From 2b55ace38479d431ad1d0c2842355cb0f31400c2 Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Wed, 17 Jun 2026 08:36:30 -0400 Subject: [PATCH 1/5] assignment2 --- 02_activities/assignments/assignment_2.md | 21 ++++++++++----------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 7bb5b2df7..d7b03ebaa 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -10,24 +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... - - - + 1. bad (https://public.tableau.com/app/profile/department.of.statistics.malaysia/viz/PopulationStatisticsPortal/PopulationStatistics): + The visualization of the Malaysian population suffers from high cognitive overload due to an overly complex presentation style despite the relatively limited intrinsic information content. Numerous seemingly arbitrary colors, such as bright green for births and grey for deaths, as well as the excessive use of human icons instead of simpler bar charts, increase the extraneous cognitive load without adding clarity. While some grouping follows the Gestalt principle of proximity, the absence of clear visual enclosure makes the layout appear cluttered and disjointed. Additionally, the information is presented largely in parallel, without an intuitive reading or information flow to guide the viewer through the graphic. The overall unclean layout also reduces the perceived factual reliability of the visualization. Finally, several numerical values are displayed with unnecessary precision, where rounded numbers would have improved readability and accessibility. + 2. good (https://public.tableau.com/app/profile/sdma.oxford.university/viz/UniversityofOxford-StudentStatistics/AtaGlance): + The visualization of the University of Oxford student statistics is a strong example of effective information design, as it presents a high amount of information while maintaining clarity and readability. The graphic makes good use of Gestalt principles, particularly enclosure, by clearly grouping related data such as the world map and temporal trend analyses. A coherent and limited color scheme, together with familiar chart types, further supports a reduced cognitive load on the reader. The information flow is especially well designed, progressing hierarchically from broad overview statistics - such as total student numbers and percentages on the top - to more specific demographic categories including course type, domicile, and ethnicity, before finally introducing time-dependent trends for each category – on the bottom. This gradual increase in informational complexity guides the viewer naturally through the graphic while minimizing extraneous cognitive load. Rounded numbers (explicitly pointed out in the foot note) improve readability without sacrificing meaning. In addition, the visualization maintains a neutral and factual appearance, underscored by the clean layout and the effective presentation of high-dimensional data. For example, the temporal trend plots having a filled background makes it easy to visually compare it against the summarized percentages shown alongside. + ``` - How could this data visualization have been improved? ``` - Your answer... - - - - - - + 1. bad: + The graphic could be improved by creating a clearer information hierarchy. Furthermore, replacing the human icons with conventional bar charts would reduce unnecessary visual complexity and allow for faster quantitative comparison. Additionally, applying the Gestalt principle of enclosure (instead of different colors) through the use of rectangles or clearly separated sections would help organize related information and create a cleaner overall layout. The visualization would also benefit from a more intentional reading flow, for example by using numbering, alignment, or continuity cues to guide the viewer through the information in a logical sequence rather than presenting all elements in parallel. Together, these changes would reduce cognitive load and improve both readability and perceived clarity of the data presentation. + + 2. good + Improvements would mainly be focused on the map representation: annotating some number on the map would make quantification of student origin easier. Numbering of each section would help effective referencing of the specific information content. ``` - Word count should not exceed (as a maximum) 500 words for each visualization (i.e. From 4b4036daf1fe962182c2f20469e6525403fe4f65 Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Wed, 17 Jun 2026 09:21:06 -0400 Subject: [PATCH 2/5] assignment3_final --- 02_activities/assignments/assignment3_plot.png | Bin 0 -> 228826 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 02_activities/assignments/assignment3_plot.png diff --git a/02_activities/assignments/assignment3_plot.png b/02_activities/assignments/assignment3_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..0a070940a579e44279eb81430ac931e7b935b925 GIT binary patch literal 228826 zcmeFZc{J8-`#yR%YCtNLSre%YA!HU(By(k!keM=%sbr`~qL5@th72VXLUW-^8A9e{ zo-)t-xO$%NcYXK!+kfu0_FjActo6Q6t8VxGxv%TI&ht2r<2bJyYAVNRHZX0VP$)Et zC*(CKl=W&9%IXj6*5Yphe!aHCf5e=QX*+4!UvP3Yb}*xyGIqLXWA9{Rd48vhnS-OH 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100644 --- a/02_activities/assignments/assignment_3.md +++ b/02_activities/assignments/assignment_3.md @@ -9,22 +9,41 @@ - For each visualization, describe and justify: > What software did you use to create your data visualization? + I used python to create the graphs and power point for some more free annotations. + > Who is your intended audience? + + The intended audience are people (specifically men and woman in comparison) who are considering doing a highschool vs university degree and are interested in how it changes their wages. > What information or message are you trying to convey with your visualization? + + the graphic is showing the progression of wages (so iving a trendline in what to expect) and differences in wages between degrees and men and women. > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? + + I adjusted the color schemes to not be overbearing. I highlightd the average values both in black and bold to give a good idea of averge trends. I adjusted the number of tick labels so there are not too many details. > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? + + It is reproducible based on the code I used and how i referenced the data from the csv file. > How did you ensure that your data visualization is accessible? + + large fonts, not too many colors, black for the most important informaiton. > Who are the individuals and communities who might be impacted by your visualization? + + All workers across canada. > How did you choose which features of your chosen dataset to include or exclude from your visualization? + + I wanted to focus on differences between men and women and degrees as well as give a time trends. Therefore I chose only that infromation (while one could have also added diferences by age class, immigration status etc as they were given in the dataset as well). before choosing this final information representation i also compared differences across data across all Canada vs only ontario, but as I havent seen big differences, I chose to ommit the ontario data and focus on across Canada. > What ‘underwater labour’ contributed to your final data visualization product? + - preprocessing and filtering what information of the file i want to show + - changes colorschemes (first i had women in pink in the bar chart and men in blue but it was too overwhelming) + - This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! - Total word count should not exceed **(as a maximum) 1000 words** From 73ef16877e25e3fae64209daa5f546871427add1 Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Sun, 21 Jun 2026 23:58:20 -0400 Subject: [PATCH 4/5] assignment1 --- .../assignment1_annotatedCode.ipynb | 834 ++++++++++++++++++ 1 file changed, 834 insertions(+) create mode 100644 02_activities/assignments/assignment1_annotatedCode.ipynb diff --git a/02_activities/assignments/assignment1_annotatedCode.ipynb b/02_activities/assignments/assignment1_annotatedCode.ipynb new file mode 100644 index 000000000..2201b7950 --- /dev/null +++ b/02_activities/assignments/assignment1_annotatedCode.ipynb @@ -0,0 +1,834 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "7f01564e-35f6-43bd-95b4-a7db4d618ef0", + "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": "markdown", + "id": "ced0ad44-fda3-4f87-831e-17a5ae91d33b", + "metadata": {}, + "source": [ + "## Lesson 2" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "b01dd214-9866-45f7-a6b6-4a3f91f4a733", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613) # gives us same random numbers, eve if cell/command is run multiple times\n", + "x = np.arange(50) # generates numbers in steps of one from 0 to 49\n", + "y = np.random.randint(0, 100,50) # generates 50 random integers between 0 and 100" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d57ac943-7644-4c50-8b9f-e08ceae22db0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3)) # determines figure size\n", + "ax.scatter(x,y) # general scatter plot (scattered points of x vs y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c216ae53-c68a-4c15-98d3-9eaf93729540", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.bar(x,y) # instead of scatter plots the y-values are plotted agaainst the respective (same index) x values as bars" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "724bbe18-f337-4f56-9b91-59589ad4274d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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) # line plot of y vs x values" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "d04228af-45d2-4cd9-95a0-753fb75c93e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y) # creating a histogram of the y values \n", + "ax.set_title('Total growth over time') # title, fontsize etc can be adjusted\n", + "# ax. refers to the subplot one wants to adjust the characteristics of\n", + "ax.set_ylabel('Total growth') \n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout() # adjusts subplot parameters so that axes, labels, and titles fit neatly within the figure area without overlapping" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8b67e290-f36c-463d-949e-607e6da49702", + "metadata": {}, + "outputs": [], + "source": [ + "# fonts of different titles and labels are being defined\n", + "\n", + "font1 = {'family':'sans-serif', 'color':'blue', 'size':20} \n", + "font2 = {'family':'monospace','color':'green', 'size':14}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": 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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) # by defining fontdict the color, family (=font) and size are automatically defined\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": 17, + "id": "7df53497-9bc9-4e22-b3b5-4093b805e5fd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/300384868.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\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", + "ax.plot(x, y, marker='*', color = 'indigo', linestyle = '--', linewidth = 2) \n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.') # add grid in the background: style can be adjusted as well\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0b783059-0cd6-4c6b-8d78-d521b97e9343", + "metadata": {}, + "source": [ + "## Lesson 5" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "03d902a4-6f25-47f0-9cf0-6df7a9c6657e", + "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", + "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)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1787819c-d9a1-46ab-8ac4-427fe7085b34", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/1128907595.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\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", + "# plotting two cuves in one pot (ax)\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, #add frame around the legend\n", + " fontsize = 12, #change font size\n", + " ncol = 2, #specify number of columns\n", + " shadow = True )\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "2f760c06-e1b1-43fa-884d-4ff28080757c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/1758326871.py:5: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\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", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',bbox_to_anchor =(1, 1) # set location of leged, anchor (1, 1) places a legend exactly at the top-right corner of the axes. \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7146d32d-4177-4429-834e-bc32cc1de3aa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/2279919426.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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v+kazGYYmDiJvvPEG7rzzTtx3330YNmwYwsPDsW7dOgQ50gx69Wr0+Fy5kn//+iuCdu0CANRbnLya89//NnoHN8yjjDaE2hXrVvY/tKmzNdE5KieKxcHE1UPt6FHxdZbzO3bM8XxWOTEY+Dzt1auBv/yFLysuBrbJ5OzmawoK3F/f9EWp6e8ff3S+j4a+aredN7iryR8+zL/HjRMXxIw5dyjzFVKndS1cC3w22VYQA0BFMV9euNbxdoRf2VV0zk4jbgoDJLdMBpQwHjlyJBhjdp8PP/wQACAIAtLT01FcXIwZq1c3btjEQSQ0NBTLly9HWVkZLl26hHXr1iE+Pl78oBYz9L593NS2ciWEBrPa5XvvdbxNU2/ghrHVwQntEBsZiqaPhon7v7HZLDaSOxO4TUIC/z52TNx55fffnU+buqPJm7ujKT1KoamTnCuHH7Vw8CDvV2J88AH/DgrizmwW4uL4iyLAA32IXXuTiZuIAT4m3L9/y+ob2vCi6GyKFNDY/535Faxdy73CpSa0ycutq3p7itnENWJRfQvAhufIZK0A3LU4emSZ9JCAEsZWTpwA8vOdl9m0qfG3RWh5w4MPNpqDP/nEqiH/CMB85ZWOt7nqqsY38o8+AgAE6QSkjU0EwE0iN/6yCw/vWWezWdrYRM9MJCNG8O+6Oj4Pszn19cCjjzp3kLn77sYHe3a2a6ebQ4e4k5Uv8ef1VBr/93+OhxFWrgQs89jvvNN+zvr06fz799951CxH464LFjRGNXv88ZbPm7XU4fhx5+Usc4zXrXNstTl+3Jq8QXKatpureluw5G3u2tV5uZPb7TViGxhQcYaXI2TFXYujR5ZJDwmoMWMrp07x8I2JiTzAwsCBPB8zAJw+zcdrP/uM/09Odj39wxlxcfxY337LAy00zBv9BMArYttERfFwiuvX8wfqmDHAE09gTOfO+FeXCzj7wSe4dc9GnGprRERtFdpfKseQblHo6Kk33223AV26cPPySy9xjXH8eK4NHDrEw3Du38/PX8ycGRTE22voUD495LHHuLY1YQKfwxkczMdq9+3jYQ23b+cOVmPHelZXZ/jzeiqJgQP51LKBA4G5c/m84/JyPr3r3Xd5GYMBeO01+22ffJK/HO7YAeTm8j4wfTrQrRs35X/wATfvA3zs9qWXWl7foUOB77/n5vPFi3lQktYNGbfDwhqv2eTJ3OHuzBm+zZw5PPBPTQ3w3XdAZibXUvv3l95UnZzM74eaGt4GrVpxIWt5we7Y0Xv/g4suxvw9LUdIhsUyWVJe49COIQAwemqZ9JDAFMYWCgsb3/wd0asXfyC1dNxo4kQujBsEMQsKwqcmk7gwBriWOXw4FzQbN1rjbw9sWF0b1wm/vvkRhs58GLhUjo5XePFACAlpjPVbVQW88Qb/WAgKApYt4/V2NrbYpw+PG3zPPXy8u0l9HSLVlA9/XU+lcNtt/LNgQWNwjqZYPMwdaWhBQfzl6I47+LXbvNk2MIiFXr2Ab75xHOXLU6ZO5f363Dlg3jz+sTBiROPxZ87k8a03bQJ+/tk+bnRYGLcYrV8vvTA2GLi/wdKl/Fg332y7/vvvbYcAPKGNi2llnpYjJMNimZy6Yi8E2A4sWJ4mHlsmPSQwzdTXXcc1goULgRtv5GZhg4FrcTExfH7vu+9yrdCVqckd7r7bZuzJNGIEXM7OjY/nN/+zz/IAEXo9nzLRrx+Qlgb9oQO48e4bENqqhZdo+HA+heqhh7gWHxzMTXN3382nZKWmurefvn25IMzN5WbR+Hh+ziEhfH8jR/JkH3v2AA0Ocz7D39dTSaSn84QSt93GzzUkhJ/jtGncEcoyFOGIdu34Nf74Y/5CFhPD2ywqil+vrCzeZm7k8HWLjh25Q9ijj/JrFCpi0gsO5oL2zTe51h8ezgXwVVdxjX7vXkDM30IKFi/mHt7XXcfbzFfTuLoM5V7TEHuAC0BER16OkJ0xSbHIntQfxkjbfmuMDEX2pP6SzzMWGFPaJD71U1FRgcjISJSXlyOCAgMQnmLR7NPSuDAm1IvFmxqAQ33rvo9oepPC8GUELk9kQWCbqQn1YjZxx5aLv3EzXpehgM6HgScIRSBX6EG/kXgHF7gO5xkvJkGsQIJ0AoZc6SRMs0SQMCaUBwVJ0ARyhh70K4l3AD1vo5dLwimBOWZMqBcKkqAJ5A496Hd0QUDCdUCfe/g3CWIrJjPDjuNl+Gr/Gew4XgaTWZsjp6QZE8rBZZAEgQdJ6HkbPcxUjBJCDxLKQDPWETcgzZhQDhQkITBpliRh1/HfZQ89SMiP5qwjLiDNmFAOFCSBE0gTHByM/18TGoObdQ9io3mwkw2lDT1IyAtZR+whzZhQDhQkIbAQGf8PrSlFdnAmbtbtEtmQI2XoQUJelJCYQWmQMCaUAwVJCBycjP8LYIAApAV/DB3s03sK8CIpCqEqlJCYQWmQMFYZsnge+isxui6IT18CYC+QG/6PWUzOW2rAxfi/DkCcUIbBup9tlvsr9KAo/urrGkcJiRmUBo0ZqwhZPA/9PeeXgiQEBm6O6/cIr8LOi43/jXJ60tL8dr+hhMQMSoPCYUqAFOEwLZ6HzS+WRXeQJHaqNZSfyFGlDOWnoghcAR9FyhuKtgK5t7ssZpq8DrtYb/nbTs6+rlEszzQdzBik+xnRuIBStEWBuSfM0PklHrTUUDjMAEMWz0O55/xagiQoHJonKYJl/L+iGI77kABExCGo6zAMkfslS+6+rlHGJMVi9Q1/IG7HAsSgzLr8N0Th7JA0JGvs/qExYxUgi+chzfl1Cc2TdIKaxv+pr8tD4Vok75iJ6CaCGACicQ7JO2ZqLtoeCWMVIIvnIc35dYorawXArRVaDe0HoHH8P6KZhhMRpyyzL/V1/9PEGmH/qtZwz2x4TlMOdGSmVgGyeB7SnF+neGKtkCMDjGJQQ5IE6uv+xxNrhAqGq3wBCWMVIIvnoZtjflqd80vzJD1A6eP/1Nf9D1kj7CAztQoI0glIG5sIQHT0zffzMtU05icDNE8ygKC+7n/IGmEHCWOVMCYpFtmT+sMYaftwN0aGSjcFQC1jfjJgsVY4iRVGUaTUREv7OgUL8QyKtmcHzTOWACnmGVuQZU6riub8+hOLNzVga9yUdO43IS3e9HUKFuId1rndgMM7KABe+D2RBSSMJUBKYUwoC5pnrHEoWEjLcPgi0zFgou2RMJYZEsbagiJwaRSzCchMcuIV3OD4lXqQLEnOCGDLG0XgIgg/EqQT1DN9KYAffH6Hpuf4BqV72/sJEsYEoRVobNO30PQcwoeQMCYILSA2tllRzJff95Hyg3N4gF+GDmh6jqJR2/ARCWOCCHTcSYSwbmbAaM1+c6qjYCGKRY2OleTAJQFyOnCp7W2Q8ANupjO0x9YjWA19y51Uo6MTjaLn4fE5amB6jtpoaR/wJeRNLTNyCWM1vg0SfuDg58AXj3q5MdfuNozehAVfH1V03zKZGYYv+U40ZrgAIDI8GKGtglBSYX8eALy7fwJ8eo6aaGkf8HVf9kQWaCoC1+XLl/Hiiy8iISEBYWFh6NatGxYuXAiz2WwtwxhDeno64uLiEBYWhpEjR+Lw4cMy1to9KJ0fIUqLxiy5R/CH//yn4vuWO8k7Llyqt3kIA/w8nlyxF096e/8k3gGkHgIe/hq4+x/8O/UgCWIZaEkfkLsva0oYL1myBO+88w6ysrJw5MgRLF26FK+++iqWL19uLbN06VIsW7YMWVlZKCgogNFoxOjRo1FZWSljzZ1D6fwIp7gMPeiaaFywW6a0vuVtUg5nNXf7HC3Tc/rcw79V6vimdlraB+Tsy5oSxjt27MC4ceNw2223oWvXrrjnnnuQkpKC3bt3A+BacWZmJl544QWMHz8eSUlJyM3NxaVLl7By5UrR/dbW1qKiosLm4088SedHaBCniRDcoxRtHS5XUt+SKimHks6RcE5L+oDc11lTwnj48OH49ttvcezYMQDATz/9hG3btuHWW28FABQVFaGkpAQpKSnWbfR6PUaMGIHt27eL7jcjIwORkZHWT3x8vLQn0gxK59eIycyw43gZvtp/BjuOlylCY1MEYokQDHFAWDuICWkGAWdZFHaZezrdvRL6lqvkHS1FCedIOMcXfUCu66ypqU1z585FeXk5evbsiaCgIJhMJvz1r3/Fgw8+CAAoKSkBAMTE2I6xxcTE4OTJk6L7nTdvHmbNmmX9X1FR4VeBTOn8OOTA5oLEOxzPJf55fYNHsABHHsEL6h+C2cV7uxL6liXV6NQVe+3OxBco4RwJ5/iiD8h1nTWlGX/66adYsWIFVq5cib179yI3NxevvfYacnNzbcoJgu17FWPMbllT9Ho9IiIibD7+hNL5kQOb2zga23SSPtB8by4OGK5XTd8STTUaoUfb8GCvNCalnaNSkcwq5WF6Sm/7gNzXWVOa8bPPPovnnnsODzzwAACgT58+OHnyJDIyMvDwww/DaDQC4BpybGzjg6m0tNROW1YSzt4GLR0vbWyi4uaE+gpXDmwCuGPG6ERjwLZBixHRmoN0QUhjxarqW2OSYh3OI80rLBE9D+bgt+U/oLxzVBqSWaW8DOHqTR8A5L3OmtKML126BJ3O9pSDgoKsU5sSEhJgNBqRl5dnXV9XV4f8/HwMHarsKDqib4ORoQGfV5cc2HyEiEewGvuWJXnHuGs6YsiVUQjSCU7P451J/fGOys5RKUhmlbIEVGmejMMSwrVwrdPNPe0Dcl9nTWnGY8eOxV//+ld07twZvXv3xr59+7Bs2TI88sgjALh5OjU1FYsWLUL37t3RvXt3LFq0COHh4ZgwYYLMtXeN2NtgoL/RkwOb9ARK33J1HoFwjv5EMquUOyFcNzzHrTkeTiNTal/WlDBevnw5XnrpJUybNg2lpaWIi4vDE088gfnz51vLzJkzB9XV1Zg2bRrOnz+Pa6+9Fps2bYLBYJCx5u6jqnR+PoIc2HyDq1CQgdK3nJ1HoJyjv/DEKuVRu0qcnlKJ11lTwthgMCAzMxOZmZmiZQRBQHp6OtLT0/1WL6JlWBzYSsprxML1w0gOOE4hT3TCGySzSmkwPaWmxoyJwMTiwAbYz5ZVgmOG0iFPdMJbJLNKaTA9JQljIiBQsmOGkqFQqkRLkGxapcsQrgJPxhFA6Sk1ZaYmAhulOmYoGcnG/AhNINm0SksIVyfBaDBmcUDFACfNmAgoHE1nIMQhT3SipUhmlXISjCYQ80STZkwQGoY80QlfIJlVSiyEawBpxBZIGBOEhiFPdMJXSDZdyBKMJsAhMzVBaBjyRCcIZUDCmCA0DnmiE4T8kJmaIAjyRCcImSFhTBAEAGWGCBTFbNKEU4/ScBUy1e8EUD8gYUwQhLrwMq0e0TIUFzI1wPqBwBij0Do+pqKiApGRkSgvL0dERITc1SEIVeJQC/t5XUMgiOaPrQbtLADnnyoBS8hUkVbnvgWJ0f7TUi3pFRXeDzyRBaQZEwShOBxpYR0jgvGfoGcRJkFaPUIcd9Ikbv7yA9y8aQUEf2ipEqZXlBPypiYIQlGIJa6Iv/gTwqpLnGzZJK2eBJjMDDuOl+Gr/Wew43iZZuJ1uwqZmqLbhUX1S+1THlYUc+21cK1vK+RJekUVQZoxQRCKwZkWFo0L7u1EgrR6ihsv9SPOQqHqYEZa8EcAHKV0kEhLDdD0iqQZEwShGJxpYaVo695OfJxWT+spJp2FQh2s+xlxwjmIO1RLoKUGaHpFEsYEQSgGZ1rYLnNPnGXtIG4d9n1aPUox6TxNoizWigBNr0jCmCAIxeBMCzNDhwX1kwEATCx4p4/T6nmSYjJQcRYyVRZrhSW9osMaqTe9IgljgiAUg6tk9ZvMg/F88By/pdWjFJMcsZCpp9v0Q3WYEX7XUgMwvSI5cBEEoRjcSVY/8s5HICQ+55c5rZRishHRkKk/v9ow51fkikmlpQZYekUK+iEBFPSDIFqGUryXTWaG4Uu+c5lictvcG7Udx9thNKyOXBCrUEv1FZ7IAhLGEkDCmCBajlLiIFu8qQHHmjpltmoggOJE+woSxjJDwpggAgulaOqEuqBwmARBED6EUkwSUkPCmCAIwg1UlWKSUB00tYkgCIIgZIY0Y4JwA6U4ExEEEZiQMCYIF5DzDkEQUkNmaoJwgtaTBBAE4R9IGBOECJQkgCAIf0HCmHAJJVV3jBaSBBAE4R80J4zPnDmDSZMmISoqCuHh4bjmmmuwZ88e63rGGNLT0xEXF4ewsDCMHDkShw8flrHG8rLhUDGGL/kOD76/EzNX7ceD7+/E8CXfacI8S0kCCILwF5oSxufPn8ewYcMQHByMb775BoWFhXj99dfRtm1ba5mlS5di2bJlyMrKQkFBAYxGI0aPHo3Kykr5Ki4TWh8vbRr8Xwcz/qQrxB267fiTrhA6mB2WIwiC8AZNeVMvWbIE8fHxyMnJsS7r2rWr9TdjDJmZmXjhhRcwfvx4AEBubi5iYmKwcuVKPPHEE/6usmy4Gi8VwMdLRycaA3aKjyWdX7/KLZgf/BHihEZz9FnWDgvrJ+Mnw/UYnNBOxloSBBEIaEozXrt2LQYOHIh7770X0dHRSE5Oxvvvv29dX1RUhJKSEqSkpFiX6fV6jBgxAtu3bxfdb21tLSoqKmw+aicQx0tdjn2bTUDRVuDg50DRVgTBjLf7/w9vB2fCCNvzNOIc3g7OxNv9/xewLyOqptm1hNkkd40Iwima0oxPnDiB7OxszJo1C88//zx27dqFv/zlL9Dr9Zg8eTJKSkoAADExMTbbxcTE4OTJk6L7zcjIwIIFCyStu78JtPFSl3OFHaWAM8Qi+XItmGCfOl0nAAwCkg8vAUZP0nx2GkXhMJ1fHDBmiabT+RHKRlOasdlsRv/+/bFo0SIkJyfjiSeewOOPP47s7GybcoJg++hljNkta8q8efNQXl5u/Zw+fVqS+vuTQEqq7mrse9/GXJ4cvenDGwAqi4Hqc3aC2IIABlSc4WnjCGVQuNbxtawo5ssL18pTL4JwgaaEcWxsLBITE22W9erVC6dOnQIAGI1GALBqyBZKS0vttOWm6PV6RERE2HzUjmW8VFwQcc1S6eOlrsa+dTAjbscCMIcl3OTib95vS/gOs4lrxM5mhm94jkzWhCLRlDAeNmwYjh49arPs2LFj6NKlCwAgISEBRqMReXl51vV1dXXIz8/H0KFD/VpXuQnSCUgby19cmgtky/+0sYmKHy91NfY9SPczYlAm+tLhFm3EX9QIP3Jyu71GbANZMgjloilh/PTTT2Pnzp1YtGgRfvnlF6xcuRLvvfcepk+fDoCbp1NTU7Fo0SKsWbMGhw4dwpQpUxAeHo4JEybIXHv/MyYpFtmT+sMYaWuKNkaGIntSf1XEZXY1ph2NCy3YuwBEdAS6aOtFTbG4a6GQwJKh1cA4hO/QlAPXoEGDsGbNGsybNw8LFy5EQkICMjMzMXHiRGuZOXPmoLq6GtOmTcP58+dx7bXXYtOmTTAYDDLWXD7UnlTd1Zh2Kdp6ueeG8x+zmJy3lIK7FgofWzIokQjhCwTGGL3C+ZiKigpERkaivLzc9+PHZhM3s138jT9UugyVVRgoPbWgycwwfMl3KCmvcTiSGAQztofORDTOcYcsOwQg7AogOLSZd25HLoiV6J2rsD7iN8wmIDOJO2uJXcuIOCD1oM/aw+Ic2PxoljvAYkFS+n1CNMGH948nskBTmrHqUdiUDTVoBJax76kr9kKA7SNaAGCGDmeHpCFmx8yGJc1LABj7N6DnbeoQcArrI35FF8TP87PJEL2WPrRkuBsYx2wGXl6v7PuEaEDG+4c0YwmQRDO2TNkQewe/7yO/Pmzd1QiUglfzjGXWfj3WphTWR2TDT9dyx/EyPPj+Tq+2Vep9omkkuH88kQUkjCXA58LYan4T8xT1vfnNGRbTr5iXsgDu5LVt7o2KMsW5FG4KMu96bHVQWB+RHT9cy6/2n8HMVfu93l6p94kmkej+ITN1oOHJlI2E6ySvjiehModcGSV5fdwlSCc4r48uyC/tZ0VEYIhZHSxBShxqUwrrI7Ljh2vZ0oA3Sr1PNIkC7h8SxmpAxikbjgi0UJmyIDI2Zbp5MRasa+N5gg6F9REtYAmMI+Yc6C50nygABdw/mppnrFpkmrIhRiCFypQFJyEbdf96GH0rt4huKpqgQ2F9RAu4ExjHHeg+UQAKuH9IGKuBLkP5eIWz4JR+DD4RKKEyZcGNkI1pwR/b5Et2hJ02pbA+ohWcBcZ5e0Iy3SdqQQH3D5mp1YCfp2y4wtV0IUAdoTJlwcXYlACGOKEMg3U/Y6c5UbScnTalsD6iJZwFxtHpBGXeJwpyVlQECrh/SDNWC4l3cNf6iGaOOxFxskxZCYRQmbLg5piTWJhOp9qUwvqIlrA4B467piOGXBllFbCKvE8K13LP4dzbgS8e5d+ZSZTRSub7h6Y2SQBF4CKNWJSirfzh54IH6l7Ej+ZEh9qUy4e4wvoIoaD7hOaiu0amCFwkjCVAUmGsIiR7AKlZ2LgZsnHD6E1Y8PVRitqkcXx6D9FcdL9D84wJ2ZEsVKbawz26OTY1JrETRvfuqAxtipAFn99DCphLS4hDY8aEz7EErWgeGMQStGLDoWLvdtxgYmPNHiisopgLN7WMebk5NiU2DkkEPpLcQwqYS0uIQ5ox4VPcDZ5vF7TCFQ1TghiYgzmdfKmw4Tme0EENJrbEO9STfILwK1LdQ6bW0XCnd7lbjvAtJIwJnyJZqMwGE5v4LEAVmtj8HX6TUAVS3UO7TD3RhbWDEefgSIabGVCCKBTVXw3d8TIaHvEzJIwJnyJVqExzZYlbYyruliMIpSLVPVRaVY8P6ycjOzgTZgYbgWxuUMMX1D+EH1f9hAvV9dZ15DjoH+i5RfgUqUJlHqkM92k5glAqUt1D0YZQbDQPxtT6VJTAdp56CaIwtT4VG82DbQQx4ANfD8ItSDMmfIqr4PmWtHGehgD8JbwPrnDDxPZLeB/09qrmBKEMpLqHLPvdVD4YebUDMVj3M6JxAaVoi13mnjCL6GYt8vUg3IY0Y8KnuBM835sQgNERrbGgfjKARpOahaYmtuiI1h7WmCCUhVT3UNP9Muiw05yIteah2GlOFBXEFkQTlBA+g4Qx4XOkCAE4OKEdDhiuxzQRE9u0+lQcMFxPQfeJgECqMJpi+20bFuzW9pTuUTooApcEUAQujq8jcFnmXupgxqAmJraCBhMbxcQmAg2potg136+ZMUz8+48ut/vn43/ybBaExqEIXIQisASt8BWWt/oF6wqxs7wxoxF5exKBiq/vIbH9msxMknFqwn1IGBOqwlm6OoIgvIPSosoPmaklgMzUBEGoEcliymsUMlMTBEEQHkOWJ/kgYUwQDSgm56yEaOEcJUPNqTs9QKpxasI5JIwJAtowz2nhHCVD7ak7CcVDY8YSQGPG6sIyZar5jWDRF6WaMuVPLVWuc2wRStFEG1J3Qqz1mqS9JERQyrX0MzRmTBBuIlnKRxf4U0uV6xxbhFI00YbUnfaCGLC2nppSd8qBUq6lwqEIXISm8SRdna+QJHG8E+Q4R7cxm4CircDBz/m32dSoiTZ9eANARTFfXrgWJjPDjuNl+Gr/Gew4XgZT8xipvqIhdac4TVJ3+hm/tUFLcONaEhzSjAlNI1W6OjHk0FL9fY5u40hjMsQCl2vhTBOtXvcsbvoyFGcq/JDm7+Jvvi3nI1Qx/k9WBY8gzZjQNFKlqxNDDi3V3+foFmIaU2UxUO3s3BnCqksQf/Enm6WSpflrE+Pbcj7A35YVr1GwVUGJaFoYZ2RkQBAEpKamWpcxxpCeno64uDiEhYVh5MiROHz4sHyVJCTFklZOTAcVwDUOX4UBlENL9fc5usSpxuQe0bhg89+ypwXrCn1rru0ylI9vOmu9iI68nB9wZVkBJGgDb1GoVUGpaFYYFxQU4L333kPfvn1tli9duhTLli1DVlYWCgoKYDQaMXr0aFRWVspUU0JKpEpXJ4YcWqq/z7E5dmObv/7gQmNyTSna2i2TZOxbF8QdjQCItt6YxS0ys3oy9qvo8f/mKNCqoGQ0OWZ88eJFTJw4Ee+//z5eeeUV63LGGDIzM/HCCy9g/PjxAIDc3FzExMRg5cqVeOKJJ+SqMiEhTRNQNH3QGSUYg5Mqcbwr/HmOTXE0tjm5TQEWerk/M+MpM3eZe4qW8fnYd+IdfPqSQ4/gxS3yCPZ07Fex4/+OsFgVKorh2Aoi8PV+siooHU0K4+nTp+O2227DTTfdZCOMi4qKUFJSgpSUFOsyvV6PESNGYPv27aLCuLa2FrW1tdb/FRUV0lWekAR/hQGUMyC/v0Mdis1tPnapNRDi+f5YQ4stqH8IZidGPUnGvhPv4I5GPpwrK9Y+lrFfR3O/FTn+L4bFqvDZZECst7fQqhBIaE4Yr1q1Cnv37kVBQYHdupKSEgBATIyt2SQmJgYnT54U3WdGRgYWLFjg24oSfsdfYQDl0lIB/52js7HNXeaeOMvawSicExGpAhB2BRAcaqeJPn9pIjbVXiO2lbRp/nRBQMJ1PtmVt171cllWvEZCq0KgoSlhfPr0acycORObNm1CaKj4m6Mg2GoKjDG7ZU2ZN28eZs2aZf1fUVGB+Pj4llfYn2g0Qo5cBHpAfmdjm2bosKB+MrKDM8EEAYIjjWns3+w0UaHLUIwsLMWnAZDmz5Ox36YvT6pMdSiBVcEtVPZM05Qw3rNnD0pLSzFgwADrMpPJhC1btiArKwtHjx4FwDXk2NhG7aS0tNROW26KXq+HXq+XruJSQxFyZCGQA/K7GrPcaB6MqfWpyIz4J8JqmnjTNteYmmmicloVfElLxn5V2QY+tCq4hQqfaZoSxqNGjcLBgwdtlv35z39Gz549MXfuXHTr1g1GoxF5eXlITk4GANTV1SE/Px9LlixxtEv1IxZ31xIhh+LuEl7gzpjlRvNg7L97Ooa0OuqR9hIIVoWWjv0GQhtIhkqfaZoSxgaDAUlJSTbLWrdujaioKOvy1NRULFq0CN27d0f37t2xaNEihIeHY8KECXJU2XM8Mc1QhBxCItwe27yyA6CL9nj/arcq+GLsV+1tIAkqfqZpShi7w5w5c1BdXY1p06bh/PnzuPbaa7Fp0yYYDAa5q+YaT00znkTI8aeJiVA9qhzb9CPUPhKh4meaZoN+WNi8eTMyMzOt/wVBQHp6OoqLi1FTU4P8/Hw7bVqReBOQnSLkEBJiGds0RtqaWo2RocpM2ehnqH0kQMXPNNKMAwFvTTMUIYeQGBrbdA61j49R8TONhHEg4K1phiLkEH6AxjadI0n7qGxaj89w95kWfy1P2amg9iFhHAh4a5qhCDkEEXiocFqPz3DnmZZ0N/BmP8W1j+bHjAOClphmLBFyIpqNT0XEKXYKAEEQInjjOxJoOHumDX0K2L5cke0jMMYUkGsrsKioqEBkZCTKy8sREREh/QHNJiAzybVpJvWg82lOWjRrEUSgYH0OiA1ZufEcCCSaP9Pir7XXiG3wfft4IgvITB0I+MLc7O8IOVJBLxWEVlHxtB5JaP5MK9qq6PYhYRwoUEB2bY+VEYSKp/X4BYW3DwnjQEKugOxKQKUh8AjCZ6h4Wo9fUHj7kDAONALF3OwJKg6BRxA+g6YqOkfh7UPe1IT68WSsjCACFYvvCIDGoJqw/a/lqYoKbx8SxoT6UfhYEEH4DZqq6BwFtw+ZqQn1o/CxIILwK1r2HXEHhbYPCWNC/Sh8LIgg/I4WfUc8QYHtQ2ZqQv0ofCyIIAjCFSSMicBAwWNBBKEqzCYeIOPg5/zbbJK7RpqAzNRE4KDQsSCCUA0UOEc2SBgTgYXSxoICKTxnIJ0LYQ8FzpEVEsYEIRWBpGUE0rkQ9lDgHNmhMWMCAGAyM+w4Xoav9p/BjuNlMJkpmVeLCKRUdoF0LmrDX+O3FDhHdkgzJrDhUDEWrCtEcXmNdVlsZCjSxiZiTFKsky0JhwSSlhFI56I2/GmNoMA5skOascbZcKgYU1fstRHEAFBSXoOpK/Ziw6FimWqmYgJJywikc1ET/rZGUOAc2SFhrGFMZoYF6wpFdR4AWLCukEzWnhJIWkYgnYtacGmNALdG+NJkbQmcYzdP34IARHSkwDkSQsJYw+wqOmenETeFASgur8GuonP+q1QgEEhaRiCdi1qQwxpBgXNkh4SxhimtFBfE3pQjOKb4IfgNURAzKJgZUIIomOKH+Ldi3kAak/+RyxpBgXNkhRy4NEy0IdSn5QjOrpPl+LDuIWQHZ8LMAF0TOWYR0Gl1D2HKyXIMuTJKnkq6i0Vj+mwyuEBu+oZBGpMkyGmNUFngHJOZYVfROZRW1iDaEIrBCe0QpBN7cVQ2JIw1zOCEdoiNDEVJeY1YegUYI3kHJ9yntLIGG82DMbU+FWnBHyEOjWb+EkRhQf1D2GgejFvVYnGwaEwOPXsXk8bka+ROfKK0wDkiBNosEBLGGiZIJyBtbCKmrtgrpvMgbWyiat805cJiSdhoHoy82oEYrPsZ0biAUrTFLnNPmBtGh1RlcVCZxqRqyBrhEssskOavKpZZINmT+qtOIAuMMXKV9TEVFRWIjIxEeXk5IiIi5K6OS1r0hkkhEu0wmRmGL/nOpcVh29wb6UWHEMfhPOOOblkjAsl82xzL/SXmfKqk+8sTWUCaMYExSbEYnWj0/OalEIkOIYsD4RO8tEYEmvm2OZ7MAlG8T0YTSBgTALgA8ajjShxUXu1v9mOSYpE9qb/dQ9EYQA9Fwg94OH6rVPOtL+/nQJ0FQsKY8ByJQyQGypu91xYHgvACV0F8BPAgPqMTjX7tg76+nwN1FgjNM9YSvgo6L2FQgkALz2mxOIy7piOGXBlFgpiQDCUG8ZHifrbMAnEy8x2xKpwFoilhnJGRgUGDBsFgMCA6Ohp33nknjh49alOGMYb09HTExcUhLCwMI0eOxOHDh2WqsQ8pXAtkJgG5twNfPMq/M5O8i3ErUVACCs9JEN6jNPOtVPezxScDEI0VpkqfDE0J4/z8fEyfPh07d+5EXl4eLl++jJSUFFRVVVnLLF26FMuWLUNWVhYKCgpgNBoxevRoVFZWyljzFuLroPMSBSVQ4ps9QagFpZlvpbyfLT4ZxkjbczFGhqpyWhOgsTHjDRs22PzPyclBdHQ09uzZg+uvvx6MMWRmZuKFF17A+PHjAQC5ubmIiYnBypUr8cQTT8hR7ZYhxfiuREEJlPZmTxBqQmlBfKS+nwPNJ0NTwrg55eXlAIB27XjnLCoqQklJCVJSUqxl9Ho9RowYge3bt4sK49raWtTW1lr/V1RUSFhrD/FkfNddr02JghIo7c2eIOTCZDKhvr7e4+0W3tYd6esKRden39Yd9XW18HzPnhMdrkNHg+tnQHS4DjU13r9gJ3dsDaA1APjt3CwEBwcjKMg3cRU0K4wZY5g1axaGDx+OpKQkAEBJSQkAICbG1rwaExODkydPiu4rIyMDCxYskK6yLUGqoPMShEhU2ps9QfgbxhhKSkpw4cIFr7bvFAwsv70TyqvrcbnJWGwrnYDIsGCEBVehqKjIR7V1TiQDXhkVA5OZid7PQToBkZcvoKjogl/qJAVt27aF0WiEILRMI9esMJ4xYwYOHDiAbdu22a1r3qiMMacNPW/ePMyaNcv6v6KiAvHx8b6rbEuQMuh8S0MkNoveFdRlKAXLIDSNRRBHR0cjPDzc6wc8YwyX6kwwmc0I0ukQHhLUYmHhDR1q6nD2grjWG9c2FIbQED/WyHcwxnDp0iWUlpYCAGJjWzZOrUlh/NRTT2Ht2rXYsmULOnXqZF1uNBoB8BuiacOWlpbaactN0ev10Ov10lW4JUgddN7boPIi0bvGjFmC7EmDKFgGoTlMJpNVEEdFtTxyVFiYDyrVQkJDQxGiD8XZCzWoN5mty4ODdIhrG4rIMHUKYgthDY1cWlqK6OjoFpmsNSWMGWN46qmnsGbNGmzevBkJCQk26xMSEmA0GpGXl4fk5GQAQF1dHfLz87FkyRJHu1Q+Sgw67yJ615j7PsLouWMDxjHD36g9eplWsYwRh4eHy1wT3xIZFoKI0GBU1Zpw2WxGK50OrfXua+qMMa+39QeW61VfX0/C2F2mT5+OlStX4quvvoLBYLCOEUdGRiIsLAyCICA1NRWLFi1C9+7d0b17dyxatAjh4eGYMGGCzLVvAUpKgeemd3dQz9tUFVdWKQRK9DItoyRB4ysEQUCbUM/FTXl1neK1al9dL00J4+zsbADAyJEjbZbn5ORgypQpAIA5c+aguroa06ZNw/nz53Httddi06ZNMBgMfq6tj1FKCjwpvLsJAMqNS0wQ3lBeXYeTZZfsltebzDhZdgldoqAYgewLNCWM3ckWKQgC0tPTkZ6eLn2F/I0SkoZL5d0tJwpII6nUuMQE4Q2MMaeOXwBw9kINIkKDA8aSoClhTCgAKb275UAhaSQDNa0coU2qak02pmlH1JvMqKo1eWX+ViKaCodJKACLd7ezMO8RHb337vYnvg4z6gnNkn6UVlS53gbSRS8zmRl2HC/DV/vPYMfxMoofLjP+vh5TpkyBIAgQBAHBwcHo1q0bZs+ebRNq2BMum50LYk/LecKWLVswduxYxMXFQRAEfPnllz4/hiMC45WCUA9K9O72BonTSDrFgTY+JtyIm3UPYKN5sNNNpYheRk5jykKu6zFmzBjk5OSgvr4eW7duxWOPPYaqqiqrr44nBAkCLl++jFatnIuoVjrf65NVVVXo168f/vznP+Puu+/2+f7FIM2YkA6xlI0W7+6IZg+GiDi+3J/e3d4iYRpJp4ho4yGXfsM7IZkYo9vlcDOp0soFWspLtSPn9dDr9TAajYiPj8eECRMwceJEq1bJGMPSpUvRrVs3hIWFoV+/fvj888+t227evBmCIGDjxo0YOHAgoiJb48DunThaeBCP3jcWQ3rGY2ivznjg1pE4/NM+ANyresPXX6J3797Q6/Xo2rUrXn/9dZs6de3aFYsWLcIjjzwCg8GAzp0747333nN6HrfccgteeeUVa34Cf0GaMSENrsZSleLd7S1yOKI50cYFMDAImB/8MfJqB8LU5D1bquhl5DSmLJR2PcLCwqxzp1988UWsXr0a2dnZ6N69O7Zs2YJJkyahQ4cOGDFihHWbOXPm4LXXXkO3bt2g04dj9Kgb0TOpL15c9Dp0QUE4evggWgVzsVV6ohD3338/0tPTcf/992P79u2YNm0aoqKirLNjAOD111/Hyy+/jOeffx6ff/45pk6diuuvvx49e/aUvA08gYQx4XtcBPWwar9K8O72Fjkc0Vxo4wIY4oQy3Gw4gX9XXmVdLlX0MnIa8xEWb/zKc4DQGXBj1ocjlHQ9du3ahZUrV2LUqFGoqqrCsmXL8N1332HIkCEAgG7dumHbtm149913bYTxwoULMXr0aOv/0uIzeHTaTCRc1QMA0CXhSus84yVzl2PUqFF46aWXAAA9evRAYWEhXn31VRthfOutt2LatGkAgLlz5+KNN97A5s2bSRgTAY6cY6n+ROowo45wU8vOGhuHH1v/SfIIXJTy0gc0tSC1iQeGvQ78EQS07wyEtfVoV3Jfj6+//hpt2rTB5cuXUV9fj3HjxmH58uUoLCxETU2NjZAFeHRDS6RDCwMHDrT5P2vWLMyf/RQ2ffUvXD/yRtx9zz3o2asHBEHAkSNHMG7cOJvyw4YNQ2ZmJkwmkzUaVt++fa3rBUGA0Wi0xpNWEiSMNYRfwiRqJaiHHI5obmrZOoMRQxKk10Qp5WULEbMgscvA+SIACR4JZLmvxw033IDs7GwEBwcjLi4OwcHBAGDNErV+/Xp07NjRZpvmMf1bt25t8z89PR0TJkzA+vXr8c0332DxXxdi1apVuOuuuxwm8HEUS8JSDwuCIMAsgRd2SyFhrBH85mEZiEE9xPBzmFFT/BD8gSh0YGVw9A5lZkCpEIUO8UPgD5sDpbxsAU4tSA2U/w8IjQTcDGoh9/Vo3bo1rrrqKrvliYmJ0Ov1OHXqlI1J2l169OiBHj164Omnn8aDDz6InJwc3HXXXUhMTLTLurd9+3b06NHDZzmG/Ql5U2sAv3pYBlpQD1ck3gGkHgIe/hq4+x/8O/WgJB7hu06WY37dQwC44G2K5X9a3UPYdbLc58d2RJBOQNrYRAD2s8Yp5aULXFqQAJjrgbqLbu9SqdfDYDBg9uzZePrpp5Gbm4vjx49j3759eOutt5Cbmyu6XXV1NWbMmIHNmzfj5MmT+OGHH1BQUIBevXoBAJ555hl8++23ePnll3Hs2DHk5uYiKysLs2fPblF9L168iP3792P//v0AuGa/f/9+nDp1qkX7dQUJ4wDHlYclwD0sfRYUIJCCeriLxRGtzz38W6Kx8NLKGmw0D8bU+lSUwFa7KUEUptanYqN5sF/HaMckxSJ7Un8YI21Nn8bIUIqF7Qx3LUOmeo92q9Tr8fLLL2P+/PnIyMhAr169cPPNN2PdunV2mfOaEhQUhLKyMkyePBk9evTAfffdh1tuuQULFiwAAPTv3x+fffYZVq1ahaSkJMyfPx8LFy60cd7yht27dyM5Odk6nj1r1iwkJydj/vz5LdqvKwTmTsBmwiMqKioQGRmJ8vJyREREyFqXHcfL8OD7O12W++fjf/Kdh6V1LAxwOJaqlrnECqPptdTBjMG6nxGNCyhFW+wy94S54d3ap9fSTShto4cUbQVyb7dZVNMmHkXDXkdCxw4IbdXQdlFXAXrPk9TQ9fAfNTU1KCoqQkJCAkJDbV+CPJEFNGYc4MjiYamklI0BRNMxQTN02GlOtFkv5xhtkE6g6Uue4NIbH4AuGAhp49Xu6XqoDxLGAY5sHpZqD+qhQCxjglNX7BXz36YxWrXg1Bu/gchObjtvEeqHxowDHIs25WQEV5IwiQD8NpaqJZQ6Jkh4gVhYWKEVcIVn05oI9UOacYBD2lTgMSYpFqMTjTQmGAg0tSBVngOEaKB9dyAsTO6aEX6GhLEGsGhTzecZSxUmkZAexY0JWkI60pCE51gsSDU1QFERmaY1CgljjUDaFCEZrpKCEAThEhLGGkJp2hRNvwgA3E0KQvgexnhQEFM9ENTgeU1atWohYUzIAiWkDwC0khREiVRf4OEyzU2CguiCuQc2OX6pEvKmJvwOJaQPEDxJCkL4juoLPJGEuVl0LnM9X159QY5aES2EhDHhV/wenpOQDi0lBVEKjHGN2Bnl//M6JzIhHySMCb/iSQJ0zWM28bCJBz/n32aT3DWyRWtJQZRA3UV7jbg55nqgplyavsMYUFsJXDrHvxuE/pQpUyAIAgRBQHBwMLp164bZs2ejqqrKN8f1IxkZGRg0aBAMBgOio6Nx55134ujRo5Ifl8aMCb8idwJ01aAGD2WXIR0Fvj6QkoLIjTuJI4q2AP98AKgsaVzmi77jbJwawJgxY5CTk4P6+nps3boVjz32GKqqqpCdne3xoRhjMJlMaNXK/yIqPz8f06dPx6BBg3D58mW88MILSElJQWFhoV2+ZV9CmjHhV+ROgK4KLB7KzcdjLR7KhWvlqVdzLCEdAYgm7RuzmJy3fElQsPP1RVuAvPm2ghhoed9xNU5tqoNer4fRaER8fDwmTJiAiRMn4ssvvwTAhevSpUvRrVs3hIWFoV+/fvj888+tu9m8eTMEQcDGjRsxcOBA6PV6bN26FT/99BNuuOEGGAwGREREYMCAAdi9e7d1uy+++AK9e/eGXq9H165d8frrr9tUr2vXrli0aBEeeeQRGAwGdO7cGe+9957TU92wYQOmTJmC3r17o1+/fsjJycGpU6ewZ88e79rOTUgYE35F1vCcasClhzK4h7JSTNZiIR0j4mhakxSEtOHaqCPMJmD7cpENW9B33BmnrrM3R4eFhaG+ngvvF198ETk5OcjOzsbhw4fx9NNPY9KkScjPz7fZZs6cOcjIyMCRI0fQt29fTJw4EZ06dUJBQQH27NmD5557DsHB/Pz37NmD++67Dw888AAOHjyI9PR0vPTSS/jwww9t9vn6669j4MCB2LdvH6ZNm4apU6fi559/dvv0y8t5fvB27aR9JpGZmvArFJ7TBZ54KCdc57dqOYWSgvgPQeBm4fNF9utKDgBVvzvZ2Mu+4844NWM2Qn7Xrl1YuXIlRo0ahaqqKixbtgzfffcdhgwZAgDo1q0btm3bhnfffRcjRoywbrdw4UKMHj3a+v/UqVN49tln0bNnTwBA9+7dreuWLVuGUaNG4aWXXgIA9OjRA4WFhXj11VdtchrfeuutmDZtGgBg7ty5eOONN7B582brPp2fFsOsWbMwfPhwJCUluSzfEkgYE36HwnM6Qa0eypaQjoT0hLUFkGA/fltd7t72nvYdd8apAXz97w1o06YNLl++jPr6eowbNw7Lly9HYWEhampqbIQsANTV1SE5Odlm2cCBA23+z5o1C4899hg+/vhj3HTTTbj33ntx5ZVXAgCOHDmCcePG2ZQfNmwYMjMzYTKZEBTEXwb79u1rXS8IAoxGI0pLS906pxkzZuDAgQPYtm2bW+VbAgljQhYoPKcI5KFMuENYWyA00jYCV22le9t62ndcjVM3cMOI65H97nsIDg5GXFyc1ZxcVMS1+PXr16Njx4422+j1epv/zR2k0tPTMWHCBKxfvx7ffPMN0tLSsGrVKtx1111gjEFoFnGMOZjSZamHBUEQYDabXZ7PU089hbVr12LLli3o1KmTy/IthYQxIRtKC8+pCMhDmXAXQQD0hsb/XYZJ03cs49TOTNWCgNaGCFx11VV2qxITE6HX63Hq1Ckbk7S79OjRAz169MDTTz+NBx98EDk5ObjrrruQmJhop7Fu374dPXr0sGrF3sAYw1NPPYU1a9Zg8+bNSEhI8HpfnkAOXAShJMhDmfAWqfqOZZzaGSHiU34MBgNmz56Np59+Grm5uTh+/Dj27duHt956C7m5uaLbVVdXY8aMGdi8eTNOnjyJH374AQUFBejVqxcA4JlnnsG3336Ll19+GceOHUNubi6ysrIwe/Zsz86vGdOnT8eKFSuwcuVKGAwGlJSUoKSkBNXV1S3arytIM1YilI5OGtTSrhYPZYfzjBeTh3JLUUs/8Aap+o7YOLVlnnFQCIBLopu//PLLiI6ORkZGBk6cOIG2bduif//+eP7550W3CQoKQllZGSZPnozffvsN7du3x/jx47FgwQIAQP/+/fHZZ59h/vz5ePnllxEbG4uFCxfaOG95g2Ve9MiRI22W5+TktHjfzhCYIyM7gbfffhuvvvoqiouL0bt3b2RmZuK669xzUKmoqEBkZCTKy8sRERHh2YHVEOxBjaixXQNZaMiFgvtBTU0NioqKkJCQgNDQFs6zl6rvUKYoO5xdN09kAZmpHfDpp58iNTUVL7zwAvbt24frrrsOt9xyC06dOiXtgdUS7EFtqLVdLR7Kfe7h3ySIW4Za+4E3SNV3LOPU4e34t8YFsS8hYeyAZcuW4dFHH8Vjjz2GXr16ITMzE/Hx8V6FdXMbtQV7UAvUrgRA/YBQPCSMm1FXV4c9e/YgJSXFZnlKSgq2b3ecCq62thYVFRU2H4+hdHTSQO1KANQPCMVDwrgZf/zxB0wmE2JibOfixcTEoKSkxOE2GRkZiIyMtH7i4+M9P7Bagz0oHWpXAqB+QCgeEsYiOJpM3nyZhXnz5qG8vNz6OX36tOcHpGAP0kDtSgCq6gfuBKQglIOvrhdNbWpG+/btERQUZKcFl5aW2mnLFvR6vV0kGY+hYA/SQO1KAKroByEhIdDpdDh79iw6dOiAkJAQUQWAkB/GGOrq6vD7779Dp9MhJCSkRfsjYdyMkJAQDBgwAHl5ebjrrrusy/Py8uzioPoUy4T9zyYDYikUKNiD51C7EoAq+oFOp0NCQgKKi4tx9qyz8W1CSYSHh6Nz587Q6VpmaKZ5xg749NNP8dBDD+Gdd97BkCFD8N577+H999/H4cOH0aVLF5fb+36ecUcK9tBSqF0JQBX9gDGGy5cvw2Qiz26lExQUhFatWolaMDyRBSSMRXj77bexdOlSFBcXIykpCW+88Qauv/56t7ZtkTAGKNiDVFC7EgD1A8JvkDCWmRYLY4IgCEL1UAQugiAIglARJIwJgiAIQmbIm1oCLJZ/ryJxEQRBEAGBRQa4MxpMwlgCKisrAcC7SFwEQRBEQFFZWYnIyEinZciBSwLMZjPOnj0Lg8Hg9aT9iooKxMfH4/Tp0+QE5gBqH+dQ+ziH2sc51D7Ocbd9GGOorKxEXFycy3nIpBlLgE6nQ6dOnXyyr4iICLoZnEDt4xxqH+dQ+ziH2sc57rSPK43YAjlwEQRBEITMkDAmCIIgCJkhYaxQ9Ho90tLSWp6AIkCh9nEOtY9zqH2cQ+3jHCnahxy4CIIgCEJmSDMmCIIgCJkhYUwQBEEQMkPCmCAIgiBkhoQxQRAEQcgMCWOCIAiCkBkSxgrl7bffRkJCAkJDQzFgwABs3bpV7irJwpYtWzB27FjExcVBEAR8+eWXNusZY0hPT0dcXBzCwsIwcuRIHD58WJ7K+pmMjAwMGjQIBoMB0dHRuPPOO3H06FGbMlpun+zsbPTt29caJWnIkCH45ptvrOu13DaOyMjIgCAISE1NtS7Tchulp6dDEASbj9FotK73dduQMFYgn376KVJTU/HCCy9g3759uO6663DLLbfg1KlTclfN71RVVaFfv37IyspyuH7p0qVYtmwZsrKyUFBQAKPRiNGjR1uTdQQy+fn5mD59Onbu3Im8vDxcvnwZKSkpqKqqspbRcvt06tQJixcvxu7du7F7927ceOONGDdunPWBqeW2aU5BQQHee+899O3b12a51tuod+/eKC4utn4OHjxoXefztmGE4hg8eDB78sknbZb17NmTPffcczLVSBkAYGvWrLH+N5vNzGg0ssWLF1uX1dTUsMjISPbOO+/IUEN5KS0tZQBYfn4+Y4zaxxFXXHEF+/vf/05t04TKykrWvXt3lpeXx0aMGMFmzpzJGKP+k5aWxvr16+dwnRRtQ5qxwqirq8OePXuQkpJiszwlJQXbt2+XqVbKpKioCCUlJTZtpdfrMWLECE22VXl5OQCgXbt2AKh9mmIymbBq1SpUVVVhyJAh1DZNmD59Om677TbcdNNNNsupjYD//ve/iIuLQ0JCAh544AGcOHECgDRtQ1mbFMYff/wBk8mEmJgYm+UxMTEoKSmRqVbKxNIejtrq5MmTclRJNhhjmDVrFoYPH46kpCQA1D4AcPDgQQwZMgQ1NTVo06YN1qxZg8TEROsDU8ttAwCrVq3C3r17UVBQYLdO6/3n2muvxUcffYQePXrgt99+wyuvvIKhQ4fi8OHDkrQNCWOF0jwPMmPM69zIgQ61FTBjxgwcOHAA27Zts1un5fa5+uqrsX//fly4cAFffPEFHn74YeTn51vXa7ltTp8+jZkzZ2LTpk0IDQ0VLafVNrrlllusv/v06YMhQ4bgyiuvRG5uLv70pz8B8G3bkJlaYbRv3x5BQUF2WnBpaandW5jWsXg2ar2tnnrqKaxduxbff/+9TR5tah8gJCQEV111FQYOHIiMjAz069cPf/vb36htAOzZswelpaUYMGAAWrVqhVatWiE/Px9vvvkmWrVqZW0HLbdRU1q3bo0+ffrgv//9ryT9h4SxwggJCcGAAQOQl5dnszwvLw9Dhw6VqVbKJCEhAUaj0aat6urqkJ+fr4m2YoxhxowZWL16Nb777jskJCTYrNd6+ziCMYba2lpqGwCjRo3CwYMHsX//futn4MCBmDhxIvbv349u3bppvo2aUltbiyNHjiA2Nlaa/uOV2xchKatWrWLBwcHsH//4ByssLGSpqamsdevW7Ndff5W7an6nsrKS7du3j+3bt48BYMuWLWP79u1jJ0+eZIwxtnjxYhYZGclWr17NDh48yB588EEWGxvLKioqZK659EydOpVFRkayzZs3s+LiYuvn0qVL1jJabp958+axLVu2sKKiInbgwAH2/PPPM51OxzZt2sQY03bbiNHUm5oxbbfRM888wzZv3sxOnDjBdu7cyW6//XZmMBisz2Fftw0JY4Xy1ltvsS5durCQkBDWv39/63QVrfH9998zAHafhx9+mDHGpxikpaUxo9HI9Ho9u/7669nBgwflrbSfcNQuAFhOTo61jJbb55FHHrHeQx06dGCjRo2yCmLGtN02YjQXxlpuo/vvv5/Fxsay4OBgFhcXx8aPH88OHz5sXe/rtqF8xgRBEAQhMzRmTBAEQRAyQ8KYIAiCIGSGhDFBEARByAwJY4IgCIKQGRLGBEEQBCEzJIwJgiAIQmZIGBMEQRCEzJAwJgiCIAiZIWFMEARBEDJDwpggCIIgZIaEMUEQBEHIzP8Dd3S3wsBNdnMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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.text(10, 95, \"This value is important!\", \n", + " ha='center', color = 'red', size = 20) \n", + "\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "621b1e52-df3e-46e6-8cf7-16c7757c125f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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Figure:(0.2, 0.2)\", transform=fig.transFigure )\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "152c21e8-6ccb-43df-966e-9b0d1449d6c2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/312350086.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\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", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.annotate(\"This is important!\", xy=(10, 95), xytext=(20, 94), arrowprops = dict(arrowstyle = \"wedge\" , color = 'hotpink')) # drawung attention annotating) to a detail using an arrow \n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d2c6f909-9d40-4cf9-82e6-4ea1dc035ed6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iK7jq8bfj+vQkALlDgsgalIGmNrGfEdKDyc+QUXngrHDpfXD6D8GaBycR8VZs2npMNJ9M0nkuoWJHtZOkNULB5odjxHw5WHMv99W3YObv3kt6P1GfEd9jwTMkvnCRI8DaSp1omB6V//6DtqyojazYwrlZ2LP4OqHU/2Qy9J3UTpLWCAWbH45j0718/cBR3LfxQEr7ivqM+BaLniGj8sA5n0syYZal37V8OG4tDaPnO0Igw5ZrF0WMl+D2uuaENvwBAkaw+eE4Nt3LdBKIRX1GfIvDz5BzwsXhMMv+eK00jCPEMN8ooSLsPDUbCi4bsLlusVDB5odf0AsWMQqfEUFw+BlyLs/FwTDLWHipNIwj6JQpebTrCdwQqI25W9wGZYLND7+gl2hsFD4jguDwM+SccNHCLPWKsdiY0OeV0jCOoFOmROr5blnwD1E9Y/ozYLUr2PzwE3ETjUOZyBsS5DPiFhx+hpwTLoEMNRQOQNxiLDYm9HmlNIwjJLDtBiSgSGpBVeBQ3G0GrHYFmx9+o7qyEHsWX4dXfnEFnplxGV75xRV496FJeOyWSwAI+IzIEaBhN3Bws/ov6605/gw5W/6l4mY1FC7Uz5kbKnIkzNQLpWEcwaDNNlZpGt3VrmDzw29owSJTLyvGhAvykRGQxHxG6raoUVHrfwi8+nP137WVrBgNOPoMOZ9ECQgVMgvoh/dalr0v2DVIiobd6gOdgBmdS/CeXNH72XBuhJuvjUdJ9Tkw/fnp8fUpUKLW5gok9TMXISomPkPi57m4EMuy992ehd4bTx+/TMnp7HNxfeRZHG3r6v2WWd3+wvTnp2feKW3HYnoVFEiQ/JQLZRMULiZjWfa+V7LQDZQpiZRPYT0qn2LJ82NQY8ZP3/BHLpRNGJUHviu5nwp6zbm071ZsrUu+JLmXmkEZsO3GsuET72PV8yOfbDJ1O2IuYlRFFhzLsve9loVecbN7CmIS27Dq+fn85BBcbOJ2xFwoXAxgWfa+F7PQnSg5Q4TGqufn/w25BN9ShiOM44ilBMsK0IR8fJFVibb6FppjbYbCxQBWZe9HhhbAyJre6HaEiIhVz09BaChWdM1BTXAtZAVRAkazsK3ougP7//IFjrd39v7GQBJ7oM/FAFZl79dG1MZe8UzNsgIcU/JRGylP6riEiIRVz09V6XB8knM15nfdjyZE79uEfMzruh875KoowQKcLZi6/dPGpP4eSQ4KFwNYlb3f3N6FFV1qhFV/AdN35dXc3gVC3IpVz4923B1yFb575t8xo3MJ/nvnPZjRuQRXnXkGO+SqmPulFYRDDEPhYhArMpMLcrKwQ67CvAQrLxYCJG7Hqsx+7bgFuUPwnlyBLfJEvCdXIG9opu5+cQumEtNgnkuSmJlhrDUoa2rtgAQZVYFDKMAJNCMPtXI5FATYfIl4CqsqXPQ/blNbBxb88UDC/Z6ZcRmmXlac9t/3E+I3C3Mpus25UjjWsikVPcllgZilUVgsk3gJM58fvePuq28xtB+tAtZBs5jDCFkIkBCXwxYazkPNRQCqKwsxuSLM0iiEmERfq4CEmAWJaBWwGPpcCCGexbJisz6GPhdiXXsAwfDLeVqCx9sZ0CrgHBQuHsUvKza/nKcluL3Vg0GsCiIg+tCh70G08ub9iwV6LTPZL+dpCVqLhP6FU9sa1e/ZxZGkCYWLx7CsPUASf39ffQteP3AU++pbLP07Tp5nyojQ691LrR6cRIR7KTA0i3kMy9oDGMBOE5WT55kyopihvNbqwQlEuZcCQ83FY1jWHiABdpuonDpPQ8Ra0RowQ9ml9Ync6sG2a5AONCkagpqLx7CqvLkeiUxUElQT1eSKsGlROk6cpyFirWhzCoHuM4hvhpJweusvcf1rWTjadrZIqWWBCcPONXc7k3BFcEZCk6KkmhTLf+CpqLtUoObiMZzITE7GRGUWQmZgx1vRnmwETuudu4Ls000o+ebjqG8tC0wYMVE14ehdvVCxup1NuCY4IxmTos+hcPEYVpU318MJE5UT56mL7orWGAU4EfXZssCEQIbqGwAQ9+pVP2bbyttVwRkCmxRFg8LFg9hdr8wpE5VTddli+gUSrmgT04y8Ad9ZVhq+4mZg+ktAqN81ChWp36fhlE7Wb+KE5psygpoURYQ+F49iZ2ayZqJqau2IufqUoL7wrTBR2Z2BHc8v8NsxX2JMisfUer3XyvE7jloSmFBxs+obMDFDPxW/idDBGf3RTIptjYitpUrq7zaaFEWFwsXD2JWZ7HSRQLvOU/ML9H+lNLV2YPWeE9g4OPljKj1XbEXXHZB1DAmWBSYEMkwLN9a7PvM2fBhXmxQ2OCMWmklx0xwg3my30aQoMjSLEVPweuuARH6B/XI5vkZ+j7CIhQRkD+9xpPchVISHgw/ir3Fa8rqlNHw6fhMhgzP0sNCk6CW8q7l4vCCfiHi5SGAiv0AEASztvAO/HfwM4q5opzwzwAwljZiIa+qa8UeXl4ZPJ6nVac03JSwwKRrCRe81bwoXZs86hleLBBqx9++Qq7C/ai2qDj0eY+49dnbu9TNDaVpff19FWLQcDx3S9Zu48hqYaFI0hMvea+ILl2QltZZr0F9B17JnqbaSFDBq74/8tylA9R1Jry7drvWZ4Tdx+zWwFBe+18QWLslKambPEotIKiIuIKW0onWz1mdWxKCbr4FluPS9Jq5DP5X6PcyeJRYhXNKmYPD6WIhL32tiCpdUS4Ize5ZYiNcj4tKF18ciXPpeE9MslmpJcGbPEouhX0AfXh8LcOl7TUzhkqqkZvYssQH6BfSx7Pq4KAzXVIy+10r+TW3xIMj1EVO4pCqpmT1LiDdxWRiuqRh5r1XeCvz7GKGuj5g+l3RKgjN7lhBvweZc+u+1ifcCe58V7vpIiqIkrGPd1taG3NxctLa2IhQK2TGuPnHdQExJnUhQ+FWFJsRLyBFgbaWOD7bHJHT/QX883/3fayX/NlBjicL862NUHohpFgPOSuqYqvBjiTUQu7NnrYSCkviVVIN7vEr/91rDbmGvj7jCBXCufo9I+NnWTIhLw3BtQ+DrI7ZwAbylgSSLC0s+EGIqLg3DtQ2Br4+YDn2SeiIpIV4ineAePyDw9aFwERWXlnwgxFS0MFwAcQvL+Dm9QODrQ+EiKgLbUgmxFaYX6CPo9RHf5+JXBLalEmI7DO7RR8DrQ+EiKixlQ0g0fg7uMYJg14dmMVER2JZKCCGJoHARGUFtqYS4CjmiJhse3Kz+ywhLW6BZTHQEtKUS4hqYhOwYFC5uQDBbqmfK0XjlPEhsmITsKBQuJDm8shL0ynmQ2Li077yX8KzPJSIr2FffgtcPHMW++hZE5ITFn0kivFL63Cvn4Ubs8n8wCdlxPKm5bP+0ESu21qGxtaP3u8LcLCybUsE+3qnilZWgV87DjdipLTIJ2XE8p7ls/7QR8zZ8GCVYAKCptQPzNnyI7Z82OjQyl+OVlaBXzsNt2K0tMgnZcTwlXCKyghVb6/RKPWLF1jqayFLBKytBr5yHm3CiCKvABR39gqeES23D8QEaS18UAI2tHahtOG7foLyCV1aCXjkPN+GEtsgkZMfxlHBpPhlfsKSyHTlLpGQCvkY+4il9sgI0IR+Rkgn2DixZuKK1H6e0RSYhO4qnHPoFOVmmbkfOUnu4Fb/vvAM1wbWQFSDQ592sCZxlnXdg7uFWTLgg35lBGkFb0W6aA1XA9JWWXNFagpPaosuSkCOygtqG42g+2YGCnCxUlQ5HRiDeQkhsPCVcqkqHozA3C02tHfFKPSKcq94wkhzNJzuwQ67CvK77sSz4Eopw1rTYhHys6LoDO+Qq3OQGrVBb0caMXHqMK1qzcboIq2hJyHHwWpSrp4RLRkDCsikVmLfhw3hrUiybUpF4JcDM7QFo2t4OuQp/OzMeVYFDKMAJNCMPtXI55B4Lq2u0QpetaF2NSdqil1b1/dGiXPuLXi3KtWb2ONcJGElRlIShU21tbcjNzUVraytCoZAd40qLtFYAzNyOSURWcNXjbyfUCvcsvs4zDzwxmZjPVrEhbdFrq/q+aM9WvGAk0Z4to/LAk8IFSHGVE68Wkba68rkTUFtdAbG1QjeurojNpGAViLeq98q821ffgpm/ey/hdq/84goh/JlG5YGnzGJ9yQhIyd0IizO3vaDSV1cWomb2uAEryLBHVpDEBpL0fyTKXZOg5q5Nrgjb/jyZ9Ux7NcrVs8IlaZKJxU/SOegllb66shCTK8KuF5TEHSSTu2bnqt7MZ9qrUa7uznMxswieRbH4XixHo2mFUy8rxoQL8ilYiGWIuKo3+5nWolx1Mq9Q6MIoV/cKl7otwNpKYP0PgVd/rv67tjL1GkUWxOKzHA0h6SHaqt6KZ1qLcgXi1hIwFuUqGO4ULlYUwbMgc5vlaAhJD9FW9VY905o/M5wbLSTDuVmuDVhwn8/FKse7BZnbIqr0hLgJ03LXTMLKZ9pr/kz3CRcLHe9mZ26LptIT4hSyLKOzszOlfa8Z/S28OOsSPP+/6/HPb870fn/OsEzcfe0F+O7ob6Gjw54FWsGQAIpzEi8wC4YEUh7T2OKhAIYCALo6z6ArpaOkTjAYREZG+snE7hMuVhfBMzFzm+VoCAE6OzvR0NAAWZZTPsZ5QeDRyWF0dkcQURRkSBIGD8qAJLWjoaHBxNHqk6sAv550LiKyEveZzghIyO0+gYaGE7aNy2zy8vIQDochSalrTe4TLnYUwUu1FlG/BLGMEROFUukJsRtFUdDY2IiMjAyUlJQgEHCnm7cv53R04tiJ+FpJUV4WcrIG2zgi81AUBadOnUJzczMAoLAwdV+P+4SL00Xw4hGnbEx19eOomX05Ew+JL+nu7sapU6dQVFSEIUOGOD0cU8jKysLgzCwcO9GBrshZbSyYEUBRXhZys90pWDSys7MBAM3NzSgoKEjZROY+4SJiyfR4ZWN6oteqp7+EyYuneMZRZzdeqG7gVyIRNfds8GB3v3D7k5s9GKGsINrPRNAtyxgUCGBoZoYhM5KiKCntZyfaQqCrq8tHwgUQq2S6wei1jPIfCFEXyG14qbqBnxHt5WkGkiRhWFZyr9DW052u0HjMuF/uFC6AOCXTrYxecwpBWg54sQw58S+tpztxuOXUgO+7IjIOt5zCiHwIJWDSxb3CBRCjCZBTLVytQpCWAyIXLCQkWRRF0Q0CAIBjJzoQygp6Rstzf+iG0zjZwtVsrKh8kCKsbkC8RPuZSJQpLBZdERntZ9KojygYFC7pYkHZGEdI6DuCWvkgneKgif5+nyKkzW3thnazqrpBRFawr74Frx84in31Laz/5jB234+5c+dCkiRIkoRgMIhRo0Zh0aJFaG83Ni/7020wx8fodsmwa9cuTJkyBUVFRZAkCa+99prpfyMW7jaLiYCI0Wup4KTvKIYprnpIGDcEZmCHXKW7qxXVDRhEIBZO3Y/q6mqsW7cOXV1d2L17N+666y60t7ejpqYm6WNlSBK6u7sxaJD+K3eQBXlA7e3tGDNmDH72s5/h1ltvNf348aDmkiyxyvxr0WuhfhM9VOSe7pVO+Y7imOIGn/oavx28FtWB2pi7WVWw0IstEtyMk/cjMzMT4XAYJSUlmDVrFm6//fbeVb+iKHjiiScwatQoZGdnY8yYMdi8eXPvvjt37oQkSdixYwfGjx+P/Nyh+OT99/D3uoP4+fQpmFBegokXnY8ZN12Dzz7+CIAaNbb9jddw8cUXIzMzEyNHjsSaNWuixjRy5Eg8+uijuPPOO5GTk4Pzzz8fL774ou553Hjjjfj1r3+NW265xdwLlABqLsmQyNktQvRaqjjhO9IxxUlQoEDC0uAf8Lcz4xHpsw6yqroBgwjEQrT7kZ2dja4utdLXkiVL8Kc//Qk1NTW48MILsWvXLsyePRvnnHMOvve97/Xu8+CDD+I3v/kNRo0ahUDmEEyedB3KKy/FkkfXIJCRgb9/dhCDgupruPnLOtx2221Yvnw5brvtNuzduxfz589Hfn4+5s6d23vMNWvWYNWqVXj44YexefNmzJs3D1dffTXKy8stvwbJQOFilASJkr0aitPRa6niROWDBKY4CQqKpBbckPMl/nJydO/3VlU3ELXroevoG8qeHQaU1LRLke5HbW0tXn75ZUyaNAnt7e146qmn8Pbbb2PChAkAgFGjRmHPnj144YUXooTLypUrMXny5N7PzY1H8fP596F0dBkAYETpBb15Lo8vfhaTJk3CI488AgAoKytDXV0dnnzyySjhctNNN2H+/PkAgMWLF+Ppp5/Gzp07KVxciVVl/kXCCd+RQRPbc1OK8H+GXmF5hj5bJJhAf+1+WAnw3WeAjm8DWcn5x5y+H2+88QaGDRuG7u5udHV1YerUqXj22WdRV1eHjo6OKKEBqAU6x44dG/Xd+PHjoz4vXLgQSxfdi7++/p+4+prrcOuPf4zyi8ogSRI+//xzTJ06NWr7K6+8EmvXrkUkEunNlL/00kt7f5ckCeFwuLcWmEi4WrjYVhbEi4mSsbC78oFBE1sgJ4wJpdZrCmyRkCbxtHu5G2j7B5A5GMjOM3w4p+/Htddei5qaGgSDQRQVFSEYDAJAbxXmbdu2obi4OGqfzMzMqM9Dhw6N+rx8+XLMmjUL27Ztw5tvvonH/sdKbNy4EdOmTYOiKANyXBRl4IJWG4eGJElpVZy2CtcKF1sjSLyWKKmHjb6jSMkE/BfycY7SglhrAlkBmqV8nFMyAXbog2yRkAa62n0Prf8AsnIBg0mCTt+PoUOHYvTo0QO+r6ioQGZmJo4cORJlAjNKWVkZysrKsGDBAsycORPr1q3DtGnTUFFRgT179kRtu3fvXpSVlZnSX8VuXBktZnsEiZcSJY2gVT645MfqvxaZ+moPt2Jp5x0AVEHSF+3zss47UHu41ZK/3x+v9jK3hYTaPQC5C+j8xvAhRb0fOTk5WLRoERYsWID169ejvr4eH330EZ5//nmsX78+7n6nT5/GPffcg507d+Lw4cN49913sX//flx00UUAgAceeABvvfUWVq1ahS+++ALr16/Hc889h0WLFqU13m+++QYHDhzAgQMHAKia14EDB3DkyJG0jpsI1wmXRBEkgBpBYmqSlVcSJQWj+WQHdshVmNd1P5oQvfpsQj7mdd2PHXKVrT4OL/YytwWjWnskub6Kot6PVatWYenSpVi9ejUuuugi3HDDDdi6dStKS0vj7pORkYGWlhbMmTMHZWVlmD59Om688UasWLECADBu3Dhs2rQJGzduRGVlJZYuXYqVK1dGOfNT4f3338fYsWN7/UELFy7E2LFjsXTp0rSOmwhJiWXU60dbWxtyc3PR2tqKUChk6YASsa++BTN/917C7V75xRXmRpD02pOBmM5ut+SzCETfexmAjKrAIRTgBJqRh1q5HHLP2sf0e2kAlvlPkobdwPofDvi6Y1gJGq5cg9Lic5A1SALyRwOZOUkfnvfDXjo6OtDQ0IDS0lJk9QvEMCoPXOdzcSyCRKQy/x6hr01dRgDvyRVRvzvp48gISAw3ToaEoewAAkFg8LCUDs/74T5cJ1wcjSBxe6KkYGg2dbaB9gC6oew95J5n2JlP3I/rfC7aalfH+2FJWZBebHJ2+wVRbeokBeKVQQoMAkLnJRWGTNyP6zQXrna9R3VlISZXhGlT9wL9tfvsMNA5HMhy1ldL7Md1wgU4u9rtn+diVVkQYj3C2dQF6cbpSvo28evoAHqSDom/cKVwAbjaJRYiSDdOQtyMa4ULIN5ql+GSHsBogVJiDYqiJlpGuoCMnugyBgG4ElcLF5FggykP4IcCpSJz+oRaIkbuk2gZCKpRZgwGcB2uixYTETaY8gjJFCgl5nL6BPCvhmjBAqif/9Wg/k5cBYVLmjhSjoZYg58KlIqEoqgaix6t/1C3I66BwiVNkmlo5HtitYgWCb8VKBWFzm8Gaiz96e4A/u9fzZ87igKcOQmcOq7+2yPA5s6dC0mSIEkSgsEgRo0ahUWLFqG9vd2cv2sjq1evxuWXX46cnBwUFBTgRz/6Ef7+979b/nfpc0kTpxsauQY3RGA50Y2TJC5m2bAL2Pss0P7Ps9+ZMXf0fDwAqqursW7dOnR1dWH37t2466670N7ejpqamqT/lKIoiEQiGDTI/lfuO++8g7vvvhuXX345uru78atf/Qrf//73UVdXN6DfjJlQc0kTpxsauQItAqu/P0OLwKrb4sy4+qOVMAEQt8i72d04iRoVFo+GXcDflkYLFiD9uZPIxxPpRGZmJsLhMEpKSjBr1izcfvvteO211wCowuKJJ57AqFGjkJ2djTFjxmDz5s29h9m5cyckScKOHTswfvx4ZGZmYvfu3fj4449x7bXXIicnB6FQCN/5znfw/vvv9+736quv4uKLL0ZmZiZGjhyJNWvWRA1v5MiRePTRR3HnnXciJycH559/Pl588UXdU92+fTvmzp2Liy++GGPGjMG6detw5MgRfPDBB6ldO4NQuKSJ4+VoRCdhBBbUCCxRTGTxSpiEihiGbBWDh6kaQ3/kiKqxxCSNuWPEx9M50PyVnZ2Nri5VGC1ZsgTr1q1DTU0NPvvsMyxYsACzZ8/GO++8E7XPgw8+iNWrV+Pzzz/HpZdeittvvx3nnXce9u/fjw8++AAPPfRQb2fJDz74ANOnT8eMGTNw8OBBLF++HI888gh+//vfRx1zzZo1GD9+PD766CPMnz8f8+bNw6FDhwyffmur2h9p+HBr30k0i6UJy9EkwI0tolmg1F4kSTVF/atfJn/TJwM1lihSnDtGfDyKEiW0amtr8fLLL2PSpElob2/HU089hbfffhsTJkwAAIwaNQp79uzBCy+8ENWdcuXKlZg8eXLv5yNHjuCXv/wlysvLAQAXXnhh729PPfUUJk2ahEceeQSA2rGyrq4OTz75ZFRPl5tuugnz588HACxevBhPP/00du7c2XtM/dNSsHDhQlx11VWorKxMuH06ULiYAMvR6ODWCKy+JUyI9WTnASiN9oGcMhgEk+zcMdiw7I2/bMewYcPQ3d2Nrq4uTJ06Fc8++yzq6urQ0dERJTQAoLOzs7chl8b48eOjPi9cuBB33XUX/vCHP+D666/HT37yE1xwwQUAgM8//xxTp06N2v7KK6/E2rVrEYlEelsdX3rppb2/S5KEcDiM5uZmQ+d0zz334JNPPhnQTtkKKFxMguVo4sAILGKU7DwgK/dshn74EmP7JTt39Hw8fbj2e1ej5oUXEQwGUVRU1Gu+auiplbZt2zYUFxdH7ZOZmRn1ub/DfPny5Zg1axa2bduGN998E8uWLcPGjRsxbdo0KIoCqV81gli9HLVxaEiSBFmWE57Pvffeiy1btmDXrl0477zzEm6fLhQuJiJaORohYAQWSQZJOtupcvT11swdzcejZxqTJAzNCWH06NEDfqqoqEBmZiaOHDkSZQIzSllZGcrKyrBgwQLMnDkT69atw7Rp01BRUTFAo9i7dy/Kysp6tZZUUBQF9957L/785z9j586duq2YzYQOfWItjMAiqWLV3NF8PHoMjh+im5OTg0WLFmHBggVYv3496uvr8dFHH+H555/H+vXr4+53+vRp3HPPPdi5cycOHz6Md999F/v378dFF10EAHjggQfw1ltvYdWqVfjiiy+wfv16PPfcc1i0aFFy59ePu+++Gxs2bMDLL7+MnJwcNDU1oampCadPn07ruImwT3NhCXNrcMN1ZYtoa3HDHEgVq+ZOLB8PcDbPJWMwgFNxd1+1ahUKCgqwevVqfPnll8jLy8O4cePw8MMPx90nIyMDLS0tmDNnDr7++mt8+9vfxi233IIVK1YAAMaNG4dNmzZh6dKlWLVqFQoLC7Fy5cooZ34qaHk511xzTdT369atS/vYekhKLKNeP9ra2pCbm4vW1laEQik0/XFDAp0bcdt19fJL0CkEnwMdHR1oaGhAaWkpsrLSyPWyau6wCnNM9O6bUXlgvXCJV8JcU2uZO5AavK7EBXPANOFCbMUM4WKtz8VtCXRugdeVcA4QwbFWuLCEuTXwuhLOASI41goXtybQiQ6vK3HZHDBgfScCYcb9sla4MIHOGnhdiUvmgJaf0dnZ6eg4SHKcOqVGyvVP2EwGa0ORmUBnDbyuxCVzYNCgQRgyZAj++c9/IhgMIhBgap3IKIqCU6dOobm5GXl5eWklb1orXLQkqE1zgHhlHZlAlzy8rsQlc0CSJBQWFqKhoQGHDx92dCzEOHl5eQiHw2kdw8E8l2Im0KULrytxyRyQZZmmMZcQDAZ1NRZx8lw0mEBnDbyuhHOA2IhReWBf+ReWMLcGXlfCOUAEhN41QgghpkPhQgghxHQMmcU0t0xbW5ulgyGEECI2RuWAIeFy8uRJAEBJSUnqIyKEEOIbDEWLybKMY8eOIScnZ0AbzmRoa2tDSUkJvvrqq9SjzkyE43HHWDgejofjEWc8msgIhUK68sCQ5hIIBEztuRwKhYS4oBocT3xEGgvA8SSC49GH49HHzPHQoU8IIcR0KFwIIYSYjq3CJTMzE8uWLUNmZqadfzYuHI87xgJwPIngePThePSxYjyGHPqEEEJIMtAsRgghxHQoXAghhJgOhQshhBDToXAhhBBiOhQuhBBCTIfChRBCiOlQuBBCCDEdChdCCCGm8/8BBRumXEBTFRQAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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.yaxis.set_major_locator(plt.NullLocator())\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter())\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3))\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "a745efb0-2b4d-4bc6-a50e-168eb3726f4a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/4239744342.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\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", + "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', fontsize=12) # rotating the x-ticks by 45 deg\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "02667443-d6fc-4aa3-a988-5cb5ce80a868", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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) # choosing x-label style according to pre defined font " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "da6bd458-b32d-42e1-a968-27a521d76370", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/819060809.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight') # use pre-set style for the whole graph\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()" + ] + }, + { + "cell_type": "markdown", + "id": "335cc03e-e1e0-42bc-a063-b2f7cb6c4152", + "metadata": {}, + "source": [ + "## Lesson 6 " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "5ab4cdb4-1f3d-482a-8fa7-e05a536e4fcf", + "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", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\",\"Zoro\",\"Nami\",\"Usopp\",\"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "22d2ccc9-a7fa-4b8a-8de9-5b76bb99b898", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/qg/1pbfqd297db_80j74jd58pg40000gn/T/ipykernel_52160/3168152377.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,(ax1, ax2) = plt.subplots(ncols=2, nrows=1, figsize=(7, 3)) # ax1 and ax2 instead of only one plot 9ax) per figure: 2 subplots\n", + "ax1.scatter(x1,y1) # plot and define properties of subplot 1\n", + "ax2.bar(x2,y2) # plot and define properties of subplot 2\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "1ad8c445-e03e-48c2-9da6-aad6c42ad9ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1','ax3'],\n", + " ['ax2','ax3']],figsize=(7, 4), layout = \"constrained\") # constrained layout ensure no overlaps between subplots\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label', fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "9faa6de2-d295-4531-9667-042147ee7a6f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# creating two different style plots in one graph\n", + "x = np.array([\"Luffy\",\"Zoro\", \"Nami\",\"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"indigo\")\n", + "ax.plot(x, y2,\n", + "color = \"red\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "9653c0be-3daf-485b-8461-6af863a6d5c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr = y2_sd,\n", + " fmt = \"none\", ecolor= \"indigo\",\n", + " elinewidth= 4,\n", + " capsize = 6,\n", + " capthick= 4, errorevery= 2 ) # errorevery= 2 plot every second errorbar" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "7434a776-a5b5-4e21-a1d2-53fa6bf9940d", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image # to open images\n", + "import requests # to get images from URLs\n", + "from io import BytesIO # to store images" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "ebd22ce5-c77e-4a2a-b58e-d6b34641b79f", + "metadata": {}, + "outputs": [], + "source": [ + "url = \"https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png\"\n", + "headers = {\"User-Agent\": \"Mozilla/5.0\",\"Accept\": \"image/*,*/*;q=0.8\",\"Referer\": \"https://en.wikipedia.org/\"}\n", + "response = requests.get(url, headers=headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "0ec9ef30-8b33-46d8-88a1-2ef99404285a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 219.5, 425.5, -0.5)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35]) # adds image at certain position and size\n", + "ax_image.imshow(image)\n", + "ax_image.axis(\"off\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5731da81-1831-4685-9fe9-a18115aacb67", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 2ec26a25af8e4860941a639d4e6f802c028bb7eb Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Mon, 22 Jun 2026 07:14:11 -0400 Subject: [PATCH 5/5] assignment3_reworked --- 02_activities/assignments/Assignment3_Viz1.R | 62 +++++++ .../assignments/assignment3_Viz1.png | Bin 0 -> 176473 bytes .../assignments/assignment3_Viz2.ipynb | 153 ++++++++++++++++++ .../assignments/assignment3_Viz2.png | Bin 0 -> 119854 bytes 02_activities/assignments/assignment_3.md | 34 ++-- 5 files changed, 238 insertions(+), 11 deletions(-) create mode 100644 02_activities/assignments/Assignment3_Viz1.R create mode 100644 02_activities/assignments/assignment3_Viz1.png create mode 100644 02_activities/assignments/assignment3_Viz2.ipynb create mode 100644 02_activities/assignments/assignment3_Viz2.png diff --git a/02_activities/assignments/Assignment3_Viz1.R b/02_activities/assignments/Assignment3_Viz1.R new file mode 100644 index 000000000..f09c284d8 --- /dev/null +++ b/02_activities/assignments/Assignment3_Viz1.R @@ -0,0 +1,62 @@ +library(ggplot2) +library(dplyr) + +df <- read.csv('/Users/carla/Downloads/4cc07c1b-62ed-4ece-a2a4-d05d0f45081c.csv') + +# Trim whitespace +df <- df %>% mutate(across(c(GEOGRAPHY, IMMIGRANT, TYPE.OF.WORK, EDUCATION, AGE.GROUP), trimws)) + +# Filter +base <- df %>% + filter(IMMIGRANT == "Total", + TYPE.OF.WORK == "Full-time", + AGE.GROUP == "25 - 64", + GEOGRAPHY == "Canada") + +EDU_LEVELS <- c("0 - 8 years", "High school graduate", "Bachelor's degree", "Above bachelor's degree") +LINE_COLORS <- c("#a8d8a2", "#81c784", "#6f9f6f", "#1e3f1e") +TOTAL_EDU <- "Total, all education levels" + +edu_data <- base %>% + filter(EDUCATION %in% EDU_LEVELS) %>% + mutate(EDUCATION = factor(EDUCATION, levels = EDU_LEVELS)) + +total_data <- base %>% + filter(EDUCATION == TOTAL_EDU) %>% + mutate(EDUCATION = TOTAL_EDU) + +# X-axis: label only every 5 years +all_years <- sort(unique(base$YEAR)) +year_labels <- ifelse(all_years %% 5 == 0, as.character(all_years), "") + +ggplot() + + # Coloured lines per education level + geom_line(data = edu_data, + aes(x = YEAR, y = Both.sexes, colour = EDUCATION), linewidth = 1) + + geom_point(data = edu_data, + aes(x = YEAR, y = Both.sexes, colour = EDUCATION), size = 1.5) + + # Black dashed total line + geom_line(data = total_data, + aes(x = YEAR, y = Both.sexes, linetype = EDUCATION), + colour = "black", linewidth = 1.2) + + # Colour scale for education lines + scale_colour_manual(values = setNames(LINE_COLORS, EDU_LEVELS)) + + scale_linetype_manual(values = setNames("dashed", TOTAL_EDU), + name = NULL) + + # X-axis: tick every year, label every 5 + scale_x_continuous(breaks = all_years, labels = year_labels) + + labs( + title = "Hourly Wage by Education Level\n(Both Sexes, Full-time, Age 25–64)", + x = "Year", + y = "Median Hourly Wage (CAD)", + colour = NULL + ) + + theme_minimal(base_size = 13) + + theme( + plot.title = element_text(face = "bold", hjust = 0.5), + axis.text.x = element_text( hjust = 1, size = 10), + axis.text.y = element_text(size = 12), + legend.position = 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(df['AGE GROUP'] == '25 - 64') & (df['GEOGRAPHY'] == 'Canada')\n", + "\n", + "EDU_LEVELS = [\n", + " '0 - 8 years', 'High school graduate', \"Bachelor's degree\", \"Above bachelor's degree\",\n", + "]\n", + "\n", + "TOTAL_EDU = 'Total, all education levels'\n", + "LINE_COLORS = ['#a8d8a2', '#a8d8a2', '#6f9f6f', '#1e3f1e']\n", + "\n", + "fig, axes = plt.subplots(figsize=(16, 8))\n", + "\n", + "# ── SUBPLOT 2 (right): Stacked bar — 2006 & 2024 only ──────────────────────\n", + "\n", + "ax2 = axes\n", + "bar_data = df[BASE_FILTER & (df['EDUCATION'] == TOTAL_EDU) & (df['YEAR'].isin([2006, 2024]))].sort_values('YEAR')\n", + " \n", + "years = bar_data['YEAR'].values\n", + "women = bar_data['Women'].values\n", + "men_extra = bar_data['Men'].values - bar_data['Women'].values\n", + "avg = bar_data['Both sexes'].values\n", + "x = np.array([0.0, 0.5]) # closer together\n", + "width = 0.35\n", + " \n", + "bars_w = ax2.bar(x, women, width, color='#A7C6ED', label=\"Women's wage\")\n", + "bars_m = ax2.bar(x, men_extra, width, bottom=women, color='#4B8CC0', label=\"Men's additional wage\")\n", + " \n", + "# Dashed horizontal line across each bar at avg level\n", + "for xi, a in zip(x, avg):\n", + " ax2.hlines(a, xi - width/2, xi + width/2, colors='black', linewidth=1.8,\n", + " linestyles='dashed', zorder=6)\n", + " \n", + "# Black dots + connecting line\n", + "ax2.plot(x, avg, color='black', linewidth=1.8, marker='o', markersize=8,\n", + " zorder=5, label='Avg — both sexes')\n", + "\n", + "\n", + "# Label women segment — rotated, on the right side of bar\n", + "for xi, w in zip(x, women):\n", + " ax2.text(xi + width/2 + 0.02, w / 2, f'${w:.1f}', ha='left', va='center',\n", + " fontsize=14, fontweight='bold', color='#A7C6ED', rotation=90)\n", + " \n", + "\n", + "# Label men-extra segment — rotated, on the right side of bar (total men's wage)\n", + "men_total = bar_data['Men'].values\n", + "for xi, w, me, mt in zip(x, women, men_extra, men_total):\n", + " ax2.text(xi + width/2 + 0.02, w + me / 2, f'${mt:.1f}', ha='left', va='center',\n", + " fontsize=14, fontweight='bold', color='#4B8CC0', rotation=90)\n", + "\n", + "\n", + "# Label avg — rotated, on the left side of each bar\n", + "for xi, a in zip(x, avg):\n", + " ax2.text(xi - width/2 - 0.02, a, f'${a:.1f}', ha='right', va='center',\n", + " fontsize=14, fontweight='bold', color='black', rotation=90)\n", + " \n", + "\n", + "ax2.set_xticks(x)\n", + "ax2.set_xticklabels(years, fontsize=12)\n", + "ax2.tick_params(axis='y', labelsize=12)\n", + "ax2.set_xlim(-0.3, 0.8)\n", + "ax2.set_title('Gender Wage Gap: 2006 vs 2024\\n(Full-time, Age 25–64, All Education)', fontsize=14)\n", + "ax2.set_xlabel('Year', fontsize=14)\n", + "ax2.set_ylabel('Median Hourly Wage (CAD)', fontsize=14)\n", + " \n", + "women_patch = mpatches.Patch(color='#A7C6ED', label=\"Women's wage\")\n", + "men_patch = mpatches.Patch(color='#4B8CC0', label=\"Men's additional wage\")\n", + "avg_marker = plt.Line2D([0],[0], color='black', lw=1.8, marker='o', ms=7, label='Avg — both sexes')\n", + "ax2.legend(handles=[women_patch, men_patch, avg_marker], fontsize=12, loc='upper left')\n", + " \n", + "\n", + "fig.suptitle('Canada — Full-Time Workers, Age 25–64, Total Immigrants', fontsize=16, fontweight='bold', y=1.01)\n", + "plt.tight_layout()\n", + "#plt.savefig('/Users/carla/Documents/DSI/visualization/visualization/02_activities/assignments/assignment3_Viz2.png', dpi=150, bbox_inches='tight')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b50ae114-d7ca-4eac-8718-dc346ac94509", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + 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message are you trying to convey with your visualization? - the graphic is showing the progression of wages (so iving a trendline in what to expect) and differences in wages between degrees and men and women. + Viz 1) the graphic is showing the progression of wages through the years. + Viz 2) the barplot provides a comparison in wages between degrees and men and women. > What aspects of design did you consider when making your visualization? How did you apply them? With what elements of your plots? - I adjusted the color schemes to not be overbearing. I highlightd the average values both in black and bold to give a good idea of averge trends. I adjusted the number of tick labels so there are not too many details. + I adjusted the color schemes to not be overbearing. For consistency, I highlightd the average values both in black and bold to give a good idea of averge trends in both visualizations. + Viz 1) I adjusted the number of tick labels so there are not too many details. Colors are chosen as a sequence of green values to highlight the progression in level of degree. + Viz 2) As the graph is not very complex I was able to annotade the bar plots with the actual number values. > How did you ensure that your data visualizations are reproducible? If the tool you used to make your data visualization is not reproducible, how will this impact your data visualization? - It is reproducible based on the code I used and how i referenced the data from the csv file. + Viz 1&2) It is reproducible based on the code I used and how i referenced the data from the csv file. > How did you ensure that your data visualization is accessible? - large fonts, not too many colors, black for the most important informaiton. + large fonts (>12), not too many colors, black for the most important informaiton. + Viz 1 ) Considering that the area of the lines is small, one would prefer very distinct colors. However, as I wanted to keep a logical progression in degree level with the colors, I comprimised by using a large dynamic range in color hue. + Viz 2) As the bars cover a large area, using two shades of bk=lue does not affect the color distinction ability strongly. > Who are the individuals and communities who might be impacted by your visualization? All workers across canada. + Viz 1) especially workers with a higher degree of education. + Viz 2) men and women in particular. No focus on other genders however. > How did you choose which features of your chosen dataset to include or exclude from your visualization? - I wanted to focus on differences between men and women and degrees as well as give a time trends. Therefore I chose only that infromation (while one could have also added diferences by age class, immigration status etc as they were given in the dataset as well). before choosing this final information representation i also compared differences across data across all Canada vs only ontario, but as I havent seen big differences, I chose to ommit the ontario data and focus on across Canada. - - > What ‘underwater labour’ contributed to your final data visualization product? + Viz 1) I wanted to focus the direct correlation between level of degree and wage and it's progressio in time. Differences due to age class, immigration status etc were given in the dataset as well, but I ommited them as they would better be underscored in seperate graphs. before choosing this final information representation i also compared differences across data across all Canada vs only ontario, but as I havent seen big differences, I chose to ommit the ontario data and focus on across Canada. + Viz 2) Here the main focus lies on the difference in pay between men and women. As there are pronounced differences across all ages, level of degress etc, I decided to only report the average values (over all levels of degree) and a large age group that encompasses most of the working population (25-64 years old). - - preprocessing and filtering what information of the file i want to show - - changes colorschemes (first i had women in pink in the bar chart and men in blue but it was too overwhelming) + > What ‘underwater labour’ contributed to your final data visualization product? + + Viz 1&2) - preprocessing and filtering what information of the file i want to show + Viz 1) Choosing whether I want to include markers or not (for examole average curve does not have markers as it woul dhave been too busy with the dashed line style) + Viz 2) - changes colorschemes (first i had women in pink in the bar chart and men in blue but it was too overwhelming) - This assignment is intentionally open-ended - you are free to create static or dynamic data visualizations, maps, or whatever form of data visualization you think best communicates your information to your audience of choice! - Total word count should not exceed **(as a maximum) 1000 words**