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@dcshapiro
Created June 24, 2021 18:21
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Being wrong sucks.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
},
"colab": {
"name": "Being wrong sucks.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dcshapiro/59a2e5050ae86b517d3f945a07397be3/being-wrong-sucks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "3JXwby4LQTTM"
},
"source": [
"import numpy as np\n",
"import seaborn as sns\n",
"\n",
"def formatWeeklyPrinting(ax,title_y,chartTitle):\n",
" ax.set_xticks(np.arange(0,7))\n",
" ax.set_xticklabels(days, rotation=35)\n",
" ax.set_title(chartTitle)\n",
" ax.set(xlabel='Day of Week', ylabel=title_y)\n",
" return ax\n",
"days = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']\n",
"\n",
"def collectData(n):\n",
" return np.random.random((n,7)).T*10"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mNTRZNmmQTTN",
"outputId": "228609cf-8e47-487b-ce7b-477df0601809"
},
"source": [
"ax = sns.lineplot(data=collectData(1))\n",
"ax = formatWeeklyPrinting(ax,'Part 733T Failures','Reported Failures of Part 733T Over One Week')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3Kb-GZLOQTTO",
"outputId": "ee828b3e-d039-4495-e911-2f0bade7be21"
},
"source": [
"ax=sns.lineplot(data=collectData(2))\n",
"ax = formatWeeklyPrinting(ax,'Part 733T Failures','Reported Failures of Part 733T Over Two Weeks')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ZaBwaEZbQTTP",
"outputId": "61086b4b-13a9-4c9f-de6f-9dd224426cc6"
},
"source": [
"ax=sns.lineplot(data=collectData(3))\n",
"ax = formatWeeklyPrinting(ax,'Part 733T Failures','Reported Failures of Part 733T Over Three Weeks')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "QvfR4tb5QTTP",
"outputId": "7f2c6eda-d79f-4d8d-fc20-3d85d29c2fee"
},
"source": [
"ax=sns.lineplot(data=collectData(10))\n",
"ax = formatWeeklyPrinting(ax,'Part 733T Failures','Reported Failures of Part 733T Over 10 Weeks')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "gwwOaQe5QTTP",
"outputId": "95ae4b4b-b603-41a1-88bf-0aa32a4b6a88"
},
"source": [
"ax = sns.lineplot(data=collectData(100))\n",
"ax=formatWeeklyPrinting(ax,\"Part 733T Failures\",\"Reported Failures of Part 733T Over 100 Weeks\")\n",
"ax.get_legend().remove()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Zmwg4RHDQTTP",
"outputId": "866142d0-683d-4288-b729-0a965bc7aa01"
},
"source": [
"ax = sns.scatterplot(data=collectData(100))\n",
"ax=formatWeeklyPrinting(ax,\"Part 733T Failures\",\"Reported Failures of Part 733T Over 100 Weeks\")\n",
"ax.get_legend().remove()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "GyDTcBA2QTTQ",
"outputId": "24fbec76-2e44-44a9-f109-780ea02f917f"
},
"source": [
"ax = sns.scatterplot(data=collectData(100).mean(axis=1))\n",
"ax=formatWeeklyPrinting(ax,\"Average # of Part 733T Failures\",\"Average Reported Failures of Part 733T Over 100 Weeks\")\n",
"ax.set_ylim(0,10)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(0.0, 10.0)"
]
},
"metadata": {
"tags": []
},
"execution_count": 166
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": false,
"id": "qCZZ84cQQTTQ",
"outputId": "d583106a-80a7-482a-bc8c-5060c2430db4"
},
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"weeklyData=pd.DataFrame(data=collectData(100).T.tolist(),columns=list(range(7)))\n",
"display(weeklyData.head())\n",
"for day in range(7):\n",
" ax = sns.regplot(data=weeklyData,y=weeklyData[day],x=weeklyData.index)\n",
" ax.set_title('Reported Failures of Part 733T Over 100 Weeks on {}'.format(days[day]))\n",
" ax.set(xlabel='Week number', ylabel='Part 733T Failures')\n",
" plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
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"<style scoped>\n",
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" }\n",
"\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th></th>\n",
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" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>8.323397</td>\n",
" <td>0.510636</td>\n",
" <td>8.203430</td>\n",
" <td>0.241612</td>\n",
" <td>9.120170</td>\n",
" <td>1.790313</td>\n",
" <td>3.394636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3.929771</td>\n",
" <td>3.999047</td>\n",
" <td>4.715194</td>\n",
" <td>5.317550</td>\n",
" <td>5.512338</td>\n",
" <td>6.337833</td>\n",
" <td>7.265924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.603130</td>\n",
" <td>0.125213</td>\n",
" <td>9.017049</td>\n",
" <td>1.512479</td>\n",
" <td>4.705121</td>\n",
" <td>2.743994</td>\n",
" <td>1.267923</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>8.328804</td>\n",
" <td>5.909902</td>\n",
" <td>4.445096</td>\n",
" <td>6.426804</td>\n",
" <td>2.358306</td>\n",
" <td>0.343066</td>\n",
" <td>8.691594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.003821</td>\n",
" <td>0.195295</td>\n",
" <td>5.973518</td>\n",
" <td>7.452150</td>\n",
" <td>3.288213</td>\n",
" <td>6.788077</td>\n",
" <td>0.337380</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6\n",
"0 8.323397 0.510636 8.203430 0.241612 9.120170 1.790313 3.394636\n",
"1 3.929771 3.999047 4.715194 5.317550 5.512338 6.337833 7.265924\n",
"2 1.603130 0.125213 9.017049 1.512479 4.705121 2.743994 1.267923\n",
"3 8.328804 5.909902 4.445096 6.426804 2.358306 0.343066 8.691594\n",
"4 2.003821 0.195295 5.973518 7.452150 3.288213 6.788077 0.337380"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zzYX8p7BQTTR",
"outputId": "4f89c77a-ea78-4aeb-9cd9-ae881606e784"
},
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"dailyData=pd.DataFrame(data=collectData(100).T.flatten().tolist(),columns=[0])\n",
"dailyData.head()\n",
"ax = sns.regplot(data=weeklyData,y=dailyData[0],x=dailyData.index)\n",
"ax.set_title('Daily Reported Failures of Part 733T Over 700 Days')\n",
"ax.set(xlabel='Day', ylabel='Part 733T Failures')"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[Text(0.5, 0, 'Day'), Text(0, 0.5, 'Part 733T Failures')]"
]
},
"metadata": {
"tags": []
},
"execution_count": 154
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "vZKOG3esQTTR",
"outputId": "15e5036b-a1e1-424d-9bf0-6810bb23ca14"
},
"source": [
"pd.set_option(\"display.precision\", 2)\n",
"dailyData.describe()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>700.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>4.97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2.38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>4.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>7.61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>9.99</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0\n",
"count 700.00\n",
"mean 4.97\n",
"std 2.92\n",
"min 0.02\n",
"25% 2.38\n",
"50% 4.94\n",
"75% 7.61\n",
"max 9.99"
]
},
"metadata": {
"tags": []
},
"execution_count": 160
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7hbQtZYhQTTR"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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