diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 22cf8bdea..05f793abe 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -10,18 +10,23 @@ - For each visualization (good and bad): - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. ``` - Your answer... - - + Example of a good Visualization: + https://datavizproject.com/data-type/proportional-area-chart-icon/ + The purpose of the visualization is to show pasta consumption per year across European countries. The creators chose to use a proportional area chart which was effective in converying their message of quantity per (perceptual). It is also aesthetically pleasing to look at with the use of color and images (e.g., plates of pasta and flags). It also appears to provide an accurate representation of the data (substansive). In addition, the grouping of kg value, area chart and flag allowed for readibility (Gestalt principles; grouping). + + Gestalt principles + Example of a bad visualization: + https://public.tableau.com/app/profile/mcc.rpie/viz/AnnualDegreesandCertificates_16487718324400/Awards + Although initially unclear, the purpose of this graph is to plot the annual degrees and certificates awarded from the years of 2014-2024 at MiraCosta college. I found this graph really hard to interpret. First, the colours assigned to different degree types are very similar which makes the viewer have to reference the legend and closely compare the colours (perceptual). The similarity in colour implies that these degrees are similar in some way (Gestalt principles) In addition, visually it is very busy with several bars and colours. When referencing the Gestalt principles, each colour within the bars are grouped together, which imply that the viewer should be looking within the bar, rather than the trend of each degree across a ten year span. In addition, it is unclear what the numbers at the top of each bar mean. ``` - How could this data visualization have been improved? ``` - Your answer... + Given the purpose of this chart is to visualize the annual count of awards and degrees of various faulties and the change across time, I believe a line graph would make more sense and convey the message in a more effective way. Using a line graph, the viewer can follow 8 lines (degrees/awards) and how the annual count of awards changes across time (enrollment). In additions, given there is no similarity between degrees, each colour should be different to avoid confusion or interpretation of similarity between degrees. diff --git a/02_activities/assignments/participation/DSI_Visualization_Module_Notes.txt b/02_activities/assignments/participation/DSI_Visualization_Module_Notes.txt new file mode 100644 index 000000000..ba80abc76 --- /dev/null +++ b/02_activities/assignments/participation/DSI_Visualization_Module_Notes.txt @@ -0,0 +1,28 @@ +# DSI Visualization Module Notes + +When making a visualization you have to think about +- aesthetic: is it visually pleasing +- substance: is it accurate +- perception: comprehension + +These are all dependent on +- context +- audience +- data structure + +Seaborne package + +Resources: Matplotlib Cheatsheets +https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf + + +Leaving a comment in your code - what is helpful information to include: +- Be very detailed +- Describe what you are doing and why +- Use a # + +Ensuring reproducibility +- set seed so the randomization still ensures the same output every time + + +Styles: A way to change many aesthetic dimensions of our plots at the same time diff --git a/02_activities/assignments/participation/class-1_code.ipynb b/02_activities/assignments/participation/class-1_code.ipynb new file mode 100644 index 000000000..112458f33 --- /dev/null +++ b/02_activities/assignments/participation/class-1_code.ipynb @@ -0,0 +1,351 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "61030799", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "870c61f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make some sample data \n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)\n", + "\n", + "# make basic scatterplot \n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "fe5e3434", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lets modify the graph \n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "deb54ea5", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "EOL while scanning string literal (3731831618.py, line 5)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_14976\\3731831618.py\"\u001b[1;36m, line \u001b[1;32m5\u001b[0m\n\u001b[1;33m ax.hist(y, edgecolor='orange)\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m EOL while scanning string literal\n" + ] + } + ], + "source": [ + "# lets make a histogram \n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y) \n", + "ax.hist(y, edgecolor='orange')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "75336706", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding axis labels \n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)\n", + "ax.set_title(\"Total Growth Over Time\")\n", + "ax.set_ylabel(\"Total Growth\")\n", + "ax.set_xlabel(\"Years since start\")\n", + "fig.tight_layout()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2fcf0d3a", + "metadata": {}, + "outputs": [], + "source": [ + "# Modifying labels and titles \n", + "font1 = {'family': 'sans-serif', 'color': 'blue', 'size': 16 } \n", + "font2 = {'family': 'monospace', 'color': 'green', 'size': 14 }" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "25010e58", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)\n", + "ax.set_title(\"Total Growth Over Time\", fontdict=font1)\n", + "ax.set_ylabel(\"Total Growth\", fontdict=font2)\n", + "ax.set_xlabel(\"Years since start\", fontdict=font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "95c40491", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_14976\\1611107202.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# customize plot apperance \n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + " y, \n", + " marker='*',\n", + " color=\"indigo\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "23b8ddd3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_14976\\3870508534.py:10: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modify data points \n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + " y, \n", + " marker='*',\n", + " color=\"indigo\", \n", + " linestyle='--',\n", + " linewidth=2,)\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "5004805c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_14976\\1175066258.py:5: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "\n", + "# color being the new addition \n", + "ax.plot(x,y,marker='*',color ='#7425b9', linestyle='--', linewidth=2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f9df4efd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_14976\\2244110242.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + } + ], + "source": [ + "# customize the plot further \n", + "ax.plot(x,y,marker='*',\n", + " color ='#7425b9', \n", + " linestyle='--', \n", + " linewidth=2,\n", + " markeredgecolor='fa9359',\n", + " markerfacecolor='#000000')\n", + "fig.show() \n", + "\n", + "ax.grid(axis ='y', \n", + " color = 'red',\n", + " linestyle = '--',\n", + " linewidth = .05)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/class-3_code.ipynb b/02_activities/assignments/participation/class-3_code.ipynb new file mode 100644 index 000000000..fe93b723d --- /dev/null +++ b/02_activities/assignments/participation/class-3_code.ipynb @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "bd2a68a6", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy \n", + "import PIL \n", + "import requests\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100, 50) \n", + "y2 = np.random.randint(0, 100, 50)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "26a85c6d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\2719680439.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make a line plot with both of our y variables on the same axes \n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1) \n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7cf4791b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\2829712695.py:7: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lets add a legend using a label argument in the plot function\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\") \n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "794a7c3a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\944338152.py:11: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# lets modify our legend \n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\") \n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', \n", + " frameon=True,\n", + " fontsize='12',\n", + " ncol =2, #specifcy number of columns\n", + " shadow = True)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d34ce3bd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\2925275941.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# move the plot outside the plot area\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor =(1,1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "07539104", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\2978768807.py:9: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# annotations with the text() function \n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.text(10,95, \"This value is important!\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "48c519ca", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\2345483105.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + } + ], + "source": [ + "# Modify text annotations \n", + "\n", + "ax.text(10,95, \"This value is important!\",\n", + " ha='center',\n", + " color='red',\n", + " size= 20) \n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2ddcfa6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '.Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# use transforms for positioning text annotations \n", + "\n", + "fig, ax = plt.subplots() \n", + "ax.axis([0, 10, 0, 10]) \n", + "\n", + "ax.text(1,5, \". Data:(1,5)\", transform=ax.transData)\n", + "ax.text(0.5, 0.1, \".Axes:(0.5, 0.1)\", transform=ax.transAxes)\n", + "ax.text(0.2, 0.2, \".Figure:(0.2, 0.2)\", transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "21452f3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Annotating with arrows \n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.annotate('This is important!', xy=(10,95), xytext=(20, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2016566e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\4158575853.py:6: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + } + ], + "source": [ + "# Modifying arrow properties\n", + "ax.annotate('This is important!',\n", + " xy=(10,95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle= 'wedge',\n", + " color = 'hotpink'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "bc8a7c30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# removing tick marks and labels \n", + "\n", + "fig, ax =plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) #removes ticks\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter()) #removes labels\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "555b7d59", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\1326248393.py:8: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the max number of ticks on each axis \n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3)) # max 4 ticks on x axis\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a2b5d4c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8KwGKZCWCRZBVlRBsnUTKjvAbuTqe5Q6VmyM6gyCpTz7L23H2Qtsqap1E/eyIgJCj41nuCOJzIUIGQVKfHOXt3BQ6cB41b4mq6o+SZUcEjLtwY8IzFMlKdBZBVlW8FDpQY49AsuwIQmAokpXgA0FWVTyVt1ORReeAlB1BCAxFshJ8IUg4v6PQgcqhZUyCEBiKZCUI6SFlRxAiQJGsBCEttIxJECJBkawEIR2k7AhCRORWQskrNmtIBC7ICW/l5CRBRXOAlB1BEB3pROsXIjhkV05OZXOAY4wprmyDxWKBTqeD2WwWvZErQagJt5bEsS3Xko3b3xquWRgqzMGSGkc5OQ8jft2vK5al5Wj/o4A54K8+IMuOIEIUd5ZE97hw/DPsRUQJ1PqF6IjfLXy4SoRtmy+8pSVw+x+poGhMgghBPBWmTr34A6KumLx8sk3rFwGw2hgqTjZgU/VZVJxsCIl6of6Ukxt8YQ80X0zrVKNVvwmk/Y+CIMuOIEIMb5ZEEhr9O4gArV9k57MSCV9l4jSwYWH4hxDN0lJp+x+y7AgixPBmSdQj3r+D8Nz6JZRbIPkqE5elOQYDd95jfwLeLS2Vtv8hZUcQIYY3S6LSlo5zLAGeVw/5b/0S6i2QfLXwEd3aVmn7H1J2BBFieLMkbNBgUetUAADzVNyM59YvgbRAUiO+ysmJbm072v94lAiKbP9Dyo4gQgxflsRXtiz8Ifwl0Vq/UAsk7+Xkpj/2mPiWlgrb/1CACkGEGP40A71r/O/AZcwXJaeLWiDZ8VpOLkyCRqsqa/9DSeUEEaLIJfrRamMYuXSnzxZI384bFdp1RN1WNOluV3QKtLT4wl99QMqOIEIYudRidERjAu4tTeoMcQ0V1arkC1J2BEEoCrlYmoSyoHJhBEEoCmqBRAgJKTuCIGSDologEYqCUg8IgiAI1UOWHSEL5BIoQRCEOiFlR0gOBSYQBCE0tIxJSEooFwAmCEI8SNkRkhHqBYAJghAPUnYygZpWdkTtBYAJghAPQZTd2bNn8fjjjyMxMRFRUVEYNGgQDhw44HyfMYYFCxYgJSUFUVFRyM3NxYkTJ4QQRRGUH6nFyKU78dh7ezFnfTUee28vRi7dqfolPCoATBCEWPCu7H755ReMGDEC4eHh+Mc//oGamhr8z//8D2644QbnPsuWLcPKlSuxZs0a7Nu3DzExMRgzZgyamkLvphbKPqu2hX01sGG4pgYPaf6F4ZoaaGBzux9BEEQw8B6NuXTpUqSmpqKsrMy5LS0tzfl/xhhKSkrw8ssvY9y4cQCADz/8EMnJyfjyyy8xefJkvkWSLb58VhzsPqt7MvSqDMN3tJoZcmEPFoR/CAN3fbnyHEvA4tap+CH2TmSlJUgoJUEQaoB3y27z5s249dZb8Zvf/AZJSUnIzMzEe++953zfaDTCZDIhNzfXuU2n0yE7OxsVFRVuj9nc3AyLxeLypwbU6LPy6nu0WQHjN8DhvwDGbxAGG94e9jPeDi+BHq7nqMd5vB1egreH/axKRa942v2WsFmlloggvMK7Zfef//wHpaWlKCwsxB/+8Afs378fzz33HLRaLaZNmwaTyQQASE527aqbnJzsfK89xcXFWLRoEd+iSo7afFZe8+U0+zu2J4lNQebVZjCuY1tKDWfvlJ3541LgnsdDvrK7rHDbasZg724dwq1mCHnDu2Vns9kwbNgwvP7668jMzMTMmTMxY8YMrFmzJuhjFhUVwWw2O//OnDnDo8TSoaamld58j1+uWwP2+VTXmyMAXKgFrpz30n+ZAZaz9pYmhDyo2WxvItr+t7TU2rfXbJZGLoLwAe/KLiUlBRkZGS7bBgwYgNOnTwMA9Ho9AKCurs5ln7q6Oud77YmIiEBcXJzLnxpw+Kw83+ztlpHcfVbefI8cbFgQ/iGY23f95GKd730I4bFZ7Radt8zI8vm0pEnIEt6V3YgRI3D8+HGXbf/+97/Rq1cvAPZgFb1ejx07djjft1gs2LdvH3JycvgWR9aEaTgsHGt/MGiv8ByvF47NkL3PypvvMUtzDAbufOcmWtdk3/sQwnPqXx0tOhfIEifkC+/K7vnnn8fevXvx+uuv46effsK6devw7rvvIj8/HwDAcRwKCgrw2muvYfPmzTh8+DCmTp0Kg8GA8ePH8y2O7MkbmILSx4dBr3NdqtTrIhXTndmbTzEJjZ04MgfEdbd3Yyakx18LWyBLPBQLLxD8wXuAym233YaNGzeiqKgIixcvRlpaGkpKSjBlyhTnPi+99BIuXbqEmTNnorGxESNHjkR5eTkiI+XvmxICpTet9OZTrEd8kEe9du55Syg4RS74a2ELYIlTsXCis3CMMcU9Hvnbhj1obFb7UszFOvuF2+t2SW+4cm9/Y7UxjFy6EyZzUwdvjgY2fBvxHPQelzI5IOoGIDyyXXRfd7uik2N0n8zmh2jYrEDJQHswigcPLeIMQMFhXsfDEfzU/hsdV0Dp48MU/bAYkvB4DfmrD0jZtUdmYdVKeaJ13JAA19sgB2CMphKl2hXXbk7t3wUw6UMg/QFlKBCZzQ/RcURjAvD4W/I4Do4HKU8+YQ6ALjockV3CYLLI+xohrsHzNUTKLhicF7KHZ0ieL2Rf+PNEK6eLOeA8O4mtt4AtZpnND8lwe7MS5resONmAx97bG/Dn5HqNhDwCXEOk7ALFuUTjKdpMmCUaT/jzRKvXReLbeaNktVzjVYHIaPkvYItZZvNDckT6LTdVn8Wc9dVBfVau10jIItA15K8+oE7lDgIJq067Q3BxAiklltM7UXB5/CVMw3mWRxMmyti54OamXF5T79ZidhTfdmsNyGx+SI5Iv2VnCirI9RoJWSS+hkjZOZA4rLo9aislJglulttYnAG7Lj8OhqEddvdafFtm8yNUcBRecBf85C90jcgEia8hat7qQMKwaneoqZSYJHgpa/V66zKM0VS6/ZjH4tsymx+hgrfCC/5C14hMkPgaImXnoNft9vVib8W7RExwVkspMUnwUtaKu7ZtYfhHLj3z2tPBGpDZ/AglPBZeiItAfHQ4XSNKQeJriJSdA02YPfQVgMfiXSImOKullJgk+PANaDjAwDUgS3PM4z4drAGZzY9QI29gCr6dNwqfzhiOFZOH4tMZw/Hd/NFYMmEQABleI9QCqSMSX0Ok7NqS8ZA99DWuXXBCnEGSsHI1lBKTBD/X/N2VMvNqDchsfoQajuCncUO7I6d3IsI0nDyvkZrN9qjDDx4E/vqU/d+SgdQRApD0GqLUA3fIKEQekH8FFdlh/MZ+g/HB5JaXsdd2vUOH37lZMpsfhIyuEcrF9A+qoOIfgis7BSHYRa7kG7ofZa2uRCUj17oKZy2tzq1UdSM04e0aolxMSaA8uxBAsFJiSi+J5fANfD4V9ifqjmWtosa+gT3p98jDGiAkg9driHIxZQ357BSKt87gsz4+iPIjtcEd+NoyDGt30TKldaL2wzfgzgdEhA68X0OUiylryLJTIN46g3tNjPbFtZB9BuYmVsq+lSufby/arIRlmIyHlFNgmhAVIa4ha0wS/JlZ/u5H8AspOwUiWCmxa8swnrNgFLgMI0WJMkL2CHENVVrT0YslQI/zcKcfbQwwIRHG1v7QnGyg5XORIWWnQIQqJWa7YPJrXdvf/QhCrghxDdVfasXa1qkoDS+BjcFF4Tmaqi9qfQL71v+AxisUGCU2dM9SIEKVEjt6IZrX/QhCrghxDSXFRmKbLQuzWgtggmuepgmJmNVagG22LBdFB/DgZyf8giw7BeKrOK6jtUmgZZJ+ih6EG/xYhvkpehBuDkpygpAHQlxDjmN+Zc7C9uZbkaU5hiQ0oh7xqLSlw+bBtuiUn53wG7LsFIhQpcSS4mKwqNXehdrW7g7QdhkmKS4mQIkJQl4IcQ21PSaDBnttGdhsux17bRkeFZ0DjwXICd4gZadQhCiTlJWWgEOxd+IZD8swz7QW4FDsnVRYl1AFQlxDno4ZHxXu1+epHZFwUAUVhcN3BRVH7pEGNtzWZhlm/7VlGKrJSagNIaoQtT+mjTFMeX+fz899OmM4NZoNEKqgEiJ47QweBI4n00VbarDXfL1uJEWMEWqF72vI3TGtNiaIn53wH1J2RAfyBqbgngw9ldIiCJ5w+PNmfXzQQwE7atklNLSMSRAEIRKC1bMNYWgZkyAIQmbQqol0kLIjREM2PccEJlTOUxCU3FrKT4TwERK+IWVHiEKoLN+EynkKgtJbSxGyhnx2hOA40hk89G4WNJ1BTCtLyvMMGrlYUtThu/PI5bcUGfLZEbJAsHZEfiCmlSXleQaNXCypa62l3HeVvzZ6SmotJQVy+S1lDFVQIQQlkFYqfCJYc1sPSHWefmGzAsZvgMN/sf9rs163pNp31m7TpNdqY6g42YBN1WdRcbIB1vY15PgikA7fIiPaGHQGP35Lgiw7QmCEakfkDSmsLCnO0y/cPfHHpgBXm+HNkrqy5UXkfhmJsxYRWtHItMO3IvyvZBX7DVl2hKAI1Y7IG1JYWVKcp088PfFfqAWueDt3hqgrJqRe/MFlq2CtaLom87sfD4i9MhA0MraK5Ybgym7JkiXgOA4FBQXObU1NTcjPz0diYiK6du2KiRMnoq5O3Kc2QhwcbU88dz+3Py3zWSZJCitLivP0itcnfv9IQqPLa8eRFm2p4Xc5r9ftdv+St9GL627fTwR8rQwAAoxBsMjUKpYjgiq7/fv345133sHgwYNdtj///PPYsmULvvjiC+zevRvnzp3DhAkThBSFkAih2hF5QworS4rzdODWr+Tzid839YjvsE0Q36MmzB5IAcDj6OUtCXoZLlC/m6z9r+2RoVUsVwTz2V28eBFTpkzBe++9h9dee8253Ww2489//jPWrVuHUaNGAQDKysowYMAA7N27F8OHDxdKJEIi2haXbnsT0Qvk/xCqua0vxD5PwLNfac2Q/2BIkMd0NOmttKV73Id332PGQ/b0ArcRhUuCjigMxu8mW/+rOxxWsaUW7q14zv6+SFaxnBFM2eXn5+OBBx5Abm6ui7KrqqpCa2srcnNzndvS09PRs2dPVFRUuFV2zc3NaG5udr62WCxCiU0IhJhlkqQsuivmeXrK6zOZm1D8bSPWawM/Jrs2Yotan/DacFQQ32PGQ/ZACp5yxbyNz6yPD3rMe5Sl/9UTDqv486mAp9neCatYTQii7NavX4+DBw9i//79Hd4zmUzQarWIj4932Z6cnAyTyeT2eMXFxVi0aJEQohIiImaZJCmsLAdinKcvv9J+WzrqkIgknAfn6Yk/6gYgPLKDJfWHy1PwVfNQt98reCsaTRiQdkenD9OZiFypVgaCRiCrWG3wruzOnDmDOXPmYPv27YiM5OfJp6ioCIWFhc7XFosFqampvBxbNEK0uoGUqLnori+/khUaLGh5Amu0K+DxiX/sig6WFNfrdtxVU4/PFN6KJhC/W/sHE0W24+HZKvYbBd3XeFd2VVVVqK+vx7Bhw5zbrFYr9uzZg7feegvbtm1DS0sLGhsbXay7uro66PV6t8eMiIhAREQE36KKB1U3kAy1Ft31x1+0zZaF/VklyDq21PsTfztLSkqrmC8663dT5BjwZBX7jcLua7wru9GjR+Pw4cMu25588kmkp6dj3rx5SE1NRXh4OHbs2IGJEycCAI4fP47Tp08jJyeHb3Gkx1PNP0d1A6r5RwSBv/4ia/+xQN4TAT99K90q5sPvpvQxEBQF3td4V3axsbEYOHCgy7aYmBgkJiY6tz/11FMoLCxEQkIC4uLi8OyzzyInJ0cZkZiBmO1U3YAQiID8ShouqCd+JVvFfPndlDwGgqHQ+5okFVT+9Kc/4cEHH8TEiRNx5513Qq/XY8OGDVKIEhg1m4GSgcAHDwJ/fcr+b8lAz7XnqLoBIRBS5vUpARofAVHofU0UZbdr1y6UlJQ4X0dGRmL16tU4f/48Ll26hA0bNnj018mGYIqtUnUDQkAcfiW9znUpTq+LlGc7IZGh8REIhd7XqBC0PwRrtlN1A0JgyK/kHRofAVDofY2UnT8EYra39Y1QdQNCBMiv5B3BxkdBYfe84u99LTXb3lJKJuNDys4fgjXbqboBQagThYXd84o/97WBE4GVQ2Q1PtTixx86Y7Y7qhvEtfMPxBlkGZ5LEIQPqFmq9/va7c8C/1olu/HhGGMy6FMRGBaLBTqdDmazGXFxccJ/oc1qj7r0ZbYXHPaehhCKSx4EoSac9wJPbg0/7gVqov19LTW7o0XnAv/j468+oGVMf+BjOVLs6gZCQoqbCFWC9d+rlfb3NeM3sh0fUnb+QsVW7YSyr4IgFBp2LxoyHh9SdoEgVbFVuaDAEkEEwSsKDbsXDRmPDym7QFHTcmQgKLREEEHwCqUTeUfG40PRmIR/KLREEEHwisN/D8BjIbJQTieS8fiQsiP8Q8Zr8QQhKpRO5B2Zjg8tYxL+IeO1eIIQnVD33/tChuNDyo7wDxmvxROEJISq/95fZDY+tIxJ+IeM1+IJgiB8QcqO8B+ZrsUThKKwWe3J14f/Yv/XZpVaopCAljGJwJDhWjxBKAYqyiAZpOyIwJHZWrxqypep5TwI91BRBkkhZUcoG7U8KavlPAj3UFEGySGfnUhYbQwVJxuwqfosKk42wGpTXLMJ+aGWVitqOQ+lIoYPjYoySA5ZdiJQfqQWi7bUoNbc5NyWoovEwrEZyBuY4uWThEfU8qSslvNQKmJZ1FSUQXLIshOY8iO1mPXxQRdFBwAmcxNmfXwQ5UdqJZJM4ajlSVkt56FExLSoqSiD5JCyExCrjWHRlhqPz+wAsGhLDS1pBoNanpTVch5Kw6dFDbtFzdeSpqMoQ4ccVQccENedijIICCk7Aak0nu9g0bWFAag1N6HSeF48odSCWp6U1XIeSkNsi5qKMkgOKTsBqb/gWdEFsx9xHWtqDuqQCE9GsY0BJiTCmpojrmCBQk/80iCFRU1FGSSFAlQEJCk2ktf9iOtUnjJjbcsTKA0vgY0Bmja6wqEAF7Y8gemnzMjpnSiNkP7geOL/fCrsCq+t9qYnfsGQyqJWWFEGq42h0nge9ReakBQbiay0BIRpPD2YyRtSdgKSlZaAFF0kTOYmT6WTodfZJxARGPUXmrDNloVZrQVYGP4hDLi+FGxCIha1PoFttizcrwSr2fHE7zYqcAk98QuBlIXN5VaUwQNqiyInZScgYRoOC8dmYNbHBz09s2Ph2AzFPilJicMa3mbLwvbmW5GlOYYkNKIe8ai0pcN2bYVeMVazwp74FQ9Z1F5xRJG3fwxwRJGXPj5McQqPY4wpLhTQYrFAp9PBbDYjLi5OanF80uknJCoj1QGrjWHk0p0+reZv542ihwnCM27z7Lr7ZVGraYmvLY5ry1NwndyuLX/1AVl2IpA3MAX3ZOiDuzCojJRbyGomeCFIi1ptS3xtCSSKXNb+8HaQshOJMA0X+MQQsHCsGp5K8wamoPTxYR1uOnqV3HQIkQjQhybXJT6+rmm1RpGTspMrApaRUtNTaaesZoIIEF+FIjjYC0Xck6EXdQ7yeU2rNYqc8uz4hM+CsgIlvaqxfJnDah43tDtyeieSoiMEQ46FIvi+ph1R5F4yP5GiwChy3pVdcXExbrvtNsTGxiIpKQnjx4/H8ePHXfZpampCfn4+EhMT0bVrV0ycOBF1dQovh1SzGSgZCHzwIPDXp+z/lgwMvr6eAEmvVL6MIDqH3Jb4hLimHf5wwGOtF0X6w3lXdrt370Z+fj727t2L7du3o7W1Fffeey8uXbrk3Of555/Hli1b8MUXX2D37t04d+4cJkyYwLco4iFEQVkBkl7l+FRKEEpCbkt8Ql3TDn+4Xud6HnpdpCLTDgABfHbl5eUur9euXYukpCRUVVXhzjvvhNlsxp///GesW7cOo0aNAgCUlZVhwIAB2Lt3L4YPH863SMIilG9NgKRXuT2VEoTSkFuhCCGvabX5wwUPUDGbzQCAhAT7j19VVYXW1lbk5uY690lPT0fPnj1RUVHhVtk1NzejubnZ+dpisQgsdQAE4lsLpGqCAEmvcnsqJQgpsVqtaG1tDfhzix/oi1e31Hh8/9UH+qK1pRmBHzlwkqI16B7r+x6QFK1BU1NwD7GZ3WMAxACAaOfVlvDwcISFdT6vWFBlZ7PZUFBQgBEjRmDgwIEAAJPJBK1Wi/j4eJd9k5OTYTKZ3B6nuLgYixYtElLU4BGyoCzPZaTk9lRKEFLAGIPJZEJjY2NQn+8RDqx6sAfMV1pxtY0vrIuGgy4qHFHhl2A0GnmS1js6Brw2OhlWG/N4TYdpOOiuNsJobBRFJiGIj4+HXq8HxwVvVQqq7PLz83HkyBF8++23nTpOUVERCgsLna8tFgtSU1M7Kx4/CF1QtjNlpNpVXgnrdTslYhMhj0PRJSUlITo6OugbKGMMl1ussNpsCNNoEK0N69TNOFhubGrBuUbPVpshPhKxkVoRJeIPxhguX76M+vp6AEBKSvC+QsGU3ezZs7F161bs2bMHPXr0cG7X6/VoaWlBY2Oji3VXV1cHvV7v9lgRERGIiIgQStTOIUZB2WAKx3qovJKXtxSlj99GidhESGK1Wp2KLjGx89U/oqJ4EKqTREZGQhsRiXONTWi12pzbw8M0MMRHQhelTEXnIOraINfX1yMpKSnoJU3elR1jDM8++yw2btyIXbt2IS0tzeX9W265BeHh4dixYwcmTpwIADh+/DhOnz6NnByZ9x5zhxwLyvqovJI36UPcM2+sahzPYqOG6jOhisNHFx0dLbEk/KKL0iIuMhyXmq24arOhi0aDmAj/LE3GWFCfExPH79Xa2iofZZefn49169Zh06ZNiI2NdfrhdDodoqKioNPp8NRTT6GwsBAJCQmIi4vDs88+i5ycHOVFYjqQU4sWP6NDw9IfUFRdO7mgpuozoYzcbuZ8wHEcukYGdks3X2lRhEXIx+/Fu7IrLS0FANx1110u28vKyjB9+nQAwJ/+9CdoNBpMnDgRzc3NGDNmDN5++22+RREXubRoESo6lJBtTUSCCAbzlRacarjcYXur1YZTDZfRKxGyUnidRZBlTF9ERkZi9erVWL16Nd9fLy1yaMooZHSolEjc5kiuNREJIhgYY16DWgDgXGMT4iLDVWMFUyFotSF0dKgUyKDNkVrbnhChyaVmq8vSpTtarTZcarYGvDQqV6gQtNpwRId6K+Ma171z0aFiIkQpNn9oV9S73nLJ92cgXPUZq42h4mQDNlWfRcXJBqpfKjFi/x7Tp08Hx3HgOA5arRZ9+vTB4sWLcfXq1aCOd9XmXdEFul8gbNiwAffeey8SExPBcRyqq6t5/w53qENlE9eRY3RosAjY5sgrbizJvGg9xmgmY5sty+tHhag+Q0Ex8kKq3yMvLw9lZWVobm7G3//+d+Tn5yM8PBxFRUUBH4tjDDabDRqNd3uni4/3g+HSpUsYOXIkJk2ahBkzZvB+fE+QZad03LUVckSHxrW78OIMnWr4KjoCtTnyigdLUnu5Dmu0JcjTVLr9mFBtT9TYkknJSPl7REREQK/Xo1evXpg1axZyc3OxebN9ZaO5uRlz585F9+7dERMTg+zsbOzatcv52bVr1yI+Ph6bN29GRkYGEnUx+K/pLPZXfIvfPjga2f26Y+TNvTDt4TE49/NpAPaozA//91307t0bWq0W/fv3x0cffeQiE8dxeP/99/Hwww8jOjoaffv2dcrkiSeeeAILFixwKRkpBmTZKRlfviw5RId2BrGDbbxYkhwYGDgsCP8I25tvhbXNc6JQ1WcoKEZeyO33iIqKQkNDAwB7EY+amhqsX78eBoMBGzduRF5eHg4fPoy+ffsCAC5fvoylS5fi/fffR2JiIqLjEzHhnpGY8NhULH3rfbS2tuBI9UFnQErV7m0oKChASUkJcnNzsXXrVjz55JPo0aMH7r77bqccixYtwrJly/DGG29g1apVmDJlCk6dOuWshywXyLJTKv74shzRoYMesf+rJEUHiB9s48OS5MBg4BowJvY/LtuFantCLZl4ou3qx88HAD8ixt0hl9+DMYZ//vOf2LZtG0aNGoXTp0+jrKwMX3zxBe644w707t0bc+fOxciRI1FWVub8XGtrK95++23cfvvt6N+/P2LCNbhgsWDUvfch9VdpuKlvfzz0m8fQs2cv9EqMRumqEkyfPh3PPPMM+vXrh8LCQkyYMAHLly93kWf69Ol47LHH0KdPH7z++uu4ePEiKivdr4BICVl2SkQqX5bYiFGKrS1+WohvjTVgX8xwwSuoUEsmHmi/+tE1FbhjBdDUDYgMzL8q9e+xdetWdO3aFa2trbDZbPjtb3+LV199Fbt27YLVakW/fv1c9m9ubnYpiabVajF48GDn64SEBEyfPh0zfzsBd4/Oxa/vuhuPPDIJvbv3AMdxOHr0KGbOnOlyzBEjRmDFihUu29oeMyYmBnFxcc5alnKClB2PiFZGKlQSx8UOtvHTQtTE6pGTJnx6AbVk6iSeyubZrgKWn4EILRAV7/fhpP497r77bpSWlkKr1cJgMKBLF/vt++LFiwgLC0NVVVWHUlpdu3Z1/j8qKqpDzlxZWRmee+45lJeXY/PGv+KPi1/F9u3bA6pmFR4e7vKa4zjYBIji7Cyk7HhC1AgttSaOu0PEUmzW1Bz8F4m4kTXA3TOKjQH1XCJuTM2BGPYytWTqBF5XP65h/hmI1AF+Jk1L/XvExMSgT58+HbZnZmbCarWivr4ed9wR+MNtZmYmMjMzUVRUhJycHKxbtw7Dhw/HgAED8N1332HatGnOfb/77jtkZGR06jykgnx2PCB6hJYaE8e9kfEQUHAEmLYVmPhn+78Fh3mPKq08ZcaClicA2BVbWxyvF7Y8gcpTZl6/1xNhGg4Lx9pvLO1vx9SSyQc+Vz8A2FqBlot+H1Kuv0e/fv0wZcoUTJ06FRs2bIDRaERlZSWKi4vxt7/9zePnjEYjioqKUFFRgVOnTuGrr77CiRMnMGDAAADAiy++iLVr16K0tBQnTpzAm2++iQ0bNmDu3Lmdkvf8+fOorq5GTY29Ae7x48dRXV3tsZ8pX5Cy6yS+IrQAe4QWr0mnaksc9wcRgm3qLzRhmy0Ls1oLYILr07kJiZjVWoBttixRfWR5A1NQ+vgw6HWuS2NCBcWoBn9XNayB9d2W6+9RVlaGqVOn4oUXXkD//v0xfvx47N+/Hz179vT4mejoaBw7dgwTJ05Ev379MHPmTOTn5+Ppp58GAIwfPx4rVqzA8uXLcfPNN+Odd95BWVlZh7rHgbJ582ZkZmbigQceAABMnjwZmZmZWLNmTaeO6wuO+VPMUmZYLBbodDqYzWbExcVJKkvFyQY89t5en/t9OmM4v2WknP4IwK0vS0n5dDKh7W+pgQ1ZmmNIQiPqEY9KWzps154Nef8t/YDaCgWI8Rvggwc7bG7qmgrjiP9BWvcbEdmFAxL7ABGxAR+efg9xaWpqgtFoRFpaGiLbBRb5qw/IZ9dJJIvQklNbIZXQ1idjgwZ7ba6+CSl9ZGEajmpuBoLPSF4AmnBA29X9ez6g30N5kLLrJJJGaKkhcVxGOHwysz4+6Cn2k3xkSsFrJO81dD38Dk4hlA/57DqJwxrw4j0TpIyUE6UnjssMufpkiCDwVDZP0wWI6xFQ2gGhfMiy6yRkDaiPvIEpuCdDTz4ZNdB+9SNKD7QkAJHS+voJ8SFlxwMOa6B9np2eKtMrFtn5ZCRuXqto2jZVbmoCjEZp5SEkgZQdT5A1QAiGDJrXEoTSIWXHI3KzBig8WgV4KnnlKPhNKSbCwpg98dzaCoRdi96koBZFQspOpVDDTxUQKgW/5cqVRntJMVubxHNNuD2Kk4JbFAdFY6oQavipEqRoXkvYudII/GJ0VXSA/fUvRvv7hKIgZacyJClfRghDKBX8lhOM2S06b5h/DrovHiENpOxUhlwaTCqCtk09jd/YX8uJUCv4LRdaLna06NpztQk48RX/c4cxoPkCcPm8/d9rCnX69OngOA4cx0Gr1aJPnz5YvHgxrl69ys/3ikRrayvmzZuHQYMGISYmBgaDAVOnTsW5cz6KdvMA+exUhtQNJhWDEiIcxW5eS9jxVRzauAf41yrg0v9d38bH3PHmIwSQl5eHsrIyNDc34+9//zvy8/MRHh6OoqKigL/KarWC4zhoNOLaO5cvX8bBgwfxyiuvYMiQIfjll18wZ84cPPTQQzhw4ICg302WncqQusGkInBEOLb3hzkiHGs2SyNXexwlrwB4bCrDZ/Nawk5YuOf3jHuA7QtcFR3Q+bnjy0dobUFERAT0ej169eqFWbNmITc3F5s327+vubkZc+fORffu3RETE4Ps7Gzs2rXLeZi1a9ciPj4emzdvRkZGBiIiInD69Gns2rULWVlZiImJQXx8PEaMGIFTp045P1daWorevXtDq9Wif//++Oijj1zE4zgO77//Ph5++GFER0ejb9++TpncodPpsH37dkyaNAn9+/fH8OHD8dZbb6GqqgqnT58Obuz8hJSdypC8fJnc8RnhCHuEo1yWND2VvIozUNqBUGi72i2q9tisdovOLZ2YO/74CFsuddgUFRWFlpYWAMDs2bNRUVGB9evX49ChQ/jNb36DvLw8nDhxwrn/5cuXsXTpUrz//vv48ccfkZCQgPHjx+PXv/41Dh06hIqKCsycOdPZzXzjxo2YM2cOXnjhBRw5cgRPP/00nnzySXz99dcucixatAiTJk3CoUOHcP/992PKlCk4f95/N4nZbAbHcYiPj/f7M8FAy5gqg8qX+SCQCMe0wLs+CwIV/BYXjrMvHf7SrtKK6VBHi86FIOeOPz5CxpxKlDGGHTt2YNu2bXj22Wdx+vRplJWV4fTp0zAYDACAuXPnory8HGVlZXj99dcB2P1lb7/9NoYMGQLA3kTVbDbjwQcfRO/evQHA2bgVAJYvX47p06fjmWeeAQAUFhZi7969WL58Oe6++27nftOnT8djjz0GAHj99dexcuVKVFZWIi8vz+epNzU1Yd68eXjssccEb9dGlp0KoWLGXlBqhCMV/BaXqHjghjRXC++yn9ZKoHPHzwayW/9ejq5duyIyMhL33XcfHn30Ubz66qs4fPgwrFYr+vXrh65duzr/du/ejZMnTzo/r9VqMXjwYOfrhIQETJ8+HWPGjMHYsWOxYsUK1NZeT0s6evQoRowY4SLDiBEjcPToUZdtbY8ZExODuLg41NfX+zyf1tZWTJo0CYwxlJaW+jUGnYEsO5VC5cs8QBGOhL9ExQORuusVVPSD/PtcoHPHm4+wDXf/+k6UvvMutFotDAYDunSx374vXryIsLAwVFVVISzM9SGoa9fr/fqioqKcS5QOysrK8Nxzz6G8vByfffYZXn75ZWzfvh3Dhw/3W/zwcFf5OY6DzWbz+hmHojt16hR27twpShNuUnYqRm7ly2QBRTgSgcBx1zuZ98kVZu44fITeljI5DjGxcejTp0+HtzIzM2G1WlFfX4877gh86T0zMxOZmZkoKipCTk4O1q1bh+HDh2PAgAH47rvvMG3aNOe+3333HTIyMrwczTcORXfixAl8/fXXSEwU5x5Fy5hEaEERjkSwCDV3HD5Cb2hjPL7Vr18/TJkyBVOnTsWGDRtgNBpRWVmJ4uJi/O1vf/P4OaPRiKKiIlRUVODUqVP46quvcOLECaff7sUXX8TatWtRWlqKEydO4M0338SGDRswd+7cwM6vDa2trXjkkUdw4MABfPLJJ7BarTCZTDCZTM5gG6EIXcuOWqYIgxLG1RHh6DbPbglFOHYWJcyBYBFq7kTFA0jznGcXpgVw2ePHy8rK8Nprr+GFF17A2bNn0a1bNwwfPhwPPvigx89ER0fj2LFj+OCDD9DQ0ICUlBTk5+fj6aefBgCMHz8eK1aswPLlyzFnzhykpaWhrKwMd911V3DnCODs2bPO1IShQ4e6vPf111936ti+4BiTpubN6tWr8cYbb8BkMmHIkCFYtWoVsrKy/PqsxWKBTqeD2WwObq1XCQnFSkRp46rmm7JUyHwONDU1wWg0Ii0tDZGRncg1FWruUJcFt3j73fzVB5IsY3722WcoLCzEwoULcfDgQQwZMgRjxozxK4Kn0ygloVhpKHFcKcKRX5Q4B4JFqLnj8BFGJ9j/JUXHG5IouzfffBMzZszAk08+iYyMDKxZswbR0dH43//9X2G/WGkJxUqBxpWgOUDIHNGVXUtLC6qqqpCbm3tdCI0Gubm5qKiocPuZ5uZmWCwWl7+goJYpwkDjStAcIGSO6Mruv//9L6xWK5KTXXNRkpOTYTKZ3H6muLgYOp3O+Zeamhrclys1oVju0LgSNAcImaOI1IOioiKYzWbn35kzZ4I7ECUUCwONK6GwOeAr6ZmQF3z8XqKnHnTr1g1hYWGoq3N9wqurq4Ner3f7mYiICERERHT+yymhWBhoXAmFzAGtVguNRoNz587hxhtvhFar7VBVhJAPjDG0tLTg//7v/6DRaKDVaoM+lujKTqvV4pZbbsGOHTswfvx4AHatvWPHDsyePVvYL3ckhX4+FfBUJpkSigOHxpVQyBzQaDRIS0tDbW2tKA1DCX6Ijo5Gz549O9V/T5I8u88++wzTpk3DO++8g6ysLJSUlODzzz/HsWPHOvjy3CFMnl13SijuLDSuhELmAGMMV69ehdVK0aFyJywsDF26dPFogfurDyRLKn/rrbecSeVDhw7FypUrkZ2d7ddnO63sAEooFgoaV4LmACEisld2nYEXZUcQBEEoHllXUCEIgiAIMSFlRxAEQageRXY9cKy8Bl1JhSAIglAFDj3gyyOnSGV34cIFAAi+kgpBEAShKi5cuACdTufxfUUGqNhsNpw7dw6xsbGdSgi1WCxITU3FmTNnZBHoQvIoRx45yULykDyhLA9jDBcuXIDBYPCah6dIy06j0aBHDx+dfQMgLi5OFj+wA5LHO3KSR06yACSPL0ge7yhVHm8WnQMKUCEIgiBUDyk7giAIQvWEtLKLiIjAwoUL+SkyzQMkj3fkJI+cZAFIHl+QPN4JBXkUGaBCEARBEIEQ0pYdQRAEERqQsiMIgiBUDyk7giAIQvWQsiMIgiBUDyk7giAIQvWErLJbvXo1fvWrXyEyMhLZ2dmorKyURI5XX30VHMe5/KWnp4v2/Xv27MHYsWNhMBjAcRy+/PJLl/cZY1iwYAFSUlIQFRWF3NxcnDhxQjJ5pk+f3mG88vLyBJOnuLgYt912G2JjY5GUlITx48fj+PHjLvs0NTUhPz8fiYmJ6Nq1KyZOnIi6ujrJ5Lnrrrs6jNHvf/97QeQpLS3F4MGDnZUucnJy8I9//MP5vphj4488Yo5Ne5YsWQKO41BQUODcJvb4+JJHzPHxde/je2xCUtl99tlnKCwsxMKFC3Hw4EEMGTIEY8aMQX19vSTy3HzzzaitrXX+ffvtt6J996VLlzBkyBCsXr3a7fvLli3DypUrsWbNGuzbtw8xMTEYM2YMmpqaJJEHAPLy8lzG69NPPxVEFgDYvXs38vPzsXfvXmzfvh2tra249957cenSJec+zz//PLZs2YIvvvgCu3fvxrlz5zBhwgTJ5AGAGTNmuIzRsmXLBJGnR48eWLJkCaqqqnDgwAGMGjUK48aNw48//ghA3LHxRx5AvLFpy/79+/HOO+9g8ODBLtvFHh9f8gDijo+3ex/vY8NCkKysLJafn+98bbVamcFgYMXFxaLLsnDhQjZkyBDRv9cdANjGjRudr202G9Pr9eyNN95wbmtsbGQRERHs008/FV0exhibNm0aGzdunODf7Yn6+noGgO3evZsxZh+P8PBw9sUXXzj3OXr0KAPAKioqRJeHMcZ+/etfszlz5gj+3Z644YYb2Pvvvy/52LSXhzFpxubChQusb9++bPv27S7fL9X4eJKHMXHHx9u9T4ixCTnLrqWlBVVVVcjNzXVu02g0yM3NRUVFhSQynThxAgaDATfddBOmTJmC06dPSyJHe4xGI0wmk8tY6XQ6ZGdnSzZWALBr1y4kJSWhf//+mDVrFhoaGkT7brPZDABISEgAAFRVVaG1tdVljNLT09GzZ09Rxqi9PA4++eQTdOvWDQMHDkRRUREuX74suCxWqxXr16/HpUuXkJOTI/nYtJfHgdhjk5+fjwceeMBlHADp5o4neRyIOT6e7n1CjI0iux50hv/+97+wWq1ITk522Z6cnIxjx46JLk92djbWrl2L/v37o7a2FosWLcIdd9yBI0eOIDY2VnR52mIymQDA7Vg53hObvLw8TJgwAWlpaTh58iT+8Ic/4L777kNFRQXCwsIE/W6bzYaCggKMGDECAwcOBGAfI61Wi/j4eJd9xRgjd/IAwG9/+1v06tULBoMBhw4dwrx583D8+HFs2LBBEDkOHz6MnJwcNDU1oWvXrti4cSMyMjJQXV0tydh4kgcQf2zWr1+PgwcPYv/+/R3ek2LueJMHEHd8vN37hBibkFN2cuO+++5z/n/w4MHIzs5Gr1698Pnnn+Opp56SUDJ5MnnyZOf/Bw0ahMGDB6N3797YtWsXRo8eLeh35+fn48iRI6L6VL3hSZ6ZM2c6/z9o0CCkpKRg9OjROHnyJHr37s27HP3790d1dTXMZjP+8pe/YNq0adi9ezfv39NZeTIyMkQdmzNnzmDOnDnYvn07IiMjeT22UPKIOT7e7n1RUVG8fhcQggEq3bp1Q1hYWIeonrq6Ouj1eomkuk58fDz69euHn376SWpRnOMh17ECgJtuugndunUTfLxmz56NrVu34uuvv3bppajX69HS0oLGxkaX/YUeI0/yuCM7OxsABBsjrVaLPn364JZbbkFxcTGGDBmCFStWSDY2nuRxh5BjU1VVhfr6egwbNgxdunRBly5dsHv3bqxcuRJdunRBcnKyqOPjSx6r1drhM0LPnba0vfcJMXdCTtlptVrccsst2LFjh3ObzWbDjh07XNb1peLixYs4efIkUlJSpBYFaWlp0Ov1LmNlsViwb98+WYwVAPz8889oaGgQbLwYY5g9ezY2btyInTt3Ii0tzeX9W265BeHh4S5jdPz4cZw+fVqQMfIljzuqq6sBQLQ5ZbPZ0NzcLPrY+JLHHUKOzejRo3H48GFUV1c7/2699VZMmTLF+X8xx8eXPO7cAGLOnbb3PkHmTlBhLQpn/fr1LCIigq1du5bV1NSwmTNnsvj4eGYymUSX5YUXXmC7du1iRqORfffddyw3N5d169aN1dfXi/L9Fy5cYN9//z37/vvvGQD25ptvsu+//56dOnWKMcbYkiVLWHx8PNu0aRM7dOgQGzduHEtLS2NXrlwRXZ4LFy6wuXPnsoqKCmY0Gtk///lPNmzYMNa3b1/W1NQkiDyzZs1iOp2O7dq1i9XW1jr/Ll++7Nzn97//PevZsyfbuXMnO3DgAMvJyWE5OTmSyPPTTz+xxYsXswMHDjCj0cg2bdrEbrrpJnbnnXcKIs/8+fPZ7t27mdFoZIcOHWLz589nHMexr776ijEm7tj4kkfssXFH+2hHscfHmzxij4+vex/fYxOSyo4xxlatWsV69uzJtFoty8rKYnv37pVEjkcffZSlpKQwrVbLunfvzh599FH2008/ifb9X3/9NQPQ4W/atGmMMXv6wSuvvMKSk5NZREQEGz16NDt+/Lgk8ly+fJnde++97MYbb2Th4eGsV69ebMaMGYI+pLiTBQArKytz7nPlyhX2zDPPsBtuuIFFR0ezhx9+mNXW1koiz+nTp9mdd97JEhISWEREBOvTpw978cUXmdlsFkSe3/3ud6xXr15Mq9WyG2+8kY0ePdqp6BgTd2x8ySP22LijvbITe3y8ySP2+Pi69/E9NtTPjiAIglA9IeezIwiCIEIPUnYEQRCE6iFlRxAEQageUnYEQRCE6iFlRxAEQageUnYEQRCE6iFlRxAEQageUnYEQRCE6iFlRxAEQageUnYEQRCE6iFlRxAEQaie/w+jwnNh2ePftwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Tick mark intervals \n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5)) # ticks every 5 units" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "49f39027", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Rotating axis labels\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "3e33080b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modifying axis title fonts \n", + "font1 = {'family':'serif', 'color':'indigo'}\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xlabel('Shiny New X Axis!', fontsize= 18, fontdict= font1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8027356", + "metadata": {}, + "outputs": [], + "source": [ + "# to view available pre-made styles: \n", + "plt.style.available\n", + "\n", + "# to use a style: \n", + "plt.style.use('seaborn-darkgrid')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "da83a0c8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\svale\\AppData\\Local\\Temp\\ipykernel_29372\\1554391458.py:10: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight')\n", + "\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0, 100, 50)\n", + "y2 = np.random.randint(0, 100, 50)\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98066330", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}