From 2b55ace38479d431ad1d0c2842355cb0f31400c2 Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Wed, 17 Jun 2026 08:36:30 -0400 Subject: [PATCH 1/6] 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 2/6] 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 4/6] 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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", + "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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", + "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 5/6] 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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zX*oeA1`mg4jL@R$&M~9(K1>0(w$od)up6WR6PWTrn7|~2^zF~nl2pk05_%Jt89_9&={Qq_Q!IG_P=bcQD1e*13EH z7Sb4_Z7Ce`n7f3lpXnS5vwdpzf+Dn%xwvW~`s*DvqxT(2|G-bu5BQFMI^p%0|E&I? zXR_wM URL data was sourced from: https://data.ontario.ca/dataset/wages-by-education-level + + - 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. + I used python (Viz 2) and R (Viz 1) 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. + Viz 1&2) 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. + 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** From a9dbf7bbde7a96fa6e04a470060959bf59a4a95b Mon Sep 17 00:00:00 2001 From: CarlaKulcsar Date: Wed, 24 Jun 2026 20:54:08 -0400 Subject: [PATCH 6/6] june15th included --- .../assignment1_annotatedCode.ipynb | 2303 ++++++++++++++++- 1 file changed, 2302 insertions(+), 1 deletion(-) diff --git a/02_activities/assignments/assignment1_annotatedCode.ipynb b/02_activities/assignments/assignment1_annotatedCode.ipynb index 2201b7950..619cfdde5 100644 --- a/02_activities/assignments/assignment1_annotatedCode.ipynb +++ b/02_activities/assignments/assignment1_annotatedCode.ipynb @@ -801,10 +801,2311 @@ "ax_image.axis(\"off\")\n" ] }, + { + "cell_type": "markdown", + "id": "a19f61de-c464-476b-824c-cfa0ff7fb48b", + "metadata": {}, + "source": [ + "## Lesson 9" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "80dc7e05-0b15-4f44-9137-654e764f4bdf", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "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": "7f1887cc-4d27-4fc9-9e59-785c1828a50b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5c08070c-6899-4d35-822b-0f71dbaff567", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10, 3)) # figure size\n", + "sns.lineplot(data=tips, # choose our dataset\n", + " x='total_bill',\n", + " y='tip')\n", + "sns.set_style('whitegrid') # set sns graph layout/background\n", + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color = 'hotpink', \n", + " linestyle = '--',\n", + " linewidth = 3,\n", + " marker = 'o',\n", + " markerfacecolor = 'indigo')\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5002fb92-4b40-448c-a8b6-fdbda892840c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips, x='total_bill',\n", + " y='tip',\n", + " style = 'time', #set marker style as the dinner time \n", + " hue = 'day', # color the markers by the weekday\n", + " palette = ['purple', 'hotpink', 'deepskyblue','yellowgreen']) # set possible colors for hue\n", + "\n", + "tipgraph.set(title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)', ylabel='Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ab71e625-05f4-4a57-9fb9-66ad0b5b0649", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data = tips,hue = 'day') # pairplot gives you all combinations of the data rows as x vs y plots: pairwise relationships" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6f0002db-15ea-4a0d-a110-00d6babdaf20", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6JUapU2KUTuydHuxSAACtxOUwAAAAAADAFAhBAAAAAACAKRCCAAAAAAAAUyAEAQAAAAAApkAIAgD/z959h7dZnX0c/2oPy/LeznL23gMCYe+9KXtDS0tLWwqF7glvB7SlLXtDWS17hk1IyCCDDLJ3HO8l29rS+4eIE2PJGR6y49/nunK1PEd6dPtY1nl0P+fcR0RERERE+gQlQURERERERESkT1ASRERERERERET6BCVBRERERERERKRPUBJERERERERERPoEJUFEREREREREpE9QEkRERERERERE+gQlQURERERERESkTzAnOwARERERETm4NflDNAfC2C1GUu2WZIcjIn1Yj0yC1NXV8Yc//IGPP/6YSCTC1KlT+dWvfkVubm6yQxMRERERkX3U7A+xobKRf3ywnq/KGhiY6eR7xwxjRH4qboeSISLS/Xrkcpjvfe97NDc3M3v2bD788ENMJhM///nPkx2WiIiIiIjso3Akypz1VZz+z894d1U522q8fLq+mvPvn8drX5biD4aTHaKI9EE9bibIihUrWLZsGXPnzsXlcgHw29/+lsrKyiRHJiIiIiIi+6q8wcdt/1tONNq27TevrWLW0Bz6ZTq7PzAR6dN6XBLkyy+/ZMiQITz//PP85z//wev1cvjhh3Prrbfu13nCYWWWD9SuvlMfdj717f4JR6JUNgaobgoAkJViJcdlxWQ0tH6c+rXLqG+7TjL61mQydej5eh8cGP0ddR31bdfpjL6tbQpQ8/UY/k3+UISyeh+FabYDPn9vpPds1+mN46okhyEajZebTZ5///vf3HvvvZxzzjn85Cc/wefz8ZOf/ASLxcL999+/1+eHw2GWLl3a9YGKSJdyutPZ0GTl9ldW0eANAZDutPDHM0cx0O6j2VOf5AhFep/Jkycf0PM0torIgTBl9efM+xYkbH/2milY6rd3Y0QinetAx1VJrh43E8RqtQJwxx13YLPZcLlc/OAHP+D888+nqamJlJSUfTrP2LFjlZk7QOFwmOXLl6sPu4D6dt99VdbI9x6Z02oKbV1zkBv/s4w3bjqcCYMHtRxXv3Yd9W3X6Y1925ti7Ul64++6t1Dfdp3O6NtKT4CCNDs7631t2lJtZoqzUikYNKGDkfYues92HfWt7KselwQZMmQIkUiEYDCIzRabHheJRADYn0krJpNJb/4OUh92HfVt+5oDIe77eEPcNcSRKDz06Sb+cPYYbObWfah+7Trq267Tm/q2N8XaE6n/uo76tut0pG/z0uzcc8EELnl4PsHw7kHdaIA/nz+ePLcdk6lH7tPQ5fSe7TrqW9mbHvepc+ihh9KvXz9uv/12mpqaqKmp4e677+bYY49tKZQqIgc3byDM2nJPwvY15Q00+7WWVkREpCczGAxM7J/OOz+YxTWHDWLaoEwuntaft75/OIcPzcbSRxMgIpJcPW4miMVi4cknn+TOO+/khBNOwO/3c/TRR3PHHXckOzQR6SYOq4mhuamsLW+M2z48z43Tpgy/iIhIT2c1myjJcXHbSSPwBsPYLUYsuksvIknU45IgAHl5edx9993JDkNEksRpNfPtIwfz5oqdbZbEGAxw7eGD2iyFERERkZ7LbDKSqpkfItID6JNIRHqkkuwU/nXRJNz23bnaNIeF+y+ZTP8sZxIjExERERGR3qpHzgQREXHazBw3Ko9x/WZR3egHINtlIzfVhll3kkRERERE5AAoCSIiPZbZZKQo3UFRuiPZoYiIiIiIyEFAt1NFREREREREpE9QEkRERERERERE+gQthxERERER2YtAOExlg5/qpgAmo4GsFBt5bhsGgyHZoYmIyH5QEkREREREpB0N3iBvryzjN6+totEfAiDPbeMf35rIhP7pWE3atl1EpLfQchgRERERkXas2tnAT178siUBAlDe4OfShxdQWutLYmRdy2Aw4AtF2FHbzJbqppbd2kREejPNBBERERERSaCuOcBfZ6+J2+YPRfjf4h3cfNzQg3JZTFrBQH716ipeWVpKIBxhZEEqvz59NGOK0nBa9TVCRHonzQQREREREUnAFwyzvqIpYfuXO+oIhCLdGFH3qPAEuO6ZL3nhi+0EwrGf76udHi544HO+2ulJcnQiIgdOSRARERERkQTsFhMlOSkJ28cUurGaD75L6tVlHjZUtk3+RKPwuzdWUdsUSEJUIiIdd8Cf2MFgkKqqKsLhcGfGIyIiIiLSY6Q7rdx87LC4bRaTgbMnFR+US2E+WlORsG3J1jqag/oOICK9034nQZqamrj11luZMmUKhx9+OFOmTOE3v/kNgYCywSIiIiJy8BlTlMbvzhyDw7J7F5hsl5XHr5pGcYYjiZF1nfw0e8I2t8OM8eDL+4hIH7HfFY1+/etfs2XLFv71r39RUFDAtm3b+Mc//sGf//xnbr/99q6IUUREREQkadIcFs6bXMyRw3Oo9PgxG41ku6zkue0YD9JswPGj8vm/d9YQjbZtu+LQQeS4bN0flIhIJ9jvJMiHH37I22+/TVZWFgAlJSWMGDGCM844Q0kQERERETko2SwmijOcFGc4kx1Kt8hzW/nzOWO45b8riOyRCJk+KJOLp/fHbDr46qCISN+w30kQm82GyWRqdSwlJQWH4+CcCigiIiIi0tc4LCZGuoN88KMjmbuhitqmIIcOyaI4w0lOqmaBiEjvtd9JkBtuuIGbbrqJ22+/nQEDBlBeXs5f/vIXTj75ZEpLS1seV1hY2KmBioiIiIhI9/F66hk+eBAXTR+Q7FBERDrNfidBfve73wFw5plnYjAYiO6xUPCRRx4hGo1iMBj46quvOi9KEREREREREZEO2u8kyPvvv98VcYiIiIiIiIiIdKn9ToIUFRV1RRwiIiIiIiIiIl1qn5MgkyZNYvHixYwYMQKDofVWYNFoFKPRyKpVqzo9QBERERERERGRzrDPSZAHHngAgKFDh/Lzn/+8VVs0GuXWW2/t3MhERERERERERDrRPiVBysvL2b59O9u3b2fr1q2tdoEB8Hg81NfXd0mAIiIiIiIiIiKdYZ+SIBkZGTz11FPU1NQQCAT4+9//3qrdZrPx3e9+t0sCFBERERERERHpDPuUBLFarbz44osAXH311Tz88MNdGpSIiIiIiIiISGfb791hlAAREREREZGk8tZCUxX4G8HuhpSc2P+KiOzFfidBREREREREkqZ+O7zyXdj4Yey/DQYYfQ4c/ztwFyQ3NhHp8ZQEEZH9UtXoZ2edl8Vb68hyWRlfnE6e24bVbEp2aCIi+y0SiVLu8REMR7GajOS5bRgMhmSHJSKJNFXBi1fDts93H4tGYcWLYDDBqX8Fmyt58YlIj6ckiIjss/IGHz98bimfbahuOWY1Gbn/sskcWpKFzaJEiIj0HlWNfl5dWso/P1xPdVOAPLeNHx43jONG5ZOZYk12eCLdKxyChu2w/n0oX4mx33RGFk6IJRh6kqbK1gmQPa14AY66TUkQEWmXkiAisk+C4TCPzd3cKgECEAhHuPbxRXzwoyPon5WSpOhERPZPoy/IvR+s57G5m1uOlTf4ufW/y6n0+Ln28BIldqXviIRhxxfwxOkQ8gFgWPQwTmcm0SvehNyRSQ5wD43liduiEfB7ui8WEemVjMkOQER6hypPgCfnbYnbFopEmbO+qpsjEhE5cNVNAZ6Ytzlu270frqfC4+/egESSybMTnr2wJQHSorkGw3+vjs2+6ClSchK3GQxg1SwQEWmfkiAisk9CkSiN/lDC9tI6X8I2EZGepqLBTyTBLH9fMEJdc6B7AxJJpoad0FwTv618JTRVx29LhpQcKJgQv23Eqe0nSUREUBJERPaRw2JiSG7iuyszSjK7MRoRkY5xWNtf6qKlMNKnBJvabQ4He9CNDlcuXPAkFE5qfXzIcXDS/2mbXBHZK9UEEZF9kp1q4+enjuLyRxa0aRuck8LQvNQkRCUicmCyXTYK0uzsrG/75W5YnkuFUaVvSe8PBmOspsY32dOoJZXs7o8qsfT+cPELsWU6vnpwZMZmgDgzkh2ZiPQCmgkiIol5KmDnl7BuNpStYFKehYcvn0K/TAcAZqOB08cX8sRV08lz25Mc7N5VeHws31HPR2sqWFvmoaZJa/5F+qr8NDsPXT4Ft731/aBsl5V/XTyJbJctSZFJR/iDYbbXNDNvQxVzN1SxraYZXzC81+eV1/v4cnsdH62pYH2Fh9q+thzKmUNgyg1xm+oOvYO/zK2nsqfVyUnJjhVs7T8DcoZB2Ac7FseuWSrXJF7eIz1ONBplZ72XJVtr+WhNBRsqG6nva3+D0q00E0RE4qvdDM9eFFsL/LXUoskcc8EzjL3hUBr9ISwmI1kpVpy2nv9RsqmqkasfW8TGqt1Tfg8ZnMVfzx9PQZojiZGJSLKMzHfz1vcPZ8m2OtaUeRhblMaYojQK0/WZ0Bt5fEHeXlHGz15egT8Um9FgMxv59RmjOWVsAal2S9znrSv3cOVjC9le6205dvTwXP54zthekeDvDCFrCssGXsEQ92AyFt0N9dshexhVM27nhcp+vLGyku8fH2eWSE9R8RU8fR7Ub9t9bNhJcNrdkFqQvLhkr6LRKKt2NnDlowtbFaQ+fXwhPzt1JLmpfeNvULqXZoKISFtNlfD8Za0SIEBs+7yXriPX7KUkx0W/TGevSIBUNPi48tGFrRIgAPM2VPO717/C4wsmKTIRSSaj0UBRhpNTxxXyo+OHc/zofCVAerGNlU3c8uKXLQkQAH8owm3/Xc6Gisa4zymr93LpwwtaJUAAPlhTwd2z1+INJi4IfjAxG41saHZwxbIRvH3I0yw5Zw7/G/8AF3ycyV0flzN5QAYpPXW8r98BT57ZOgECsPYt+PhPEPTGfZr0DKX1Xi56cH6bHbleXVbKE3M3EwzvfSaXyP5SEkRE2mqqgp3L4rdt+hiae9d2uGUNPjZXN8dte2vFTqobNeVSRKQ384ciPPDJxoTt//54A81xdjjbWtNMWUP8op//XbydKk/fGR8OH5JDaZ2PG17ewVlPb+WHb5SyobIRk9HAj44fnnAmTdLVbARPWfy2pU9BY0X3xiP7ZVVpA/Xe+DejHpu7hco+9Dco3UdJEBFpy1fXfrvf0y1hdJb21jFHotAc0F0GEZHezBsMs7k68Q4nW6qb8YXaftbvaGd792A4incf6okcLIoyHDx/wwyOHJaDwRA7NizPxX+und7u7nBJV7c1cVvID6EetLONtLG5Kv5NKoBGf6jVzC6RztJD57WJSFI526kBbzCCI73bQukMRe1Mb7eZjbjs+igUEenNUqxmxhWlsbK0IW77uOI0nNa2n/Ul2SntnNOEcy9bKR9sBmW7+MdFE6ltChCKRAk1exhcnI7J1IP7IXtY4jabGyzO7otF9tvowsRbGme7rNgtumcvnU/vKhFpKyUbhp0Yv23s+bFt6HqRHLeNyQPS47ZdPL0/uanaBUJEpDezmAxcddggzEZDmzaz0cA1h5dgt7T9Il+QbmdkQfwt3q+dVUKeu++ND6l2C/2zUhiQ6cBTVZrscPYuvT/kjIjfNvP7kJrfvfHIfonVmIt/s+r7xwwlT4VRpQsoCSIibTky4NS7Ycw5sZkfAEYzTLwMjvs12OJfMPZUWSk2/vGtSRw/Kq9liq/VZOTKmQP59pGD414Yi4hI79I/08lT10ynOGP3F6rCNDtPXD2N/pnxZwPkptp56LIpzBq2O7lvMxv5zpGDuWTGACw9eQaExKTmwcUvQMmRu49ZHDDrFph0OZh6aC0TAWLblT999XSmDsxoOea0mrj1xOGcMrYQY5zEpkhHaQ64iMTnLoTT/gZH/wz8jbHER0ou2BJPHe7JCtMd/OX88VQ3BmgKhHDbLWS7rDjiTI8WEZHex2YxMaMki/9++1BqmwNEo5CZYt3rNrdFGU7+8a2J1DT6aQ6Gcdst5Lpt2MxKgPQa6f3hvMdjhd2DzWBPiyVHzJpF0Bv0z0rhwcumUN0UwBcMk+awkJtqw6q/QekiuvoXkcRsqb1u1kd7Uu2WnlvdXkREOkWe277XxMc3pTkspDk0PvRqjvReV7NMdkt3Wkl3WpMdhvQRWg4jIiIiIiIiIn2CkiAiIiIiIiIi0icoCSIiIiIiIiIifYJqgoiIiIiIdIO65gCVHj9fbKnFbjExsX862S4bKTZdkouIdBd94oqI9CShABgM2tJPROQgU9Xo58/vrOHZhdtajpmMBn5/1hhOGVugwt0iIt1ESRARkZ7AUwalS2DxE2A0w5SrIW8UuHKTHZmIiHSCOeuqWiVAAMKRKLf9dzkTitMZUaAkiIhId1ASREQk2Rp2wvOXwfYFu4999SoMPwVOu0eJEBGRXq6q0c+/P9qQsP2Z+Vv55emjMRkN3RiViEjfpMKoIiLJtvbt1gmQXda8AaVLuz0cERHpXKFwhMpGf8L27XVewpFoN0YkItJ3KQkiIpJMTVWw8KHE7Qvug0BT98UjIiKdzmU3M3lAesL2I4fnYDXrslxEpDvo01ZEJJmiEQj5EreH/BDV3UERkd7MZbNw87HD4y53yXBaOHq4lj2KiHQXJUFERJLJkQmjz07cPv5bYHN1XzwiItIlSnJSePbaGQzN3f2ZfujgLF684VCKM51JjExEpG9RYVQRkWQymWHSpbDkidgOMXvKGgIlRyUnLhER6VR2i4mpgzL5z3UzaPAGMRoMZDgtpDmtyQ5NRKRPURJERCTZ0vvDVe/GaoMsfyG2Re7ES2HixZBWlOzoRESkE2W7bGS7bMkOo0sEwxEqPD6a/WHsFhM5qTbsFlOywxIRaUVJEBGRniBjABzzCzjkxth/O3PApAtHERHpHaoa/Ty7YCv3f7wRjz+EzWzkW9P68+0jB5Pntic7PBGRFkqCiIj0FCYLpOYnOwoREZH94guGeWTOJv710YaWY/5QhMfmbqa8wccfzx5Lupb9iEgPocKoIiIiIiJywCo9fh6esylu21sryqhuCnRzRCIiiSkJIiIiIiIiB6zBG8QfiiRs31nn7cZoRETapySIiIiIiIgcMLu1/RpWaQ4thRGRnkNJEBEREREROWBZKVamD8qM21ac4SDHfXDuhiMivZOSICIiIiIi3SwQCrOzzsuO2mZqennNjHSnlT+fN57BOa5Wx3NTbTx6xVTytTuMiPQg2h1GRERERKQb7az38sicTTw9fyvNgTDji9P4xWmjGVWQisPaOy/P+2U6+c+109lW62V9hYf+mU4GZqVQkO5IdmgiIq30zk9ZkT6kwRukutFPUyBMqt1MjsuG09Y9f7qRSJR6bxCT0YDbYemW1xQRETmYVXh8XP/EIr7c0dBybNn2es67by7PX38IUwbGX1bSG+S67eS67UwekJHsUEREElISRKQHK63z8rOXV/DB6goAzEYD500u5ubjhpHbxVNLd9Q289qynby+vBSHxcRVMwcxZWAGOama0ioiInKgNlU2tUqA7BKJwq9fW8XjV00lM0U1NEREuoqSICI9VHWjn+8/u4SFm2tbjoUiUf6zcBtGg4E7ThnZZTNCttU0c9598yhr8LUcW7i5lmNG5HLXOePITtXFmYiIyIH4ZG1VwrblO+pp8ofJTOnGgERE+hgVRhXpoaoa/a0SIHt6/ottVDX6u+R1A6Ewj3y2qVUCZJf3V1ewvrKxS15XRESkL8hOTbxdrN1ixGQ0dGM0IiJ9j5IgIj1UWUPiJEcwHMXjC3XJ69Y0BXl5yY6E7c8t3EY0Gu2S1xYRETnYHTk8F0OCPMeFU/uR7dJsSxGRrqQkiEgPlZ2S+E6R0QAp3VQc9ZuU/hARETlweW4bfzlvfJtEyKiCVK6fNRirWZfnIiJdSTVBRHqoXLeNobku1lW0XX5ywuh8slyJkyQdkZli4YwJRTw2d3Pc9gun9MOQ6BaWiIiItMtpNXPi6Hwm9k/nvVUVVDb6OXJYDoNzXeR1cdFzERFREkSkx8pJtfPQ5VO49olFrC3fnQg5bEgWvzhtFKn2rtmy1mo2cc1hg3hrxU7Kv7Ek55gRuQzOdXXJ64qIiPQVTpuZQTYX187SmCoi0t2UBBHpwQZkpfD0NTOoavRT0xQgN9VGlstGZjtLZTpDcaaT/337UF5btpPXvizFad1zi1ytVRYRERERkd5JSRCRHi4n1ZaUxENRhpPrZpVwwdR+mIwG3I6umXkiIiIiIiLSXZQEEWlHpcfPznova8o85LntDM51UeC2Y+zs7esaK6ChFMpXQGoBZA8DdxEYk1sczWg0kNHFs05ERERERES6i5IgIgmU1nn5ztNfsHRbfcuxNIeFp66ZzugCd4cSIbXNQUrrPby3qhyrycBx/Q3kb3yDtHn/F3uAPR0ufQkKJiQ9ESIiIiIiInKw0LcrkTia/CHuemt1qwQIQL03yKUPz2dng++Az52WV8wvX13F6fd+xt8/WM+fZ6/jhIfXcp/3eGpn/Tb2IF8dPHkWNOzowE8hIiIiIiIie1ISRHqHpipo2Al+T7e8XHWjn9eX74zbVtccZFNV0wGfe9lOH2/EOfe/P69gY/ZR4MiIHfDVQdWaA34dERFJkqAvNmZ5yiEaTXY03aquOUBZvY96bzDZoXSqQChCeYOPCo+PSKSTf6fe+tj7pbm2c88rna7JH6Ks3kdVo3/vDxaRHqtHL4cJh8NcccUVFBUVceeddyY7HEmGpirYPAc+/TN4dkLRVDjqdsgeChZHl72sLxQh3M5FTln9gc0EqfMGeWTe1oTtj3zpZezQU7B++VTsQEPpAb2OiIgkQSQCtZvhs7/B2jfB6oJp12EcdSbGg3xpY11zgGXb6rnnvbVsrWlmWJ6LHx0/nOH5qV22pXt32VrTxCNzNvPm8p1YzUYunj6AMycWUpDWwesQXwNUrIIPfguVqyFjUOwap2AiODM6J3jpFIFQmM3Vzdzz3lrmb6why2XlhiMGc/jQHO2aJ9IL9egR+d5772XRokXJDkOSxVsHn/wfvHA5lC2PJUTWvgUPHAHbF3bpS7tsZtKdiS/ahue7Dui8oXC03btjNc0Rgta03QfyxhzQ64iISBLUbIyNUYsfixW8rtkIb98GL17BoBxnsqPrMt5AiBcWbefyRxewZFsd1U0B5m2s4dz75vHRmkpC4UiyQzxgW2uaOPOfc3ls7mYqPH6213q56+3VXP3YQsrqvQd+4nAodk3zyAmxmz1NVbFrmyfPgi+fg2AHzi2dbtVOD6f8/VPeXF5GdVOAteWN/PD5Zfzhza+obQokOzwR2U89Ngkyb9483n33XY4//vhkhyLJ0lQB8+9vezwagddvhsbyLnvpvFQbNx87LG7b5AEZB3z3J9Vu5rDBWQnbTyix4ty5IPYfRZMhrfiAXkdERLpZoAk+uhP8DW2aDFs/x9m4JQlBdY/KRj9/eif+8s1fvLKCCk/vXDoQCIV5ZM5mauJ8yV2108OSrXUHfvLGMnjzJ/Hb3vtFLIkmPUJNk5+fvbycYLjtDOGXluygvAN14kQkOXrkcpjq6mruuOMO/vWvf/HYY48d0DnC4XDnBtWH7Oq7ZPehcccSEu6/Ur2eqLeOiCO7y17/1HH5GIC731tLbXMQi8nAaeML+fHxw8lwmA+of8yGKFcc0o9Xv9xJc6D183NSbRxXHMEwdwnRsRfAsb8g4sgCvZf3qqe8Zw9G6tuuk4y+NZlMHXq+3geJGbx1GNe8kbDdvOp/hAcf1Y0RdZ+ddT4CCWZ71DYHqWkKkJfaNdut7+/fUZM/TE1zkLIGHy6bmSyXlVxX/NhqmgK8tSJ+fTCAF77YzlHDc7CY9n+3OGNTFQZfXfzGkJ+oZycRd3JvhOjzP6bBG2TFjrbJzV3mbqhiaG7KPp9P/dp1euO4KsnR45IgkUiEW265hSuvvJIRI0Yc8HmWL1/eiVH1TcnsQ4vFwoioifYumXz+IKuWLu3SOKZluXj2ygkEIgasJgMGv4eyjV+xswOF7uwOB89fM5U/vbeeT9ZVYTIYOHlMPjcfU0JWqJTmq+dQ5TNStaGCaLTrZrscjPR333XUt12nO/t28uTJHXq+3geJDclLIc1sg2Bz/AdYnGzZsoX6+vr47b1YdC+zFkPBAEu7eLzel/dmWl4/Hvp8J899sb2lXm1RuoN/fWscJk8Zfn/rGSuu7AKs5sSTph0WI9u3baW+bv8Lmo7JhvYqSQTDUZZ3cZ/tq77+d5+SNwCDIXGNY7MhyurVq/H59m9GSF/v167Um8ZVSY4elwS5//77sVqtXHrppR06z9ixY5WZO0DhcJjly5cnvQ+N9algNEMk1KYt2m86towCJhSkd3NUGUD/A352S98OSeXvF07A4wuDAdIdZhwWEzAcgKKv/8m+6Snv2YOR+rbr9Ma+7U2xdrtIiOjEyzDM/Vvc5uCY8+lf1P+g7L+yBj9uu5kGX9vxun+mk4IMF9n9JnTJa+/r31E4EuWBTzfx7KLtrY7vqPNy+eOLef17h1Hgbp2WiEbhkunN/PGt+Et9Lp0xkEED04EB+x23oakc0vpB/ba2jY4MzBnFTOhfuN/n7Uy98TOqKzT5Qxw9Ipf3v2q7RMlggMOH59E/Y9+XSatfu476VvZVj0uCvPLKK1RUVDBlyhSAlqzqe++9t19FUk0mk978HZT0PkzNh9P/AS9/u/VxezqG0/6GISVxbY2ezmQykWY1kXbw1slLiqS/Zw9i6tuu05v6tjfF2u1MJph+Hax5A6rXt2qKTruOOkMa2Qdp/+W57fz9WxO5+vFFrXZWs1uM/O3CCeR1dBeVfbC392a5x8sDn26M21bXHGRVaQPFGflt2s6YUMQry3ayqrT1coizJhQyJM914L9PdyGc8zA8cTqE9phBYDTDOY9gTC2Ivad6gL7+d+92mvjZKSNZtq2OqsbW9WF+ceooclLtB9Q/fb1fu5L6VvamxyVB3n777Vb/fdtttwFoi9y+yOKAkadDwXhY9BjUbYKSo2DEqZB+4LMxREREukRaMVz2KmydF9vhw54OU68hmjmY7Wu2kN0v2QF2DbPJyCElWbz7g1k8v2gba8o8TBqQzhkTiihK7/oEyL4IhCI0eNvOVNllQ2Vj3OP5aQ4euWIqS7fW8cIX23BYTFwyYwBDcl1kuzq4NWrhJPjOPPjy+djOMHljYeLFsRkiph53id6nDcp28cqNh/HB6nLeX11BQZqDS2b0p1+GE5dNvyuR3kZ/tdKz2VyQNxpOuhPCQbDYkx2RiIhIYmlFMPZcGHkaGE1gNBMNh4GDd3cYAJvFxOBcF7eeOIJgOILVbMRg2P+CoV3FZjGS7bK2uZO/y8gCd8Ln5rvtnDgmn2NG5GIwxJI+ncJsgcwSOOJWCPnBZAVjj924sc8rynBw6SEDOX9qP8wGA6bOeh+ISLfr8UkQzQAR4OsLSU1rExGRXsLcwVkCvZTRaMDWA8frvFQ73zt6KL98dWXbNreN4Xmpez2HpZ0iqR1iMOgmTy9iM/e897eI7J8enwQR6SkavAHKPX6afCFSbGYynFayU/vmRa6IiEhvYjQaOHVcAbXNAf790Qb8odiWvqML3fzjWxMp6I5lO0Fv7J8tFUyWrn89ERGJS0kQkX2wvbaZX726ivdXlxONgsVk4JxJxVx/xGAGZDoxGnvOlF8RERFpK8tl44YjBnPOpGLqmgPYLCayUqxkdbS2x95466F6HXz299huMP2mw9RrIH1AbEmMiIh0KyVBRPaipsnPj55fyvxNtS3HguEozy7cRiQKPzh2KIU9pPCbiIhId2nwBmn0hzAYICvFhrWrlot0IrvFRL9MJ/0yu2l7tkATLH8e3vzx7mOli+GLR+CKN6B4avfEISIiLXr+aCWSZOUN/lYJkD29tGQ7lR5/N0ckIiKSPIFQmNU7G7jxmcXMvOsDjv7zx/zhza8orfMmO7Sep7ES3r6t7fGQH165ERoruj+mg0Q0GiWyx5bMIiL7SjNBRPZiZzsXdcFwlNrmANFotEdVwRcREekqm6ubOeOfn7XU1fAGwzw2dzOfrqvk6WtmkJ+mIp8tKr+CSIKteSvXgLcWXLndG1MvV9XoZ2NlE88t3EogFOG8Kf0YkZ9KrlvvOxHZN0qCiOxFdjtrhQ0GcNvNSoCIiEif0OgP8pd317YkQPa0obKJZdvryE/LT0JkPVR0LzMV9tYurVQ1+vnta6t4ZVlpy7HXvtzJ9EGZ/P1bE8lTIkRE9oGWw4jsRX6ancE5KXHbjh6R226SRERE5GDi8YX4ZG1lwvbXl5US1Rf73XJHQqItg7MGgzOze+Pp5b4qbWiVANll/qYaPlyjpUUism+UBBHZi1y3nQcvm9ImETJ1YAa3nTiiV077rW70s6mqia3VTTR4g8kOR0REegmjwYDbkXgicZbLptmREKv1sW0BbP8Cjry9bbvJAmf8S0th9oMvGOLRuZsTtj8+dzM1TarTJiJ7p+UwIvugJMfFk1dPp9Ljp7zBR0GanXSnlYI0O2ZT78kl+oJhVuyo52cvr2B1mQeDAQ4bks2vTx9NSY4r2eGJiEgPl+2yccUhA7nrnTVx28+f0q+bI+qBPDvhxWtgy5zYf8/8PpzzMCz7D9Rvj+0Ic+j3IGNQcuPsZUKRKN5AOGF7cyBMWIVSRWQfKAkiso8K0x29fivcTVVNXPDA5y0XCdEofLquivPum8cr351JcUY3bRkoIiK9kslo4OzJxXywuoKFW1rvnHbLCcMpyuh9syM7VTgMi5/anQAB+OxvkJINo8+CE++EtH5g6eP9dABcNgtnTCxk3sbquO0njykg3Wnt5qhEpDdSEkSkj2j0B/nr7DVx75JUNwX4cHUFlx4ysPsDExGRXiXPbedfl0xiY2UTb68sI9Vu4dSxBeSn2XE7LMkOL7maKmDBfXGOV8GCB8GeAUff0f1xHSRmDc1hQJaTLdXNrY5npVi5aHp/LL1odq6IJI+SICJ9RKMvxKLNtQnbP1xTyYVT+2Mx6wJCRETal5NqJyfVzvSSrPgPiETAaGz7/79pVxHVvdQRiUSilHt8eANhrGYjual2rPsyXkUiRDBgNO4+/67CrV1SuyQaiW17m4hnZ+e/Zh8SiUT57RljeO+rct5cvpNgOMpxo/I4b0oxDmuCArTSaSKRaKu/JZHeSkkQkd4sHIJAI5htYGl/qY7FZCTbZaO2OX4h1KJ0OyYNbCIi0hH122Hr57B1How9D6rWwvr3YktAJl4S+1+bK1Y4tOIrWPIUGIww6TLIHhq3UGhNk583vtzJPe+to7opgMNi4qLp/bl+VglZKQlmnjSUEt62COPK/xK2ZdAw+iKi6QNY02DmhUXbCEeinDelH8PyXOSkduLSFGsK9D8UqtbSPPwsgtY0UkvnYdzySax9+Mmd91p9jD8U5r5PNvDM/K0cNSKXm48dhtFoYN6Gai59aAH/umQSx47MS3aYB6Wyeh9fbq/j1WWluO1mLpzWn/4ZTtJTtPxIeiclQUR6o0gY6rbA4idh08fgLooVWcseBo70uE/Jctn4zpGDufn5ZXHbL5o+QNl9ERE5cLVb4PFTwVcP5z4KL1wOnrLd7fPuje2IUnIkvPZ9WD97d9uXz8KI0+DUv4Br9xfZYDjMf7/Ywe/f/KrlmDcY5uE5m9ha3cRd54xtG0f9DqJPnY2pcjUAFiB9yaM0z7iZReFT+O/i2FaqLy8tZdbQbP583nhy3Z2UCHGkU33KA6zeVs2DS5up94Y4vuQETptppPjzX0HhhM55nT6otinIW8vLiETh/a8qeP+r1lvivrBoO0cOz8GcaNaRHJCddV6ueGwBa8oaW449s2AbNxxRwg1HDFYdFumV9Ckh0htVrIL7DoM5f4UdX8BXr8LDx8HiJ8DfmPBphw/L4dxJxa2OGQ3wh7PGUJzRu4u+iohIEgWa4cPfQ91WmHAxfP6v1gmQXeb9I1Y0dM8EyC6rX4uNaXuoaPDzt/fXxX3J2V9VUN30jdmN4SDR+fdj+DoBsifn53dzZkkU2x7LaD5ZV8XcDfELbR6I2qYAd39WzcXPb+WjtVUs2VbHXR+XccZzVWw+8QlwF3baa/U1BgPt1vywW4wY0c2czhQMR3jq8y2tEiC73PfxRnbUepMQlUjHKQki0ts0VcNrN0GgqW3be7+AxvKET8122fjZqSN59wez+N2ZY/jL+eP58MdHcuaEIlLtnVPMbtdaaxER6UOaq2HFf2P/f8ChsOH9+I8bdiIseCDxeT7/d6tkfoMvRKM/lPDhm6qaMJv3mNjcVIlh8eMJH5+54SWmD8psdezRzzZR1xxIHNN+KK338tTnW9scr24K8Nf3N9Dczs8i7ctOsXLhtMRbMF88vb9mtHay6sYAzyxo+37e5cXF27sxGpHOo+Uw0mk8viAGgwGXTW+rLuWrhR2L47dFo7B9EWQNTvj0dKeVdKeVYfmpnRpWWb2XL7fX8+qyUtIdFi6Y1p9+GQ5NkxQR6QuiYYh8/QU/Gtld8PSbTFYItnP3ONAEkd2zO+x7KX6akWIlXBPeI44oBOPcJPiaOdDQpqBqcyAcd+e0A/HW8jizX7725vIybjtpJE5dJx0Qk8nIBVP68fqXO1lf0XpmwlkTixic40pSZAevaDRKcyCcsL3BG7/OnEhPp09h6bCd9V4+WVvJi19sx2wyctmMAUwekNF562ultb3NtIhGuieOPeys83L5owtYW777ouSp+Vv57lFDuObwQUqEiIgc7GxuKJ4K2xdC/TbIHRkrfPpN2xbEan+Ur4x/njHngj295T8zXTYOH5rNp+uq2jw022WlKN3Ozuo9xkW7m+jQ4zGsfiPu6asHnsqyt+pbHTt5bAHpnbS1b6SdMToSjaK5kh1TkO7gyaunsXBzLf/9YjtOq4nLDxnIkDwXWS5bssM76LgdFo4ekctbK+In906foOVd0jtpOYx0yM46L5c8tIBb/7uchZtrmbehmm8/vZibn1tKeYMv2eH1eJFIlPJ6H6V1Xmqa9nEqriMD8sclbi+e2jnB7aNgOMzj8za3SoDscu+H6ymt03pREZGDnjMTTvoTmCyw8GE44tbYri/f5MiC8Re2Kn7aIq0YRp7WarvcNIeFP5w1lpLslFYPdTvMPHrlNHJd30iy21IxHPPLuDumhQon81W4iEqPv+VYjsvGuZOLMbVTa2J/nDgmP2HbcaPySXPo/mNHFaQ5OH18IfdfOom/XTiRGYOzyFYCpEuk2Mz86PjhOCxttx8eV+RmRL47CVGJdJw+ieWARSJRXl1WyobKtl9+P9tQzfId9eRpNkhClR4fLy0p5cFPNlLZ6GdccRo/O2UkowvTSGlvqmxKNpx2Dzx6EoT8rdsO/3Hc7QW70t7Wi/5v8Q5GFaZ1Y0QiIpIUeaPguo/h/d/CylfgW8/C/Ptisz9ScmDm92HEKbFx6urZsSKpy1+MJT3GXQgzvg3pbWs+9Mt08p/rZrCluolVpQ30z3IyPM9NYbqdSCTO7MfMwUSv+5joR3diXD8brC4ax1+JceJFLFrQRGaKlXAkyunjC7h21mD6ZTo7rQuK0x2cMb6QV5aVtjrutpv5yQnDcdk6Z8aJgN2irzHdYWCWk9e/dxh/e38tH6yuJMVm4tIZAzh3cj9d50uvpU8POWDVTX6eW7gtYftT87Ywc0gWDg1SbdR5g/zs5RW8s3J3EdMvt9dz/v2f89iVUzly+F4SGXlj4YbPYO69sHUuuPLh8B9CwXiwd29WPhoFXyDxEpwGn9aLioj0CWYb5I2Gsx+IFTc1meHcx2I1Ooym1rM/MgbA8b+Hw34Y+29nNpgTL53Mc9vJc9uZNihr73GYzBhyhmM4415CzbUEIxC0ZpHmtPOD4yJcduhAADJTrG3qg+yraDRKeYOPuuYgRqOBdKeF3FQ7mS4bPz9tFCePK+D+jzdS7w1y7MhcLp7en+KMzku2iHQXs8nI4FwXd549jnpfEKPBQLbLhklFaKUX07dT6QBDu2tfw9EoRPUB+U0Gg4EKT6BVAmRPv3x1JS9c726/porZCtlD4eS7wOeJXXh2c/Jjl1SHmaNG5PLOyvjrRU8br/WiIiJ9it3dekxyJJgNaLZ17Zax1hTM1hTMwK7FMVajify0tlP790dzIMSCTTXc9t/llH299LckO4W/XjCeMYVpZLtsnDA6nxmDMglGoqQ5zFhMHXtNkWRz2swq6isHDdUEkQOW6bRw9sTihO3fmtYfh7X3Dvpl9T4Wba7h1aU7+HJ7HZWezqlxYrVaWbK1NmH7lupmPPu6hZ7ZDq6cpCVAAFw2Cz8+fhh2S9uPkwn90hme17m70IiIiCTTpsomrnxsYUsCBGBjVRMXPvA522t318FKc1rJdtmUABER6WGUzpMDZjIZOWdyMc9/sa3VoA8wvjiNyQMykhRZx22oaOSyRxawY4+inqMKUnngsikdns4ajUZxt1OF3mgAcy+bYjgoO4XXv3c497y3lg9XV5BiM3PZIbH1otolSESkd4hGoxgMvWv86W6NviB//2Bd3I3afMEIL36xjZuPG66lAiIiPZiSINIhRRkOnr/+EF5dWsr/lmzHYjJyyYwBHDU8t9cWSypv8HHV4wtbJUAAVu30cOuLX/KvSyaR5jjwLV8jkQiT+qdz7eGDWLqtjoWbW88KOXpELpkpvWtLWbPJyJBcF3edM44GXxAjBrJTtV5URKQ32FnnZfHWWt5aUUae2855U4opTHfgtquI5zc1B8Ks2NGQsP2LLXV4gyEVQBUR6cGUBJEOK0x3cN2sEs6bUozBAJkpvXubskqPny3VzXHbPttQTXVj4ICTILXNQWosOdzzygoavCFmlGRxwxGD+dVrK9lW46Uo3cEvTh1Fai+98Eyxmdvf2UZERHqU7bXNXPTgfLbW7B73Hp6ziV+eNopzJxf32vGoq9gsJoozHG1ulOxSkp2C7QCLrYqISPfQtxXpFEajgayDZI/2uuZAu+3NgfA+n8sfDFPh8bO+wkO6w8rzi7bxnz121PliSy05qTbuv3QylR4fY4vSKUx3tHNGERGRzuENhvjbe+taJUB2+fVrq5g1LEdJkG9Ic1j43tFDmP/wgjZtBgNceuiAPl8DpK45QFWjn9VlHtIcFkqyU8hz2zGblBwSkZ5BSRA56ARDEcoafHyxpYatNV4mDchgSK6L/H1cnpOfljgJYTUZ263nsafmQIiP1lRy83NLsZiMPHblVA4dks1hQ3No9Id4buE2Fm+tpdLj55n5W/ntmaO1nbCIiHSbmqYgrywtTdj+wVcVDM5xdWNEvcOYojR+etII/vTOGkKRWHEQu8XIn84dT/8+vg1upcfPb15fyWvLdrYcS7GaeOjyKUwemIG1jyeIRKRn0DcuOaiEwhEWb6vlsocX4A9FWo4PzHLy1DXT96moabbLyjEjcnl/dUWbtssPHUBu6r7NeCmt83LjM4uxmoz8+5JJvLqslBcWbccbDJObauPqwwZxxPAc7p69lleXlvKj44bhSD8I/iS9tVC3FZY8Bc01MPYcKJjQtdsgiojIfotEogTCkYTtHl+wG6PpPdKdVi49ZAAnjS1gU1UjFqOR/llOclNtWM1d9yU/HI7QFAhjMxuxWXpeMiEcifLiF9taJUAAmgJhrnh0IbNvPoL+WX07SSQiPcNB8I1LZLeyBh9XPbqwVQIEYHN1M796dSV3XzBhr1N7051Wfn/WWLLfW8v/Fm8nGI7itJq4auYgrjh0APZ9vPB44YvtRKNw41FDePDTjXyytqqlrcLj549vreZHxw/jsCHZzNtYTZxC872Ptxbm/Rs+uWv3sRUvQu5ouPgFSCvqspfWjgYiIvvHZTMzeUAGX2yJv237USNyuzmi3sNpNdM/00z/zK7/Uh+JRNle28yLi3cwZ10VBWk2rj68hME5LtL2cXZqd6j0+Hngk41x2/yhCHPWV3JR1oDYfwfDVDb6qfT4MRuNZKdayUu1Y1RBdRHpBkqCyEFlQ0UjTQlqdry/uoKapsA+rW/OT7Pzq9NHcdMxQ/EHwxgNBuwW4z7XPQmFI2yqbMJsNDCq0M1fZ6+N+7iHPt3Eb84YTZrD0qMuZA5Y3fbWCZBdKlbCwofgqNvB1Pk/p6G5mtFZYYxfvQyphZAxQDNPRET2IiPFyi9PG8U5/55LMNw6FX/YkGz69fGlHT3FuopGzvn3XBr9oZZjbywv46cnjeDi6f1x9ZC6LaFIhNrmxLOHNlU1AVDfHOClpTv445urW25aZbus3HvRJCYNSNeSGRHpckqCyEGluilxUdNolNYzRLz10FgG69+HcACGHA3uYnBmAhAOR9le08zv3/yK5TvqyU218e0jB3PK2EJy9rIkxmwyMnNINsu217EtTsG5Xeq9QWxmIz8+ftjBsavKl/9J3PbFozDt2s5PTtTvwPD8Zdh2LNp9LDUfLn0Jckd17muJiPRSoXCECo8fXzCMw2Ii123HZDQwIj+VV797GH9+dw1z11eT4bRw5WGDOH18Idn7uPxTuk5tU4DbX1reKgGyy51vr+aE0fk9JgliMxsZnONiQ2Vj3PZpg7IAWLa9nl+9uqpVW1VjgMseXsC7N89iYHZKl8cqIn3bQfCtS2S3kQXuhG05Lhup9q/f8s21sOAB+OgPux/w3i9h3IVw/G/BlcvnG2u45ondX6zLG/z86tVVLNtaxy9PH026s/1tco8ekcv9H29o93EGAwzOcR08A76vIXFboCmWiepMfg+8fRuGPRMgAJ4yePJsuPYDzQgRkT6vyuPnPwu28uCnG2nwhUh3WvjuUUM4c2IR2S4bIwvc3HPBBBr9IYwGAzkum5Yl9BD13mDC5UrRKHyxpabHXEPkpNr56ckjuObxRW3aCtLsjCl0U9sU4C/vron7/EA4wstLd/CDY4d1dagi0sdpryo5qOS5bZwxsZB+GQ7y3DbMe1zE/fTkEeSlfr1DTPW61gkQmxtSC2L1K7Z8RnmDj1+8siLua7y0tJRKj3+vsRRnOHj0ymlkpVhJd7a9S2MzGzlrQiF5bvvBU89i9JmJ24YeB/bESaoD0lQJq1+P3+bZCXXb4reJiPQRjb4g97y3lr/MXkuDLzaboK45yO/e+IqHP92ENxA7lhqopKB5HXkNyzHWb4VA4lmM0n32du8glLiubVJMHZjBPRdMINu1+wbQoYOz+M+1MyhId+ALhdlU3ZTw+St21BPoaT+UiBx0NBNEeqTqRj8VHj8bKxvJdtnon+kkP+0byQJfPTRWxupNWFNozB5PQ9DB8SPzOGFUPsUZDnzBMKt2NpDvtnPI4OzYna2QHz6/L3aO/HFw2M2x5TDeWsgcBPU7aGj2UVrvSxjfih31DM1LbfdnMDRXM5ydlFDBY5eO59LHluLxh3Dbzdx83DD6Zzpp9IdYW+6hOMPR7ta8vUbeaCicCKVLWh+3OODoX4CtdZ9Fo1HK6n1sq22m0uNnULaLPLdtn2uvEPRCtJ2Lpcby/fwBDg4N3iBVjX7WlHlwWk2U5MT6NRKNFa5bX+HBH4oyPD+VbJd1n+rkiEjvVNUU4JkFW+O2PTxnE9+a1o/+vi/huUugYUeswWSFWbfAlKshJavjQTSUQv02qN8BmSWEXPmUhVL5qsxDKBxlYHYKtU0BXHYzDouJDKdVS3G+luY0M7rQzcrS+DMtpw7M6OaI2pfmsHL6+EKml2Ti8YawmI1kOi2kfT0r1mExMTjbxZJtdXGfP75fOlZz37lHGwpHKG/wsamqmQZvkGFfj8t7m20sIh2jJIj0OGX1Xm5+binzNta0HMt2WXniqmmMLHDHEiFNlfDRXbDwQQBqjvwjj63J4t45pUS+vmtiNRm59aThBEIRJvbP2F14NByEpgoomgSH/RBe/V4sAbLLkOOw9D+73RhT91bEtKEU/nctbJ6DBRibP4G3vvVn1oQLyUtL4acvLWf5jt0XNIVpdp64ehpDcttPrPR4qQVw4TOw+ElY9BD4G2HIcbGCqFlDWj00Go2yuszDZQ8voLJx98ya6YMy+duFE/YtKWRLBWtKbKlNPJmDOvLT9ErVjX7+/v46Hp+3peWY3WLkqauns7Pex49fWNZSG8dggBtmlXDtrBIyU/SFQ+RgVOXxt4yL3xQIR6hr8tL/qdMgsEcdh3AAPvw9ZAyCced1MIB18NTZsa3Tv2bKH4/v6Pu5+bmtNPpDmIwGrp9VAsC2mmZOGVfAuOJ0CtMPgpsDHZSZYuOPZ4/lvPvmtdn57vpZJWTv602DbmQ0GihIc1CQ1rYt3WnlxycM5+KH5rdps5mNnDau7yxhDYajLNlWy7VPfNGq5stZEwq5/ZSR5OyavSwina7vpFqlV/AGQ9w9e22rBAjECmZd/ND83bMz1s1uSYCQ3p9lrsP4+6elrS70AuEIv339K4bkpnL/xxvwh77eNcaaAsNOhMN/BC/d0DoBArB+Nhk1S5g5OP7dL5vZyPD2ZoEEmuGD38HmOS2HTGVLKX72WKbWvsHd761tlQABKK33ccWjCylvZ/ZJr+EuhMN/DNd9At/9As78F+SOAFPrnOvOeh+XPjy/VQIEYP6mGv7vnTU0xykC14YrHw69KX5b/0NjSZk+5uO1la0SIACRSGxd+U3PLml1ER2Nwr8/3sjCzfHXm4tI7+e0tr/Thp1A6wTInj78PXg6MKPOUwbPnN8qAQJgKFvGoHm3850Z2QCEI1H+9dEGhuenMm9jNWvKPDz22SY8vsQ7jfQlI/JTefOmw7lgSjGDslOYOjCDx66cyvVHlODuhTvLjSlyc+fZY0nZ472Z77bz9DXTKepDia9yj5/LH1nYpujtS0tL+d/iHUQSZS9FpMOUBJEepcoT4H9LdsRtq20OsqmyERor4NM/txyvG3MF/1jgSXjOd1aWUenxU9nw9ZdtgwHGnAUNOxNe+KW9fRO/O2Mkud+YjmsyGvjnxZPIc7dz56WpApY/H7epJmsKH6ypjNu2vdZLWcNBkAQBMJnAXQBphWBzxX3Iluomqhrj7+bz6tJSqtrZ6aeF2QpTryZ61M/A+vXrGE0w5lw45yFIyT7Qn6BXqvT4ufeD9W2OzxqWzexV5QnXlv/jg3XU7Et/i0ivk+WyMSAr/la3IwtSyWrekPjJtZsg0oFEhKcMajbGbTJt+oDjB7ZO0LywaDunjivkmQVbGZidQnWCMaKvsZpNDM518eszxvDC9Yfw8OVTOXJ4bq+dwZfmsHL25CLevXkWr9w4kzduOoyXb5zJ5AEZWPrIUhiHw8GcdVUEwvGX9D7wyUYqPAfJNaFID6TlMNKj+IJhguHEme/Seh/kW2Lrir/mdxaws50ZFKV1XkqyU/DvOdC4i8Dfzk4m9dsYZKnj5Rtn8sWWWuasr2JQVgonjMmnMM2O1dzOnbWgL7bkJo7mUPtFzqoa915w9WBR1s7vLBSJ4guG9+1EKTlEDr0J75BTSTFHMVgc4MqNzfjpY0KRSNy/hcwUW7v9XVbvUyE6kYNUntvOg5dN4aIHP2+VeM532/nnRZPIKnsr8ZMzS8DUgZkGzdXtNpvD3lb/vbPex7RBmZQ3+ElzWPHu6zjQR9gtJuyW9mf29BZWk4miDCdFGfETdAc7s9nMxqrEBWKrmwKENBNEpMsoCSI9SorNTJrDQr03fhJhWF4qmCJQMB62xdaTumqWM76wJGEiZHRhGttqmtpOCS6emjgQdxGYLBS6HRSmOzht/H6sUbWmgD0dfHVtmlKNfmxmY5t1vbv025eLAV99bAlPNAr2NHBm7ntsPciQ3PgzRADcdjMptv240DOaWVPWzIQJEzCZDo4LxAPhsJgYU+Rus7xlU1UjUwdm8tHa+LOQxhal7V9/i0ivMiwvlVe/exhryj2sL29keH4qQ/NcFKQ5wDwttkNavBsDx/wCXHkH/sJpxYnbzDaajSnA7uWvowvdbKpqYmRBKjvqmhlXHKeohMhBwO/3M3VgDg/P2RS3fXCOC3t7N9xEpEP6xpwz6TXyUm3cdMzQuG2jC90UpdtjX/qP/XXL8ZTlT3HT9DSMcXaZTbGaOGxIFrOG5ezeHneXrKGxu1zxHPPLA68nkVoQq6ofR07pB1w1c0DctsOGZO+9Gn7VWnjxKvj7hNi/p8+D0qUQ6n3rpgvSHIxPcIH73aOHtP19yV6lO63ceuKINscXbq5lRkkWqba2eW+jAX543HDtECNykCtMd3DU8FyunVXCrGE5sQQIQFo/uOINyBi4+8EWBxz7Gxh0RMdeNCUnVhw7juYJV/PE8t03LywmA+dMKuLN5Tu59vASDMRmsYgcjAKBAOOK3eQneI/ffvII7ZAk0oWUBJEexWQycubEQm4/aUTLFzajAU4cnc+Dl03ZXSk7f2xsFxJ3IfgbGLT4Tp68aBj9MncX1BpV4Obv35pIrTfAiWMKYtvj7sldAJe+DEOOjdUJAXBkwKl3w9Djdh/b7x/CDOMvjF1A2tyxYwYjjDwd29TLOHdsNt87egiOr6e0mo0GzppYyJ/PG0dmSjtbotVuhUdOgPXv7V5Ts2MRPHJ8bN12L5OdauPfl0zm5DH5LQksl83MrScO55xJxZhN+ng6ECMK3Dx42ZRWF1YT+6fTP9PB8zccwuhCd8vx4gwHj145jcG5fW/pkIh8zWiEgnFw1Ttww2dw7Yfwnfkw/fqOzzR0ZsLpf4cJF4Px6ySsxUF45g9Z1v8ynlsam502KDuFuy+YwAuLtnPHKSOxm42cNbG4T22VKn1PXqqNZ6+bwYyS3X9n2S4rd18wgSk9bOtjkYONlsNIj5OVYuPKwwZxyrhCGv1B7BYTWS4rLtsed6ptLhh+MhROBF89DqOZmSm5vHhDP2qbA0SjsV1cnFYz2S5r4i/UGQPg3EegqRrCvljSwlUQK+zZESnZcMh3YMzZ4PeAxR6rXWF2UrdhKTceOY4LpvajyR/CYTWTnWLFGecufYtoFFa9DM01bdtCfphzN5z6F7D0rrW1hekO/u+8cdx60gh8wTAum5lctx2LEiAHzGUzc+zIXMYWzaTBF8RsNJDhtJLxdYLtyaunUdsUJByNkuaw6E6riMSk5sf+dTZ3IZz8J5j1Ewg2g82FyZXPUF+U2TcXE45EsZqNhCJRRua7cdlNZDit7dfeEjlIDMxO4b5LJlPbHCQQCuN2WMhLtbe9cScinUpJEOmRLCYjRRkOoJ2t0gyG2MWVe3e9jjzHAUyftafF/nU2kwXS+7U+Fo4VebOYjBTvTzGwQBOsn524ffOn4PP0uiQIgMtmaZ3gkg4zGAzkp9nJT2v7t5CZYuu1OwqISC9lTYHM1jPOsl2Q7dJnkUi600q6s52ZwCLS6XS7VaQ3MFnB1c4dupTsjlXwFxERERER6QOUBBHpZoNzUzBWrITti6B2CwS9e3+S2Rpbn53IzB/02l1iRETk4FXXHKDS49v3bc9FRES6mJbDSNJVeHyEw1FsZiOZB/PU2EgEY/ly0l+8BOq3xY6ZrLGdZKZcDSlZ7T8/awgc8yt4/1etj0+8FAbM7IqIRUREDkhVo5/5G2u4/5MN1DQFOHxINtfOKqF/plOFr0VEJKmUBJGkqW7089GaSv72/jp21HkZkZ/KbSeNYHxxOm7HQbi0o34bhsdPjRVK3SUcgA9/H9uacNz57T/fkQ5Tr4GRp8KmTyHkg5IjY4XsNAtERER6iNqmAHe+uZoXF29vOfafhdt4aekOXvrOTEYWuNt5toiISNdSKl6SwuML8u+PNvCjF5axtaaZcCTKytIGLn14Ae+vLicciSY7xM636ZPWCZA9ffh78JTv/Rz2VMgeClOviu0+kzdKCRAREelRdjb4WiVAdvEFI/z6tZXUNQeSEJWIiEiMkiCSFNWNAR75bFPctt+8toryBl83R9QNSpckbqvdDJFgt4UiIiLSVT5ZW5mw7fONNTT4Qt0YjYiISGtKgkhSbK5uItFkj9rmIHXNyUsI1HuDbKhs5J2VZczdUMWO2mZC4UjHT1w0KXFbxiAwHoRLgEREpM+xmAwJ24wGSNwqIiLS9VQTRJLCYTW1297eBVRXqvL4uevt1bzwxe5pvKk2Mw9ePoVJA9KxmtqPu10DDwebG/wNbduOugNS8w783CIiInvylEGgObZ9uisHzPZue+kjhuXwW76K23bMyFwynNZui0VEROSbNBNEkqI43YHbHj8HN6rATWZK918gRSJRXlm2o1UCBMDjD3H5Iwsoq+vgEp20fkSveB3SB+w+ZrbB0T+HIUd37NwiItKjDcl3Ydz4Abz8HXjnZ1C2HLx1nf9CvnpY8xY8ehL8YyLcOyX2eg2lnf9aCeSm2vn+MUPbHM9MsXL7ySNxJRj/RUREuoNGIUmKPLedf18ymSseXUAwvHtdTJrDwt0XTCArCVvlVjb6ue+jjXHb/KEIn6yr4pKslAN/AaORSO4YPOc8T5oliCEUgJRscOWBpfvu0ImISPcyNpbhfvVqDOXLdx+c9w846mcw7drY7l+dZfMcePai3f8d8sHCB6F0KXzrGXDldt5rJeB2WLhy5kCOGJbDI59toqrRz9Ejcjl5TAHFmc4uf30REZH2KAkiSWE2GZk6MIP3bj6Ct1eWsabMw4ySLA4dkkVRuiMpMYXCESob/QnbN1Q2dsrrbKhoYsKECZg6srRGRER6h3AQFj7UOgGyy4e/g+EndV4SxFMGb/80ftuOhVC3tVuSIADpTiuTBlgZXeTGGwgTDEcIRaL4gmHsloNn/ItEopQ1+NhW20xtU5DBOSnkpNpI15IfEZEeS0kQSRqr2cSA7BSuP2JwskMBwGYxMSTXxfqK+MmOaQO1Fa2IiOynpkoMXzyauP3L5yB/TOe8VqAR6rYkbt82H4qndM5r7aPyBj/3fbSBV5buAOCMCUXccORg+h8EM0LCkSjLd9Rx5aMLqd2joPtJY/L59emjyXVrlqeISE+kJIgkl68Bmqog5I0VDU3NjxVxS4Jsl42fnjSCqx9f1KYtN9XG+H7pNPmDVDUG8AbCuOxmclNtWM0Hzx0tkR7P3whNlRBsBltqbDmZufuXz4nss2gU/J7E7d7aAzqtxxfbSc0bCBMIR0hzWMizuLGarBAOxA8lNZ+yei/13iAOi4lsl40UW9ddCm6vbeacf8+l0rN7luUzC7Yy+6tyXvrOoRRn9O5EyM56L5c8tIBGf+stf99aUcbgnBS+f+wwLCaV3xMR6WmUBJHkqdsGb94C696OXSTa3DDrJzDhIkjJ6prXDIfAWwMGY6wexzdMGZjBX88fz+/e+IqapkDLsf87Zxxmo4GfvLict1bsJBIFp9XE9UcM5pLp/ZNSw0Skz2kojRV4/OpliITB4oRDvwdTr43tfiHSE9lSiQ45FsPat+O3jz5rv09ZWudlR20zD366ife+Kt89Js0q4ZLzXyXrPye2fZLZRlXaWI7+88d4g2FMRgMnj8nn9lNGUpDW+ctQw5EoLy/Z0SoBskulx89ry3Zy3awSTMbeu2Hul9vq2iRAdnls7hYumj6AwiQt8RURkcSUBJHk8JTDMxdAxcrdx/wNMPtnsZkg064FYyfPsKjbCkueghX/jd05nnotDDsR3AUtD0lzWDljQhGHlGRR7wtiMxnJSLESjkS57skv+GLL7jt2zYEwd89eiwH49pElWA60xoe3NraNodEcW6tt6L0XhCJdpqkKXrwats7dfSzYDB/fBdEIzLpFM0KkZ7K74ZhfwsYPIfSNhEDBeMgbtV+nq/T4+Wx9Fc/M38qSbXUtx5sDYe5+bx3G44Zww/TvYZn/j91PMllpOudpfvRWOd5gGIglKV77ciflHj/3XTyZTFfn1rBo8AZ5a0VZwvbXvyzlwmn9evV2uZurmxO2NfpDBMKRboxGRET2leboSXLUbWmdANnTJ3eBZ2fnv97Dx8e+MFWvh/KV8PoP4PnLoKH1a5mMBgrSHYzIdzMox0W600pZg69VAmRP93+8gfKGxAVVEwo0wrYF8J9vwd8nwMPHwqKHobFi/88lcrDzlLVOgOxp3r2xxKpIDxXJHEzgineJDjsJTFZwZsZmPn7rWUgt2PsJ9rCjtpk0h6VVAmRP9328iYqpt8CVb8Oxv4KzHiDw7QV8f56TTzY2tHn8gk01VHg6uAV8HCajAac18c0Bl82MuRfPAgEY3y89YVu+245dy2VFRHokzQSR5KhYlbituQYCTZ33WuEgLHgofmJl+wLYuaTVbJB4NlcljqcpEKYpwXTYdm1dAE+fHVsKBLGZKm/8CLbOh5Puil0ki0hM7ebEbUEvBNp+uRPpMYxmVlXBuLPuxxBojM34S8kF0/5fhm2paaa6MX7ND4iNSZ6QAQYcEvsHbNjZwHtrE4+7W2uaGVHg3u9Y2uN2WLjm8BIWbv4ibvvVhw0i1Z6cGmCdZXCui/6ZTrbWtJ0R8pMTh5Pn1uw0EZGeSDNBJDnS+iVuM9vA3IkV1ZurYcWLidsXPwGhxBeUQLsV3k1Gw35v92doqoA3f7Q7AbKn5c9Do+5qi7TS3raeBmOsPohIDxYOh4laXZBWBO7CA0qAAGS7rGS3s3TFZDTg+MaY5LCYaG/SRU5q13xZn9Q/gxNH57U5ftKYfCb2z+iS1+xO+W47T10znZmDd9cxczvM/OaM0Rw1IheDlreKiPRImgkiyZEzHBwZ8avij7+4/S88+80Qq7eRiHHvd6KKMxzkuW1xl72cNCaf7P0sjGrwe6BmY+IHbF8IuSP365wiB7W04ti/+u1t20acAikqjCp9w6BsFzVNNQnHpJPHFrQZk7JdNo4flc/bK9vW6ChMs3dJYVSIJVd+d+ZYrp1VwguLYn+7500pZkBWyn6Pmz1V/0wn/7p4EtXNAfzB2C49uak2zNoVRkSkx9IntCSHuwgue6XtF5eSo+GIn4ClEy/InNkw8dLE7VOuAnP8u2oVHh9bqpswYOCJq6a1mdo6ZUAGd5wycv+3GGwvKQOxnXJEZDd3IVz839hnx56Kp8KJd8a2yxXpAwrS7IzId/Onc8e3GZOmDsjg9pNHtBmTXHYzvzhtFBP7p7c51+NXTSM/rRNnX35DdqqNyQMyufOccdx5zjgmD8g8aBIgu6Q5rZRkuxhZ4KYw3aEEiIhID6eZIJIcBgPkj4PrPo4VLW2qhKwhkJoPzk7eHtdkggkXx5aZVK1r3Tb8ZMgb3eYpDd4gCzbX8LvXV7G5uhmHxcS3jxzM89cfQqXHT4XHT0m2kzy3HavZRCQSxbgfBd6ijgwMJUfDxg/ixGuBwgn7+UOK9AG5I+Ca96B+W6ygcWZJrKiktseVPsRgMDAk10Waw8KTV02n3OOjtilASY6LgjR7wi3bC9MdPHjZFMobfGypaiYvzU5RuqNLEyAiIiI9kZIgkjwGQ2xtdFrR3h/bUWlFcOkrsOljWPp0rO7ItBugcHzcpTfzNlZz/ZO7i7l5g2H+Onstn66t5N+XTGZYXipbqpv43RtfUVrn47AhWZw2oYh+GY59WgMctbnhlD/DYyfHdr3YxWCEsx8CV36n/NgiBx13YeyfSB9mMBjIddvJddsZlr/vs6CyXTayXTZGF6Z1YXQiIiI9m5Ig0nekFcGEi2DkabFkgzUl7sPKG3z89vX4VfQXbqmlusnP5xtr+OWru7f4nbexmvs/2cgLNxzK8H29IM0aDNe8D1s+g3WzY3e1x54bm+5v0Z05ERERERGRzqYkiPQ9e6kd0OQPsb3Wm7DdH4rw69dWtjne4Atxx8vLeeiyKaQ7E1fubyWtGMZdEPsnIiIiIiIiXUpJEOlenp3grQOjCRyZkJLdNa/TWIHP72dn0MXbX1WxqbqZw4fmMHlABoXp7RddtZiMmI0GQpG229f2y3Tw1c4G4jQBsGhzLXXNwX1PgoiIiEin2lHbzILNNczbUM2QXBfHj8qnMD1Ww0tERERJEOkegWbY+jm8/n2o2xo7VjAezvgX5I4C435UUo9EwFsNGGJFVPeswREOQOkyAl88yZyi67j+peWEv85YPL9oO7mpNp6//hAGZsdfCgOQ5bJy+vhC/rdkR5s2h8VENEECpCW8vT1AREREusT6ikYuuH8e1U2BlmN/emcND18+lUNKsrCYtXOLiEhfp5FAukfVWnj67N0JEICdy+DRE6F+a+LnfVP9dpj3T3j8tNi/z/8N9XskK2q3wGMnUz78Em58ZVtLAmSXCo+fn728ggZvMOFLOK1mfnzCcEZ8o7aH1WTk56eOYsrAjITPHZGfSprDsu8/j4iIiHSK2qYAt7y4rFUCBCAYjvLtp76gwuNLUmQiItKTaCaIdD1fA3z0B+JOofB7YOXLMPP7rWd0xFO/A544A6rX7z72zk9h8WNwyUuxpTXz7wdHBqsbrPhDkbinmbO+ipqmAO52khWF6Q6euGoam6qaWLS5loJ0O1MGZpLvtuENhrlq5kAe+Wxzq+dYTAb+cNbYhNsTioiISNepbQ6wZGtd3LamQJjN1c0UZTi7NygREelxlASRrhdogtIlids3fwLTrwdLO7U6olFY/XrrBMgulWtg/Xsw6gzYvgAsDjz+cLshhSLxEyR72rX94PSSrFbHrWYTNx49hEMGZ/HPDzdQ6fEzZWAGNx41hIFZurgSERFJhmC4/eWojf5QN0UiIiI9mZIg0vXMtti2r40V8dszBoNpL4VEvTWw9JnE7UuegOEnx3ZbKV/JmNzE5ytKd5Bq79iSlawUG8eNymfqwEwC4QgumxmnVX9OIiIiyeJ2mMlx2ahs9MdtH5rr6uaIRESkJ1JNEOl6zkyYdUv8NoMBplwZ2y2mPQZj7F/CdlMskTLz+xAJkbvjPc4ckxn3ob8+YzR5bvs+Bt++dKeV3FS7EiAiIiJJlpdq5xenjYrbdtG0fmRruaqIiKAkiHSXfjPgsJtb1/0w2+CsByFjwN6f78iAKVclbK4bczlLq6I0pI+Ek+4ife4fuWNUFb86roB8tx2jAcYVp/HcdTOY8Y3lLSIiItL7GY0GjhiWw1NXT2N0oRuDITb78/dnjuGHxw1vtxaYiIj0Hbp9Ld0jJQsO+yFMvAzKl4PZDjkjwJUHln2clTHkGCic2Ka+SKhwKqus47non5/xtwsncOqEyzANPYGcilVcnuHlpPETiJhs2KxWMlP2suxGREREei23w8JhQ3N4ssCNLxTBbDSQk2rDsLfi6wex2qYAtc0BQpEobruZPLe9T/eHiIiSINJ97O7Yv6ySA3u+uxAufIbQ5rmYFz8GBgOVwy9mjXU01720HYBfv7aKqQMPozBzEGQOwgDkddoPcHDxBkJUNvqpbQrisJjIdFk1VVhERA4KmRrPANhQ0cit//uSRZtrAch32/ntGaM5ZHAWrg7WRxMR6a2UBJF901gJkQCYHbEaHwcgGo1S2egnHImSYjW3TEsNR6JUefxEiN2hsJhM1DTFipplpFixmfeoF+IuZEnqUXyUOZAI8M6cRjZWbW1prmkKUO8NUpjedqeZBm+QpkAIk9FAbmrn1ATZX/XeIPbcgXy4torMFCsFaXbyO+GOTJM/RIMviNFgIDvFisnU/kq3HXVettc0s2BzDc8t3Mb2Wi8j8lP558WTGJzTyYXjgl7wxi6+cGaDufNn4/hDEVJz+1HRGCDbZcVi2kuNGRGRDqprDuANhr+eaZCcMSWeqkY/wXAEm9nUavZjpcdHKBLFaTWR5ogdD4cjVDYGiBLFbbeQYtuPy8JwGJoqgCjNxhQawlbMJuM+JdNbxmPDgc3SCITC1DQFiALpDnOPndVQ3egnEIpgsxjJTOn+pMyO2mbOv38e1U2BlmNlDT6uffILnr9+BtMG7fvy4I7+zkREepIemQRZvXo1d911FytXrsRisTBz5kxuu+02MjMP7Mu3dEBzNWz6FD76I9RthdwRRI7+JQ0ZY2gyOMl0WXFY9v42qvT4eGdFOfd/uoEqT4ApAzP4yQkjyEm18tLiHTw2bzOpNjN3njOO15aV8vLSUgBOH1/AdbMG0y9z99azEeCfc8sTvpbZ2Hpg9gZCrKto5P/eXsMXW2rJTrVyw6zBHD86n5zU7rsoKW/w8bOXVzB71e7Yc1NtPH7VNEbkpx7QBUUoHGFzdTN3z17LR2sqcNrMXDpjAOdPKSY/rW0iqKYpwIJNNdw9ey1ba5oZmufih8cNY2VpAw/P2cRFD37Oy9+ZSUGcJNIBqdkEc+6BVS/Fit+Ovwhm3ABp/Trl9NFolC3Vzfzzw/W8vaIMi9nI+VOKueyQgXETYSIiHdXkD7GmzMNdb6/my+315KfZ+c6RgzlqRG5SZ9PVNAWYv6mae2ava/l8/8kJwxmS6+KTdVX868P1lDf4GVecxu0njyAn1c6LX2znyc+30OwPceTwXG4+bhgDs5yY95JIp6EUljwFCx+CQBOWkmOJTPkhv54f4LgxhRw2JDvul35fMMyGykb+9PYa5m+qIctl5ZrDB3HK2IJ9TiRtr23mkTmb+N+SHUSiUU4dW8iVMwYeQI91ndqmAIu21PDX2WvZXNXM4NwUfnz8cCb0Syfd2X3LcudtqG6VANnTnW+v5uHLppKxl2XCDlcqq8sa+dM7B/47ExHpaQzRaLT9TdW7mc/n49hjj+X888/nhhtuoKmpiVtvvRWj0ch999231+eHw2GWLl3KhAkTMOlu8AHZ1YcTRw/DOPfv8Mn/tXlMzfH/4OZVQ8lNc/KDY4dRlBH7whmORCmt8/Lpukq+3F7PhH7pzBicxTPzt/DAJ5tancNogH9fMpk/vPkVW6qbefjyKdzx0grKGnytHpeTauOl7xxKcUYsEbKj1suJ93yCxx9qE9fwvFSeuXY6WXtciH6+sZqLHvycyDfe6aeNL+A3Z4whoxsuSAKhCH988ysenbu5TVuG08LrNx1O0QF8aV9f4eG0f3yGNxhudXxskZuHLp/aahec5kCIR+Zs4s/vrm1znp+eNIJP11UxZ30Vj181lSOG5e53LG3UboYHj4LmmtbHMwbCFW/EtjPuoC3VTZx+72fUe4Otjg/McvKfa2d0XjKnD9NnatfpTX3bm2Ltah+tqeDKxxbyzaunb03rx20njSQtTvHNru6/5kCIhz7dyF9nr2t1/IYjSqhq9PPiFztaHf/TueN4fN5mVuxoaHXcYTHxyndnYjIaiEYh3WEh+5s3Czw74ZkLYefS1sctTraf9xYnPFXGpYcM4LtHDWmz3GLxllrOu38e4W8MyMeOzOWuc8a1GrvjKa3zcu6/51Ja3/o6Idtl5aXvzGx1wyRZfMEwj8/dzB/fWt2m7XdnjuH8KcVYzd3zN/SDZ5e03FT6JqvJyMe3HNnuOBkOh1m4qZqLH1l0wL8zaUufp11HfSv7qsftDlNaWsqIESO48cYbsVqtZGRkcMEFF7Bw4cJkh9bnGJorYc5f4rZlfvoLvjvVxQtfbOeSh+dTVu8lGo2yckc9J9zzCbe/tIJnF27jtv8t59S/z2HaoCwGZrW+OIlE4a/vruWSGQOYNiiTxVvr2iRAACo9fl5esqNlAM5z2/jnxZPazPhw283cc+GEVgNypcfPHS+taJMAAXht2U4q4rxeV6jw+PjPwq1x22qbg6yv8Oz3ORt9Qf787to2CRCA5TsaWF3W+uK2qjHA395f1+axAPd+sJ4Lp8VmZ6wp2/9Y2ggHYeEjbRMgEEuOrH+vwy8RCEV4ZM6mNgkQgM3VzczbWN3h1xAR2dOuGX3xbh/9Z8E2Kj3+7g8KqPL4+fv761sdMxkNTBuU1SYBUpBmJxKlTQIEwBsM8+d31vDonE0c+9ePufDBz/liSy2B8B7jTNmKtgkQgGAzeV/8hYsmZvPAJxvbzECoafLz81dWtPkyDfDeVxWU1nnb/Rmj0SjvrCxrkwCB2Pj24hfbCYcj7Z6jO1R6/Px1dtubDQB/fPMrKrrxPdLe8ta8NBsmU/szUGubg/z2zTUJf2c74/wuRER6gx63HKakpISHHnqo1bF33nmH0aNH79d5wuG2Xwxl34TD4djSjLptEEnQj95acs1NAGyqamLFjnqIwvVPfUFzoPVzGv0hfv3aSm6YNZg7Xl7Rqm1NuYeidAeT+qczZ11lwpjeXF7Gt6b2I91pwQBMG5jO7Jtn8fqXO1ld5mFGSSZHDs+hwG1r9btv8AXZUNmY8LwLN9cyJCdlLz3Scf5gGF8w8cXZthrvfr9nG3xBPlxdkbD91aWlHDZ493rfsnovwXD8iV8efwjj18txhuamdvjvx9BUjXH1a4kfsPwFIqPOJmo98L6vbQq0Wlr0TS8v2cGJo/OwmXtcrrdX2fVe0Gdq50tG33b0zlhffx80eINsr038ZX3FjnoGZbW9s97Vv+ud9bF6H3sqSLOzvqLt+DeuOI25G6oSnuuTdZX8/qyxPDV/K+srGvnWA5/z5vcPY9DXNzKMy18k0Vdny8bZHHXyLTw4P3ZtUJy+ezZigzfEytK2iZddPltfzaiC1ITtHn+I15btTNj+5vKdXDKjP5nO5Bb7rPT48Yfij/dNgTA1jQEK3N0ze+KUcQXc8/66uEmMG48cQpbT0u570uPf2++sipH5nVxHrA/QuNp1euO4KsnR45Ige4pGo9xzzz18+OGHPPXUU/v13OXLl3dRVH2DwWAgGDXR3kKRiGH322f2qjKyUywJ7wpsq/HGrb9hNIDRYCAQiuC0Jn47Oqwmqqoq2FzTOlFyfLGLkwemEQh4qdi0mm+mBFLyBmAwEPeuHYDNGGXVqlUEAvHXzHYWV24sgVPX3HbWAkBJpo0vv/ySSGTf72K5cotxWk0JL7ZSbSY2btxIQ0PsAsaQ3n4dDrPRQLbLSnGqkaVLl+5zHPH0y3KS206CI2pJYfvOMiprD3zWiSsrH0c775kUm5kd27fTUBdnNorsN32mdp3u7NvJkyd36Pl9/X3gzB3QbrvVGGHFihWEQm2Xa0LX9V+8z/fYuNr24twfirS7XbzTaiawx7gSCEd46NONXDnOhZEIg23uhEkQLE78odiAa4qGWbZsGbtWXbvyBmAyGuJ+IQewm2M14Xy++NcRqRnZcX+e3XGbqK6qZGtN4psD3cGQ2b/d9kg42OExdl85XG7+eeF4fvDCl61uxFwwpYgphda9xtHR35m0r69/nnal3jSuSnL02CRIY2MjP/3pT1m5ciVPPfUUw4cP36/njx07Vpm5AxQOh1m+fDnmzP5gTwdfXdsHZQ9jee3ut09BmpOIof077vFmIRwxLJfPN1bz/upybpg1OOEShqtmDmRI/zzoX7Q/PwqN/hBHDsvhwzVtZ5mYjAamDc6heC/Jgc4QicJNRw/lN6+vatM2OCeFwXlpZLty9uucoUiUb03rz78+2hC3/dwp/SnZ4w5NeYOfDKeF2jiJmAFZThp8QZ6+ZjolOSmQn7FfscQTnXY9hle/G79xxg0UDRhMUfvfJ9o/fzTK5YcG+cUrK+O2X37IQEoGpgPtX5BK+3Z9HugztfP1xr7tTbF2hQZfiKkDM1j49Xaje7KZjYzpl0lRWmGbtq7+XZc1+Nsk2is8fvLT7FhNRgJ7LBOZv7GGey6cwH8WbIt7rjMmFPLOyrJWx5ZsrefHxw8nw2nBkHIxLHwg7nMbx17GUyuacdnMDMpLo8C9u76UNxjmxNH5vLG87WwOgwGOGJ5H/8z26zhdOdPOnPXxZ7FcNXMgQ/sXQP+2/d+dyj1+sl1Wqhrb3lwpznCQn+Eip9+EbounJBxh9s1HsKGykUZfiJEFqWSlWEm1m6Gg/euORl+Q40fm8tbKtrMuDQaYNWzvvzNpqzd+9vcW6lvZVz0yCbJ161auvfZaCgsLefHFFw9oVxiTyaQ3fwdFU/Ph/Mfh6XNjNR52saVSeuy9/N8ru++wnzq+EJvZ2OZiaxe7xYjlG2tP89w2fnDsUC55aH5LkdMjh+fw0TcSFkePyGXqoMwD+n2mOU388rTRrCyd12odrsEQKwyXm2rrlveJidiFpTcQ4p8fbWhZMnT40Gz+eNZY8uLs5LLXc5rg0kMG8MHqClZ/o47Hd44cTHGGo9XPlpfm4N+XTOayhxe0+h2lWE3cff4EBmQ6yerM3XKGHgcDZ8HmT1ofH3chhrzOGZxOGJ3Pa8tK23whOX9KMUPzXPoM6ET6TO06valve1OsXSEjxcQfzx7H+ffPo2aPmhdGA9xzwQTyUu3t9k9X9V9+moN/XzyZyx9p/fn+wsKt/Pm8cXz/uaUtMyK9wTBf7Wzg+lkl3P/JxlbnGZ6Xyswh2Tz+jSLehel2HFZzLPb0/nDYzTDn7laPieSMZvPA8/l0zmYevGzq132x++aIy2Ti1pOGs2RrbZu6Hr8/cwy57vb7DmB8cTonj83nzeWtkzSzhmYxY3BWj3hv5rsd/OviSVz68IJWMzUdFhP3fmti3J3bupLJZKJfpuWAisa67PDDY0pYtr2+ze/sD2eO3affmSTW1z9Pu5L6Vvamx+0OU19fz5lnnsmMGTP4/e9/j9G4f+v5VRW441r1YTQM9dtg5UtQthxP/jTK8o7gB+9Us7K0EYMB7jpnHKeMLcBogIfmbOIvcXYfue3EEZw4Np//zN/KjjovR4/IZUZJFi67iW01Xl5YuI1ab5BrDhtEoz/MfxdvIxqF86f0Y3COq211+v20o9bL5xur+XBNBcUZDs6eVExRuoMUW/fmAf2BIFsq6gkZLTisZjJTrHF3EtgfZfU+VpTW88qSHaQ7rZw/pZh+mc642/AFwmFKa328uXwnK0rrmTIwk2NH5lGU7sBk3P8tevfKUw6Vq2NbKZqtMOkyyBwMKdmd9hIVDT7WlHl4cfF27BYTF0ztx8BMJ5mqWN8p9JnadXpT3/amWLvD9tpmPltfxSdrqxiUncJZE4taEgXxdEf/BUJhSut8vPHlTlbujH2+Hzcyj8wUC2X1fl5asoNNVU0cMSyHmUOySLGZ2VbTzPOLtlPXHOCUcQU0BcL8+rWVNHhbL+d57voZTB+0u8YUzTVQt5XokifBW4t3+NlstQ3lo1ITJ4zJpzDNgc0S/+csrfOycHMNs1eVU5Bm57zJ/ShMt7fZSSaRqkY/m6qaeG7hViIROG9KMVmWIIOLcnvMezMYilBa7+Wt5WV8uaOOSf0zOH5UHoXpjr1vP9yDhMNhVq5cSVa/ISzaUtvyOzt3cj+K9uN3Jq3p87TrqG9lX/W4JMijjz7KnXfeicPhiBXn3MOSJUv2+ny9+TsuYR9GItR5Q2yqbmLOuirSnBYOH5pDXqoN59fJhJomP3PWVfPX2WvYXN3MoOwUfnz8MA4dnN2yF300Gm3zu413PNHjOqIrzrk/uvL9ub8/WyQSxdgViY94otHY9JsuEg6H2bx5MwMHDtTffSfTZ2rX6U1925ti7U77+jna3f2XKK5Ex6PRKI3+IC9+sYPfvfFVSw0IowFuPXEEF0ztFzex/vWTwWDY7zGlM8agaDRKJBLp0e/Nbh1rO9k337e9+WfpSfR52nXUt7KvetxymCuvvJIrr7wy2WFIPEYj6SlWJqZYmdg/fs2IzBQbp08o5JDBWQTDESwmAzmp9laPSfRF/ZvHuyJZkcwESFfb35+tWy9kuqHf6+rquvw1RET21FO/ECaKK9Fxg8FAqt3KBVP6ccyIXL7a6SFKlJEFbrJdtvZnTX79+b6/fdEZfdcbxvSe+h45EAfTzyIifVuPS4JI7+ALhqn0+KlpCmC3mMhyWcneY/lBvJ1geqNgOEyDN4TZZOzwshUREZGezGkz099mpn9W128dLyIikixKgsh+q27089jczTzwycaWol8j8lP550WTGJx7cOwXH41G2VbTzNPzt/L+6grcdgvXH1HC5P4ZHa5PIiIiIiIiIsnRe6ozSY8QiUR57cud/OOD9a2qnq8u83Dhg59TWudNYnSdZ2NVE6feO4f7P9nI+opGFm+t5fonv+B3b6yiptG/9xOIiIjswW63U90UYGtNM6V1XoJxdlITERGRrqeZILJfyj0+7v1gXdy2So+fNeUeCtN7957xjf4g//f2mjbV8QFeXlrK1YcN0s4jIiKyzzy+EFtCadx4/+dsrm7GbTdz+aEDuXTGAHLd9r2fQERERDqNZoLIfvGHIlQ1BhK2rypt6MZouka9N8TsVWUJ299ekbhNRERkT9FolI/XVXHXu+u47fAMPr4slzfOTeW4wgDPz99ITVPiMVVEREQ6n2aCyH6xmoykOy3UNQfjtg/LS15NkOpGP4FwBLvZ1LId74EwAEaDgUiC3aNVHV1ERPZVWYOPFxdu5dnTnBS8eyXUbASgn9XFgJl3EGrOhJT8JEcpIiLSd2gmiOyXvFQbN8wqiduW4bQwqiCtmyOC2qYA764s49KHF3DcXz/hqscWMndDFQ3e+ImavUl3WjhpTOIL0vbaRERE9tToC/Gzw1MpeOmclgQIAIFG0j78KSnli5IXnIiISB+kJIi0r7kWypbDe7+Bt3+KaccCrpjg4sqZA9lzQkRxhoP/XDeDwvTuXdvcHAjxzPytXPfkF6za2UCjP8SSbXVc9OB83l1VTugACs85rWZ+dPxwsuLMJrl4en8K0np3zRMREek+KTYzOeWfgd8Tt93+ye8I1Jd3c1QiIiJ9l5bDSEIGXx18dg/M/fvug5//C/vgY7nj9Hu54tCBVHr8OK0mslw28pJQ3K2qMcA976+N2/ab11dyyOAsig6gUOvA7BReuXEmry0r5Z1V5aQ5LVx7WAkjC1I7tNRGRET6lgynBWv9V2CyQjhO/Y+qtURDPXfXMY8vSCAUwWUzY7OYkh2OiIhIhykJInGZTCYMNRtaJ0B22fAe5vXvMmDy5QzISun+4Paws95LMBy/dkeDN0RtU+CAkiAAxZlOrjtiMBfNGIDFZMBp1Z+LiIjsO48vSHVjgC0l38c16BoKohXkffYrTOXLdj8oYxAhg5metudYbVOAFTvq+ffHG6j0+JkxOIsrDx1I/0wnZpMmEouISO+lb3USV1pqCiz4Z+IHfP5PGH4SuHK7L6g4bHu5EDObOlbE1GQ0kOawdOgcIiLS91Q1+vnbe2t5av5WdtXZznBaeOjs+xk//4eYt80FoOGQn2BKyUlipG01eIPc/8kG7vt4dw2TdRWNvLBoG//99qGMLuz++l8iIiKdRal8ictEFIO3OvEDfA0QCbc+FAwTiux/DY6OyHXbSXfGT1IMyHKSqaUr3ScSgqA32VGIiCRdNBrlreU7efLz3QkQgNrmIBc/t5nSmb8HkwXPIbcQHXQkKbaelWyv8PhbJUAApgzI4MwJRby6tJRabesrIiK9mGaCSFyN/hDRUWdhWP/+7oMGA1hTIdgMQ44DRzoAO2q9fLK2kndWlpGVauPSGf0ZmJVCurPrExC5qTb+edEkrnh0QatlMU6riX98ayK5qd1fp6TP8dZB7SZY+BB4dsKwk2HY8ZDeP9mRiYgkRYXHzz8+WB+3zReM8GlNGqdcu4iwPZ3MtJ43q2Lh5pqW/z88L5XbThrBoi21rNhRTzgaZUedF4vZiMumy0gREel9NHpJXF6vFwYfCWn9oKmCukPvoKroaHZ4wmQ4LeTl5pNncbC1ppnz7ptLecPuom7//WI7Pzh2KFfNHIS7i5eSmE1Gpg7M4N2bj+DVpTtYtdPDlAEZnDA6j6IMZ5e+tgA+D3zxOLz3i93H1r8Pn+TClW9D1uDkxSYikiShcJQKT+Jip2urfFw4fSSmHlpbY9fubzmpNm47aQTff3YJDb5QS/sLi7bz53PHccq4AhyqlyUiIr2MRq5eLhyOUNHoJxSOYrMY92vmQ5M/RKXHz+KttQRCEaYMzCQn1YbLGrsoi6QWYrryDcrrmvnZh3XMfndry3OLM8p55IqpPLdwa6sEyC73vLeOU8YWdHkSBMBqNjEoO4XvHzuMcCSCydgzLyoPSo1lrRMgLccrYPYv4Kz7wJba/XGJiCSR1WxgUHYKm6qa4rZPGZDRYxMgAFMHZgJwyfT+/P39da0SILv89KXlTBuUSf8sXUqKiEjvopGrF6vw+Hhu4TYe+nQT9d4gA7Oc3HbSCA4ZnL3XYp4N3iD/W7KD37y2ksge65UvP2QA3zt6SMt/+1KK+ceHq5i9pqbV87fXern04fn89KSRCV/jva8qGJrXvV+AlQDpZhs+SNy25k1orlESRET6nJxUO7eeOJwbnlrcpi0rxcqk/hlJiGrf5aTa+OGxwxiWn8rd762L+5hgOMqqnQ30T/IucSIiIvtL3xh7qbrmAL95bRV/eXct9d4gAJurm7nhqcW8t6qccCT+trG7bKlp5levtk6AADw+bwtfbK3DZott1lfp8fP8ou1xz7FrBojbHj+X5guG4x6Xg0h7hVCjkdg/EZE+aEZJFr8/c0yrMXJ0oZvnrp9BUcaBbd3eXVLtFi47dABF6e3PLvWF9BkvIiK9j2aC9FKVHj+vf7kzbtsf3vyKQwZnUZge/yIrGI7w2GebEp77nx+u50+nDADAGwwTCCe+yKlu9JPmtMSdKnvMyORunyvdYPDR8N4v47cVTwN7zyv4JyLSHdKdVi6Y2o8jR+RS1xwgGgqSn+Eiu5cU7E53WgmEIu0u6xlXpM94ERHpfTQTpJdaW+5J2FbdFMDjCyZsD4QilNb7ErZXefxEDSYgtstKe9XfxxWn4/G2TYAcPyqPogRJGDmIpBXBmHPaHjdZ4eQ/gTOz+2MSEekhzCYjRekORuS58FduISPBlu49Va7bzh/PHotpV6XUPVx92CCyXbYkRCUiItIxSoL0Uml72X7WajYlbHNYTBwxNCdh+9RBmRjCsaUueW4b180qifu4YXku+mc5efHbh3L2xCJyUm0MzXXxf+eO4/dnjSFLF0cHP2cWnHgnnHU/5I4CVx6MOQ+u/zT23yIifVQ0GsUfDBPZy/LUnm5Cv3Re/e5Mjh+VR06qjTFFbv59ySRuPGpwtxQ/FxER6WxaDtNLDcpykmoz4/G3nYUxc3AWmSmJkyRGo4FTxhXwr4/X0/CNWRwWk4EbjxpCU+l6oD8Wk4mLpvfHHwrz0Keb8H+9/vewIVncec448tx28tzwu7PG4PGGMJkMujPU17hyYfyFMPgYiITA5gabCuWJSN8UDEXYUeflpSU7WLatjhEFqZw3uR+OFHeyQzsgdouJ0YVp/PWC8TT6wljNxnavMURERHo6JUF6qTy3nYeumMJlDy9oSUwAFKU7+MPZY/e6O0xxhoP/3nAoP39lBZ9vjO38MqrAze/PGkO/DDurtu8+Z7bLxveOHsqFU/vT4A3isJrIcllJc+y+CHJazTitejv1aa7Es4tERPqKL3fUcdGD81vG5o/WVvLQp5t44OIJDIlEMSWeqNmjuWwWXDbN/BARkd5P31p7KbPJyKR+Gcz+4RF8vrGaLVVNTB6QwchCNwVpe6/FYTAYGJqXyn2XTKbeGyQSieJ2WMhy2QiHw6Smtt7W1G4x0S/T2VU/joiISK9X3uDjpv8sbXVzAiAUifLD/67gje8dRlGGLr1ERESSSSNxL2YxG+mf6aR/B5IT6U4r6XvUF9lR52XJ1loWbfIzrHY7M0qyWFPmYcHmGqYOzGRCv/SEu86IiIj0ZTVNAXbUxd86vK45SFVjgKIM3VAQERFJJiVBpMX6ikYufGAeVY2BlmN2i5G/nj+BBZtqePSzzeSk2njuuhmU5LiSGKmIiEjPE95LEdRgO1vOi4iISPfQ7jACQE2Tnx88t6RVAgTAF4xw+0vLuf7rHWIqPX5uefFL6poD8U4jIiLSZ2WmWHE74t9fspmN5LlVOFxERCTZlAQRIDaFd8WOhrhtdc1BjAYDNnPs7fLFllpqmpQEkb7D4wuyo7aZHXVemuPsyCQiApCbauPXp4+J2/bj44eSpV1VREREkk7LYQSAQKj9KbqNgRA2s7Gl2Ns3i76JHIzCkSgbKhv5wxtf8fG6SkwGAyePzedHxw9nQJa2ARaR1swmI8eOzOXFGw7hL++uYW15IwOyUrj5uKHkmrwtNxNEREQkeZQEESBWINVtN9Pga3uX22CAfLe9pS3DadnrFrwiB4OtNc2c+c/PaA6EAQhFo7y6bCfzNtbw8ncOVYFDEWkj1W5hysBM7r90Cs2BMHaLkVSbiaVLl8KAomSHJyIi0ufploQAsSm8t500Im7b2ROL+GhNZct/33HKKPLc9gN/sUgYPGXQUArB+FX0RZLNHwrz0CcbWxIge6r0+Jm9qpxotP0iiCLSd7kdFvLT7K12YBMREZHk00wQAWJTeE8eW0CWy8Zdb61mY1UTOak2rjt8EBkpVm558UsG57j46ckjmDowE5PRcGAv1FAKy56FRQ/HEiAjToPDvg8Zg2JTTkR6iAZvkI/XVSZsf2dlOedOKcZl06woEREREZHeQkkQaZHutHLC6Hwm9kunrqERd2oKOS4bVY0B5vzkKGwWE9muDlS2b9gJz1wAZV/uPrb4MVj1Mlz3IWSWdPRHEOk0ZqORdKeF7bXxZytlpFiwmDSZTkRERESkN9EVvLSRlWLBU76FHJcVk8lIXpqdogxnxxIgAKWLWydAdvHVwZy/QdDXsfOLdKKMFCvXHp44MXfloYOwmU3dGJGIiIiIiHSUkiDSPSIhWPUKZA8Fe3rb9tWvgrem28MSac+hg7M4ZWx+m+PXzyphSJ4rCRGJiPQCIX9s9qenDMJt6yqJiIgkk5bDtMdbC40VsH0hWJxQOBFceWBN0o4QQS80lkPpEgg0QdGUWDzOjOTEsx/KPEG2jPgJGzPqGZRuYaChjPwPfwj122IPMDvAoJyc9Cw5qXZ+e+YYrj9iMLNXlWM1GTl+dB55bhU7FBGJq3YzzLsXVr4MJitMuhwmXgJp2hlHRER6BiVBEmmshA9+C4sf333MaIbT74WRp4Gtm+8C+xth9Rvwyndisyp2mXgpHPNLcOV0bzz7YXNVE5c8PL9VbYWCNDtPn/McJa+dA56dMOUqSOm5P4P0XZkpNjJTbIwrTk92KCIiPVvtZnjwaGiu3n3soz/AihfhspfBrUSIiIgkn269J7Lh/dYJEIglH16+Aeq2dn889dvg5etbJ0AAljwJ62d3fzz7qKYxwI3PLG5TXHJnvY9rX6ui8tBfQN4YmHARGFVfQUREpFcKBWD+A60TILtUrYXNn3V/TCIiInEoCRJPYyXM+Wvi9sVPQDTaffEALH4y8WvO+Wts2U4PVN3kZ2VpQ9y2DZWNVBUdDRe/AO7Cbo5MREREOo23Br56NXH7smch2Nx98YiIiCSg5TDxRILtJxXqtsRmZJgs3RRPKPaaiTRWtJ0h0kM0B9oviOaN2sDd82uaiIiISDsMRrDYE7dbHGDQjE8REUk+zQSJx+qCosmJ24cc230JEIjVIhlybOL2oilgTem+ePZDhtOC2WiI22Y0QGaKikuKiIj0eik5MOXqxO3TrgOzrfviERERSUBJkHjsbjjmF/F3K3FmwdDjuj+mIcdASnbb4wYjHPNzsKd1f0z7INtl4+Lp/eO2nTupmCyXkiAiIiK9nsEAo86M3Zj5prHnQe6obg9JREQkHiVBEskeBpe9CllDdh8beBhc+Takx/9S36XS+8dee+Dhu49lDY5VW88e3v3x7COnzcz3jh7K948ZSoo1Ng3WaTXx7SNK+PGJw0m1d+OMGhEREek67gK44Cn41nMw4lQYcy5c8Sac8McevYudiIj0LaoJkojFAYMOhyveAn9dbEmKIxMc6cmLKXto7OLCWxOrAWJPA1de8uLZR9mpNr579GDOn9IPbzCE3WIiN9WG1ay1wSIiIgcVd0Hs35BjY7NDtPObiIj0MEqC7E1qbuxfT+FIT24i5gBZTCaKMhzJDkNERES6g0mXmCIi0jNpOYyIiIiIiIiI9AlKgoiIiIiIiIhIn6AkiIiIiIiIiIj0CUqCiIiIiIiIiEifoCSIiIiIiIiIiPQJSoKIiIiIiIiISJ+gJIiIiIiIiIiI9AlKgoiIiIiIiIhIn6AkiIiIiIiIiIj0CUqCiIiIiIiIiEifoCSIiIiIiIiIiPQJSoKIiIiIiIiISJ+gJIiIiIiIiIiI9AnmZAfQ2aLRKADhcDjJkfReu/pOfdj51LddQ/3addS3XSdZfWs0GjEYDPv1HI2tHaO/o66jvu066tuuoX7tOr1pXJXkMkR3XdkcJAKBAMuXL092GCIiIj3ShAkTMJlM+/Ucja0iIiLxHci4Ksl10CVBIpEIoVBIGTkREZE4DmR81NgqIiISn8bG3uegS4KIiIiIiIiIiMSjwqgiIiIiIiIi0icoCSIiIiIiIiIifYKSICIiIiIiIiLSJygJIiIiIiIiIiJ9gpIgIiIiIiIiItInKAkiIiIiIiIiIn2CkiAiIiIiIiIi0icoCSIA1NTUcNxxxzF//vyWY8uWLeO8885j4sSJHH300bzwwgtJjLB3Wb16NVdeeSXTpk1j5syZ/OQnP6GmpgZQv3bUvHnzOO+885g0aRIzZ87kt7/9LT6fD1DfdoZwOMyll17Kbbfd1nJM/dpxb775JqNGjWLixIkt/2655RZA/Xuw0rja+TS2dh2NrV1LY2vn07gqHRKVPm/RokXRY489Njps2LDo559/Ho1Go9G6urrotGnTok899VQ0GAxG586dG504cWJ02bJlSY625/N6vdGZM2dG//a3v0X9fn+0pqYmeu2110avv/569WsHVVdXR8eOHRv973//Gw2Hw9Hy8vLoqaeeGv3b3/6mvu0k99xzT3TEiBHRW2+9NRqN6rOgs9x5553R2267rc1x9e/BSeNq59PY2nU0tnY9ja2dT+OqdIRmgvRxL730Ej/+8Y+5+eabWx1/9913SU9P5+KLL8ZsNnPIIYdw2mmn8fTTTycp0t6jtLSUESNGcOONN2K1WsnIyOCCCy5g4cKF6tcOyszMZO7cuZx99tkYDAbq6urw+/1kZmaqbzvBvHnzePfddzn++ONbjqlfO8fy5csZM2ZMm+Pq34OPxtWuobG162hs7VoaW7uGxlXpCCVB+rjDDjuM2bNnc/LJJ7c6vm7dOoYNG9bq2JAhQ1i9enV3htcrlZSU8NBDD2EymVqOvfPOO4wePVr92glcLhcARxxxBKeddho5OTmcffbZ6tsOqq6u5o477uAvf/kLDoej5bj6teMikQgrV67ko48+4qijjmLWrFn8/Oc/p76+Xv17ENK42jU0tnYtja1dQ2Nr19C4Kh2lJEgfl5OTg9lsbnO8qamp1Yc1gN1up7m5ubtCOyhEo1HuvvtuPvzwQ+644w71ayd69913+eSTTzAajdx0003q2w6IRCLccsstXHnllYwYMaJVm/q142pqahg1ahQnnHACb775Js8++yybN2/mlltuUf8ehDSudj2NrV1HY2vn0djadTSuSkcpCSJxORyOloJYu/h8PlJSUpIUUe/T2NjITTfdxGuvvcZTTz3F8OHD1a+dyG63k5eXxy233MKnn36qvu2A+++/H6vVyqWXXtqmTf3acdnZ2Tz99NOce+65OBwOCgsLueWWW/jkk0+IRqPq3z5Cf0udQ2Nr19LY2nk0tnYdjavSUUqCSFzDhg1j3bp1rY6tX7+eoUOHJimi3mXr1q2cc845NDY28uKLLzJ8+HBA/dpRixcv5sQTTyQQCLQcCwQCWCwWhgwZor49QK+88goLFixgypQpTJkyhddff53XX3+dKVOm6D3bCVavXs2f//xnotFoy7FAIIDRaGTcuHHq3z5Cf0sdp7G1a2hs7RoaW7uOxlXpKCVBJK7jjjuOqqoqHnvsMYLBIJ9//jmvvfYa55xzTrJD6/Hq6+u5/PLLmTRpEg8//DCZmZktberXjhk+fDg+n4+//OUvBAIBduzYwV133cW5557LCSecoL49QG+//TaLFy9m0aJFLFq0iFNPPZVTTz2VRYsW6T3bCdLT03n66ad56KGHCIVClJaW8qc//YmzzjpL79s+RH9LHaOxtetobO0aGlu7jsZV6ShDdM8UmvRpw4cP54knnmD69OlArOry73//e9auXUtmZibf+c53OPvss5McZc/36KOPcuedd+JwODAYDK3alixZon7toPXr1/OHP/yB5cuXk5qaymmnndayW4D6tnPcdtttANx5552APgs6w4IFC/jrX//K2rVrsdlsnHLKKdxyyy3YbDb170FM42rn0djatTS2dj2NrZ1L46p0hJIgIiIiIiIiItInaDmMiIiIiIiIiPQJSoKIiIiIiIiISJ+gJIiIiIiIiIiI9AlKgoiIiIiIiIhIn6AkiIiIiIiIiIj0CUqCiIiIiIiIiEifoCSIiIiIiIiIiPQJSoKI9GF+v5+ysrJ9euzmzZu7NhgREZGDgMZWEZGeTUkQkT7soosuYu7cuXt93KpVqzj11FP3+bxHH300//vf//bpscOHD2f+/Plx2xYtWsTEiRMB2L59O8OHD2f79u17fZ6IiEiyaGwVEenZlAQR6cNqa2v36XEej4dgMNjF0bQ1ZcoUlixZ0u2vKyIicqA0toqI9GxKgoj0UVdddRWlpaX88pe/5De/+Q2LFi3i4osvZsqUKRx99NHcc889BAIBtm3bxrXXXgvAxIkTWbJkCY2NjfzsZz/j+OOPZ8KECRx++OHcd999BxzLnDlzOOmkk5g+fTo33XQTlZWVAMyfP5/hw4d3ys8rIiLS1TS2ioj0fEqCiPRRjzzyyP+3d/8uqYVxHMc/ly6nBiGQINAjbQXi0o+pcD1LtIg0RBD9ARVoNEUQJEVECo0K0ZzQEAgNBS7a5tYQRHRqUMEgXKIg7xY36sLFSo3n/VqUxwfO95m+Dx+fc458Pp/W19c1Ozur+fl5OY6jQqGg/f19nZ2daXt7W4FAQOl0WpJUKpU0PDysnZ0d3d3dKZvNqlQqaXV1VclkUjc3N03Vks/nlclkdHp6qufnZy0vL3/lUgEAaAl6KwB0PkIQADo+PtbQ0JDm5uZkWZYGBgYUj8d1eHiol5eXd/MXFhaUSqXk8XhULpfV3d0tSapWq01df3FxUX6/Xx6PRysrKzo/P1elUvnUmgAAaCd6KwB0pt/tLgBA+9VqNQUCgTdjtm3r8fFRtVrtw/mJREIXFxeybVuhUEiSPtzU/Q/btl+/+3w+SWKjBgD40eitANCZOAkCQH6/X67rvhlzXVeWZam3t/fd/KWlJYVCIRWLRR0dHSkWi33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", + "text/html": [ + "
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"Nami", + "Usopp", + "Sanji" + ], + "y": [ + 110, + 180, + 240, + 99, + 220 + ] + } + ], + "layout": { + "height": 500, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + 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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
\n", + "

732 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\", on_bad_lines='skip')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "760b6bf9-e16d-42f6-beff-fba01631b957", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 399.5, 199.5, -0.5)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(each for each in df.quote)\n", + "wordcloud = WordCloud(background_color = 'white', colormap = 'inferno').generate(text) #generated wordcloud based on joined occurance (line above)\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.imshow(wordcloud, interpolation='bilinear') \n", + "ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eebe52e2-2725-4ead-ac70-4f9f256c1961", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "aae92825-efbe-4892-83cf-858520b7dda6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/lib/python3.13/site-packages/matplotlib_venn/_util.py:32: UserWarning:\n", + "\n", + "venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "\n", + "A = set([\"apple\",\"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])\n", + "\n", + "diagram = venn2_unweighted([A, B], set_labels = ('Fruits', 'Pies'),\n", + " set_colors = ('blue', 'red'),\n", + " alpha = 0.5) # create a venn diagramm of possible fruits and pies made of them\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A - B)) # label area that is only fruits\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B)) # label area that contains fruits that are also use din pies\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B - A)) # label area that is only pies which do not contain fruits \n", + "\n", + "plt.show()\n" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "5731da81-1831-4685-9fe9-a18115aacb67", + "id": "423aaeaa-bfae-4ac7-88c5-471d3c802e21", "metadata": {}, "outputs": [], "source": []