{ "cells": [ { "cell_type": "markdown", "id": "8391a830", "metadata": {}, "source": [ "# Density vs. Difference" ] }, { "cell_type": "markdown", "id": "7d6715c9", "metadata": {}, "source": [ "We want determine if the number of observations per pixel in the iNaturalis map relates to the difference between the sPlotOpen and iNaturalist map.\n", "\n", "This section covers:\n", "\n", "- Load Data\n", "- Count observations per grid cell\n", "- Observation density vs. Discrepancy between iNat and sPlotOpen" ] }, { "cell_type": "code", "execution_count": null, "id": "6de8e51e", "metadata": {}, "outputs": [], "source": [ "# packages\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import matplotlib.ticker as ticker\n" ] }, { "cell_type": "markdown", "id": "e5f9ce55", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "markdown", "id": "43a0df31", "metadata": {}, "source": [ "Load iNaturalist-TRY data and sPlotOpen community weighted means" ] }, { "cell_type": "code", "execution_count": 22, "id": "022da3d4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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gbifIDscientificNamedecimalLatitudedecimalLongitudeeventDatedateIdentifiedDispersal unit lengthLeaf AreaSLALeaf C...Leaf delta15NLeaf N P ratioLeaf PPlant HeightSeed massSeed lengthSeeds per rep. unitStem conduit densitySSDConduit element length
01229615436Commelina communis35.987483-79.0575462013-07-07T00:00:002013-07-07T20:33:11NaNNaNNaNNaN...NaN2.53620.536493NaN2.13771NaNNaNNaNNaNNaN
13384000233Commelina communis42.093762-75.9236602021-08-23T13:06:062021-09-17T21:15:37NaNNaNNaNNaN...NaN2.53620.536493NaN2.13771NaNNaNNaNNaNNaN
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" ], "text/plain": [ " gbifID scientificName decimalLatitude decimalLongitude \\\n", "0 1229615436 Commelina communis 35.987483 -79.057546 \n", "1 3384000233 Commelina communis 42.093762 -75.923660 \n", "\n", " eventDate dateIdentified Dispersal unit length Leaf Area \\\n", "0 2013-07-07T00:00:00 2013-07-07T20:33:11 NaN NaN \n", "1 2021-08-23T13:06:06 2021-09-17T21:15:37 NaN NaN \n", "\n", " SLA Leaf C ... Leaf delta15N Leaf N P ratio Leaf P Plant Height \\\n", "0 NaN NaN ... NaN 2.5362 0.536493 NaN \n", "1 NaN NaN ... NaN 2.5362 0.536493 NaN \n", "\n", " Seed mass Seed length Seeds per rep. unit Stem conduit density SSD \\\n", "0 2.13771 NaN NaN NaN NaN \n", "1 2.13771 NaN NaN NaN NaN \n", "\n", " Conduit element length \n", "0 NaN \n", "1 NaN \n", "\n", "[2 rows x 24 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iNat_TRY = pd.read_csv(\"iNat_TRY_log.csv\")\n", "iNat_TRY.head(2)" ] }, { "cell_type": "code", "execution_count": null, "id": "2d11d7a3", "metadata": {}, "outputs": [], "source": [ "sPlot = pd.read_csv(\"sPlotOpen/cwm_loc.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "5e01f430", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PlotObservationIDTraitCoverage_coverSpecies_richnessTraitCoverage_paLeaf AreaSSDSLALeaf CLeaf N per massLeaf P...Height_shrubs_lowestHeight_herbs_averageHeight_herbs_lowestHeight_herbs_highestSoilClim_PC1SoilClim_PC2Resample_1Resample_2Resample_3Resample_1_consensus
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" ], "text/plain": [ " PlotObservationID TraitCoverage_cover Species_richness TraitCoverage_pa \\\n", "0 16 0.277778 3 0.333333 \n", "1 17 0.038462 2 0.500000 \n", "\n", " Leaf Area SSD SLA Leaf C Leaf N per mass Leaf P ... \\\n", "0 3.678311 -1.047293 2.890748 6.128157 2.873263 1.114036 ... \n", "1 3.678311 -1.047293 2.890748 6.128157 2.873263 1.114036 ... \n", "\n", " Height_shrubs_lowest Height_herbs_average Height_herbs_lowest \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "\n", " Height_herbs_highest SoilClim_PC1 SoilClim_PC2 Resample_1 Resample_2 \\\n", "0 NaN -3.66 0.546 True False \n", "1 NaN -3.66 0.546 True False \n", "\n", " Resample_3 Resample_1_consensus \n", "0 False True \n", "1 False True \n", "\n", "[2 rows x 86 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sPlot.head(2)" ] }, { "cell_type": "markdown", "id": "e3e248da", "metadata": {}, "source": [ "## Count observations per grid cell" ] }, { "cell_type": "code", "execution_count": 24, "id": "0562d142", "metadata": {}, "outputs": [], "source": [ "def global_grid_count(df, long, lat, deg, variables):\n", " \n", " # create new dataframe to save the average value of each grid cell and variable\n", " grouped_df = pd.DataFrame()\n", " \n", " # convert degree into step size\n", " step = int((360/deg) + 1)\n", " \n", " bins_x = np.linspace(-180,180,step) \n", " bins_y= np.linspace(-90,90,int(((step - 1)/2)+1))\n", " \n", " # group latitude and longitude coordinates into bins\n", " # create new columns 'x_bin' and 'y_bin'\n", " df['x_bin'] = pd.cut(df[long], bins=bins_x)\n", " df['y_bin'] = pd.cut(df[lat], bins=bins_y)\n", " \n", " # raster coordinates are in center of raster cell\n", " df['x_bin'] = df['x_bin'].apply(lambda x: ((x.left + x.right) /2) )\n", " df['y_bin'] = df['y_bin'].apply(lambda x: ((x.left + x.right) /2) )\n", " \n", " grouped_df = df.drop_duplicates(subset=['x_bin', 'y_bin'], keep='last')\n", " grouped_df = grouped_df[['x_bin', 'y_bin']]\n", " \n", " for v in variables:\n", " \n", " sub_df = df[['y_bin', 'x_bin', v]]\n", " \n", " # for each lat/lon group get count\n", " grouped_v = sub_df.groupby(['x_bin', 'y_bin'], as_index=False)[v].count()\n", " \n", " \n", " grouped_df = pd.merge(grouped_df, grouped_v, \n", " on= ['x_bin', 'y_bin'], \n", " how='left')\n", " \n", " return grouped_df" ] }, { "cell_type": "code", "execution_count": 25, "id": "f88bf634", "metadata": {}, "outputs": [], "source": [ "# get counts\n", "\n", "deg = [2]\n", "\n", "\n", "trait = iNat_TRY.columns[6:24]\n", "\n", "for d in deg:\n", " df_iNat = global_grid_count(iNat_TRY, 'decimalLongitude', 'decimalLatitude', d, trait)\n", " \n", " df_sPlot = global_grid_count(sPlot, 'Longitude', 'Latitude', d, trait)\n", " \n", " \n", " # reshape data, so that we have only one Trait column\n", " df_iNat_t = df_iNat.melt(id_vars=[\"x_bin\", \"y_bin\"], \n", " value_name=\"Count_iNat\", \n", " var_name=\"Trait\")\n", " \n", " df_sPlot_t = df_sPlot.melt(id_vars=[\"x_bin\", \"y_bin\"], \n", " value_name=\"Count_sPlot\", \n", " var_name=\"Trait\")\n", " \n", " # merge sPlot and iNat data into one dataframe\n", " df_merged = pd.merge(df_sPlot_t, df_iNat_t, on=[\"x_bin\", \"y_bin\", \"Trait\"] )\n", " \n", " # keep only lines where we have a pixel in both datasets\n", " df_merged = df_merged.dropna()\n", " \n", " \n", " # save result to csv\n", " filename=\"grid_count_\" + str(d) + \"_deg.csv\"\n", " df_merged.to_csv(filename, index=False)\n", " " ] }, { "cell_type": "markdown", "id": "612a5bf9", "metadata": {}, "source": [ "## Compare observation density per grid cell to scaled difference between sPlot and iNaturalist" ] }, { "cell_type": "markdown", "id": "fc7570ce", "metadata": {}, "source": [ "Open file that saved the counts per grid cell:" ] }, { "cell_type": "code", "execution_count": 26, "id": "89087c03", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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x_biny_binTraitCount_sPlotCount_iNat
0-155.063.0Dispersal unit length1090
1-155.069.0Dispersal unit length660
2-157.069.0Dispersal unit length72
3-163.067.0Dispersal unit length140
4-157.065.0Dispersal unit length113
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" ], "text/plain": [ " x_bin y_bin Trait Count_sPlot Count_iNat\n", "0 -155.0 63.0 Dispersal unit length 109 0\n", "1 -155.0 69.0 Dispersal unit length 66 0\n", "2 -157.0 69.0 Dispersal unit length 7 2\n", "3 -163.0 67.0 Dispersal unit length 1 40\n", "4 -157.0 65.0 Dispersal unit length 1 13" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename=\"grid_count_2_deg.csv\"\n", "counts = pd.read_csv(filename)\n", "counts.head()" ] }, { "cell_type": "markdown", "id": "0456642f", "metadata": {}, "source": [ "Load grid cell means at 2 degree resolution:" ] }, { "cell_type": "code", "execution_count": 27, "id": "8842041a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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x_biny_binTraitTraitValue_sPlotTraitValue_iNat
0-157.069.0Dispersal unit length0.8729191.898598
1-163.067.0Dispersal unit length1.2820931.265103
2-157.065.0Dispersal unit length1.2672661.079049
3-153.065.0Dispersal unit length1.3262291.485913
4-147.069.0Dispersal unit length0.7471510.876784
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" ], "text/plain": [ " x_bin y_bin Trait TraitValue_sPlot TraitValue_iNat\n", "0 -157.0 69.0 Dispersal unit length 0.872919 1.898598\n", "1 -163.0 67.0 Dispersal unit length 1.282093 1.265103\n", "2 -157.0 65.0 Dispersal unit length 1.267266 1.079049\n", "3 -153.0 65.0 Dispersal unit length 1.326229 1.485913\n", "4 -147.0 69.0 Dispersal unit length 0.747151 0.876784" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename=\"grid_means_2_deg.csv\"\n", "means = pd.read_csv(filename)\n", "means.head()" ] }, { "cell_type": "markdown", "id": "1e0f1dca", "metadata": {}, "source": [ "Normalize grid cell averages:" ] }, { "cell_type": "code", "execution_count": 28, "id": "7ac6066c", "metadata": {}, "outputs": [], "source": [ "def quantile_norm(df, s1, s2, variables):\n", " \n", " # empty data frame to save output:\n", " df_norm = pd.DataFrame()\n", " \n", " for v in variables:\n", " \n", " # make subset df\n", " sub_exp = df[df['Trait']==v]\n", " sub_exp[s1] = np.exp(sub_exp[s1].copy())\n", " sub_exp[s2] = np.exp(sub_exp[s2].copy())\n", " \n", " # determine min and max values\n", " min_quantile = sub_exp[s1].quantile(0.05)\n", " max_quantile = sub_exp[s1].quantile(0.95)\n", " if min_quantile > sub_exp[s2].quantile(0.05):\n", " min_quantile = sub_exp[s2].quantile(0.05)\n", " if max_quantile < sub_exp[s2].quantile(0.95):\n", " max_quantile = sub_exp[s2].quantile(0.95)\n", " \n", " sub_exp[s1] = sub_exp[s1].apply(lambda x: (x - min_quantile)/(max_quantile - min_quantile))\n", " sub_exp[s2] = sub_exp[s2].apply(lambda x: (x - min_quantile)/(max_quantile - min_quantile))\n", " \n", " df_norm = pd.concat([df_norm, sub_exp])\n", "\n", "\n", " return df_norm\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 29, "id": "d1b6cc74", "metadata": {}, "outputs": [], "source": [ "# normalize original values (exp of ln-values):\n", "pd.options.mode.chained_assignment = None\n", "means = quantile_norm(means, \"TraitValue_sPlot\", \"TraitValue_iNat\", trait)" ] }, { "cell_type": "code", "execution_count": 32, "id": "9ac5dc73", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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x_biny_binTraitTraitValue_sPlotTraitValue_iNatDifference
0-157.069.0Dispersal unit length0.1337890.7772200.643432
1-163.067.0Dispersal unit length0.3156240.3065020.009122
2-157.065.0Dispersal unit length0.3076550.2161200.091535
3-153.065.0Dispersal unit length0.3400590.4380450.097986
4-147.069.0Dispersal unit length0.0912840.1351820.043898
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" ], "text/plain": [ " x_bin y_bin Trait TraitValue_sPlot TraitValue_iNat \\\n", "0 -157.0 69.0 Dispersal unit length 0.133789 0.777220 \n", "1 -163.0 67.0 Dispersal unit length 0.315624 0.306502 \n", "2 -157.0 65.0 Dispersal unit length 0.307655 0.216120 \n", "3 -153.0 65.0 Dispersal unit length 0.340059 0.438045 \n", "4 -147.0 69.0 Dispersal unit length 0.091284 0.135182 \n", "\n", " Difference \n", "0 0.643432 \n", "1 0.009122 \n", "2 0.091535 \n", "3 0.097986 \n", "4 0.043898 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "means.head()" ] }, { "cell_type": "code", "execution_count": 33, "id": "b6dd0958", "metadata": {}, "outputs": [], "source": [ "# calculate absolute difference\n", "\n", "means['Difference'] = abs(means['TraitValue_iNat'] - means['TraitValue_sPlot'])\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "47d5b2a3", "metadata": {}, "outputs": [], "source": [ "means = pd.merge(means, counts, on = ['x_bin', 'y_bin', 'Trait' ])" ] }, { "cell_type": "markdown", "id": "1af1cd1a", "metadata": {}, "source": [ "Remove outliers:" ] }, { "cell_type": "code", "execution_count": 35, "id": "d1668938", "metadata": {}, "outputs": [], "source": [ "import scipy.stats as stats \n", "z_scores = stats.zscore(means['Difference'])\n", "abs_z_scores = np.abs(z_scores)\n", "filtered_entries = (abs_z_scores < 3)\n", "means = means[filtered_entries]" ] }, { "cell_type": "markdown", "id": "f2132718", "metadata": {}, "source": [ "Plot distribution of the difference between iNautralist and sPlotOpen in each respective cell:" ] }, { "cell_type": "code", "execution_count": 36, "id": "8faca406", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(5,5))\n", "\n", "plt.hist(means[\"Difference\"], range=[0, 2], color=\"midnightblue\")\n", "plt.title(\"Absolute difference distribtution\")\n", "ax.set(xlabel = \"Absolute scaled difference (iNat - sPlotOpen)\", ylabel=\"frequency\")\n", "\n", "\n", "plt.savefig('../Figures/Absolute_difference_distribtution.pdf', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 37, "id": "62ac969a", "metadata": {}, "outputs": [ { "data": { "image/png": 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6nFVpXTiMlobDaGk4jJaGw2hpOIxD1OmsylH3KTP/B8bS8JrR0nAYLQ2H0dJwGC0Nh9HScBgtDYfR0nAYLY3/BysLJ02gLsgvAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(figsize=(2,5))\n", "\n", "plt.boxplot(means[\"Count_iNat\"])\n", "plt.title(\"Cell Counts iNaturalist\")\n", "ax.set_yscale('log')\n", "\n", "plt.savefig('../Figures/Dist_cell_counts.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "61269c93", "metadata": {}, "source": [ "We bin all grid cells by the number of observations they hold. Each bin is defined by the 25% quantiles in the dataset. We can see that the cells in the first bin have only a maximum of 20 observations and exhibit a greater discrepancy from sPlotOpen." ] }, { "cell_type": "code", "execution_count": 38, "id": "c69fc45c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define 25% quantile bins\n", "\n", "means['Counts per grid cell'] = pd.cut(means['Count_iNat'], bins=[0\n", " ,means['Count_iNat'].quantile(0.25)\n", " ,means['Count_iNat'].quantile(0.50)\n", " ,means['Count_iNat'].quantile(0.75)\n", " ,means['Count_iNat'].quantile(1)])\n", "\n", "fig,ax = plt.subplots(figsize=(7,5))\n", "\n", "sns.barplot(x='Counts per grid cell', y='Difference', data=means, ax=ax, color=\"midnightblue\", errcolor = \"red\")\n", "ax.set(xlabel = \"Counts per grid cell in 25% quantiles\", ylabel=\"Absolute difference (iNat - sPlotOpen)\")\n", "ax.set(title= \"iNat Counts vs. absolute Difference\")\n", "\n", "plt.savefig('../Figures/diff_vs_counts_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "id": "156c1611", "metadata": {}, "source": [ "For each trait individually:" ] }, { "cell_type": "code", "execution_count": 39, "id": "13abcda2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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AI4AvAHOAr5ZY9zJg28LrUcDysoFFxPL891FJl5KqVFdLgGZmZn3RthWopOGSjiddt/sr4NCIOCwiFpZY91xgnKSxktYFppIa0fRI0oaSNu5+DkwCFpcpa2ZmVka7a4CfBv4e+BUwOSIe6s2KI2KFpBOAq4BhwDkRcaek6Xn+DElbA/NIHWy/JulEYDywJXBpOvFkOHBBRFzZ250zMzNrpd01wNOAR4GJwC9yMoJ0bS8iYueeVh4Rs4HZDdNmFJ4/QqoabfQ0sEtP6zczM+urdgnQg96amdlaq10jmF5VeZqZmQ0l7a4B3hQREyU9w6q3L3RXgW5SeXRmZmYVaXcGODH/3bhz4ZiZmXVGy9sgJG3UU+Eyy5iZmQ1G7e4DvEzStyS9O9+LB4Ckt0j6hKSrgMnVh2hmZtb/2lWBvl/SQcDfAPvmESFWAPcAlwNH59sYzMzMhpy2o0E0u4/PzMxsbVBmQFwzM7O1jhOgmZnVkhOgmZnVUqkEKGmipGPz8xGS3E2amZkNaT0mQElfJI0D+E950jrA/6syKDMzs6qVOQM8BDgYeA5eH6jWvcOYmdmQViYBvhwRQe4PtHhTvJmZ2VBVJgH+VNL3gc0kfRL4H+CsasMyMzOrVtsb4QEi4puS9icNUvtW4JSIuKbyyMzMzCrUYwLMLT5v7E56kjaQNCYillYdnJmZWVXKVIH+DHit8PrVPM3MzGzIKpMAh0fEy90v8vN1qwvJzMysemUS4GOSDu5+IWkK8Hh1IZmZmVWvx2uAwHTgx5JOBwQ8DBxVaVRmZmYVK9MK9H5grzz6uyLimerDMjMzq1aZVqDrAR8BxgDDJQEQEV+uNDIzM7MKlakCvQx4CpgPvFRtOGZmZp1RJgGOiojJlUdiZmbWQWVagd4s6R2VR2JmZtZBZc4AJwLHSHqQVAUqICJi50ojMzMzq1CZBHhg5VGYmZl1WI9VoBHxELAt8L78/Pky5czMzAYzjwhvZma15BHhzcysljwivJmZ1ZJHhDczs1pqmwCV+j37CXAx8HNWjgh/WpmVS5os6R5JSySd3GT+TpJukfSSpJN6U9bMzGxNtL0NIiJC0n9HxO7ANb1ZsaRhwBnA/sAyYK6kWRFxV2GxJ4HPAB/qQ1kzM7M+K1MFOkfSHn1Y9wRgSUQ8kAfRvQiYUlwgIh6NiLnAK70ta2ZmtibKJMD9SEnwfkkLJS2StLBEuZGksQO7LcvTyliTsmZmZj2qsicYNZkW/V1W0jRgGsDo0aNLrt7MzOquyp5gluVy3UYBy0vGVbpsRMyMiK6I6BoxYkTJ1ZuZWd1V2RPMXGCcpLGS1gWmArNKxrUmZc3MzHpUpgr0EOCdwO2QeoKR1GNPMBGxQtIJwFXAMOCciLhT0vQ8f4akrYF5wCbAa5JOBMZHxNPNyvZ+98zMzJorkwBfzrdD9LonmIiYDcxumDaj8PwRUvVmqbJmZmb9xT3BmJlZLbU8A5S0XkS8FBHflLQ/8DQre4Lp1U3xZmZmg027KtBbgN0knR8RR9LLnmDMzMwGs3YJcF1JRwP7SPpw48yIuKS6sMzMzKrVLgFOB44ANgP+umFeAE6AZmY2ZLVLgG+OiL+VdEdEzOxYRGZmZh3QrhVo943v0zsRiJmZWSe1OwN8QtK1wFhJq/XCEhEHVxeWmZlZtdolwA8AuwHnA9/qTDhmZmad0TIB5nH45kjaJyIe62BMZmZmlWt3I/x/RcSJwDnd3aAVuQrUzMyGsnZVoOfnv9/sRCBmZmad1K4KdH7+e72kEfm5q0LNzGyt0PI2CCWnSnocuBu4V9Jjkk7pXHhmZmbVaHcf4InAvsAeEbFFRGwO7AnsK+mznQjOzMysKu0S4FHA4RHxYPeEiHgA+HieZ2ZmNmS1S4DrRMTjjRPzdcB1qgvJzMyseu0S4Mt9nGdmZjbotbsNYhdJTzeZLmD9iuIxMzPriHa3QQzrZCBmZmad1K4K1MzMbK3lBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrXkBGhmZrVUaQKUNFnSPZKWSDq5yXxJ+m6ev1DSboV5SyUtkrRA0rwq4zQzs/ppNyL8GpE0DDgD2B9YBsyVNCsi7iosdiAwLj/2BL6X/3bbLyIerypGMzOrryrPACcASyLigYh4GbgImNKwzBTgvEjmAJtJenOFMZmZmQHVJsCRwMOF18vytLLLBHC1pPmSplUWpZmZ1VJlVaCAmkyLXiyzb0Qsl/Qm4BpJd0fEDattJCXHaQCjR49ek3jNzKxGqjwDXAZsW3g9ClhedpmI6P77KHApqUp1NRExMyK6IqJrxIgR/RS6mZmt7apMgHOBcZLGSloXmArMalhmFnBUbg26F/BURPxB0oaSNgaQtCEwCVhcYaxmZlYzlVWBRsQKSScAVwHDgHMi4k5J0/P8GcBs4CBgCfA8cGwuvhVwqaTuGC+IiCuritXMzOqnymuARMRsUpIrTptReB7Ap5uUewDYpcrYzMys3twTjJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1ZIToJmZ1VKlCVDSZEn3SFoi6eQm8yXpu3n+Qkm7lS1rZma2JipLgJKGAWcABwLjgcMljW9Y7EBgXH5MA77Xi7JmZmZ9VuUZ4ARgSUQ8EBEvAxcBUxqWmQKcF8kcYDNJby5Z1szMrM+qTIAjgYcLr5flaWWWKVPWzMysz4ZXuG41mRYllylTNq1AmkaqPgV4VtI9pSMcfLYEHh/oIJqRzhroEDrJ78Pg4Pdh4K0N78F2rWZUmQCXAdsWXo8ClpdcZt0SZQGIiJnAzDUNdjCQNC8iugY6jrrz+zA4+H0YeGv7e1BlFehcYJyksZLWBaYCsxqWmQUclVuD7gU8FRF/KFnWzMyszyo7A4yIFZJOAK4ChgHnRMSdkqbn+TOA2cBBwBLgeeDYdmWritXMzOpHEU0vrdkAkDQtV+naAPL7MDj4fRh4a/t74ARoZma15K7QzMyslpwAzcyslpwAS5K0gaTrczdtSDpa0n35cXSLMutJ+knuz/RWSWNKbOdKSb+VdKekGd3bK8w/VFJIato0WdLukhblbX5XkvL0z0r6X0mn93rnO6x4rCVtJ2m+pAX5mExvsvxpkp5ts74e36uG5afnY7hA0k2N3fBJ2kTS74vHUtKPc9+1iyWdI2md3sSSyz8p6dCe4utva3q8JR2R+/JdKOlmSbu02M7Y/D24L38v1u0hrl0l3ZLjWCjpsMK890u6vfAe7ZCnT8nLLpA0T9LEQpnNJF0s6W5Jv5O0d5NtSk36J87HaIGklyVtWea4FtZZPL6DZp96iPmEvHwU91fSppJ+oZW/Ucfm6etLuq0w/UuFMqfm78uC/DgoT99C0rWSnlXD75Kkr0p6WG2+13m5f8px3iPpgML07vW2v4UjIvwo8QA+Dfx9fv4XwAP57+b5+eZNynwKmJGfTwV+UmI7m+S/An4OTC3M2xi4AZgDdLUofxuwdy5/BXBgYd4xwOkDfSx7eazXBdbLzzcClgLbFJbtAs4Hnm2xrlLvVbP3ID8/GLiyYf53gAuKx5LUmln5cSHwt72NBTgXOHSoHW9gn+79IPXfe2uL7fy0+/MMzGh2jBqW3xEYl59vA/wB2Cy/vhf4y/z8U8C5hZi72zbsDNxdWN+PgOML+7lZk20elL83AvZq3Jd8PLZcg+M76PapRczvBMY07i/wz8DX8vMRwJN5uwI2ytPXAW4F9sqvTwVOarKNDYGJwHQafpdynG+mxfc6LzMe+C2wHjAWuB8YVph/HS1+J7sfPgMs7wjgsvz8AOCaiHgyIv4EXANMblJmCukDCnAx8H5JzXq5eV1EPJ2fDid9sIqtlL4CfB14sVlZpX5UN4mIWyJ9As4DPtTDfg1Grx/riHg5Il7K09ejUGuhdHb8DeAf26yr7Hv1usJ7AOlL+vp7IGl3YCvg6oYysyMj/RMyqj9i6ZA1Ot4RcXPeH0j/nK227/lz/z7S9wDS9+JD7YKKiHsj4r78fDnwKOlHF9J7skl+vim5o4yIeDa/B1B47yRtArwb+EFhP//cZLOt+ideE8XjOyT2KSLuiIilzWYBG+f3cyNSAlyR1919trZOfrRtYRkRz0XETTT5PYuIOZHuCW9nCnBRRLwUEQ+Sbqeb0EOZVTgBlpCrat5S+ECU7av09eUiYgXwFLBFie1dRfpiPEP+wZD0TmDbiPhlm6Ijcyw9xTVoNTnWSNpW0kLSsfxa/uEAOAGY1cMXpU/9ykr6tKT7Sf9wfCZPewPwLeDzbcqtAxwJXNlfsVSpguP9CdLZRqMtgD/n7wH0ct8lTSD9Q3h/nnQ8MFvSMtLx/o/CsodIuhu4HDguT34L8BjwQ0l3SDpb0oZNNtWv71Gz4zvE9+l04C9JyXkR6cz2tRzjMEkLSL9d10TErYVyJ+Tq13Mkbd7HbTda4/1yAixnS+DPhddl+yot3afpKgtEHEA6/V8PeF/+4f1P4B96KNqn7Q0yjceaiHg4InYGdgCOlrSVpG2AjwKn9bC+vr4HZ0TE9sAXgH/Nkz8FzI6Ih1uX5Ezghoi4sb9iqVi/HW9J+5ES4BeazW4yrdS+57OV84Fju39sgc8CB0XEKOCHwLcL8V8aETuRzjC/kicPB3YDvhcR7wSeA5qNM9rf79FqxxeG9D4dACwgVd/uCpyez0SJiFcjYldSDcAESW/PZb4HbJ+X/wPpn8j+sMb75QRYzgvA+oXXZfo5XWU5ScNJ1RpPltlgRLxI6v5tCuna39uB6yQtJdWPz2pygXcZq1Y/texDdRBrPNavy2cidwLvIl2j2AFYko/JGyUtaVKs7HvVykWsrKrbm/Sf7FLgm6Ru/Ir/pX+RVJ31uRbrWtNYqtAvx1vSzsDZwJSIeKLJ6h4nVb119z5Vat/zj+vlwL/m6jskjQB2KZxh/IR0HbIx/huA7XMjjmXAskKZi0nJo1F/v0erHd8hvk/HApfkKs8lwIPATg0x/pl0/W1yfv3HnBxfA86il9WUbazxfjkBlpCvbwyT1P1BvgqYJGnzfDo/KU9rNAvobul3KPDr7rr8XJ2xCkkbddfN5x+Kg0gXvJ+KiC0jYkxEjCFdZzk4IuY1xPkH4BlJe+U6+qNYed1ySGg81pJGSdogP98c2Be4JyIuj4itC8fk+YjYockqW75Xkv5d0iGNBSSNK7z8ANB9zeaIiBidt3cS6brKybnM8aT/jg8v/EdfOpaB0h/HW9Jo4BLgyIi4t8V2AriW9D2A9L24LJefIOm8xjK5+vBS0nH+WWHWn4BNJe2YX+8P/C6X2aH7OrtSa8d1gSci4hHgYUlvzWXeD9zVJNRW/RP3SZPjO6j2SdKvJPWm2vB/83aQtBXwVuABSSMkbZanbwD8FXB3fl283ngIsLgX22tnFjBVqbX9WNLA6rf1ag3R4RZnQ/VButD8V4XXx5Euui4hVWN0T/8yKTlB+s/vZ3mZ20jXAiBVi9zTZBtbkToCX0j6z/s0YHiT5a6j0LoJWFB43kX6gN1Pqq9XYd4xDI1WoK8fa9IPwUJSa6+FwLQWZYqtEruAs0u8V78E9m6yru/k47+A9KP9tibLrHIsgRX5mC/Ij1N6E0uedy4D0wp0TY/32aQf8O59n1eYN5vcipR0zeq2vO8/Y2Vr00OB7zfZxseBVwrrXQDsmucdQroG9dv8fej+bn2h8N7dAkwsrG9XYF7er/9mZcvV6cD0/FzAGfm9XERDK0L61gq0eHwHzT6RToAeAjZoEvNnSGdYK0hnVWfn6duQGoAtIv3OfDxP3xm4I8exmPz5z/POz8svJCWtNzcczyeBZ/P2xufpX8+vX8t/T83TDwa+XCj/L3m/7qHQ4j3Pu67x/Wt8uCu0knIjlM9FxJH9sK4Pkj7c313zyHq13WNIH4gTOrnd3urPY93Ddq6KdL11UJB0LvDLiLi4p2X7ebsdOd5ttv8N4PyIWDgQ2++NXP3bFRGlx8gb6OPbSr5Gd1xEtKqyH9IkXUe6/WJeq2VcBVpSRNwBXKuGG9P7uK5fDkDy+yzwT8DTPS070PrzWPewncGU/H4MvIcWt7hUqVPHu832Pz/Yk5/yjfCk5v2tqribGujj20pELF6Lk9+1pBqHV9ou5zNAMzOrI58BmplZLTkBmplZLTkBWsdI2lrSRZLul3SXpNmFZt/9tY33Slrt/qnBSNLNLaafq37oFFu5I2FJYySt1vRc0jaSetXgRi06/c7H/Smt7PD4lDx9hFLHzoslfaiwnsuUbq4fEEqdUh9UeH2wpO5bWk6VdNJAxWad4wRoHZHvY7oUuC4ito+I8aSOdbfq5029lyY3EFelLw0bustExIAm6ohYHhG9TbQ/Jt34/A5gA1L3Xd1ujIhd8+PLedrhpH4/9yZ3ISfpr4HbY2UXawNhV9J9tgBExKyI+I/Wi9vayAnQOmU/4JWImNE9ISIWRMSN+Qbdb+SzhEXKQ8Tks4rX+z6VdHq+lQNJSyV9SWn4mEWSdlIabmo68Nl8FvIuSR/N6/2tpBsag8rbuEHSpfmsdIZS13NImqQ0dM3tkn4maaPCtk+RdBOpe7Di+raXNEfSXElfLpyFvVdpiJYLSPdEFc/QlPftLkmXA29qdgCVboj+n7wvt0vaPk//fN7eQhWGoelJ8cxQ0jGSLlEajus+SV9vVibKdfpd9AopUa4HvKbUwcOJpE61W8U1Nh/3uZK+0nAMW30eTsnLL5Y0M//DhaTrJH1Naaiee/NnYl3S/bqH5c/JYXn/VxsqLL+fVyoNEXWjpJ3y9LafKxsanACtU94OzG8x78Ok/8h3IfUg8Q2V64H/8YjYjdTX4EmROhyeAfxnPgu5ETgFOCAidiHdRNvMBFI/q+8g9Vn4YaWupv6VdAPzbqSbjYtNxl+MiIkRcVHDur4DfCci9mD1bpkmAP+Sz36LDiH1qPEO4JO0PoP9MXBG3pd9gD9ImkTqAWMC6RjuLundLcr3ZFfgsBzHYZK2bbWgmnf6vXdOCFdIeluedgGph5wrScPifIrUC8rzbeL4Dql/yz2AR0rGfnpE7BERbycl3A8W5g2PiAmkxPvFiHiZ9Ln4Sf6c/KTNemcCfxcRu5N6/zkzTy/zubJBzgnQBoOJwIWR+gv8I3A9sEeJcpfkv/NJY5c18xvgXEmfBFpVV94WEQ9ExKuksfwmkvpbHQ/8Run+r6OB7QplWv1o7k3q5QTSj3/jdh5sUubdrNz/5cCvGxeQtDEwMiIuhdRXbE4ik/LjDuB2UvXkuMbyJf0qUrd7L5K61NquzbKNnX7fDmyXE8JppF5JyOv7QER05WU+CPxc0llKA7muNoArqfu1C/Pz80vGvp/SYLuLSMMuva0wr8znZDX5jH8f4Gf5M/B9Uif1UO5zZYPc8J4XMesXd7KyH8hGrcZIXMGq/6Q1dtrcPW7dq7T4LEfEdEl7kvr0XCBp11i9s+bGm2Ejx3RNRBzeIrbnWkxvp12Znm7IbXWMBPx7RHy/D/E0eqnwvOUx1cpOv/+me1oUxlCMiNmSzpS0ZUOPKacAXyVdF5xP+gfhMlL1eKNmx6Pp50Gpn80zST20PCzpVFb9rPT4OWnhDaQhnHZdLbhynysb5HwGaJ3ya2C9/B8zAJL2kPQe0ij3hymNJzaCdEZ0G6mfwvFKnd1uSu6EtwfPkEbP6N7G9hFxa0ScQhqRoFm13oR83ekNpCrAm0gdju8rqbvD5zeqXIvVOcBH8vOpJZaHtP9T8/6/mSYJISeYZcotKfMxeSOpM+3jCtcnR0pqeg2xP6hFp99KLXy7r7tNIP22PFGYP47UJ+j1wBtJvakEzUei+A0rj90RhemtPg/d63g8H4cyDXtW+Zw0k4/5g5I+mvdBknbJz8t8rmyQcwK0jsiNJg4B9le6DeJO0jWh5aTWod0dMP8a+MeIeCTSuHs/zfN+TKrm68kvgENy44Z3ka4nLsqNPW7I22h0C2nw0cWk4V0ujYjHSB1eX6g0OOwcGoZ9aeFE4HOSbiNVlz1VosylpBEnFpGuZ17fYrkjgc/keG4Gto6Iq0lnUrfk6r+L6eGHfQ3NILXcvUWF2x1ISWexpN8C3wWmxqrdTH2VleMqXkg6tnNIw0o1+nvg05LmkoYQA9I4hTT5PEQafucs0vH7b1KH8j25lpRMFyg3umrhCOATeb/uJA1PBuU+VzbIuSs0qzVJ7yU1oPlgD4uWXd8bgRciIiRNJZ0pTempnLUm6dmI2Gig47C1j68BmvWv3UmjZIs0EvhxAxuOmbXiM0AzM6slXwM0M7NacgI0M7NacgI0M7NacgI0M7NacgI0M7NacgI0M7Na+v8Kqtf71rScjQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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cpOMrisPMzKzjelqT26OSKMzMzCrQ0ySnSqIwMzOrQE+T3DaVRGFmZlaBHiW5iHi5qkDMzMw6zb0rzcystso8hWDDMtPMzMwGmzI1uV83mXZupwMxMzPrtJbDeknaDNgCWEvShwqz1gRWqTowMzOzvmo3duVbSM+QWxv4YGH6U8DhFcZkZmbWES2TXERcAFwgaYeIuL4fYzIzM+uIMk8huFXSp0hNl680U0bEIZVFZWZm1gFlOp6cBawL7ApcCYwlNVmamZkNamWS3CYR8Z/AMxFxBvB+4G3VhlVfDw5fg/tWWpMHh68x0KGYmdVemebKF/Pr45LeCjwMjKssopr72JjdBzoEM7MVRpkkN13SOsB/AjOA1YHjKo3KzMysA7pNchHxk/z2SmCjasOxuhk//oiBDqGpS+9fzIbAfQsWM3kQxjhv3vSBDsGsFtrdDH5Qm/UiIs6qIB4zM7OOaVeT27bJNJFuDB9D6nVpZoOca9O949p0PbS7GfzTXe8lCTgA+DJwA/CN6kMzMzPrm7bX5CQNBw4GvgDcCOwTEff0Q1xmZmZ91u6a3KeAzwKXAVMi4v5+i8rMzKwD2tXkfgg8AkwCLkwtlkC6LhcRsWXFsZmZmfVJuyTnB6OamdmQ1q7jiZsnzcxsSGt3Te6aiJgk6SkgirNIzZVrVh6dmZlZH7SryU3Krx5J2MzMhqSWTyGQtHp3K3e3jKQpku6RNF/SsU3mHyDpjvxznaStyoVtZmbWvXaP2rlA0nckvUvS67smStpI0qGSLgGmtFpZ0jDgZGA3YAKwv6QJDYvdB7w799T8OuAhBszMrGPaNVe+T9LuwMeBnfKTCJYB9wC/BT4aEQ+32fZ2wPyIuBdA0tnAnsBdhX1cV1j+BtIDWc3MzDqi7YgnETETmNnLbY8BHih8Xgi8o83yhwIX93JfZmZmr1HmeXK9pSbTosk0JL2HlOQmtZh/BHAEwPrrr9+p+MzMrObaXZPrq4XAeoXPY4FFjQtJ2hL4CbBnRDzabEMRMT0iJkbExFGjRlUSrJmZ1U+VSe5mYLykDSWNAKaSniz+CknrA+cBH4mIP1cYi5mZrYBKNVdKmgSMj4ifSRoFrB4R97VbJyKWSToKuAQYBpwWEXMlHZnnTwOOA94InJLHxlwWERN7/3XMzMxe1W2Sk/QVYCLwFuBnwErA/wN26m7dZh1XcnLren8YcFjPQjYzMyunTHPl3sAewDMAEbEI8CgoZmY26JVJci9ERJB7RhZvDDczMxvMyiS5X0r6MbC2pMOBPwCnVhuWmZlZ33V7TS4ivi1pF+BJ0nW54yLi95VHZmZm1kdlOp5sCFzdldgkrSppXEQsqDo4MzOzvijTXPkr4OXC55fyNDMzs0GtTJIbHhEvdH3I70dUF5KZmVlnlElySyTt0fVB0p7A0upCMjMz64wyI54cCfxc0kmkQZcfAA6qNCozM7MOKNO78i/A9vkp4IqIp6oPy8zMrO/K9K5cGfgwMA4YnseYJCK+VmlkZmZmfVSmufIC4AlgNvB8teGYmZl1TpkkNzYiplQeiVk/enD4Gsu9mlk9lUly10l6W0TcWXk0Zv3kY2N2H+gQzKwflElyk4CDJd1Haq4UEBGxZaWRmVmtuTZt/aFMktut8ijMbIXj2rT1h25vBo+I+4H1gPfm938vs56ZmdlA6zZZ5SeDfxn41zyp68ngZmZmg5qfDG5mZrXlJ4ObmVlt+cngZmZWW217VyqN4XUOsBl+MriZWf1MngwLFsC4cXDppQMdTce1TXIREZJ+ExHbAE5sZmZ1s2ABzJs30FFUpkxz5Q2Stq08EjMzsw4rczP4e4AjJS0g9bD0iCdmZjYkeMQTMzOrLY94YmZmteURT8zMrLY84omZmdWWRzwxM7Pa8ognZmZWWy17V0paOSKej4hvS9oFj3hiZmZDTLtbCK4H3i7prIj4CB7xxMzMhph2SW6EpI8CO0r6UOPMiDivurDMzMz6rl2SOxI4AFgb+GDDvACc5MzMbFBrl+TeHBGfkHRrREzvt4jMzGpo/PgjBjqEpi69fzEbAvctWMzkQRjjvHl9Sz/teld23fx9ZJ/2YGZmNkDa1eQelXQFsKGkGY0zI2KP6sIyMzPru3ZJ7v3A24GzgO/0TzhmZmad0zLJRcQLpGfJ7RgRS/oxJjMzs45odzP49yLic8BpkqJxvpsrzcxssGvXXHlWfv12fwRiZmbWae2aK2fn1ysljcrv3WxpZmZDRstbCJQcL2kpcDfwZ0lLJB3Xf+GZmZn1Xrv75D4H7ARsGxFvjIh1gHcAO0k6uj+CMzMz64t2Se4gYP+IuK9rQkTcCxyY55mZmQ1q7ZLcShGxtHFivi63UnUhmZmZdUa73pUv9HKemZkNEQ8OX2O517ppl+S2kvRkk+kCVqkoHjMz60cfG7P7QIdQqXa3EAzrz0DMzMw6rd01uT6TNEXSPZLmSzq2yfzNJF0v6XlJx1QZi5mZrXjaNVf2iaRhwMnALsBC4GZJMyLirsJijwGfAfaqKg4zM1txVVmT2w6YHxH35sGezwb2LC4QEY9ExM3AixXGYWZmK6gqk9wY4IHC54V5mpmZWb+oMsmpybTXPM2g1IakIyTNkjRryRIPn2lmZuVUmeQWAusVPo8FFvVmQxExPSImRsTEUaNGdSQ4MzOrvyqT3M3AeEkbShoBTAVmVLg/MzOz5VTWuzIilkk6CrgEGAacFhFzJR2Z50+TtC4wC1gTeFnS54AJEdHsJnQzM7MeqSzJAUTETGBmw7RphfcPk5oxzczMOq7Sm8HNzMwGkpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVlpOcmZnVVqVJTtIUSfdImi/p2CbzJekHef4dkt5eZTxmZrZiqSzJSRoGnAzsBkwA9pc0oWGx3YDx+ecI4EdVxWNmZiueKmty2wHzI+LeiHgBOBvYs2GZPYEzI7kBWFvSmyuMyczMViBVJrkxwAOFzwvztJ4uY2Zm1ivDK9y2mkyLXiyDpCNIzZkAT0u6p4+xDbSRwNKBDqIZ6dSBDqE/+TgMPB+DwaEOx2GDZhOrTHILgfUKn8cCi3qxDBExHZje6QAHiqRZETFxoONY0fk4DDwfg8GhzsehyubKm4HxkjaUNAKYCsxoWGYGcFDuZbk98EREPFRhTGZmtgKprCYXEcskHQVcAgwDTouIuZKOzPOnATOB3YH5wN+Bj1UVj5mZrXiqbK4kImaSEllx2rTC+wA+VWUMg1Rtml6HOB+HgedjMDjU9jgo5RkzM7P68bBeZmZWW05yZmZWW05yDSStKunKPCwZkj4qaV7++WiLdVaWdE4eg/NGSeNK7Ocbkh6Q9HTD9HdJukXSMkn7tFl/G0l35n3+QJLy9KMl/VXSST364gOsSbn/TtLjki5qWO6o/J1D0sg22+v2uDUsv76kKyTdmsdR3b0wr2ksDes3PQckbSzptsbjPJg0KftvSZor6U8N51ZVZX+wpCW5nG6TdFhhXqvz4H359+Q2SddI2qQnsUj6uaTH2v2OdUqT8n2p8F1nFJZrWr6S1pJ0oaTb83Fp2kEv92S/MX/Xc5R6tXcXW09j2VnSE4V1jivMazpWsaQ3SPp9juv3ktZpEUur9U+U9LCkY7r7Pk1FhH8KP6SOMJ/N798A3Jtf18nv12myzieBafn9VOCcEvvZHngz8HTD9HHAlsCZwD5t1r8J2IF0Q/3FwG6FeQcDJw10Wfa23PPn9wEfBC5qWO4fcxktAEa22Fap49awznTgE/n9BGBBd7H05BxoPM6D6afhnN8RuJbUI3oYcD2wc8Vl3/J8bXMe/BnYvFD2p/c0FuD0dr9jFZ7bTc+FVuUL/BtwQn4/CngMGNFk/V8CU/P7aV3nczex9TSWnZv9HuRz5S/ARsAI4HZgQp73LeDY/P7Yru9Sdv08/3jgmN6Uv2tyr3UAcEF+vyvw+4h4LCL+BvwemNJknT2BM/L7c4H3df3320pE3BBN7gmMiAURcQfwcqt1lcb3XDMiro90BpwJ7NX+aw16xXInIi4DnmpcKCJujYgF3Wyr7HFbbtPAmvn9WhQGJWgVS4MenwODSLHsA1iF9IdmZWAlYDFUWvYttSn7lserqlj6YLlzu5U25RvAGvl8Wp2U5JYVF8jz3ks69yCdi3v1NuCSx7qo3VjFxd+NVnGVGeu4V5zkCnL1fqPCwS07tuYry0XEMuAJ4I3VRcqYHEt3cQ0JTcq9r3ozJurxwIGSFpJue/l0b/fZT+dARzSWfURcD1wBPJR/LomIP/Vgk70dj/bDuZn4XEnrdb84hwEz8/H6CPA/HYylY1qc26tImiXpBkl7ldjMScDmpER+J6lW2PhP8BuBx/O5B+W/a09jAdghN51eLGmLPK1dWb+p6x/6/PoPTbZZ2bFyklveSODxwudSY2v2YLlO6e/9Va2x3PuqN+WzP6nJayxpgIKzJPXk92OoHpPlyj5f29qcNMTeGOC9kt7Vg+31phwuBMZFxJbAH3j1v/52jgZ2z8frZ8B3OxRLpzU7t9ePNITWvwDfk7RxN9vYFbgNGA1sDZwkac2GZXr7XXsayy3ABhGxFfBD4Dd93H+Xyo6Vk9zyniU11XQpNbZmcTlJw0nNJ49VFGPX/saWiGuoaCz3vip73IoOJV3T6KrNrEL6A9XjffbTOdApjWW/N3BDRDwdEU+Trvdu34Pt9bjsI+LRiHg+fzwV2Kbd8pJGAVtFxI150jmka4l9jqUCrzm3I2JRfr0X+CPp+lc7HwPOi2Q+cB+wWcMyS0mPKusa4KPUd+1pLBHxZD4viDTYx0q5Y0q7sl6cL7F0XWp5pMmmKztWTnIFud1+mKSuk/ISYLKkdXKPoMl5WqMZQFfPrX2Ay/O1MiTdXUGcDwFPSdo+t8UfRIk2/8GqSbn3VcvjJumbkvZuss5fSZ0ckLQ56Q/Tkh7ss+U5MJg1Kfu/Au+WNFzSSsC7gZ40V/a47LX8MyT3KLG/vwFrSdo0f96lxTplf38r01i+OZaV8/uRwE7AXd1spnhuvgl4C6kTTXE/QWpm7uot+lHy3wRJ20k6s3GjvYlF0rpd15olbUfKIY/Sfqzi4u/GK3E1KDPWce/0prdKnX+AnwL/VPh8CGlszfnAxwrTvwbskd+vAvwqL3MTqQ0eUk3gnhb7+Rbpv5eX8+vxefq2+fMzpJNnbmGd2wrvJwJzSD2STiKPXpPnHczQ613ZWO5Xk5LMs7k8ds3TP5M/LyP9p/eTQnn8pMRxuwjYocn+J5B6Fd5OahqaXCKWbs+BwjYGc+/KV8qe1Mvtx6SkcRfw3cJyVZX9N4G5ueyvADYrUfZ7k65P3U6qgWzUk1jyvNPpn96VxfLdsRD3ncChJcp3NHBpXn4OcGBhnZnA6Px+o3zuzc/n4sp5+j7Aj5vE1ZtYjiocqxuAHQvr7E7q9foX4N8L098IXAbMy69vKHyvmd2tn+cdTy97V3pYrwaS/hH4fER8pAPb+gDpl+8HfY+sR/s9GJgYEUf15377opPl3s1+LomIXavcR4v9Ph0Rq/f3fsuoe9m3Iul0Unf4c7tbto/76ZfybbP/E4GzIvXaHpIkHU/6R/HbPV3XzZUNIuJW4ArlGzf7uK2LBiDBHQ38K/Bkf+63rzpZ7t3sp1//yCrfDE7uhj8Y1bXs25H0c1JT7HNV76u/yrfN/r84xBPcicCBpNatnq/vmpyZmdWVa3JmZlZbTnJmZlZbTnLWUbmL8dmS/iLpLkkzC129O7WPnSU1uy9q0JF0XYvpp6sDgwMrD/wsaZykOU3mj5bUo44VSoMX3yNpjqTT8q0ELQfnlTRKaZDkOcVRMyRdIGl0n75gH0jaWssPtL2H8sC/ko5Xbwf8tSHFSc46Jt8/cz7wx4jYOCImkAaXfVOHd7UzzW/+rURvOgx0rRMRA5qMI2JRRPQ0mf6cdLPx24BVSUNodbk6IrbOP1/L0/YnjVKyA/BFAEkfBG6JfLPxANma1C0dgIiYERHNhv+yGnOSs056D/BiREzrmhARt0XE1UpOzP/t3ylpP3ildvDKY1QknZRvgUDSAklfVXqkyp2SNlN6hM2RwNG5NvFOSfvm7d4u6arGoPI+rpJ0fq5dTlMeskvSZEnX5338StLqhX0fJ+kaYN+G7W2sNNbfzZK+VqhN7az0uJ7/I913VKxpKX+3uyT9lubj9yFpE0l/yN/lFuVhliR9Me/vDklfLXtAijU8pUfanKf0+Jp5kr7VbJ2ImBkZ6b6rsc2WK3iRlAxXBl5WGnXjc8CJbeLaMJf7zZK+3lCGrc6H4/LycyRNz/9UIemPkk6QdJOkP+dzYgTpPsb98nmyX/7+r3kEVT6ev5M0W9LVkjbL09ueVzY0OMlZJ70VmN1i3odI/1lvBfwTcKKWH+milaUR8XbgR6SbQReQHiPyv7k2cTVwHOkm4a1II2Y0sx3wBVLtZGPgQ0qjPPwH6UbdtwOzgM8X1nkuIiZFxNkN2/o+8P2I2JbXDj20HelG1gkN0/cmjVTxNuBwWtdEfw6cnL/LjsBDkiYD4/O2twa2Uc/GkyzaGtgvx7Gf2gyGrNRM+RHgd4XJzQbn/T/S+Iq/I920+0ngzIj4e5s4vg/8KJfhwyVjPykito2It5KS6gcK84ZHxHak5PqVSCPZH0d65NHWEXFOm+1OBz4dEdsAxwCn5Ollzisb5JzkrL9MAn4RES9FxGLgStLoLt05L7/OJj3fqplrgdMlHU4asaOZmyI9xuMl4Bc5nu3JI50o3cv2UWCDwjqt/jDuQBpRAtIf+Mb93NdknXfx6vdfBFzeuICkNYAxEXE+QEQ8lxPF5PxzK2mA3M1ISa83LouIJyLiOdKIJhu0WfYU4Kr8jwS0GJw3b+/9kQb6vYWUfH4t6VSlpwrs0GTbO5GOA8BZJWN/j9JDQe8kPVZmi8K8MufJa+Sa+47Ar/I58GPScx6h3Hllg9zw7hcxK20ur46d16jVs9WWsfw/W43jV3YN3PsSLc7XiDhS0juA9wO3Sdo6Ih5tXKzJZ5GeN7Z/i9h6c/Npu3W6uym1VRkJ+GZE/LgX8TR6vvC+ZZlK+grpAZ0f75oWEU8W3s+UdIqkkRGxtLDqccA3SNfpZpP+CbiA1JTdqFl5ND0flMZ+PIU0ks8DSiNgFM+Vbs+TFl5HekTN1q8Jrtx5ZYOca3LWSZcDK+f/fAGQtK2kdwNXkZrHhimNIv8u0vWe+4EJklaWtBZ5INpuPAWsUdjHxhFxY0QcRxqNvVkT3Hb5OtDrSM1115DG3ttJ6fEySFpN5XqC3gB8OL+fWmJ5SN9/av7+b6bJH/2cRBYq91DMZbIaaVDhQwrXC8dIanpNrxMkHUZqftw/Cs8tU+vBebvmjyeNo3glsBppXNauh7A2upZXy+6AwvRW50PXNpbmcijTmWa586SZXOb3Sdo3fwdJ2iq/L3Ne2SDnJGcdkzsq7A3sonQLwVzSNZpFpF6Xd5AGdr0c+FJEPBwRD5AecXMH6XrUrSV2dSGwd+5Q8E7S9b07cweLq/I+Gl1PerDmHNKjSs6PiCWkwax/IekOUvJqfIRJM58DPi/pJlLT1hMl1jmfNEDtnaTri1e2WO4jwGdyPNcB60bEpaQa0fW5qe5cuvnj3UfTSD1ir1fhVgFSYpkj6XbgB8DUWH7IpG+QrnFCaoo8mFSmzcYb/CzwKUk3kx5LBECr8yEiHic9hudOUjPpzSW+xxWkhHmbckenFg4ADs3fay6vPpG6zHllg5yH9bLak7QzqdPKB7pZtOz2VgOejYiQNJVU49mzu/WsNQ3iAaxtaPM1ObOe24b0dGaRnvp8yMCGY2atuCZnZma15WtyZmZWW05yZmZWW05yZmZWW05yZmZWW05yZmZWW05yZmZWW/8fYVQROcr9Ve8AAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for t in trait:\n", " sub = means[means['Trait']==t]\n", " \n", " sub['Counts per grid cell'] = pd.cut(sub['Count_iNat'], bins=[0\n", " ,sub['Count_iNat'].quantile(0.25)\n", " ,sub['Count_iNat'].quantile(0.50)\n", " ,sub['Count_iNat'].quantile(0.75)\n", " ,sub['Count_iNat'].quantile(1)])\n", "\n", "\n", " fig,ax = plt.subplots(figsize=(7,5))\n", " \n", " sns.barplot(x='Counts per grid cell', y='Difference', data=sub, \n", " ax=ax, color=\"midnightblue\", errcolor = \"red\").set(title=t)\n", " ax.set(xlabel = \"Counts per grid cell in 25% quantiles\", ylabel=\"Difference (iNat - sPlotOpen)\");\n", "\n", " " ] }, { "cell_type": "markdown", "id": "a8e26693", "metadata": {}, "source": [ "Same plot for sPlotOpen plot count" ] }, { "cell_type": "code", "execution_count": 19, "id": "0586f068", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "means['Counts per grid cell'] = pd.cut(means['Count_sPlot'], bins=[0\n", " ,means['Count_sPlot'].quantile(0.25)\n", " ,means['Count_sPlot'].quantile(0.50)\n", " ,means['Count_sPlot'].quantile(0.75)\n", " ,means['Count_sPlot'].quantile(1)])\n", "\n", "fig,ax = plt.subplots(figsize=(7,5))\n", "\n", "sns.barplot(x='Counts per grid cell', y='Difference', data=means, ax=ax, color=\"midnightblue\", errcolor = \"red\")\n", "ax.set(xlabel = \"Counts per grid cell in 25% quantiles\", ylabel=\"Difference (iNat - sPlotOpen)\")\n", "\n", "plt.savefig('../Figures/diff_vs_counts_sPlot.pdf', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 5 }