{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Learning about spatial data and maps for archaeology (and other things)\n", "\n", "### Spatial Thinking and Skills Exercise for Theory and Practice\n", "\n", "#### Made by Rachel Opitz, Archaeology, University of Glasgow\n", "\n", "Understanding the meanings behind patterns of finds recovered through excavation is a tricky problem. We hope to distinguish activity areas, places devoted to domestic and industrial use, or inhabited places that are distinct from liminal ones. To successfully unravel these patterns, we must look not only at the distributions of different types of finds, but how they correlate with one another, the character of the contexts in which they were recovered, and their own physical and social characteristics. Are they likely to be curated? Are they light and likely to be moved from one area to another by post-depositional processes? It's all a bit of a mess. \n", "\n", "The aim of this exercise is for you to:\n", "* learn to work real special finds data from an excavation, in all its messiness\n", "* start thinking about quantitative and spatial approaches to finds data from excavations and how they can help us better understand the patterns we see\n", "\n", "You'll do this using data collected by the Gabii Project, a 10+ year excavation in central Italy. \n", "\n", "As you may recall from Archaeology of Scotland, to start working with spatial data and imagery, you need to put together your toolkit. You're currently working inside something called a jupyter notebook. It's a place to keep notes, pictures, code and maps together. You can add tools and data into your jupyter notebook and then use them to ask spatial questions and make maps and visualisations that help answer those questions. \n", "\n", "\n", "### Let's get started... Hit 'Ctrl'+'Enter' to run the code in any cell in the page." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "%matplotlib inline\n", "# Matplotlib is your tool for drawing graphs and basic maps. You need this!\n", "\n", "import pandas as pd\n", "import requests\n", "import fiona\n", "import geopandas as gpd\n", "import ipywidgets as widgets\n", "\n", "# These are what we call prerequisites. They are basic toosl you need to get started.\n", "# Pandas manipulate data. Geo-pandas manipulate geographic data. They're also black and white and like to eat bamboo... \n", "# You need these to manipulate your data!\n", "# Fiona helps with geographic data.\n", "# Requests are for asking for things. It's good to be able to ask for things.\n", "# ipywidgets supports interactivity.\n", "\n", "\n", "# Remember to hit Ctrl+Enter to make things happen!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "url = 'http://ropitz.github.io/digitalantiquity/data/gabii_SU.geojson'\n", "# This is where I put the data. It's in a format called geojson, used to represent geometry (shapes) and attributes (text).\n", "request = requests.get(url)\n", "# Please get me the data at that web address (url)\n", "b = bytes(request.content)\n", "# I will use the letter 'b' to refer to the data, like a nickname\n", "with fiona.BytesCollection(b) as f:\n", " crs = f.crs\n", " gabii_su_poly = gpd.GeoDataFrame.from_features(f, crs=crs)\n", " print(gabii_su_poly.head())\n", "# I will use the fiona tool to wrap up all the data from 'b', check the coordinate system (crs) listed in the features\n", "# and print out the first few lines of the file so I can check everything looks ok. \n", "# Don't worry if you don't understand all the details of this part!\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Now we have polygons, the shapes of our contexts. Let's visualise the data to double check that all is well\n", "\n", "gabii_map1 = gabii_su_poly.plot(column='DESCRIPTIO', cmap='Blues', edgecolor='grey', figsize=(15, 15));\n", "# 'plot' means draw me an image showing the geometry of each feature in my data. \n", "# We want to control things like the color of different types of features on our map. \n", "# I used the 'Blues' colorscale command (cmap stands for 'colour map') \n", "# and asked it to draw the polygons differently based on the type of feature.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The colorscale options are: Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, terrain, terrain_r, viridis, viridis_r, winter, winter_r\n", "\n", "Swap out 'Blue' in the cell above for any of these options...\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Now I'm going to bring in all the basic Gabii special finds data - descriptions, object types, IDs and the contexts from which they come.\n", "# We've had a few special finds over the years.\n", "sf_su = pd.read_csv(\"https://raw.githubusercontent.com/ropitz/gabii_experiments/master/spf_SU.csv\")\n", "sf_su" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of our area supervisors, Troy, is super excited about tools related to textile production. They're a great example of how we think about special finds at Gabii. Multiple types of finds are related to textile production. Do we find all types everywhere? Are certain types of tools more concentrated in one type of context or one area than others? Troy has lots of questions about the patterns of places where we find these tools. Do they provide evidence for early textile production? Are they a major factor in the city's early wealth? Do we find the same things in later periods? After all, people under the Republic and Empire wore clothes... Loom Weights, spools, and spindle whorls are the most common weaving tools at Gabii.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Let's pull all those find types out of the big list.\n", "types = ['Loom Weight','Spool','Spindle Whorl']\n", "textile_tools = sf_su.loc[sf_su['SF_OBJECT_TYPE'].isin(types)]\n", "textile_tools" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Now let's count up how many of these tools appear in each context (SU).\n", "# This command will print out a list of the number of textile tools in each SU next to that SU number.\n", "pd.value_counts(textile_tools['SU'].values, sort=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "#Then let's combine our polygons representing context shape and location\n", "#with the special finds data\n", "# We do this with a command called 'merge'\n", "\n", "gabii_textools = gabii_su_poly.merge(textile_tools, on='SU')\n", "\n", "# adding .head() to the end of a dataframe name will print out just the first few rows.\n", "gabii_textools.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# If we want to see this result as a map, we just add the .plot command to the end of the dataframe's name\n", "\n", "gabii_textools.plot(column='SF_OBJECT_TYPE', cmap='Accent', figsize=(15, 15), legend=True, alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, what do you see here? Compare the distribution of each type of textile tool. Do some types seem to be concentrated in certain areas? How might you check? What factors might contribute to this pattern? Do big layer simply aggregate lots of stuff? Do late dumps contain early materials? Why would one type of tool appear where the others don't?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# We can try and see the relationship between layer size and count by sorting\n", "#our list of finds by the surface area of each layer.\n", "# We use the command 'sort_values'\n", "gabii_textools.sort_values(by=['Shape_Area'],ascending=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# We have a couple enormous colluvial layers that should probably be excuded.\n", "# Outliers will mess with your analysis. Cut out these layers by excluding SUs with a surface area greater than 800.\n", "gabii_textools2 = gabii_textools.loc[gabii_textools['Shape_Area']<800]\n", "# If we want to see this result as a map, we just add the .plot command to the end again.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# That's better. Plot the results to see that you've removed the big colluvial layers.\n", "gabii_textools2.plot(column='SF_OBJECT_TYPE', cmap='Accent', figsize=(15, 15), legend=True, alpha=0.5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# OK, count up how many of each tool type appears in each SU using the 'groupby' command\n", "textools_counts = gabii_textools2.groupby('SU')['SF_OBJECT_TYPE'].value_counts().unstack().fillna(0)\n", "# Sort the list so that the SUs with the most stuff end up at the top.\n", "textools_counts.sort_values(by=['Loom Weight','Spindle Whorl','Spool'], ascending=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Merge your textile tool counts with your spatial data for the contexts\n", "# Because both dataframes have a 'SU' column, you can use this to match up the rows. \n", "gabii_textools_counts = gabii_su_poly.merge(textools_counts, on='SU')\n", "gabii_textools_counts.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Let's start by looking at each class of textile tool individually. \n", "# Plot the counts of each type of find spatially\n", "gabii_textools_counts.plot(column='Loom Weight', cmap='Accent', figsize=(15, 15), legend=True, alpha=0.5)\n", "gabii_textools_counts.plot(column='Spindle Whorl', cmap='Accent', figsize=(15, 15), legend=True, alpha=0.5)\n", "gabii_textools_counts.plot(column='Spool', cmap='Accent', figsize=(15, 15), legend=True, alpha=0.5)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "base = gabii_textools_counts.plot(column='Loom Weight', cmap='Blues', figsize=(15, 15), legend=True, alpha=0.7)\n", "gabii_textools_counts.plot(ax=base, column='Spindle Whorl', cmap='Reds', alpha=0.7)\n", "gabii_textools_counts.plot(ax=base, column='Spool', cmap='Greens', alpha=0.7);\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# It's hard to see what's happening when we have to scroll. \n", "# Let's put the maps side by side.\n", "import matplotlib.pyplot as plt\n", "fig, axes = plt.subplots(ncols=3,figsize=(15, 5))\n", "gabii_textools_counts.plot(column='Loom Weight', cmap='autumn', ax=axes[0], legend=True).axis('equal')\n", "gabii_textools_counts.plot(column='Spindle Whorl', cmap='autumn', ax=axes[1]).axis('equal')\n", "gabii_textools_counts.plot(column='Spool', cmap='autumn',ax=axes[2]).axis('equal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can you see any patterns here? Do the different types of tools concentrate in the same parts of the site? Why might different types of tools have different distributions?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# I think the distributions of different weaving tools vary.\n", "# To investigate further, we are going to need more tools.\n", "import pysal\n", "from sklearn import cluster\n", "import seaborn as sns\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to use cluster analysis to try and better understand our patterns. Clustering is a broad set of techniques for finding groups within a data set. When we cluster observations, we want items in the same group to be similar and items in different groups to be dissimilar. Clustering allows us to identify which things are alike on the basis of multiple characteristics. K-means clustering is a simple and frequently applied clustering method for splitting a dataset into a set of k (k being an arbitrary number you get to choose) groups." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Next step: cluster together contexts where the pattern of the three types of textile tools are similar, \n", "# with and without respect to the size of the context.\n", "# Make 5 clusters and account for the size of the context and counts of different types of tools. Drop all the other fields.\n", "km5 = cluster.KMeans(n_clusters=5)\n", "km5cls = km5.fit(gabii_textools_counts.drop(['geometry', 'OBJECTID','DESCRIPTIO','Shape_Length','SU'], axis=1).values)\n", "km5cls" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each cluster produced should contain the SUs that are similar to one another on the basis of the number of each type of textile tool and the size of the surface area of the SU. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "# Plot the clusters, groups of contexts that have similar textile tool assemblages.\n", "# Give a different colour to the SUs that belong to each cluster.\n", "\n", "f1, ax = plt.subplots(1, figsize=(15,15))\n", "\n", "gabii_textools_counts.assign(cl=km5cls.labels_)\\\n", " .plot(column='cl', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=ax)\n", "\n", "ax.set_axis_off()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Do the same, ignoring the size of the context.\n", "km5 = cluster.KMeans(n_clusters=5)\n", "km5cls2 = km5.fit(gabii_textools_counts.drop(['geometry', 'OBJECTID','DESCRIPTIO','Shape_Length','SU','Shape_Area'], axis=1).values)\n", "f2, ax = plt.subplots(1, figsize=(15,15))\n", "\n", "gabii_textools_counts.assign(cl2=km5cls2.labels_)\\\n", " .plot(column='cl2', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=ax)\n", "\n", "ax.set_axis_off()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The patterns are definitely different. How can we interpret the fact that context size affects the pattern of the distribution of textile tools? Do big units, which perhaps represent dumps or colluvial mashups, have a fundamentally different character than the varied small contexts?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Look at the difference with and without context size taken into accoutn.\n", "fig, axes = plt.subplots(ncols=2,figsize=(15, 5))\n", "gabii_textools_counts.assign(cl2=km5cls2.labels_)\\\n", " .plot(column='cl2', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=axes[0]).axis('equal')\n", "gabii_textools_counts.assign(cl=km5cls.labels_)\\\n", " .plot(column='cl', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=axes[1]).axis('equal')\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DESCRIPTIOOBJECTIDSUShape_AreaShape_LengthgeometryLoom WeightSpindle WhorlSpoolclcl2
0DEP28225877.01815945.450094POLYGON Z ((1416013.191 5144212.5308 61.347999...0.00.01.020
1DEP4451643.68725739.119255POLYGON Z ((1415914.1831 5144202.0853 64.69299...1.00.01.030
2DEP5358763.21285142.805154POLYGON Z ((1415907.6408 5144196.9608 64.63250...1.00.00.024
3DEP77130621.60990235.183961POLYGON Z ((1415935.544 5144182.803 63.4133000...0.00.01.030
4DEP1151327122.49459452.841679POLYGON Z ((1415936.349 5144162.362 63.1217999...1.00.00.044
\n", "
" ], "text/plain": [ " DESCRIPTIO OBJECTID SU Shape_Area Shape_Length \\\n", "0 DEP 28 2258 77.018159 45.450094 \n", "1 DEP 44 516 43.687257 39.119255 \n", "2 DEP 53 587 63.212851 42.805154 \n", "3 DEP 77 1306 21.609902 35.183961 \n", "4 DEP 115 1327 122.494594 52.841679 \n", "\n", " geometry Loom Weight \\\n", "0 POLYGON Z ((1416013.191 5144212.5308 61.347999... 0.0 \n", "1 POLYGON Z ((1415914.1831 5144202.0853 64.69299... 1.0 \n", "2 POLYGON Z ((1415907.6408 5144196.9608 64.63250... 1.0 \n", "3 POLYGON Z ((1415935.544 5144182.803 63.4133000... 0.0 \n", "4 POLYGON Z ((1415936.349 5144162.362 63.1217999... 1.0 \n", "\n", " Spindle Whorl Spool cl cl2 \n", "0 0.0 1.0 2 0 \n", "1 0.0 1.0 3 0 \n", "2 0.0 0.0 2 4 \n", "3 0.0 1.0 3 0 \n", "4 0.0 0.0 4 4 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# assign the cluster IDs to each context permanently\n", "gabiitextools_clas = gabii_textools_counts.assign(cl=km5cls.labels_)\n", "gabiitextools_class = gabiitextools_clas.assign(cl2=km5cls2.labels_)\n", "gabiitextools_class.head()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1415891.3709749999, 1416036.1953249997, 5144113.125025001, 5144254.3864750005)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now let's look at some individual classes, with and without context size accounted for in the analyses.\n", "gabiitextools_class0=gabiitextools_class.loc[gabiitextools_class['cl']==0]\n", "gabiitextools_class0noarea=gabiitextools_class.loc[gabiitextools_class['cl2']==0]\n", "fig, axes = plt.subplots(ncols=2,figsize=(15, 5))\n", "gabiitextools_class0.plot(ax=axes[0], legend=True).axis('equal')\n", "gabiitextools_class0noarea.plot(ax=axes[1]).axis('equal')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# What happens when we change the number of clusters (groups)?\n", "km7 = cluster.KMeans(n_clusters=7)\n", "km7cls3 = km7.fit(gabii_textools_counts.drop(['geometry', 'OBJECTID','DESCRIPTIO','Shape_Length','SU'], axis=1).values)\n", "f3, ax = plt.subplots(1, figsize=(15,15))\n", "\n", "gabii_textools_counts.assign(cl3=km7cls3.labels_)\\\n", " .plot(column='cl3', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=ax)\n", "\n", "ax.set_axis_off()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That also changes things. Without going into too much detail, finding the ideal number of clusters is a black art. Try playing around with the number of clusters in the notebook, or the size cut-off for inclusion. Clustering = black magic" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use 7 clusters and plot them\n", "km7 = cluster.KMeans(n_clusters=7)\n", "km7cls4 = km7.fit(gabii_textools_counts.drop(['geometry', 'OBJECTID','DESCRIPTIO','Shape_Length','SU','Shape_Area'], axis=1).values)\n", "f4, ax = plt.subplots(1, figsize=(15,15))\n", "\n", "gabii_textools_counts.assign(cl4=km7cls4.labels_)\\\n", " .plot(column='cl4', categorical=True, legend=True, \\\n", " linewidth=0.1, cmap='Accent', edgecolor='white', ax=ax)\n", "\n", "ax.set_axis_off()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DESCRIPTIOOBJECTIDSUShape_AreaShape_LengthgeometryLoom WeightSpindle WhorlSpoolclcl2cl3cl4
0DEP28225877.01815945.450094POLYGON Z ((1416013.191 5144212.5308 61.347999...0.00.01.02061
1DEP4451643.68725739.119255POLYGON Z ((1415914.1831 5144202.0853 64.69299...1.00.01.03026
2DEP5358763.21285142.805154POLYGON Z ((1415907.6408 5144196.9608 64.63250...1.00.00.02466
3DEP77130621.60990235.183961POLYGON Z ((1415935.544 5144182.803 63.4133000...0.00.01.03051
4DEP1151327122.49459452.841679POLYGON Z ((1415936.349 5144162.362 63.1217999...1.00.00.04416
\n", "
" ], "text/plain": [ " DESCRIPTIO OBJECTID SU Shape_Area Shape_Length \\\n", "0 DEP 28 2258 77.018159 45.450094 \n", "1 DEP 44 516 43.687257 39.119255 \n", "2 DEP 53 587 63.212851 42.805154 \n", "3 DEP 77 1306 21.609902 35.183961 \n", "4 DEP 115 1327 122.494594 52.841679 \n", "\n", " geometry Loom Weight \\\n", "0 POLYGON Z ((1416013.191 5144212.5308 61.347999... 0.0 \n", "1 POLYGON Z ((1415914.1831 5144202.0853 64.69299... 1.0 \n", "2 POLYGON Z ((1415907.6408 5144196.9608 64.63250... 1.0 \n", "3 POLYGON Z ((1415935.544 5144182.803 63.4133000... 0.0 \n", "4 POLYGON Z ((1415936.349 5144162.362 63.1217999... 1.0 \n", "\n", " Spindle Whorl Spool cl cl2 cl3 cl4 \n", "0 0.0 1.0 2 0 6 1 \n", "1 0.0 1.0 3 0 2 6 \n", "2 0.0 0.0 2 4 6 6 \n", "3 0.0 1.0 3 0 5 1 \n", "4 0.0 0.0 4 4 1 6 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's set up to investigate some of the individual clusters\n", "gabiitextools_class3=gabiitextools_class.assign(cl3=km7cls3.labels_)\n", "gabiitextools_class4=gabiitextools_class3.assign(cl4=km7cls4.labels_)\n", "gabiitextools_class4.head()\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'cl - 7 clusters - no area')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up variables to store several classes, with and without context size taken into account.\n", "gabiitextools_class0=gabiitextools_class4.loc[gabiitextools_class4['cl']==0]\n", "gabiitextools_class0noarea=gabiitextools_class4.loc[gabiitextools_class4['cl2']==0]\n", "gabiitextools_k7_class0=gabiitextools_class4.loc[gabiitextools_class4['cl3']==0]\n", "gabiitextools_k7_class0noarea=gabiitextools_class4.loc[gabiitextools_class4['cl4']==0]\n", "fig, axes = plt.subplots(ncols=2,nrows=2,figsize=(15, 10))\n", "gabiitextools_class0.plot(ax=axes[0,0]).axis('equal')\n", "axes[0,0].set_title('cl - 5 clusters - area')\n", "gabiitextools_class0noarea.plot(ax=axes[0,1]).axis('equal')\n", "axes[1,0].set_title('cl2 - 5 clusters - no area')\n", "gabiitextools_k7_class0.plot(ax=axes[1,0]).axis('equal')\n", "axes[0,1].set_title('cl3 - 7 clusters - area')\n", "gabiitextools_k7_class0noarea.plot(ax=axes[1,1]).axis('equal')\n", "axes[1,1].set_title('cl - 7 clusters - no area')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'cl - 7 clusters - no area')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gabiitextools_class3=gabiitextools_class4.loc[gabiitextools_class4['cl']==3]\n", "gabiitextools_class3noarea=gabiitextools_class4.loc[gabiitextools_class4['cl2']==3]\n", "gabiitextools_k7_class3=gabiitextools_class4.loc[gabiitextools_class4['cl3']==3]\n", "gabiitextools_k7_class3noarea=gabiitextools_class4.loc[gabiitextools_class4['cl4']==3]\n", "fig, axes = plt.subplots(ncols=2,nrows=2,figsize=(15, 10))\n", "gabiitextools_class0.plot(ax=axes[0,0]).axis('equal')\n", "axes[0,0].set_title('cl - 5 clusters - area')\n", "gabiitextools_class0noarea.plot(ax=axes[0,1]).axis('equal')\n", "axes[1,0].set_title('cl2 - 5 clusters - no area')\n", "gabiitextools_k7_class0.plot(ax=axes[1,0]).axis('equal')\n", "axes[0,1].set_title('cl3 - 7 clusters - area')\n", "gabiitextools_k7_class0noarea.plot(ax=axes[1,1]).axis('equal')\n", "axes[1,1].set_title('cl - 7 clusters - no area')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{70: 0.2, 29: 0.2, 89: 0.2, 49: 0.2, 53: 0.2}" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Maybe some of our (especially the small ones) contexts are similar to or influenced by their immediate neighbours (surroundings)\n", "# We can weight the values in one context to account for its neighbour friends.\n", "w5 = pysal.weights.KNN.from_dataframe(gabiitextools_class4, k=5)\n", "w5.transform = 'r'\n", " #neighbors & weights of the 5th observation (0-index remember)\n", "w5[4]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[4, 70, 29, 89, 49, 53]\n" ] }, { "data": { "text/html": [ "
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DESCRIPTIOOBJECTIDSUShape_AreaShape_LengthgeometryLoom WeightSpindle WhorlSpoolclcl2cl3cl4
4DEP1151327122.49459452.841679POLYGON Z ((1415936.349 5144162.362 63.1217999...1.00.00.04416
70DEP2007141214.59857218.034358POLYGON Z ((1415950.9555 5144163.0872 62.55220...1.00.00.00456
29DEP120411826.97341220.548798POLYGON Z ((1415939.8974 5144165.7659 63.16879...1.00.00.00406
89FL2647117362.61038586.251233POLYGON Z ((1415934.0065 5144169.8251 63.22079...2.00.00.02466
49DEP1766127914.90787731.751468POLYGON Z ((1415936.5361 5144180.7074 63.37669...4.01.00.00450
53N-S TOMB181513800.3843622.404675POLYGON Z ((1415956.7658 5144170.944 62.338099...1.00.00.00406
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" ], "text/plain": [ " DESCRIPTIO OBJECTID SU Shape_Area Shape_Length \\\n", "4 DEP 115 1327 122.494594 52.841679 \n", "70 DEP 2007 1412 14.598572 18.034358 \n", "29 DEP 1204 1182 6.973412 20.548798 \n", "89 FL 2647 1173 62.610385 86.251233 \n", "49 DEP 1766 1279 14.907877 31.751468 \n", "53 N-S TOMB 1815 1380 0.384362 2.404675 \n", "\n", " geometry Loom Weight \\\n", "4 POLYGON Z ((1415936.349 5144162.362 63.1217999... 1.0 \n", "70 POLYGON Z ((1415950.9555 5144163.0872 62.55220... 1.0 \n", "29 POLYGON Z ((1415939.8974 5144165.7659 63.16879... 1.0 \n", "89 POLYGON Z ((1415934.0065 5144169.8251 63.22079... 2.0 \n", "49 POLYGON Z ((1415936.5361 5144180.7074 63.37669... 4.0 \n", "53 POLYGON Z ((1415956.7658 5144170.944 62.338099... 1.0 \n", "\n", " Spindle Whorl Spool cl cl2 cl3 cl4 \n", "4 0.0 0.0 4 4 1 6 \n", "70 0.0 0.0 0 4 5 6 \n", "29 0.0 0.0 0 4 0 6 \n", "89 0.0 0.0 2 4 6 6 \n", "49 1.0 0.0 0 4 5 0 \n", "53 0.0 0.0 0 4 0 6 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# print out a context and its immediate neigbours as a table\n", "self_and_neighbors = [4]\n", "self_and_neighbors.extend(w5.neighbors[4])\n", "print(self_and_neighbors)\n", "gabiitextools_class4.loc[self_and_neighbors]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[11, 79, 128, 126, 5, 107]\n" ] }, { "data": { "text/html": [ "
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DESCRIPTIOOBJECTIDSUShape_AreaShape_LengthgeometryLoom WeightSpindle WhorlSpoolclcl2cl3cl4
11DEP267301235.96455824.642614POLYGON Z ((1415981.4906 5144220.1063 61.93349...1.00.00.03426
79DEP2202308941.96608930.456902POLYGON Z ((1415984.002 5144225.9554 61.885899...1.00.00.03426
128FILL337533115.3505978.938988POLYGON Z ((1415984.1495 5144221.7165 61.46430...0.00.02.00001
126DEP336133068.34140712.880923POLYGON Z ((1415984.0478 5144221.7844 61.49159...0.01.03.00304
5FILL134302110.87324713.556097POLYGON Z ((1415976.6777 5144220.3635 61.86689...0.00.03.00004
107DEP280831679.85357613.615772POLYGON Z ((1415982.0646 5144219.3923 61.6106,...0.00.01.00001
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" ], "text/plain": [ " DESCRIPTIO OBJECTID SU Shape_Area Shape_Length \\\n", "11 DEP 267 3012 35.964558 24.642614 \n", "79 DEP 2202 3089 41.966089 30.456902 \n", "128 FILL 3375 3311 5.350597 8.938988 \n", "126 DEP 3361 3306 8.341407 12.880923 \n", "5 FILL 134 3021 10.873247 13.556097 \n", "107 DEP 2808 3167 9.853576 13.615772 \n", "\n", " geometry Loom Weight \\\n", "11 POLYGON Z ((1415981.4906 5144220.1063 61.93349... 1.0 \n", "79 POLYGON Z ((1415984.002 5144225.9554 61.885899... 1.0 \n", "128 POLYGON Z ((1415984.1495 5144221.7165 61.46430... 0.0 \n", "126 POLYGON Z ((1415984.0478 5144221.7844 61.49159... 0.0 \n", "5 POLYGON Z ((1415976.6777 5144220.3635 61.86689... 0.0 \n", "107 POLYGON Z ((1415982.0646 5144219.3923 61.6106,... 0.0 \n", "\n", " Spindle Whorl Spool cl cl2 cl3 cl4 \n", "11 0.0 0.0 3 4 2 6 \n", "79 0.0 0.0 3 4 2 6 \n", "128 0.0 2.0 0 0 0 1 \n", "126 1.0 3.0 0 3 0 4 \n", "5 0.0 3.0 0 0 0 4 \n", "107 0.0 1.0 0 0 0 1 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Do the same thing with another set\n", "# You can substitute other values for the '11' here and see what happens.\n", "w5[11]\n", "self_and_neighbors = [11]\n", "self_and_neighbors.extend(w5.neighbors[11])\n", "print(self_and_neighbors)\n", "gabiitextools_class4.loc[self_and_neighbors]\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sanity check by plotting a set of self and neighbours as a map.\n", "# Do the counts of differnt textile tools have similar patterns?\n", "# Are they inconsistent? How might we interpret this local pattern?\n", "n11 = gabiitextools_class4.loc[self_and_neighbors]\n", "n11.plot(column='Loom Weight', cmap='autumn', legend=True)\n", "n11.plot(column='Spool', cmap='autumn')\n", "n11.plot(column='Spindle Whorl', cmap='autumn')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We can visualise how the counts of different types of finds appear in other ways.\n", "# Do loom weights appear more often when spools do? What does this mean?\n", "sns.pairplot(n11.drop(['SU','geometry','OBJECTID','DESCRIPTIO','Shape_Length','Shape_Area','cl','cl2','cl3','cl4'], axis=1))\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/srv/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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mgaghMA0pjEyYhiBiCES4wGoxx/E+pPMf1gootHBxH6fsQ14d9/uOlr2m6OtqYWAmBnojbRkY/uXkZXzzR2crfk9QuTsvjEeQytmFy6U7qkhlbaSK1mfIj6LFTAM9Ubfvst92BwYGooC8OjqB9/7JQfTHIujvMTHQE0F/T6To3iw83v72q/B/P/3KtH18afvNsB2F7dhVByQihgHDcO9NL1SYIjBN917E/ctPZGrt9j975sf4zLeOF64LcM/G1TOqeC/+C7v8AxqYugLf1POnPrzzr3G0dH/TPrjhPrn4w1uL3hso/VCnmblu+Xy874blOHY+gbPjaZwdTyNne/+PVV5zIWXhjscOYl7cHZVYMq/HHZ0oG6GIx0wkyl4bNQ18+LPfxr+dTxW28YJWnYWBgShAyayNZNbGucmZvf6dn3oW8+JRL2S4oaM0eEwFkf5YBAO9EfTHTAz0ut/vi0WmFVn+5XPH8blvn4Ah7mp9yayFT//DjzGWyuHDt5bOqy//8NeS7/HDuZts/pkleNuaBTg34UZTRxUXE1mcGUvj3r2Ha752LJXDWCqHfz07UfH7+UCxdF4vlg71YMlQL/76hddxZiJb8rwjZxN45/94Bl/afkvJyARrI9oTAwNRQFYMx/Hg1muQyFqYzFhIZCwkMnbR1xYmvG0/uZyqup/8wXim+mJmSZh45fS4+xc5AFEA4g44f+HbJ7B26eC0EZGeiMHh4znIEMGigR4sGuip+bzHtq3HmfE0zoylcXY8gzPe6ETxCIVfoCj2b+dT+OK3T7jhwhul6I9FEI24p+UipoGI6Z6Oixju6Q2jwswjaj0GBqKAxGMRbLy6vktUb/rjf6r6vd+7402FgDHpBYx8CJlMl25LVljbf2qUo/SkRmGAwPsiYyt+58s/mPb6iCGFEY1poxplp1qKR0Dy36s0ykHtqSdiYmF/T6FAM396qJZrr5yHa6+cN2178QhFPkScGcvgzFgKZ8YzNUPyY96VMPPmx6NYMs871THUM3W6w7sf7IkiGpGp03IihdN0hgGYIiy+bAEGBqI2s2nd4rqfazuKZHYqREyWBA33/gvffh22oxDxTjEUnWqIGALLKf2AsBwNdJSjuHajen1HaTiJcZRjVsQijQ//XzkcL9SQ2I7CcabqSebFY3jDwn44qrBsheVoIYDUCslXzo/j7Hi60Bcvp3K4nMrhX89UHqGoFiiWefe9XlGmaQgMkUKtj1vXI97pOXekojhwmJJ/HvteJQwMRAGJmgaWzYu7ByXvwAS4X6uiUITodzBaMzJQ8rik2A9FhYJwD9iWo3Ac92vbO4hbtrpTOeGehsjXMOTb4ijwoZvegLtvfgMyllMymjFZcvokHzxs9+usO8qRyNrefWOjHPWKGDJt5KLSaEa10MFRjtbpiTR2ASrHccPE2sV9eHU0Oe37b1wUxxMfvQlZ28H5iYw7MuGd8jgznsbZsTROj6cxOp5pOFAsG+rFEi9Q5EPFkqHewiyPakSmCojzocMwvJAh4v0ued/3tuWLjQ3vNd0YOkINDCKyBcCjAEwAe1T1kTDbQ9QMQ4B4nVfzO/7IHVj1wNMVt5fLH5iKttT1HuqFhwfueBP6eyJ44vnjSGZt9EVN/KcNy/HBm1cBAHqjJnqjJhb6nLuuxna0apjIn0ZJZKfCSKX6jkqjHPkPhZnqixUXiE4Vhk6NdphenUekcF8cTubyKEcj/dOPYQgMCP7+Y+/Alp0HcOTs1PyJ8lkSqxb2I2c7yNoOspa7fknWctyRjKJTHqfH0oVg0UygmBqhiGOpN+MjP0JheSk9N8MreotMjWRMhQkp+YOifKTD8LYXB5V2Cr6hBQYRMQH8GYB3ATgF4AUR2aeqPwqrTUTdRETcYjEAf3rg3wrbJ7M2Hn/uBH7n3W9CJucgY9nIeAfnmTANwVA8iqF4FO/93LNI5qY+/Puigq/ee1vN16sqMpZTdjqltFh00hvlKN526lIKY6lc1SmA+VEOTMxslCNqihciptdyVKrvYC2Hv+KwUOmxe+rALJxSyHMcRc5xsHReHFcvHiyEipyt2PYX3ypZ02Q4buLX3nG1Gyq8UYozDQaK4b4oLiWnh9XHP7yh5JRHLaoKWwG7oavMVJYPDqVTpt37X//LQ3jx5FjhuW99w3w88dG3VR0VaYaENVVKRG4G8AlV/Tnv8ccBQFUfrvaaDRs26KFDhxp+r0pJuZqZJGhqC6EfmRvpn7X6ZNB9sN73sh11w0POQcZy/7KznPpDxHsfKw0LefWEhkYVTxUVgXceHfilt1yBd12ztDR0ZItCR9quOItlMmPBdoI/FvbFTAz2RvCd39085/tnK/Z56//zTfxkPDtt+5KBKJ7ccUvJNtspLcrMj05UChR+hvuihTUnpgoyS0coZsPH/up7OHxqfNr29cuH8KkPvKVk29J5veiLVRwjqLtvhnlK4koAJ4senwLwtpDaQjTnmYagLxZBX2xqm2W74cG92YXh4UoqhYVa25vx1y+e8s4VuwV7hgnYjoOvv3wWv77p6ob3lx/lmBrNqDzSkcjYmCg5rTL1vFSFsevCKAe1RKWwAABnJ3O4Yn68EHzzpzhGBnswMtiDN6PyLI8Lk26guO+vaq9DcSmZw6VkDkdqjFAUB4qlhdMfbk1FT0CBolJYqLW9WWEGhkqpZtqRRUS2A9gOACtXrmx1m4ga0u39050Db6C/qLwhf1456wWJdM6e9RUXUzkb5bPmRFDxQ7seIhJYLUchTHi1HFaIC151e/+sJf//WSx/+i1/Ki5rTY2gGSKFQFHLpz/wszgz7hZn5usnzoylcW5iaoSinkCRDxFLhloXKIIWZmA4BWBF0ePlAH5a/iRV3Q1gN+AOqc1O04jqMxf7Z9R0rw9QHCKKD7yzIR41kbHskj87VOFb/d5KxbUcxQZ6wzvMzsX+WYt7kSwT8K6vlR9ZaqSW57rl83Fdhe22o7gwmV/IKlNy6qNaoHjldGcFijADwwsArhaR1QB+AmAbgF8OsT1ENEOxiIGBmIHJ7PSDbX9U0BM1kbWcwJaXfv8Ny/G5b58AHKdkquj7b1geyP6pMyyf14NTY9OLWpfPq2+UqHhkCXCD3kxrWUxDsHioF4urXO2zOFCcGc8U6ifOjruzPmYSKObHI7icsqZ9f/3yoRn9DH5CK3oEABF5D4BPw51W+VlV/WSt57PokWroqKIyoHK/bFX/m633uvbBr5eEhoGYgR8+9G4AbqV7/pxyxra9aXM64xDxl88dx1+/eKpw9cT337AcH7xlVRA/RqAGeiNYPNjL/tmifW58eH9JaFg+rwcHP765qX0Cldv63f/zncjkZj6jqJZqgSI/hXR0IlN3mFnQHytcwyO/oNW6ZYN4y4rhSoGm7r4ZamBoFAMD1dBxB2Ryh4Sz+cLKnFsP0YqDcZg6NTBQdZbtIJWzkZ7FPpsPFKcLpzxSODueaShQ/O571mH7bW8s39wRsySIaI4TkWnnlW1HvYLKqQK1RqZ3ErVaxDQwaBoY9Pqs47jBN52zC4XAQU/TreeUx/mSGoqUey0P77THuYkMlg/3NdUGBgYiaiumIYjHzJJVM8vXiMhYwR+QiWbKMAS9ZQtOZS0Haa/PzsYohGlI4RREJSODPU2vD8HAQERtr9YaEVmLIYLaT+HCXkUjZ+mc7d68fjubJQGmIYg2eQVPBgYi6kiV1ogoXmgqyxBBbcT0Lhvf3+N+7OandKa9WohO6KsMDETUNaotNJU/MGdC+MuOqJLSKZ2u2T6N0SgGBiLqavmFpgbK/rJzCyrdv+5YVEntoNJpjPxIWf7UW5ghgoGBiOaUkr/svFUZc2UV7rO9ciVRJZUKgMvXM2nVuhCVMDAQ0ZyXH4UY9B7nD8oZq3POL9PcYJSECDfw5vurW1Dp9tlWnHZjYCAiKmNU+MuufGg4azmzftEtokrK+6uqFhaVytdEBIGBgYioDoXzy0UYIqgdiUwPvEGMODAwlGlkGel6cblpou5ULURkbbegMms7MCT0VaGJIAH0QwaGNlNvYGEIIWpP+RCRn5VB1C2aW/aJiIiI5gQGBiIiIvLFwEBERES+GBiIiIjIF6tyqOUamXnCYk4iovbEwNCh+CFMRESzSTrpqm0icg7AiRm8dBGA8wE3p13N1Z/1vKpuCbMx7J8l+DOVYv9svU5pJ9Beba27b3ZUYJgpETmkqhvCbsds4M/aebrl5yjGn6l7dMrP3SntBDqrrcVY9EhERES+GBiIiIjI11wJDLvDbsAs4s/aebrl5yjGn6l7dMrP3SntBDqrrQVzooaBiIiImjNXRhiIiIioCQwMRERE5IuBgYiIiHwxMBAREZEvBgYiIiLyxcBAREREvhgYiIiIyBcDAxEREfliYCAiIiJfDAxERETki4GBiIiIfDEwEBERkS8GBiIiIvLFwEBERES+OiowbNmyRQHwxlulW+jYP3mrcQsd+ydvVW5166jAcP78+bCbQFQV+ye1M/ZPalZHBQYiIiIKBwMDERER+WJgICIiIl8MDEREROQr9MAgIqaIfE9Evhp2W4iIiKiySNgNAHAfgFcADIXdkEbdv/cl7Pv+GdiOwjQEW69bip3brg+7WdRhVj3wdN3PPf7IHS1sCRG1Uqd/ZoQ6wiAiywHcAWBPmO2Yifv3voSnDp+G7bjTWG1H8dTh07h/70sht4yIiNpNN3xmhH1K4tMA/hsAJ+R2NGzf988AAESmbsXbiYiI8rrhMyO0wCAi7wUwqqov+jxvu4gcEpFD586dm6XW+cunxHq3U3dq1/5JBLB/tpNu+MwIc4ThVgBbReQ4gL0ANonIF8qfpKq7VXWDqm4YGRmZ7TZWZRrS0HbqTu3aP4kA9s920g2fGaEFBlX9uKouV9VVALYBeEZV7w6rPY3aet1SAIDq1K14OxERUV43fGaEXcPQsXZuux53rl9WSIemIbhz/bKOqnglIqLZ0Q2fGe0wrRKqegDAgZCb0bCd267Hzm1ht4KIiDpBp39mcISBiIiIfDEwEBERkS8GBiIiIvLFwEBERES+GBiIiIjIFwMDERER+WJgICIiIl8MDEREROSLgYGIiIh8MTAQERGRLwYGIiIi8sXAQERERL4YGIiIiMgXAwMRERH5YmAgIiIiXwwMRERE5IuBgYiIiHwxMBAREZEvBgYiIiLyFVpgEJFeEfmuiPyLiLwsIn8QVluIiIiotkiI750BsElVJ0UkCuCgiHxdVb8d1Bs8tv9V7Dl4DImsjf6YiXs2rsa9m9cGtXsiIupS/PyYLrTAoKoKYNJ7GPVuGtT+H9v/Kh595jUYAkQMIJWz8egzrwHAnP9PJyKi6vj5UVmoNQwiYorIYQCjAL6pqt8Jat97Dh7z/rMNGGJ49+52IiKiavj5UVmogUFVbVVdD2A5gBtF5Nry54jIdhE5JCKHzp07V/e+E1kbhpRuM8TdThSUmfZPotnA/jkz/PyorC1mSajqZQAHAGyp8L3dqrpBVTeMjIzUvc/+mAmn7ASHo+52oqDMtH8SzQb2z5nh50dlYc6SGBGR+d7XcQCbARwJav/3bFwNRwHLceCo492724mIiKrh50dlTRU9isifoEahoqreW+PlywB8TkRMuMHlr1X1q820p1i+MIVVrkRE1Ah+flTW7CyJQzN9oap+H8Bbmnz/mu7dvHbO/wcTEVHj+PkxXVOBQVXzIwSPqOp/DahNRERE1GaarmFQVRvADQG0hYiIiNpUUAs3fU9E9gH4/wAk8htV9SsB7Z+IiIhCFFRgWADgAoBNRdsUAAMDERFRFwgkMKjqR4LYDxEREbWnQNZhEJHlIvKUiIyKyFkR+bKILA9i30RERBS+oBZuehzAPgBXALgSwN9624iIiKgLBBUYRlT1cVW1vNsTALgOKRERUZcIKjCcF5G7vatPmiJyN9wiSCIiIuoCQQWGjwJ4P4AzAE4DeJ+3jYiIiLpAULMkXgewNYh9ERERUfsJJDCIyAiAXwWwqnifqspRBiIioi4Q1MJNfwPgnwHsB2AHtE8iIiJqE0EFhj5V/Z2A9kVERERtJqiix6+KyHsC2hcRERG1maZGGERkAu41IwTA74pIBkDOe6yqOtR8E4mIiChsTQUGVR3JgxRzAAAgAElEQVQMqiFERETUvpodYfhfAL4F4DkAL6hqNpBWERERUVtptoZhD4BhAJ8EcEZEnhORPxKRO0VkSfPNIyIionbQ7CmJrwL4KgCIiAngLQBuB/BHAFYDMJtsHxEREbWBpqdVisgiALd4t5sA9MJdj+F5n9etAPB5AEsBOAB2q+qjzban2LUPfh2TWafweCBm4IcPvTvItyAi6ko8flK5pk5JiMiPAXwDwDUA/g7Ae1X1JlX9z6r6OZ+XWwB+W1XfBDdo/IaI/Ewz7SlW3tkBYDLr4NoHvx7UWxARdSUeP6mSZkcYPgv3w/6XALwZwLUi8jyA76lqzRUfVfU03AtVQVUnROQVAFcC+FGTbQKAaZ3dbzsREbl4/KRKmq1heDj/tYishXta4lcB/HsROaeqb69nPyKyCm79w3cqfG87gO0AsHLlymaaSxQ49k9qZ+yfFKRAVnoUkTUAbgTwNrgjDiMAJup87QCALwP4LVUdL/++qu5W1Q2qumFkZCSI5hIFhv2T2hn7JwWp2XUYnoIbEMbgFjl+C8CfqGpdpxVEJAo3LHxRVb/STFvKDcSMisNnA7GgVsMmIupOPH5SJc3+7z8O4M2quk5VP6KqexoICwLgMwBeUdVPNdmOaX740LundW5W+RIR+ePxkypptoZhXxMvvxXABwH8QEQOe9t+V1W/1kybirFzExHNDI+f3ct2FJNpC5NZC1fOj9f9uqAub90wVT0I9yJVRERE1EKqikTWxmTaQipnQ1Ub3kdogYGIiIhaK52zMZG2kMhYcGYQEooFEhi8eoT/DcAaVX1IRFYCWKqq3w1i/0RERFSfrOVgMuOGhJwd3NoZQY0w/L9wl3feBOAhuFMqvwzgrQHtn4iIiKqwHcVkxsJkxkImV3PdxBkLKjC8TVWvF5HvAYCqXhKRWED7JiIiojL5uoRExkIyO7O6hEYEFRhy3tUqFQBEZATuiAMREREFKMi6hEYEFRgeA/AUgMUi8kkA7wPwewHtm4iIaE7L2Y47FTLguoRGBBIYVPWLIvIigHfCnSr5C6r6ShD7JiIimotmoy6hEc0uDb2g6OEogCeLv6eqF5vZPxER0VyiqkhmbUzOUl1CI5odYXgRbt1C8QJM+ccKYE2T+yciIup66ZxdmAppO+0TEoo1uzT06qAaQkRENJe0Q11CI5o9JXF9re+r6kvN7J+IiKibOI5iMmthMm0h3QZ1CY1o9pTEH3v3vQA2APgXuKcjrgPwHQAbm9w/ERFRR2vnuoRGNHtK4h0AICJ7AWxX1R94j68F8H803zwiIqLO1Al1CY0Iah2GdfmwAACq+kMRWR/QvomIiDpCp9UlNCKowPCKiOwB8AW4syPuBsB1GIiIqOt1cl1CI4IKDB8B8GsA7vMePwvgzwPaNxERUVtRVaRyNibTFhIdXJfQiKBWekwD2OndiIiIulLGsgunHLqhLqERgQQGEbkVwCcAvKF4n6rKhZuIiKijWbZTWKI5a3VXXUIjgjol8RkA98Nd+bF7T+BQKCzbQc5WKBR9saC6LBFRbcmshfGUhWTWCrspbSGoo++Yqn690ReJyGcBvBfAqKpeG1BbClY98PS0bccfuQOP7X8Vew4eQyJroz9m4p6Nq3Hv5rUN7//AkVHsevYoTl5KYsVwH3bctga3r1scRNPnpJztuDdLkbUdZG0HOcspXL41HjMZGIhmSbXjZzO27DyAI2cThcfrlvTjG/ff3tQ+gzqe59mOYjJt4e9fPoMvfud1nB5PYdlQHNveugI3rlngv4MuZgS0n38UkT8SkZtF5Pr8rY7XPQFgS0BtKFGps+e3P/rMa0jlbEQMIJWz8egzr+Gx/a82tP8DR0bx4L6XMTqRxvx4FKMTaTy472UcODIaRPO7Ws52kMxauJzMYnQijZ9cTuH4+QROXkzizFgaFxIZTKRzyOTsWb3WOxG5ah0/Z6o8LADAkbMJbNl5YMb7fGz/q4EczwG3NuHcRAavX0zi6z84jU/tfxUXEhkM9UZwIZHBo8/8GN89OrevpxjUn2tv8+43FG1TAJtqvUhVnxWRVQG1oW6GABHDKHxtOQ72HDzWUCrd9exRRE0p/MXbF4sgmbWw69mjHGWAW0Gc9U4l5Cx35CD/eC5UExNRqfKw4Le9HnsOHmvqeK6qSGRtjKdyJdMh975wEhFDEI+aAIB41EQqZ2PvCyfn9ChDULMk3hHEfioRke0AtgPAypUrA9mnIdMfJ7KNlV6cvJTE/Hi0ZFs8auLUpWSzzesoqoqc7Z1CyAcD734uaEX/JApKt/fPRNYdWSjmdzwvTIfMWEhmKo9inh5PYai39OOxN2rgzHgqkHZ3qmYvPnW3qn5BRD5W6fuq+qlm9u/tYzeA3QCwYcOGQP40dbQ0NDgK9MfMhvaxYrgPoxPpknPqqZyN5cN9QTSxLWUtZ1owsJy5PWLQiv5JFJRu75/9Mfcvf7/jef5aDols9ZBQbNlQHBcSmcIIAwCkcw6WDsUDbX+nabaGod+7H6xya0uOusNWjjrePXDPxsau1L3jtjXI2Ypk1vI6o4WcrdhxW3fMJLVsB4mMhYuJLE6PuTUGpy4lMTqexuVkFglv2dO5HBaIqH7rlvQ3tL0e92xcXfN4nsxaGB1P48SFJM6OpzGZtuqqi9r21hWwHHckQuHeW45i21tXzLit3aCpwKCqu7z7P6h0C6aJM1Otmvf4I3fgvk1XIR41YTnuaYT7Nl3VcFXt7esW46Gt12DxYC/GUjksHuzFQ1uv6cj6BcdRpHM2LiezODuexusXknj9ovsLdjmZRSrL4kOiuaTW8XOmvnH/7dPCQbOzJO7dvLbkeN4bMfBrt63BtretxIkLCZwZS2MyU19IKHbjmgW4b9PVWNjfg4m0hYX9Pbhv09VdVb+Qsx2cHmvsFIsE8ReiiKwB8CiAm+AWOz4P4H5VPerzuicB3A5gEYCzAH5fVT9T7fkbNmzQQ4cONd3euSxfjJixHGRyDjKW3TELkcRjJpbNqzokKNW+MVtm2j8bqTxvdlobhaZj+2cnSOdsjKdzSGTmxhLNfnK2g/OTGZybcG+j3v25yQzOT7iz0y4lcwCA44/cUXffDGqWxJcA/BmAO73H2wA8ianZExWp6l0BvT/BnT9sOY53r3C8+/xj21bYOrdrDoioO6gqJjMWxtMWMl18wady+TAwOpHB+eJAUBQQ8mEgaEEFBlHVvyx6/AUR+c2A9k1FVBWZoqLDrO3AsnXOFx8S0dyQyrozHBIzONXQ7rKWgwuJqTBQGBkoCgSNhoF58ShGBnowMtiDxYPuff7rRQM9De0rqMDwjyLyAIC9cE9JfADA0yKyAABUdW6vdjFDhVDgBYTMHJquSM3haQ7qFvlpkImMjWS2cy/4VDUMNDEyMD8exaLBHowMTIWBRcXBYKAHsfJ5p00IKjB8wLvfUbb9o3ADRHdMHWiB4tMI1ZZEJiKaS2zHPd2QytruTIU2PxZWPU3QxMjA/Hi0MBqQHyEouQUcBuoR1MJNjc1JnGPKVz3Mcg0DIqIS+ZGEibSFZLZ9QkLW8goIJ4M7TVBpZCDsMFCPZhdueiuAk6p6xnv8vwP4JQAnAHxiLpyKUPUKDHWquNCyFZY3UmB7RYdERFQqvzRzMmMhlbNn/VhZHAbOVQgC3TIyEJRmRxh2AdgMACJyG4BHAPwXAOvhri72vib3X5efXE4hYggihiAWMdATMVvyH2LZDhJZuxAGspbDMEBE1IB6lmYOQitHBhaXhYHFXu1AJ4eBejQbGMyiUYQPANitql8G8GUROdzkvutm2Q4yuemdLmoa6IkYiEUMREyjECocRaF4UARQBRxVKFAYHbBVYYg7PVV16tLLRETUmIxlI5W1kc45SAdwFdpCGCj68C8uJjw/2XgYGO6LYtFAd44MBKXpwCAiEVW1ALwT3kVOAtp3Xb72g9PI2Q4W9Mem/YcWPuQzs9ESIqL2lf/DxxSBUX4FvkDfRwsLw6UtG+kGTzVUOk1QKCYMooAwXzsw5N7PhZGBoDT7of4kgH8SkfMAUgD+GQBE5CoAY03u21fWcvDrX3ypZNtQbwSLvE6waCDmfj3gfj3izTsd6o1AJPSF14iIZk3WdnDyons1XRF3tNUwBIYApggggOFtFxGYhsAUgYg7EiveYpX5Udk8y3ELurOWu3JsrUvYl48MjI6XnjKYychApTBQvObAIoaBwDQVGFT1kyLyDwCWAfh7neolBtxahpa6nMxiYX8MFxLZwrbxtLvy19Hz1a+xHosYWNg/FSDywWKkKGQs7I8hYrKTEVH3yV+WHgEukFjtNEF+lGCmpwnyx+mShYc4MhCKpk8bqOq3K2x7tdn91mPxUC9e/L/ehR+fncDoRBrnJ7KFoawLk9lCJz0/6W63vGGxrOXg9Fgap8fSVfctAIa90xwLC4HCu8+PWgzGSi5vTUTUjVoxMpCvGSguGOTIQHvrik+7WMTAsnnxWhcmgqOKsVQO5yfcAHFu0gsTE0VfT2aQyLiRWwFcTGRxMZF1L4tVRV/M9AJEzDsNUj5i0YP5fdFCASURUTspDgOVZhKcm8jgcqqJMJAPAkNToYBhoDN1RWDojZqFqltH3eE2Vfc8W/5iS4YIhvtiGO6L4eol1feVytpTU3Ems4VCm/NFjy8ls8jX8CSzNk5cTOKEd26wEtMQLOyfftojP0qRH7HgLxARtcp4Kocvfef1kiDQzGmC/GmBxUXXJeBpgu7WFYFhyVBvze/nA4TtLa6UX2Apf32GrOUUinTiMRMrFvRhxYK+qvuzHcXFRLZojm+2MEJxbmLqFEjGu2y07ShGvfSO09XbOdQbKfzClRdq5kPGIAs2iWgGzoynsefgsZrPKR4ZqFRIWOsPG8MrlIyYAoFXLAkU/rhSuMdex3G/zk9np87RFYHBj3iVvgYEUbPyc3LeVR/dqz+6QSJTFCSKmYYUfpHeVOU9VRUTaQsXElO1FMVhIj9iMVY01Fco2DxXvWCzJ2KUBIjSUOE+XjjQA7OF06aIqPOYhmDtkoGSWoFFdYaBYoYI4jGzsMaNaQiihjHjqZrF19PJ33K2u81RwHG0ZLSYwjMnAkM9oqaBqAnEMZUoHMcNEBlvulA668By6lu8SUQwFI9iKB7F6kX9VZ+XP3+YDxCFcFE0cnExkS0UbGYsBz+5nMJPLqeq7tMQYLgvVjK1dKQ4ZHgHiXisSnoioq7zxpEB/MXdN8zotT1RE/0x0wsKwR43TENgGvXt03EUtrrL7+ccB7btPnaKRo9tRwunpilYDAw1GIag1zDRGzUBRAEA6ZyNZNa9zGrWan7lx1jEwBXz47hifu2CzcvJXOVRiqLHiaztPR+4kMjiQiKLf63x3v0xc1qhZslskMEezIuzYJNorokYBuJeQIhHzbYZsTQMKYwUF/9xV4njnXq2HTdcWPbUSIZl54MFQ0UjGBga1Bt1A8SC/hhsx12sJGs5yNg2spZTc9GSmTJEsKA/hgX9MaxdMlj1ecmsNb1Qs1BfMTVakW9dImsjcSGJExeqF2xGDClMKy0OE8WnQxb2s8iJqNP1Rk30xUz0xSJd8ftsGIKYF3SqhYt8qMgvPmV5FwwsXESwzhHluYKBoQmmIYUUnh+ByF9YJZl1l0RtRYCopi8WwcoFEaysUbBp2Y5XsFk8tbR41MLdnh89sRzF2fEMzo7XXl97fjxamPVRaWrpooEYBnpYsEnUTuJeQBjoibTNKMJsyoeKGCoHJNXSIvl8qLCcqRGKuXQBwlADg4hsAfAoABPAHlV9JMj9r3rg6Wnbjj9yR9XtGx/ej1NjUx+My+f14ODHN+Ox/a9iz8FjSGRt9MdM3LNxNe7dvBZ37XoOzx+7VHj+zauH8eSOW9AXixQWdFJVpHNeDUSDF175xT87iMvpqaXY5vea+MpvbKz43O8evYi9L5zE6fEUlg3Fse2tK3DjmgXTnhcxDSwe6sXiGjNLVBXjaavotEe2dGqpFzLG01bhNZdTOVxO5fDaueo/T2/EqLBktxsyDh29iH/411Gkcw76Yibef8NyfPCWVf7/SERUNxEp1CL0xWqHhGrHyWa0Yp/VjsPNuurjT8MqOlRHBHjt4elttQthYmp0onDv1Vi08o/Gj/3V93D41Hjh8frlQ/jUB97SkveSsApDRMQE8CqAdwE4BeAFAHep6o+qvWbDhg166NChuvZfqWPOxEDMQMpSGOIWEzrq3pYNxkrCRV49nTUfHjI5Gxmr8lUwy8NCXqXQ8N2jF/HoMz9GxBD0Rg2kc24Cvm/T1RVDQ1AyORvnE1lvhCKDcxVqKy4ksjNO4CsXxHH9yuFCoeby4TiuuWJetSLS0P88aqR/Fmukr9Z7cG3FPqkpoffP62+4QQ+9cKiu2Qy1+s9M+0sr9lkeFvKaDQ3lYSGvWmjwUzwTpHC6w3aQ80LFTE99lIeFvEZCw5qRgbr7ZpgjDDcCeE1VjwKAiOwF8PMAqgaGMExmHURNQcRwh6wMcS+2UiksAKjYecv1RLxK47h7GiM/jTOVcy8Bm7OdimEBQMXte184iYghiHtzRuNRE6mcjb0vnGxpYOiJmrhyfhxX1ijYtB13hc2pZbqnRinyBZyvV1n06vWLKbx+sXQ2yKKBHhz6vc2B/hxEc4HR4qtUhqHa8bae43AtlcJCre1+/GaC5K/tka+lKAkYNQo0K4WFWtubFWZguBLAyaLHpwC8rfxJIrId3mWzV65cOTstK1P+Oxb071zENBAxDfT3uP8dVoURh1pOj6cw1Fv6X9kbNXBmvPrUy9liGlMFm/8OlQs2N3/qn2CIO1wKdZfldtSdGnXLGxcWwsXlZA7L5tVepGu2tUP/JKqG/bMziAhikeq1FEDprA/LcRBGPWaYgaHSx+60CKWquwHsBtwh31Y3qhJHS0NCq2tcGr1K5rKhOC4kMoURBgBI5xwsHar+l387iUdNZCzbnb6Z/3d2FPGoif/+C9cWnhc1Bf090XAaWUU79E+iatg/u0fxrA/4TCkF3Isz2kVTSfPrVzQznTTMuTOnAKwoerwcwE9DaktVAzEDjsJbdcwprD62fF5PxeffvHo4kPdd2Fc5yy3si2D5cB8WDvSg36ts3vbWFbAcd3aGwr23HMW2t66ouI928/4blsNRwPb+jW3v3/j9NywveV7ENLCgPxZSK4mo3VQ73jZ7HI5UGUWutj0stX7+gZ4I5vVFsXCgB4uHerFsXhwrFvRh1aJ+rF7UjxUL+mqu/1NJmIHhBQBXi8hqEYkB2AZgX1A7r1ZEU2t7eQhYPq8HP3zo3bhv01WIR01YjvvX8H2brsLBj2+e9p8VVHUuALz44M9NCw0L+yJ48cGfQyxiYF48iiVDvXjDwn7cecOV+L33vAkjgz2YSFtY2N/T8oLHIH3wllX40E1vQE/EhO24NR4fuukNnCVBFJJGj59h7fPJHbe05Dj82sN3TAsHMy14bKWZ/vwigqhpeIsS1i+0WRIAICLvAfBpuOMrn1XVT9Z6/kyr0OcSVXWXsi6aytkti4/EY2atS5iHnv05S4Jq6Nj+SV2vI2ZJQFW/BuBrYbah24hIYTXK/GJS+atypnPuYlJBLGlNRERzC1d6nAPcC2sZGPBmYTjO1GqUqazdNSMQRETUOgwMc5BhCPp7IoVpnBnLDQ6JrI1MrvL6D0RENLcxMFBhIan5fe5CS8mshVSusct5ExFRd2NgoBKmIRjsjWKw161/yBatQJnK2bzGPBHRHMXAQDXFIkZhGmfxlTiTGdY+EBHNJQwMVDcRmboS58BU7UP+Ut5ERNS9GBhoxirWPngBYqZLjxIRUXtiYKBAFNc+5BePSmQsJL2rbxIRUWdjYKDAFS8etRDuwlHJrI1k1kI657BwkoioAzEwUMtFTQPz4m7hJBeNIiLqTAwMNKsqLRqVzNhI5rhoVDfhtSyIug8DA4UqXzg5DHfJ6rR3wax0zkbG4ukLIqJ2wcBAbcMw8tM23ceqWggPacuGIaFf8I+IaM5iYKC2JSKIx0zEY41ds52IiIJnhN0AIiIian8MDEREROSLpySIaE6rd0YHZ3PQXMfAQEQdgVM1icLFUxJERETki4GBiIiIfEknLYwjIucAnJjBSxcBOB9wc9rVXP1Zz6vqljAbw/5Zgj9TKfbP1uuUdgLt1da6+2ZHBYaZEpFDqroh7HbMBv6snadbfo5i/Jm6R6f83J3STqCz2lqMpySIiIjIFwMDERER+ZorgWF32A2YRfxZO0+3/BzF+DN1j075uTulnUBntbVgTtQwEBERUXPmyggDERERNYGBgYiIiHwxMBAREZEvBgYiIiLyxcBAREREvhgYiIiIyBcDAxEREfliYCAiIiJfDAxERETki4GBiIiIfDEwEBERkS8GBiIiIvLFwEBERES+GBiIiIjIFwMDERER+eqowLBlyxYFwBtvlW6hY//krcYtdOyfvFW51a2jAsP58+fDbgJRVeyf1M7YP6lZHRUYiIiIKBwMDEREROSLgYGIiIh8MTAQERGRr0jYDWilu3Y9h+ePXSo8vnn1MJ7ccUuILSKawv5JRJ2kawND+cEYAJ4/dgl37XqOB2UKHfsndYpVDzxd1/OOP3JHi1tCYevaUxLlB2O/7USzif2TiDpN1wYGIiIiCg4DAxEREfnq2sBw8+rhhrYTzSb2TyLqNF0bGJ7cccu0gy+r0KldsH8SUafp2lkSAHjwpbbG/klEnaRrRxiIiIgoOAwMRERE5IuBgYiIiHwxMBAREZEvBgYiIiLyxcBAREREvhgYiIiIyBcDAxEREfliYCAiIiJfDAxERETkK/SloUXEBHAIwE9U9b1ht6cR9+99Cfu+fwa2ozANwdbrlmLntuvDbhYRBYi/50SudhhhuA/AK2E3olH3730JTx0+DdtRAIDtKJ46fBr3730p5JYRUVD4e040JdTAICLLAdwBYE+Y7ZiJfd8/AwAQmboVbyeizsffc6IpYY8wfBrAfwPgVHuCiGwXkUMicujcuXOz1zIf+b846t1O3ald+ycFo9N/z9k/KUihBQYReS+AUVV9sdbzVHW3qm5Q1Q0jIyOz1Dp/piENbafu1K79k4LR6b/n7J8UpDBHGG4FsFVEjgPYC2CTiHwhxPY0ZOt1SwEAqlO34u1E1Pn4e040JbTAoKofV9XlqroKwDYAz6jq3WG1p1E7t12PO9cvK/ylYRqCO9cvY/U0URfh7znRlNCnVXaynduux85tYbeCiFqJv+dErrYIDKp6AMCBkJtBREREVYQ9S4KIiIg6AAMDERER+WJgICIiIl8MDEREROSLgYGIiIh8MTAQERGRLwYGIiIi8sXAQERERL4YGIiIiMgXAwMRERH5aouloVtl1QNPT9t2/JE7QmgJ0XRXffxpWDr1OCLAaw+3pn8eODKKXc8exclLSawY7sOO29bg9nWLW/Jes+Wx/a9iz8FjSGRt9MdM3LNxNe7dvDbsZhF1ra4dYagUFmptJ5pN5WEBACx1twftwJFRPLjvZYxOpDE/HsXoRBoP7nsZB46MBv5es+Wx/a/i0WdeQypnI2IAqZyNR595DY/tfzXsphF1ra4NDETtrDws+G1vxq5njyJqCvpiEYi491FTsOvZo8G/2SzZc/AYDAEihgFDDO/e3U5ErcHAQNTlTl5KIh41S7bFoyZOXUqG1KLmJbI2DCndZoi7nYhag4GBqMutGO5DKlf6QZrK2Vg+3BdSi5rXHzPhlI3GOOpuJ6LWYGAgCkFEGtvejB23rUHOViSzFlTd+5yt2HHbmuDfbJbcs3E1HAUsx4Gjjnfvbiei1ujawFBtNgRnSVA7eO3hO6aFg1bNkrh93WI8tPUaLB7sxVgqh8WDvXho6zUdPUvi3s1rcd+mqxCPmrAc9xTLfZuu4iwJohbq6mmVDAfUzlo1hbKS29ct7uiAUMm9m9cyIBDNoq4dYSAiIqLgMDAQERGRr64+JUFE1EqW7SCZs5HM2OiNGpjfFwu7SUQtw8BARNSArOUgmbWQyNrIFE1X7YkwLFB3Y2AgIvKRztlIZm0kMhZythN2c4hCwcBARFRGVZHyQkIyY8NyGBKIGBiIiADYjruoVTJrI5W14WgLLuxB1MEYGIhozsrZDpIZG4mshXSO16EgqoWBgYjmFNYjEM1MaIFBRFYA+DyApQAcALtV9dGw2kNE3UlVkc45SGQt1iMQNSHMEQYLwG+r6ksiMgjgRRH5pqr+KKg32PjwfpwayxQeL5/Xg4Mf3xzU7omacteu5/D8sUuFxzevHsaTO25pyXs9tv9V7Dl4DImsjf6YiXs2ru7qZZXzRYuTabcmgfUIRM2rGRhE5GO1vq+qn5rpG6vqaQCnva8nROQVAFcCCCQwlIcFADg1lsHGh/czNFDoysMCADx/7BLu2vVc4KHhsf2v4tFnXoMhQMRwL2396DOvAUBXhQbHUW8RJYYEolbwG2EYnI1GiMgqAG8B8J2g9lkeFvy2E82m8rDgt70Zew4e88KCuxK8Ie5lofccPNbxgSFrOUhlbSRzFtI5B8qQQNQyNQODqv5BqxsgIgMAvgzgt1R1vML3twPYDgArV65sdXOIGtIJ/TORtREpu2qMIe72TpOvR8hPf2TRYm2d0D+pc9RVwyAiywH8CYBbASiAgwDuU9VTzby5iEThhoUvqupXKj1HVXcD2A0AGzZs4J8P1FY6oX/2x0ykcjYMmdrmqLu9E1i2g1TOXRuBpxoa0679c9UDT9f93OOPzN5l4Km2eq9W+TiAfQCugFtn8LfethkTEQHwGQCvNFMLUc3yeT0NbSeaTTevHm5oezPu2bgajrqnIRx1vHt3eztSVaSyNs5PZnDyYhKvX0zi3EQGkxmLYYEoRPUGhhFVfVxVLe/2BICRJt/7VgAfBLBJRA57t/c0uc+Cgx/fPC0ccJYEtYsnd9wyLRy0apbEvZvX4r5NV2xOzkQAACAASURBVCEeNWE5QDxq4r5NV7VV/YLtKCbSOYyOp3HiQhKnx1IYT+V4yoGojdQ7rfK8iNwN4Env8V0ALjTzxqp6EID4PrEJDAfUzlo1hbKSezevbauAALgLKKWyNlI5GxmLBYtE7a7ewPBRAH8KYKf3+FveNiKiuuSv1ZAPCbbDgEDUSeoKDKr6OoCtLW4LEXUZy3aQ4LUaiLpCqLMkiKj75NdG6NaQoKoYT1s4O57G6bE0zni3C4ks3vmmxfjIre1ZTErUrHpPSTwO4EsA/pP3+G5v27ta0Sgi6hyW7SCZs5HuolMNkxkLZ8e8QDDu3fLhYDyNZJU1LBb0x/CRW2e5sUSzpN7AMKKqxdMonxCR32pFg4io/eULFhNZC1mr82YypLL2VAgous+PGExmrLr20xczsXReL5YO9WLVwn7cetWiFrecKDyhzZKYCRZRE4XDdtyLOeWLFtt9FCFrOSUh4KwXCk5792OpXF376YkYWDrU64YCLxgsndeLZd7Xg70RuEvKAMN9MQz3x1r5YxGFqqNmSWRtBz+9nMK8eBT9PWFeaJOou6kqMpaDZH7aY5vVIuRsB6PjmYqjA2fG07iYyNa1n6gpWDLkfvgvmzcVBpZ4wWB+PFoIBERzXcfNkkjnbKRzNqKmgaHeKAZ6IzAN/kITNctxFAnvGg2pkJdgth3FuYkMTo+lcGY849YTjKdxZiyFM2MZnJ/MoJ7WmYZg8WBPYUSgfKRgQX8MBgMBUV3qnSWxBsCjAG6CO0vieQD3q+rRFratppzt4EIig4vJLHqjbnjgqANRY+x8SMi4IwmztXiSo4oLk9mi0wRuEMiPGIxOpFHPWQ9DgJHBnqkw4I0ULPG+XjTQwz8oiAJS7yfslwD8GYA7vcfb4NYzvK0VjWpEft35VNYddRjoiWCgN4KoWe+q10Rzx2xd7VFVcSmZc0cIxjI4M+7d50cMxtOw6kgEAmDBQAzLqtQRjAz0IMLfdaJZUW9gEFX9y6LHXxCR32xFg2o5eTGJJ547jvUr5uNnlg0hVnbN3pzt4FIyi0vJLHqjJm555Jlp+zj+yB3YsvMAjpxNFLatW9KPb9x/e6ubT1Si0hX7gr4yn+MVK/78n/4zXjuXLGxfszCOPR++ccb7VVWMpyycLgoCp8fTODuWxhmvtqDe2RPDfdGKBYVLvFv57zkRhaPewPCPIvIAgL1wT0l8AMDTIrIAAFT1YovaVyKVs/H550/g88+fQNQUXHPFEH52+XysXzEfbyoLEJXCAlD5IH3kbAJbdh5gaKBZU+3yvqseeLqp0JAvVkzn3EtBZywHv/L4d3D0QqrkeUcvpHDPE9+tGRom0xZOlwUBd8TALSxM5+oLBEO9kdLRgaHS4sLeaGdcZptorqs3MHzAu9/u3edPCn4UboBYE2Sjqpkfj2LNon4cPZ9AzlYcPjmGwyfH8LnnTyAWMfAzy4awfsU8/OyK+Q3vu3jEgagTOI4iazvI2g4sW5GuchGn8rBQvP3fzk3ijDft8HTZmgSJTH0zI/pjJpbNi2PJUM/UCIEXBpbN60VfjLVFRN2g5m+yiLwVwElVXe09/hCAXwJwHMAnZmtkIW/xUC/2fGgDLiez+JdTYzh88jK+f2oMx84nkLUcHD55GYdPXgZwYjabRVSV7SguJbMwRWCagoghDRXhOY7CchS2o8g5bjDI2Q6yluNbf5DOuYsT1fKrn3/Rtw29UaNoVCCOpUM9WDKvt1BXMNgbrfvnIaLO5Rf9dwHYDAAichuAhwH8FwDrAewG8L6Wtq6K+X0xvH3tCN6+dgQASgLE4ZOXceJC0mcPlZ24kEA8ZqI/FkE8asJgdTU1yXYU43UuEpR39NwkAMAQqTm1MWs5GJ0oXX+g+P5Ssr73jeUXJyoJAvFCLcFQPMK1CIjINzCYRaMIHwCwW1W/DODLInK4tU2bTqTyQbQ8QFxMZPG+v3i+oX2vXtAL21FMpi1Mpt1lYaOmgZ6IgVjEQNQ0EDEFMdPgwZNmRdaycW4yMz0QeFMRL0zWtzhRNVcMxfDYL9+A4T4uTkRE/nwDg4hEVNUC8E5M1TDU89rAxUwDqxb1I2c7hWHZjDV9eHZBfwzP/PbbsemP/2naPlYu6Pv/27v36Djr+87j7+/zzFXXkS+SL5IxYHPHNsEhgZAmx0ACW7Z02yylabNkt11O9iQpzbbdhdO0m5Oz2aZnzyZtN9luSTaBTbM0pJtk03BSbiWhYAw2xTYGgjFgYoGx5Yvumvt3/3iekUbSSKPLSM88o+/rHB1pHj2a+T2an2Y++l35+ZnpLRDHB7P8wd8e5IqeFNt72rmwqxXwZl6QmXxu1HWIRx3iEZeYHyRsGqeZj5nq54cv7eIz39nPO4Np+oYyc16LoLM1wbr2OOvakt7n9uR4l8Hqlhh33Ld30liGxc6SMMasPNXe9O8Hfioip4Ax4B8BRGQLMLDEZZtR1PX+428qW7a9fABYJud9fvz3P1hxIZozI1n2H+vnwLF+nj/WT+/ZMdL5Is+9eZbn3jwLeP22l21oZ0ePNwvjgq6W8fnepcAyzMQGNSJe/3R5a0TUcXAd77h1b6w8xaJyYjDNobcGpu12eHwgjevItD0ZHnrxxLT7EWBNS3x8psH6ttLCRHHWtydZ21p9cSILB8aYxZo1MKjqF0TkMWA98LBOvPs6eGMZ6objCAnH9aZoJSaOZ/NeeMj6U80y+SKrmmPsuqiTXRd1AnB6OMP+YwMc6PXGQPSeHSOdK7LvzbPsKwsQl29sZ3t3iis2pbigq3XSi7SqkvMHpFUScRyiEa9LYzxUOGKLzjSwB184zqfvf35O565ujo3PLFjX5rUQlAJBZ1vcWrCMMYGr2q2gqnsqHDu8NMWpvZg/BoG4d7tY9OapZ/LeUrjpXJHVLXGuu7iT6y72AsSp4cx468OBYwO81e8FiL1Hz7L3qBcgklGXyze2saMnxfae6QFiqnyxSD4LY0yfqhZxvBaJUoAotU5EXQsUYdbdkRz/uj0ZnbR0cfmaBF1tceJV1iIQERx/DI/jCII3pgegqF69LhQ10P0fjDGNbcVNkHYcIRlzScZcUngtA6PZAiMZb6ncoiprWuJcd3EX113cBUDfUIaDvZMDxFiuwLNHz/KsHyCaYq7XAtGTYkdPO1s7Zw8Q5fLFIjMtilfe1RFxhGjEsTAREhevb+PBT18L4gXMalxHiEdc4hGHaOn5dp15TcNUVYrqdZtlC0Vy+SK5gpLNF8kXl2YZaGPMyrDiAsNUIkJzPEJzPDJpnf2xXGF8adu1rdMDxIHefvb/vJ/9vf283Z9mNFvgmTfO8Mwb3qSS8gBxRU+KLZ0tC9oEZ7auDhHBFcFxvDcb1/FaJkqDMK3LI1iJqMvWrlZ6z1ae5uuIF14TUZdk1K3JEshenQC31D1XpjTOJ5MrkikUxoPEcm04ZYwJtxUfGMqJTLQ+AGTyBQbH8oxk8pOaete2xrn+4i6u9wPEycH0pHUgjg9MDxDNMZfLuycGUZ6/dmEBopyqkleFWf5xLLVQRNxSuJj4XFpEaL7/xZqFcR0hEXVJRFziUWfZl0SeNM4Hb7Gl0lLS1hphjKnGAsMs4hGXta0ua1piDGfyjMywBXBnW4IbLklwwyVegDgxmB4fA3Gwd4DjA2lGsgX2vH6GPa/7ASLusm1janwp61oEiEomWihmP88RmdYyEXXFG6zpis3TXyDXEda0xklEatOCUGsifoiZEl4KRZ00YLgUKGyMhDErlwWGORARWhNRWhNRCkVlJOu1OoxlK78Ld7Ul+NCl6/jQpesAeMcPEKUWiBODGUYyBZ5+/TRPv34agJZ4hG3dE10Y561txlnGN+miKtm8zrjDYMRxcF0h6rdKlAbflaaNWvdHZa4jtIVw6WS3NNaHyUEiPz42QskUCv4aKGrdGsasABYY5qn0BtCWiJIvFBlK5xlK52dtwl3XlmDdpev4cClADKTHw8P+Y/2cHMownMmz+7XT7H7NCxCtiQjbysZAnLvMAWKq0sDMzCznlLdSlLo5St0epa+tpSLcvFk8DsSgvFtjvCWibDE1a40wprFYYFiEiOvQ0Rwj1RRlNFtgKJ1nNJuv+nPr2hPc2L6OGy/zAsTxgTF/AOUAB/wAMZTO89Rrp3mqPECUxkB0Bx8gKqnWSgFlgzNdW+CqUYiUZndMbo3I5ov+1OXCnDbLMsbUt0ADg4jcCPw54AJfV9UvBlmehSqfaZHNFxkYy00bKDmb9e1J1l+e5KbL16OqHB/wuzB6B9j/8376hv0AceQ0Tx3xAkRbIsK2bm8MxI6eFJvX1F+AqKTgrxcwU6iYaI1w/GAxeWCmtVKER2kNlPak1xIxdVxEacXUqatdGmPqU2CBQURc4KvADUAvsFdEfqiqL9XqMTbf9eC0Y0e/+IszHr/2Tx6ld2Ci0b27Pc6Td1/PXzx6mK8/+QYj2QLNMZffvvZcfuf6C7jxyz/hZydGxs+/qKuZv//MB1nbGmd1c4zBdI6Bsdy8XhBFhA2pJBtSSb72xGv0pyfGSUQdob0pyqnhLIPpPE8eOcWTR04B3jTOqOtQVGVDe5Lbrz6H956/es6PG7Rv7T7KA8/1MpYrkIy63HplNx+7ZnPFc6Nl+3dEHe9NqTSzJUxmqodhfqzL/vjHDGcnwmBLzOHQ528CZh8XkSuoDbA0ps5JUIOVRORq4HOq+mH/9t0AqvonM/3Mzp07dd++fXO6/0ovkAvREnMYy6u/yp6/qp5CKuFyenR690MpNJSoKkOZPAOjuXk1yf7KV5+cFBZK2uMOX/mNnf4iUt46EJV2LXQELlnfxq6LOtnek2Lz6qa6/c/8W7uPct+eN3HEW71Q/d/x7e89Z8bQUC7qOvSsagr84mpVP2v9Rr5cjzU1LJSUh4b5mDRLw1+dtZ5bIzqaYnQ0x2b6dqjqZ7m5vpbOpy7N5/V5qUK0GTfnuhlkl8RG4FjZ7V7gPQGVZUbD2eL49ELw3ojzxWLFsABManEAr8WgNEhyNJtnYCw34+yKcpXCAsBApsjGjiQbO5LcvM3rwvjUt5/nnaE0+YIymiv4SwTDobcHOfT2IACpZJRtPe3+bpwpzllVPwHiged6cQRc/3eMAMUiDzzXO6fAYOpDpbAw2/Fqpi7rDhOzNEohIluwWRrGLJcgA0Old6tpf/Uicgf+ttqbNm1a6jJVNHUc3kLH5TXFIjTFIqRzhfFxDoslIpwZy7KmJYYg4+sujObyDI7laYpHODOSpX8sxxOHT/HEYa8Lo6MpOmkMxKYAA8RYrsDUGZki3vF6Vw/1cyUpzdJomvKPfPl295l8gUzOujTA6qeprSADQy/QU3a7G3h76kmqeg9wD3hNastTtMmKOjkkLLZVtLRQTiZfYGA0x/Aig8P6tiSnRzIkoy4iQiwiFNTlonVN/Ldbt3HszBj7e/vH14I4O5rj7GiOnx7u46eH+wAvQJQ20trRnaJnVXLZAkTS/12UR0jVue2/ELR6qJ9mYsv75rLWiFI3RqklYiWGCKufppaCDAx7ga0ici7wFnAb8NEAy1NRaQxDvlicNIZhdVNkxjEMcxWPuHS2uaTyRQbTOYbTEzMrUgm3YrdEKjH9TfS2d/fw5//wKmO5AomoQzpXJF9Ubnt3DyLCptVNbFrdxC9t34CqcuzMmL8K5eQA8fgrfTz+ihcgVjXH2O5P49zek6KnY+kCxK1XdnPfnjehWJw0huHWK7uX5PHM0miJOTOOYQjCeJdGmUze2+I+nfNaIWyqpzFzF9jSfKqaBz4FPAS8DDygqi/W6v5nGigz2/Hu9vikY93tcQ59/ibu3LWFZNQlX/T+671z1xae++MPTwsHUwc8zlUs4rCmJc6mVU2saY0TdR2+98lrp4WDVMLle5+8dtrPX3XeKu7ctZXVzXGG0nlWN8e5c9dWrjpv1bRzSwHilh0b+KObL+FvP3E13/z4Tu68bisfvGAtKX8K3JmRLI+/0seXH32Vj39zL7f+1R7+84Mv86ODb3PszGhN+4w/ds1mbn/vOcQjLoWiF6TmOuAxrOZbP8PwWIc+f9O0cLDQAY9LJR5xaUtE6WxN0LOqiXNWN7O+Pcnq5jgt8QhRW63UmBkFNktiIRY6yjeMhtI5+uc5s6IWVJWjp0fHZ2AcPDZA/1hu2nmrW2Ls6E6Nb+e9MbV8XRhThXGWhKlfhaKOj4PIzGN2hs2SsFkSIRWKWRJmFq2JKC3xyIKmZC6GiHDummbOXdPML1+xcTxAlJaxPtg7wMBYjtPDWR772Uke+9lJYCJAlHbj3JBK1M0sDGPmw3XEH6A8caw0HqK07LUtfW1WIgsMdax8SmZQLQ7lAeJfXLGRoipHT42w/9iAHyD6GUznpwWItS1xtvdMjIHY0G4BwoRXaTxEa9mx8nUiMvlCKFZaNWYxLDCERGm3zOFMnv7R7Kz7NSwlR4Tz1rZw3toWfuVdXoB449QIB6YEiL7hDI++fJJHX54IEDs2pdjh78i53gKECblK60QY08gsMIRMSzxCSzzCaDbP2dEcmYDXKnBEOH9tC+eXB4i+EW8lyl6vC2PIDxCPvHSCR146AUBna3y89eGKnhTr2hOBXocxxpjZWWAIqfJFoPpHc3PaJXM5OCKc39nC+Z0tfOTKboqqvN43woHefvb/vJ+Db3kB4uRQhodfOsHDfoDoavMDhD8OwgKEMcbUFwsMIZeIuqxrn1gEaiRbqKtlch0RtnS2sKWzhV9910SAKO2FcbB3gOFMnhODGR568QQPvTg5QJQ+utosQBhjTJAsMDSI0iJQ+YK3vfZQeu7bay+n8gDxL6/splBUXusbZv+xfg4cG+DgW/2MZArTAsT69oTf+uCNgbAAYYwxy8sCQ4OJuA6rW+J0NMUYSnubXeWL9buanesIF3S1ckFXK7fu7JkUIPYf6+eF3gFGsgWOD6Q5PvAOf//iO4AXIEpjIHae00HPqqaAr8QYYxqbBYYG5ThCe1OUtmSEkay32VXQAyTnolKAOHJyeLwL44W3BhgtCxA/PuQFCFvcxRhjlpYFhgYnIuMzK+ptgORcuI5w4bpWLlzXym3v9gLEqyeH2H9sYFKAMMYYs7QsMKwgpQGS2bw3zmE4k6+rAZJz4TrCRevauGhd23iAeP3USNDFMsaYhmeBYQWKRRzWtsZZ1RxjcCzHYDo3p7Xy65HrCJesbwu6GMYY0/AsMKxgriN0NMdINUWXfc8KY4wx4WKBwUzas6JeVpA0xhhTXywwmElKK0hacDDGGFPOAoOpqF6XnjbGGBMMCwxmVlOXnh7OWHAwxpiVyAKDmZPS0tOpEE/JNMYYs3BO0AUw4VKaktndkaQ1EUVEgi6SMcaYZWCBwSxI1PWCQ09HkvakBQdjjGl01iVhFqW02VWqKcbAWI7BsVxd7pJpjDFmcSwwmJpwHWFVc4xUMuoFhxCvHmmMMWY6Cwymphx/9cj2ZJShdJ7+sawFB2NMaG2+68E5nbcSdsy1wGCWRPn22oNpb9npfNGWnTbGmLCywGCWlIjQnozSlojYfhXGGBNiFhjMsijfr2I4k+fsSNaCgzHGhIgFBrPsWuIRWuIRRjJ5zo5myeYtOBhjTL2zwGAC0xyP0Bz3NrrqH82Rto2ujDGmbgWycJOI/FcR+ZmIHBSR74tIKohymPrQFIuwIZVkfXuSZMwNujjGGGMqCGqlx0eAy1R1G3AYuDugcpg6koy5rG9PsiGVpDlujV/GGFNPAgkMqvqwqpa2PdwDdAdRDlOfElGXrrYEGzuStFhwMMaYulAPe0n8G+DHM31TRO4QkX0isq+vr28Zi2WC5u2QmaC7o4mWRKQu96uw+mnqmdVPU0tLFhhE5FEROVTh45ayc/4QyAPfnul+VPUeVd2pqjvXrl27VMU1dSwWcehsTdDTkaStzja6svpp6pnVT1NLS9beq6rXz/Z9EbkduBm4TtV2KzLVRVyHNS1xOmyjK2PMFHNdwhlWxjLOSyGQDmIRuRH4j8AHVHU0iDKY8Crf6GownWM0a9MxjTFmqQU1ouwrQBx4xG9e3qOqnwioLCakHEdINcVINQVdEmOMaXyBBAZV3RLE4xpjjDFhUW/dLDZnzRhjjFlG8wkC9aQeplUaY4wxps5ZYDDGGGNMVRYYjDHGGFOVBQZjjDHGVCVhWjNJRPqANxfwo2uAUzUuTr1aqdd6SlVvDLIwVj8nsWuazOrn0gtLOaG+yjrnuhmqwLBQIrJPVXcGXY7lYNcaPo1yHeXsmhpHWK47LOWEcJW1nHVJGGOMMaYqCwzGGGOMqWqlBIZ7gi7AMrJrDZ9GuY5ydk2NIyzXHZZyQrjKOm5FjGEwxhhjzOKslBYGY4wxxixCwwcGEblRRF4RkSMiclfQ5aklEfmGiJwUkUNlx1aJyCMi8qr/uSPIMtaKiPSIyOMi8rKIvCgid/rHQ329jVY/Z3qeGoGIuCLyvIj8KOiyLIew1M2w1bkw16OGDgwi4gJfBW4CLgF+XUQuCbZUNXUvMHX+7F3AY6q6FXjMv90I8sDvqerFwHuBT/rPZWivt0Hr50zPUyO4E3g56EIsh5DVzbDVudDWo4YODMBVwBFVfV1Vs8DfALcEXKaaUdUngDNTDt8C3Od/fR/wy8taqCWiqsdV9Z/8r4fw/uA2Eu7rbbj6OcvzFGoi0g38IvD1oMuyTEJTN8NU58Jejxo9MGwEjpXd7qVOK1INdanqcfD+kIDOgMtTcyKyGbgCeIZwX29D188pz1PY/RnwH4Bi0AVZJqGsmyGoc6GuR40eGKTCMZsWEmIi0gL8X+B3VXUw6PIsUsPWz0Z6nkTkZuCkqj4XdFmWUejqZr3XuUaoR40eGHqBnrLb3cDbAZVluZwQkfUA/ueTAZenZkQkiveC8G1V/Z5/OMzX25D1c4bnKczeB/ySiBzFa5rfJSJ/HWyRllyo6mZI6lzo61GjB4a9wFYROVdEYsBtwA8DLtNS+yFwu//17cD/C7AsNSMiAvwv4GVV/VLZt8J8vQ1XP2d5nkJLVe9W1W5V3Yz3HP2Dqv5mwMVaaqGpm2Gpc41Qjxo6MKhqHvgU8BDeQJgHVPXFYEtVOyJyP/A0cKGI9IrIbwFfBG4QkVeBG/zbjeB9wMfwUvl+/+OfEeLrbdD6OdPzZEIkZHXT6twysZUejTHGGFNVQ7cwGGOMMaY2LDAYY4wxpioLDMYYY4ypygKDMcYYY6qywGCMMcaYqiwwLIKIDAfwmLeIyA/Kbt8tIkfKbv9zEZl1vrSIfL3a5iwicq+IfKTC8c0i8tGFlN0sPRH5Q3/HvoP+9LL3VDn/EyLyr+b5GD8RkZ3+10dFZM0cf27OdXexf1si8nER+cpi7sOEx3zr/Tzv+3Mi8vu1ur8wiwRdADNvu4F7ym5fDQyKSKeqngSuAZ6a7Q5U9bcX8fibgY8C/2cR92GWgIhcDdwMvEtVM/4beWy2n1HV/7kshfMsuu7OhYjY69oKspB6bxbGWhhqTETOEZHH/KT7mIhsqnL8XhH5S38/99dF5AMi8g1/b/d7p96/qvYBAyKyxT+0EW9J1Gv829fgvTAjIh8SkadF5J9E5Lv+WutT/0P8LRE57B/72pT/yn5BRHb75Sq1NnwReL+f4j9Ty9+dWbT1wClVzQCo6ilVfRvGWwL+VESe9T+2+MfH/3vy60DpnMMi8n7/eFJE/savu98BkpUeXER+0//Z/SLyV+JtkTxuPnXXv78viMgBEdkjIl3+sdn+jr4kIo8Df7ro36QJk4r1fpY6P6/XaDPBAkPtfQX436q6Dfg28BdVjgN0ALuAzwB/B3wZuBS4XER2VHiM3cA1InIh8Cqwx78dAbYBe/2U/VngelV9F7AP+PfldyIiG4A/wttD/gbgoimPsx64Fi+9l1ZQvAv4R1XdoapfnvNvxSyHh4Ee/83+f4jIB6Z8f1BVr8Kri382w31E/HN+F/hP/rF/B4z6dfcLwJVTf0hELgZ+DXifqu4ACsBvVLj/qnXXP68Z2KOq24EngH/rH5/t7+gCvPr+ezNcm2lMs9X7SnV+Ia/RBgsMS+FqJprrv4X3hjvbcYC/U2/JzReAE6r6gqoWgRfxugCmegrvv7Fr8JaGfhZ4D962rq+oahovBFwCPCUi+/H2WThnyv1cBfxUVc+oag747pTv/0BVi6r6EtA1x+s3AVHVYbw38zuAPuA7IvLxslPuL/t89Qx3U9q45zkm6t4vAH/tP8ZB4GCFn7vOf+y9fn27DjivwnlzqbsAWeBHFcoy29/Rd1W1MMN1mQZVpd5XqvMLeY022BiG5TDT2tvlxzP+52LZ16XblZ6j3cCnARf4mqoOiUgC+CATfcACPKKqvz5L2SptYVuuvCzVzjV1wH/D/AnwExF5AS8o3lv6dvmpM9xF6TkvMLnuVVtDXoD7VPXuKufNpe4C5HRi3fqpZSlXXq6RKo9tGtQM9R7mVufne3zFshaG2tuNtxMZeE2yT1Y5vhAvARuA9wPP+8f2A59gog94D/C+sn67JhG5YMr9PAt8QEQ6/CbhX53DYw8BrYsou1kiInKhiGwtO7QDeLPs9q+VfX56Hnf9BH73gohchtd1MNVjwEdEpNM/b5WITG3RgrnV3dnU8u/INIAq9b5SnV+O1+iGZC0Mi9MkIr1lt78E/A7wDRH5A7zmsX/tf2+m4/OmqioizwDtflcCeH8Md+C/6Kpqn98sd7+IxP1zPgscLruft0TkvwDP4O11/xIwUOXhDwJ5ETkA3GvjGOpKC/DfRSQF5IEjeHWiJO7XGweYreVpqr8EvikiB/He3J+deoKqviQinwUeFhEHyAGfZHJgmVPdraJmf0emYcxU72+mcp1f8tfoRmW7Va5wItKiqsN+C8P3gW+o6veDLpepLRE5CuxU1VNBl8WY5WB1vvasS8J8zh+kdgh4A/hBlfONMcasQNbCYIwxxpiqrIXB//ObmgAAADJJREFUGGOMMVVZYDDGGGNMVRYYjDHGGFOVBQZjjDHGVGWBwRhjjDFVWWAwxhhjTFX/Hw/CaI98OUSeAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Are some clusters more correlated than others?\n", "sns.pairplot(gabiitextools_class0.drop(['OBJECTID','DESCRIPTIO','Shape_Length','Shape_Area','SU','geometry','cl','cl2','cl3','cl4'], axis=1), kind=\"reg\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/srv/conda/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Do 7 clusters as oppossed to 5 result in more correlation?\n", "sns.pairplot(gabiitextools_k7_class0.drop(['OBJECTID','DESCRIPTIO','Shape_Length','Shape_Area','SU','geometry','cl','cl2','cl3','cl4'], axis=1), kind=\"reg\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### That concludes this tutorial.\n", "\n", "Hopefully you have:\n", "* started thinking (and perhaps are a bit confused) about how spatial patterns of different types of finds are created, and how we can interpret them when studying data from an excavation.\n", "* learned to combine spatial data and descriptive tables. \n", "* learned to use some basic clustering tools, and reinforced your knowledge about how to make charts and maps. \n", "\n", "We'll be talking more about spatial analysis methods in archaeology throughout the course." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }