [ - "century_21.plot('Year', 'Total Gross')" + "century_21.plot('Year', 'Total Gross')\n", + "\n", + "# Ensure the plot only shows integers\n", + "plots.gca().xaxis.set_major_locator(MaxNLocator(integer=True))" ] }, { @@ -611,7 +618,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "venv-new-jb", "language": "python", "name": "python3" }, @@ -625,7 +632,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.9.6" } }, "nbformat": 4, From fe7217c2afffad30a2c04ac736f7c750c30d31ec Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Tue, 13 Jan 2026 11:39:30 -0800 Subject: [PATCH 2/2] year not year2 --- chapters/07/Visualization.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/chapters/07/Visualization.ipynb b/chapters/07/Visualization.ipynb index 7a16ee56..4a032674 100644 --- a/chapters/07/Visualization.ipynb +++ b/chapters/07/Visualization.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 1, "metadata": { "tags": [ "remove-input" @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -506,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -515,12 +515,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -530,7 +530,7 @@ } ], "source": [ - "century_21.plot('Year2', 'Number of Movies')\n", + "century_21.plot('Year', 'Number of Movies')\n", "\n", "# Ensure the plot only shows integers\n", "plots.gca().xaxis.set_major_locator(MaxNLocator(integer=True))" @@ -547,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 12, "metadata": {}, "outputs": [ {