From a81fc822066d18bc942bd5bab85062daa66bd2f3 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 22 Sep 2024 19:20:48 +0200 Subject: [PATCH 01/32] Add set up of JN for pandas geopandas tutorial --- .../ecosystem_pd_gpd-checkpoint.ipynb | 6 + book/ecosystem_pd_gpd.ipynb | 482 ++++++++++++++++++ 2 files changed, 488 insertions(+) create mode 100755 book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb create mode 100755 book/ecosystem_pd_gpd.ipynb diff --git a/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb b/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb new file mode 100755 index 0000000..363fcab --- /dev/null +++ b/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/book/ecosystem_pd_gpd.ipynb b/book/ecosystem_pd_gpd.ipynb new file mode 100755 index 0000000..afe6354 --- /dev/null +++ b/book/ecosystem_pd_gpd.ipynb @@ -0,0 +1,482 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "315a335b-1325-4319-aa06-cb1b239616b8", + "metadata": {}, + "source": [ + "### Integration into Scientific Python ecosysthem: Pandas and Geopandas\n", + "\n", + "In this tutorial we will learn how data stored in `pandas` and `geopandas` objects used in PyGMT.\n", + "\n", + " 1. `pandas`: DataFrame\n", + " 2. `geopandas`: point and line geometries\n", + " 3. `geopandas`: polygone geometry - creating a choropleth map" + ] + }, + { + "cell_type": "markdown", + "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", + "metadata": {}, + "source": [ + "#### 0. Importing" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", + "metadata": {}, + "outputs": [], + "source": [ + "import pygmt\n", + "import pandas as pd\n", + "import geopandas as gpd" + ] + }, + { + "cell_type": "markdown", + "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", + "metadata": {}, + "source": [ + "#### 1. `pandas`: DataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1f78d6dd-4259-425d-a2ae-7485111299e0", + "metadata": {}, + "source": [ + "#### 2. `geopandas`: point and line geometries" + ] + }, + { + "cell_type": "markdown", + "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", + "metadata": {}, + "source": [ + "Download data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", + "metadata": {}, + "outputs": [], + "source": [ + "gpd_rivers_org = gpd.read_file(\n", + " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/at_download/file/\" + \\\n", + " \"wise_large_rivers.zip\"\n", + ") " + ] + }, + { + "cell_type": "markdown", + "id": "f8db1757-f80d-4cc3-b650-83109eecc390", + "metadata": {}, + "source": [ + "Convert to coordinate system / reference system" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
5Guadiana1.063055e+06MULTILINESTRING ((-7.39821 37.17202, -7.39569 ...
6Loire9.447554e+05LINESTRING (-2.17075 47.295, -1.9385 47.2884, ...
7Nemunas6.892096e+05LINESTRING (21.29464 55.28538, 21.46636 55.218...
8Odra8.237538e+05MULTILINESTRING ((14.589 53.60762, 14.58954 53...
9Rhine1.159962e+06MULTILINESTRING ((5.94425 51.94878, 5.95764 51...
10Rhone9.106179e+05MULTILINESTRING ((4.39884 43.44905, 4.39844 43...
11Sava6.259640e+05LINESTRING (14.21781 45.95367, 14.40056 46.041...
12Seine6.736484e+05LINESTRING (0.37219 49.44681, 0.40068 49.4464,...
13Tagus1.192369e+06MULTILINESTRING ((-8.98472 38.926, -8.97735 38...
14Tisa6.245337e+05MULTILINESTRING ((20.42878 47.37049, 20.38312 ...
15Vistula8.956802e+05LINESTRING (18.94217 54.34124, 18.92171 54.302...
16Zap. Dvina8.060832e+05LINESTRING (24.0301 57.06321, 24.06137 57.0011...
17Po6.240458e+05LINESTRING (7.01495 44.28117, 7.01808 44.28126...
18Vuoksa1.531555e+05LINESTRING (28.79296 61.22263, 28.79166 61.220...
19Kemijoki4.651644e+05MULTILINESTRING ((24.54508 65.79199, 24.54836 ...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "5 Guadiana 1.063055e+06 \n", + "6 Loire 9.447554e+05 \n", + "7 Nemunas 6.892096e+05 \n", + "8 Odra 8.237538e+05 \n", + "9 Rhine 1.159962e+06 \n", + "10 Rhone 9.106179e+05 \n", + "11 Sava 6.259640e+05 \n", + "12 Seine 6.736484e+05 \n", + "13 Tagus 1.192369e+06 \n", + "14 Tisa 6.245337e+05 \n", + "15 Vistula 8.956802e+05 \n", + "16 Zap. Dvina 8.060832e+05 \n", + "17 Po 6.240458e+05 \n", + "18 Vuoksa 1.531555e+05 \n", + "19 Kemijoki 4.651644e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... \n", + "5 MULTILINESTRING ((-7.39821 37.17202, -7.39569 ... \n", + "6 LINESTRING (-2.17075 47.295, -1.9385 47.2884, ... \n", + "7 LINESTRING (21.29464 55.28538, 21.46636 55.218... \n", + "8 MULTILINESTRING ((14.589 53.60762, 14.58954 53... \n", + "9 MULTILINESTRING ((5.94425 51.94878, 5.95764 51... \n", + "10 MULTILINESTRING ((4.39884 43.44905, 4.39844 43... \n", + "11 LINESTRING (14.21781 45.95367, 14.40056 46.041... \n", + "12 LINESTRING (0.37219 49.44681, 0.40068 49.4464,... \n", + "13 MULTILINESTRING ((-8.98472 38.926, -8.97735 38... \n", + "14 MULTILINESTRING ((20.42878 47.37049, 20.38312 ... \n", + "15 LINESTRING (18.94217 54.34124, 18.92171 54.302... \n", + "16 LINESTRING (24.0301 57.06321, 24.06137 57.0011... \n", + "17 LINESTRING (7.01495 44.28117, 7.01808 44.28126... \n", + "18 LINESTRING (28.79296 61.22263, 28.79166 61.220... \n", + "19 MULTILINESTRING ((24.54508 65.79199, 24.54836 ... " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpd_rivers_org.crs\n", + "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", + "gpd_rivers" + ] + }, + { + "cell_type": "markdown", + "id": "03606ea9-87db-4eb9-977e-2e3600fd03df", + "metadata": {}, + "source": [ + "Plot data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "250d19db-daaf-459d-b8b6-fba5752eec62", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 30, 35, 57],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " borders=\"1/0.1,gray30\",\n", + " frame=True,\n", + " # rivers=\"1/1p,lightred\", # Compare with GMT built-in\n", + ")\n", + "\n", + "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", + "metadata": {}, + "source": [ + "Filter and plot data differently\n", + "TODO Split subplot" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5ca80710-655d-407c-990f-dc1524879372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "for i_panel in range(2):\n", + " \n", + " fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " borders=\"1/0.01p,gray70\",\n", + " frame=True,\n", + " )\n", + " \n", + "# -----------------------------------------------------------------------------\n", + " if i_panel==0:\n", + " len_limit = 700000\n", + " gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", + " gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", + " fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", + " fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", + " fig.legend()\n", + " \n", + "# -----------------------------------------------------------------------------\n", + " if i_panel==1:\n", + " pygmt.makecpt(\n", + " cmap=\"oslo\",\n", + " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", + " reverse=True,\n", + " )\n", + " for i_river in range(len(gpd_rivers)):\n", + " fig.plot(\n", + " data=gpd_rivers[gpd_rivers.index==i_river],\n", + " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", + " pen=\"0.5p\",\n", + " cmap=True,\n", + " )\n", + " fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", + " \n", + "# -----------------------------------------------------------------------------\n", + " fig.shift_origin(xshift=\"w+1.5c\")\n", + " \n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", + "metadata": {}, + "source": [ + "#### 3. `geopandas`: polygone geometry - creating a choropleth map" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0aa836d-fcf4-47f0-8bad-939a64aa474d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", + "metadata": {}, + "source": [ + "#### 4. Additional comments\n", + "\n", + "Convert other objects to geopandas objects to make them usable in PyGMT" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7e6a834b-283d-4b3e-90c4-2aa88461e06f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 2ef37dfd4a719dc2d31a1da976623bc7dba2c4f7 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 22 Sep 2024 19:21:18 +0200 Subject: [PATCH 02/32] Remove checkpoints --- book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb | 6 ------ 1 file changed, 6 deletions(-) delete mode 100755 book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb diff --git a/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb b/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb deleted file mode 100755 index 363fcab..0000000 --- a/book/.ipynb_checkpoints/ecosystem_pd_gpd-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 5 -} From 368af7aa67e737cb97ffca493b9e05be8b48c794 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 22 Sep 2024 19:35:33 +0200 Subject: [PATCH 03/32] Fix typos --- book/ecosystem_pd_gpd.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/book/ecosystem_pd_gpd.ipynb b/book/ecosystem_pd_gpd.ipynb index afe6354..4808ead 100755 --- a/book/ecosystem_pd_gpd.ipynb +++ b/book/ecosystem_pd_gpd.ipynb @@ -5,13 +5,13 @@ "id": "315a335b-1325-4319-aa06-cb1b239616b8", "metadata": {}, "source": [ - "### Integration into Scientific Python ecosysthem: Pandas and Geopandas\n", + "### Integration into Scientific Python ecosystem: Pandas and Geopandas\n", "\n", "In this tutorial we will learn how data stored in `pandas` and `geopandas` objects used in PyGMT.\n", "\n", " 1. `pandas`: DataFrame\n", " 2. `geopandas`: point and line geometries\n", - " 3. `geopandas`: polygone geometry - creating a choropleth map" + " 3. `geopandas`: polygon geometry - creating a choropleth map" ] }, { @@ -428,7 +428,7 @@ "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", "metadata": {}, "source": [ - "#### 3. `geopandas`: polygone geometry - creating a choropleth map" + "#### 3. `geopandas`: polygon geometry - creating a choropleth map" ] }, { From e98c4ea328427134e7c68c31f2601cc1b62dceab Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 3 Nov 2024 20:18:08 +0100 Subject: [PATCH 04/32] Add geopandas polygon example, Update all examples, Add documentation --- book/ecosystem_pd_gpd.ipynb | 837 +++++++++++++++++++++++++++++++++--- 1 file changed, 770 insertions(+), 67 deletions(-) diff --git a/book/ecosystem_pd_gpd.ipynb b/book/ecosystem_pd_gpd.ipynb index 4808ead..39cdb93 100755 --- a/book/ecosystem_pd_gpd.ipynb +++ b/book/ecosystem_pd_gpd.ipynb @@ -5,13 +5,16 @@ "id": "315a335b-1325-4319-aa06-cb1b239616b8", "metadata": {}, "source": [ - "### Integration into Scientific Python ecosystem: Pandas and Geopandas\n", + "# Integration into scientific Python ecosystem: `pandas` and `GeoPandas`\n", "\n", - "In this tutorial we will learn how data stored in `pandas` and `geopandas` objects used in PyGMT.\n", + "In this tutorial we will learn how data stored in `pandas` and `GeoPandas` objects used in PyGMT.\n", "\n", - " 1. `pandas`: DataFrame\n", - " 2. `geopandas`: point and line geometries\n", - " 3. `geopandas`: polygon geometry - creating a choropleth map" + " 1. `pandas`\n", + " 2. `GeoPandas`\n", + "\n", + " 2.1. Point and line geometries\n", + "\n", + " 2.2. Polygon geometry: Creating a choropleth map" ] }, { @@ -19,7 +22,15 @@ "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", "metadata": {}, "source": [ - "#### 0. Importing" + "## 0. General stuff" + ] + }, + { + "cell_type": "markdown", + "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", + "metadata": {}, + "source": [ + "Import required packages" ] }, { @@ -29,6 +40,7 @@ "metadata": {}, "outputs": [], "source": [ + "import numpy as np\n", "import pygmt\n", "import pandas as pd\n", "import geopandas as gpd" @@ -39,7 +51,9 @@ "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", "metadata": {}, "source": [ - "#### 1. `pandas`: DataFrame" + "## 1. `pandas`\n", + "\n", + "`pandas.DataFrame`" ] }, { @@ -52,10 +66,20 @@ }, { "cell_type": "markdown", - "id": "1f78d6dd-4259-425d-a2ae-7485111299e0", + "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", + "metadata": {}, + "source": [ + "## 2. `GeoPandas`\n", + "\n", + "Different datasets are available from: https://github.com/GenericMappingTools/pygmt/issues/2786#issuecomment-1787655589" + ] + }, + { + "cell_type": "markdown", + "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", "metadata": {}, "source": [ - "#### 2. `geopandas`: point and line geometries" + "### 2.1 Point and line geometries" ] }, { @@ -71,12 +95,216 @@ "execution_count": 2, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
5Guadiana1.063055e+06MULTILINESTRING ((2778234.118 1742652.788, 277...
6Loire9.447554e+05LINESTRING (3404499.642 2762382.497, 3421698.5...
7Nemunas6.892096e+05LINESTRING (5035572.495 3631760.803, 5047544.3...
8Odra8.237538e+05MULTILINESTRING ((4624553.768 3398503.656, 462...
9Rhine1.159962e+06MULTILINESTRING ((4042308.092 3212055.887, 404...
10Rhone9.106179e+05MULTILINESTRING ((3866903.559 2277016.182, 386...
11Sava6.259640e+05LINESTRING (4648216.125 2547140.513, 4661823.0...
12Seine6.736484e+05LINESTRING (3624993.844 2971660.167, 3627034.2...
13Tagus1.192369e+06MULTILINESTRING ((2683612.346 1965395.243, 268...
14Tisa6.245337e+05MULTILINESTRING ((5106263.501 2750642.311, 510...
15Vistula8.956802e+05LINESTRING (4901008.72 3506465.269, 4900222.83...
16Zap. Dvina8.060832e+05LINESTRING (5166748.233 3856621.242, 5169999.8...
17Po6.240458e+05LINESTRING (4082279.504 2357066.303, 4082529.8...
18Vuoksa1.531555e+05LINESTRING (5320109.06 4369844.104, 5320108.92...
19Kemijoki4.651644e+05MULTILINESTRING ((4986013.832 4812271.498, 498...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "5 Guadiana 1.063055e+06 \n", + "6 Loire 9.447554e+05 \n", + "7 Nemunas 6.892096e+05 \n", + "8 Odra 8.237538e+05 \n", + "9 Rhine 1.159962e+06 \n", + "10 Rhone 9.106179e+05 \n", + "11 Sava 6.259640e+05 \n", + "12 Seine 6.736484e+05 \n", + "13 Tagus 1.192369e+06 \n", + "14 Tisa 6.245337e+05 \n", + "15 Vistula 8.956802e+05 \n", + "16 Zap. Dvina 8.060832e+05 \n", + "17 Po 6.240458e+05 \n", + "18 Vuoksa 1.531555e+05 \n", + "19 Kemijoki 4.651644e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... \n", + "5 MULTILINESTRING ((2778234.118 1742652.788, 277... \n", + "6 LINESTRING (3404499.642 2762382.497, 3421698.5... \n", + "7 LINESTRING (5035572.495 3631760.803, 5047544.3... \n", + "8 MULTILINESTRING ((4624553.768 3398503.656, 462... \n", + "9 MULTILINESTRING ((4042308.092 3212055.887, 404... \n", + "10 MULTILINESTRING ((3866903.559 2277016.182, 386... \n", + "11 LINESTRING (4648216.125 2547140.513, 4661823.0... \n", + "12 LINESTRING (3624993.844 2971660.167, 3627034.2... \n", + "13 MULTILINESTRING ((2683612.346 1965395.243, 268... \n", + "14 MULTILINESTRING ((5106263.501 2750642.311, 510... \n", + "15 LINESTRING (4901008.72 3506465.269, 4900222.83... \n", + "16 LINESTRING (5166748.233 3856621.242, 5169999.8... \n", + "17 LINESTRING (4082279.504 2357066.303, 4082529.8... \n", + "18 LINESTRING (5320109.06 4369844.104, 5320108.92... \n", + "19 MULTILINESTRING ((4986013.832 4812271.498, 498... " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gpd_rivers_org = gpd.read_file(\n", - " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/at_download/file/\" + \\\n", - " \"wise_large_rivers.zip\"\n", - ") " + " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", + " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", + " \"at_download/file/wise_large_rivers.zip\"\n", + ")\n", + "gpd_rivers_org" ] }, { @@ -317,7 +545,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -338,9 +566,7 @@ " region=[-10, 30, 35, 57],\n", " land=\"gray99\",\n", " shorelines=\"1/0.1p,gray50\",\n", - " borders=\"1/0.1,gray30\",\n", " frame=True,\n", - " # rivers=\"1/1p,lightred\", # Compare with GMT built-in\n", ")\n", "\n", "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue\")\n", @@ -353,19 +579,18 @@ "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", "metadata": {}, "source": [ - "Filter and plot data differently\n", - "TODO Split subplot" + "Filter and plot data differently" ] }, { "cell_type": "code", "execution_count": 5, - "id": "5ca80710-655d-407c-990f-dc1524879372", + "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -381,46 +606,82 @@ "source": [ "fig = pygmt.Figure()\n", "\n", - "for i_panel in range(2):\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", " \n", - " fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " borders=\"1/0.01p,gray70\",\n", - " frame=True,\n", + "len_limit = 700000\n", + "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", + "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", + "\n", + "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", + "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", + "\n", + "fig.legend()\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "786a6a58-ef46-4e1e-b938-38dd6437878b", + "metadata": {}, + "source": [ + "Use a colormap to indicate length of the reviers" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5ca80710-655d-407c-990f-dc1524879372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.01p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "pygmt.makecpt(\n", + " cmap=\"oslo\",\n", + " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", + " reverse=True,\n", + ")\n", + "fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", + "\n", + "for i_river in range(len(gpd_rivers)):\n", + " fig.plot(\n", + " data=gpd_rivers[gpd_rivers.index==i_river],\n", + " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", + " pen=\"0.5p\",\n", + " cmap=True,\n", " )\n", - " \n", - "# -----------------------------------------------------------------------------\n", - " if i_panel==0:\n", - " len_limit = 700000\n", - " gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", - " gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", - " fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", - " fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", - " fig.legend()\n", - " \n", - "# -----------------------------------------------------------------------------\n", - " if i_panel==1:\n", - " pygmt.makecpt(\n", - " cmap=\"oslo\",\n", - " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", - " reverse=True,\n", - " )\n", - " for i_river in range(len(gpd_rivers)):\n", - " fig.plot(\n", - " data=gpd_rivers[gpd_rivers.index==i_river],\n", - " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", - " pen=\"0.5p\",\n", - " cmap=True,\n", - " )\n", - " fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", - " \n", - "# -----------------------------------------------------------------------------\n", - " fig.shift_origin(xshift=\"w+1.5c\")\n", - " \n", - "fig.show()" + "\n", + "fig.show(dpi=150)" ] }, { @@ -428,33 +689,475 @@ "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", "metadata": {}, "source": [ - "#### 3. `geopandas`: polygon geometry - creating a choropleth map" + "### 2.2 Polygon geometry: Creating a choropleth map\n", + "\n", + "Used in / ideas of this example\n", + "* plot with fill=\"+z\" and aspatial parameter\n", + "* choropleth map: maybe higher-level method see PR https://github.com/GenericMappingTools/pygmt/pull/2798\n", + "* Data stored in geopandas GeoDataFrame\n", + "* built-in data of geopandas: deprecated see issue https://github.com/GenericMappingTools/pygmt/issues/2786" + ] + }, + { + "cell_type": "markdown", + "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", + "metadata": {}, + "source": [ + "Download data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
..................................................................
72MOUNT GREENWOOD75584290.020948665.130539274NaNNaNNaNNaNNaN0...1.036.84.38.73438116123332619093POLYGON ((-87.69646 41.70714, -87.69644 41.706...
73MORGAN PARK91877340.698846396.4193627585.50000096.66666797.00000067.9333331.0000005...0.840.310.815.02714930399891222544POLYGON ((-87.64215 41.68508, -87.64249 41.685...
74OHARE371835607.687173625.984667683.500000100.00000083.00000038.5000002.5000002...3.630.310.97.125828243423101112756MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4...
75EDGEWATER48449990.839731004.83094567794.42953085.92567694.54032377.1995101.582353170...4.123.89.79.233385194559140956521POLYGON ((-87.65456 41.99817, -87.65456 41.998...
76EDISON PARK31636313.786425937.2268419100.00000095.00000091.00000025.0000001.0000001...1.135.37.46.540959853710411187POLYGON ((-87.80676 42.00084, -87.80676 42.000...
\n", + "

77 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", + ".. ... ... ... ... ... \n", + "72 MOUNT GREENWOOD 75584290.0209 48665.1305392 74 NaN \n", + "73 MORGAN PARK 91877340.6988 46396.419362 75 85.500000 \n", + "74 OHARE 371835607.687 173625.98466 76 83.500000 \n", + "75 EDGEWATER 48449990.8397 31004.8309456 77 94.429530 \n", + "76 EDISON PARK 31636313.7864 25937.226841 9 100.000000 \n", + "\n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", + ".. ... ... ... ... ... ... ... \n", + "72 NaN NaN NaN NaN 0 ... 1.0 \n", + "73 96.666667 97.000000 67.933333 1.000000 5 ... 0.8 \n", + "74 100.000000 83.000000 38.500000 2.500000 2 ... 3.6 \n", + "75 85.925676 94.540323 77.199510 1.582353 170 ... 4.1 \n", + "76 95.000000 91.000000 25.000000 1.000000 1 ... 1.1 \n", + "\n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", + ".. ... ... ... ... ... ... \n", + "72 36.8 4.3 8.7 34381 16 1233 \n", + "73 40.3 10.8 15.0 27149 30 3998 \n", + "74 30.3 10.9 7.1 25828 24 3423 \n", + "75 23.8 9.7 9.2 33385 19 4559 \n", + "76 35.3 7.4 6.5 40959 8 537 \n", + "\n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", + ".. ... ... ... \n", + "72 326 19093 POLYGON ((-87.69646 41.70714, -87.69644 41.706... \n", + "73 912 22544 POLYGON ((-87.64215 41.68508, -87.64249 41.685... \n", + "74 1011 12756 MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4... \n", + "75 1409 56521 POLYGON ((-87.65456 41.99817, -87.65456 41.998... \n", + "76 104 11187 POLYGON ((-87.80676 42.00084, -87.80676 42.000... \n", + "\n", + "[77 rows x 21 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", + "gdf_airbnb" + ] + }, + { + "cell_type": "markdown", + "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", + "metadata": {}, + "source": [ + "Plot data" ] }, { "cell_type": "code", "execution_count": null, - "id": "a0aa836d-fcf4-47f0-8bad-939a64aa474d", + "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Create figure\n", + "fig = pygmt.Figure()\n", + "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", + "\n", + "# Set up colormap\n", + "pygmt.makecpt(\n", + " cmap=\"bilbao\", series=[np.min(gdf_airbnb[\"population\"]), np.max(gdf_airbnb[\"population\"]), 10],\n", + ")\n", + "# Add colorbar\n", + "fig.colorbar(frame=\"x+lPopulation\")\n", + "\n", + "# Plot \n", + "fig.plot(\n", + " data=gdf_airbnb, \n", + " pen=\"0.2p,gray10\", \n", + " fill=\"+z\", \n", + " cmap=True,\n", + " aspatial=\"Z=population\",\n", + ")\n", + "\n", + "fig.show(dpi=150)" + ] }, { "cell_type": "markdown", "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", "metadata": {}, "source": [ - "#### 4. Additional comments\n", + "### 3. Additional tasks and comments\n", + "\n", + "Some interesting aspects:\n", "\n", - "Convert other objects to geopandas objects to make them usable in PyGMT" + "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in PyGMT\n", + "- Combination with `shapely` to create more complex geometries (i.e. `from shapely.geometry import Polygon`)\n", + "- Use sutiable colormaps (F. Crameri publication)\n", + "- Use similarly with DataFrames from xyz " ] }, { - "cell_type": "code", - "execution_count": null, - "id": "7e6a834b-283d-4b3e-90c4-2aa88461e06f", + "cell_type": "markdown", + "id": "d1b3e114-1ff0-4cec-b75a-649cdc16ddfe", + "metadata": {}, + "source": [ + "### 4. References\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "885ad8a2-b4f2-4b8d-8cc3-13c7116600bf", "metadata": {}, - "outputs": [], "source": [] } ], From 97d312f8038e3e1daab3da6d91ed9c8fb84ef1d8 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 3 Nov 2024 20:40:17 +0100 Subject: [PATCH 05/32] Add to tutorial list in _toc.yml --- book/_toc.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/book/_toc.yml b/book/_toc.yml index 51e9a58..63490bc 100644 --- a/book/_toc.yml +++ b/book/_toc.yml @@ -13,3 +13,4 @@ parts: - file: markdown - file: notebooks - file: markdown-notebooks + - file: ecosystem_pd_gpd From eae0707822eb4e030bda6547d3ca7e2ab2236ebb Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 10:59:23 +0100 Subject: [PATCH 06/32] Make file name for descriptive | Update intro cell --- book/ecosystem_pd_gpd.ipynb | 31 +- book/tut2_spec_pd_gpd.ipynb | 1206 +++++++++++++++++++++++++++++++++++ 2 files changed, 1228 insertions(+), 9 deletions(-) create mode 100755 book/tut2_spec_pd_gpd.ipynb diff --git a/book/ecosystem_pd_gpd.ipynb b/book/ecosystem_pd_gpd.ipynb index 39cdb93..706024b 100755 --- a/book/ecosystem_pd_gpd.ipynb +++ b/book/ecosystem_pd_gpd.ipynb @@ -5,16 +5,14 @@ "id": "315a335b-1325-4319-aa06-cb1b239616b8", "metadata": {}, "source": [ - "# Integration into scientific Python ecosystem: `pandas` and `GeoPandas`\n", + "# Tutorial 4 - scientific Python ecosystem: `pandas` and `GeoPandas`\n", "\n", - "In this tutorial we will learn how data stored in `pandas` and `GeoPandas` objects used in PyGMT.\n", + "In this tutorial we will learn using \n", "\n", - " 1. `pandas`\n", - " 2. `GeoPandas`\n", + " 1. `pandas` DataFrames\n", + " 2. `GeoPandas` GeoDataFrames\n", "\n", - " 2.1. Point and line geometries\n", - "\n", - " 2.2. Polygon geometry: Creating a choropleth map" + "within PyGMT" ] }, { @@ -1102,10 +1100,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Create figure\n", "fig = pygmt.Figure()\n", diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb new file mode 100755 index 0000000..ed760de --- /dev/null +++ b/book/tut2_spec_pd_gpd.ipynb @@ -0,0 +1,1206 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "315a335b-1325-4319-aa06-cb1b239616b8", + "metadata": {}, + "source": [ + "# Tutorial 2 - scientific Python ecosystem: `pandas` and `GeoPandas`\n", + "\n", + "In this tutorial we will learn using \n", + "\n", + " 1. `pandas` DataFrames\n", + " 2. `GeoPandas` GeoDataFrames\n", + "\n", + "within PyGMT" + ] + }, + { + "cell_type": "markdown", + "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", + "metadata": {}, + "source": [ + "## 0. General stuff" + ] + }, + { + "cell_type": "markdown", + "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", + "metadata": {}, + "source": [ + "Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pygmt\n", + "import pandas as pd\n", + "import geopandas as gpd" + ] + }, + { + "cell_type": "markdown", + "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", + "metadata": {}, + "source": [ + "## 1. `pandas`\n", + "\n", + "`pandas.DataFrame`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", + "metadata": {}, + "source": [ + "## 2. `GeoPandas`\n", + "\n", + "Different datasets are available from: https://github.com/GenericMappingTools/pygmt/issues/2786#issuecomment-1787655589" + ] + }, + { + "cell_type": "markdown", + "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", + "metadata": {}, + "source": [ + "### 2.1 Point and line geometries" + ] + }, + { + "cell_type": "markdown", + "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", + "metadata": {}, + "source": [ + "Download data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
5Guadiana1.063055e+06MULTILINESTRING ((2778234.118 1742652.788, 277...
6Loire9.447554e+05LINESTRING (3404499.642 2762382.497, 3421698.5...
7Nemunas6.892096e+05LINESTRING (5035572.495 3631760.803, 5047544.3...
8Odra8.237538e+05MULTILINESTRING ((4624553.768 3398503.656, 462...
9Rhine1.159962e+06MULTILINESTRING ((4042308.092 3212055.887, 404...
10Rhone9.106179e+05MULTILINESTRING ((3866903.559 2277016.182, 386...
11Sava6.259640e+05LINESTRING (4648216.125 2547140.513, 4661823.0...
12Seine6.736484e+05LINESTRING (3624993.844 2971660.167, 3627034.2...
13Tagus1.192369e+06MULTILINESTRING ((2683612.346 1965395.243, 268...
14Tisa6.245337e+05MULTILINESTRING ((5106263.501 2750642.311, 510...
15Vistula8.956802e+05LINESTRING (4901008.72 3506465.269, 4900222.83...
16Zap. Dvina8.060832e+05LINESTRING (5166748.233 3856621.242, 5169999.8...
17Po6.240458e+05LINESTRING (4082279.504 2357066.303, 4082529.8...
18Vuoksa1.531555e+05LINESTRING (5320109.06 4369844.104, 5320108.92...
19Kemijoki4.651644e+05MULTILINESTRING ((4986013.832 4812271.498, 498...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "5 Guadiana 1.063055e+06 \n", + "6 Loire 9.447554e+05 \n", + "7 Nemunas 6.892096e+05 \n", + "8 Odra 8.237538e+05 \n", + "9 Rhine 1.159962e+06 \n", + "10 Rhone 9.106179e+05 \n", + "11 Sava 6.259640e+05 \n", + "12 Seine 6.736484e+05 \n", + "13 Tagus 1.192369e+06 \n", + "14 Tisa 6.245337e+05 \n", + "15 Vistula 8.956802e+05 \n", + "16 Zap. Dvina 8.060832e+05 \n", + "17 Po 6.240458e+05 \n", + "18 Vuoksa 1.531555e+05 \n", + "19 Kemijoki 4.651644e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... \n", + "5 MULTILINESTRING ((2778234.118 1742652.788, 277... \n", + "6 LINESTRING (3404499.642 2762382.497, 3421698.5... \n", + "7 LINESTRING (5035572.495 3631760.803, 5047544.3... \n", + "8 MULTILINESTRING ((4624553.768 3398503.656, 462... \n", + "9 MULTILINESTRING ((4042308.092 3212055.887, 404... \n", + "10 MULTILINESTRING ((3866903.559 2277016.182, 386... \n", + "11 LINESTRING (4648216.125 2547140.513, 4661823.0... \n", + "12 LINESTRING (3624993.844 2971660.167, 3627034.2... \n", + "13 MULTILINESTRING ((2683612.346 1965395.243, 268... \n", + "14 MULTILINESTRING ((5106263.501 2750642.311, 510... \n", + "15 LINESTRING (4901008.72 3506465.269, 4900222.83... \n", + "16 LINESTRING (5166748.233 3856621.242, 5169999.8... \n", + "17 LINESTRING (4082279.504 2357066.303, 4082529.8... \n", + "18 LINESTRING (5320109.06 4369844.104, 5320108.92... \n", + "19 MULTILINESTRING ((4986013.832 4812271.498, 498... " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpd_rivers_org = gpd.read_file(\n", + " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", + " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", + " \"at_download/file/wise_large_rivers.zip\"\n", + ")\n", + "gpd_rivers_org" + ] + }, + { + "cell_type": "markdown", + "id": "f8db1757-f80d-4cc3-b650-83109eecc390", + "metadata": {}, + "source": [ + "Convert to coordinate system / reference system" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
5Guadiana1.063055e+06MULTILINESTRING ((-7.39821 37.17202, -7.39569 ...
6Loire9.447554e+05LINESTRING (-2.17075 47.295, -1.9385 47.2884, ...
7Nemunas6.892096e+05LINESTRING (21.29464 55.28538, 21.46636 55.218...
8Odra8.237538e+05MULTILINESTRING ((14.589 53.60762, 14.58954 53...
9Rhine1.159962e+06MULTILINESTRING ((5.94425 51.94878, 5.95764 51...
10Rhone9.106179e+05MULTILINESTRING ((4.39884 43.44905, 4.39844 43...
11Sava6.259640e+05LINESTRING (14.21781 45.95367, 14.40056 46.041...
12Seine6.736484e+05LINESTRING (0.37219 49.44681, 0.40068 49.4464,...
13Tagus1.192369e+06MULTILINESTRING ((-8.98472 38.926, -8.97735 38...
14Tisa6.245337e+05MULTILINESTRING ((20.42878 47.37049, 20.38312 ...
15Vistula8.956802e+05LINESTRING (18.94217 54.34124, 18.92171 54.302...
16Zap. Dvina8.060832e+05LINESTRING (24.0301 57.06321, 24.06137 57.0011...
17Po6.240458e+05LINESTRING (7.01495 44.28117, 7.01808 44.28126...
18Vuoksa1.531555e+05LINESTRING (28.79296 61.22263, 28.79166 61.220...
19Kemijoki4.651644e+05MULTILINESTRING ((24.54508 65.79199, 24.54836 ...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "5 Guadiana 1.063055e+06 \n", + "6 Loire 9.447554e+05 \n", + "7 Nemunas 6.892096e+05 \n", + "8 Odra 8.237538e+05 \n", + "9 Rhine 1.159962e+06 \n", + "10 Rhone 9.106179e+05 \n", + "11 Sava 6.259640e+05 \n", + "12 Seine 6.736484e+05 \n", + "13 Tagus 1.192369e+06 \n", + "14 Tisa 6.245337e+05 \n", + "15 Vistula 8.956802e+05 \n", + "16 Zap. Dvina 8.060832e+05 \n", + "17 Po 6.240458e+05 \n", + "18 Vuoksa 1.531555e+05 \n", + "19 Kemijoki 4.651644e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... \n", + "5 MULTILINESTRING ((-7.39821 37.17202, -7.39569 ... \n", + "6 LINESTRING (-2.17075 47.295, -1.9385 47.2884, ... \n", + "7 LINESTRING (21.29464 55.28538, 21.46636 55.218... \n", + "8 MULTILINESTRING ((14.589 53.60762, 14.58954 53... \n", + "9 MULTILINESTRING ((5.94425 51.94878, 5.95764 51... \n", + "10 MULTILINESTRING ((4.39884 43.44905, 4.39844 43... \n", + "11 LINESTRING (14.21781 45.95367, 14.40056 46.041... \n", + "12 LINESTRING (0.37219 49.44681, 0.40068 49.4464,... \n", + "13 MULTILINESTRING ((-8.98472 38.926, -8.97735 38... \n", + "14 MULTILINESTRING ((20.42878 47.37049, 20.38312 ... \n", + "15 LINESTRING (18.94217 54.34124, 18.92171 54.302... \n", + "16 LINESTRING (24.0301 57.06321, 24.06137 57.0011... \n", + "17 LINESTRING (7.01495 44.28117, 7.01808 44.28126... \n", + "18 LINESTRING (28.79296 61.22263, 28.79166 61.220... \n", + "19 MULTILINESTRING ((24.54508 65.79199, 24.54836 ... " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpd_rivers_org.crs\n", + "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", + "gpd_rivers" + ] + }, + { + "cell_type": "markdown", + "id": "03606ea9-87db-4eb9-977e-2e3600fd03df", + "metadata": {}, + "source": [ + "Plot data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "250d19db-daaf-459d-b8b6-fba5752eec62", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 30, 35, 57],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue\")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", + "metadata": {}, + "source": [ + "Filter and plot data differently" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + " \n", + "len_limit = 700000\n", + "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", + "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", + "\n", + "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", + "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", + "\n", + "fig.legend()\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "786a6a58-ef46-4e1e-b938-38dd6437878b", + "metadata": {}, + "source": [ + "Use a colormap to indicate length of the reviers" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5ca80710-655d-407c-990f-dc1524879372", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.01p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "pygmt.makecpt(\n", + " cmap=\"oslo\",\n", + " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", + " reverse=True,\n", + ")\n", + "fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", + "\n", + "for i_river in range(len(gpd_rivers)):\n", + " fig.plot(\n", + " data=gpd_rivers[gpd_rivers.index==i_river],\n", + " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", + " pen=\"0.5p\",\n", + " cmap=True,\n", + " )\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", + "metadata": {}, + "source": [ + "### 2.2 Polygon geometry: Creating a choropleth map\n", + "\n", + "Used in / ideas of this example\n", + "* plot with fill=\"+z\" and aspatial parameter\n", + "* choropleth map: maybe higher-level method see PR https://github.com/GenericMappingTools/pygmt/pull/2798\n", + "* Data stored in geopandas GeoDataFrame\n", + "* built-in data of geopandas: deprecated see issue https://github.com/GenericMappingTools/pygmt/issues/2786" + ] + }, + { + "cell_type": "markdown", + "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", + "metadata": {}, + "source": [ + "Download data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
..................................................................
72MOUNT GREENWOOD75584290.020948665.130539274NaNNaNNaNNaNNaN0...1.036.84.38.73438116123332619093POLYGON ((-87.69646 41.70714, -87.69644 41.706...
73MORGAN PARK91877340.698846396.4193627585.50000096.66666797.00000067.9333331.0000005...0.840.310.815.02714930399891222544POLYGON ((-87.64215 41.68508, -87.64249 41.685...
74OHARE371835607.687173625.984667683.500000100.00000083.00000038.5000002.5000002...3.630.310.97.125828243423101112756MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4...
75EDGEWATER48449990.839731004.83094567794.42953085.92567694.54032377.1995101.582353170...4.123.89.79.233385194559140956521POLYGON ((-87.65456 41.99817, -87.65456 41.998...
76EDISON PARK31636313.786425937.2268419100.00000095.00000091.00000025.0000001.0000001...1.135.37.46.540959853710411187POLYGON ((-87.80676 42.00084, -87.80676 42.000...
\n", + "

77 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", + ".. ... ... ... ... ... \n", + "72 MOUNT GREENWOOD 75584290.0209 48665.1305392 74 NaN \n", + "73 MORGAN PARK 91877340.6988 46396.419362 75 85.500000 \n", + "74 OHARE 371835607.687 173625.98466 76 83.500000 \n", + "75 EDGEWATER 48449990.8397 31004.8309456 77 94.429530 \n", + "76 EDISON PARK 31636313.7864 25937.226841 9 100.000000 \n", + "\n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", + ".. ... ... ... ... ... ... ... \n", + "72 NaN NaN NaN NaN 0 ... 1.0 \n", + "73 96.666667 97.000000 67.933333 1.000000 5 ... 0.8 \n", + "74 100.000000 83.000000 38.500000 2.500000 2 ... 3.6 \n", + "75 85.925676 94.540323 77.199510 1.582353 170 ... 4.1 \n", + "76 95.000000 91.000000 25.000000 1.000000 1 ... 1.1 \n", + "\n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", + ".. ... ... ... ... ... ... \n", + "72 36.8 4.3 8.7 34381 16 1233 \n", + "73 40.3 10.8 15.0 27149 30 3998 \n", + "74 30.3 10.9 7.1 25828 24 3423 \n", + "75 23.8 9.7 9.2 33385 19 4559 \n", + "76 35.3 7.4 6.5 40959 8 537 \n", + "\n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", + ".. ... ... ... \n", + "72 326 19093 POLYGON ((-87.69646 41.70714, -87.69644 41.706... \n", + "73 912 22544 POLYGON ((-87.64215 41.68508, -87.64249 41.685... \n", + "74 1011 12756 MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4... \n", + "75 1409 56521 POLYGON ((-87.65456 41.99817, -87.65456 41.998... \n", + "76 104 11187 POLYGON ((-87.80676 42.00084, -87.80676 42.000... \n", + "\n", + "[77 rows x 21 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", + "gdf_airbnb" + ] + }, + { + "cell_type": "markdown", + "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", + "metadata": {}, + "source": [ + "Plot data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create figure\n", + "fig = pygmt.Figure()\n", + "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", + "\n", + "# Set up colormap\n", + "pygmt.makecpt(\n", + " cmap=\"bilbao\", series=[np.min(gdf_airbnb[\"population\"]), np.max(gdf_airbnb[\"population\"]), 10],\n", + ")\n", + "# Add colorbar\n", + "fig.colorbar(frame=\"x+lPopulation\")\n", + "\n", + "# Plot \n", + "fig.plot(\n", + " data=gdf_airbnb, \n", + " pen=\"0.2p,gray10\", \n", + " fill=\"+z\", \n", + " cmap=True,\n", + " aspatial=\"Z=population\",\n", + ")\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", + "metadata": {}, + "source": [ + "### 3. Additional tasks and comments\n", + "\n", + "Some interesting aspects:\n", + "\n", + "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in PyGMT\n", + "- Combination with `shapely` to create more complex geometries (i.e. `from shapely.geometry import Polygon`)\n", + "- Use sutiable colormaps (F. Crameri publication)\n", + "- Use similarly with DataFrames from xyz " + ] + }, + { + "cell_type": "markdown", + "id": "d1b3e114-1ff0-4cec-b75a-649cdc16ddfe", + "metadata": {}, + "source": [ + "### 4. References\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "885ad8a2-b4f2-4b8d-8cc3-13c7116600bf", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "25be809b-a107-41a1-b446-cf34cc2952ef", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ef89ed9da65a57af7f4392c2a0aa803b2c9be720 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 11:09:09 +0100 Subject: [PATCH 07/32] Remove old file --- book/ecosystem_pd_gpd.ipynb | 1198 ----------------------------------- 1 file changed, 1198 deletions(-) delete mode 100755 book/ecosystem_pd_gpd.ipynb diff --git a/book/ecosystem_pd_gpd.ipynb b/book/ecosystem_pd_gpd.ipynb deleted file mode 100755 index 706024b..0000000 --- a/book/ecosystem_pd_gpd.ipynb +++ /dev/null @@ -1,1198 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "315a335b-1325-4319-aa06-cb1b239616b8", - "metadata": {}, - "source": [ - "# Tutorial 4 - scientific Python ecosystem: `pandas` and `GeoPandas`\n", - "\n", - "In this tutorial we will learn using \n", - "\n", - " 1. `pandas` DataFrames\n", - " 2. `GeoPandas` GeoDataFrames\n", - "\n", - "within PyGMT" - ] - }, - { - "cell_type": "markdown", - "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", - "metadata": {}, - "source": [ - "## 0. General stuff" - ] - }, - { - "cell_type": "markdown", - "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", - "metadata": {}, - "source": [ - "Import required packages" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pygmt\n", - "import pandas as pd\n", - "import geopandas as gpd" - ] - }, - { - "cell_type": "markdown", - "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", - "metadata": {}, - "source": [ - "## 1. `pandas`\n", - "\n", - "`pandas.DataFrame`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", - "metadata": {}, - "source": [ - "## 2. `GeoPandas`\n", - "\n", - "Different datasets are available from: https://github.com/GenericMappingTools/pygmt/issues/2786#issuecomment-1787655589" - ] - }, - { - "cell_type": "markdown", - "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", - "metadata": {}, - "source": [ - "### 2.1 Point and line geometries" - ] - }, - { - "cell_type": "markdown", - "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", - "metadata": {}, - "source": [ - "Download data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
5Guadiana1.063055e+06MULTILINESTRING ((2778234.118 1742652.788, 277...
6Loire9.447554e+05LINESTRING (3404499.642 2762382.497, 3421698.5...
7Nemunas6.892096e+05LINESTRING (5035572.495 3631760.803, 5047544.3...
8Odra8.237538e+05MULTILINESTRING ((4624553.768 3398503.656, 462...
9Rhine1.159962e+06MULTILINESTRING ((4042308.092 3212055.887, 404...
10Rhone9.106179e+05MULTILINESTRING ((3866903.559 2277016.182, 386...
11Sava6.259640e+05LINESTRING (4648216.125 2547140.513, 4661823.0...
12Seine6.736484e+05LINESTRING (3624993.844 2971660.167, 3627034.2...
13Tagus1.192369e+06MULTILINESTRING ((2683612.346 1965395.243, 268...
14Tisa6.245337e+05MULTILINESTRING ((5106263.501 2750642.311, 510...
15Vistula8.956802e+05LINESTRING (4901008.72 3506465.269, 4900222.83...
16Zap. Dvina8.060832e+05LINESTRING (5166748.233 3856621.242, 5169999.8...
17Po6.240458e+05LINESTRING (4082279.504 2357066.303, 4082529.8...
18Vuoksa1.531555e+05LINESTRING (5320109.06 4369844.104, 5320108.92...
19Kemijoki4.651644e+05MULTILINESTRING ((4986013.832 4812271.498, 498...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "5 Guadiana 1.063055e+06 \n", - "6 Loire 9.447554e+05 \n", - "7 Nemunas 6.892096e+05 \n", - "8 Odra 8.237538e+05 \n", - "9 Rhine 1.159962e+06 \n", - "10 Rhone 9.106179e+05 \n", - "11 Sava 6.259640e+05 \n", - "12 Seine 6.736484e+05 \n", - "13 Tagus 1.192369e+06 \n", - "14 Tisa 6.245337e+05 \n", - "15 Vistula 8.956802e+05 \n", - "16 Zap. Dvina 8.060832e+05 \n", - "17 Po 6.240458e+05 \n", - "18 Vuoksa 1.531555e+05 \n", - "19 Kemijoki 4.651644e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", - "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", - "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", - "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", - "4 MULTILINESTRING ((2859329.283 1682737.074, 286... \n", - "5 MULTILINESTRING ((2778234.118 1742652.788, 277... \n", - "6 LINESTRING (3404499.642 2762382.497, 3421698.5... \n", - "7 LINESTRING (5035572.495 3631760.803, 5047544.3... \n", - "8 MULTILINESTRING ((4624553.768 3398503.656, 462... \n", - "9 MULTILINESTRING ((4042308.092 3212055.887, 404... \n", - "10 MULTILINESTRING ((3866903.559 2277016.182, 386... \n", - "11 LINESTRING (4648216.125 2547140.513, 4661823.0... \n", - "12 LINESTRING (3624993.844 2971660.167, 3627034.2... \n", - "13 MULTILINESTRING ((2683612.346 1965395.243, 268... \n", - "14 MULTILINESTRING ((5106263.501 2750642.311, 510... \n", - "15 LINESTRING (4901008.72 3506465.269, 4900222.83... \n", - "16 LINESTRING (5166748.233 3856621.242, 5169999.8... \n", - "17 LINESTRING (4082279.504 2357066.303, 4082529.8... \n", - "18 LINESTRING (5320109.06 4369844.104, 5320108.92... \n", - "19 MULTILINESTRING ((4986013.832 4812271.498, 498... " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gpd_rivers_org = gpd.read_file(\n", - " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", - " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", - " \"at_download/file/wise_large_rivers.zip\"\n", - ")\n", - "gpd_rivers_org" - ] - }, - { - "cell_type": "markdown", - "id": "f8db1757-f80d-4cc3-b650-83109eecc390", - "metadata": {}, - "source": [ - "Convert to coordinate system / reference system" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
5Guadiana1.063055e+06MULTILINESTRING ((-7.39821 37.17202, -7.39569 ...
6Loire9.447554e+05LINESTRING (-2.17075 47.295, -1.9385 47.2884, ...
7Nemunas6.892096e+05LINESTRING (21.29464 55.28538, 21.46636 55.218...
8Odra8.237538e+05MULTILINESTRING ((14.589 53.60762, 14.58954 53...
9Rhine1.159962e+06MULTILINESTRING ((5.94425 51.94878, 5.95764 51...
10Rhone9.106179e+05MULTILINESTRING ((4.39884 43.44905, 4.39844 43...
11Sava6.259640e+05LINESTRING (14.21781 45.95367, 14.40056 46.041...
12Seine6.736484e+05LINESTRING (0.37219 49.44681, 0.40068 49.4464,...
13Tagus1.192369e+06MULTILINESTRING ((-8.98472 38.926, -8.97735 38...
14Tisa6.245337e+05MULTILINESTRING ((20.42878 47.37049, 20.38312 ...
15Vistula8.956802e+05LINESTRING (18.94217 54.34124, 18.92171 54.302...
16Zap. Dvina8.060832e+05LINESTRING (24.0301 57.06321, 24.06137 57.0011...
17Po6.240458e+05LINESTRING (7.01495 44.28117, 7.01808 44.28126...
18Vuoksa1.531555e+05LINESTRING (28.79296 61.22263, 28.79166 61.220...
19Kemijoki4.651644e+05MULTILINESTRING ((24.54508 65.79199, 24.54836 ...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "5 Guadiana 1.063055e+06 \n", - "6 Loire 9.447554e+05 \n", - "7 Nemunas 6.892096e+05 \n", - "8 Odra 8.237538e+05 \n", - "9 Rhine 1.159962e+06 \n", - "10 Rhone 9.106179e+05 \n", - "11 Sava 6.259640e+05 \n", - "12 Seine 6.736484e+05 \n", - "13 Tagus 1.192369e+06 \n", - "14 Tisa 6.245337e+05 \n", - "15 Vistula 8.956802e+05 \n", - "16 Zap. Dvina 8.060832e+05 \n", - "17 Po 6.240458e+05 \n", - "18 Vuoksa 1.531555e+05 \n", - "19 Kemijoki 4.651644e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", - "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", - "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", - "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", - "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... \n", - "5 MULTILINESTRING ((-7.39821 37.17202, -7.39569 ... \n", - "6 LINESTRING (-2.17075 47.295, -1.9385 47.2884, ... \n", - "7 LINESTRING (21.29464 55.28538, 21.46636 55.218... \n", - "8 MULTILINESTRING ((14.589 53.60762, 14.58954 53... \n", - "9 MULTILINESTRING ((5.94425 51.94878, 5.95764 51... \n", - "10 MULTILINESTRING ((4.39884 43.44905, 4.39844 43... \n", - "11 LINESTRING (14.21781 45.95367, 14.40056 46.041... \n", - "12 LINESTRING (0.37219 49.44681, 0.40068 49.4464,... \n", - "13 MULTILINESTRING ((-8.98472 38.926, -8.97735 38... \n", - "14 MULTILINESTRING ((20.42878 47.37049, 20.38312 ... \n", - "15 LINESTRING (18.94217 54.34124, 18.92171 54.302... \n", - "16 LINESTRING (24.0301 57.06321, 24.06137 57.0011... \n", - "17 LINESTRING (7.01495 44.28117, 7.01808 44.28126... \n", - "18 LINESTRING (28.79296 61.22263, 28.79166 61.220... \n", - "19 MULTILINESTRING ((24.54508 65.79199, 24.54836 ... " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gpd_rivers_org.crs\n", - "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", - "gpd_rivers" - ] - }, - { - "cell_type": "markdown", - "id": "03606ea9-87db-4eb9-977e-2e3600fd03df", - "metadata": {}, - "source": [ - "Plot data" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "250d19db-daaf-459d-b8b6-fba5752eec62", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 30, 35, 57],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue\")\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "markdown", - "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", - "metadata": {}, - "source": [ - "Filter and plot data differently" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " frame=True,\n", - ")\n", - " \n", - "len_limit = 700000\n", - "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", - "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", - "\n", - "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", - "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", - "\n", - "fig.legend()\n", - "\n", - "fig.show(dpi=150)" - ] - }, - { - "cell_type": "markdown", - "id": "786a6a58-ef46-4e1e-b938-38dd6437878b", - "metadata": {}, - "source": [ - "Use a colormap to indicate length of the reviers" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "5ca80710-655d-407c-990f-dc1524879372", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.01p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "pygmt.makecpt(\n", - " cmap=\"oslo\",\n", - " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", - " reverse=True,\n", - ")\n", - "fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", - "\n", - "for i_river in range(len(gpd_rivers)):\n", - " fig.plot(\n", - " data=gpd_rivers[gpd_rivers.index==i_river],\n", - " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", - " pen=\"0.5p\",\n", - " cmap=True,\n", - " )\n", - "\n", - "fig.show(dpi=150)" - ] - }, - { - "cell_type": "markdown", - "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", - "metadata": {}, - "source": [ - "### 2.2 Polygon geometry: Creating a choropleth map\n", - "\n", - "Used in / ideas of this example\n", - "* plot with fill=\"+z\" and aspatial parameter\n", - "* choropleth map: maybe higher-level method see PR https://github.com/GenericMappingTools/pygmt/pull/2798\n", - "* Data stored in geopandas GeoDataFrame\n", - "* built-in data of geopandas: deprecated see issue https://github.com/GenericMappingTools/pygmt/issues/2786" - ] - }, - { - "cell_type": "markdown", - "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", - "metadata": {}, - "source": [ - "Download data" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
..................................................................
72MOUNT GREENWOOD75584290.020948665.130539274NaNNaNNaNNaNNaN0...1.036.84.38.73438116123332619093POLYGON ((-87.69646 41.70714, -87.69644 41.706...
73MORGAN PARK91877340.698846396.4193627585.50000096.66666797.00000067.9333331.0000005...0.840.310.815.02714930399891222544POLYGON ((-87.64215 41.68508, -87.64249 41.685...
74OHARE371835607.687173625.984667683.500000100.00000083.00000038.5000002.5000002...3.630.310.97.125828243423101112756MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4...
75EDGEWATER48449990.839731004.83094567794.42953085.92567694.54032377.1995101.582353170...4.123.89.79.233385194559140956521POLYGON ((-87.65456 41.99817, -87.65456 41.998...
76EDISON PARK31636313.786425937.2268419100.00000095.00000091.00000025.0000001.0000001...1.135.37.46.540959853710411187POLYGON ((-87.80676 42.00084, -87.80676 42.000...
\n", - "

77 rows × 21 columns

\n", - "
" - ], - "text/plain": [ - " community shape_area shape_len AREAID response_r \\\n", - "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", - "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", - "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", - "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", - "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", - ".. ... ... ... ... ... \n", - "72 MOUNT GREENWOOD 75584290.0209 48665.1305392 74 NaN \n", - "73 MORGAN PARK 91877340.6988 46396.419362 75 85.500000 \n", - "74 OHARE 371835607.687 173625.98466 76 83.500000 \n", - "75 EDGEWATER 48449990.8397 31004.8309456 77 94.429530 \n", - "76 EDISON PARK 31636313.7864 25937.226841 9 100.000000 \n", - "\n", - " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", - "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", - "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", - "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", - "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", - "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", - ".. ... ... ... ... ... ... ... \n", - "72 NaN NaN NaN NaN 0 ... 1.0 \n", - "73 96.666667 97.000000 67.933333 1.000000 5 ... 0.8 \n", - "74 100.000000 83.000000 38.500000 2.500000 2 ... 3.6 \n", - "75 85.925676 94.540323 77.199510 1.582353 170 ... 4.1 \n", - "76 95.000000 91.000000 25.000000 1.000000 1 ... 1.1 \n", - "\n", - " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", - "0 30.7 14.3 18.2 23791 47 5013 \n", - "1 40.4 18.4 28.7 19252 78 1306 \n", - "2 44.9 26.6 33.9 10432 97 1764 \n", - "3 39.5 15.9 24.3 23472 57 6416 \n", - "4 35.4 11.3 15.7 35911 26 2713 \n", - ".. ... ... ... ... ... ... \n", - "72 36.8 4.3 8.7 34381 16 1233 \n", - "73 40.3 10.8 15.0 27149 30 3998 \n", - "74 30.3 10.9 7.1 25828 24 3423 \n", - "75 23.8 9.7 9.2 33385 19 4559 \n", - "76 35.3 7.4 6.5 40959 8 537 \n", - "\n", - " num_theft population geometry \n", - "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", - "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", - "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", - "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", - "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", - ".. ... ... ... \n", - "72 326 19093 POLYGON ((-87.69646 41.70714, -87.69644 41.706... \n", - "73 912 22544 POLYGON ((-87.64215 41.68508, -87.64249 41.685... \n", - "74 1011 12756 MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4... \n", - "75 1409 56521 POLYGON ((-87.65456 41.99817, -87.65456 41.998... \n", - "76 104 11187 POLYGON ((-87.80676 42.00084, -87.80676 42.000... \n", - "\n", - "[77 rows x 21 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", - "gdf_airbnb" - ] - }, - { - "cell_type": "markdown", - "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", - "metadata": {}, - "source": [ - "Plot data" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# Create figure\n", - "fig = pygmt.Figure()\n", - "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", - "\n", - "# Set up colormap\n", - "pygmt.makecpt(\n", - " cmap=\"bilbao\", series=[np.min(gdf_airbnb[\"population\"]), np.max(gdf_airbnb[\"population\"]), 10],\n", - ")\n", - "# Add colorbar\n", - "fig.colorbar(frame=\"x+lPopulation\")\n", - "\n", - "# Plot \n", - "fig.plot(\n", - " data=gdf_airbnb, \n", - " pen=\"0.2p,gray10\", \n", - " fill=\"+z\", \n", - " cmap=True,\n", - " aspatial=\"Z=population\",\n", - ")\n", - "\n", - "fig.show(dpi=150)" - ] - }, - { - "cell_type": "markdown", - "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", - "metadata": {}, - "source": [ - "### 3. Additional tasks and comments\n", - "\n", - "Some interesting aspects:\n", - "\n", - "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in PyGMT\n", - "- Combination with `shapely` to create more complex geometries (i.e. `from shapely.geometry import Polygon`)\n", - "- Use sutiable colormaps (F. Crameri publication)\n", - "- Use similarly with DataFrames from xyz " - ] - }, - { - "cell_type": "markdown", - "id": "d1b3e114-1ff0-4cec-b75a-649cdc16ddfe", - "metadata": {}, - "source": [ - "### 4. References\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "885ad8a2-b4f2-4b8d-8cc3-13c7116600bf", - "metadata": {}, - "source": [] - } - ], - "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": "3.12.6" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 62927352fbcc1a911b7953dcfe07c3ca145220e8 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 21:38:14 +0100 Subject: [PATCH 08/32] Add more code and docs --- book/tut2_spec_pd_gpd.ipynb | 699 ++++++++++-------------------------- 1 file changed, 189 insertions(+), 510 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index ed760de..3d49655 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -33,15 +33,15 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], "source": [ + "import geopandas as gpd\n", "import numpy as np\n", - "import pygmt\n", "import pandas as pd\n", - "import geopandas as gpd" + "import pygmt" ] }, { @@ -49,7 +49,15 @@ "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", "metadata": {}, "source": [ - "## 1. `pandas`\n", + "## 1. `pandas`" + ] + }, + { + "cell_type": "markdown", + "id": "83b9b297-0fea-4e38-8745-17994d93d813", + "metadata": {}, + "source": [ + "### 1.1 Data\n", "\n", "`pandas.DataFrame`" ] @@ -62,6 +70,24 @@ "outputs": [], "source": [] }, + { + "cell_type": "markdown", + "id": "8bf74452-3e78-4bce-a8db-4d0473d15eee", + "metadata": {}, + "source": [ + "### 1.2 Create what ever plot\n", + "\n", + "xxx" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", @@ -77,7 +103,9 @@ "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", "metadata": {}, "source": [ - "### 2.1 Point and line geometries" + "### 2.1 Line geometry\n", + "\n", + "Examples: rivers, roads, boundaries" ] }, { @@ -85,7 +113,10 @@ "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", "metadata": {}, "source": [ - "Download data" + "#### 2.1.1 Data\n", + "\n", + "We download data into in GeoPandas GeoDataFrame.\n", + "More interesting data sets can be found at: " ] }, { @@ -151,144 +182,24 @@ " 5.997583e+05\n", " MULTILINESTRING ((2859329.283 1682737.074, 286...\n", " \n", - " \n", - " 5\n", - " Guadiana\n", - " 1.063055e+06\n", - " MULTILINESTRING ((2778234.118 1742652.788, 277...\n", - " \n", - " \n", - " 6\n", - " Loire\n", - " 9.447554e+05\n", - " LINESTRING (3404499.642 2762382.497, 3421698.5...\n", - " \n", - " \n", - " 7\n", - " Nemunas\n", - " 6.892096e+05\n", - " LINESTRING (5035572.495 3631760.803, 5047544.3...\n", - " \n", - " \n", - " 8\n", - " Odra\n", - " 8.237538e+05\n", - " MULTILINESTRING ((4624553.768 3398503.656, 462...\n", - " \n", - " \n", - " 9\n", - " Rhine\n", - " 1.159962e+06\n", - " MULTILINESTRING ((4042308.092 3212055.887, 404...\n", - " \n", - " \n", - " 10\n", - " Rhone\n", - " 9.106179e+05\n", - " MULTILINESTRING ((3866903.559 2277016.182, 386...\n", - " \n", - " \n", - " 11\n", - " Sava\n", - " 6.259640e+05\n", - " LINESTRING (4648216.125 2547140.513, 4661823.0...\n", - " \n", - " \n", - " 12\n", - " Seine\n", - " 6.736484e+05\n", - " LINESTRING (3624993.844 2971660.167, 3627034.2...\n", - " \n", - " \n", - " 13\n", - " Tagus\n", - " 1.192369e+06\n", - " MULTILINESTRING ((2683612.346 1965395.243, 268...\n", - " \n", - " \n", - " 14\n", - " Tisa\n", - " 6.245337e+05\n", - " MULTILINESTRING ((5106263.501 2750642.311, 510...\n", - " \n", - " \n", - " 15\n", - " Vistula\n", - " 8.956802e+05\n", - " LINESTRING (4901008.72 3506465.269, 4900222.83...\n", - " \n", - " \n", - " 16\n", - " Zap. Dvina\n", - " 8.060832e+05\n", - " LINESTRING (5166748.233 3856621.242, 5169999.8...\n", - " \n", - " \n", - " 17\n", - " Po\n", - " 6.240458e+05\n", - " LINESTRING (4082279.504 2357066.303, 4082529.8...\n", - " \n", - " \n", - " 18\n", - " Vuoksa\n", - " 1.531555e+05\n", - " LINESTRING (5320109.06 4369844.104, 5320108.92...\n", - " \n", - " \n", - " 19\n", - " Kemijoki\n", - " 4.651644e+05\n", - " MULTILINESTRING ((4986013.832 4812271.498, 498...\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "5 Guadiana 1.063055e+06 \n", - "6 Loire 9.447554e+05 \n", - "7 Nemunas 6.892096e+05 \n", - "8 Odra 8.237538e+05 \n", - "9 Rhine 1.159962e+06 \n", - "10 Rhone 9.106179e+05 \n", - "11 Sava 6.259640e+05 \n", - "12 Seine 6.736484e+05 \n", - "13 Tagus 1.192369e+06 \n", - "14 Tisa 6.245337e+05 \n", - "15 Vistula 8.956802e+05 \n", - "16 Zap. Dvina 8.060832e+05 \n", - "17 Po 6.240458e+05 \n", - "18 Vuoksa 1.531555e+05 \n", - "19 Kemijoki 4.651644e+05 \n", + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", "\n", - " geometry \n", - "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", - "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", - "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", - "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", - "4 MULTILINESTRING ((2859329.283 1682737.074, 286... \n", - "5 MULTILINESTRING ((2778234.118 1742652.788, 277... \n", - "6 LINESTRING (3404499.642 2762382.497, 3421698.5... \n", - "7 LINESTRING (5035572.495 3631760.803, 5047544.3... \n", - "8 MULTILINESTRING ((4624553.768 3398503.656, 462... \n", - "9 MULTILINESTRING ((4042308.092 3212055.887, 404... \n", - "10 MULTILINESTRING ((3866903.559 2277016.182, 386... \n", - "11 LINESTRING (4648216.125 2547140.513, 4661823.0... \n", - "12 LINESTRING (3624993.844 2971660.167, 3627034.2... \n", - "13 MULTILINESTRING ((2683612.346 1965395.243, 268... \n", - "14 MULTILINESTRING ((5106263.501 2750642.311, 510... \n", - "15 LINESTRING (4901008.72 3506465.269, 4900222.83... \n", - "16 LINESTRING (5166748.233 3856621.242, 5169999.8... \n", - "17 LINESTRING (4082279.504 2357066.303, 4082529.8... \n", - "18 LINESTRING (5320109.06 4369844.104, 5320108.92... \n", - "19 MULTILINESTRING ((4986013.832 4812271.498, 498... " + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " ] }, "execution_count": 2, @@ -302,7 +213,7 @@ " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", " \"at_download/file/wise_large_rivers.zip\"\n", ")\n", - "gpd_rivers_org" + "gpd_rivers_org.head()" ] }, { @@ -376,144 +287,24 @@ " 5.997583e+05\n", " MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...\n", " \n", - " \n", - " 5\n", - " Guadiana\n", - " 1.063055e+06\n", - " MULTILINESTRING ((-7.39821 37.17202, -7.39569 ...\n", - " \n", - " \n", - " 6\n", - " Loire\n", - " 9.447554e+05\n", - " LINESTRING (-2.17075 47.295, -1.9385 47.2884, ...\n", - " \n", - " \n", - " 7\n", - " Nemunas\n", - " 6.892096e+05\n", - " LINESTRING (21.29464 55.28538, 21.46636 55.218...\n", - " \n", - " \n", - " 8\n", - " Odra\n", - " 8.237538e+05\n", - " MULTILINESTRING ((14.589 53.60762, 14.58954 53...\n", - " \n", - " \n", - " 9\n", - " Rhine\n", - " 1.159962e+06\n", - " MULTILINESTRING ((5.94425 51.94878, 5.95764 51...\n", - " \n", - " \n", - " 10\n", - " Rhone\n", - " 9.106179e+05\n", - " MULTILINESTRING ((4.39884 43.44905, 4.39844 43...\n", - " \n", - " \n", - " 11\n", - " Sava\n", - " 6.259640e+05\n", - " LINESTRING (14.21781 45.95367, 14.40056 46.041...\n", - " \n", - " \n", - " 12\n", - " Seine\n", - " 6.736484e+05\n", - " LINESTRING (0.37219 49.44681, 0.40068 49.4464,...\n", - " \n", - " \n", - " 13\n", - " Tagus\n", - " 1.192369e+06\n", - " MULTILINESTRING ((-8.98472 38.926, -8.97735 38...\n", - " \n", - " \n", - " 14\n", - " Tisa\n", - " 6.245337e+05\n", - " MULTILINESTRING ((20.42878 47.37049, 20.38312 ...\n", - " \n", - " \n", - " 15\n", - " Vistula\n", - " 8.956802e+05\n", - " LINESTRING (18.94217 54.34124, 18.92171 54.302...\n", - " \n", - " \n", - " 16\n", - " Zap. Dvina\n", - " 8.060832e+05\n", - " LINESTRING (24.0301 57.06321, 24.06137 57.0011...\n", - " \n", - " \n", - " 17\n", - " Po\n", - " 6.240458e+05\n", - " LINESTRING (7.01495 44.28117, 7.01808 44.28126...\n", - " \n", - " \n", - " 18\n", - " Vuoksa\n", - " 1.531555e+05\n", - " LINESTRING (28.79296 61.22263, 28.79166 61.220...\n", - " \n", - " \n", - " 19\n", - " Kemijoki\n", - " 4.651644e+05\n", - " MULTILINESTRING ((24.54508 65.79199, 24.54836 ...\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "5 Guadiana 1.063055e+06 \n", - "6 Loire 9.447554e+05 \n", - "7 Nemunas 6.892096e+05 \n", - "8 Odra 8.237538e+05 \n", - "9 Rhine 1.159962e+06 \n", - "10 Rhone 9.106179e+05 \n", - "11 Sava 6.259640e+05 \n", - "12 Seine 6.736484e+05 \n", - "13 Tagus 1.192369e+06 \n", - "14 Tisa 6.245337e+05 \n", - "15 Vistula 8.956802e+05 \n", - "16 Zap. Dvina 8.060832e+05 \n", - "17 Po 6.240458e+05 \n", - "18 Vuoksa 1.531555e+05 \n", - "19 Kemijoki 4.651644e+05 \n", + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", "\n", - " geometry \n", - "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", - "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", - "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", - "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", - "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... \n", - "5 MULTILINESTRING ((-7.39821 37.17202, -7.39569 ... \n", - "6 LINESTRING (-2.17075 47.295, -1.9385 47.2884, ... \n", - "7 LINESTRING (21.29464 55.28538, 21.46636 55.218... \n", - "8 MULTILINESTRING ((14.589 53.60762, 14.58954 53... \n", - "9 MULTILINESTRING ((5.94425 51.94878, 5.95764 51... \n", - "10 MULTILINESTRING ((4.39884 43.44905, 4.39844 43... \n", - "11 LINESTRING (14.21781 45.95367, 14.40056 46.041... \n", - "12 LINESTRING (0.37219 49.44681, 0.40068 49.4464,... \n", - "13 MULTILINESTRING ((-8.98472 38.926, -8.97735 38... \n", - "14 MULTILINESTRING ((20.42878 47.37049, 20.38312 ... \n", - "15 LINESTRING (18.94217 54.34124, 18.92171 54.302... \n", - "16 LINESTRING (24.0301 57.06321, 24.06137 57.0011... \n", - "17 LINESTRING (7.01495 44.28117, 7.01808 44.28126... \n", - "18 LINESTRING (28.79296 61.22263, 28.79166 61.220... \n", - "19 MULTILINESTRING ((24.54508 65.79199, 24.54836 ... " + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " ] }, "execution_count": 3, @@ -524,7 +315,7 @@ "source": [ "gpd_rivers_org.crs\n", "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", - "gpd_rivers" + "gpd_rivers.head()" ] }, { @@ -532,18 +323,79 @@ "id": "03606ea9-87db-4eb9-977e-2e3600fd03df", "metadata": {}, "source": [ - "Plot data" + "#### 2.1.2 Create a histogram for the distribution of the river length.\n", + "\n", + "xxx" ] }, { "cell_type": "code", "execution_count": 4, + "id": "ccff1d6d-e4d9-45e4-b63e-07648b9d293c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Choose the bin width of the bars; feel free to play around with this value\n", + "len_min = gpd_rivers.Shape_Leng.min()\n", + "len_max = gpd_rivers.Shape_Leng.max()\n", + "step_histo = 50000\n", + "\n", + "fig = pygmt.Figure()\n", + "\n", + "fig.histogram(\n", + " data=np.array(gpd_rivers[\"Shape_Leng\"]),\n", + " projection=\"X10c\",\n", + " # Determine y range automatically\n", + " region=[len_min - step_histo, len_max + step_histo, 0, 0],\n", + " # Define the frame, add labels to the x-axis and y-axis\n", + " frame=[\"WSne\", \"x+lriver length in meters\", \"y+lcounts\"],\n", + " # Generate evenly spaced bins\n", + " series=step_histo,\n", + " # Fill bars with color \"orange\"\n", + " fill=\"orange\",\n", + " # Draw gray outlines with a width of 1 point\n", + " pen=\"1p,gray\",\n", + " # Choose histogram type 0, i.e., counts [Default]\n", + " histtype=0,\n", + ")\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "c6ed1e0c-3b1c-485a-9640-9e8098e573f1", + "metadata": {}, + "source": [ + "#### 2.1.3 Create a map of the rivers\n", + "\n", + "xxx" + ] + }, + { + "cell_type": "code", + "execution_count": 5, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -567,9 +419,9 @@ " frame=True,\n", ")\n", "\n", - "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue\")\n", + "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue,solid\")\n", "\n", - "fig.show()" + "fig.show(dpi=150)" ] }, { @@ -577,18 +429,20 @@ "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", "metadata": {}, "source": [ - "Filter and plot data differently" + "#### 2.1.4 Filter the dataset based on the river length and plot the subsets differently\n", + "\n", + "xxx" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -611,13 +465,15 @@ " shorelines=\"1/0.1p,gray50\",\n", " frame=True,\n", ")\n", - " \n", - "len_limit = 700000\n", + "\n", + "# Split the dataset in two subsets of shorter and longer rivers\n", + "# Feel free to play around with this value\n", + "len_limit = 700000 # in meters\n", "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", "\n", - "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m\")\n", - "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", + "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"rivers shorter {len_limit} m\")\n", + "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"rivers longer {len_limit} m\")\n", "\n", "fig.legend()\n", "\n", @@ -626,21 +482,23 @@ }, { "cell_type": "markdown", - "id": "786a6a58-ef46-4e1e-b938-38dd6437878b", + "id": "eb723411-a607-4db4-bb9f-e9067248b512", "metadata": {}, "source": [ - "Use a colormap to indicate length of the reviers" + "#### 2.1.5 Addional task: Plot the rivers with color-coding for the river length\n", + "\n", + "xxx" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "5ca80710-655d-407c-990f-dc1524879372", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -664,12 +522,8 @@ " frame=True,\n", ")\n", "\n", - "pygmt.makecpt(\n", - " cmap=\"oslo\",\n", - " series=[gpd_rivers.Shape_Leng.min(), 1500000],\n", - " reverse=True,\n", - ")\n", - "fig.colorbar(frame=[\"x+llength\", \"y+lm\"], position=\"+ef0.2c\")\n", + "pygmt.makecpt(cmap=\"oslo\", series=[len_min, 1500000], reverse=True)\n", + "fig.colorbar(frame=[\"x+lriver length\", \"y+lm\"], position=\"+ef0.2c\")\n", "\n", "for i_river in range(len(gpd_rivers)):\n", " fig.plot(\n", @@ -687,7 +541,7 @@ "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", "metadata": {}, "source": [ - "### 2.2 Polygon geometry: Creating a choropleth map\n", + "### 2.2 Polygon geometry\n", "\n", "Used in / ideas of this example\n", "* plot with fill=\"+z\" and aspatial parameter\n", @@ -701,12 +555,12 @@ "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", "metadata": {}, "source": [ - "Download data" + "#### 2.2.1 Data" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, "outputs": [ @@ -875,219 +729,51 @@ " 17841\n", " POLYGON ((-87.59215 41.81693, -87.59215 41.816...\n", " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 72\n", - " MOUNT GREENWOOD\n", - " 75584290.0209\n", - " 48665.1305392\n", - " 74\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " 0\n", - " ...\n", - " 1.0\n", - " 36.8\n", - " 4.3\n", - " 8.7\n", - " 34381\n", - " 16\n", - " 1233\n", - " 326\n", - " 19093\n", - " POLYGON ((-87.69646 41.70714, -87.69644 41.706...\n", - " \n", - " \n", - " 73\n", - " MORGAN PARK\n", - " 91877340.6988\n", - " 46396.419362\n", - " 75\n", - " 85.500000\n", - " 96.666667\n", - " 97.000000\n", - " 67.933333\n", - " 1.000000\n", - " 5\n", - " ...\n", - " 0.8\n", - " 40.3\n", - " 10.8\n", - " 15.0\n", - " 27149\n", - " 30\n", - " 3998\n", - " 912\n", - " 22544\n", - " POLYGON ((-87.64215 41.68508, -87.64249 41.685...\n", - " \n", - " \n", - " 74\n", - " OHARE\n", - " 371835607.687\n", - " 173625.98466\n", - " 76\n", - " 83.500000\n", - " 100.000000\n", - " 83.000000\n", - " 38.500000\n", - " 2.500000\n", - " 2\n", - " ...\n", - " 3.6\n", - " 30.3\n", - " 10.9\n", - " 7.1\n", - " 25828\n", - " 24\n", - " 3423\n", - " 1011\n", - " 12756\n", - " MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4...\n", - " \n", - " \n", - " 75\n", - " EDGEWATER\n", - " 48449990.8397\n", - " 31004.8309456\n", - " 77\n", - " 94.429530\n", - " 85.925676\n", - " 94.540323\n", - " 77.199510\n", - " 1.582353\n", - " 170\n", - " ...\n", - " 4.1\n", - " 23.8\n", - " 9.7\n", - " 9.2\n", - " 33385\n", - " 19\n", - " 4559\n", - " 1409\n", - " 56521\n", - " POLYGON ((-87.65456 41.99817, -87.65456 41.998...\n", - " \n", - " \n", - " 76\n", - " EDISON PARK\n", - " 31636313.7864\n", - " 25937.226841\n", - " 9\n", - " 100.000000\n", - " 95.000000\n", - " 91.000000\n", - " 25.000000\n", - " 1.000000\n", - " 1\n", - " ...\n", - " 1.1\n", - " 35.3\n", - " 7.4\n", - " 6.5\n", - " 40959\n", - " 8\n", - " 537\n", - " 104\n", - " 11187\n", - " POLYGON ((-87.80676 42.00084, -87.80676 42.000...\n", - " \n", " \n", "\n", - "

77 rows × 21 columns

\n", + "

5 rows × 21 columns

\n", "" ], "text/plain": [ - " community shape_area shape_len AREAID response_r \\\n", - "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", - "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", - "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", - "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", - "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", - ".. ... ... ... ... ... \n", - "72 MOUNT GREENWOOD 75584290.0209 48665.1305392 74 NaN \n", - "73 MORGAN PARK 91877340.6988 46396.419362 75 85.500000 \n", - "74 OHARE 371835607.687 173625.98466 76 83.500000 \n", - "75 EDGEWATER 48449990.8397 31004.8309456 77 94.429530 \n", - "76 EDISON PARK 31636313.7864 25937.226841 9 100.000000 \n", + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", "\n", - " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", - "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", - "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", - "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", - "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", - "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", - ".. ... ... ... ... ... ... ... \n", - "72 NaN NaN NaN NaN 0 ... 1.0 \n", - "73 96.666667 97.000000 67.933333 1.000000 5 ... 0.8 \n", - "74 100.000000 83.000000 38.500000 2.500000 2 ... 3.6 \n", - "75 85.925676 94.540323 77.199510 1.582353 170 ... 4.1 \n", - "76 95.000000 91.000000 25.000000 1.000000 1 ... 1.1 \n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", "\n", - " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", - "0 30.7 14.3 18.2 23791 47 5013 \n", - "1 40.4 18.4 28.7 19252 78 1306 \n", - "2 44.9 26.6 33.9 10432 97 1764 \n", - "3 39.5 15.9 24.3 23472 57 6416 \n", - "4 35.4 11.3 15.7 35911 26 2713 \n", - ".. ... ... ... ... ... ... \n", - "72 36.8 4.3 8.7 34381 16 1233 \n", - "73 40.3 10.8 15.0 27149 30 3998 \n", - "74 30.3 10.9 7.1 25828 24 3423 \n", - "75 23.8 9.7 9.2 33385 19 4559 \n", - "76 35.3 7.4 6.5 40959 8 537 \n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", "\n", - " num_theft population geometry \n", - "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", - "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", - "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", - "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", - "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", - ".. ... ... ... \n", - "72 326 19093 POLYGON ((-87.69646 41.70714, -87.69644 41.706... \n", - "73 912 22544 POLYGON ((-87.64215 41.68508, -87.64249 41.685... \n", - "74 1011 12756 MULTIPOLYGON (((-87.83658 41.9864, -87.83658 4... \n", - "75 1409 56521 POLYGON ((-87.65456 41.99817, -87.65456 41.998... \n", - "76 104 11187 POLYGON ((-87.80676 42.00084, -87.80676 42.000... \n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", "\n", - "[77 rows x 21 columns]" + "[5 rows x 21 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", - "gdf_airbnb" + "gdf_airbnb.head()" ] }, { @@ -1095,18 +781,18 @@ "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", "metadata": {}, "source": [ - "Plot data" + "#### 2.2.2 Creat a choropleth map" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdwAAAKlCAIAAADuBMo2AAAACXBIWXMAABcSAAAXEgFnn9JSAAAAHXRFWHRTb2Z0d2FyZQBHUEwgR2hvc3RzY3JpcHQgOS4yMcb0+xQAACAASURBVHic7N13XJPX/gfwr8reIMiIAxnWDTJEloKj1Rp666xaFagjsXVrW7UO1LZqrdqqreCoYmvd2pq0VauCm6WCA9yCCiqggOwl949jY4SQhORZSb7vl6/fLyRPzvO99+rH43nOaFZXVwcIIQCBQKDwGj6fHxYWxkAxSGc1w1BGiODxeN2d7eVfY2JpffDvk8zUg3STHtsFIMQVfYMD8h/dC+/n2dgFaQ+e7jyVxmRJSAc1Z7sAhLji1z37TSytY0+mNnaBR3uH7s72w97vx2RVSNdgKCP0xsG/T8rPZU8Xh4S0m0yWhHQNDl8gDSMSicRicWOfluTnlz7Pl99CaUlxtUGLllYWjV1wNfNZ7MlUmeMYqfefKl8qQirAUKZdREREwzf//fdfmRdHR0fjw/3GfBjSJ/nOXQDoZGOlZlO5ReXGzWob+7S7s72ni4Ocr4tEIvyfCdEEQ5l2//77b9++feu9mZh4seGV8+d/JRaL8U+7HJ1srEa846pmI/tv3QMAOQ/05Ajv5xl7MhX/Z0L0wVBmwooV37BdgjZIvnN3eAcXSpqy1jdQ5+v5j+5SUgZCDeGDPqRJOre0ZrsEfNaH6IWhzIT5879i5b4ikUggECizUA0pz6O9vOFmhNSEoUy7AQMGnDp1ipVb792zu6Agv6AgH3NZ2oh3XDOLitVpobuz/bhRI6iqByFpGMq027FjB9slIBnSHqg1ua3s5QuqKkFIGoYy0kWdbKyOJd9R+evh/TxxWBnRBEMZ6Sjj5i3U+Xp3Z3scFEJ0wClxDDl58mS/fgr2TDh16lR2dnZTW+bxeHI+FR/Zv2LVGrFYzOPxQkP6AMBvu35v6i20z4h3XJddvKRmIzgxDtEBQ5l2JDRPnDilMJRVExrSp6q6cv6Xcxq7QPLRilVrACAyMmL79h10VKJx/ky8+T+/jqp9l6wiwaV9iHI4fMGExMSL9K0f+W3X7+fPJ5w7J2OJYD0knaurqmiqRLN0srG6lZWnTgueLg5CoVAkElFVEkKAoawd3n13wNnzF5S5cv6Xc+LiT2OOEGoOK5OdPHds+oGqehACOkK54dOP8PDxPB4vPHz8hAkTKL8dAoDt23cY6BuS0QmFAgN7HTp0kO6SuE/92coAEN7Ps6yoAOcsIwrVD2WRSEQyVOXOlFgsrpfLJ06cPHf2dG1NbWVFBUln7KlR7qNRo8+fT1DmyuDAgOPH3+xRx2sgMjKCrio5ppON1bLd8Wo24unicOrshe0/Y38ZUaN+KIvF4tqa2tCQEDlb1qpm+fKly5cvJeksFArDw8fjjCIKhYWFvfvuAGU6y0FB/gAg/fei+Mh+ya/AwF40Vsk9au5MBAAe7R3G9/VY+M1q7GogSrAwpiyJ5tKSEh6Ph2MaVNm+fYeST/wCA3vt3bMbAAQCQcMUNjAwpKU+7qFkBIPo7mwvFAqxn4HUR0soV1SUK7yGdJyXLYsiYxoTJkzQyo6GQCBouJkyfdasWb3yu7UKLyOP+3RnmEIOSkYwdp5KM7G07hscEBMTQ0VRSKepNU95woQJNTXVMj8KDx9/4oTik9j7hob2DQ09FRcXdypeKBTilE81jRo1RiwSr1i1Rs60ZWLeF7NXfreWz+czUxiXqT+CAQARU2bi715ECRk95bj4+BZ6LZT543r06NHamtp6v5YtiyIvzp09Lfkl+cqiRUtOxcXVa6dvaOjy5UvV/E+CCPLET+HgclCQf2BgL7FYrMzFWoySEQycGIco1GhPOSwsTCQSCYVCPp8v5x9lMsO0b2iozIsXLVoSFx8fFx8Py2RfI1kxPHDgwG3btimoHTUQGRlx/Pi/gYG9FPaUAWD+l3POnbu48ru1JJeV+YpW6mRj9d2+s1+MDFanEds2blTVg3Rc/Z6yJH8P7N8vFApDQ0IovFlo3xDS4OLFUYsWLZFxQUjIubOnly2LOnr0KIX31QUikWjsx2NKS4vnfTHbrqUt/4MRn346VeG3goL8yYyL4MAA8s758wk6ODCq5ioSwH0wEHVk95TLy8tnzJy5bFlU3Kl4speN5CN1jluWjCAvXhwVFx/fMJfj4uODgvuo1rguq9dB/vOP/T4eLilp95X8us72kQn1NyfydHHYeSqNqnqQjpMdyrdv31m2LIpkqPT7ixYtEYvFak5h7hsa2vdsKBnKIO+Q8Wt14l5rkCEjyY/9+/aO/XW39AXSk65iYmL27Pl9zpzPAwN7iY/sJ2+eO3cx4/ajbT9MmTBzk2o1jP14jK7tJKfmCIZHe4fuzk8FAoEO/iMDUU4PGuz92LZt24kTP5E55hvaNyTuVPybH9UY3JAMRgcF96mpqdHT08NEBgChUOjj4TIl8j0ASE69F73jOI/Hy87OFggE5O9CH483xznzeDxrS9N5X8wm60GILdt2SK5RYaSYbPXJ4/HefXeA7mwm18XW5sBtZf9h0RgcwUCUeN1TJhMkyMCCq4tLY0/qGvad1RcaElJZUVH5398N/fv3AwAjI2Pd7HRs+2GK5LWvp6vvD1M2bT9G/puRhLXEpu3HAGDld2s7/dGGvJNx+xEAtG9tRa6/efO2CjWQB4Bnz18Y+/GYj0aN1oW/LMkh2ers5IkQVd4avog7Fe/q6srw7LR6tyMDzWSxHwD0799PZwOaqBfEDT9KTr2XcuV1H00609URFOQfFOS/YtUaoVB46NBBXegyv97JU43tledsO4bbKyP1vQ5lMsLbpUvn8PBx7BYkndFkUQkJ6B9/+GH4CNyLSwZfT1dfT1c6WpZ0mXk83po1q0eNGkPHXTiCjGAs2x1fVVNroCdjMoaJob6Job6cFlwdrJcvnIehjNSkB//1Rvl8fmlJCeWjE+qQjJYsWrREJBZhKCtDuuNMkN0wpMedlUe6zOfOXZwz53OxSGxqZk5NlQA5OTlOTk7KX//ojurnnCqjc0vrTjZWAJDxotDdsaVqjdx7+ozSopAu0gOA2NidABAePp7tYrRQTk7O5cuX/fzkBWLfvn0pPJck5crdkrKq3Pzi4pLS6uoa/gev/yYLPN+L7O1JZiU3KaODgvzFQftXrFpTVVBJSZH5+c9v3bpjYqzszkcZN289f/5ieAcXxZeqYcQ7rgCw7OKl8SEeqrUwN/Y4pRUhXfRmTJnsesxiKVrJxsqs4QM6aXOX7KT8plVV1b38eoSPHbIwau3gQaH+fj1ifzuckHhl728/AsDCqLUrv1srDtrf1GYpnM68YOHSoED/BfPnKv+V9/nDyOM4hLTb61AWCATULt6jg6QvH8YP05ShjPLylwqvOXXqlPyudJNMiXyPzKW7du3G96sWkjfDxw4JHzuEvP46avZHY2dQdTsVbN0ae/Xq9b/FePoJQjK8DmVlNttkUb350TNmztSUUD5/MVX+jIjvl1I/aiSZS/fR2BlteHaSaCY2bdlL+R2b5H5mZlAgZX8JIaRl9ODtQyi4qd786KDgPjj3SCHSZU65cnful19LcvnrVZuvXbsx74vZbFU1dfrc1jynJg1cEDwz0/237pFhX4S0WHMAEAqFtTW1GrR5ZmhIyB9//MF2FRqATJUzNXn9PG3KtMXXrt0QH9mv2kwMSmRmZgUHB6jwRUMDCnY9ZgD3uziI417vEqdBiUw0trk+kmPThmXsFjB1+tygQP/gIFVCuahZM8rroVz3dvaUH26JdA0LZ/Spb/nypcoca8I6DnaanNu14X8wgv/BCGWO8qPW1q2xKneTASA4OCDjRSG1JSHEQWodB8Uu7g8ri8Vi6f2DuGDVN3Njfzv899F45m9Nnu+p1k0GgMkTI//4Q8VOaPrzghv5L+RfQ0niX8169ul8PGELqUVTQ5kMK3M8lLkpIfFKYGAvybDyilVrzp9PkJxpff58Qr1t59S3dWvsH0fEAKDmNDgXG2vVnvXdyH9RUfcKAApqaxq7pn9Q55FhPQFg8pc7VK6QDF/gb0ukDk0NZaBiWDk8fPzw4SPo+yNU8PwxTS03SW7+W2fQbdqw7KOxMyTn8r18Wbz3tx+//Or7zKxH3bp16daty9nzF6gNZdJHVmHGRT0VzZoZ1tWp9t2C2prvvhqpZgEIMUBTQ3n58qXqn1Fy4sTJEydOSjaVl+wayufztbuz8/7AkEfZeQBw7dqN0R99CACrvnmdmF+v2kztvShcKtIzOEDlEQyENIWmhjIAhIaEqH/WQ72TtgGgtKREKBSSpJZs1aRlGS1Z3dfQtWs3QKXd8WVasHDp1avX58+jZn22OsPKjMl/iFvdI7VocCiDegsRG06NqDcvULJxqMoZrXA5Hwe9PzAkIfEK2bpIHVOnz83MzAoK9Kd8OXX68wLOboIxPsRjZ3zasEH9Dv6jAbODEDdpcCiH9g1ZvDhK5a8fOLBf/nYf9ZYRNszoQH9PY2MLIxMLbdqDn+ySsXj5RnU6ywsWLm3Ncxo9arjKcy0a42JjfSP/BWdDGd7OZXKUF9sVIQ2jwaHcNzQ0LiSesd/30hkdFNxn2w9TNm0/Vln2Ep6/Psgq0N8TAKxbttaCjK6sqFC/EcoTGdR41mfdgrnf6iSXeTxer+54uBRqMg0OZVDvcZ/6W5XKPDHvaVm6dEZrqFXfzGV3J7nGbI3d8j5/GNtVKEZy2batG9uFIM2j2aGsplNxcWqetEKCWJokqTdtPyaMeFedxtnVrVsX+SMY4ZGC2O3s/JuAy8PKEleznv1zQeP/zYSYp7uh3L9/v7hT8eqE8qbtxwxNLMiwMnlHsu9Bw7CmFR23y3782KJzp8Y+DY8UPH/+YsHCpd9+vUTGd7NzLDq+Q3lJBBlWrrdCT+F6vPbWFjTVgxC1tCGUVVtvbWRkXFpSosLtTsXFAcCm7cdS0u7379s79tfdko/IwAUApKTd5/P5KVfSaTrStJ6UtPsd3Vs39mkvvx4qtEnWmJw7d7GxhSRBgf7nzl+UHDfFGAM7u+wnT5pDrfSbm1dFMFyGfGmZT9kuAWkqjQ9llddbx8TESDK0SeJOxffw7J6SejU6Orreffv37T1h5ibyguHlfEuXfE55m87t2shf3cfK6SFDhoStWLmGaylcT1rmM3zKh1Sj8aEMqq63Vv8ELDIxTnqrRule88jhg9VpnAvkPO6ztVXxvGf1BQcFrIA1tN4iLfOph7MDrbdAqDEauXWnNNW28RSJRGKxOLRviMr3Jdu/CYXCp4/SJb9YCeJN24/JGbtQE3nc1/D9Nau/PXee6c0/JYIC/b/4Zh9Njbs52qRlPlOzEQ9n+4SrNympB+kabegpQ9OHlYVC4bJlUeo85Wt4QHW9p22auJyvoTY8O1b2+VTI0tKS7RLk8XB2+PX0Ve7vLos4SON7ytD006HCw8eHhoSoORlOR5BdMpjfEV8hC0srtktQYFyf7kKhkIMHHSCO04ZQhqYMK0+YMIGOAwknzNxk1bL1uHAhtc1yAXncx3YVb1kwf+616xlsV6GAh7ND93b2O37+IbSn57BB/dguB2kMbRi+UH5dn0gkOnr06LJlUVTdWnrIorz8pVb+W5Wzq/v2iZLItvTcRGbFJVy96Whtdjsbx5eRsjQ+lJVfZi0SidQfSpZGFo8AwPmLqQBg3bK1QCCQfMq1g6C4Zlz4JACYPClStS0yggL9U66m0RHKr+rqAGBnfJqS11/NavSpoKuDde/ObT/w7Tg39jg1xSEdoPGhDABKbkhEtoWjMJFfFJbcT7sP/+Xv00fp0hf49ND+fQ9IsBItTeX9XvLo3i1S+Cl5vT3657Sr11pbGQDAipVr7vJTJR81SZu27VT4lkJmRgalFVUAUFZZXVYpb1jM0sTIytRoXJ/uOH8OUUgbQllJ6uxARPa/f6NZM0NjC0cTCxsrs4bTMJRXb8KGTw83ZlYAUoUEqzLSrl6Tfm2s3zxioDcApN59Eis+eTElbfNWBdtEnD13YfOW7S1N9cqqXo2LCA8ODlixcg2An8rFN6asstrU0GB8iAflLSOkDG0I5fDw8Q3f1NPT19Oj7D9dXHy85DWfz/9o1CgyfMzj8TZtPyYdpsmp91Ku3E1Ju1+vBR8PlymR75H1fhL1dpKL3nHcV6Nm0ZFgVWjH0UuNfeTp5gjglXo3533+sA5tW5VVvZKZztujf94vPunh6gAAxvrNV6xcAwDt7Lk+AQMhFWhqKEu6rqEhISosHmmqemv/JA/0+Hw+AKRcSU+58uYQIIc2naOnfCH90E8gEEgGN+QMtqi27Jv7PN2cYo9dfp8/TOaybE83R083RwDYcfSSsX7z9/nDPvyQP3lipOSCzVu3/yE+Gf6eF7mMSL37JPbY5S++2YfHoSItowcA/fv3W7RoCeWzxGiyaNGSuPh4csgpIXndWO+Y7DofHj5e8h+THCMCAKF9lRpllvyXU28cIyYmRiQS/Rr7GACsW7aWvl29yzQ9cMm6PtXOIvF0c/R0Gzzrp7/Ij89La2SOe7wZ0PhDnJKQQLrMs+fMf1Ve6OHqIJ3IpM3Uuw7yx3xVU1ZdY2KgT3mzuJAEKUkje8p8Pl+F0z1iY3eSXAaAuPj4gQMH6unpLV4cBcugYS7Xm9QRGhLS2F9aYWFhlPxhEwgEnJ2wYWNtmZGe8aKgSM12JPvTt7Zq9MkYSfAdRy9JLvZwdVBynIQSZVU1YEpxm2TCMoYyUoZGhrLKSC6D1BhCePj4xnZVlh5nkO7nisXi8PDxsbE7m3p3hjdZptCmDcsAQP5Ongqt+6wJG4Mok8IRA71n/fQXx2crE+NDPObGHsfOMlKGboUyAKgQpoT0KLYKX+/ft3d5+UuNPiOqW7cu8nfyZJ6Hq0P6rcfA+VAG7CwjpWnJMmuVnThxUpnBdD6fb2pmJvk1fHiTd3aP/XX3vgN/7Tvwl0plItkiBnrn5L088k8K24UoNj7EI+Hqze0//cB2IYjrNK+nHBcfHx0dTUlTym+pzPwB1eRkEyUv7ujeesq0xTI/Mm7R3KhFMznfraitW/tDVFPLA4AObVvtOHqJydFemcLf84o9dvmDQT7slqGMcX26L/x2tW1bVzn95XGjRpw6e4GZA9oRN2leKIPUjDRtwufzhUKx9ETmhiebyCQSiX7fFXvzzsWujrYq3Pfes/wFc5YCQEVtXXntK2g8x+vqoPDxwynhnzwqKAYASxPDorJKyZyKehxtzL8Y3VuFepqKTMNYvUH0+TSu/64g+3mSsxEa+1+2rOgF4FQN3aaRoUwVPp9P/oRwgcqzOMgXeTzex76dVfj6ruTXE6iNm4O1fgsFV7cwBIBPP+gBAPOPnFk7eVBjF87e/I8KxagmYqD3jqOXor4/FDV3KGM3Vc334e+mZT4VCoX7du38dc/+hheYWNr06t4RE1mX1Q/lU3FxixdHqbwcWZuEh49vbFnKwIEDt23bxnA9NFEtypXxx7n0D4PoarweDZqJQTbKSMu8x+PxenXvGPHpTOkILit6YWJpw151iH1vhTJZl8FSJSz4448/GhtTDg0Jqa2plbml3KJFS1Q7FVD7pN5/4uniKPOj8f09d55IBQDGcpkMLnM/lAHAw9nBw9khLfNpWuYzoVAoFAp7de9oYmljYmmTcPUmWSaKdNabUD4VFxcXH5+dnc3j8cj0LyVXu2kuOdmqKesbWeTmaJN272ljoezp4gj9gclc1qDBZYJEMwCQdC4rKgC4B/+t3Uc66/WUuLj4+MWLo8ishujoaDLxiyxE1mJKzodDqvF0cRzf3/N02oPjyXeYuWPEQG8TQ/2o7w8xczuqeDg7jA/xIL+6t7OXPh8d6aDmABAbuzM7Ozs7O5uMbYWFhTE/Awypg7MHwZFc/ifpNmO57OnmlJP3cp8oiZnbUc7DGUNZ1+n07AutIRaLVZsPpw4HY+Nz9xVPp5Uex3jX153uqsggRlZmo6eBKOTT3fnEuXTF16lBcqyJ5NSS7u3scQdnROhuKE+YMEG1BdOIGNzV9dz97Nh/r4QP6CH/Skkup959wsDkZTITQ+WvjwzrKQnl5fvfmobk4Wz/gW9HtYoD2BmfZmJpDQC2bd3adoOYmBiBQCAWi8nI8tWsZ18v+FzNWyCNpruhTO0JqropyIX3tLxc+VxOu/f0u91nyiqrAMDE0MDUqMk7ZFbX1JIXWbnytqyztjKf/OWOpjYujZyqZ/ff7Ygz6Q/VD+WrWc+ysy8LBALJIGH+w7vd29n/evpq3+CA7AuX1WwfabpGQ5lTCysoRwZhNXFuiUgkajjmmJOTc/1JPvPFPC0vv/vkhZIXe7o4ero4xv57BdTZGdPw9f/v0799YxM/AGBL3HV3V940wTDVbjJu8jchJeUN3483M1atQWnd29mTTQeHDeoHAAlXXx90reQCTqT1Gg3lsLAwoVAYFNyH/Btfy6bHkUNUVf56QUGh5OBqPp/P2J+l8WM/Ohl3zqtLG2Zup5CDsfFdADnr+hpS2KemRHFxqbkF1ZsiA9jV1H79+8mFY/opvlQJJI67t7MnQxaYyIiQN3yRnZ1N+mUVFeWLF0cthiiZiymYp+bOACKRSJ1DVAGgtqYq58HrZzU7f8li4I+TSCQSCoVeXdpM/CjIu2vbhhdMWfQ73TU0NLirq5LDFwwrflkK9Jz00qK6VvFFivTq3hEATCxtyE4X0dFLMZGRhIIxZekNGaT3g5es/SP9Tapm+0pOaZJo2HJoSIhYLFbnN7Ga3WRi0qhgALh0/eHWvefUbEqhEUMGXki61lgcs6u0vMrUSNkzrTVdl4qqeDPjtMynZNGHOg7+Q/vBkkhDqf6gr3//frGxOydMmFBTUy0Z5VAzneNOxZuamZHXFRXlIHUsE4UzJdTsJkvz7tp2615KWpJt57aN8xev8OrSZtPyMTTeRg3Te3vNP3JGznprLWNXUyu6cEP9UEaoMerOvpDsy0Om9ZyKi1N/fEPm0hWBQFBTU1NTU21kZMyptS1eXdpIP0mnikgk2vnLT5ztIEuTv96aLUmXbtLRrF11Tbqeor305PJwtv/19FWq6kHah7IpcTExMRMmTGjsvDtK2qewtYbjJA2xuAJb8kCPsx1kaUquImFYT291567J1Kr2VZ56j/vIrsrUVoW0CZXzlPX09CopbI42P/7ww4yZM/v3l/2HysjIGADYWupKOsgVpYXc7yBLkFUkOjSCoWpnOS3z6ekbWUVlFZSXhLRJE0I5jB8mEoskw8eaa/iIEcNHKDhkT/r4asZIOsjkKaIGcbQy4+AIBk1a1b5K/291iQrsamrtAPoFBp48f57awpB2aEIoS7KMPNzT02vyciwkh0AgKMjN0qAOsjSuPe5z4rWitX2ZS0uUd8PIoK5MrRaQFlNl+KKxQze0exGgxPLlS4OC+8Dwbsp/ReYyvBe5WQ2vVCeR5x8509hHHdrZRXp0UrllZXDncd8fFzMy7jz6dfNXbBfSqC4VVfG5qm+ZhLQblWPKZBEg2SA/Lj5eK5cCyiQWixUOdyizDM+razuVa5DzSHDLnrMlJTo0jplXUUvTUz4K2dXUDufzD+AunagBijckGjhwYE1N9YkTJ8npCZKlgNSuMaHQgf37Z8yc2fB95cfNNW78V+txvJss8SI7h+0SEBdRHMoyRzZEItEff/xB1pgobIGcfsIYkVgUGhLCwb8tKOTVtd2ZhFtsV8GQtUcSud9NBhzBQI1jYutO6bXaXEPh6j7O8u7aduvec0DzmDJHmJtTvw8RTexqaulYdoQ0XXO2C2CTQCDQ9Ol93JFbUMJ2CZrnTlIy2yUgztHpUEbaJyc7l+0SFMht0Ty3RXMA6FJRdSv3GWfPV0Rs0elQ5vP5ZK87hBiTp6+XbmxIctmupnbd4iVsV4S4RXePgwKAsLCwAwf2L1q0RLsf9HFW7L9XMp8VKH+9g4OVMtfQtBURVeyqa/L0WqQbG7YqKberrknPfabm/uBIy+h0KAOAkZFxaQkOhjJt9uZ/yAvvbs6sFsKCVrWvoLwy3diQHC5FOssYykhC10M5JiaGlW0u0ObvImlqedWm4xtiDqp8QB8DyO4ZZPanUCjMy32GC0mQhE6PKauDleOXkDIM9NXa75gxZKroO63s7WpqL165gk/8EIGhDP379yNLw5Wn9VOb6faOi33Mr3E0NV5SUkZTyxQiy6wBwL2nL+ATPyQFQ1lFoSEh81cfZrsKJEOxJoRyl4qqu8kpw/n8mJiYPL0WeXotbuU+69vDi+26EPswlF/vao/U9LKiiu0SXvtu4UdJl24mpmSwXYhiZPuL6OhoMr58CxdeIwxlAIiJicHZypQIH9CD7RJea+Nkm3Qpne0qFCCLRwAgLCyM7OxKtvFCOg5D+bVTcXQNceqO2H+vsF3Ca4tmhqnTWTavrSWLOxiwbtFiwPXWSAqGMgBA//79FJ6jiuSzMDJgu4S3qNNZNtDXz9NnYrZo5/LK73/Z1reH163cZ3Y1tQzcEXGfrs9TJoYPH6ELZ6ZQ66/r967m5El+rK59lfbg6dLfTtW7rLr2VRueDbOlAQAsmhm2/AfRhpiDPb07+/lwdIc8spAkLyenc3VNnr4e9pcRYCgTqq23trKiJWu+izlW8LLR+QNWVjZW1q/vm3/3XvNm8pp6KDUPQc5hUSpzN3uzT+aT6opePT3rXXD7zoOigiIzUxmPUgXjaD+PhuRy0qV0zoYyALSqfdWqtgoAWtXiDssIAKBZXV0d2zVwBY/Ha9JOngUFz5vXFF6+8ahJd5FzWDVZkBISovgoACI+/rR0LDbkbmbWwdysSeWpbOv9zK7e3WbPmFDv/ZEfT5s8NsSne3tmymho8hfbp04e2qRcnilc0byqugvj80luGBm4+frg0j4dhz3lN6Kjow8c2N/w/cbmzBW9fOnUxmPytK+U37hAIBDkPEiTc8GZ00143ti7T+hgRwflr2dFRzenS2mZLIayZHCZy/1lwq665uIVrjwsRWzBUH6DyyekcJ+7uVlCUmrD913d3/nrHzZntiyaA4d79AAAIABJREFUGbZu68mNmw8lXerI5Q0x4L89MZCOw9kXHOLp0W3xkii2q1BRHztbme+Hjx0KAClXHzBbzltmTey3+bvIO/eyN8QcZLEMJeEmGDoOe8os2LLnrOwP9BTvF6yJ2jjZsTuCQRQUFj9/UczxDeRwJ0+EPWVG8fl8I1Orhr+c2ns4tfdooafPdoG0WLN68aVrmWxXAQDQsqwy6dLNDTEHOdtl7lJR9SInh6woQboJe8qMkj9sHT5+fE1tDZP1MKajm1PMr3EMTIOTb0BbXmsz0/TCEgCgtct847+lNEXNZfd7zI0NzI2NyOvi8ori8ionGwsAePG80LAORGLxrOXLaKoNcRyGMmJCUx/3pVx9cCkts96bBUWlLwpLlW/EqFkzo2b1M7GTjRWZhLHhWkbUwp9lftHM0jSroJicDKKmro6yh9rfup2xoeN/rzNbtACANq3x4AXdhaGMmBA+duiZE2cnf7FdzXY6WltS9V0bE6N7uQWyQ7NFizE+rbs52al8L3XsSk53cnJi5daICzCUEUPMzEx5AMPcnNku5LWPXdvvhkwA+Ni3M9u1IPQGPuhDDPHq5XWzoIjtKt4y2tX5+pP8a1I7eHDB9Sf5MTExbFeBWIOhjBgSPnZoe2vLg3cz2S7kLfZmxlezuRXKgFOVdRuGMmIOt/rJAAAwsVOH60/ydyVzaCVdV0dbMW5/ocMwlDlEj5E9fFkUvfHrmwVFGS8K2S7kLX2deWWV1fOPnNmVnM6RoYy8+7fZLgGxBkOZQ/S0dPGItPbWlukcC2V/O9vRrs5f+XrkFZf+npLBei5/7Ns5Mf02jmDoLAxlxKjO3HvcJzGxU4ee9ra/c+DE1a6OttvXr2W7CsQODGXEKG4+7pMY0JYHAKx3lq8/yY+cPpvdGhBbMJQR0yoAAIBrI8sSLjaWXJiPgXsS6SwMZcS0Hzd+XQlw6F4W24XI5mxhxsHJy0h3YChzSE5OTnz86SHvD9648Se2a6HXqo1fs11Co/ztbPs681h/4jd25PBffsRhZV2EocwhTk5OVuXltfnP9+0/8GGfvloczbG/HWK7BHkkubwrOZ38YriAro62cecvMnxTxBEYypzjWlDonfPkVXmZMtF8u7iEscIUcndzXvvjNmWu7ODO8ob3Cvnb2fa0t83KL8zKLyyrrGY4l7vz7ADAzsWdyZsijsBQ5ihlormdhcWdEg6FsvL8/XqwXYJiA9rypnt2me7ZhfktMsgGdUKhEGcr6yAMZQ6JiYkpNH5rD98m9ZpZp9esGdsl0IWMZjB5x66OtqGB/jgHQwdhKGsAzYpmreRvZ+tiY8nwIEbc+YtDB7B8VgtiHoayxtCyaHa0tvwmOe2b5DS2C1GWrb7+9Sf5jN2ODCsf+rcJx7Ug7YChrGGkozk/P/8plx70NcmPG7/et2sDcHgVST0D2vLszYwZ6yx3c7Lr6mjL4+G5UDoHQ1kjkWjWr61tUVGxPf3mttt32a5IRRzcn0gOss8nk0/8QgP98VmfrtHyvSK1m2tBIQDcs7ZqUVPzw517VDVrWV0NALVGRhNdnKlqU2uQRdjdnOx2Jad359nReo7fx76d5x85E3f+Ij7u0ykYyhqPRDMUUNPfLDAyemFsBAB6JSUk6C2rq1/p6dXp6dGR0RUAhpQ3SqecohK3Vta7ktNLK6t+T8no6phH6xF/XR1tTa1tRCIR5rLuwFBGb7GuqLCuqHj9Q0EhyegWNTUAIOmMS7rS7uZmfezenAZdVFBk2cTTpr16eaUnXD54N5P5A1X/fZid8aLQsFkzw+avB/F4luZkl7jGrs8uKq6orX3w7AUAjOM5Xqh6VVxZtSs5nb5c/ti3867kdLKNJ8nloQNC+fywT2bgHnJaq1ldXR3bNaA3eDyed84TtqtQ4J61FXkhPavasrq6tq4OrK369PYLHztU+dZifzv01z9xX/l6KHk9CVPJj9WvXuk3b27RooXknZe1tdJRK4fh2xOr75dXNHYl4WJs9K5ty3pvRj/KHuPTidZxjF3J6def5EdHR4eFhQkEArFYnJ2dTd/tELswlLlFI0JZptdJbaBf2IL2f351b2cvef08t0idAZCGIdtUh57l5lZVr/igt5rtyHctJ0+yesWvcwecKqfFcPgCUcO1oJDk8vfh7zJ533X7zgAV2aqyofatoh8x12/FRNZ6GMqISnUGBmyXwIL2NhY0jSyT6XdXs/OuP8lf/sUcHErWBRjKiFKG2n/2a0OlFVWmhgZNWlfSpMWBbazN/Tu6YSLrCAxlpGGOJN9My3xmUAcGwIn9j/Y9fQZ1UFpZVe/90oqqhm9K2BsYmOm9fjjpamLqZmoi5xY/Zz1MuH5T/VKRRsBQ1lqSORKETbnUXDdNdu9Bbsu345jFAeV9T59Z6+sDwHvmVvU/M2ehHqQFMJQ555KTIyXtuLV8K6ruPn+uofM6ZGIxiOu5V1bOdglIq2Aocwt9809xaxs6jHSwv1BQdFUzjxpA3IQbEiGklntlZa4mxoqvUw9uS6Q7MJQRUothC9r/ELmaGEevWEH3XRBHYCgjKjUrLmW7BKYZN2+h+CL1uJqYpmZl0X0XxBEYyghxnfwJc0jLYCgjpBlwWFlHYCgjDVPSjFtbaLXU179XVn63tIzWu7xraysUCjGXdQGGMkJqCbC2tNHXu1dG72C6m6kJPu7TERjKCKlrpIM9A53l9+zsUrOyBgcEYH9Zu2EoI0QBnqEh3Z1lAHjX1rY4L1coFI4e8iHd90JswVBGiAJhrWwral/9nPXwWF7esTy6jrt2MzV5z87uXVvbM0nJ2F/WVhjKCFEjrJVtdzOzitpXJJ3pG83A8WXthntfIA3j4Wx/Jv2h9GEfMo/OY0XAf+fGXi4qPp6fD2BL0xTj9+zsfs7KwlOutRKGMqJSde0rum/xgW/HD3w7Sn4kx0FxjZelOQAcz8+/V/Z6W4z37Cg+WZV0ljGUtQ8OXyAq6dO/EYSm8LI0725mVlBdLRnQoHasmUzGwJFl7YM9ZUQZm/KK+8a075emQQKsLQEsJT9Sfr6qq4nx779sk99ZFggE5EVMTAy1d0c0wVBGlHlhbGRVW8PwTbPLK1yMjY7nP5e8w5HxZQa4mpgeT0qWfmdwQEC9rYsk24oKBALMZY2AoaxDCoyM6D4RioEx5XrsjA0r337neP5zHcllN1OTe2XGgwMC/rpwgbyTmpX1abu2Da+kb5YeohyGsq5wa9kyv7yc1lB2LSik6iwr5X05so/0j9x87idxt7SM2vkY0tMwRg/5kIHt9hHd8LEM0iqu7VtVAkQ/ypYe0OAImrbIINMwBALBmaRkVxPTep/SupgF0QF7ykirfODbEXw7Hkm+ee9BbvSjbO5MYQaAkQ72otz8Y3l51E6Pe8/O7lhebsapk64mxm6mJj9nPZT+1LNdO/KCz+dTeFNEn2Z1ddzaCBHRpE/37vmPH7sWFNJ6l0tOjt+Hv0vrLZRHotmQY4/+RLn5Ri2aUz5tWaJeKMtE3/m8SH04fIEotnz/abZLeE16jQl3hLWyvVdWTl/779raupoYN/aLvvsiquDwBaLYohF9FF+k22z09dQZxDhc8tLSyqLh+zfvPexubl5aW2Nu10rmFy3sW505/IdqN0WMwVBGiGkjHeyjH2WrMxPj5j0ZYxQ9fbo8epBtUl7Tuls3nJKsuTCUkTYraVZnWNdM/jX15mk8q6xS2KypiaGZiaGyNZRVDrW2AYBDBS8k3+pgZX48P9/NVMac4nrOvSioamUNAEWFL18Wvgy0thliZgFmb/WUb5kZnbxxu5dvt6SUGwBwTyzm8Xg4cKyhMJQRxdIyn3o4OzT26fq/EovKXs+V9nC2T8t8JvmoqqbWQK8Fed36vzkDanJs06Y5wBmAF/l5Ji2a3c9V/Jyzu7M9JbeWuJ9bGF3yOh8dbP8LUxOAwmKF3z33ouBqcXHPd9oCgIW1OQDveMqN4/mvP+3o2lbSZZ4+ZZSfb9ddvl//+PNuAEhKucHj8aSbwozWFBjKiEod3+nw6+mrv56+KueaoEB/8uLM+YuS1xk3b3Xp4EZHSa9KixKu3iJRu2bCe3TcQjXrdp8mI8uNjREDwM3iYpK2DT9KTL6ekHyt4adJKTeCg3oGB/W0tJI9sow4DkNZV3T09z+3fz8DNwoK9F8wf25TvzUufBIAfPH5NGqL+WX7riMXk8b39fBo32jnnS2VAIYAp/SgTXteY9c0lsgA4OfbtbGP9uw9TE2JiA0YyohKzTg27f38+cTuzvYcTGQAmDe6z/wd/3pam8/4dDTbtSAOwXnKSJvZmHC62+Hq2obtEhDnYCgjhBCHcLofgZCa7jzO49TDvXoybmdNnzKKkqY+/mQhedG/fyglDSK2YCgjxKbGHtY1CZkGh5PetAOGMkKaKjH5+vpNewAgOKhndHQ02+UgamAoIyq9yMtraWerwhcnT4pcsXIN5fVot4Tka8FBPXECnJbBB32ISi9U3Vo+OCiA2kokYk+m0tQyF5w9l8R2CYhiGMq6gs/nF+reUdMtbazZLoFe+FhP+2Ao6wr5B9EjDVVZQf35UohdGMoIsaZTh3Zk4gRCEhjKCCHEIRjKiHpnz11guwTNkPP4KdslIM7BUEZU6v4s93le/tmzGMpKWTw6JCnlRmLydbYLQRyCoYwQm1o7tExIvsZ2FYhDMJQRYtOswT7kDCeECAxlpM0CA/2uSp04xVk4goEkMJQRxTJu32G7hDc+ifyY7RIU69ShHY5gIAkMZUQ9FY6D0mU4BwNJw1BGiGUeLg44rIwkMJQRvTZv3T5n9qypUz9V5uLzFxLproeD/ufXke0SEIfg1p2ILkLhZw8fPwUAH0+3jNsPFV7ftk3rX37Z9csvu1rZmim8uFu3LmM+1oDxYoSaCkMZUW/O7FkZtx/6eLoNHjDQt4c7AHwyfcO48EkNr/w1dovktZlJ81YtWyp5i2vXbkyYON3UxMDUxED+ldaWpkoXrmF6+XYjm9wjbYKhjKhnamLwy/pp0u/4eLrJvHLO7Fn13vn0k0EK20++cif5yt32bQ2VKaagSDP2UUtMvt7Uo6H8fLvCJhg0aKC1taWhgdH2HbE01YaY1Kyuro7tGhBDeDyed84Tuu9yycmxXiI3hmSr9DvKJHJTfTJ9A5fPTiW2nr1pbmE249PRjV3QcDM58mywcycX25Y2NbXNAMCmpX1MTAytdSIGYE8Zsca3hzsZ3KDbn4k3Of4w7WVJecbtLMmJ1A117uRS753DB3ZI/7h6zU8AIBAIyI9VlRXH/z3x7oD+2H3WOBjKiAIFRkYvjI3YrkI2H0+3Z8VlbFehgJWlZbt27T6f85k6jbx4/tbaxcMHdgwZHqFWWYgNGMq65Z61VcM3KTkmyu2/Z3SFz1U8po8mvj3cNm0/CiHd2C6EXhcuJpMXAf6+JNxJ3xlpHAxlHRIdHS0Wixu+z+fzKTwsisfjUdUUJXx7uCdfubtWlDg7zI/tWuiVnZ0dGRFeUlIEAKvX/HThYnKfPkFsF4WaDENZh4SFhenmSX2+Pdw2pd5VfB17Hmc9tLSS8Y8YJa1e8xPJ3+07YslfihcuJvP5fD6fT1mJiCm4og9pP98e7j6ebmtF2rxc0NDgrTH9AH9fwNNyNROGMtIJn34yKDu3kO0qGFVcrFv/ebUGhjJCGi/A3/f4vycAQCQSkXc+n/NZdVXlmDEfsVoXUgWOKSOk8QIDel64mCwQCIqLC8nABdJcGMoI0SL2ZGpRaUVhaYWcaxaPDqHwjsXFhadPn5MO5dOnz1HYPmIGhjLSFS7O9pvjrwHA5AZzltMePP0z4aaZmbGZucmtezmU3M7H083Oytyu8QtSqJ4QYmhg1KdPUHVVJQCsXvOTvoFhdHQ0tbdADMBQRrrifuYzH0+3lNS7a4vLzMxNqmtr70sd3yfZMmlK5EBmFn9/Mn2D5HXrdm3Vb7CyqsLQwIiEMoGzLzQRhjLSIZ9+MujnX/6R/Lhw/UgWi/HxdFu2O568LiqrbGljvezrH17/WFS4ZnVUk1q7cDE5Ojo6LCyMzFP+fM5nuMZaQ2EoI52w59BZ8oKOjehU49vjdd/8RWFJUebTbt27Sz66kpqqQoOSfvH5C0mBAT3VrxCxAkMZabOv1+6rzi9+VMLFDYkkm+St33Y6JOSdZUujJB/17hOqcrN9+gRduJiMoay5MJSRBttz6GzylTsAYFb71rbgVc2bGbyqe1RS5mZqYggwqFUrdzPT9fcfsFSmPOu3nbaytpZOZNUE+PtGRoRv3xF7+vS5ubOVOhERcROGMtJgGSm3W8o6pMGwtg4Apru0Z7qgpthz6Ozx+NSQkD7qJzIAfD7ns9VrfoqMCAcA7CZrNAxlpPHet7dnu4QmI4m8NGpJaGgIVW0G+Pt+v/ZnqlpDbMFQRhpg/sJfnr2UfdTeoFatGC6GErkFr0JC+lCYyAAQGNCThDLupKzRMJSRBnj2spTjYxFNsufQ2dS0q2dOxzV2QUhInyHDI+od+KSMAH9fm5b2VZUVBoZGuG+nhsJQRuyTPK+TVu/ZnTYhAxdyLli2NErlCRjFxYW//75Xte8iLsBd4hD1GiasfBkpt1vW1NX7ZVgHkl8aOkYh07I1hykfuJAgm8ORx31IQ2FPGVEsyL9H8pW7KqxU1sTndSrIzHocGTmB1ltUVsnbBQlxHIYyQrSbs+gXAHBybHXj5gP6uskS5uaqnyyFWIehjNix59DZtMt3JEs83E3NGLhp8pU7zGw2RO6159BZB4eWGbce+np1JG927tg+Pv40MwUgDYWhjBg1Z9EvZrV1ZN2zm6kJMLjEw8XZXrVxFeXNWfSLg0NLAMi49RAASBZPnTykp3cncsGGmEMAIBR8Eh3zC001kJ2JaGocMQBDGTFh/sJfJJ1i+G/dM8M16DWj/rH2nkNnHz15AW+nMADsjFkg8/ppgqEbYg7l5hdTXolEgL/v7t2/4aadmgtDGVHMyNi8orwY/hugIIs+GO4UM4OsymvYHVbI1MRg2PARABAaEjJ16mfUVkU27RSJRJjLGgpDGVHMyMTiWVIK2cHdzdTEi41OMQOWrNrzKDuvSVlM+Pl0SkzJMDUxBIB9+w/IDOW4uHhQbmFegL9vw50uAvx9xWIxhrKGalZXp7VT9BErwsLCXt666W5qxrUsPlpXYWFpqv5+ymTIwszUxM+nU1MTuZ7xgm9lruvr3Se0Xds2FhZmxcWlxSUljX3d3MwsM+uhzI+ys7PVKQyxCHvKiGJOTk4vb93kWiJTRTJkMU0wlNYb/fzTOtW+OGfuAh7PkdpiEJNwRR9CTZBxJ5vaRO7dJ3TcuLFUtQYAa77/9uQpnHWnwTCUEWoCMzNjClvbGbPA16ujqYkBhW0CQFCgf2RkBLVtIsZgKCOkrOQrdzJuPaR74AIAQkL6jI+YrE4L1VVVVBWDGIahjJCyjsWpcp4p8+bPmxOH6wY1FoYyQspaOHsE2yU0AY/HY7sEpAoMZYTY5OfTKf0m9Se6BgX6h4b0AYDIyAgcX9YsGMoIKWvPobMdO7Qj+1dQRc2Zzo0JCvKPiz8dGRlx/Pi/Q4cOo+MWiCYYyohifD7/bmkZ21VQb+n3h47HpzZrbpx8+SaFzSZdyqCwNYngoICgQP/qqio+n49L+zQLLh5BFAsLCxMKhWxX0QRks2NpFpZWVlbW5PXDrAdt27VPu3q9d3DQuPHj+/QOHvDu+0mXMqjq4SamZHTuSOOWIDExMfQ1juiAoYx0RXFRiYXlm3WGew6dvXU/L+thdu/gIDnf6ta9BwAsXDi/T+9g8k67tk6JKZSFsp9Pp42bD1PSVD1BQf4rV62lo2VEKwxlpCteFpWR6QhzFv1Sr/PbpHa2bt1KYWe5p3cnX6+MYcNHHDywX/3WpAUHBaxctRa3i9M4GMpIV9TU1VXWGHwyfQPpGv97/G+Vmxo69MONmw/vjKHlGR2F5n05WygUYihrFgxlpP3O5D8vsdCvfPXK2tpGeiBCZVOEky+lJI0XfKvC1p31JF3KSL58087OVs2SkNbA2RdIm+17nrv+/oPUly/NzYyszI0AQP1EJrZu3UoGl9Vshzzoo3zsgggOCqCjWUQrDGWkhc7kP/+76uX6+w8cHa0+GeK3ccGwCUN7UX6XrVu3lpZVUjttmXJBgf48Hm/vnt1sF4KUhcMXSHuQYYq7j58DQA8n3idD/Lw6tab1jh07exw69AeFM+Qk2rZtS0k78+fNOXvuwuw5cz8aNZqSBhHdMJSRNtj3PNfM3Ojuy5c9nHg9OvLo6BfLRAaXKZwhp6aZs+fZWNs0fN/T05P5YpBqMJSRBpN0jXt05AHAxgUsrCcmM+SobTM0JGRJ1FIVvnjnzt2BAwfK/GjSpElbtmxRry7EBAxlpJHO5D9PffkSmBqmYFhoqCqhvGXrDgDYsGF9w4/++eef6dNn4JxljYChjDQP6SD3cGJumII+0wRDxwu+paSps+cuNNZNHjRo0MCB//z5558YytyHsy+QJtmW9fDvqpdkipsWJDK13Fzd5Hy6YcP6f/75588//2SsHqQa7CkjzbDvee7TolIWx465LzEpaf36H+VcsH79j59++mnz5s2xv8xlGMqI06Qf5b3ft6uWjR1TbtCgQfI/Xb8ehELhq1ev/ve//zFWFWoSHL5AXHQm/3m8scnOvCdkpIKs/lAzkb+eNriwsGD5cmoGcLmGPOVTaNCgQaS/THM5SHUYyohbDpeWkYXRNna2hcUV1C7GKyp8cebsOapak3Bt76Tmur6NG39Ss4Yb6Tcbe8pXj/zeNGIdDl8gWtwpKXU3M1V83X/O5D9/1abN1Rs3QkL6TJwiDA0NAYDefUKprcrSyqa3syu1bQKAoaGhOl+fOnnIxs0HAGDq1M9UbkTmmhGkiTCUEfV6ODvfyctVMpS3ZT107djx6ssHIXa2S6OWkDimyeSwjlO/PUh5s6VllaYmr3O5Xpf57v3sxr5lYqRnaqRPXvt6ddy3/0BuXp70BfPmLwKAysrKht+9fee+zDbd3TtI/3jnzm3F1SOOwVBG7DiT//y5sfGjZ89CQvoAwJnTcYzdevr02eXFueR1ZvYLStrMepgjc7pxj048hd+9kpHtWNnCysrq1q3XGVpQUAAAZmamkv9bz1z+ewH+vvKbHTryk2+//XbBggUyP8WFJJyFoYzUJRKJxGJxRXlxRXkxeadcr0bO9a9HKl4+CPHqIRmpYIyVudHdu7e7ujuSH/v59fLqzPKMjs++PpCSkiL9jkAgEIvFn89W93FcY4k8cODAI0eOYChzE4YyUpdQKPTt4S79zs27j6e7yDgM9HBp2aNnzwAgxM6Wya6xtK+nDV644S8AmDjMn5UCuOD99wfhqmvOwlBGFPhs4lt/tiM+e+u8zjslpdebNSMjFcx3jVFDuOqayzCUES3O5D/vbdvyTdcY47gpYmJieDzFg9Hq2LBhvbt7hz///BNXkXANhjKinm8P94ePC9fff8DNLP562mA65mBonPXrfzxy5IhYLMYtPTkFQxlRr7rOuFMXp09DQrgWx0jaoEGDBg0aNG3adNxqmVNwRR9SV1CA109bRQ3fx0RWUo9OPB8fH7buvmHD+r///lskkvG/IGIF9pQR0k4tW9qMGD5czgUVFRU3b90GAE+P7ps3b8aHfhyBoYyQdnr+/EWnju/IucDMzPTvNQfPnrtw9uwFfQMDxgpD8mEoIxWJRKLfdm4+d+Gybw93Xy95f/jVcTnjsdZv13klIzs7u9HV2OpYMH+uwmuCgwKCgwLe5w/DacscgaGMmkwgEBS+yCFx/OkEfk+vDoq/o5J32jte0YFQ5oL58+YIhUIMZS7AB32oCcLHj+HxeM+yb1WWF+/4afZnE8PoS2TEpOCgAADAx31cgD1lpCwej0d31xixKCjQf+/e3dhZZh32lFETYNdYiy2YP7e6qmrs2DHYX2YXhjJC6DWSy0KhkO1CdBqGMkLsi4qKYruE1xbMnxsU6C8QCNguRHdhKCPqZWXKPhcDydSjE08sFrNdxVuqqmQcd4KYgaGMuKu8qpbtEnRRcHDA8eP/sl2F7sJQRtxVXvWKjmYPnkijo1mtERwUgCMYLMJQRjrnSsZjZY7O03GlpcVsl6CjMJQRQvUtmD83Lu703j272S5EF2EoI4RkmD9vzuw5czGXmYcr+hB3tWjRoqaFOdtV6KjgoACYB7PnzD167Nj27TvYLkeHYCgj7rKxtpbz6cETaVcyHtd7097OUvL6WV6RzC+WllcVllR+9vUByTt9e7oPe9dDjUo56uy5C2RTC9UEBwUEiwO+XfF9ZGQE5jJjMJQRR4VHRD54kNnBxUHOeXpe3drJacHF1EjOp/M+G0xexOyKz85/qVqRXNa9W5ezZ9UKZWLB/Lnv84fxeLzo6GjcGYMBGMqIc0gcBwX6v3z50szUMGZlON13bKxPjYi/xQff5w9juwpdgaGMOGTjxp9u3brJc3L8aOTQ4KCA8RGT2a6INR3cXVav/fnz2Z/Kv2x77J7zF5NlflRRXmFsYjwufBIAONjbNunuN9JvkxddOncgP9pYW2I3mRkYyqgJki7fpmmXOBLHaVevBwX6z583h45bcJmRfv13KqtqLyakDB35icLv9g0Nlfl+bm62mamxavXMnBbh7+cJAOvWbyc//rBhh2pNoabCUEbKCgrwSr58S5lQdmvvGB9/Wslm4+Lid8TGkvGKv0QHFH9BGxnpN6v3TlZW1sUL59Vpc9KkSACYNT1SnUYkX/9hgzrNoCbAUNY59ZbPFr7IYasSANi48ad9+w8EBfqT8Yp6n+7csXlwmLzzmBHSPhjKGkAkEh3Yv7uivBgAzl24rGZrvj3cVf7uZxMpG1XU8fEKhXx8vL/6auE333zNdiGIaRjKnCZ9YjR5RwtOY5KOY50dr9A4vXp6RIQNyqqsAAAgAElEQVSP2xH7K9uFaD8MZe76aEQYieMdP81muxYq3bp109zcHONY41RWlrNdgk7AUOY03x7uFI4YMOaziWERn62t9+aw4SPICydHB8YrUkB6HSCSadb0yHXrt48eNdzCsuXLoudjPg7HGXI0wVDmrnMXLmt6H3natGlpV6+T10GB/pL3g4L8G/kG4i6Sy/m5ZQAgFAoxlGmCoYzoMmz4iLy8fBymUM3Ll8UW5hZsV1EfmSF3MTE1IQkPCqALhjKiyzsd3N/poPpMD8b4dHPe/Luys6pp5ePjI3ldUFBgoN9gSQnb1q3fTuJ4QP++bNeitTCUEV00ZaKbd3dn+P30Vz+KAcDMzNjM1ESZb1XXvHV+4L3Mp2qWwePxenp3lvzYxsm6tKxCzTaptW79dnOLltnZ2WwXouUwlDmNvmXNSGK/OBkA3Fxbq9PI9g3TZy/c5u7WbvqUEZRUtX7TfkraoVBCUhomMgMwlLlL+WXNSB2PnxX5eLp9NuF9tguh2LPcArP2Ku59gViEx0EhhBQjOxMhBmAoI4QUI/MuRCIR24VoPwxlpOtu3snu6UXBLBFra/OkS+nqt8NZvXp6/L4rlu0qtB+GMkJqbdIksWjOSPUb4bJZ0yPPnL34+64dbBei5TCUEULKmjkt4vMvvooIH8d2IdoMQxkhpKyExCtsl6D9MJQRQsoij/twA09a4TxlpAFidsXfz8qTf42tmZGcT6uqawHgodSp1W5ONlXVteSdn7b9rX3zlNWx7JuN7dq1Dh/7Yb33F0atY6UenYKhzF1GxuaV5cXM3Gv56t9fFJaQ1+u+mTzrq82NXWlubmZubi6nqRvpdwDA2sqMkpOc2tpZCubFAkB3Z3t12jEx0AeA6Xw/yTs749JMDPTJO3O3H1evTNaMHjPKzNS4sqLyzr2shp/m5eV9NHamCs369fT4+2j830fjZX4qEolwizj6YChzl5Gx+aUHT+rlo/xMJIGoAn8/r1b/hV7EZ2v9/bxUawcADuyJAYDhowSxm75QuRGJ5cu3dXe2Hx/qoX5T9dDRJoX8fDufOq14ADcz85FfTw9TU+M9UaqErwrWbdhx8MA+DGX6YChzV05OTsd3mrbGevbMyQG9vGmqBzHJz6fLhmildj2dNS2C5lre4t/T84eNsmcrjx41DAB27znIZD3aB0OZu5ycnJ7n5cyZJVB8KdI6v+09BgAf/O9DAOjXr++M6dPZrui1Xn6esDFW5nl9Z84m8Pl8VqrSJjj7AtEl6dJN9Rt5XlapfiOa6Oi/Cb5e7zi3sXFuY3MtNYntct4yc2r4y5fPR48a1nDVdUxMDCslaRMMZUSLTu+0S7p8i+0qNNs0wZBpgiFsVyFDLz/PWdMiKivLhULh6FHDBAIB4LYY1MFQRkiDde3SYd2GHazceta0iD2/rqusLM/LfcTj8YRCIR5HQgkcU+YuPp8fu73RqWlIp3z11cJr16/bt2oFAM9ycyXvV1aWd+roylZV6zbsSPzvdChcUUIV7ClzV1hY2MXEy2xXoRNcnR1+2vY321W8MXbiUgDYEHMYAPx8OpmYGBQX5Ti3sbl+48b1GzfIQDP59Y4b786dTFaKJInM5/Ozs7MxkSmEPWXEacb6TPwW1W/Bud7Jzph55EVP7449vTs2dhkJbuat27DD0NAYAMRiMa4loRbnfi8iJM1EvwXbJSAZEpPSxnwcAQB+PT1wM09qYSgjTiurrlV8kdpu3suhZJ97nRIWFtY7uBcAVFaWk2UjiBIYyojTyqtrmLkRJfvc6xSRSLR7z8HEpDT/np6VleU8Hg9nxVECQxkh1GRk1EIgEPQO7nUxKXXWtAgcx6AKhjJSy4WES2vWxZBfFxIusV2Oijq6OnFq9gX3kd5xXu6jyspysvkGWU6Ch5KoD2dfaJsLCZcuXkxp6rfUmXvXp3fg60YupuB2SDqil59nLz/Pem/K2asIKQ9DmeuGj2ryhkSSlJQwMDQiE5gak52t7migQCB4nleuZiOIJgmJqReTUhub0VxZVW1ooC+/BVtzQ2Vu1M7BKjTAK+4Czq9XHYYyp2VnZ7NdAmLa/CWbmnS9qWmjR66MGjdL+kdfr3cau/L2raz2jtZNuq9MJgbGADBu9Mhfd+9TvzXdhKGMqMHn84VCoeTHZ3lFZo2HBdcUl5SZmZuwXcVrj7Jz5aRnPdMEQzbEHP58/srVK+bJvECyCEWO8YKVIT1chvTu0oQq5dr+VwqPx4uOjsZFJSrAB32IGmFhYa7tHRct+Zb8srezZLuiJsh+VsipecpN2hxummCIQyurz+evVOeOFCYyAEQO9vF0c4yNWU9hm7oDQxlR5t6DJ2amRpJfPZXu7nGBRs9TpiSXEUdgKCMqTZ30P8kvOTs2cFDyFRWPN5Tm5sJbv2m/+u2ogOTy0q9/YOXuDUUO9rl4JR2Xk6gAQxlxmpsL72rmM7rv0tHVKekyBaGsjt/2Hvtm9Q6yP5xqpgmGmJkacSeXJSMY40aPxHRWHoYyQpyQmHzDzNRoZ8w8ZR7NNYZTuRw52Ke8uIDH4506c37f77i3p7IwlBFiHzkmlRJcy+UfZ4R5ujmWFxewXYvGwFBGiDL6qu7+nPXwiZuLk59PJ0rK4FQuo6bCUEacNnXS/xi4S3FJGQN3UYjCR6Mkl5W5ku5t8rf/lWJsbh0umE7rXbQJhjJCYG7G8sqRkhLqV6hPEwxRZhFK8uVbP86gfYkHriJRHoYyQlqrSYtQaEIe9wkETd7CRWdhKCPEPjMzedtFaTrPDk5isXg4fwDbhWgGDGWE2Pf02Qu2S6BRD3enH2eElRcXjBs9ku1aNACGMkK6a7yAuZXZnh2cTp05HxvzI2N31FAYyoh9Xy3b+tWyrWxXoXOSLt0EAAae8hE93J0i3vdesOw7Ho+HQ8xyYCgj9pkaGzx+8iJ8yneHj8SzUgBHpsQxLDElo5N7GybvSMYxIt73FovFDbvMsTE/DucP4PF4Ot6bxlBGnODVte2kUcF//JPESpe5pJjNM1P+EMc72Nuwcuvi4lLmbyrpMg/nD5DeE8PGyaUlzwUAFiz7Tpf3ysBQRlzh3a1d9DdjW7U0C5/ynYaOZjx9mq/Ct25kZJqZGlG1nK9JiovZ+SeC5NGfUCgczh9ARjP2/f6rWCz2dHOMeN9b+sAEXYMnjyBumTy696VrWZeuZ4VP+a61o803iyeyXVGTTZu7trGPNnw/W/rH3/YeS0y+QbrJzO90mnz51gd96x9+yqTIwT4AsP2vlMc3L/F4PBLHPdydACDVLUdnz5TCUEac492tnXe3diSav12908rCOO3B06zcwrTMZwDg4Wz/gV9HAFi+9zQAWJoa9enS7vSNrKLSisYaNDU1bGzN8e3MXACwNDNKSb0bOY2CkzKSLqV7ujvK/Cj1zhPpH8kunWTRHSvd5KmTP9y4+Q8A6NeN0ZHlekg01+PZwSn19v3h/AEHxP8yXxK7MJQRR5Fo3rz7jEtbu1/jrwKAV9e2AHDm+sMz6Q8lPwKA9KdNFf3NWABYE320vaN1ZJgvVcXLNGPtkXrvqLNLp/oSUzIA4Mip1Kt382YN8WKxkoZ6uDul3s65eCWd7UJYgKGMOG3y6N5sl0Clpct+vvMwj+0qAAA2xBwuK68aM2bM7Fmzvpw3b93hy5zKZbKNUXZ2CtuFsAAf9CHEkAi+j6mhXgTf58fZH3i6O1pbmbFbT2lZ1exZswBg1cqVru4d1x2+zG49xOEzN6Ji422cXHRw4ILAUEaUCQrw3rjlTxW+WFpeRXkxHNSjg1NkmG+PDk5sFwIA4OfTKTMrW/Iju7l8+MyN6H/SDp+5cfjMjfgr99s783TzER+BoYzYpyOhzCkNJ3uwlcsnr2XHX7lvbm4af+V+/JX7Pb072bR0YLgGTsExZUSZ57lPM+5mh0/5ToXvtm/NzuoJorSyytRIn8UCOGLVypUMjy+v3nvh8dPnUwXD/Hw6k3c2RB+orChh5u7chKGMKGNtY+PVtYXk0dyla1kA4N2tHatFKaWsohos2S6CG2jN5St3clJv55DXBSXlJhYWTrxWK5Z/Kn3NNOHwcZOWk+UkfD5fB3fHx1BGdNGIOGaRiSEFf/qSLt0kM9soRHI5+ug1qHsFABm3H1LYeE/v1zOy7S2tAGCacHjDa6YKhiWlpAOAUCgUCoX9+4XE7txFYQ0ch6GMEDtMDPU3xBxOvnxLzXZc2795cmhgoOBP9NNnBQBQ+6qZkZFRq1atGrts1cqVw4cPycx63NO7069bFqlZYVP5+XSWjGYkpqQnpaTzeDzdiWYMZYRYEBnmO2PtEeuXFT29O00TjmD47j9sEllZ26xaKW8z5QMHDg8fzv5pUiSgSTSPGvm/j8dN1PoBDZx9gRBr1q+exXwiK+/AgcO5+cUbog+wXQj4+XSeJhxeWVEqFApHjfyfdu8hh6GMkM65dPmK/G6yBMnlcZOWJ6awv+J5mnD4r1sWSaKZ7XLogqGMKGPTCp/saaEDBw6HhvhvjDnIhVwGqWjW1lzGUEYIrC1N623hpvVOnDih/MWrV6+PGP/RxpiD9NXTVD19Op89r507Y2AoIwQA0Nh+m9rq36aEMgBMnTY3YvxHHBnHAADJ9Aztg7MvEIKColJLIyu2q2CUkmPK0qZOmwsAG2P2glZnIuswlBHSxeEL1WAuMwBDGSGwtjR58IidW2+I3p90KcO9rZ1rB9ePP3qXgTvu2ntcna9jLtMNx5QRYmcrfU93x3GTllW9LPR0dzQ11Dt6IoGZ+969r+7fP2R8mfX5GD29O2nlhGXsKSPEjnqnTzU8LIomdQD9+vVTs5Gp0+ZW1bTYGPM7sNpfFovF2rfAD0MZUSYmJobH47Fdhequ3M7hyA70tGpGUTvk1BJ2c7mo4CnZT04iJiaGlUoohKGMEACAUyuL1FvZuhDKS+ZPGDdpGSVNMZDL4yYtl39BcOCbw7ANjVg+YYsSGMoIAQB0cnM6eeEm21Uw58SJE/3791e/HWb6y5INP+sxNDLds0+VE8i4DEMZIQCAEYN9Mu7mbBcl1xvqZdKuvceZmYDh0r7dvxSFMtCcy/I3DlXYj9ZEOPsCodcWz/igtKJ6uyiZrQKuX7/NzI2WLgg/efIkhQ3OnjVrzJgxrM/H0A4Yygi90baNbeqdJ1f+O7KISZ7ujo+fvmDsdt5ePb6cN4/CBiW5zIWtPjUaDl8g9AYZxGDxiR+tIxi79h5PTLlBXldVV5eWVrw/eHDDy8zNzS0tLOQ3dfnKlcY+SrqUsfibHcu+ilCjUp2GoYzQWxbP+GDFxr/YGly+f/c+fY0fPZHA5/MlPz7JyTE3N1etqaioxaEhIY19umTJUsZyWSQSadlUZQxlpHk27z6jfiOmFi1z84sB4Nbtuw0/LbGxVv8WTZJ654kzz4buu0hP442KitqyZcvp+FOU32Xp0iXM5HJP707at36kWV1dHds1IO3B4/G8urZV5srL11U/IzmgZzeF1xibWhqbytv47dHDTFNTEwD48vMZDT9dtfrHRw+z5n7kp3KRTTVj7ZGfFg7fevBiaXn1oq+EdNxi3KRl2dnZ0u98EBZmbm6+dOkSOm63ZMnSrKz7tObyhugDrRxdtWDBiDTsKSMqSeJS4Skkk6cuYLeD8/GYUVVVlTITGQCCAnt9dzHpcPz1ISFdmaxq4jD/rQcvzl+0ccXyqdS2PP3zddJjF4SXt/eWLVuovZEEM/3livIS+hpnBYYyotL+w0fZLoEagQF+Af4984uKmL/1xGH+n3194ODB48OGUfnE752OMmYQR0VFXb50acmSpTR1lkkur/npzzmf0XJ00517j7297elomUUYygjJ9uXnM1at/vH7vYnSgxiH4683nDBnbm5mYSH7iVn6rQcA0NrR9vPRAcrfesLQXtsOJVTUAFUzMaZ/vi4wqI/Mf+bT2lkG2nJ5197jj3IKCgqL27u4U9gsF+A8ZaSjzMwtFV4TFNjrUfazw/HXyY8xf12Lv3y/Y6cO9X7xWjuZW5jL/LVn5xo/3+6NRXZjvDq3njC0F4UzMWR2k4moqChvL68lS5ZSda+Gli5dYmVpveYnatZD79p7fOW6vUdPJFqYm/v7eW/ZsoXH440ZPXLM6JHasZMn9pQRalTDQQw/3+6zpoU3tZ3s7CcAih9OHjyeNuxdD/Laq3PryxmPqBpcTkhIjI6ObuxTujvLQF1/+atlWx8+euLv531gz2bp99esiwGA3b//qgUzMbCnjJA8X34+o6qm9mfR1Rlrj5CxiKZKTL66bLLiUQhPd8fLGW9tP+/Vqc3jpy/UPChEQk5aMdBZBrX7y18t2zpu0nKek9PsmZPnzBLU+7ThO5oLe8oIKfDhB+9/9/36PTvXqPDdhKQ0+G8D+87vtBcMVtxflvDq3Bqg17ZDCWRkefrn6yQfFRQWt3awoXCGRs6TJ++oupBEear1l1es/T09456/n/fwYWEBvXwUf0HDYSgjpEBggF+Xzu7rNsSqMHBxMTEVAGZOHX8xMfXFi6KNf6bduZfV2MUmRvr13vHq3PpyBo9sf9yj05sDBJwdLQBg3KRlHZxbubi5yH8eKHMyXD0pKSk8Hi8uPl7OOj1KNCmXydM8Swur2TMn60IcExjKCClWUlJmZmqswhf9/Tz9/Tx79fTo1dNj3YZYANizRHaPe92G2Fs3ZewSN3GYv5z2tx68ePREgpEeyJk/Z2trp0yp7u7u8XGn6Q5l+C+XV6w70NbJQs5fJ7v2Hj96ItHfz1vJoQl/f++1P2xWfB3n4ZgyQop9NHJYYvJVFb5I4pi8njUtXIW+tnwTh/n36MRLv0nBPI34+Pj406fj4uPVb0qhpUuXtLJrdfREopwR86MnEmUOHzdGa7rSGMoIKSYZwWC7EBm8OrW5nZk7f9FG9Zvy9vKKjzutfjvKWLp0SVTU4sZyeeW6vf5+3lqTs02CoYyQUqpr6lTrLCvPiafKfqFenVv/tHC4nbXxuEnLln8T3TDjWio3fAEAXt7e8acZCmUACA0JaSyXb6Tf9vf3ZqwSTsFQRkgpq1cuhf9mU3DQxGH+E4b2MjXWP3oiQeVZdFFRUQDAzAgGISeXdbObDBjKCCmvXVsemU3BTV6dW5Mh5nq5nJCQqHD2hQR53KdyDVM+nTp8+MgmfUWSy/+cfP0Xno6fKYWzL5COiomJ4fF4iq+T8tHIYd99v56meqgycZj/5fTH2w4l3L9738XN5eiJBJC7cqSekJCQw4cPz5g5S/rN1NQm/Pugd+/g/7d399FRlIcex59oDdxrEcR3oudiVW5KPOU1QHhJaJuQcE5SjnazIsWq1VNAi4BU5OrFw6W1x4QKibRN4vEKIkKSDccjyRElufeqhQRIICJgtdBeKkbhSpV6214JR/f+MWQyuzuzmZ2dnXlm9vv5Q3fn9dlnZ388eeaZmUAg2NTUaH6Vb8+cKVaL1avXCCFmf3fMSw278ianad+FIJQB85IZsOyk8aOvHz86oIyWG5k1fM/+w/GXX716dUtLi/r2qquuvCzycVBtbQnc/G/Nmiezrs9asnRZQlGu2Fq/Y2v9jkTX8hlCGUiAA6f77KIMcH7w503jx48/ffp0/IVnzeofL3zq1Km33vrtqlWPFRTkW9jvE088vmbNk0IIy1uYO3e+hbXa93ZZWEtChDKQgLVP/duc23+wd/8hdfSx5H79r4GNO/84ZsyY9evXD7x0nw0bnvnZz35hLVKFEE888bi1FRX19VsKC0sSXWtd1bMF+dOS2a8kONEHJCZn9C0yn+6L1XXgYElJYhm3ePFD48aNVRq8HrJ1WwId2dIilIHEnDp1xu0iJKy4uNjtIiTgzTdteDCudxHKQGKef+5XXulWFkJs3yXpwOo4amqeTefRF4QykDBpL7mOdfB3J7Un8cz76KOPbS9MSuVNnnDPPT90uxQ24EQfkLBTp87cfNMNtm/2/Pkvbd/mzaMMHwTlG+17uzo6DnTsO+B2QexBSxlImNKDYe8l18sW3x3nVstppaBgRse+AyaHuLXv7VpX9ezXLxvW09PT09OT6rI5gFAGrJD8kmtV14GDCQ2Gk8GiRQtuzcnu6DDV8l1X9Wxtbe2mTZtTXSrHEMqAFWPGfMtDp/v8zQcPS9UilAEr7rt3/i03/ZPkp/u8OPTCgubmZreLYCdO9EEKzc3N2tsvCCF6e8/19p4TQmRmDtq4cZO1zd57z927WtuSL56uTz/7fPjwoSnauC0sD73wkLzJE7ZtfbGsrOyee374/e+X+6DVTChDCvX1W8/39urOeuMN65cS9Paem5o36dFHlljeQhzPP/cryS+59u7QiyNH32uqN/XAveXLFjy9vm7enUHhl34MQhkSWfnostiJZXPucL4kJimXXEsbyskoLi7evNkbZ8+UR6bW1ta6XRB7EMrwgKysLDlHO9100807mne6XQpDXQcOHj161O1SpJYyJK62ttYfzWTBiT5IIjNzkNGs5lcanCxJQu67d76Q+BlRyXj99dfz82e4suuamjrzC3d0HCjIn/bXz8/643I+QShDEnFCWXLSDlheu/E/kznLN2LEdTYWJiHvv/c78/e+WL5sQe+5L366YmVr638oPcteRygDSXmmqlLOAcsXXXKp20Ww4v77fzzk65cuX7bA/CrLly14eOmPhRBvvrXHB8PjCGX4mTMNcDnvTzT8iqssrztv3rzu7reTvFe9BQ8/vPy6a65KKJEVU6dMVHLZBz3LnOiD5y1YEPEb/uijj668YrgyxtkZ1k73pTrHuw4cXLdunYUVc3Jy8vNnrFr1mO1FGtA77xxVstWCqVMmrhOmRtFJjlCGNzQ3Nxs1glpaWqZNnaK+PX/+3F//+rn6dvq0KXor2em+e+fvaN5p5oGq6ze8oPZ1jM7+RtTc2ClJsnxve+fbyKqpUya6tWtJEMrwgGlTpyxcuHDhwoVGc9UBzk9VrBdCpOhqkThyRt9icslhQwY/uaQ0pYVJxpw533Nr0AUUhDI8QPeiEl3Tp0+pqKxKaWF0HX33WP3mp53fr5HHq1usDb0YMmSI7YVBQjjRB1+ZPi3P+Z3+6P6fTM79lsmFR2SNSGlhFNbO8s2Z870hQ4a42HcBQUsZSN61117pdhGiWQjlDRueOX78D7W1v05FeWAeLWVIoa6ubk/7XrdLYdHRd4/lTR7rdikidB04WFJSYn75ioqK2to6V0ZcRHl6fd3T6xO4os9/CGUgKf++cYsQQsJ7EpkfelFRUXH48DurVj1WUJCf0iIN6Morr/z49CfulsF1hDKQlEOH3jHfoSynw4ffGTJkiOuJLISor99y4sQHeXlmr7H2JUIZSErmJdKdmElo6IVUJ/fmzp2fN3lCmg9Vlu54AuRXsbZaCPH++8eEEH/+9LPhnw59YMkao4VHjLhW+/ayoSl/WIn5s3wVFRXHj//hzjvlvWN1GiKU4UNKaCrOnDmjvv79sT/auJe8KVb+yj579i82lkGX+VA+fPid/PwZMnRcQEUow4eGX3G1+rq9Y7+antuffM6lEl3wy3U1F12Ukeq9mLy3fUVFRXf3221tr6W6PEgIoQwfqqvrH1OVlZX104cXuVgYaSnNZLdLgWic6IMPSXtT3Z8+vOjou8dSuouD735oZjGlmSzJ+T1oEcrwm2lTp7S0tLhdCtdsb33bzNALmsnSovsC8JWbR40ecBl6k2VGSxlIO+3te2gmS4uWMuArZoZeMDZZZrSUgfTyne98h7HJMqOlDD/LyspyuwiOMjP0YsSI6xwoiQM2bW5s39vldinsRygjhZqbm3UHQvT2nkvdg02VW4AqcZw3ZUJaDVIecOiFn07xtbzaVlhYqJ3S1tbmVmFsRCjDZlGNU+0jTeMzv+SAtje6fOWeWwYceuGzkXBr11Zq344bN96tktiIUIb9ml9pcHHvt+Zkt3d0Tc1L6zuNGenufluGO9kjDkIZPtTe0ZmeoRx/6IXypGpO8UmOUIZ/PFWx3u0iSI2RcJ7AkDj4wVMV68vm3HFJZuYlmZkZGSm/DZuc4g+9qKioEEL4uJnc2trqdhHsQSjDfrv3dDi/05kz8196adtLL20bPny483uXQfyhFz47xRdr167W4mKzz1uRGaEMm82cmb97t6PPpd69p2NP+9433njLyZ1KyGjoxe23356Tk9Pd/XZBgZ9D2TfoU4bn7d69V2kmu12QC365rib+Ao9XR4zdvm7ENQNu8/z5L4UQx/9o2EExZsyYQ4cOCSFycnKiZhUXFy9atGjp0qU+7rvwE0IZnhTnnN6Qyy7/85mP4yTj1Lzc5MdmfD94v9GsUbd8IzPzEqO5t+b88z/+g8Xf3eLiaZNzb9WdVV3zSnFxcXV1te7c117z5NUimzY3njr9me6srgMHHC6MYwhlpERsaCoX2lkWNfZ5T/vemTP7231lpWXq69LS0m1bXxRCDLns8tjt/O/nn9k1YG7L8z9LfiN26ezsqqqqMpq7c+fOSZMmOVkeW7Tv7Ro/Xv+bqqysKCoqcrg8ziCUYbO5c+fpXlpdW1tbVlYWO90M3VtYGPVXlJWVxdnRvDuD1sogv5KSEreLYIP3j/3hxw+s0E6JumzP9whl2Cx+JsIt586l6mYjNjp37tzkyZO1U2bN8mdzOA5CGfC8xcvXFhcXx1mguro6OzvbsfJYNmjQIJF+TeMohDK8gav14hg+/Aq3iwDbEMrwgFmzipRbfWZmDsrMHCSEKC0tdbtQEiGU/YRQhgds3LjJ7SJILf7QC3gLV/Qh7UzNy01+I3lTJixevjb57djFH0MvRo/+pj9uVJ8MWspIL2++teehn9wbO729o6u9o9Noral5uXHmumtf5xG3iwA7EcpIO0YX4xXkTzNa5en1tcoC6gUpLS0tklw8sqV+Z/yhF/AWQhnppaenJ9FVlOtNCvKnbd3WqE6U55GsNxyanmEAAA8gSURBVN88yu0iwE70KQMD2Lqtsajou3fOu8vtgvjfJ5984nYR3EcoAwPbtGlz1GWKM6ZPeuY39W6VR6uzs8voPkRaxcXFixYtdqA8yfjkkzNRD6hOQ4QykBZmz5597Ngxt0sxgNGjv+l2EdxHKAMetqV+p8klS0pKPNFYBqEMeNi+ziPmh17I31h+993fuV0E9xHKgIclNPRCaSw/9tgTqStPkkaOHOl2EdzHkDggtfZ1Hom6vmNy7q1GDxBJNeV2cTU1dYsWLXClAPF1dXV1dx90uxQuI5QBKwYNvvS3u/fP/9EqMwvPmB7x1I99nUfsCuXOzq733nsvoVWqqqqWLl3qSiivWPEvN9440mjXNTV1zhZHUoQyYMULL2yxtuKCBQv+59R/21uYhKhn/GpqNji205qaukOHDh8/fvyiiy42WubNN3/LeDhBnzLgXat/XmftAuvq6upjx4451jKtqanbvv3lkSNHdncf7OrqMtovHcoKQhnwqnCG4TOzB1RVVbV9+8s2FiYOpQmsPE+ksLDwT3866cx+PYpQBrwqmXvbuzVsee3ayjiNZQhCGfCuzs6u2bNnW15dGbbsfD4aNZZPnDjhcEnkRCgDjiotLd3fddSurSVzb3ulsXzyZMK3zUuSUWO5oGAGd7gXhDLgsKgbG7mrurr68ssvd74To7Cw8Pe/Px41Uc6h084jlAFPWv1ze7odXOnEWLu28pprrlm48Cf2bjbOeDsPIZSB1Lr77vlz77ht7h23ZfWxZbN//uxzWx44UlJS4uRIDNWsWUXHjx+P/cegtbXV8jYvvtgPoczFI0BqtbX916SJOUIIy4+P0l6o/dADc5UXNj5wRL0nxi9+scaubQ6oqKioslKsWPHo3//+f8uXL1UmTpw4cdeu1qKiIseKISFaykDKPfTAXDVME7Kv88j8H63aUNMwaPClV19746DBlz7zm/pUPCm1urp6//79DndiFBUVVVZW7Nz52sqV/6pMOXv2rJMFkBOhDKSW5WeU7Os8sqGmofKpNT09PfUNL9fV1dU3vHzZsKs31DTs6zxi8oEj5rnSiVFUVNTdfXDYsGGFhSU1NXWEsqD7ApCTmsg/uOs+7fQXXtgy947bUtFYLikpyc3NLSy8MMZu4sSJJ06cqK+3eIuPhKxdW9na2rpixaPjx49jVByhDEhH6UQuLPx2VCKrPv30L6nY74svvpidnV1ZWVFUVPTIIyvGjh1bWFgyceJE81s4e/astdau0sW8a5f1s3y+QSgDclHayIWF3za6EV1ZaenzmzanaO+LFy9eseLR7u4i5VYVra2tCQXlsGHDdKfPmjXwubuioiLlHwPzu/OljHA47HYZAD+be8dt5774m3bK/q6jyngMEXnDe6XreX/X0TiJrMrKykr0Tsom3XXXXUOHDlVC2UMeeWTF4MGD6+o8f1cNWspAapWVlja3tAghhg67WplSWnqjEOKLL/527ou/bahp2FDToEyfMX3SoMGXlpbeOGCyNDc3p67ASidGa2u6D01zC6EMpNYP7rrPqGvYspaWFluuHDGidmKkbhcwwpA4wHu+/PLLlG7/wQcfzM3NpXvXFYQy4D07d+5M5qadZuTk5LS1tSVz0TOsIZQBT0rmpp1mrFy5ctSoUYxRcx6hDHhMSs/yae3YseP06dN0YjiMUAY8ZseOHSk9y6c1YcIEOjEcRigDHvPqq6+mukNZRSeG8whlwEsc67tQ7dixg8aykwhlwEvKyspmz569dOnS7OzsJUuWOLNTZdiyM/sCoQx4zHPPPdfT01NaWurYHhm27CRCGcDAent73S5CuuAyawADa2hoyM7OdrsUaYGWMgBT6MFwBqEMwJQPPvjA7SKkBUIZACRCnzLgYY6NihNCjB079vXXX3e9B8Nzd99PFKEMeFJpaekrr7zi8E5zc3MvvtjlP6/HjRtvNKu2ttbJkqQIj4MCAInQpwwAEiGUAUAihDIASIRQBgCJEMoAIBFCGQAkQigDgEQIZQCQCKEMABIhlAFAIoQyAEiEUAYAiRDKACARQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgBIhFAGAIkQygAgEUIZACRCKAOARAhlAJAIoQwAEiGUAUAihDIASIRQBgCJEMoAIBFCGQAkQigDgEQIZQCQCKEMABIhlAFAIoQyAEiEUAYAiRDKACARQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgBIhFAGAIkQygAgEUIZACRCKAOARAhlAJAIoQwAEiGUAUAihDIASIRQBgCJEMoAIBFCGQAkQigDgEQIZQCQCKEMABIhlAFAIoQyAEiEUAYAiRDKACARQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgBIhFAGAIkQygAgEUIZACRCKAOARAhlAJAIoQwAEiGUAUAihDIASIRQBgCJEMoAIBFCGQAkQigDgEQIZQCQCKEMABIhlAFAIoQyAEiEUAYAiRDKACARQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgBIhFAGAIkQygAgEUIZACRCKAOARAhlAJAIoQwAEiGUAUAihDIASIRQBgCJEMoAIBFCGQAkQigDgEQIZQCQCKEMABIhlAEAAIAY4XCYljIASORryv+ysrLy8vLC4bB2nvat0es4czRvwkKIvnfRr0VYhA0Wi5kf7pt2YbJ2Rd2F+xftX1NvA8Lo0xlsPGJ6WGfRmFnGu4jcXcys2M8YvVbsJzXemv4HifzadRaLqrrIKbEvo5bV3auIrme9VUTM5459E7OZmMXCUUXT2068UuksaFghhrsI63wS3bViDiLdxaLKqfPNxFlArySRv4eofcf8JmJqVDsl6keh84vW3fIAyRC9rt7hpJ1ruLBe4WOOqag9638cg8JHblKvZqI+T1iEPxPii751L4RyXl5eQ0ODsqFwOKx9ob5W50Qupp2oXVG7St8WwuKr8FdRWxPa3QntwtG7jnwVFmERjtyaumLEWxHWrKdWeFhodye+6qu+C1OEZnPKwurW+r6AsLqR/m9Sb4G+ueG+L6F/F5ELi/5ZBjsVfZ8hZjvaKf0fUoRjtnPh8/bP7fsEkaXSfnq18GFNUTX/jVwxYgH1Y/V9OM1vRW8BzeHbX1sRH1F5o6nyiK2JyMVExFehv+uIJUVkCUX/JHXTmlnRC2u/SRG9ndjPrjk61KJoDxP9tSJrrG8ZgwX6Prj2yNf5gjSHjbbO+48Bban6D3S9xTRv+vYbs51w5OrR2xHh8FdGs7RrxU7XrhG5I/XnbrS12A+iu53IT6pTwrB2p+GIBbSRqNmAMr0z/OXHfccA3RcAIBFCGQAkQigDgEQIZQCQCKEMABIhlAFAIoQyAEiEUAYAiRDKACARQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgAAABAjzOOgAEAqX8vKyhJC3HDDDddff32qd9bU1BQIBFK9l4R0dHQIIfLy8twuSAQJK6qpqUl5ZpjbBenHd2cSFWWSiwf5hx9+ePLkSeV1hvr4GgdkZDi6OzPKy8uFEKFQyO2CRJCwojIyMgKBgFQVxXdnEhVlkiQHOd0XACARQhkAJEIoA4BEvubkzmTr15cWFWVGMBh0uwjeQEWZFAgEZKgr6fraHaZ06itnQhBHeXl5MBikogZUXl7u+pkiT6CijKR7KAOAVOhTBgCJEMoAIBFHT/Q5QO30jOoA1Z2e0MJxpntXVJe6LRXis1oKhUKNjY0iiSMnHQ6nlB45fqooM3zVUtZ+YVFfdlNTkzo9zkQL0z0tGAwqiSNsqhCf1VIoFFI/RTAYVP8NS75C/FRRUb879fQdFWVR2Ee0H0cZVaZOb2xsVKcHAgGjiRame1egj/LWlgrxWS0lf+Skw+EU9buz98jxU0WZ5J+WcigU0g7vVf9R1R30ZjQSLtHp3pWKCvFZLUV9nFAfkXSF+KyihN6NNagoy/zTp1xeXq798hobG5WMVv88V6l/DcVONFrY5Ea8QjnWQ6GQWmOJfvCEatWjlM+o/vms3KrGlgrx2eHU2NgYDAbVJpFydFFRlvmnpawKhUIZGRlCvttiyUP5FbldCs9Q/qgU6ddkM0ltAAkhmpqa+N0lyT8tZYXys2lsbOT3Y0StIu0pPldLJDU1YoLBoLY9CIXyl0S47xo05crPMJekJcFXLWX1vrHalIn9d1v3lqnKjy3R6V6k20a2pUL8VEvCjopKh8NJRBZe/WhUlGX+CeVQKGT0p1MgEIhtDOpOtDDdc5R7DqjnrETfoW9LhfimlkTMveHVP9JtqRDfVFQwGNT+7srLy9XcpKIscnPoh610/wlVZil/p6u/qDgTLUz3NO0YI1sqxGe1pD3RZK2i0uFw0v70AoGAOoKNirLGP6E8IO3hEn+ihem+YUuF+KyWlP73qIm2VIifKiqlR46fKmpA3CUOACTinz5lAPABQhkAJEIoA4BECGUAkAihDAASIZQBQCKEMgBIhFAGAIkQygAgEUIZflBeXq7cRNvhdQHbEcpIO6QwZOa3m9wDieJJGZAKLWXYL07Mae/jbGH1RIuRzK14ByxqktsH9Ll9mzr4hBBCuTuzemhF3W4x6iGYUffGjb967LGqLBn/rZb2MfVRx3/UuvGLqvs03vS5qyQcQCjDHlERpmafMle9VbmSX7H3LI+/ekKhrG5cuy9tSdQFtPtSNxW/qNrHami3Zlc1AhxMsEdsm1FNt7Bxqka1hRNdXfdtbEqaaVZHfRCjosb+c5JWD8WAA+hThp20fazK66amJuVtVL+B0l0b1Q8QZ3XzQqFQOLlHNwxYVM4NInUYfQHbxPbkBgKBpqYmk2fDjFa3UJJQKKRmaEJb4MQdXEdLGX4TCoWURywrb6POHwKSo6UM28S2SZUpoVDIzMUaRqsnKhgMBgIBbQ+D+favyaICqUNLGXbSRqHy2qiVqhuU5ld3En0acBKhDDs1NjYqYar0IQghlP9GdS6HQqGmpqao9mz81YUmshNKyfLyct0Wt9HJOpNFBVLF7eEf8Amh13urHeIWNSvq0pL4q+tezSEMhrXFLqw7aFqdYjSETreoRgszJA52yQgnN3gIUGRkZCjNSXXkg27TUmmBBoPBqNaumdWN1tUVtbDyX3Wb8QtpYXeAXQhl2ENNVVdWB3yDPmUAkAihDAAS+X8y+evtVZmo/wAAAABJRU5ErkJggg==", "text/plain": [ "" ] @@ -1120,18 +806,17 @@ } ], "source": [ - "# Create figure\n", "fig = pygmt.Figure()\n", "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", "\n", "# Set up colormap\n", - "pygmt.makecpt(\n", - " cmap=\"bilbao\", series=[np.min(gdf_airbnb[\"population\"]), np.max(gdf_airbnb[\"population\"]), 10],\n", - ")\n", + "popul_min = np.min(gdf_airbnb[\"population\"])\n", + "popul_max = np.max(gdf_airbnb[\"population\"])\n", + "pygmt.makecpt(cmap=\"bilbao\", series=[popul_min, popul_max, 10])\n", "# Add colorbar\n", - "fig.colorbar(frame=\"x+lPopulation\")\n", + "fig.colorbar(frame=\"x+lpopulation\")\n", "\n", - "# Plot \n", + "# Plot the polygons with color-coding for the population\n", "fig.plot(\n", " data=gdf_airbnb, \n", " pen=\"0.2p,gray10\", \n", @@ -1171,15 +856,9 @@ "cell_type": "markdown", "id": "885ad8a2-b4f2-4b8d-8cc3-13c7116600bf", "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "25be809b-a107-41a1-b446-cf34cc2952ef", - "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "- xyz" + ] } ], "metadata": { From e91f98fa777f3bb96658011015ff1cab6a47dbcd Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 22:37:29 +0100 Subject: [PATCH 09/32] Update code and docs --- book/tut2_spec_pd_gpd.ipynb | 339 ++++++++++++++++++++++-------------- 1 file changed, 210 insertions(+), 129 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 3d49655..90f47bb 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -12,7 +12,7 @@ " 1. `pandas` DataFrames\n", " 2. `GeoPandas` GeoDataFrames\n", "\n", - "within PyGMT" + "within PyGMT to create histograms and different maps." ] }, { @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 1, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], @@ -57,34 +57,211 @@ "id": "83b9b297-0fea-4e38-8745-17994d93d813", "metadata": {}, "source": [ - "### 1.1 Data\n", + "### 1.1 Data - `pandas.DataFrame`\n", "\n", - "`pandas.DataFrame`" + "Use a data set with in provided together with `PyGMT` and load it into a `pandas.DataFrame`:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", + "
" + ], + "text/plain": [ + " year month day latitude longitude depth_km magnitude\n", + "0 1987 1 4 49.77 149.29 489 4.1\n", + "1 1987 1 9 39.90 141.68 67 6.8\n", + "2 1987 1 9 39.82 141.64 84 4.0\n", + "3 1987 1 14 42.56 142.85 102 6.5\n", + "4 1987 1 16 42.79 145.10 54 5.1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", + "df_jp_eqs.head()" + ] }, { "cell_type": "markdown", "id": "8bf74452-3e78-4bce-a8db-4d0473d15eee", "metadata": {}, "source": [ - "### 1.2 Create what ever plot\n", + "### 1.2 Create a histogram\n", "\n", - "xxx" + "First we create a histogram for the moment magnitude distribution of the earthquakes." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Choose the bin width of the bars; feel free to play around with this value\n", + "mag_min = df_jp_eqs[\"magnitude\"].min()\n", + "mag_max = df_jp_eqs[\"magnitude\"].max()\n", + "step_histo = 0.2\n", + "\n", + "fig = pygmt.Figure()\n", + "\n", + "fig.histogram(\n", + " data=df_jp_eqs[\"magnitude\"],\n", + " projection=\"X10c\",\n", + " # Determine y range automatically\n", + " region=[mag_min - step_histo, mag_max + step_histo * 2, 0, 0],\n", + " # Define the frame, add labels to the x-axis and y-axis\n", + " frame=[\"WSne\", \"x+lmagnitude\", \"y+lcounts\"],\n", + " # Generate evenly spaced bins\n", + " series=step_histo,\n", + " # Fill bars with color \"orange\"\n", + " fill=\"orange\",\n", + " # Draw gray outlines with a width of 1 point\n", + " pen=\"1p,gray\",\n", + " # Choose histogram type 0, i.e., counts [Default]\n", + " histtype=0,\n", + ")\n", + "\n", + "fig.show(dpi=150)" + ] + }, + { + "cell_type": "markdown", + "id": "0658236e-869c-417c-8f4a-0195025e9430", + "metadata": {}, + "source": [ + "Use code example above as orientation, and create a similar histogram showing the hypocentral depth distribution of the earthquakes." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code (:" + ] + }, + { + "cell_type": "markdown", + "id": "b387494c-15ae-4019-83fc-bdf325f8a76d", + "metadata": {}, + "source": [ + "### 1.3 Create a geographical map of the earthquakes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb543b3d-35f4-4672-967a-9d420d039e66", + "metadata": {}, "outputs": [], "source": [] }, @@ -105,7 +282,7 @@ "source": [ "### 2.1 Line geometry\n", "\n", - "Examples: rivers, roads, boundaries" + "Features which can be represented as a line geometry are for example rivers, roads or boundaries." ] }, { @@ -113,15 +290,14 @@ "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", "metadata": {}, "source": [ - "#### 2.1.1 Data\n", + "#### 2.1.1 Data - `geopandas.GeoDataFrame` with line geometry\n", "\n", - "We download data into in GeoPandas GeoDataFrame.\n", - "More interesting data sets can be found at: " + "First we download some data into in GeoPandas GeoDataFrame." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, "outputs": [ @@ -202,7 +378,7 @@ "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " ] }, - "execution_count": 2, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -226,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, "outputs": [ @@ -307,7 +483,7 @@ "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " ] }, - "execution_count": 3, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -318,78 +494,19 @@ "gpd_rivers.head()" ] }, - { - "cell_type": "markdown", - "id": "03606ea9-87db-4eb9-977e-2e3600fd03df", - "metadata": {}, - "source": [ - "#### 2.1.2 Create a histogram for the distribution of the river length.\n", - "\n", - "xxx" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "ccff1d6d-e4d9-45e4-b63e-07648b9d293c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# Choose the bin width of the bars; feel free to play around with this value\n", - "len_min = gpd_rivers.Shape_Leng.min()\n", - "len_max = gpd_rivers.Shape_Leng.max()\n", - "step_histo = 50000\n", - "\n", - "fig = pygmt.Figure()\n", - "\n", - "fig.histogram(\n", - " data=np.array(gpd_rivers[\"Shape_Leng\"]),\n", - " projection=\"X10c\",\n", - " # Determine y range automatically\n", - " region=[len_min - step_histo, len_max + step_histo, 0, 0],\n", - " # Define the frame, add labels to the x-axis and y-axis\n", - " frame=[\"WSne\", \"x+lriver length in meters\", \"y+lcounts\"],\n", - " # Generate evenly spaced bins\n", - " series=step_histo,\n", - " # Fill bars with color \"orange\"\n", - " fill=\"orange\",\n", - " # Draw gray outlines with a width of 1 point\n", - " pen=\"1p,gray\",\n", - " # Choose histogram type 0, i.e., counts [Default]\n", - " histtype=0,\n", - ")\n", - "\n", - "fig.show(dpi=150)" - ] - }, { "cell_type": "markdown", "id": "c6ed1e0c-3b1c-485a-9640-9e8098e573f1", "metadata": {}, "source": [ - "#### 2.1.3 Create a map of the rivers\n", + "#### 2.1.2 Create a geographical map of the rivers\n", "\n", "xxx" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, "outputs": [ @@ -429,14 +546,14 @@ "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", "metadata": {}, "source": [ - "#### 2.1.4 Filter the dataset based on the river length and plot the subsets differently\n", + "#### 2.1.3 Plot subsets of the rivers differently\n", "\n", "xxx" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, "outputs": [ @@ -485,55 +602,19 @@ "id": "eb723411-a607-4db4-bb9f-e9067248b512", "metadata": {}, "source": [ - "#### 2.1.5 Addional task: Plot the rivers with color-coding for the river length\n", + "#### 2.1.4 Plot the rivers with color-coding for the river length\n", "\n", - "xxx" + "Use the gallery example https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html to plot the rivers with color-coding for the river length." ] }, { "cell_type": "code", - "execution_count": 7, - "id": "5ca80710-655d-407c-990f-dc1524879372", + "execution_count": 9, + "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAJBCAIAAAB+tRKNAAAACXBIWXMAABcSAAAXEgFnn9JSAAAAHXRFWHRTb2Z0d2FyZQBHUEwgR2hvc3RzY3JpcHQgOS4yMcb0+xQAACAASURBVHic7L19sFx1me/7rB0zdfXO3iFAOOPs5BASp4a1ugERgQQIJBQ4FKDlnN0viXO01AOMwClnrnqu4HFDm7ZE6wolp67AUQ7MxaNJv6k1Bq5HuCQSZCdEjGCvXlhn8mb2vtwhQMLeVVI1mWTdP77ph19Wv61evV67n09RVKd7dfeve69e39/zrtm2TbEnm81WKpWoVyFQNpvN5XLZbDbqhYw6+DnIHyJyKpVKuVyWq1PkjMgfQkuEYGtaMtY59Gialslkhv5XEX8g1fKHiJxsNlutVuXqFDkj8ocYi3oBgiAIgiD0RgRbEARBEJKAHT/K5XLU34ogCIIgRI8qjnG0sMvlciaTUVdJvm4sMpmMvwv2cW223zGYF154wce1yVfnGfnqPCNfnWdG6qvzd23+fnXlctnlm7Zqn0ocBVsQBEEQBAci2IIgCIKQAESwBUEQBCEBvCfqBbRnZmbG0RTCxx4RMzMzfr0UiHP/iv/8n//zWWed5deryVfnGfnqPCNfnWdG6qvzd23+fnUPPPCAm2RqvGmXDxJTwZ6bm6tWqwG9+IoVK3oeMz8/v3jx4ve+971E9M477xDR8ePHFy9eTES40w14ovvj8ZRly5b9yZ/8ifunhMkZZ5zxzjvv9PWJwmRycjKS952fn5+YmOh+jJuzzj3vvPOO5z8ETktqntJ4kai+Ojd0+erwOz1+/HjP798bx48fx9fFX5SDd955Z8mSJX/6p3/q1zsuLCy8733vw+3Bf2iOr87DFSlQ/D3r/L00+fuD/eMf/+jyyO7aF1PBbiX8pk7lcrnRaOi6nslkisUiEem6bllWNptNpVJdnmiaJg4olUqWZU1NTRmG4eYdG41GrVbbtm2bL+sXhLaYplmpVHAyT09PB/dGixYtIqITJ04E8eKNRqPRaOC2ZVmFQsHHF4cxNDExsWvXLtyj63o+n/fxLTpRKBSmpqZqtVrP64wHSqUSEfmeOu6BsbExTdNwO6AzJInk8/lardblgMQIdvjkcjlodrFY1HWdiDRN6/krwlMqlYphGJZlERH+AF00G5cewzAMw6jVaqz3ghAEqVTq8OHD4bxXQNfiarVqWRb2HLqu4+c5ONhhG4aBchqodWhSDXARCEKtiSjoLZp7Tp48if2c78Vdw40Idnugu0TE14JUKpVOp7s8Bb92PMUwDN7+ExH0uMtzLcuyLAvSXq/XTdO0bVvTtFwuN/hnEQQHu3btmpyc9EvnOhGcbY0fWjqdXrJkyeHDh33xh8P61HW90WjAK/bYY4/Nzc2xIRgOwf3ky+Vy0H/xvhDD2gOSJd4G0zThDJ+enmb3UXe1ptN3r4ZhZDKZ6elp3v53CUsYhqEeaVmWbduWZYmdLQREoVC44ooriKhYLKo7y0RgGMbU1BQR1ev15cuXz83NDf5LgQ88k8kYhoENNxFhHyA/QyE+iIXdhlQqBRuXmkLr3ifm2MO6DxepR1arVcMw5EohBEcqlUqlUqVSqaf7J4ZgwfBIZbPZAd2q9Xq90Whgt43IFDXt+EwmE5OfoUTKBBLB7kQulyuVSsVi0TAMl04qXder1eogCR2cR9OaRGOapmmaFKTHTBgCEMpxmYHFZmWwawoG1uwBI0emaVarVZjsAHt0qHVPv1rQmKZZr9cRAhDBFkSw3wW/DSJKp9OpVCqfz3fa1SJc7bgs5vP5QqHgTbORH05ECH6rdXhoQovkGiIqFAq6rmOFpAg5UE0N/MiJKKAEFiE+qJd19+YydoeogIhJLlJfIG41oEu/Uqk46jjwW4tWrfG7xgckounpafyZhBFHBPsU9Xq9Wq3i51GpVCqVSqFQ6KTWRKTrerlcVrf2pVKJo199gR09clPxE02lUg6dVq+n1WoVK8Q/OyWS4ClIWbdtO3JbQQgCNTsSZ4J7c7NQKEDpE+cSB8joHmTxrb9ZXATCTAt3oP7w3VeEuiGVSoVfHCv4iwg2UfOqxz8PeMJbj0HYj5PLisVivV5XhRBXkL7emlNeqSm9sN1bdZrpy4LHeqrVqqZpYmcPDa2X9X6TLai5SaVkesWxtbVt27O4xioi0GpStz1mkJ+wCPYQIIJN1HREcz1022M4wMyxal3XTdOEYJumiatnrVbjomo3b12r1XiPz6/v70UEn65er4tgDwfw8dDpl3W09On3pbLZLGQ7Jrrlnu79JXqCHU/bTx1yHRc1Q2zdTeqpqSnIrfyKRxkRbCKidDqdTqcLhcLk5CQuBK1+RfaWc18FFdM0cQCaOZDrUOL09DS2AniWv04wYfhArNqXkDM7h5JoeE1NTaneqX6BR83fJXkDhn7PPyguCxLeGnFEsN9lcnJyfn6eWjrcopUjEWEL7NjaY6uOXbkHMwU9m6i5IQhIrbm7qpB0HCnNDPw9HsyvhHpK4cSqVquOVJLE4X7rwOEtctEWQhhKRLDfZW5uru399XrdYTc3Gg38bObn5+fm5gbpH6QqdHBuSc6nExJN98TG0ezy6O1TI7289ZsMuT0wuo+536azZjcajURvUwRvSKezdykUCuPj47qut+10iF0wWppkMhmIKyxyIkIyGoS8rzlj/GrBqTU8h7IlTzpwhnc6T7h3fb9AM9Azf7AFRoDnhoDpdLrt14U2auG4HJBl1u8PH40Rbdt2M65RGDJEsN+lXC4vLCxQS6ot/gnZ0zRN7ebII9hw1UAbByh3qEvvDCq8pRR7COjkDAeegynYaw6YwxUJ2D2rO1HTNAeXMU7VDhq47rw9N5PJ2LbN6YfCiCCC/S62beP30/qbz+fziFKrPREBNy80DKNQKOBF4pM4VqvV4tNeUfCM5yr/crlcKpW6XNlTqRR6aA+2wLCBH0t1C9frdeRkuXl6W7GEm0HTtBDqsFFXMohfLZPJePCpxMeWEDwggn0K/H5w2Wr7m8/lcmhkhg4VOO/ZB37//feTMrArJmCR4gxPOt2d4Qya+fA/y+UydpA9z8l0Op2sgCjcXaqsosMouS7Kavt9IqodzlcxiHmtojY67MngjeEEB2NjoWqoCPYpUJcFn3aX/TV2tbBIMI9rampK1/Xly5fzldGyrGKx2FckOyBCc+4JgdLdGa6i7jX5r28YhkuTMQ4nrRta88VY/9zIbRyivwOa1wClAb6sR/DGyZMnw3w7EWwn3b3H6XQajVOICLZ1rVbDtQOD+YhoamoqPp2Zw+8CIfhLX85w9c+NXvfuZ2NAP5Ki2Q43mFob2ZO2XwgKLBMXPHKfJB+rzm7DxNjY2KJFi8J5LynrOgWqUd0Us2LIR7FY5FovhLQtyxofH6fm9j8OP4zWCSVCzGHjDxdinGBu9n/wErcOpHH/1ul0WtO0RNRkO/oKsJXpfnuqztaDVCMHxe+VBov7/gpdOrsJA6JpWmgVlSLYp+D2EW5iPPzDLpVKmqahgQN3AodL3PcOo/0iwapE4Mh7cNiI7jvf+TLWGr+CREzIVqfvIJ7V1/YUF1n+pMkto2idQtSKqHWgnDhxIrT3EsF+F/RV7mJkw/rJ5XJ8ACwYHnmJUX0xUcpEXHZHHJdtKd3grZd4K506isQQNmvUuXYuQQ4pb5USqtbkotPLvd+f0ebi0odVGBAR7FOg7qW7CxEXCJhE9XodB6PvRD6fx8W3r8kfgeLXFVwIDr86WsPB44vqhOnf8wz8wPwrg1r3m66BoQAYjeP/EsOCe4zzFUnlP35z2+vvjE9nZELBkCBJZ0RNQ8eyrO4pl6jGxugFy7LwLLRu4LHE6EERk8yd5NoNo0CXtpSttSKdqkdQWOhjJ7tcLher0sQuwA/MP95+y7Gwt47kp4pEQr9eDb3PiKhQKJTLZXSPKZVK999//zvvvENE83SOX+8lRItY2ETKXMueCpfL5crlMkLUqVSK52HDlx6fKJE0D485aEupOsMdiaZjY2NqxUin6hGcur6HYAP1ii9atGjwsB8vz1vtImQew21DblQAZ57v14pMJoO5f0ieJaLly5f/febfbdr8/C7zyBrjbH/fTogEEWwiosnJySVLlrjcoedyuVKplE6n6/W6pmnpdBpNV+JTygWkoCvOOPpmjI2NQcNYtl3WdyKE6W9nLrwmBTY7bkC1xmaUzWukm/Ub/YHbP5PJDIdagy7BuF2NN0SzhwARbCKiW2+9ta/jcX00TZM1Xtd1xNVUOxsb3vBD2m0rfIT40LrD89x+gcXVR3K5XL1ex0io+DiNWoGXAvuefh0M6XQ6hP6jDiKphL5cP2u39eZu603KnC+anXQkhu0dVutUKgVztq1XvFarqfNCggbTPuJ8nRX8akvJ+N7uKp1Ow2aNSTZGW/hr9PBlhp/eEVVt1d9n9b/LnE9ED1Zf3bT5+U2bn/9OJRk5CkIrItgBgvYp3B4yhHdktZb+4bGly9QH+MP79RgH1J8ylUrl8/nYJqDx15iU0bER5t6vMc7+u8z5l+tnXa6fRUS7rTc3bX5+V+ONqNYjeEZc4t7Blpl7IrbN+EUGbzhFkHiv5LaAGCk6ZXV5i+/2KwY4dd34hNWOYDEBRVwwr+G4khO+J2uMs9kfvqvxxoPVVx+svipO8sQhFnZ/qKaMOgcJDc54eBfuhIJS0yse9NrwXnLxijn1ej2TySDw7CjW6letq9VqsVjEuef+WVyC6IZ4pi6m02mY1wkab+PLtA9fgMFNRA9WX/1OxRJTO0GIhd0HuNKxImqahuIueOfo9AkErNa4JwSX+NTUlO/5R4K/lMtly7K4nW0mk4Fme0s6U1thu39WX/XKPFWW4jE3AitBS0GS7kBeWWOcTZnzd5lHdltvnvqnAiRcjO8YIoLtFtRj4OqAHFoI88zMzNzcnCPdjI1s972gBycpHSVHGfiu4Y4ulUqqZqvA1HaUYnch0L87D4n3xTc+NjamaZo3zz9+VuPj48uXL+cOZeJS8gac5N+pWAhpI7y9JrXsXRW/5yoiQobamtQy0e84IILtCkfjUswnxoUMFxHLstThP9S0v/lKGkIgUKyN+IOEhlqtVi6XNU3jwr+2B7tUa8R0udG9n8sl4tc0TdOXQV4nT57s1LWtJyhWxI+REjXuPbZTq9ekluEGRBr/B5s2P8+3d1tvQr+FaBHB7gZyc6jdUGFcajOZTCaTqVarc3Nzs7OzbFjjWkxExWJxeno6hNqYarVqGIZYG/EHpiHOK19iJRAtvKBafB/bYgFv/v/W5n0J2qFinljUq2iDmoxGTXv677M61JrNbkS7/z4bx48wUohgdwRDPtBHyWEcZ7PZmZmZt99+G6lksLYbjcbs7OzExMSSJUtw9URnDLQxCTRRvFqttm4phNjir6+l7ash/1HTNL/2cJFLjkOexR8eBCzJW063p3fpZ+223hTNjhwR7I7k83kM4GstlEqlUrZtm6a5ZMmSXbt2UbMpICxp27ZTqRSmYuP4ICLZ7IrHu4taCyo8xGlwSYOzPdoRXq3yLBkbYfL3WR3R7u9ULIlnR4gIdjcKhUKnQbNwNqrBbJ7WBeVmc8Sv1qRwwlNTpKnpC5XCayE4MOsdtyMUyFZ5TpA/nJrJ9lGvYiBYs0kSyKNDBLsHbbWQW6ZArdXQtWEYhw8fJv90msFkIVLsdYlbC13wxQbFKRd5QVfb3vhy5ocMa7aMEokKaZziBR7H2Wg02O+Niby5XG5hYSGIaN/09DRy3PgqjMB5qVSKbQ6q0IrnHOm+QObEIIESnFRoUeLfurzQNt1M/OGRgBj2LvNI1AsZUcTC9ggHj+GRNk0TPaG6DOSBzPt4oeHAeaVSqdfr4U8fEjzgeTBXF9BD3jEpbpAzDUVcGCAbeXfStt5vMa+jAuO/ol7FiCKC7QVcPtRLRiqVwj/Vai71KbikBpErLqbGiINTi4jQqpOIDMMYcL5qKpWq1+t0ev/dSOiUDS6CHS3iFY8EEWwvdLpYlMvlycnJJUuWOHo1o3kkim5xeXXIeb/wNRpVZ5IlPrLgTMB5xYUDvnQUSafTlUplenqasx19x/HK2HDAmc8/kLauAtmkRsia1LLd1psyOyQSRLD9pNFo/MVf/EUntSYiBLwHvJjyDE1N00zTlCzxUQbanEql1CKFRqMxSAY1KiNgZMMZ7qNAOqbgqL8F/FLwXuphDleBhH6iBX3IH6y+uss8IoIdMiLY3imVSmq7EkSvzzrrrMWLF+PqqdrBaIjm/sWLxaKjPzlwzNAUqU4cQRQQQ18H704KhcaNdDoNI9vfBeu63rbJT71e593no48+Oj4+jnaB8WwQ5o2hqR1fY5y9SyLZUSBZ4h5pVWtcXG644QZqJpBzIRbrLn6ubvJ34OsuFovVapVNdlxMHSa1aZqSKJ4UeISzj/AEzEGKfXEWoa8A3NFIOlu+fLlfC1Ynz7aSTqfz+TxO7DVr1vCPK57zPT0QxJ8+QtCEHK1MhdAQC9s7qlrbtg3ToV6vNxqN6enpYrEI52RrolmxWOzZ+wwWOY/T5p+66g80TbNer8PfjstrOp0Wm1toC7Z0nfoKYLvJkWMeYzM7O0t+mIYs1Rwe6gKMe2pxhgvxYY1x9oOnDwsRQiCmgj05Obl27Vr+ZwjDM/pFFU5c7OCpVicaQa3V/HAu4IYGdze1cYlUJ20bhlEul7FRaL3Icn2XyPbIUiqVOoV4MR+zUqmg2Q670JEH3jb+Qs2TcEDBxu8XCzNNU7xBw4HUd3WCHQ8e2rh2176YCvbatWtV5YunW0y99CBZRh2QAAmnptYimG0YBnoyc1pvl4Zo6kPInlUnMqlSDdgqEtmOOe4HXfdELd8yTdOyrFbNRhJZOp1mD1Cj0cDvK5PJ4Bxurd1CtjZevFAoeNZsVa1JKYAUhgNMBOGx2bvMI4luNr6r8QZPBP+7PtPg8SU4NjH9fhXdtS+mgh1n4IhGPg4R6bqOCce4EvGwXgCTenJycm5ujpQJvpBey7Jc9mxy3+hUlW2SrLRYEtAGlPeL7IahZgsU27axgXOcolDxtpXWasIXAjQeBBuqn6Cm38GhaVq0A1R8B1M4d1tv8uRs1ipoXr+CFwewcjgPHqy+uks/61RzN0XIweX6Wbw12dV448Hqq633+44Idn9wGi0aiddqNVzsUFqD+1G6qj5rbm6ONTucjlG4wtbrdRHsWIGr9okTJwZ5EVQQzM/PT0xM9DwYJ0ClUkmn09wDHy0B4PVhL1EXGzqdTpum6aHfWa1Wk7LDIQYDs6mZg4aWpaxqquA5iHnflb/P6qzQvB0h5fPutt7Efw8qoYHLO3xYHxHB7g82YmDycs8K9UrHQWvLsjAOpNFozM3N4UZoS81kMsVisdO0MSG54Aycm5ubmJjAbfyV2W3jyNVS2/DBIaROrEG+JNqtdLGh2aXUL3L6DTEOfXJoMCaFbNr8POscKXK+5vSR23EAC8Zq1xhnrzHOhmzj0Va7mX3ggVrVKiLY/QEDulqtQqqpORubPZBIKOOmZkSUy+WQIIYpXmGi67oY2cMHzNxisYjAcKFQQB6Zo3C5XC6rAeNyuaxmlsHORtgbp7TjXdgEB2oflaA/oDAcqHYq3wk5xGjtoO1Rl7AqQ3rVVUG2Oz0x/PWLYPcBnIdqDyZc8jihBsXZfFnk6F0ulyuVSgsLCwsLC2EuGI7xLpnDQsh4jmKyoLZmM2QyGRRB5XI51aGiJpcBtcIQVjWi6Yg0O6qtHIJNAxjZAg3FSGwPdBI8BL9j4hjn8DNFocF9IY1T+kPX9Ww2axhGay1puVyen59nvyJmAtbrdfxK8/n8LbfcQqGXqGHrUCgUpJYmDliW5dlC5XKDYrGIKn/cD7UGqjeF5QEFBdPT06rS4xyGRd4lUqNqTCqVUn3pguCZv8ucTwhyN96IcBm7Gm/ArX25ftaWe67aEj8vvQOxsPuAHYwYZKS2Pqam63tiYkKtn9Z1Xdd1ztrNZrPwK7rP+h4czFTgVOFw3lRoBU5pb8/lwRi6rjsK9rp0ROmCega2DpwmZWfpsNr7mjinnvxC5INK4wM3JI9qiAjC1e+uJ7Us5AV4QwTbCyzGjgxYdnhWq9Xx8fHly5fDKc33c8MKDoGHAxv9dLpBJoQJnwbeJqPz+HNWUG51h9ucLcFmcaFQwD3dE8ocEqIO0ULQB29XKpWQnOF+zZL5qCIxBRV1iAj1X688CGpyWcx94A7EJe6FbDZbKBS49THDBrdlWUuWLMGdGE6sHgaDI+TGwoZhTE1NiT8zQvg04Kkw/YI/H4S5VCrh6g93t23bXGCNFmagX+sWCZWapqmtTvg1PViHCAz1+6yhhHP1o15IXFhjnP13mfNR8fydioX/QnhfTi5LllqTWNje6GIucHL4LbfcAkOnNXmHmpMAQh7d03YlQmhwQAT/dO8d5dJ//LNQKMCD7Wh1x44fVRIgtC7PNLW7GbUEsD1bh/HsVBg+pVKptQp0xGE7mx3UKAMLqErK4QlPHGJh+0ZrAwqErHC1VY0eYTRJpVL5fB6dxcbHx6mfDERWa2SQZTKZVrGHirOHHHf25c7pMs7Sm3XILoG+njWUlMtly7JyuVzbvnKjzBrjbCR8bbnnqr/LnM9dxjZtfn5wg3tX4w3ktX2nYiE1nULpcBIQYmH7BvdUYRsln89Dp7kPGvDsXRSGAKhXoVBA2bQbe4uHqXe51sN0Q7GW43zDTJoBrbqebm18FrbysWzpSwpM08ReR4o1usNlYDCFue+KN31le/pBIgq4aWg4iGC/C3TUszXAKUVqZmzbV+s31VYYPqDBPN7NjZqia16nSm5H1ream42nuN8ZtBbu82g4qLK611R3EoZhIA0TPVDRQlXSzYioXq9jL6XOBxK64Ojg7aFiW80sI0+Ds2KICPa7IAUXfaM8yDYsG7RV6XJlRG1PhEEsSdmNA+jObZqm+7katm3n83k3zTeQrMB/6Gq12nP+OoP1OGqxkOZGTe139A7SNM2xKvGBq6CdHCo8h2z+R9BAYndbb+4yj/Q7OCuh00e6I4J9ykmlevyQcNt9PCWPHeR7YP10H3UAz5gjVyhM1CodIVrYinUTyeaEQTe1vPC+clfafjMcO2m2y6f3ZEBXVuKoVCowr3FxKJVK33rsuRuvueCC1UujXloCWGOcvUs/y6WRPchwzEQw0klnpVIJtTEcWMIuGFfDSqXimJWpAkNcjUjlcrnWQi8H8Iz5tHxhhIBal8vldDrtJmsJZYe4nc/nMdvDzRthTLvLqa8ewJ7Vtu0RScPEx2S1JqLf7Tt67F/+1x89vf+Hv9gX9eqSAbqaIA2t+5HDrdY0mhY2qmJ4DDCXwaiGLxpL1Wo1aHanS6Rt2+6t1ZjkmolTLla41K3p6Wm0I+UhHNTPuQSjudFozM7OTkxMYNIrQjMszJw1ZhhGcF2vEcTlYHl3P9YQwE1yuPnMBauX/uXFq17Z91Z9/7G7H3kpveqMv/nI6qiXGWtgZBN846fb2WxS80yR5GaAu2FUBBvxQgzhgI3LBgeaMTmOh1qzNdzJie2+ixMMC8k1E1RKpZLLIh/EudGlDunlK1eu7O4b53OeiNLptKZpMzMzRLRixYpbb721VCrNzs6S0gUvaKkGvF+EZg93x1xs99WcGMuypqamjNVLL1i99Hf7jrJsf+L6VeIh7wI0eNPm59VWpmpRddLrtVwyKi5x6CUuRplMBhcplk+Hm1ptRNW24JVBSNjlAqLNNQOotJHakjiAwlw3IRJHNXMul9N1/dOf/rRlWV3i3/V6XfWmpFKpW2655Ytf/OINN9xARPl8fmJigh/FmRmC90Udf5LJZIa4+x7nmqnRerWtzQWrl/7NR1Z/4vpVRAQPOf6LZrlJgEeGoCcaizSXcQ+3WtPoWNhEpA4DZk8gfjz4XcFegVpj+9/T5ZjE3mGSd5YsuPtYvV7XNA1/OC7xb9Xs+fn5iYmJnrsBbF5Zs/GLgMeI+h8l0hfq8Jsk/oJcgjxWh/NA0zTHruiC1UvvW33JD3+xr77/GO6Bn5z/mV51Rqe3GDVfOtqicaCaS7ZGh+EXbDgGO5kOUGhquqrYtm47v6gVR/1MEHgbFNGFIb5EJgiMTm+tNWgFf6xCoTA5OTk3N4cWKLlcju22+++/f8mSJRMTE/Pz8/ByL1myBGXTXXqCotEK9F7dmGKaCDYHQSRyYx5JrVYb4g6dPJSltWakU4dXlt7f7Tv6o6f3Q60h1azcrfzwF/suXH3mSPnS1xhn7zKPDL3ruxPDL9j45ajmtQMoIgpVodN9zb7EbIMugo04lud2yrheOyS2y8fpCa7UMvQwWjgNu+fMTfytsZWEZtu2XSgUMpkMirlXrFjx9ttvE9Hs7CzKh2zb5jqiTi+Lvz6C6K05HNQsbnR0UPEFvDVkm3zdjMYB0zS5GU7rZaFnS/YLVi9N7zvDjQzDKK/vP+by+KFhNKUaDL9gowym+0WB20p4UMG2RasO1H6NHlAtMPSc8vY6jBjZCYLPSWgwbiP0m06nsR9ds2bN22+/ja3YmjVrdu3aNTU1ZVkWZyZjzzo/Pz83N8c5UHw/7ybDrCAYjv2iaZozMzMTExP81eErxbapXC5joi4f7CZ9xKWjG4epsk2KOZ5eNVoqPiIMv2AjktTF/zZ4nVV3zdY0rYtUIzu31WJuzcTh9pCD910RIztauGtYl0J/FY7UwMLm+03TRO+zXbt2cXJToVBAcAcnPIoYp6enq9WqqtYIcuPIRqMxPj6+sLCAl2UJl9OjJ2iKom50+OdZrVZt265UKjiGmlrub6nI33xkNWebk+JFV1V81ELdQ8yQC3Zo6dCwWev1eqcCFegxZNjhcsePWc3EUdUaj+LK7r7BpMsF+/JSQr/AZe3yYGzpcBuKS6eHSNCQHIlphmEgplOr1eCY4TeCXx21Erg9Pj6OxuBcgQ03u4+fNIY4Ct9VC7hfcHnptONv7bgeUIvDC1YvbWtJcyLbCIa6h5UhF2zsbUNoBcpCy3m8DIq/WYM1TUPGjfp7RtIv0vWytwAAIABJREFUZ+KoM4nBqfJNX1PPxMiOCsRo2NLt7ohmBwyUu1VgUqmUbdtIv8BLccokzGg+EjtC9DIjooWFBR7agQQO0zSHVbDxPbdmzqPRobdfgftJHpG0S1J95kQkgj0EDK1goxuUGvaLkHQ6zXkouVwOSaSO7Fy+v1arOXKFApoXIkZ2hKhF1d2zxHm7CVMYLlY6PbMhnU5DaDnjiU+h1miLWtNYq9W4mrF1mzgEOHS67d69WCwWCoXuUwCSjnjFh4PhFGwO99IAqV79AuO47W+ebSAYQDCSyuUy5g+qh7V9ekCpQGJkR4VhGN///vdRA42/uMsaJz6m004LjUs53QzeHZxmrUaeYRi/+MUvZmdnodzDNLiaC6u66DSDbb0HU5v9GZH3G+5Cff+xLpXcQrIYQsEOdCLW2NgY8nFOnDih3s+9qLCjby2GSafTiBTyPblcjt0AXd4R/ZKC8+pLa/FImJubm5iY0DQNtVjui5LZOO6003Kce/l8nj06qm2NUxGJZl32mp1gRYxV2Btp2PhoSO9y+a1yu+J+25tblvWBD3zAkSIaZ/0WEs0QCnYqlTJNs/Un1Ckfuy/allPDnUjNjFwiansxhbmjPgRPZvfMuKAn3luWNQozGGIIziUkePd7Ts7Pz7/3ve91eTB7dJAkQc24uKZp2WwWCtdvwIUzn2MS9uZyx750GnCOHl6E/RPdMU1zdnYWGx21tDpW4/h+t+9o1EsQ/GQIBZsUS5eakxK4NYQvkeBWqxS/UjiZu8SG27ah6H51CHpkCFZeqVSQ4i6yHQI4PxEo4XZjfbXrUduAu39TagqbOo4ilUr1Fboul8uHDx+mZncBbPiQaxn+yaOGqD1nZfIPlp1ebp5Vr9dXrFiRSqX27t1LLaPP4gCapsk0sGFiOAWblKSecrnMu2C/Eq1Pnjyp/lMtx+IeKb7EhmF8B3cVcFSeiGyHBp8b8E7Pzs5allWr1VyeohMTE7t373bzRvV6vdFosJq2PSf78ofbtu2o2LZt27bt7v3+fIe7vpAf5VL8g+X0vZ7vTs22ZeHUofQL1JpvS4r4cDC0gs3gCuVXQfaJEyfGxrqNOFM7JAz+dvV6PTQPG1eKi2yHCdu7SPB2453GvtClWYwkCfhsO/1BO+0s2zbJR00au9ZRhUhKXnoIoJbaX5l0n8yBvQLK3/0ttgwCqekaJoZfsOn0pHGVRYsWOXLH3OAwr9viVzkZ14OFhirbItghwLqLP3TP04a9ONwXBWllXf5Y8AD1+wfF62NV+O1omjY/P8/F3IjUwJms63poZwt8Bv6qtfsSR6g1vs84q/UFq5d+glahA9qFq8+MejmCPwy5YLNUt/1peVBrNyBq7tIyhq3QycThBLqQ807dNEgX/IK9u26CoK39s/D0Tk4RXddZitz/QeHy5XPY0X2FZ+TgHoThu7T58xH8HHzP6sAWpEv2JQ/9YwdDnNUaXLB66Sv73iIxr4eIoRVsrpgK/3eVSqUajUbP8Vxwgfa0xdFYI/xZhNJWJRwgjZ7tRSg9WoU7Kom58oqaaRAujWDuj8ZnJs5S6Ldt2+wSJ6VLGnYPQWs2gkRB/Ba4Lw3CZ/CQO36beOtEqDWQIuwhI0mCDUuC/8luuk5GA64yYdqmMEzhRexpyuDSk8lk2g43VOHkc98W6gJpqxIOEEI1M7mvM5ZLwtRW4bwLxIa1Vqu5T+FG3jUrNIdIIFE8hoRtXLXVOQaIuV98v8AdFdwvmvu0H7CNf3pj7PNXn8RwFGpeZ7DJTopaC8NHYgSb3Yb8c8U1jqf2qrMCke2paRoKZsLRbFTmQLPdmNfu26FwN/KQHeMwsrvHR4UBYbdzX5EU0LbnKGRbFRUItpsXRHiYVYpfn2/glJicnGTvC9Lf1JztgKjX67ZtB/0TwHd4z2O7/+mNOX4vfFjE10SthQhJjGA7fHSkXESKxSLrH9p/qnOKwvl1YfeAxhRdjH6G0797djoDyD6DfYOPyaZPcNWfeFnMJxXNDgguzYdYDi5Ins8HDg/j6Z1eBCb7mjVrIGM4rGfim2e40poUsz4c7nls9+bPXq72hkuWWkvXlOEjMYI9OTk5MTHR9nKGqhXIHh+AH1hA4a62cN+onmrtodsoss9wieRWG9Ssqxlk2d2BxVapVGzbjkNDqyEmiFwqajdYXQW5VEQEUeyp1qT4jQ3DsG1bbcDil2Y7OoySr4Nl3bDjt3NEtOHiSfyTv5MEqTURIeOMpA57iEiMYM/NzX32s59t+1DbMHDIvy7UZbqMFLJ5Del1WcCKNkwzMzO1Wg2ef1zRgv6YCI5Wq9VGoyHx7OBAR3Hy7w/KDcPbnmCcEeLBj81GJ0I/anZbvV5v287PDaoxHUm6KLjnsd1E9LXPXLbh4uV8Z7KkGqCaq77/WH3/sfQ+6Xc2DCRGsImoWCx2skrD7zRULBb5goLLokvbgs1rHpHk3ihpNBrz8/NEhOITJBiHABtV4bzdaMIz0ckPecDZpbYgVWmbmo49mcu35uRwDj9xpltfrekdIt26qpC557HdO347t/6Dk6paJ5QLVi+9YPVSzMNG+xQh6SRJsGPVVR/lrdzvyX2bJ4SEkVvb7wheZJ/xcIKg03xUarWazCAKGvx9B68I6H52dUoQ8/D3RYolp1PgTsuyIMCdzm21pjkSj3cXNn/28qs//+OoV+EbUGsikuKu4SAxgt1FmcbGxtx0H/MLNSiIK05fuov0HNM0+1Vrfrr6T1/6qfUEmXESww4U9lEPHsnmdqGkmLCYg2maJpw0fm2/1ARyy7LQCs227bZ5D6Zp/vznP19YWIiDMd2J9R+cRAw76UCtZfjHMBFTwW6tjOKQbSthqjVgy6CTy7E7fs018qsBak+kiUoIaJo24OxXBtZqpVLhZMypqSl4vBuNxvj4eBCOGTWbmohQXI68BzXIDcRbEyi/23cUTUlFrRNH96rgmAp2K7gKwP8WfhcRFeS4pdNpz8k1g6O2XA3h7aSJStBse+638Idz+uSA4t2a7I2QMxEtLCwEpJfcAU3tuMJBbrX3uBAorNbSRXzISIxgA8uycEXzpWLVM7quhzxM0IGjr0UIiJEdEKZp/tUXHiWim577LRHRe1Y+ufNlIqKZXV98bNdDd3/ypnUXeXvl1k0tNruDrLYns7OzjjWo7qhqtTo+Pr58eeLzueKMv57wH/5iHxFduPpMKQyLA4kRbNX5jLBchIuBkR1tC7CQU/DEyA6Ier3+qQ1/8dsDb57SaaLzzjz1qzzw1r/ecd8PHiLyrNmtBOqaajQaCwsL4+Pj8/Pz2FjjLEXsnJ0H4g8PlL/5yGrONRsEdaJ2ff8xeprEwR45iRHsVCrVWgESIdEa2ZF8fDGy+wW9r99+++25uTnkfDkOQMlA8T/9bdunT/8f//WJ7f9z286XfRTsQOFaL/xIJycnOb8MXQQCag4TBNv3zia3suvC1WfW9x/74S/2edZXVmuINOxsvKZY2xGSGMFW02cirwBBwxOeZBwVgfYldXTIymQyYmR3h+V5xYoVu3btwp26rl9xxRUzMzOzs7PpdLpcLhuGwcrdXcCK/+lvd75811PPv/JkcjSbmgY0ss/U+rGQOw8OyPa9c6EJ9qJFi/wd9YseZ4MEsPEK933uEvwTws+Guwh2VCRGsClOnjS0pIhwAfl8HtsF31uTqsOXHPdnMhnU3fr4dkMAdBqx4fHx8ePHj7/zzjvj4+MLCwvULErWdX3Xrl033HCDbducAloul3sK2Kab1n3jB9vvuO8Hh5Ij2ABbSbjBUeKFXtxRr6sH3Dhl82cvD+1N/VVrggd7AFn93b6jbedysrN9ENtdGIQkCXagBmVfYP5BvV6PqjQZ1/rgdjCOFy8Wizz3LJxCsqSAWZZElM1m4d8GrSdqtVrFWDm+J5VKYRJrF/52002zs7NPbP+ff3PX//nDb/5HX9ceBqi0Rmtb3IjD77cL4at1EKRXnVHff+zuR17yEHVmM7qtgS6aHS2LIvfrtoKxVI4777jjDhgrzz333DXXXBPJwphly5YtW7asVqudffbZ55xzTvgLgDYEce0zDOPIkSOOrcCyZcssy3rjjTeee+45Inr99ddHeXiXaZrbt2/HdIo777wTg1wrlcqyZcsQODAMY9myZY5n8eDLVCpVKBRef/31DRs27NixA+dSl7e79soPf+eHv/jDPx979le//sRN64L8ZEGxbNmya6655qV/erv+z++74YoPRL2cbjz+f1sr/2wiudFrcOHqM//N0vfaZNf3H/vnt95x7xvnDPP/LZ/6N2e+t9OL//Nb79T3H/t/fv3aP7/1jkZapyOFfmnr4FQ1OjEWtm3bYY7L7AmWgSL3kNXLw7Cvvmg13NVkosnJyYDeN1moQ1QxzaWnw4PnixMRhsBi4EfPU/qhuz/5yJYnXzn41rk3fomIbrzqQtz/8Fc+NejHCBH7T1cf/sORF8zXr0hFsMcdNdBI/O5HXiIiN5linFbmxij/m4+sRlaaTBYJmcQIdnwC2CMLAtiWZS1ZsiTqtYQKWsmqcyQdWzQP+yeURLusir5p3UU3rbvoyZ0vP7LlyYX5+aeefwX33/6NJxKk2WvTy2YaR2bqR0SwQwO+cdzuJNhqDZh7F/oFq5fet/oSfvrdj7z0ietXtX0LGe7pI4kR7E74nmDpHszDCN85nEqlUCET/iaGZWb4csXVydC4J5VKwddNp9fR8ewK1ch2A4xp9c/XVxsTyDb/E9Z2gpipH4l6Cd3Yvnd2+95haCGuAlOYiH709P7WqLM3qW77Fj96ev+Pnt6f3nfGhavPfGXfW+pL/ejp/VLD7ReJEWzoRKtERaXW1Bxg7DnvTG2w7L4neWtb5pAZslGb6vfJqoxEbgQ7Dh8+PD8/b9t26wDpRqNRr9dRreTmveASx2hLnMmWZXlOnL7xqgufev4VVbYHaYsWAjONI0T0xXwcsx+QHI7bGy4eqqAPrNtP0KofPb0fHnIHg0vpBauXfoJWoR8qdgDq5gBWvqi1LyRGsFWFQMZpHJzkuGR702xUlnODZTd900zT5GfVajU2skNOvuVYbKJTz1iADcNQJ6ehTzsR2bYNm5sLiB2nHJKf3Tex4fEY6ut4/sPdvO4iIoJ7HOJ9x30/uPgnv9z76h/+7Kwl99z2Mb/E2xcn1gvm60S01uiWXhcVkZRyhcwFq5em97WZsOmXjvLsbfxTWqwERGIEG5fF1m4MUTHgMqAEfOGG8KObWy6Xg2bAfdq2xRtSjrmzevj9KCLvpu4LrRNOYf6iOU+1WuWvndopq+psKBaL/Kfp8rdwPDpI5qDDQ/7kzpe37Xz5qedfOeNP3/f/vfm2j/3RfHFixdYfPgpqDUKwcfkt4GxHQ1OSadz+kRjBTqVSpmni4jg+Pu54lPN3QivU5sFEHsxrGMrqPWhOjvR97pSOocLc4m16errRaOAbgJUGT0MktenJbVOK+DGdXizB96vJ3m5cOHwa8PhX31vZuETV73Nv/NJTz78Sq5S0ePrDt++dHRG1DhkObGNimNjZfqFFO0WjLdlstrWdFq+Tr7OQMTaAMBw60HYiraCsy0P6lWmaP//5zxcWFrjT6i9+8Yvdu3eT8rk6mV8xiQhUq9V0Op0sI5tdF44/GdzjnrveqjunOPx1bv/GE+wqj4Nm318yZxpH1hrLYiXYHLd+7r/8u6jXIghERPl8vtUQUjU6MRY2k81m0eYQabqqnVQoFLghV2jr8bbjga+brb3Z2dndu3dPTk6uWbOmp2aEMCTRJYnzih8+fLiTG3wQ77QvMWkfefgrn2IP+bk3fgl12xEqN8zrtel4BbDFthYSR5IEu16vc5cSdkSzJ5OaRnb46Veen45PAc2+/PLLP/KRj7h/X89vOrKUy+WFhYXWHcYgqdqtxORPAw85TG1Y27d/44mbTw97hwOnm8Wq/Hr73tneBwlCzBiLegH9UalUCoWC2rTZMe8o5Fleg79XOp2enJycnJx0r9ZxAClvUbVS9wA6ieq6jlkdjJsJHMnl4a986sarLoSF/dTzr2zb+fLt33ji9m88EeYakG4WN/Ma7Pjt3D2P7Y56FYLgliRZ2Ol0Op1Oo2cF7uGrbbQX3EEKnMrl8sTEROQB6X6JqmmMZ5C7Z1lWNptV749hDoe/sCecA9tEBD95mE7yWJnXRLTh4uUbLl6OMLaq2eIhF+JMkgQbsEjAZop8YJ+u654FGwnhiVNrjE1LkHlNzXRuVMpFvZZoQN32zesuQmwbaeQUZGz7BfP1mfoRpJsF9BYDsvmzl6stU4ho+97ZpE/+EIaY5Ak2g4kLUa+CyKuVhiZZkW84+gURdzXLmjuQUDPFnUc+x6p96fj4eKzWEzJc94W25JBtIjr3xi8deurbvr8dMsOJ6As5I27mtYpqUt/z2O57H3+RiESzhXiSYMHu0tEiZFif3GOaJqLvXAjExNzgtixLzcx3jA7DZ3HU4Om6rs6BjgTbthcWFrgFjftesEMJp55xPlpAdnbccs26A4NbNFuILQlLOlOBGESu1pZlebj0VyoVh1prmuZB+EMGqy2VSujURi1+jszpTE9PQ8tROhUh2FVgJ6HruuoUQSkgiG6BYXPTuouQkkZEqP56cufLUS8qejZ/9vL1H5y89/EXJY1ciCEJFuw45Pf21UqaKZVKWDkUIp/P5/P5XC4XcktwD0CDiahSqZTLZYzN6OkSwAGFQoFlPip4J8HumXw+XygUeKuEVq+jw8Nf+dShp74N2d4WgGDPNI6grCtBYPjH8E3uEoaABAt2q7y5HzDsI/2axfAhow14a2VUzAUbZDKZqakp27YdNXU9n1KpVNSSvNBo3Sg46rtyuVw+n09WGp2P3BxAcfba9DLkmj1QbiRLs8UZLsSWRMawMRLRYV6jz3aYNjdqkR0tqXuCHmfUVBE1aTkmjS3d4KGUDsfjA4YsjaZpOhwh6HhTKBTUYHZ80hhD5qZ1F9F9P/D3Na9InXNF6hyknj1QblAudpVdXVj/wUmUe0mVlxArkmdhl8tlTM5onXWIG6EFI90PQm4LKzeTy+UiHHQdAoZhoAou5PdtTeM3DAO+fbVK0I17fygJrpXKF/OpL+QMInqgHItmui5BJBuaLZ1VhPiQMMEulUq4+CJRCAOJ8X/0FbeahBCM9L3VF9zFw60ZhmFEvinhFDNd1x17ppHKO3MQUKL4FalzoNmZe3ckyDfOmr3jt3NXf/7H9zy2W9LQhMhJjEucR1LCqM1ms/V6HX28WQAKhYKbmcS+AIPe3y4c8NzGP/VsECKZy+noFs4N59X0fsxvbTQaxWIx5Aa3Q88VqXMoRw+UGw+UGzPGkVjN7OoC/OGwsKHc9z7+oswLESIkMYKtqjX/E+DOkA3TIGQ1n8+XSqVarSZq4TuOr1SNR/DMNFJOsJGCW5YGB2t20G/kOyzP6IkGg/trn7lMctOE8EmMYDvGaE5PT4c8RtNBa1fqwUEYdRQ0Y5Du64OjdpPFhGwxqVHZFSiYApJc2OCGqb1975yY2kLIJEawqdl5myUtQrUOwh9OTZf4cMewabDu6x5Avb7jzkajgdOJBpuEPTSEYGQPB5s/e/n2vbP3Pv4iTG3xkAthkhjB5vh0HIyhgMLMSWwt7gEPtXCD4PhWUYxHzdTxod8e9SScBmeo71prLEtKALsLmPS1fe/s9r1zrdVffD/fs/6DkxsunhQXujA4iRHsbDZbqVQiN4YQ7AzIH04JaZwyCCF3tmlth4cFYNRm5KdT5PDMzYfu/mSgb/TFfCpz745A3yJkWLbvffzFqz//Y8ej6z84ybcR+RbBFgYnMYKdSqXURLOo4Ix03z26I9K1I8wceGR9O1Q5k8lwR7xisTjKms1qHUIA+/6SSUSY3zVMbLh4eWsTU4c9zVO3xXkuDEhiBBuNJDGJOWQzFBd3vOnU1BSqkvyNwiLdbET84b47JzrRaQ/Ep9AoV10/2RyvGcRszVbYws7cuyPmAzf7pacMb/7s5Vd//sc7fjsnw7aFAUlM45Twm4RXq9VisYiOp/zu6JDlY7uucrlcKBR4eJcvrxlzwkk3c9O5bJQD2Bj1EYJtzVS/th7dxZOeLu6Br33mMiKSIWDCgCTGwobrEhZ2mO8LqUbrNDbXfEmbQkGRruujI9Xehpt5A3ugcN4ruQQx9kNoBYb1vY+/eO/jL4qRLXgmMYIdXKvRtn5RxKqhLtBm0zTZqh7QqTuCUs2EM/M7DqNXY85Tz79y41UX3hSFYK9NLwv/TSOHNVuC2YJnEiPYRBRQjTJrs6ol2WzW4bltndXhDWRCjaBUextu5vm9xLyOIWvTyzC86wFqwD0OUPHF/xyC0q+2IENNrfgShL5IjGAHl807PT1dLBbz+XxAr0/NeaC4jeSyUVBrJGNjj4VUgHBixmJeu+HGqy586vlXzr3xS7gd0OQPB2hQihi2I2Nc/SfS06pfWx/CkgQhQcRUsCcnJ9euXcv/DCKblxPOgw6sYmwJv8XoaAnmfCAJAGodwhjstqVcQisPf+VTXNYVJpiTTUT3l8y16WWOdHG1+mv48skFoSfdtU9rHRUcOYgQq1XXmqb967/+q7/vwkFxXdfT6XRAqctQ6xExqVWq1ao6RjMctYa/3Zdv+9bp7xLR94t3Dr6qOINJ2E89/8pDd38yknh2W14wX+cxIUNmZ6PRijQ0FdqSz+c1TXNon6rRMbWwu6MWRvdE3aGwSxZ3FgqFoJta1+v1EVRrUr7qYrHYmhAQHH5929t27CGin21/8aMbLhv81WLLw1/5FAqy77jvBzc2e5QiHw3/J6Kb110UspZfkTrniq+dk7l3hxrYHg42XLz83sdfjHoVQlJJTB02QG10XwOVDcOAqWdZVrVaxcBjaipKoEJSLpcty6rVaqPWoIM/L8INIai1aZrlcnl8fHzXrl2+vOD3Nt9BRLfd89D713361unv/mz70F5kb1p3EfqSPvX8K/iPmrNA8M877vvB7d94IpyW4wx840PJ+g9OovFZ1AsRkkdiLGzVxdqXFYUjuZwazTRCcM8SUS6Xw43uqdE+tm+LpBNcK9gb4UYIiWY80BodwrlifpC3/uiGy17beRkc49t27Nm2Y8/3NtOwWts3rbvo0LqLiOjJnS9vayfM0O/4+MwTzebPXi7NSgVvJEawUXOlVna5n4dtGAa3sGYRDYd6vY7q7bZSqu5CBldZiFatVotKsFmkIZy6rofgDDdNk9WaiDAo3bKs8fHxwZUbMeyfbX/xtnseuu2eh25ev2e4o9o3dfB+n3vjlyKZvznTONI2Ny3psGZLs1KhLxIj2FxZy6rg8lk8TjHMkY7qAtghb1kWlzlBVCBpXPE1+Bvpuh7VBBHV7a9pWjjfNuf08ffMOzNoNu4ccMjHRzdc9r3NdNs9D23bsWfoo9ox4Yv5FCZynvrPOFUJNjR542gwjsEhotmCSxKTJf69731vbm6Omm7P7k1UOCutWq1qmhayVe2gXC7bts3l1yzVnJqOxmc42FtzGFQ5G4Zh23a0/bGxktD2Rihwx/eJe9Sd3OTk5MTEBPnUMxx2Nm6/tvMfBn/BBKFO4QzZMd465mutsWw4bG4Y2UT03H/5d1GvRYgFPbPEEyPY3/72tycmJlasWIGsok7CBsGAqOOeSAzrVkqlEjXdxa1VZHiUweLdh+qxL4lDAzXY2YF2oXFQLpfffvvt+fn5hYUFIhofH19YWAioDptD2jevv3S4feOtPLnz5Tvu+wFFodlE9IL5+kz9yNr0MpR7rTWWDUc3NKnyElSGR7Bt23ZYotScbQyz1XEwumAGXbXVF+VyuVN/U95VoENqLpeDXd7JNOR9CRFZlgXbmiIdP6WGKoLeJKGvO/7KagiAd2kBdbElolunv4uKr5HV7NDaorWFS7SHRrPZziYxtUeeoarDxrpZpXRdR4GWmmZl27bqAI+PWlPXfDfDMByPplIp9c/mANsUfCHZbBZ5bZGotZpopmlaOCXXaGem67pqSWMlOBOC24Z+7NpLqVmlPWrctO6iG3e+/NTzr9z+jSfCL84GXKLt6GyaXJCARkTSY1zoScLqsEmx4ZYsWYKrcyaTyTUJ0xnrI61ankql4DloHQQOZcKHTafT9Xo9ktB1sVgsFotIpiMiy7L8mo/Sk1wuh/J6R4G7ruu2bQfqNBrxjDOM40RxdrQrGaaeKps/e/mGiyeJ6OrP/1gGZgtdSJKFjeJpBIBLpRJcx7FyevsLPl29Xoc9jd0JctZgVXO+VSS2tRqVgJOjUqmga3o42yb4GIrFopolHkKS/PeLd75/3aeDfpd4goptjAx5cufLkRjZL5ivh/+mQcPDN7fvnZOkcaETSRJs1YBjSRhWtQb4yNBm9HeDPKdSqUKh4PAJhwzvEuADwP+R7scxZlLiyn4FtnmaODXj9/zNkJKv58t7tYVTz4J7i5iDxqXbIhLsYUWGbwo9SZJgjyydXM3RVnAx6jLgo1ank2FLwaNWBoGlmpPhUWdPLR11Bn+vLoyyVIOb112ErqW3f+OJCBPQhgw1+0wQ2iKCnUgw8jnqVbShU63dgC/bKtWgbR/WoPcxr+38h/ev+/TN6y8N9F3iDGefRaLZGKdNp/cbT3plNtRa6ruE7ohgxwi1Wgn3IPW61cKOYTFeF9iD7QGEA8i/MVyDg0EgI971DCKNYHbIrE0vQ/sz9c6ZxhHKUXI1W9RacIMIdlxAiBfCxuJUrVZt20YyFw7jSG2gYdo4EHlWXSc+uuGym9fv2bZjzz8+u4dGPm/8qedfCTn77IrUOehUSkQoxUZx9kz9SHIFWxDcIIIdI1ozyFqFigddxMTc7AnS2vtSXFWqI8yq68LHrr0UI7xotAX7obs/ecd9P8As7TAd446WKZBwTAppfTT+SCmX4BIR7BjhZjhmrGzN7qgDTlwm88dfqgEb2SOegHbw06r4AAAgAElEQVTTuoseIrrjvh889fwr5974pRuvujCqhio8LISIEjfga8PFy+99fGgHrgs+krzGKcNEuVzGDbQqczmCLP40Gg2khWez2Xw+31OtTdMsl8uFQgGe/+np6fjvS75fvBN5Z6jyGlluWnfRoae+feNVF1KzocqT7SZqh8AX86kv5AwimmkceaDcSFa59voPTkqKuL+MjY0tWrQo6lX4jFjYUdJoNNQu4vFXKZcgy6xn+xQk2XFdVnzSylzy/eKd3Fp8xIE/HEO9tu18edvOl/nOMLkidQ7laKZ+ZKZxJFkhbSSdRb2KoeLkyZMi2IJvoDSL55dEvRwfcIxg6XIkjxxNok63Msrp4ioPf+VTPIiTiCJpOX5F6pwrUqeajd9fMhMXzxaELohgR0/4clUsFv016NXpYaDtpBPH+Oo4R6n74rZ7Hnptpwg2EdHDX/nUkztf3tas0n7q+VdCzkcD6DQOzV6bXkYU94ovcYkLbhDBHkXQQBQ5bo6uJq0qjm5iXQZ9oo93JpNBs/cuoAPa0Og0NdPFo15FvLipaVV//Av/Ze+rf4hkDTCsYWefqthOcpW2IAAR7MiIsPlJJpPhyaREND4+fvz48cWLFy8sLPAxrMRExJNMeeAHjkEeuGEY7vuED02cHqAUm8Qr3o73n33GXupbsJGz5osjvfq19Zw6/kC5MWMcSVb2uCA4EMGOBtM0Q2h+wq22HTL52GOPEZFlWZOTk0S0ZMmSt99+e8mSJY1Gg+dbE5FhGGpFlmmaL7zwwsTEBDzq/ZZsDSWcdyZe8VYQzL65T+nF4M5DPkW+YWpDtqHcIthCchHBjoZKpeI+2Qqi6ziYlbVLNBomMtvHKngWTOSJiYlbb72ViOr1OvzkbWVY7ZBaLpdHXKoZ1uxbp7/7/eKdUS8nLtz+jSdwo19bGaPA/F2MKtuSiTY6JKuFsxtEsCOgVCr126oMvmvDMFSd1jQNg7ExExoBaXV4NlzfanlVqVRSNR6azY+m0+mecWjQNqdsZJH6LgecK476bA8E0e70i/lU5t4d/r6mL/Dkj6gXMmycPHky6iX4jAh2ePAcC/IUyq3VasjE1jRNjRmnUilYxtS0xXEkH1Aul1lf8/k8Jl+xW9swjHDUN7YTxnxEjGwAtX7o7k96EF3M7gxo2PZaY9lM48gL5uvxcYxv3zsrkz8El4hghwSamnkYZYGKqe6yCrMYmq1qOTqTOBzXeB3sHtykdgtuULuLCwAdVPqt6bpp3UV03w8CHdwZq54qaEoqai24QVqThgH6eXkOqLgxTNPpdOs+IJVK5XK5tpHmVCqVz+dFrf3ioxsuk06lDHcqhe5yPNslD939SWqa6UEQkxj21Z//8dWf/zERiTNccIlY2GFgmqbnRiWGYdRqtWw22/NI9xFoIQi+X7zz/es+jewzIvrYtZeObKEXZ4ZDs6nPmPRN6y66cefLEHt/e6Vhlnbm3h1fyBkRGtn3PLYbN9Z/cHLDxZMbLl4e1UqEZCEWdhi4aT6qJn8xxWIRYWnJx04Er+38ByKCb/y2ex762fYRHcF007qLHN7sO+77QV92NiTf92kiV6TOQRO0B8qNngcHBFLMOG4tai24RyzswMEkLlWwuTxaBa3HHFb41NSUmj6WaIavxKItr+38B1jY23bs+cdn94yskU3K8A+1wbhLblp30aF1F/E0ER+N7C/mUy+Yrz9QbvRb3wWhJSLPCWIwrCXFTPBMIBZ2pVLJZrMYldj2oSDeNJ6YpomSa76nWq2yBmtN1EeLxSJb25D5oU+uHjIkUdzBgLljvgez4QxHTbbLp3DlFZzY7t9r+97Zex7bjXC1alh7Wbcw8pyysNvOVmKTqFKplMtlqEgmk8nlcqro8m1WaD64VZv5oVEA1VZcIc1GdpeU71KplM1m6/U6yq7wlJ5zKoVYwZ5wSRpX6TfxG+b1jVddGESu+BdyxgPlhps+KmxYU/+53KpRTkQSrhYG5F2XeJeUKKgLH5DL5dDoik6XZIdVXa1WO9nZo4BDrWu1mptINmuz1STpoydV2rr9h4+PbriMe4wL4KG7P3lHs1jr5nUXodwLUe3wZ3kR0RWpc2aM5lyQzqBImjy5wdkoF3ta8Iv3UFN0OykrHmWFJiJN0/if1WqVDfFsNqsqNLpojZQPHA5w/ic3H0XEmgW4Z6MStQnocFAqlag5JSzqtYSB9Ct1oMak4eI+98Yv4aHuZnfQco7hm13oa/Dl9r2z2/eeOljUWvCd3klnrc5tRz/LTlQqFVXaRwEu30JHblWtEYceTec2msYMvWHt4GPXXkpE23bskUFeDFvVKt1d5UH0KAVuZoFsuHj5houXo1q6J6rznIi+9pnLxAEu+Mu7go1ANd9WD+pyqc1kMrCqK5WKam0DNMUcHcc4Pn61WtU0DT7wTCaDFLOR7SlWLpdt2x41tSYiiLQjV1xKtFuFGaZ2p6KvgHqUvmC+zjfcFGTv+O0ccrw5Ds211HwADZBALghueFewVT+tG8uYdTqbzWqalslkWO/VY9w7xvmAmZmZtWvX9vc54kE6nTZN07btXC6H3p/VanV6evqxxx5rNBojKNgjq9bgoxsuu3n9Hm6lwjlo23bs+d5mGlnNbqVTHviNV13Y73ROl3AM202bUqSMQZJ3/HYOTm+HnxzHiFoLvsPKmMvl3kNNpzcrdKVSyeVyuVzOZeFsd+s5l8tVq9V+HeOzs7NJNMrV2DNu//f//t+LxeI555wzguOt6vX6KKs14PZnRHTz+kvhJ7/tnodGvERb5aG7P7lt58tE5G9Ts564H97FMrx97+y9j78oxrQQHN217z3U0tGiL7O4J/xqPR3j/Gg2m61Wq8OhcP/+3/97dVjWKICJI7ZtW5alFqCPLGilorrBYXZHu6r4cFO4Oq1y5vif9EwUV0FIG5llfVVjC4JLdu3a5dALVTfbJ525yRdzL0IQfuwAXD5lmBgFtYbrmzPAkWHHSfJC20RxSUaLlvtL5lsL/+LhiZBt39cjCD3pKNg9n9mX8c2OcfdPERIBpmuLQvcF/OTiFY+WmcaRtcaynmVdghAf3kNESBlTRRrKintai7g89L5gx7gPSxbiAYrOdV0XnfbAzesvlSrtcOD+o2pHM84Sj89gbEHoyRg1JZktZriv1b5mpNjTuOHBzVupVEY8/yhMyuUy+zMKhUJb3waCzd5ev1QqoUd6JpMRte6XkZ3iFT4vmK/PNI7gPyj3C+br95dMTOsS81pIFu8hJcbMHcVVgzubzSJtSn3UWzIaHON+LFvojbqpsm27UCjouo4/IsebdV330FIN8j89Pe3fYkeObTv23Lz+UjGvg+aUMBvLWLM5yyzakdiC4IFT07rQNSWTyWQyGdu2HTHsbDaL+py2j7ZSqVTaloThdUZkzGK0OFwghmFAXxuNBr7/6elp1u9+cdMUXeiChK5D5ov51BdyBjW7m601llW/tl7UWkgc7yadoRN4l0NHM8d7CNB1HRLrCElYllUoFPp9tdbx3oIHEMOOehXDD3SaEKvO0Uz9CJ0ezBaEBNG7l7iQFEzTbOvf1jStk1ej01O6UK/XHfO56/uPplct/er3XiKi1HlnbLp+Ne7p62UFIQhUM/qK1DliVQsuWbRokW3bJ0+ejHohpyGCPSSUSiXLskzTbM0HzOVybS3pqampSqXSr2CnUqlqtVosFono+JKLiejk//L+1Hln4FHzwLGvfu+l1Hln/G7fWxesPlNkuzuSJS4I8eTEiRNjY2Nxk+2xqBcg+ADUmrpm72NomIphGLqu91scn06nC4VCNpuFnQ21Ng8cIyJVts0Dx7Y+s7+vVx4p1FleUa9FEIQ2nDx58sSJE5qmLVq0yPHQ2Fg00ikW9jCAqZ1darQ4jO243zCMWq2GISU4TNO07tO4MdTEsixd1zd//mbcueXpfResPpOIoNxCT3guSNQLEQShG2xq4zbuPHny5KJFi/ifodExuhkhqDFz3BnDdSYLlHW1lsJXq1U0/TYMA187V3xpmqaa7OVy+Y9//OPBgwfbvg6DYDaDqLafn2RYeP+6TxPRazv/IeJ1CILgAmg2PORjY2PIDfLXW57P5zGOWUXVPhHs4aTtxJFSqURdp5urOMQbJrXLp295ep9qasNVLrKtcuv0d6UUWxCSBXRavcdfI1sEexRBf2/cNgxDVe6+NBs0Go1Go+GtS52q3F+/7RIPrzCsvH/dpzFtU2qyBSFZOELaPmp2T8GWpLOhRdd1XdcdG518Ps8ztVzSWsAtDAgnmolaC0LicCh0a0pacIhgDyG5XC6bzWqapmlaOp2OcCWbrl/99dsugUt8y9P7IlxJrPjHZyXXTBASjEOzQ0salyzx4aR7pnfIbLp+NXzjnI8m7nHqMCRbEFr5yS/36+cuPX+ldDWIEapmh2Zki4UthEFrxtmWp/eNps39s+0vIt0s6oWcxmKFjRs3bty4MeoVCe/y+0PHrENHo16FED1iYY8WnudpDs7Xb7uEc9DY1OYbI5JJ/rPtL952z0MUM/Ma8jw1NUVEtVoNaS+LFy+empraunVrxIsbeV49eJSIfn9IOhzEl9AKssXCHi1M03R0Ag+TTdev3njdqtR5Z6TOOwM33l3YgWPmgWP1/UNuRkCtv7f5jqgXcoqNGzcuXryYE1O3bt16/PjxqakpFm+2uSNd5ujy6sGjP33uABF9/Orzol6L0B9BBLbFwk4SpmmapmkYRqPR6NKFNM6kVy11NBhXK7Z/t++tIW4/fuv0d4no5vVxKeXauHEjS7VqTONGtVrdtGkT7qnVatBsMbhDBp7wj199ngSwE0cQHcjFwk4ApSaVSqXRaFSrVdu2++0BHkPSq5Zuun61w86OcD3hEBNnOKv1li1bjh8/3qrEmUzm+PHjMLip6SoXUzsSRK0TDXc2HRyxsOOOaZrcZWx6elptQOZhOGYMQQ45bpsHjm15et/wRbJ/tv3Ff3x2T8i5Zm3FtVarTU1NsWG9ZcuWnkX2rOXQ+I0bN4qdLQjuQStTXwZ/iWDHBXWoRj6fhwGdy+Uwf5qvqplMplqtwuhxORyzXC7bto0BIalUCmZ66yCQCIFCD3HSOKt1OOa16utuBZpNRJlMpq+WOFu3bkXAWzQ7HH7yy/2/P3TsL889o/ehQrzxyz0ugh0liEnbts0tu6emphqNBnqL6rqOOda4vDJ8kcWRjmC2Ks/U7EVKze7iqVTKtm2Y6bHS7CEm5LbhUGvHOUM+hZ9hnYtmBwdyws9fufTVg0eh1n99zaqoFyXEBeklHhmsytTS3BsfH3d2t4aLxWI2m4WdzTY6HkJuGimOdAbHTE9P+/uJBqS+/yhGaA9TWxXUcYWj1tVqtVqtwrY+fvx4QO/iSFUjyUTzD84JZ+761IeiWowQKGNjY61md89e4mJhRwMM605zKtU7u9vBU1NTcIybplmpVHRdn56ebjQatVoNrw9thiOdnxU3qQbpVUtT552Bhmip8864YPWZPTPGofEbr1sV29xydCENWq3VjO6gi6fx4giQqxXb/TrYBQdQazjAYVvr58b0rBYGx9tEbbGwI6BUKiFW7csFjtPQMNO69VHDMJLi/a7vP/q7fW8hV7yLZiPa7Zjg6Ubgwwf+8KCHXi9evJiIwldNdaNAwe8VhhhWa3GAjzIyXjMWqHFl3Pb3qposVe5Jl6Gc7DanZnM0gONj6Et//7pPE1EQgg0HODXN3GjFkr3x4iT3xjef+A1JvfXIIy7xWGDbtmPsOcNbk0EkfMhckUgaR9dSNXXcUaWtmtTQ+LiVhKFTShB9zeIWSIZlz6tavHixm4KxVtRSNMRxRsHT/pNf7idRa8EFIthhwDnbTLVaVedSR9guNLYgnu3we9PpOs3wQLD6/qNxc4z73teMbdm4GbJbt25lzYbW9vV0RzUabtdqNYe/bZgk/NWDR61Dp7LBRa2Fnohghw0qoaHQnBSmircALlh9Jt9wo8EXrD7TPHBsuJubklK1FTe1BlgVyrURWSfX7nqHb5/z2hxOwlqtNhyCjTJrEttacI0IdthgUnWpVGK1BsVisW3W2MjS2nW85/EwymPiGPdxjCY7ilnSYq5YW7ZsUePrblqR4/jWlub8KD7y0HRbQ9AaqeCi1oJLJOksGrgKi9uOEtEwJY5FBSLfqfPOiFyz/coPdziKvcWGI8SRSX78+HG+R22SCtx8OhjuifseVLiFmeSECyo9k85k+Ec0pFIp6HQ2m8U9mUxG1HpwNl63ipo9ySMc1umjeQ0w8jKJKuUYIrJ48eJWtcanO378uJtPt2XLFiLatGnTxibVahVzQjEJtHW7HzfgCRe1FvpFXOKRoWaiVSqVCFcyTKRXLd143aqtz+xHwlpUhV7ol/Kxa70INjvAkSYd54h1XyAljW/jBurB+vp0EHXu6UZKpIBvx3xb85fnnvH7Q8dePXhUnOFCX4hgR4CjhThJlrivpFct/fptl8Qhabw1Pxze4LYdTtTGooBvx1x+3NN2iKeHT6c+yxEd7z74JHJQwQVErYV+EcGOANM00eXbr2ZnQitIGo+qcem2HXuI6GfbX3RotpqKpVqWjt6i6lOGqYopCBybgEwmgwT1GLolOC2ciGQGl+CBmCad0eleYk2L4zoHBC3PaIjsp7iBtmiRJKB1n9ClWoFIqFadunGTmcTBX2+sNFuajwo9yefzmqZ10T6xsCMDYzELhQLmcTUajUajkclkYHwPdwLalx/eTkTPvHTwuktWfuv2DQG9CwxrR3+0cICF3WnmBxcrE5GaQR0fdUk0XMaNpisx2RBbh44SkczzEAZBBDtidF1nwbYsq1gs4k7cM3yy/fSvDzyz5+AzLx0kousuWfnMSwcvueVxPPTSo5/x/e0irMzumSJ+/Pjx1iQswS+Q44b9UBw0G85wiVsLgyCCHTHweCC0CXnO5XKlUgnKDWub4nHFGRxW6+suWXndpSuv//B5l9zyOGSbiHA7OIM7NH62/UWXRzp0GsOziSic+dlDD+LZ7jVb9aXjHr82Utwt3JdXE0YWEeyIyeVy5XKZb+NGOp3WNA3KTUSWZcFhblnW9PR0fLx8/cJqzarMVvWXH97+zEsHYXB/83Prr/9wgi9tqOnyxs3rL922Y8+2HXvev+7T39t8h+99yEcK/Ew2NXFk8zFqVrlaG0ZEvrRU4zYpYl4LAyKCHT2s0wzal1KzVrtcLuMKAv95QhuPP/3rA7Ck29rQ37p9Awe273pkxzOXHPTF1OahIDHpV9oK0tOI6Ob1l7525K2XzHenk912z0M3r+8WCxd6ohZtdyr3UoUc8gyP16ZNmwasEHv14NEXG/88/8fjJG1SBD8QwU4AhmEcPnz4r/7qrzDjC0XbPAM7/klqT//6wF2P7CCi7h5vPMRu80tuedyXqDaGiISfetapa8qt09/92LWXwnRGQzTczzdUcKdY24PgoS6utTeLN3763AHckCIuwRdEsBOApmnLly9Pp9PpdBpOckS4qem7Q5JalEvsjEu1Zq7/8HnXf/g8POvLD28f3M5Or1r6u31vDfgiffGxay/dtmPPbfc89NrOyzASG03F2ZjetmMPTGe2rb9fvPNn21/837/9f61e8WfbHpm++XPF//f1t147cpSILkmtfsncB2tbTO2kgLmZuP3nZ79PzGvBF0SwEwB7yEkpy2Pb2mFwR7jOtkCt+w1LX//h85655OAzLx30RbNBaF7xj2647Ob1p+LQfCff5ig1PwRb/KMbLmMbetsj09TMQfvzc84k0l4y/0kC20kBJdf8z0/deH6EixHizNjYGBGdPHnS5fEi2AkD47QNw8jlcvV6HU5yPGRZVq1Wi0/3NOSRUf9qDRDV9kWz0fVskFfol+8X74Rt3fYhvo1jOgkwhP9n209zlf/js3tEsMMBXdz7fZZqW5NkhgtNxsbGIMyLFi0iItu2T548yVKNO3sigp0wUqmUaZrIU0MyOe6kZus0X9Qa+V9Mv3rJUk1E112y0nPK97du33DJLY/zS3kG3cUHfJF+ceO+5mB2lxdhRzoRfchYLV7xcPA28sthW3/86vMkM1wAmqaxKp84ccLx6IkTJ9xotgh28lCzytlVTkTqNBH3sDarEuvQyO75X5zdrd7Jldb9rqeV6y5ZOfiLxBM3tjIUGrL95H+dDn5RAlFTsPut6XLY1qLWAtMq0v0eQCLYyQI2tKZpalQbmKZpWZZ7Dx7ngqlAqh1+bPZLtwqwKtUOWfUl8Oww9EeZtjnkQkCgg4oHf7h+7lJ0NBO1FoJABDtJIIBNRI1GwyHYqVSqXq+r3Uy55Se1ZGirmds97eBv3b4Bxz/z0kH6HOFgR4fRQNuTPfPSwad/fSDRrVQGBKHunr1OBX/x0DIFFvafn/0+UWshCESwk0SrYa2CBPJisajrumVZ5/+blcuXL8dDnLqlCq37XLDrP3wefY7uemTHXY/suIt28P0++r3bwnlnz+w5OMqC3WXwlxAE3sxr7mgWxJIEgUSwhwnEtk3TNE1T1/UppcoLsqfa3B7qrK5/9Dy8Dnu/Q+j77VfeWXKBed2pDYsQE1itpeRaCA4R7GEDVnihUFBrstm25n96e/FIJnO0JsEJQtwQtRZCQAR7ODEMo1arIaQN5UYHsajX5Z2RDWOjb5qUX4eGt4IuQWiFa699e0EfX0uICaVSCUa2pmkDNkOOA9ddupKaHdNGEMz+Epd4aGQymampqSH44QjR4rtakwj2sFKpVEzTpGbj0kQDw/q6S1Z++eHtT//6QM/jhwxI9SAjO4Wgwbhr/VzJDBeCRQR7CMFQTkeVV6LhAvERtLM/uuEytB+PeiFCe149eFTGXQvhIII9nGSz2dnZ2ThP8eqLb92+4aVHP4Ps9C8/vB3/Rb2okFBbkwoxBLXXYl4PE41GgyciesZ3fziJYA8rqVSKi7CHBuSow9RGZfnQe8h5YPb3Nt8R9VqE9qC1mZjXiaZararJhpiiFOF6OiGCPbRgLsiQATsbpjYaqkS8oICBP/y1nf8gKeLh4zJdHJ1SEMYWEgeMacuy2BkZ5zIBEexho1AolMtlavZRifPJ541v3b4BHnJqdnCLekXBIg3OwgdNSV3+dv76mlV/ee4Zvz907NWDR3sfLcQMwzB0XU9K9FAEe9jIZrO2beN2Op22LKvRaES7pIBgzR56x7gQMhs3buzreASw1VFdQoJQzWsiwm0Pkw9DQBqnDBtqv3EMzx6aXPFWkD1+1yM7rn90FHuqCEFQrVbRS9z98A/JO0sEjUaj0Wi0VeJarYbKewxiwAWzWq1mMpmwV9kVEewhJ5fLlUqlGJ55vnDdpSvR27zt9E9B8IC3SdgkeWfxplqtQokLhULro7iT1RrxxHK5jGcR0fR0LEbRi0t8+Mnn88PqGIdCn8ob3xOsb/zZ3xy+8s4S//fVR3/17G8Oe3gdz08UwgFb23694kLMsSyrUChAiVtRfZCNRqNQKBQKBdu2NU3DQzG5fopgjwSZTKZWq1Wr1Zicdj7y0qOf+ebn1hNRcG1VINXT/+0FIkqfd1Zq5ZlEtH3v7PR/e+Grj/6qr5f66qO/2r539tnf/CGIdQq+4MEXBWe4JIonl1wu54gboqzLtm1cM2Ny5RSX+EiQTqfT6XS5XHZMBBkOMPpTHR7qI8/+5jCketkZ7z1y7J36gTfVR7fvnf3qo7/6+i1XunmdZ3/zh+17Z/GsIJYqRMX5K5fSc5L5GAsQ0fBwicvlcuVyWdf1fD6PIcW2bcctkiiCPUJwYAayHbdzcUACmsLJ1vCRY+8Q0YaL321H89LvX5//479c+6F/2/aJbHx//ZYrWfU3XLzcjboLiQOVXVGvQiDLssbHxxF4Zm92rVZzo9+5XM40zXK5DHs6hr1TRLBHDpyU9Xq9WCzyGTk04v3lh7f7O7Qb1jB0+toP/dtrP7SCH4IMP/ubP6h3UtPvzf+88s4SbohaC0JocHVMrVbLZrNcO9Oder0Osdd1PYZXRRHskaNUKqXTabh9cHZOTU1FvajYAQ82O8DbCu21H1rx7G+Wq15xluoNFy+HuuN1Or2CMBz85Jf7Mf8j6oUIpOu6pmm5XA6J39VqVdd1N2pdLpdt256dnV2+fPnatWvZpAlNthuNxuzs7IoVK7ocI0lnI4emaZVKpVAomKY5Pz+flBY/PeFO4768GuLNrW5wByzDX330V1feWWK1/votV8LsvvZDK75+y5Wi1gmi3+aArNZ/fc2qgJYkuCeTydi2XSqVdF3Hn9Jlk+ZUKqVp2vLly2dnZyuVChFhHEOxWHSTceZ5WAhygeG373mwWNgjByLZMK/n5ubm5uaGprPKNz+3/q5HdgzoFed4MzWluqfcOqxqz289CvDoaO4Lpp+7ND4VzNVqddOmTdR/HbaodXzIZDKon0ZdddvC61bUllNIOuNYePcrZNsdXrFYdFO6jedCqg3DqNfr3Y8XwR5R+OwslUpDI9i+wFlmxf9whRv1ZftbzOguvHrwqHXoKKdlqflZvz907OOx6ToCtd6yZYv7p4gzPIawZnu7sqni/fOf//ztt9/mjB/4zEnpXYr72aDHW7t/L34d27bn5+eXLFnS5WAR7BGlUCigoY+madx7POn4MrwL5rJLtSbR6V7AY4zbqrDBsH714NGfPnfgp88d+MtDRyM3UtEsZcuWLTHMNhI8oOt6p04p7rnhhhtwA0FuOr3NOIfM+QD4xqHfbk4kvAJ6pnZXa4qtYHMUQQiORqNRKpXy+XyhUBiC3qVffng7Ati+ZImLZ9sXvvnEb6ip0231+PyVS+9auRSijoM/fvV50VrbHn4IUtAVN6B/Lp3hLnFoP4Yi2rbNBg8fgICjy0Uig71QKOi6/j/+x/8goi7aF1PB3rVr1+A7I6ELhmHYth3PiTTe+NbtGy655fHrLln59K8PuG8q/tVHf+UIPG+4eEhRo3UAACAASURBVLk0NvGLLlKt8tfXrEJs+/eHjkVobaMh4MaNG/sKYH/86vN++tyBn/xyf+QeAgEggSubzQb6Ll0UiqcuFYvFqamptm55zjKrVCqs7rZt7969u8srS5b4iJLL5aDWSKdMunkN0DvFvWP82d8cRodRae4dEH99zSqXMoYjP371eehAEkmbz0wmMzU1hSa+4b+7MDjVahXD1twXXgcBWq9ApzsF0TGHGzfm5+dxY2FhofsrxzF+mc1mW38wMVxn0jFNE76XTnvAJALH+HWXrGzrGFdbmiBZjP/JQesr7yxJh5No4bA3x7zDNF4XL15MRMePH3f/lG8+8Rsp6wofNZDHY7WIKEK1rtfrqPw2DAPFYF1sodZSrkql0lpCpmpfTF3iQgikUqnhSxTAwM22D6ldTej0FmYYyHHth1b0O8xjBEHNKG7jYuR7f4m/vmaVI6s8zPD2li1bNm3a1K9jXAgfy7Kq1SpL4/Lly8fHx/P5fPgrKZVKXEXG9k9PK0jVZjjwe16QRbBHnZjMefWL6z983l20o0v7lF9999TvGW5wtqrRsGw4otdjY2MnT54M6MUbjQY6USAhlrvb+pu3eP7Kd4uz1fB2CAVgmUxm06ZNbrpYqEjeWVQgdUvX9VtuuSWSBZimiQVQn5fTTCbDvyBI9cTERPenSAx7pOHawRHk2g+t4Fwzh82daH/42NiYy9ZOfdFoNBAgtCwrl8vlcjmYMpqmZbNZ3A7oXEJ4+65PfYiIfvrcgVcPHg3iXVTQrNflx8F6pBQ7ErjSOhLDmojK5XKlUoGHycOGVRV4XdcRzO6CCPZIk8/nNU1z2XsvKVx3yUoievrXznGH2/fOdmoy+vVbrhya/ieapp04ccLf10T3ROwD1BFGhUIhl8shXphOp+Gi9PetVT5+9XlE9NPgB1n2ZV6jZZsEsEMGoWJd12u1WlQ5s6VSybbtqampQRYApZ+ens5kMpOTk90PFpf4qJPL5Uql0jAN3EQY+5k9B9XiLgSnt++dffY3h9vWWH/9liuvvLNU/A9XhLfQAFi0aJEvr8OdHalpxHQpNeEpMkGXG5y/culfHjr6+0PHXj14NIRgNrqeufxE4SxJUEGWWSQpZpxc5u8JLy5xoQcIwOA2DKlo1zM4bYuw2YbmzqOt/Oq7+aT3S/HFtoaVbBiGZVlo7NBFrev1OsJvMBEGf/fuwJDlPuQBwfProNnd0c9dGsKSBAeZTAbJ2OGrdblcrlarAxrW3hALe9QxTZOdnJqmuZz0Hme+/PD21juRUJb0+LQbBtFsrjNB5q2u6z1Dgzgs5CsXF2oH5IjeunUrirumpqZ6JtOx3S+9U/oFWRFEVKvV3NTRoXcswB+l0WgUCgV/O5p1AaWwuq47kstg54Rw5RQLe9RBkR/O/iEodm8NXasMvVoPAtR6cnJycnIS8RE3iTzowBOmYwaR7N8fOgaNDCgHDUb21q1bXbWDPlec4V5AkxPsEVUxdrBx48aNGzcuXry4prBp06ZqtRpykUulUmk1rF1OxnRDz6QzsbCFU/CQmUT3FX9mz8EujVOEnixZsqTRaPQVF4Q53sm84FkIfp1UaD9Ozf4qQQz7gpAQkftqbG7QJka2e2q12tTU1NatWzdu3IgGczhJFi1axI4iPEREUEo+i6DfIS9Y13X0IUAYkZM8/Oo9JVniQg/UCXTJ1WmmSwU2EV15ZymshSQPnAbQ6b7igtzmthNoClEsFv3NIUcrUyJCK28fXzmTyWzZsgVtSrtYfuzR5e2CmNruUU8GXHnQr2bjxo2Yq0GKWh8/ftzh7YAL5KqrrgpzzSirIaJsNlsoFLhuwi9nOAZ3dkEsbOG00Aua9US4GG88/esDagvxVvMaSeCdyroEoOv6z3/+8561JQ5M0+z0EDJpMV24UCjMzs763l/l40Q/fe4Ahn2hFZovCdsw5iAYHM9WD2DzDodlMhmiVdYhyRV3CwQbDgz126bmd6t+4StXrjx48KD6dOQZ9DRJfUdNwOSpmqF5JUWwhTZ08XDGE3jCcfubn1vf6bCkNDJDY05MjG599Ce/3N/poQFBZnjPbb4DNW+xldnZWSIql8vYC87Pz/uu2Tyg86fPHSBUaT93oOegMAS/u3+NW7duVROj1IcgJyznrx46uvH2+wb/OCMCtNmxB+LoA7wa6hc+NzeH71nlAx/4QCqVCnoqV09yuVy5XFa7/gUn3iLYwmmgW17yBPulg0T0zc+tdz9YM55wG85T/3/uAIKjeBQihMCt+xmUbpQJcFvmvkBT+mKx2JoBBG9NuVxGPiOuaJqm+W6R4KtQp4bgBpqQ4x793KXcn/zdb/W5A/xo26+oewcrdpi/eugoEb392u+JJIbdG0wy7fQoK/eXvvSlBx98kIguv/zy3bt3X3755epuErulCKdyMf9/e28fJMld3nn+cgZ5kc/do7cZMN0DSGujq6rkFouNoGcElkb2ykKyCHydmYUuLvYcsuRYW1yEJWQDxu0ttjBvKwnHHXhZS+jYNXdSZWZF3ElGjDkQWoGmW7dG3g3qxRKsQJruEzODJKbnAtsr1Hl/fKee+XVmVlZWvr88n5BxTXZWZla+fX/P83teDMOgzOw0bm+CBbvWwO5xLYQlVC7NRmPNYLVGo+tphVNyh8QGyNpMC12foe4upaHZXHd168e/H9xRSg63Hg6H4d+DEGyvWpP244PcwiilG8z16+SJbTqTkOqnn/uxXEyUxkDejQRD0mLb9k03vUMI8XOveaACsSBpEzKa4a677rrrrrvIVf7kk0/+3u/9Hp3eBMOz46Oqqqqq+Nzr9VLSbBZsxg1eo2WsffbBf/ONMgaHy52pfE09l/BgHUzcnl0iKY2v6tN3XfO7fup+2et/5oRlWRv/+fuHDx1uXHpRmJ+AovRyr0NarijKaDSCYdTv9xFni8yxtEeEsvTiJItJKzDXGZYvQUCkN1bz/SuFTZU6ySIzILQhTxRNTCCbS0hJ2AFzMTmiqmpKjRBZsGuNb+J1s9mM5hrNEbjEw6g12mimfkChkb2403QCy10y895JdS2yHUl9fTdFs7xQd0i+7+5++F9fd96bbvjhP4iN//yDkIKNN5SswXLZyE6nc/r06c3NTV3X8SJLoz1JMHL7L6/rm/7q8nPI0J+mxRBAS7gpZxgQgT9zcCN3uYZs3zQBWV7Z30hhSK9zMQs240+J/OFi4hLP+yhmQ3ae8JjCMz2xLoVwNaCUnee+yUXY/if//VPnJsj99osj/O53v/vTV36684/2CHFFmN/VarUcx0FzYiEE6oqrqgq1FkIsLy/jn1hteXn59OnTYbacMfJFcfXkFrNiCCgNjDU7KZB02mq1BoOBmBjWFAM4Go0CMhQqCQt2rUHKf95HkRhvv+V/K3jcmcuohQDED/mmkKuZW0OTyoA1d37ywuX7xaunzmxubv7W//CB8MegqupwOCSbSa6ShqgIWrK0tLS8vLyxsRF+45mBGW4KVRO7+2bKoW3eUREKgLxm/9spEo2VOybweEOt4b9BDKBt25ubm9nndIUk2jBiNBohpSIAFuy6Uy5Lehqf+p0jH/w33/jat3/woc8/9iHxmLfS2aNPHc+9ljhkcma6UWTCbzNgTariFGEitt1udzodlDYjms0mzbxA0TGNPe/Gs+E3rrpMjhgIGP34Lm//zseffu7Hg/8oep//Q99vUfyU8JTuqiFhfrvjODQlLJcY+7Vf+7V5CwZkRnCiows4DEJWv2DBrjvdbjepunr58qnfOfJ///X3P/T5x4RfvTM06brmijdmflxnoRnQgpeuHI/HnU5nrihxGV3X8YalJYZhUG8G+DbpnVvM+KyQF+iT//4pTCi4pjkuf9MFH/rnv//eqy5F3S4Y2RQzhdXgPAe2bdfQEEcSdsDVlyuAkpgpikJFcyPfohkQvikDsrfpdw2HwyeffDJgfRbs+kJ+G2rQlOvhJMA/+6eXin8hvvYffzAt+iz7iDPXPChKaRafyK9C1xcHg8Hm5ubS0tLW1hbesIqivPa1r0WNqpndf4sJibTLeS6kmAC4bamsCoHS2fhMKg4XutfaphXkb9WE0WgkB5RpmiaPAkWMWzQDQk41IuYjoHetF64lXl/kiZbCuijn5Z/900sLldkl52uhcGbeRzSDRqNBlZzjg7nGra0tMbnfDMP4+7//+zNnzhQzvjck/+2bL/yNqy6j6e3L33QBhSPQOg8++ODq6ipe3Kurq6+88goKYtMKmqZhHWo/dd5559H8NyKiqVRnQEnzSkKJKmgb41Lr4jPzjQpP+FxqLdjCrjPwVVbDHx5MXhPYf/uDl+EjLbgbPD06nQ7kf2lpiUwiChrK9dASABPeARc3jFnsrccJRzqSxB544AFN09CZCsY6liTzA/IDw5SAFSDYiqK4ZlgKDuqdzVwN3v4IbbzZwq4vKHNWebUW+U1gT0t0LjjJtkVvtVqNRgMucSxRVZVCcu6///4E95U9CQ7FHnzwQYg32dPQZlkAgud9S4S3kLgvo9GoRGotJgUGgpvJ2raNDrYRts+CzdSFLGev//YHL1NMeLnMa03Tkm3X1mq12u22qxQPvYW3traS7blZdh544AGxOyYLpjbkrRpqHRJKws77QOaACg/43tW2bSOHot1uR/td7BKvL8kaUkUm4yZdf/uDl//PSUuJMGqNck7wdlTV4SHP1ZmmKb+tEu+5WWpgUrsC0KoXdDbTJY70v3mneAtCu91G/y6acETQu5jU/ou8ZRZsphak3QkbdUNdVcFnqjW6F9DEBIKP4E/D452LfiPuLI13JTY7Go0cx9F1/fjx46dPnx6Px+PxGBGzVR2vzIVLm2dqW+nw7a0pgyne3PtmxoH6d9G1mzcg3BcW7PoyHo+9HZaqSnpG9rnq09KMdRi1hmHtioAdDoeDwYBqj5Su/0owjuOYprmysrK8vEz1Ji+66KKXXnoJsi0qkV6YBuedd14F7GyEvuNzcBJ26ZzhXuT+XUnBc9hMLUjbwkZiD/770D+/IoxtDRvCm12KemHNZhMWBkJUUjx0P1KaLmm324uLixsbG/hF7XZbUZSXXnqJVkCB6DR2XV4efPBBmtgudXIXqfUDDzzwyiuvBAj2eDwuqTM8bViwmeqDTth/dN8TaWz8N666DApN/4X51kwbwjAMiLeiKKiHldwhzwBxZym1VbjuuutQDe2Tn/zkYDDAe3ltbW11dXVtba3RaLBme9E0DQ7k8mo21Hp1dbUaaWl5wS7xmoKcrryPIiOuueKNGcedBTNXzQTDMOAnz3KWd3V1FdWb03BLUvNBVPJaXl6moDMqEMaOcRfoLCImml3MIuS4oL5/ogbYBTzsEsGCzVSfa644uPYF8Y2/2Xz0qeO5N8OOEFDTarVarZZpmrA+UfgwVUnDxtPTbEovvuiiizY3N12azRa2L5jARsQW6V/eB7VLpIOD48Lb1umFPZYddonXlPrkdAkhHn3qOOawUUElX/r9vqZpEVTQMAxd15GcOhqN0p7bbjabsLPT8I2rqooxwSuvvLK0tISqZ/TeZ/M6AFQzFVMyfTPDtu33ve995513HuqnAqrA6ksRhhdlp6AW9tLS0qFDh+ifXFohcSrWCTuYa644eM0VB6+8rZe7YxzZpZFjR2Fq4zMMbpGmvKVqZxuGYZomJadalrW0tMQJ2TOhTKG8TpTceQzvkLLHrheKYO0rqGAfOnQIrwlQ6j4BhaU+dsyjTx0vgm0duYCwL5jbtiwrG9/4cDhM3EVJmt1qtRzHwbuJNTsYucZ49nunft6p5piVPQk7DsHaV1DBZpik+KP7noBhnX3zDyB39k32JYvoLQScJ7hZF4h0s2270+kk3jfJMIxer/exj33sda97HWavQX1Gk3OBuDNXRfFp3TnT2HsGvT7hhSp7EnZK1H0OO6XclYJTw1+dvVpjmrnb7fb7fTSo73Q6iRdSaDQa2YRoIbPItu1er5fs/dNut9/73vdubW2tr68bhrG8vMyZXdOg7iBoxHneeeehkZfcnRP/m+w0IjabTWfu8XhcroYfWVJHCxtJMhjB2bY9GAza7XbeB5Upw+GwPjldBy782Sx3hxclFe2KWTp4Jug/mN72ZcjUTtxDrqqqoiiWZZmmecstt9x7772k2Vyv1MUDDzyAKWSq7gnbWo4exwfcii59paDu8LpLhnVmSVlsXk+jdoKNfNZGo4G7FnV6MZGWSK3XUlCTEPFHnzq+9oVj+JyBeU09PGBPZ/PSQVPzDHZEkOO61+upqprUz0Q8Xa/XE0IcPnzYsqwzZ86g0jgLtsw01ZQFWI4LQ01T+hNlXqG7NuHVY0r7FlXsPlJS6iXYvV6PclipDAVaEayuruIdFM3a7vV6iqLURO/Lghxo9kf3PZGqZtu2rShKxtpJZDzpm56pjaev1WodO3ZsZWVlOBwm2+uzJpD0ysoNIMxy5jTVUHMV1COp5monxSE7f1p4EB/oipSLeZxkWAffebhfyW4YDofD4dC7a3J4UnQrPMyl0GyEFle+7QfFmnV/6/DaF44d+aXla654Y3pVU7rdbmZWtQtYpbm8UimeLr3fnuOvqxIzi6P5SnsuVnW3281r4Js7M7WvLha2bdthikNh7GlZFp0y37lejElHoxFWoy0jkpZWIxWX02fnZTgcJvsqHAwGVZ3AhlMal4Miw6+54uCjTy3jn4kLNvpj4nNeE29ZTmO7IB9VejXRXJAJyBI+FzOltzhmNJc5C6Augi0m79aZliXdtXL7cV+8f5LveHqzOI6DEQBmN4PF2zRNx3FgwXc6HUyu47vTfPVz3dzwMVbPvMbFJf0YjUa/uF9899TZqeuP3XLllbf1RAqu436/n5dhTVBp7rzAOU98ZAlUVbUsq9vtNhoNhAgIIdA/W3BIGlMz6uISx+z1TJd4qsjxwxBvCK0s0ngf4Q2Ib8Hop7+Sux5Ofqwjby0AyH/aZaizB+eHhBNZAM+cdJ45ufOP9z6DdY7+8C1CiLdd8P++/rX/X/zbgFzBAQOpLMndb4xbMb1TgckpIXVMcT01rNylBvcP4hn7/T67xGlJ9V3i8kifwr+LELpC71O87h3HwX0JkXbpKARbfgUjLM6yrMFgoKoqOflxizcajU6n46vcEDCoS8XUmgxr+Ql3+TBwD7z9Hy9++79s/6cfv+EL//M/wfOAqyAi6dxoNMoyFHwmMENzrDeiaVq3201v+xRDjk7huHDQ6e3tbXQgHY1GBXHqMuGh3AohBG6h2tY4C0PVLGxY0kKIZrOJr+Dxpoe8Ao80GdxezzYZ8bDFh8Mhvdoq8MMByRLOQ5jaW/BG/M3LP7+4uPgX3ZvoJoGXdd4JAgSEF22ODRZnvkZ2BqdlOBwePXp0eXlZ9kIh9QvPe2Xu8zrgvWdSmlgpCzO1r1KCTY5BMjrr+fTKDtuKuQrlIK9E3NGdTmcuwaYDKKDXrtPp5OhBSdsrLiP7w4U0VZT71AATnixvmLJQF5e4bDOJ2oeiVPXnQywTd0QjoAmfZ546/DW4729eoExpVb3ixGAwcBwHTRGWl5dvueUW+lO73TZNk9uHFJ9kG+HUh4oINiXz5H0gTIpE7iQdAF4ZpmkKIRzHoYaVXuWjmQjBNtx00nZpDodDlDyC2bG5uUkvfRp1nTlzhjW74HB/l2iUXrARUQXfb97HkhjHBicPqwfyPooCQTk8KXUFoFk0VJURk8JPCPQjnS6CQVDkFNVGo5G2YLsiCnu93r59+7a3t2W34crKymg0mpmWyTClo/SCjRzlaoymjw1OHhueXB+eEkIcG568s80ta86C+fgMhEouXYfQayGFrWZfgBa5TLJEBbSxyj3DvtlspjRZQEMlV8F/RVEOHjwonx9KAKMCnKzZTGUovWCLKQ7MMnK3Wbuul+HJLDhFVVWy41ut1r333mtZFgQj2brZYfBWECuClT+N9AQbPnBXrxEk7I1Go8FggCVyIAtGXTTHkcZRMUzGlF6w6ZkU5X8sP2C07jaHFy3+zOUH993ZVu/qnX0N1dzUzrc18q233kqfM1brCG2nEfaVY3ZASnUlfTeITmXIzZOXwx9DU9qs2UxlKL1gK4pC/f7K/kweVg/cbQ4vP7hPCHFXbwDfOD7XWbPzFewcQdvy8XgcZmLYNE0yvvEhr8chy0xR/EbXL221WqhAQLLNZVWYalB6wcbQW1GUwWBA+celrpVNOi2EONTavz48tT48tfrH38A/sfxw6wBHpdWEgEgu6ibnLeSXlzhlltwFppnyOF2Uro1xD9W/zOzwGCZZ9uR9AMnQarXG43G/30d+V96HEx1I8qHWftLmDxgt+gzxXh+eutsc3tUbHBuczO1AM6SGb1g4w2eaqihHKibt44hms9ntduXexlkCr3guu3ZhGEa73aaYwe3t7e3t7bxOC8PEp/QWNoFBNPJwyuv+8nV9kzFNs9qQbddfmWogt2jDkmnKjX5ulD5OGIaBdEekLGfvGy9U/UTKBEPO3uLiImdp5wjVMyj7DGYuVEewFUWh1nuNRqOSz6Qs55jkXh+eYsGuDOTCXVtbo7CM4Cn8AJ9wq9UyTTP7kCvkUxUwX5yU2zRNztLOBS5wFpOKuMQJlK5EM4C8jyVd7myrcJWT2V1tIoRMl4XhcNjpdDqdDgxTRGA0m01N02Af+/aa6/V6Mz3PhmHouo6QqzSOfBqapjmOUxDHuBfDMDRNy/60MBUIDc6X6ljYQojxeLy8vIykzDrcFodbBygkDeJd1WC0DEpo5Qiiwac5hKYlN4dMTKeQ6YyfCBw2WsFmud+QqKqqKAqCAKrniisgFIrI3TPjUB3Bhv8Ntaho8q/aQJtRHA1T2ohHE0Icau2vUiZYehU5ikDaM76tVkvu/5MN1AJVUZRijrRwVDTTTzVoK1M5sTjAk8Ge8PhUR7AJ5F9iQFfq/K4wHFYPHFYPyF5xUm7KBKuAckOwK2lkD4fDtBMRUWyfoqMzUyNotmVZhb1qmNXu9XoVHg4WhEajAcFOpCtubamaYLfbbfTEFVL3nsrjlWRIOCzvatRdaTQag8Eg++KgqYKA8JQSEXu9nuvNiN66WYaOw3L1HkmhQFNOhPtxJFoa0P0m97NnIlC1oDMxyckWQozH49oGldzZVikqDZqd9xHFBXYh3v55H0tiGIaBJtbBq0XObMa32hOQl6woSr/fzywdGReusAFoAGcmzLVg4gDZrnAAadpUULDpTcSD5Tvbav9fHUG5tLIXWsEUY7PZLLKtNi8IkPQNAo8PFNq7HCW4sxzOFjxonMBoptvtdrtdVu6UQABp3kdRVioo2IhCZLUmDrcOiEk8WnlN7X6/72qtWAHw5sol0mJmhnfiu3Mcp9PpFNxBgtEMcuFo4d69e/fsqeCrMhdw47FmR6NqdyGKGbFayxxWD8DOJlM77yOKQqPRKFT9rIxJ/Ldj6JOZYxxp5ZitL7hmCyFarZYcpvfqq6/mezxVotlsrq6uZp+2UA2qJtgIiGW19oJZ7byPIjqapqFvVd4HkiTkg51p7CqKkvjeVVVNyRs/jYA6MEUDJ4euy87OTr7HUyWazWaj0Sj+uC17jh8/HrxC1aLEEQeb91EUFzKyyyjelSyfYhgGYsWnjTJh56UxF9BqtbKvNw6PKPpYI0W7mBc0r4IzNQH1awuePjAXqN6PwthYQoPsMDc5fMMz91JQwd7c3GSfSTD3mMON0Y9u15vUyysMNJ99V29Q1bJo5QJ2xrTc6LRrLyOjCUU6M5Nt/Fjbth3HsSwLbU4URSlagIJhGL1er5JdCYpAxp1Y00Pu4oruU1hOpiNucvkrXlFHeudgMAjWvoIK9sbGRrSnN5eiTjnyGWv0GUusNC8RQtxhzLZUqNAKUrSPDU+ybOcL9arx1UtUAUr1APCgZd8mhFQQbU4QkkZ/hYS7Zgp0Xc/YHFdV1bIsbqTNeEE3enpCKXQ0zBNE4REk6vT1YO0rqGBHpj6CDXmGnb0x+pEQwuj8h5XmJYdaB2ba3He2VdJsyHbxPeToyle9QsS6ruOxF7kWwEdHTsuysj8GGql0u10EoDSbTdu2YXPQ8di2nf2ECDU9cxxHPrwsj6Gq2LZd0tpWLpM6wv0QefBXNcGuG3cYrXvM4aHWgfXhSVLuME5yaLYoSTU0DEgrWYsYc6VFqF+NwW6Os7Zyepumad4jySs8hSwemj7I/WIx2TPNpM6SqkWJV4N7zCFKgofhDqN1qLX/DqN1u94UQkCzw+CthlbMyipQ68oEp3iBeZ1ZhlUAGSdnByOrNebycw9PQ2W6fI+hMpQo72M4HPZ6PcuyHMdZXV3VNC2vEVsFLWzMCJZlCLw+PLU+PAkTWQhxqHXgM9ZICLEx+tFnJq79kI5ubAHbDB+JdmdbPTY4iZZfWFKcKW24watXL8UFvOJwuubbrqaYYVY0G5K7YAvOQ0kUJGQX4bJOg4K3G41GEVpJVVCwywKmn/HZ9QFBZLQE/60Pzy6Ug8tkbb7DaBmd/yCEWB+enC90XIpEoyXRflRS4B3daDQK8ppOFZoodVlvubgW0D6nOJpdqNmQ4ldXLRfw6JimWcAROaVpFaoMVwUFO5shMMmt2bkK/xQh4rRlkSZkeQbydjBF/RlrRF+852zH6wNiEiUuH0Nk5Ei0u81hXn05ayXVBObGvEP4XGqMFEqzU81qm4ter4c7sziv7wpQzFb3KI1QEKtapojuHV3XvfN54Y8TIXypvmvWh6fguBYTfzX9kxZujH600ryEYrmFZD3LZnSYXCx5vwgu8/6JNgvxjozsHv+A0crS1CapVlW1PlJNkB7QrZvv5H1wgnhm2LZdnBTtTqdTKHurGhRq5gulhPJKB2i3297hi6x9FRRszDqkOjKioiVe+YQMT4v8goRDDufyWsuQbJNpTrujIUJMjg1O3n3Wjs/IzsYVr6dUEy4vXLfbzdfNQMUjCmjMZwAAIABJREFUc5Tt4rzNYXUVzeSqBsjFz3e8XgQfeB0FWwjR6XTSe64wT+y1nr2mLTnAk9LRYOaKNZsJ3OPYoKzZNNWNPyVSd6VQVlTuYIwvhGg0GrnHxlPKKY4nF+Wmt3m+sp3qW4UBebnZyAeer0upvoKd0ijpI/c99d3NM0KIkDVBYxrT+bL6x9/ABzp+ikpDTXKRhAle+aytaPR6vUL5G3Lvg5e7EVaQOYI6ANkWQmQwRCMfeBGubE0FO41HS56HnreCd0khx7iX/r86IpvgYrcVHhJc5eJk7BQKqupVnH4nsLYR2ZuXzZ2vbPMcdpbInpX0msQUahw2U7ArGCUu5g8Up/jqaenOsnM7TEp0NTisHjg2PFdKxVXL5XDrAELK8c+QtdLoIRSTetEFiQEuFHDQDQYDIcTm5uZwOCzCfAGytPv9PmL4hRCDwQAFO8WkKHraLz4KBbJt27KswWBQKD8EkyC41nhjyE1ixKz+V8i+K8IjkzjVtLCFELf/y8/+3Bvetri46Dt57JteBShqjCaeERMOqRal9W8nwrHBSe+MNZnaAYJNxrQQorZx4CHxGrJFCLkKgN6P2RugWfpOBU9j58RoNMIwkZZQuiMWQsV/8pOfnH/++dTgEh+Cg2MKZV6L2lrYQoiFpV8aHv8HIX5EpbbFlOBtKLSrHLcMUrbqY1gH4BtfRgncruUYGgvpyWFjGvR6vWnvEfkNQi0xilMu1Bf6IbquZ9w+BCcKd1qn00lVtr2VbZhs2NjYEFNkFZYAJO38888Xu0t8o4UrNV8Xu8UvG59QslRWsNULtlr7nOd3Gl4Npmwol/Eth1ahUAkCwsVZT3jd1XoaxwYnXWpNdg/rtBfTNOUu9wSySoTnxdRoNHIpnxIBNDLJvuKK7Dvt9XopBTBGcEbu3bv31VdfTeNgKoP8rhCTJtkuN8bW1tbS0pLv14PvNLmkgffylTEcobKCDZD0TGW6Q4ruodZ+IZpklGeTlFVS5IxtLMGYl+PIpoHsEVXdNX0QEIOtaZpt2xj0FH/ok2M1curL2el0+PabFwhneg5/OXhFTORZrmlIPUzF7kY4+Mri4mKcvZfLjA6gsoJN46lDrf0RjONo36ohx84Ohs5OYHOOVjCDwcDrtkViSfHH+3AAuIYaXlRVzbEnPfpyWpaVRqTeeDyeaywim9d79uzZ2dlJ9njmRTZn6VfQDDFq9ZClm+B+sYtms0kjTsizPK7CxZJbWMKJ3el04HwqSK3cfKmsYKNgTd5HURfgEscIGvHDjC/D4XA8HstuWwSEz1RrvEbzbZMwGo3CmK2599XGfpPtKoELJ3Y3/ZyL3NVaSCmUnU6HrFg5rxJ6CUtXnrWJqZS4GeRrMe26+IZ/U3cc1uzKCraI8WiVmls/fA8+PPzoxp9//Pb3/MqhDHZ6qLUfg2h2Rc4E70EyNcI0GMBLynceLkvCi1+j0ZBdoNk7D2T3eCKRaIPBIGaAUsYWtm3bcjVsigDF46lp2l/91V8tLy+7QkxkvYQRjM/wVIN53ea4DeLP5iANoeaaXU3BLkVT9DR4/Tt2vZh++w8/854nsxDs9eGpO9tH+v1+cap8FJlob5xSeC/wlkf0GcQA0/Oj0Sj79yzc44kEkMf32GWm1uTi7vf7MG2p/Aip5nA4PHPmjAgchE3LYphXMjGOn+83TKHZbNI8t5iMfYWUnV959uR9AKkwHA5rlYDx0NfXX/8Og9T6zz9++w+fNG+8ZkUIceuH73no6+vp7frOtkqT/aurq47jcM/glGg0GphFLjLQBlVV2+023vitVivHl2mz2dQ0DXdmp9Pp9XqRR/NlkQSIdLvd7nQ6iqIgr1fXdRJgPKEwlOd9WjGvHB5U/UxkEO8qa4/sCdDv92UfQIWppoVN17UOPPT19d/+w8/gM0QabvB7P3HH699hPPzoBi1JiTvb6mg0otIodXZYpQoyXgruw/D1fGKS3pWXn+V94qqPNm88WqHGoDiNwWePXNm+PxOXI9re4Zd2HYy8gpxJhQuNcI3BYEBDpbmCUhHkISb2NE2vYGF9bGtQTcFWVbU+gg21/uGTPu+UHz5p3vrhex5+dOPWD99z7yfuSOkA4ILDZ57Dnsl4PEZETwTFgpFdojOMICYhBO4QhP6ivkouUWk45/NaYzR7mrs8kAoG+KUpD3Daw0jnP/Iki3wC5VpjEFE6SNcByPnWIYFV7RsDkfu1yIVqCjYiRPI+iiyAuxuGtS83/uqhhx/dgJ2dElQ1kAuOzkRVVVVVEYgb4eswshM/qvSwLAu64jL1kLqT+As3jPUJUIQ8/JYxEyzyc4yTLYt53OCVodmWZfk+jxQQPjMQzNed4/stsoMxGPWOFUaj0crKysGDB4fDISr9+QaEQ6FhghetbmgRqKZg1yen6+GvzZiffs+vHHr4mvWHH9146OvraTjGMUfFidchoTdUtEzlgtco9YKXu1caYbMmqNlyF69utxscl766umrb9mg0Cu8YR0GYRA41ApTHjJS5MO4ZWM9wb0xLlAr4OgnwYDAIfrqpPSX+KUs1RSCqquo4zvHjx1FktNFoOI6Dfh4u+ZeviKIoo9GIEszqaVK7qKBg4x6tw6WFu1sIEcbdDWlPVrOTStioG3jtRvhiggG3uQObNZHn1FWXY+ZQgJK+QtYxhfDkWxBGTFQ2ZLV2ClGEI3pe11er1UL1kvF4PC2dnYrpYrWFhYXl5WXK5Kb6u7ZtK4rSbrexPmSYyrPQ+tim3IxLjpLzujeKUIgme1IRbMuycI29Lxf8KdX7vib+8Ie+vg61DvCHg3s/cQek/eFHN5LN8ur3++ywisy8cpVgwG0RiDxq8eKqywGH8MwpZ6wWRrNxqDmGxWBwg/AFHHaw5x9WKSSz0WjgPM9155Db3HciHNKL7TebzX6/v7S0hOqhJL2Urm3bNo6czHoSYESqyq9rfB3Gt7xHr1OhhmotfAVbURRN0+TzBZXFydU0zaXE9Jm+Qit7BZv+lB418YfDYr7xmpUw5jU0O9kDgH7MNRHIEHjtziXYpcjDDk9SA2u8T2QTEIECpmkiEVle2SXhITUbaeXoeRr/gKNBV19VVUVRqBM5FdURu6d7FUWhtjGRNXva+nDLr62tUcDp4uLizCA4WtJoNPCKroMfNFncgu37RsDDQNfDMAzTNLGmS7llmbdt27UkA9ACr/L3ASzmG69ZufFXw1rMyUaJszM8Jgg9C1+DAm/kypjXYpLcFdMrHhDqjLeWKyMLnnN5CeRkZhFTzGHnVW9VLlImJlIKM1c2pvEZR0g/hwL1I2i2TK/Xw2y0kF71UOuZlezYD5cUuwqn6LruNX/xMMCPTZ4KegwQi0jL5SeHIhVT/QEu8q3dmA00df3woxvZVB71UqXJ1FKAV16VSvjh/un3+3FcblDQABEydoOEKNc6FAEeDLQK7ujIBxwN34FCq9Vqt9uapo3H46WlJblSytLSEpWIwWSw7BufF9M0MTS3bRvbRGWqP/3TP11YWIhcd3bv3r0RvlVzzgm2ZVm+432vcxtKPHPTLmnPBmRgp+11zxFS6xuvWfHNvc4A+HKrZO3lwrxFZkpR6Sw80BtSgghb8DrDZ+JbqCuk3uCAoYgZv2HG4/G0x01V1WazubW1hSB2wzA0Tdva2tre3rYsiyLbI5emgF9BTDwiWEiVqZaXlyO7HLhTeATOucRxpS3L8t7TAa8VTdPgHoHeuwxcCj3LzM7G0K8aLnG5hJmLvKRaFNIZTkWUaMaukmlmpUvCDgmir8mIRNmNMHZbhEl933SyuSxmjA96vd7M5LEEaTQaARXuENEthECxFFVVR6OR4zg333wz3TD4boRBtu+jhMrkudSHrzlnBRv3/VxjVdJpXdcRp+Y1pnVdJ8f4zEdr3iq1vhw/fvzmm2+O2e3cC0Vs3firh2J6oW/4rY/8l+dfEEJ8+kO3BmxqmloHRJnd9qkHvvLE4LN/8L7r3/nWOEcYwPb29le/+tWiOcOffvrp173udZdeeum11167uLj4zW9+88/+7M9+93d/N+/jCmI4HL7jHe+Y91sLCwtpHEy+tFotx3Fs237mmWdeeumlffv26bp+9OjRmVp49dVXr6+vzytCS0tLL774orzkxRdfXF5enmsjSFI6duyYyCRy6tprrw2w6VutFo7k+uuvf/755x3HwYz7X/zFXywtLcmrBeyi1+u98sorF1988c/+7M9ecsklwenXS0tLjUYjwg3MRICUUdO014jJ1DVs5QibC7aeDcNATMfMjdNgbX19/dChQ/JmQ2o5WtCkodZypbA4gn3Db33k24Pv4vPDX1t/+Gvr3hGAqzY45Hlm2ZNHvvWdrzwxePeVanpqLYT46le/evDgweyd4VT339ey/+lPf3rixIkTJ04IITRNe9e73vXYY48VvOZ2tGJn6LBUPRDXfd999x08ePC6664Tk3IcwQbciRMnIjzshw8ftizr4osvJqF97LHHIrz6aJyRgWAvLi4uLi4GRMYdPnx4MBg88sgjQognn3xSCNFut3u93vnnnx9yF/B4Ly8vU5nhaZimubi4WA0vZgFxpWjBGMZnwzBeQ1PXKXmtycie6Rinv0Y24FJq0iWnO7us24e+vv5v/4+/fMOBi71WLwVy059u/fA93x5897U/c95rX/uPLtz3cxQ49vA167QXwrW7maOELz8xEELccGWKSVYRpgxjQjpNCSq+IGIWn/ECRXxNkQUbv2sut6pcT6qS3HLLLfRZUZTgAU3kqRkSWnh042S3w/mcTYdmpDtPG4ZSChbFhIs5e2yISXDSzHusDoG9hULWzdeQH9slk2jHFqCd4V/c8IdnEDEepwvNNMgZ/tffeeajt/9Prj/99XeeeeHUS98W38Vq937ijj/+03+HDOkXTr2Eb9EWIMn/S+f9UN+Hvr7+8NfWfQt9h8yulknbvI7TKiACaKKMdwcqMMgtRlzAPsNnZN+KOXsMZA8MIFR9YmPFy8zapXHOmyuVed7JOLnep6t7VXrgx84chs6sORqA3Gd62jnp9Xo1KXRRTM7OYbsmSOifAS/oud7d5Bif/wjDkkZFUqomJoR44dRLv/2Hn/mX+/8dlFjm7eovYjXqSE28cOolWY///OO3k60sG80uW3xebvvUA9G+GJ6Z+TMJAneoy/REOUPUSAoIK6Ps2yKb12CmEen7lZQOpoAEZGnHj3yEsCFccV6nEYp8ZV+mFHFeM1PGo9HpdODQwm05bRe4A3mImRev8d52rkpn3iSuCC4gcozHOdZgYvrDqQGl/IH++vP7LxJCvHDqJVmt367+4hsOXCyEuPcTd8BcFkI8/OjGBYs/Z9xw1QsnXvz51138wokXBVpm+U1Xv+dX4oawyXzugzcltSkXWTrDIcleRzHuH/TaG41GwdWpsvTbRwaRvWysTCOD2t2yb2YuUGLMtu3Nzc1rr7028QObBjIF5m01FpIwT01mHgXGl9m1xGEc0wx0hHhyQI7xCEcZhmj+cDmgjOxj2VB2TULTfLbLGp4pvRlUOLntUw+kp9nZ2HZIG6UqxC5omDgajaphaxbcb58vqODta2TD1sScgsh8fAYbFOlnKysr/X4fHWazyXFCqzG0p8xgdy6qVLqnjOyZuYau6ygAriiKoihx4snTe66i+cNltb7xmhXvf3/+8dtdwoxYsFTbS0fgcx+86d1Xql95IpWqGnA/ZvBODNn+NrPjSRtqGhhy/Wr86rkIqEGG+8RxHMdxOp1OlkJiGAYGCqurqxsbG8h+zqw1CGIq8yqhM9ORSX27mTTwsbC982q6rjuOA5EO46Satg62M/9BzmZefzgFfInd88rBUIbVzC7U2ZOSWovJ5HFKG5dptVpU9zHAZKlGlNZwOByPx9N8CQwI7ugle1wsy4owGx0ZKi2Of2K4kE24uAhd/zw88FXMuzVZm+XxSmVKVxWQOdpr5tsLNpgAf7iszV4ilAyLM/Gcqtf63enkdGUWHE61msV00yr71LKUSCkFsWIgLmymEEIeZkY2JAvi/IUQX/rSl972treJOSumxSQ4yys9KB0R/8Q9rCgKunAibI3Ln6VHKv2ws4TyDqeN6VxqLXePDt/qKj6rv//5v3n6uEhZs1Mis5cCNBvzc71ez/umrkyLSU5mDUnIWHr0zUQbR98WzmmAWujf+973vve973U6Hd87NiXkDtkzV55pQIcf5SBMz3enrNYZUG7B7nQ6GOJNM6+91Uuy55FvfUcIAbUWMXzX2M6XJ1+n7aRkWOcFhb8iSFhu9BunxkXRmDenK7OJiaIxV1gyfMVZ2p2dTueLX/xi+IJiiSB7oWY6xjudTrPZTMophSJFSOXAMWDLg8EgjTIYjItyC7bwdKSXoWDvHNVaCPH+Tz/4tssPCiEUReAV/bH7vvxHt9ww10ZQJ1xegigzOdYspTJnyH7O3guNTFkM21HgQsxfvKmwBMzO+k7S1zmQBz0xQ5pu2Xem+c3f/E18QBBG2k1BEHQJlzhS1adleSEwLSm1Rvtt6q8DbUaRIt/CCUwalFuwMcb0vUuQRZ2vbS0mZvF/evq4EOJ//f33vf/TDwoh7n/o2P9+9P8Z2x8NswUURYEqw5i+IeWC4YVCHr9XYOqaGAwGvhYzCrrhrnbd2NXIZItAhAozGWOaZrPZhLsYRfpEatVF0IoeLgS4GG3b9hVs27aXlpZuvfXW+DtFgTPotKucEX57/F0wYSi3YAc8xvCEZzlL7csX/q8n8AF1Q59951thK//Df/3pzMls2ap+95Vqjjqd7+sS9n0alSJyAeaImDKPgzEomi5TqHwBW5pmSfGLdcBfgls0g6Yg9DxSbOa99967uLiISreapqmq2uv1FhYW9u3bl9ROKWsDCehCiLW1NRj6GEmToz6pPTJeZudhFxm4hrzLH/r62bSrDMqVBPDfTwLNhOSv/twHb/rsH7xPCPGVJwawv30htf7sH7zv2Yf+5HMfvCkvtdY0bTwex8xzNU2z1+tFSx4tuHU1L3jD6roOS9q7wng8brVaCJ4SQnS73X6/X/P3IOzIvI9iKrhe9E9VVdM7YBROMU1Tnkg+dOgQhZVREegPfOADhmHAlR1zpxiLdLtdUmsMN3FbmqapqmrALc0kRYktbN/gcHjCz9Yjy9C8fuRb3/nyE4MbrlTpf//mb5//4YvbQohfuvxg/1//C3nl69/51nc/MfjKE4P3f/rBz06W4E/FsaplUKghWiCP3MZjOBxGMJQrM28NDMMwTRNe02lKjFNNjRxKURo9VcKXKc0r5MIFDpgyleEmgfkbc8u4YeB9oWQqqrFKFXzpqUEj15gOKtyKpP2uTOvRaIRAv+FwyIPLVCni5JC3QovvJJY3i0DuJB2+HEpMINXTYr/ffaU6ze/tq82XvecjokhSTaDU3bzvQag15r0wO1tw32ZmYPYR84LyPQyzrGJjlETodDphwpqKc5vhBSWkoiIYtsbXbJi56KmFAUFAO5zEoegz/Bz8OgwdQhYrZKbRbrcVRQnQvhJb2F4Jh1onGGjm6oL1uQ/e9Mi3vvP+Tz8IQUUEGUHpVSTDv3T5wYBZ6s998CbIM77ylScG4tMPIuq7gIna0boOkFqLqlQoSwqYXCjRD9sLJ2c8HvP7zpeACFMyZLFOQU4gTb1DWZPyTiOgYWFhQY4CC1/4DOFjcVLVZcePEKLRaFBmNsQbZVXqWcVvz549Ozs76W2/xILtrez4a1e8cWl56eMfuT3+xr1pVEIIt75KIh1NYp996E/wgcx0ZGpFPOiUidZ1AG9S/G/ujsriQD7MwWAALyIyZDIr+lE6fBPhINWIZXEcB2eyOPGJnU4Hmo2C55G3Q9PhZKyfOXMGfmmMYMKPpyHzkWe4ZLyPM34j/GqZ1ZApDnv27Ek7laOsgm2apisrxrbtX3jDvsblB+NvnNSaXNNYQllVZFsnZQpf/863Xv/Ot0K2C2heA7wdut1u+KLNuq5DkLJ02ZULea5RZFhUrlBEm3WGZ7jZbBbBAe6FereTrMZpjEEJ0PhAM9nkUQg5nsYjOR6PU5rpp19dN7UWmSRellWwveDRjR+jSNoszyK7RPSzQqShrJDtZLeZOGHaURPkPev1etnXPS4XdT45YSJpXNXXC57qJk9gj8djyGpAladgIH7Qe2g2Noha61SqBU1QBoNBQLgJQsNECqV4UCV6NBrV0xm+d+9e+vDqq6+mtJeyCjbmh+ApIjdR/PKNj3zrO1619lIKZU0JvBfmaiaIuS7LsuJHqzKVJGDwJxfYkjPXCx4SQUOQlZWV7e3tRGJ7Zb0fjUa2beu6jsYbmCygWHTywNP0ubydBA1r2UxHMkg9C+gKIRzHIQt77969juOkMZld4jzsTqeDFt1iEn4Zv60bVequrR7PBIOkuSwbdPgR9a6vyUSg1+tBilZXV1GmI+8jCguViNjY2MA/k7350RUbg2DLslZWVvr9Pqq1aJqmadra2hrGN+n1C0eDUQzHAXad+I5Kwc7OjmxYK4qyZ0/y8lpWCxtgcIfq9kIagVLIaL6HVzFoynDeETrPXjNikk0OL2740MXyzob2+/2lpaWtra3t7W2RgksA9jRCxLe3t73twuh9GK0hihxP7iokjrDw8XgsT5DhSEp6sZLi1VdfhW88Ja94iS1sAhXwqWyebdtxgjtEcqFklQH+NyGErusc6c1EA4Hc+ByyCoqqqgGTLwWsIUE0m82VlZXDhw93Op1Dhw6trKygjXTidjZ9Rg709va2b4W1COcK9dpgmkOt4ecQQliWhbBfevHefffd2EWRC9L5snfvXpp+ToRXX301vTnsKgg2sG0biTGI8oiwBUxgJ31cpQcnVlGUdrtd58AoJiaUyaaqKvKdZG+qL+W930aj0cbGBrKuW63WddddByf2vIIN8yN4HXkkBGveu0KEV2Kr1Wq32xigu5xk6HKL6Ugc3r59+8bjMVazJ5RiCsxxnPT0NXHK7RIHVPQHUzW4Ncfj8bz+mS/vTq1myFHBycFM4sgyMw1v9mbpIF80StLigfKWFqGEcvxe8mbLSVzTkIPRut2u18jWNA3GTBwotA3gR1HS5uLiIn6sXHwt5h6zIdU6J4lTBcGWA6Aw3RIhtYByr9kfDlDiMalmugzjwjAMeHEDGI1Gvj3NohXKzQZ6HaEYmZD8BI7joCkIDAzEiLlyLlCKEr3aaCGlw8x8rSHpC3b2wYMHhTTsTjavEpFD8JOLSW1zChSv+Ux2elRBsF3EacaHPlqMmOTIFfOdyFQDcrQiO0guUr1v377Tp08Lj3FZ8HEknPyyhskaqaoqfiBV3sY6kG2YpPhAoV74omVZMKNneg0ps0tMwtxo4zEFGx3cUZJveXmZDlW+QKzTaVNBwY7mRivj7PXTz738zHMvP/P8j9/yxgtu/OXL8j4cphagPga82XHi/ymFF45iyhteW1uDxxif5a9ArdHvOc5PSA+cFoRioa+5fKhUR2g4HPZ6PVVV2+223CAHq9m2jfonVKObhLbT6XS73eAmIrKH3LbtM2fObG5uNhoNx3EiVzfDVCOKqTWbTQr1pzL4NF3NuTmpUkHBnjceUi5EWqL064cff/aZ53+c0sbxUuB5a0ZMwo9Jm6lZqohUUlROEIJbFX5vOdFjYWFheXnZJUjFV2sxKU5Jlcim1fdGMBpUGULotVO9si2EQJgOBkw0rAmwa2EQ0/WigirzuiharZbjOHDm44s0h03BZdBvFuxUqaBg07RKGOQi4fnOXsNcFkLc+MuXPf3cy5e/6cKAlaHWb3njBd87/uOdpHNb8Phx8jQjhDBNEz5q8loLqVImGlnK/ZqCN4USOtRjCvYZPtOLfjweLy0teb/e7/eLH/wIMUNFEXiMA+p7r62tQQJ9RU6Wbbl6P5npQiqAOg1SUFcnYoj9XKiq6v0hGIug5lqr1ep0Omxqp0oFBVtEulfyUuuHH39WCCHbynd/6SkhxF9+8/u+ju6nn3v5L7/5fSHEW954gRACap2sPzx+hVemAsB4InHtdrvktcYKcp0ixA9j2pUc5mJicZJOi92h0d7a2tij92AgAwVXa6LdbpOU+nqqKHxs5qQvzUnDG2EYxmAwoFwYEnuat3ZtUJ4vh9tM07RpJ3kmvuefsvXExKDHZ5pBj7AjZhoFFezNzc2QpRVcpFGBLw28Og3e8sYLaOEzz/8Yq53905suFELACn/LGy94y5suhHL/+rsuTfzwMmg7wxQK0zRdjSlt25ZdtWtra9McnlhoWRaeWVkMXCb1zMOAwMD7Ki8vna91msOZmlmF3xQFjkG2EQdOnnB4pNEhWwhx//3333zzzfRdijVTFAV+C3Kk04AsQV8aUtcoNEFuJlYEUm3LkRTB2ldQwd7Y2MgmCjSXVC7X9POvv+vSZ557+cZfvuzhx58lW9mr6PQZljdW+PV3XRrsPI9AkZsgMSkB41hVVSjKysqK8HiqAiSTagPHOQYKaBJScT0xyUXWdT3OxrMHiii78RENEHLs4kKWbSxBqWBkiFHbTSyXq5PC5JVfp5BwBOeiz6bsZo8J7YjqRiey2UQocmk8Ilj7CirYkUH4YviSKe++Us0sPvzuLz0lG9CyxxuiK3u28fnp517GPxENLv8J/0xcrSO7y5hSQ69sTFSvr6/PexvEVGtXu0wcBqSlpOEUeJRosoCWxzlRcnlwubA/nOT4p2maGPoAb8kUutC9Xg/R45ZllWW6IQ7TaqSUwvIGVRNsMak8MNdXbvvUA+kZ2bI9jQ/hs7BIj73CDK94cod5DvaH1xyMejPeqdfpnaDZlwsY8ayurpJmt1ot1OyM7yXGVPRoNMKYRj5X0GzoNOqhTgvmV1UVGWXj8ThmlrarO4goW9Tqnj17SlHyrIKCjcIpISe9bkjNwqaobxJpIcRb3nRhUjZxGonXtm1vbm6iQBJTZ/Aqz2zm2GVeVwMD4PuoAAAeeElEQVScQ+qDKSbxWbCAk9Js8m9Ti0LDMBCbRvXRpm2BkrViHgn6eiFvnmqswkESc8vZgFbWpdDsCgr2XKB++A0J1Q9HOhYFchMf+B+vSGT72VCKmR4mVajEbzaCjZStDHaUJbIcxi80FgysFLk0ISVciYnJi/ByVwKeqqqQ1fDHRokANMYinxwNERYWFpCvHz7DNkd2dnb27t1bCs9iZQV7rhfNl58YxCyZQiItSzW81olPM6cHigP7Nvxh6gbNhqYd5Yu53lJ7v6ehqioGPXL4PcSVkqzi7wXmtbcWCna6sbGBcws1pSOhejjtdrvX65F7IzjZHcY0PuPg0XhNPgx05g7TtqQ4lGUOe+7p3gzQdd3rpQl/nMiADP8kUKWzZx/6k/AHKUOz1IgpK4VOu7oDiYnrDK/OIheTqjDz2joZIL+gxSTxN9m3cLfbLX5FlDSY901Fb0X6CmrXCCEQKx4QXUzpZK767a4VRGARNFRRldeBVPvOZRw9enRjY4MbgcxFu932BgnK2re3gPNGmDxzLQx/nIiXCf9OUYRwhPje8ZPPPH/yhvntbFmtb/zlyw7/dz9/+ZsuvOSC8+fdTpbYtv34448fOHDgtttuQ8VjRVFuu+22q6++WlXVAwcO5H2ANeWxxx7bv39/oc6/qqpXT9i/f/+pU6cef/zxU6dOCSH2798ff/u2bR84cODIkSPxN1U65p13wAh7//79/X7/1KlTo9Hoqquuuuqqq06dOrW9vf3ss8+ePHlSHvegXDnt68SJE6jo4qpPjoYlR44cufrqq0+ePLm4uPilL33pxIkT3lH7Y489dskllxw5coSuF77iGmxhF7/wC79w4sQJUR4juwgg+N+1UNa+CrrEwzShk7n+nW+9/p1vvew9H4mz0xLNUqNWopw/k+vhMOco+LWgUGQ5CDnvgyo3cwX3oTg5WobAOqcJi8XFxa2tLdf6rklZfIsCy7EQIwbHcbDEcRw0SfPF9/70LozTZYQJZk/eB5AwceISo4WLp9eBIw2K3EiYmYlpmkWIvDUMQ9f1fr8fP8C45rRaLbnV1UwQvCaEMAwDidd0CZrN5vb2tpyP5yulYvdLEp9lad/e3u50OnMlZcFGJxug3W5j1zAWbduOULqc8aVqFvZwOIxW9yNaBRUqbFIKWK3LCPXMEEIgQciyrNxnsmBt93o9qtGR7/GUl1arFb4Ms1wIpdFowEkuhFhYWDhz5szMV59cawW43gYRkqdp8tsbCd9sNqmgegbRi3WgaoIdM4bukW99h8LFKUUhwMGOTOs0qnknDqt1uZDfg2JSzxJLkE4zM84oA+BljVMyGj+KIo1ryFw2Bk4XHM6Kohw/fhzxeiFd0GkE99FYzVuxig4JoYt4o7Jsx6Fqgj3vBDaBCir/tnf0Jz982hUWO/O7z8zqhpk7eFRYrcvCtKLTZFHhtkR742T7N8wLaojOVQ9YBj8woLhHtcEU8rzJytBF5N1RndEwX0SY22AwmHnDYLUwXVOpWxdqnY5GI+/BtNttRJhz2eOYVEqwUc4en+UqPzNzURCb9+YL9/yTN19IAVlUbK8azpxSlAVgcNeJKYYIEuXpfsZNnvuVhXvcNE3qBCXmN6RSrStSWAaDwbR+2NNA6BlOV4QheLD7HX4dXdchroPBgMIMw+xrWoQzdSipwIs0Xyol2Bh4yk1sOp0O3oDw2gnpPWLbNiqEbG1tNRoNXdc7u98Xckysb5WDEk1gV6/uY8bMzFKlFQLWmQlZIdPea65xJ97dMw87myxn6kKBMlgk3jNnuOHmJW2oFYgSn/dbceqmBVwLElcUGEcTdPwp5FSjrutHjx51qfva2hrKnk/zfXrzy5lpVEqwqbaO/IaSdZfeI0KIRqOxtbW1tLQ083UmO/3ktw86aIXv5JEX3IArJuSgFkJgwtUryahDqWkaKtIgBXauVypusAi9F333QtqfdlFM78HI+8IM98xfhJFHDXOBXN0F5XJGAerl24MrJHSG5bNNFVFg52ChHLsecs6FqrH2ej36CllQrpwCMsepw3e0X1QrKiXYwUakfKcuLi4ieyHklsnph7cPGnsgoavgag1y95qmDRJLQOJdnsbjMeko9SSWZVsO5CZnNcK5xW6DmwpOQc7lsswiUqdkuRkUltBUDrZm23aO1QwxrzlzUgljyrqpNZCNbLxeKLh6GnLoWeT9emP9FhYWEMaIuxQh5fJXwnTOJpk3TbPZbC4tLcHTSXe+mLyO4P4Uk7A7Nq/DUMHSpKmCV/Nzf39WpEthXouytbqbC/lFAAIimMI7q3GhsTXftwkZQyJw1rbb7TabTRhS3kKw9N04mVHyJYa5Jh8wqlfmOyHS6XQCxiKVv0Vn0ul04C5GlVYhBDmlp30l/kkbDAa+AWLg3nvvPXz4MEaT2ItcHjzMQ3Tfffdtbm7i87Tbj5zwuP9p1inCzwkAjyo+FzwFcWZp0kpZ2BlgGMbH/+yh1/w3hWvs4dIPegDG43Gp+yDJ5bWpYR/ZtZDqkIYpWcZk4Hr35erpK4SYNvFGZzh416urq6PRiDoXpfGyIAepr1M9jPu01+ulmiGGICbf385qDTDdhvkLzMG5bi1SHQzF5NCzaHuk6G5ftra25IeOfEVh3Fd4jkit6VdQQKUMBpfdbpc01RVsFJ9+v0+Pc7/flx+HIlj2c2W7sWDPzeLCwk92kveEy8NAYtp4UC5vBNmAM42SMhFkB7UubywPRXJB8MhCpYH5XBJI5woKKnbP/pL8z5UWOHPvGYzocdjD4dB3CjxMBEPaWVVw/seJIa8DEBIMr12t0vCA49TRwnmjEyC9uFu8FVQIzPXgEaOpwPCuKdd0OIUikofJmzQr36LwlstvwphJOtiU74gQR5Vg27QI0JschzGzUyK7xOeG/FeJIEf5uu5amtqkP7n+qSgKPX6apsnjZdyL5e275cpugsomKH4oI4P3kdeNXDoQ1+Obtx3SH55NwJdrzp7u6pqnMODkIw7D1UELkYxU9QhyKPvPwwu2K5HBayubpnn69GnUJI98RXCEvnEbCMlE73M8d8PhkEbhso8HbjDyEYpI4R1gpgtHHkxk6TDHO03+1aZpfvSjH/WabbL2sWDPDW6mRF7uIauPkSvY1x/lfc5LBL3BxaRuIgWapq2gcmOclJzVudPtdl0juUIBQcq9XluRwdtGSJKDnAUwb8VvEgPSY+qKjWuhqiqevjAmNR5e72pyiLiQbG4A2Ua7ETzmXnOfnAFCCF3X8TmamRS+wiMNLLLxisEn6jqwmdrHgj03rijcyNup4ewdxhay50B4asnFHFAzRA1vsIpBkY9yyAUl7CXlmcBTOW9uBe06uDKB7xHSlBYe9ml+AtoCRhXRhu/dbneus5SBbEOtfUfSM7WP57DnBhNyQojwjWxd0CWp8MvUZTpjIWkz63HawJdYc1dzZZD1rNVqra+vI6TLZctGI5p7g2JKpsl8QCE2XddRHjX4+Onr1PVrXs0O3wbNtdOYFfKDD4kmBSJ8nQU7Cq1Wa65bgQLK5Km7qqq1PCeEJQlO+TNhgLe/vFPyDEAjL2/M4Obm5tLS0pkzZ8bjMSp+J7tfGPHBoz2UBw9QHQoyd01pC8max0YGg0Gw15qM7HmJbFPhYMKUEJgLPJhxAoFZsKMAIzukl14ulVrqmO2ZyFLNIp0LdLNV+06rCbiC3tqlmqYhZFKuF5QgiPekOMRpAYlhbjC8JH3NG+/IPgBMQc5cLVlQ0yay6rvASYjp9GLBjkjIEk418UyyVBcBTLVU/marFb5TyzSnllKwnqswIprChc/skpmW7S1nUVK5mAAQKh8mVcRVfSVO8BMFwCYo2DFhwY5OmML9SY3OCgtLdaGofA1aBnhL0iaIS5gTn7xDMJ38ugjZxDN4alnO+6C09ZhPhKqqo9EojmOcnF6JzFKxYEcHjnGMdqeN+ypsXrNUF40K32xM2UFlU7wkkVyO5XO1JiIXvavayf3337+1tfXmN79ZngnCtHd8J0RIZ6oXuTgdvh4/2oAFOxa4lkII77gPt1SFW9BgoouluiBwT7b6gHKzKFqQ97GEBWY6POGul8a8RjAKyBw9ehTvWFjVKysr1113nXePiQBnqqtbo4wrFwsKjQPDGDqpwEDOw04GV2UuMRHseXsslgWqwZT3gTBnKUKTDxfB7SWYeuJKqp43T5pA6zDfyi0pQZVnyLiHTnnj5rAkwoiBC6dkCkVSBJTqrQCs1sUkfFGnbEDNV8FxcIwECTZs0NK9J10tgpJ94spaOGVpaenQoUP0T+9vKCaGYaBAboWTalAmMPsUC2YmYRpzZQkFCqXdDYwpHXBAlvE9OW9JuHkJ1r6CCvahQ4fkAOwSxb4iqtCyLGpIV+r3lPdVO7NTL5MXEOw4LRdTAh7CRMpyMS6mFfQuAtPmRLzNihgiWPv2ZH48VWY4HPZ6PcdxVldX19bWyh4EBOcVsjCHw6Fpml/84hdRZTfvQ2P8aTQa3pbD+SIXmERNXyZBUHWxmCd2fX399OnTroWtVkvXdVbraBTUwi4XchscOdmgdGk21LGn1WrJsSHwGTQajfPPP5+nrosMpgZx1xXH39jpdNBTOe8DqSaFfclsbW0tLy+7FrJUx4EFOwEwp+t9HzUajWzaDMeHwuWEEPDnyyOPLNvEMjGh+NVC+cZL8RQwCYKyqfJ0LONlXoFgwY4LnFHT9KwUwe0wpuUxR+ULtFUezGdHrijJlJeAvpaZQd2sizNkLBRyw++54DnsuAyHw2lz1ZqmFX/eDg+2pmmyQrNal51ms7m2tra6uppIBWOmFAyHQ9JpuS+IaZoZRzZgd2UP4kkDxDmhp0ij0Zh3XMUWdlyCbWgKAirmSLPX68mub6ZixEz0Qm2KYt66jBfYBhiijUYjeM6QMYzYlMyORFEUlKNIo/tnSUGEEFVZieb6Ygs7LsEl3fEny7KKFrsLuGsyE4DjOKWY02GA4zgoh7y2tkblPyEP0M6ZW0jKFm+1WlCmgvsXs8E0zU6n4zhOs9nEOEbX9WgTVWxhxyLM7ahpGvq9JFim0bct/LyYpsk+KyYATpsuF2gaTfNZ8lgcQYiqqmL2VAgBa49WQE6B4ziJFL1otVoQ/mrfQnKsrpBypvFaltsj4bqgCkqc9A0W7FgETGDLIMratu1er5dIdXE8DHGsH9xqXLCsDhQqXJxJlWnRJ5qmUdVuemWRuiNvE28VyDnKdA+HQ7xkvG+tmTdVtaUa4BVKYSL0QqaZaepkOBqNut1u/AhQFuxYzKV5yJG1LCt4PgnRIoZhQFPRk4eeDTxF4/EYjd8jHDONCrlgWR1AFAULdk0IyO8IaKxHsi2EcByHCjWSO931voKHr7AV1rIkTMorGvNwe81CMJfmkXt8OBy6Sn66QhI6nQ40lQqdNptNWoFGCXOl8bFU1xAME7ksaB3AtZbDDL3+v2kCM235aDQaj8cY8MnNjWo7m0a1YMNPKWIUlUjwHQt2dKLNAZN7HCU/aTk2RaNg6pdOg1+Mf13DZCRcYlKEWnwqiuIK7mWprjMcWlgT0G1FXkIz1sBxnH6/3+/3UWA4/KtAfoHArVi0Xq7ZgAZ0lI4V8v2fYFeegrbXFEK4CqAX8Dg7nU4i+kfaPC/wtMhL6AaicBIaDnO1snqCOBc2rxlCDoYK8+bBe8ZVWKlWgt3pdOAclYtazlVdKmTr25naV0Qh1HV9fX3d1WKsaCbC5uam4zjeSrl5sb29vbi46F2I5d4/MXVge3sb9Zz5BmC8yBHOvuAFgs9nzpwRQiwsLOBzrW4qeDcXFhYiv/DxJM4U+PX1dbG7nit8sfTPOrrE19fXt7a2EtnUk08+KXanT8Qn2ebfR44c2bdvX1JbS/DUgYKfuosvvjipreVy6vbt2xfy6vOpi0ypT928hfCKfOqSPTbfU4cXfgRWVlaScXA6xUPTNE3T5CXJHmfixnqCx+Yk7fA4duxYgsfGpy4yfOoiw6cuMrU6dckeW7KnDjHFYXYarH1c6YxhGIZhSgALNsMwDMOUABZshmEYhikDSXr9E6JoAeEMwzAMkwuyOBYxrctLMfOwa4iiKJqmyWmCTC548zWZXNB13ZV4w+RCTS4Eu8QZhmEYpgSwYDMMwzBMCShH4RSe1S4ImqZxf54iwFehIPCFKAg1uRA8N8wwDMMwJYBd4gzDMAxTAliwGYZhGKYEsGAzDMMwTAkoR9CZF8uyTNM0DAMJqYSu674LBSetMrUBT0fAX7M8mDrDF6IgVOdCZF/ITAjhakjiOI5pmhQKrmmaq7eJNkFe4t0ObcG7x1x+admZ96IwMUnk0XBm1QpM/WeUFvlUe69F8IVwpr+m+ELMi+u8eU91NL2owIXI2iU+bSxjGIZt2zjL+CetKZvL9Dl4TCT/FZ85MSwC814UJg5JPRrEtLFUOodfeizLkk+1pmm2bctnNeBCiMBrwRdiLlCzTJNwnWoR9aGowoVITPpnQSdXTLGM5VGSvI58kPK4yXv8YiLMM21xZibRLgoTgcQfDb7nI4CT5l2Ckx98IZwp14IvRAS8Z8z1qo/wUFTmQmRtYftaurZti92jIQxvw2yKBlb4YBiG7y7KNEtRDKJdFCYyCT4aTARgsclLUIsDc598IXLEdV3qfC2yCzojyVQUxfvXAJe1pmm6rluWZVmWXN4dXhHTNHHl8Fzpum6apnzxanIh0yDCRWEikPijwURA81Txc4UpBU+r8bVICu+p846lavtQFDpKnM67ruvoEyU/Qr6TdmIi5PiWvJxJhOCLwmRDyKvgfUa8ORQMmOaEC3bO4UJgtYBrwRciAq4AgjDrz3woyn4hCi3YxLRnRvaE0CiMDG5d10t0JUoHzzIUgYCrMM23xA/FTBCAJjxG9sxv+S7nCxENOm8wmsN/scIXoiKFU2gCG/90TWmwtDA1xDfEhp+FYGCfIRSGpttiwhciGjhRmOLkCwEKLdgz3SBYAfPWolQDpfJSk644BYevQhrIhrU8pxYAX4i00XUdBthMZa3DtSi0YM98YFyBgvQZl5by+VI6vHrCo6IiwFchcaDWmqaFlGrAFyJZMP3sq80zpyfqcC0KIdjeoPzwQovVvJMTrNMxiXNRmKTgq5AZpNa+f+ULkQ0BoQPTZjxFna5FIYLOENdN8ZYYKIX3b+DieZ+0acuZMMS8KEwixLwKvjZHucJiM2ZaFDFfiGyQHeA4OeQopXMV51qU/kIkVYElPGJKwWT5qMKXpMEXp22wAqVtciTyRWGikdSjMTNjOJ3DLzHBeb1Yhy9ENrgquifyUFTmQihOkfLKua1WAeGLUgT4KhQEvhDZQP21AszfGl6LYgk2wzAMwzC+FCLojGEYhmGYYFiwGYZhGKYEsGAzDMMwTAlgwWYYhmGYEsCCzTAMwzAlgAWbYRiGYUoACzbDMAzDlAAWbIZhGIYpASzYDMMwDFMCWLAZhmEYpgSwYDMMwzBMCWDBZhiGYZgSwILNMAzDMCWABZthGIZhSgALNsMwDMOUABZshmEYhikBLNgMwzAMUwJYsBmGYRimBLBgMwzDMEwJeE3eB1BB7rjjDtM0Dx48uLy8nPexMAzD1JT19fW/+7u/+/znP6/ret7HkgyK4zh5H0PVWF5e3trayvsoGIZhGCGEME2zGprNLnGGYRimyhiGUQ3BZgs7eXRdt21b07Rez3QcRwhnZ8cRwnEcx3EElkzAP8/+ewf/nqwhpPU8/5RXENIyR5z9f8Kz2mSztMLO7h2d275roZC3KYRwvP+UVz63l3N/EkI4+I9WOPdF/4WC/td34e4ti13bEZ7dzdqaEN5d00IhhOMo51bYtdznn+5tyn/atfLuk7B7O0KInV1H6Ow+V0K+QD4ndvfl2PFcLOl2kq5+iPthx9mZ3A+7b8uz150+70y25shb2/UvIRxnR0irSRtzLxTCvdy7mti9mrSQVtuZnL6zq8nHI/1JWk3sWk3emvB8cbKavAv5mvlvzX9leePCd3ee1RxH0F3mWi5vXOAn7MiHvetmFZ5tSl/cfRee+0W7DsDz4Dli59znXSufu7t2n95zKwee+XOf3X9ydpydHSGhaZplWaLMsIXNMAzDVB/btnVdL7Vms2AzDMMwlUVRFPps27ZhGOXVbBZshmEYpsooiiLLdnmntDmti2EYhqk+inIuZivAPa7rumEYQgjTNMVE3Ung8xV7trAZhmGYWuByj/tqtm3bpmlCrYVHofP1qLOFzTAMw9QFl50NefYazaTK0Hj5nzlmdbOFzTAMw9SI8k5ps2AzDMMwtca27bwPIRQs2AzDMEy9IK+4EELTNJqxLjg8h80wDMPUCJdalygtmy1shmEYpi6UV60FCzbDMAxTE2S1Nk2zXGot2CXOMAzDVB5ZqkVgw03XmsH/zBgWbIZhGKbKlNoNLsMucYZhGKayVEatBVvYabC5uSmEWF9fb7eNs61ghRC77xv6TP9/8ln+P79lu1b0fFNMutNO/uZI6537y7mlu4/Kte1dm5L36d3P7pWDv+u7fe8/z52cgNXcRxuwhamHGmp3ivtPfruTT6zn+Dx/cp35XbsLeVTevey6f3av4Dpw6faQ74ddt4m8kvuwZ9xcPneI34Nwbi2fzcrfmfYVzwpTbrqz/3Yv8fws6VuuFfwWun6ia0O+K+xea+rx+H5LPg55mXuP3uWeo/L/OX63pOe2nrZr+U/ux8t7O7iObddTsnt3gefKe9rddxSRY4WypFDy9chXkuXl5a2trbyPgmEYhjlLBdRasEucYRiGqTCoi1IBtRZsYRcE3EwZTK7wjuLsyLbtbJ4XuT8B74h3lM3Ma2Y7qt7LITPYwmYYhmGYEsCCzTAMwzAlgAWbYRiGYUoAp3UVAsMweEcFJ8tfpGka76jgZHnqsrn3MttR9V4OmcFBZ0y5qV5cCROHzGLBmOJTvZcD39wMwzAMUwJ4DpthGIZhSgALNsMwDMOUAA46Y/LHsizTNOmfhmHQ5BOWu2ahfJcnsjKTL5ZluSpSpXet+cYoPvL9MO0tITK/SXKELWwmf+TnkLAsi6JJ5Ze47/JEVmbyRdd1152Q3rXmG6P4uO4H37eEyPwmyRmHYfJGCKFpmnehaZohPyeyMpMXpmkiS8p1G6R3rfnGKDK+94PvW8LJ/CbJFxZsJn+8A0eMpumfmqbhWfVdnsjKTO64rkV615pvjFLgugS+5mXGN0kyPywG7BJnCoEyAa6nae4v3+WJrMwUjfSuNd8YJcX1lhCZ3yS5w4LN5A/GuRhCiinTRbZt+37Xd3kiKzNFI71rzTdG8QnzlhCZ3yQZw1HiTP64IjBt2/bWfZxWCdJ3eSIrM0UjvWvNN0bx8b4lfFfL+CbJGLawmZyxLMubMjGt2rDv8kRWZopGeteab4zS4fuWEJnfJPmT3/Q5wzjO9OAOwcHANcMb15PeteYbo/jI90NACFjGN0m+sGAz+UMpHELK3MAj6s3u8F2eyMpMvngFO71rzTdG8XHdD75vCSfzmyRfWLCZoiAHlcgLp60ccuG8KzNFI71rzTdG6fB9SziZ3yR5wd26GIZhGKYEcNAZwzAMw5QAFmyGYRiGKQEs2AzDMAxTAliwGYZhGKYEsGAzDMMwTAlgwWYYhmGYEsCCzTAMwzAlgAWbYRiGYUoACzbDlABd16f1E0wWy7Ky2VGhds0wpYArnTFMCVAURQiRwdOq67pt2xnsyLIs0zTlFkyZ7ZphSgr3w2aYElCEXrzJYprmtJbGDMP4woLNMCXAtxkwwzC1guewGaZYYLrasixFUeAJx0J8pg+ur9BCzAQrE1yzwr4bD2Dm1hRFkdfBxuWvy9+VfwXMa+9huPbIIxWGIdjCZpgiYhiGrxvcMAzbtl26aNs2VrYsyzAMIbnQvSsHbNzFXFvDOrZt0zw0vi5/V/6KfNgBWzMMg2e1GeYsObb2ZBjGC7TK1YUXC/HZ9Vf8CU2C5dW8f5228Wk7irC1gK+bpim/c2Zu3Hcdhqkz7BJnmCIS4ArWNE22VmGnwlnttVmxHRLLmRuXibk119d1XQ9j1nNmF8NMg13iDFMyZK+4r1gmq3nRtsa6yzCJwxY2w5QMWQth7AZbzJqmYc44EZLdGsMw4WELm2HKB3nFfeO2ko2sjrY1uAESPAyGYdjCZpjyARsXpnawvYvEqqQkPPzWfF3iLOEMEwcWbIYpHwjggv7J0oiFtIQSq6LNKMfcmuvrvt/iNGuGCQ8LNsOUGG8UN2QSVUegr5GnnGNuzfV119FiO4ZhhKnfwjCM4OYfDFNJyFueSLR2nK2hyQe+62rvgT8JtrMZJhws2AzDpIKiKJqmyWLsXcIwTHg4SpxhmFSgOWzDMKjWCqeEMUxk2MJmGCYtqMmHmCRwc0EVhokMCzbDMAzDlACOEmcYhmGYEvD/A0ZFxQFjGs8XAAAAAElFTkSuQmCC", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.01p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "pygmt.makecpt(cmap=\"oslo\", series=[len_min, 1500000], reverse=True)\n", - "fig.colorbar(frame=[\"x+lriver length\", \"y+lm\"], position=\"+ef0.2c\")\n", - "\n", - "for i_river in range(len(gpd_rivers)):\n", - " fig.plot(\n", - " data=gpd_rivers[gpd_rivers.index==i_river],\n", - " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", - " pen=\"0.5p\",\n", - " cmap=True,\n", - " )\n", - "\n", - "fig.show(dpi=150)" + "# Your code (:" ] }, { @@ -555,12 +636,12 @@ "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", "metadata": {}, "source": [ - "#### 2.2.1 Data" + "#### 2.2.1 Data - `geopandas.GeoDataFrame` with polygon geometry" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, "outputs": [ @@ -766,7 +847,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -781,12 +862,12 @@ "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", "metadata": {}, "source": [ - "#### 2.2.2 Creat a choropleth map" + "#### 2.2.2 Create a choropleth map" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, "outputs": [ @@ -833,7 +914,7 @@ "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", "metadata": {}, "source": [ - "### 3. Additional tasks and comments\n", + "### 3. Additional comments\n", "\n", "Some interesting aspects:\n", "\n", From ac89fc0d9709b19d62b8464976c0a2413265c5f1 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 22:50:39 +0100 Subject: [PATCH 10/32] Add link to tutorial --- book/tut2_spec_pd_gpd.ipynb | 581 ++---------------------------------- 1 file changed, 23 insertions(+), 558 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 90f47bb..a834f95 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], @@ -64,109 +64,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", - "
" - ], - "text/plain": [ - " year month day latitude longitude depth_km magnitude\n", - "0 1987 1 4 49.77 149.29 489 4.1\n", - "1 1987 1 9 39.90 141.68 67 6.8\n", - "2 1987 1 9 39.82 141.64 84 4.0\n", - "3 1987 1 14 42.56 142.85 102 6.5\n", - "4 1987 1 16 42.79 145.10 54 5.1" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", "df_jp_eqs.head()" @@ -184,25 +85,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Choose the bin width of the bars; feel free to play around with this value\n", "mag_min = df_jp_eqs[\"magnitude\"].min()\n", @@ -241,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", "metadata": {}, "outputs": [], @@ -254,17 +140,12 @@ "id": "b387494c-15ae-4019-83fc-bdf325f8a76d", "metadata": {}, "source": [ - "### 1.3 Create a geographical map of the earthquakes" + "### 1.3 Create a geographical map of the earthquakes\n", + "\n", + "For plotting the earthquakes as size (magnitude) and color (depth) coded circles ontop of a map please follow the tutorial at\n", + "https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html." ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "cb543b3d-35f4-4672-967a-9d420d039e66", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", @@ -297,92 +178,10 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", - "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", - "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", - "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", - "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gpd_rivers_org = gpd.read_file(\n", " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", @@ -402,92 +201,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", - "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", - "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", - "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", - "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gpd_rivers_org.crs\n", "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", @@ -506,25 +223,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -553,25 +255,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -609,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -641,217 +328,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", - "

5 rows × 21 columns

\n", - "
" - ], - "text/plain": [ - " community shape_area shape_len AREAID response_r \\\n", - "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", - "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", - "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", - "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", - "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", - "\n", - " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", - "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", - "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", - "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", - "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", - "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", - "\n", - " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", - "0 30.7 14.3 18.2 23791 47 5013 \n", - "1 40.4 18.4 28.7 19252 78 1306 \n", - "2 44.9 26.6 33.9 10432 97 1764 \n", - "3 39.5 15.9 24.3 23472 57 6416 \n", - "4 35.4 11.3 15.7 35911 26 2713 \n", - "\n", - " num_theft population geometry \n", - "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", - "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", - "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", - "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", - "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", - "\n", - "[5 rows x 21 columns]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", "gdf_airbnb.head()" @@ -867,25 +347,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", From 309d7d427addc981953e5c650e7b2dabc7774c28 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 9 Nov 2024 22:54:05 +0100 Subject: [PATCH 11/32] Add images --- book/tut2_spec_pd_gpd.ipynb | 568 ++++++++++++++++++++++++++++++++++-- 1 file changed, 549 insertions(+), 19 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index a834f95..74e20bf 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], @@ -64,10 +64,109 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", + "
" + ], + "text/plain": [ + " year month day latitude longitude depth_km magnitude\n", + "0 1987 1 4 49.77 149.29 489 4.1\n", + "1 1987 1 9 39.90 141.68 67 6.8\n", + "2 1987 1 9 39.82 141.64 84 4.0\n", + "3 1987 1 14 42.56 142.85 102 6.5\n", + "4 1987 1 16 42.79 145.10 54 5.1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", "df_jp_eqs.head()" @@ -85,10 +184,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Choose the bin width of the bars; feel free to play around with this value\n", "mag_min = df_jp_eqs[\"magnitude\"].min()\n", @@ -127,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", "metadata": {}, "outputs": [], @@ -178,10 +292,92 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gpd_rivers_org = gpd.read_file(\n", " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", @@ -201,10 +397,92 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gpd_rivers_org.crs\n", "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", @@ -223,10 +501,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -255,10 +548,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -296,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -328,10 +636,217 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", + "\n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", + "\n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", + "\n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", "gdf_airbnb.head()" @@ -347,10 +862,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", From f5d8a0d42bbcc633d9c557c4942cd5ca436026a9 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Wed, 13 Nov 2024 18:05:24 +0100 Subject: [PATCH 12/32] Extend docs --- book/tut2_spec_pd_gpd.ipynb | 100 ++++++++++++++++++++---------------- 1 file changed, 55 insertions(+), 45 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 74e20bf..9a5f512 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -7,10 +7,10 @@ "source": [ "# Tutorial 2 - scientific Python ecosystem: `pandas` and `GeoPandas`\n", "\n", - "In this tutorial we will learn using \n", + "In this tutorial we will learn using data stored in\n", "\n", - " 1. `pandas` DataFrames\n", - " 2. `GeoPandas` GeoDataFrames\n", + " 1. [`pandas`](https://pandas.pydata.org/docs/) DataFrames\n", + " 2. [`GeoPandas`](https://geopandas.org/en/stable/docs.html) GeoDataFrames\n", "\n", "within PyGMT to create histograms and different maps." ] @@ -28,7 +28,7 @@ "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", "metadata": {}, "source": [ - "Import required packages" + "Import the required packages, besides [`PyGMT`](https://www.pygmt.org) itself, we use [`NumPy`](https://numpy.org/doc/stable/) and [`pandas`](https://pandas.pydata.org/docs/) as well as [`GeoPandas`](https://geopandas.org/en/stable/docs.html):" ] }, { @@ -38,10 +38,12 @@ "metadata": {}, "outputs": [], "source": [ - "import geopandas as gpd\n", + "import pygmt\n", + "\n", "import numpy as np\n", + "\n", "import pandas as pd\n", - "import pygmt" + "import geopandas as gpd" ] }, { @@ -59,7 +61,7 @@ "source": [ "### 1.1 Data - `pandas.DataFrame`\n", "\n", - "Use a data set with in provided together with `PyGMT` and load it into a `pandas.DataFrame`:" + "Use an example dataset with tabular data provided by `PyGMT` and load it into a `pandas.DataFrame`. The dataset contains earthquakes in the area of Japan." ] }, { @@ -177,9 +179,9 @@ "id": "8bf74452-3e78-4bce-a8db-4d0473d15eee", "metadata": {}, "source": [ - "### 1.2 Create a histogram\n", + "### 1.2 Create a Cartesian histogram\n", "\n", - "First we create a histogram for the moment magnitude distribution of the earthquakes." + "First we create a Cartesian histogram for the moment magnitude distribution of all earthquakes in the dataset." ] }, { @@ -190,7 +192,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -217,7 +219,7 @@ " # Determine y range automatically\n", " region=[mag_min - step_histo, mag_max + step_histo * 2, 0, 0],\n", " # Define the frame, add labels to the x-axis and y-axis\n", - " frame=[\"WSne\", \"x+lmagnitude\", \"y+lcounts\"],\n", + " frame=[\"WSne\", \"x+lmoment magnitude\", \"y+lcounts\"],\n", " # Generate evenly spaced bins\n", " series=step_histo,\n", " # Fill bars with color \"orange\"\n", @@ -236,7 +238,7 @@ "id": "0658236e-869c-417c-8f4a-0195025e9430", "metadata": {}, "source": [ - "Use code example above as orientation, and create a similar histogram showing the hypocentral depth distribution of the earthquakes." + "Use code example above as orientation, and create a similar histogram showing the hypocentral depth distribution for all earthquakes in the dataset." ] }, { @@ -256,8 +258,17 @@ "source": [ "### 1.3 Create a geographical map of the earthquakes\n", "\n", - "For plotting the earthquakes as size (magnitude) and color (depth) coded circles ontop of a map please follow the tutorial at\n", - "https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html." + "Now it's time to create a geographical map showing the earthquakes. You can start with using [`Figure.coast`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.coast.html) and [`Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). For plotting the earthquakes as size (moment magnitude) and color (hypocentral depth) coded circles on top of the map please follow the tutorial at https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "badc1a20-714f-49d9-955e-0cd730d158ba", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code (:" ] }, { @@ -265,9 +276,7 @@ "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", "metadata": {}, "source": [ - "## 2. `GeoPandas`\n", - "\n", - "Different datasets are available from: https://github.com/GenericMappingTools/pygmt/issues/2786#issuecomment-1787655589" + "## 2. `GeoPandas`" ] }, { @@ -277,7 +286,7 @@ "source": [ "### 2.1 Line geometry\n", "\n", - "Features which can be represented as a line geometry are for example rivers, roads or boundaries." + "Features which can be represented as a line geometry are for example rivers, roads, or boundaries." ] }, { @@ -287,12 +296,12 @@ "source": [ "#### 2.1.1 Data - `geopandas.GeoDataFrame` with line geometry\n", "\n", - "First we download some data into in GeoPandas GeoDataFrame." + "First we download some data into in a `geopandas.GeoDataFrame`. This dataset contains European rivers with its length and name." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, "outputs": [ @@ -373,7 +382,7 @@ "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -392,12 +401,12 @@ "id": "f8db1757-f80d-4cc3-b650-83109eecc390", "metadata": {}, "source": [ - "Convert to coordinate system / reference system" + "Have a look at the values in the geometry column. The coordinates are currently not given in and have to be convert. This can be done directly with `GeoPandas`." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, "outputs": [ @@ -478,7 +487,7 @@ "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -496,12 +505,12 @@ "source": [ "#### 2.1.2 Create a geographical map of the rivers\n", "\n", - "xxx" + "Let's plot the rivers represented as line geometries on top of a map. The `geopandas.DataFrame` can be directly passed to the `data` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Use the `pen` parameter to adjust the lines. The string, argument has the form \"*width*,*color*,*style*\". Different line styles are explained in the Gallery example [Line styles](https://www.pygmt.org/v0.13.0/gallery/lines/linestyles.html)." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, "outputs": [ @@ -543,12 +552,12 @@ "source": [ "#### 2.1.3 Plot subsets of the rivers differently\n", "\n", - "xxx" + "Now we want to filter the dataset based on the river length and plot the subset differently." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, "outputs": [ @@ -599,12 +608,12 @@ "source": [ "#### 2.1.4 Plot the rivers with color-coding for the river length\n", "\n", - "Use the gallery example https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html to plot the rivers with color-coding for the river length." + "Use the gallery example [Line colors with a custom CPT](https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html) to plot the rivers with color-coding for the river length." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -619,11 +628,7 @@ "source": [ "### 2.2 Polygon geometry\n", "\n", - "Used in / ideas of this example\n", - "* plot with fill=\"+z\" and aspatial parameter\n", - "* choropleth map: maybe higher-level method see PR https://github.com/GenericMappingTools/pygmt/pull/2798\n", - "* Data stored in geopandas GeoDataFrame\n", - "* built-in data of geopandas: deprecated see issue https://github.com/GenericMappingTools/pygmt/issues/2786" + "Any kind of spatial areas, like continent, countries, states can be stored as polygon geometry." ] }, { @@ -631,12 +636,15 @@ "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", "metadata": {}, "source": [ - "#### 2.2.1 Data - `geopandas.GeoDataFrame` with polygon geometry" + "#### 2.2.1 Data - `geopandas.GeoDataFrame` with polygon geometry\n", + "\n", + "Again we download some data into in a `geopandas.GeoDataFrame`. This dataset contains .\n", + "This time we are lucky and to not have to convert the coordinates." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, "outputs": [ @@ -842,7 +850,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -857,12 +865,14 @@ "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", "metadata": {}, "source": [ - "#### 2.2.2 Create a choropleth map" + "#### 2.2.2 Create a choropleth map\n", + "\n", + "Here we are going to create a so-called choropleth map. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, "outputs": [ @@ -911,12 +921,12 @@ "source": [ "### 3. Additional comments\n", "\n", - "Some interesting aspects:\n", + "Some helpful and interesting aspects:\n", "\n", - "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in PyGMT\n", - "- Combination with `shapely` to create more complex geometries (i.e. `from shapely.geometry import Polygon`)\n", - "- Use sutiable colormaps (F. Crameri publication)\n", - "- Use similarly with DataFrames from xyz " + "- Use suitable colormaps for your data: Scientific colourmaps by Fabio Crameri, see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](doi:10.1038/s41467-020-19160-7)\n", + "- Checkout the datasets provided by `GeoPandas`: Checkout [`geodatasets`](https://geodatasets.readthedocs.io)\n", + "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [`OSMnx`](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", + "- Create more complex geometries: Combine `GeoPandas` with [`shapely`](https://shapely.readthedocs.io) (i.e. `from shapely.geometry import Polygon`)" ] }, { From 4fe38a67f184417f328b46ba85da04f5a79ac24d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Yvonne=20Fr=C3=B6hlich?= <94163266+yvonnefroehlich@users.noreply.github.com> Date: Wed, 13 Nov 2024 18:19:00 +0100 Subject: [PATCH 13/32] Adjust link Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 9a5f512..be7fb4d 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -856,7 +856,7 @@ } ], "source": [ - "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab//data/airbnb.zip\")\n", + "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab/data/airbnb.zip\")\n", "gdf_airbnb.head()" ] }, From ff4dbd9fe45973879e153fcf098e708d9cd30eee Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Wed, 13 Nov 2024 18:25:26 +0100 Subject: [PATCH 14/32] Improve formulation for coordinate conversion Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index be7fb4d..8b80d43 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -401,7 +401,7 @@ "id": "f8db1757-f80d-4cc3-b650-83109eecc390", "metadata": {}, "source": [ - "Have a look at the values in the geometry column. The coordinates are currently not given in and have to be convert. This can be done directly with `GeoPandas`." + "Have a look at the values in the geometry column. The coordinates are currently not given in the geographic coordinate reference system (longitude/latitude) and have to be convert. This can be done directly with `GeoPandas`." ] }, { From 87398ac6616913c4ee65e02b6b352c9f270bc55d Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 14 Nov 2024 00:26:42 +0100 Subject: [PATCH 15/32] Add docs | Fix typos | Fix and add links --- book/tut2_spec_pd_gpd.ipynb | 89 +++++++++++++++++-------------------- 1 file changed, 42 insertions(+), 47 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 8b80d43..f37802d 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -5,14 +5,20 @@ "id": "315a335b-1325-4319-aa06-cb1b239616b8", "metadata": {}, "source": [ - "# Tutorial 2 - scientific Python ecosystem: `pandas` and `GeoPandas`\n", + "# **Tutorial 2** - scientific Python ecosystem: `pandas` and `GeoPandas`\n", "\n", - "In this tutorial we will learn using data stored in\n", + "In this tutorial we will learn using\n", + " 1. [**pandas**](https://pandas.pydata.org/docs/): **tabular data** stored in ``pandas.DataFrame``s\n", + " 2. [**geoandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", "\n", - " 1. [`pandas`](https://pandas.pydata.org/docs/) DataFrames\n", - " 2. [`GeoPandas`](https://geopandas.org/en/stable/docs.html) GeoDataFrames\n", + "within [`PyGMT`](https://www.pygmt.org) to create histograms and different maps.\n", "\n", - "within PyGMT to create histograms and different maps." + "-----\n", + "This tutorial is part of the AGU2024 annual meeting GMT/PyGMT pre-conference workshop (PREWS9) **Mastering Geospatial Visualizations with GMT/PyGMT**\n", + "- Conference: https://agu.confex.com/agu/agu24/meetingapp.cgi/Session/226736\n", + "- GitHub: https://github.com/GenericMappingTools/agu24workshop\n", + "- Website: https://www.generic-mapping-tools.org/agu24workshop\n", + "- Recommended version: PyGMT v0.13.0 with GMT 6.5.0" ] }, { @@ -28,7 +34,7 @@ "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", "metadata": {}, "source": [ - "Import the required packages, besides [`PyGMT`](https://www.pygmt.org) itself, we use [`NumPy`](https://numpy.org/doc/stable/) and [`pandas`](https://pandas.pydata.org/docs/) as well as [`GeoPandas`](https://geopandas.org/en/stable/docs.html):" + "Import the required packages, besides [`PyGMT`](https://www.pygmt.org) itself, we use [`pandas`](https://pandas.pydata.org/docs/) and [`GeoPandas`](https://geopandas.org/en/stable/docs.html):" ] }, { @@ -40,8 +46,6 @@ "source": [ "import pygmt\n", "\n", - "import numpy as np\n", - "\n", "import pandas as pd\n", "import geopandas as gpd" ] @@ -59,9 +63,9 @@ "id": "83b9b297-0fea-4e38-8745-17994d93d813", "metadata": {}, "source": [ - "### 1.1 Data - `pandas.DataFrame`\n", + "### 1.1 Tabular data - `pandas.DataFrame`\n", "\n", - "Use an example dataset with tabular data provided by `PyGMT` and load it into a `pandas.DataFrame`. The dataset contains earthquakes in the area of Japan." + "Use an example dataset with tabular data provided by `PyGMT` and load it into a `pandas.DataFrame`. This dataset contains earthquakes in the area of Japan." ] }, { @@ -251,6 +255,14 @@ "# Your code (:" ] }, + { + "cell_type": "markdown", + "id": "a32dd7d1-eab4-4a6f-b4d8-0a455135e9b5", + "metadata": {}, + "source": [ + "For details on creating Cartesian histograms you may find the tutorial [**Cartesian histograms**](https://www.pygmt.org/v0.13.0/tutorials/advanced/cartesian_histograms.html) helpful." + ] + }, { "cell_type": "markdown", "id": "b387494c-15ae-4019-83fc-bdf325f8a76d", @@ -258,7 +270,7 @@ "source": [ "### 1.3 Create a geographical map of the earthquakes\n", "\n", - "Now it's time to create a geographical map showing the earthquakes. You can start with using [`Figure.coast`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.coast.html) and [`Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). For plotting the earthquakes as size (moment magnitude) and color (hypocentral depth) coded circles on top of the map please follow the tutorial at https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html." + "Now it's time to create a geographical map showing the earthquakes. You can start with using [`pygmt.Figure.coast`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.coast.html) and [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). For plotting the earthquakes as size (moment magnitude) and color (hypocentral depth) coded circles on top of the map please follow the tutorial [**Plotting data points**](https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html)." ] }, { @@ -286,7 +298,7 @@ "source": [ "### 2.1 Line geometry\n", "\n", - "Features which can be represented as a line geometry are for example rivers, roads, or boundaries." + "Features which can be represented as a **line geometry** are for example rivers, roads, and boundaries." ] }, { @@ -294,7 +306,7 @@ "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", "metadata": {}, "source": [ - "#### 2.1.1 Data - `geopandas.GeoDataFrame` with line geometry\n", + "#### 2.1.1 Aspatial Data - `geopandas.GeoDataFrame` with line geometry\n", "\n", "First we download some data into in a `geopandas.GeoDataFrame`. This dataset contains European rivers with its length and name." ] @@ -401,7 +413,7 @@ "id": "f8db1757-f80d-4cc3-b650-83109eecc390", "metadata": {}, "source": [ - "Have a look at the values in the geometry column. The coordinates are currently not given in the geographic coordinate reference system (longitude/latitude) and have to be convert. This can be done directly with `GeoPandas`." + "Have a look at the values in the geometry column. The coordinates are currently not given in the geographic coordinate reference system (longitude/latitude) and have to be converted. This can be done directly with `GeoPandas`." ] }, { @@ -505,7 +517,7 @@ "source": [ "#### 2.1.2 Create a geographical map of the rivers\n", "\n", - "Let's plot the rivers represented as line geometries on top of a map. The `geopandas.DataFrame` can be directly passed to the `data` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Use the `pen` parameter to adjust the lines. The string, argument has the form \"*width*,*color*,*style*\". Different line styles are explained in the Gallery example [Line styles](https://www.pygmt.org/v0.13.0/gallery/lines/linestyles.html)." + "Let's plot the rivers represented on top of a map. The `geopandas.DataFrame` can be directly passed to the `data` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Use the `pen` parameter to adjust the lines. The string argument has the form \"*width*,*color*,*style*\". Different line styles are explained in the Gallery example [**Line styles**](https://www.pygmt.org/v0.13.0/gallery/lines/linestyles.html)." ] }, { @@ -552,7 +564,7 @@ "source": [ "#### 2.1.3 Plot subsets of the rivers differently\n", "\n", - "Now we want to filter the dataset based on the river length and plot the subset differently." + "Now we want to filter the dataset based on the river length and plot the subsets differently." ] }, { @@ -587,8 +599,8 @@ " frame=True,\n", ")\n", "\n", - "# Split the dataset in two subsets of shorter and longer rivers\n", - "# Feel free to play around with this value\n", + "# Split the dataset into two subsets of shorter and longer rivers\n", + "# Feel free to play around with the limit\n", "len_limit = 700000 # in meters\n", "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", @@ -608,7 +620,7 @@ "source": [ "#### 2.1.4 Plot the rivers with color-coding for the river length\n", "\n", - "Use the gallery example [Line colors with a custom CPT](https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html) to plot the rivers with color-coding for the river length." + "Use the gallery example [**Line colors with a custom CPT**](https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html) to plot the rivers with color-coding for the river length." ] }, { @@ -628,7 +640,7 @@ "source": [ "### 2.2 Polygon geometry\n", "\n", - "Any kind of spatial areas, like continent, countries, states can be stored as polygon geometry." + "Any kind of areas, like continent, countries, and states can be stored as polygon geometry." ] }, { @@ -636,10 +648,10 @@ "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", "metadata": {}, "source": [ - "#### 2.2.1 Data - `geopandas.GeoDataFrame` with polygon geometry\n", + "#### 2.2.1 Aspatial Data - `geopandas.GeoDataFrame` with polygon geometry\n", "\n", - "Again we download some data into in a `geopandas.GeoDataFrame`. This dataset contains .\n", - "This time we are lucky and to not have to convert the coordinates." + "Again we download some data into in a `geopandas.GeoDataFrame`. This dataset contains information regarding airbnb rentals, socioeconomics, and crime in Chicagos.\n", + "This time we are lucky and the data is directly provided in the geographic coordinate reference system (longitude/latitude) and no further coordinate transformation is needed." ] }, { @@ -867,7 +879,7 @@ "source": [ "#### 2.2.2 Create a choropleth map\n", "\n", - "Here we are going to create a so-called choropleth map. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states." + "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``." ] }, { @@ -896,8 +908,8 @@ "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", "\n", "# Set up colormap\n", - "popul_min = np.min(gdf_airbnb[\"population\"])\n", - "popul_max = np.max(gdf_airbnb[\"population\"])\n", + "popul_min = gdf_airbnb[\"population\"].min()\n", + "popul_max = gdf_airbnb[\"population\"].max()\n", "pygmt.makecpt(cmap=\"bilbao\", series=[popul_min, popul_max, 10])\n", "# Add colorbar\n", "fig.colorbar(frame=\"x+lpopulation\")\n", @@ -923,27 +935,10 @@ "\n", "Some helpful and interesting aspects:\n", "\n", - "- Use suitable colormaps for your data: Scientific colourmaps by Fabio Crameri, see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](doi:10.1038/s41467-020-19160-7)\n", - "- Checkout the datasets provided by `GeoPandas`: Checkout [`geodatasets`](https://geodatasets.readthedocs.io)\n", - "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [`OSMnx`](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", - "- Create more complex geometries: Combine `GeoPandas` with [`shapely`](https://shapely.readthedocs.io) (i.e. `from shapely.geometry import Polygon`)" - ] - }, - { - "cell_type": "markdown", - "id": "d1b3e114-1ff0-4cec-b75a-649cdc16ddfe", - "metadata": {}, - "source": [ - "### 4. References\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "885ad8a2-b4f2-4b8d-8cc3-13c7116600bf", - "metadata": {}, - "source": [ - "- xyz" + "- Use suitable colormaps for your data: [**Scientific colourmaps by Fabio Crameri**](https://www.fabiocrameri.ch/colourmaps/), see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](https://doi.org/10.1038/s41467-020-19160-7)\n", + "- Checkout the datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", + "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [**OSMnx**](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", + "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e. `from shapely.geometry import Polygon`)" ] } ], From 20775a7c72eda8888090f236ea1dd9ddc19a73eb Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 14 Nov 2024 00:50:57 +0100 Subject: [PATCH 16/32] Fix section level --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index f37802d..fd7ca8c 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -931,7 +931,7 @@ "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", "metadata": {}, "source": [ - "### 3. Additional comments\n", + "## 3. Additional comments\n", "\n", "Some helpful and interesting aspects:\n", "\n", From 14ad9520887199a8c7f6df67facb2ae80f1c016b Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 14 Nov 2024 23:25:13 +0100 Subject: [PATCH 17/32] Improve comments --- book/tut2_spec_pd_gpd.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index fd7ca8c..1875de3 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -298,7 +298,7 @@ "source": [ "### 2.1 Line geometry\n", "\n", - "Features which can be represented as a **line geometry** are for example rivers, roads, and boundaries." + "Features which can be represented as a **line geometry** are for example rivers, roads, national boundaries, shorlines, and any kind of profiles." ] }, { @@ -640,7 +640,7 @@ "source": [ "### 2.2 Polygon geometry\n", "\n", - "Any kind of areas, like continent, countries, and states can be stored as polygon geometry." + "Any kind of areas, like continents, countries, and states can be stored as **polygon geometry**." ] }, { @@ -938,7 +938,7 @@ "- Use suitable colormaps for your data: [**Scientific colourmaps by Fabio Crameri**](https://www.fabiocrameri.ch/colourmaps/), see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](https://doi.org/10.1038/s41467-020-19160-7)\n", "- Checkout the datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [**OSMnx**](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", - "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e. `from shapely.geometry import Polygon`)" + "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)" ] } ], From 133b7e1b8ab020c992cd84f47a1101411268c4c2 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 14 Nov 2024 23:27:59 +0100 Subject: [PATCH 18/32] Update '_toc' --- book/_toc.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/_toc.yml b/book/_toc.yml index 63490bc..ab5bb9f 100644 --- a/book/_toc.yml +++ b/book/_toc.yml @@ -13,4 +13,4 @@ parts: - file: markdown - file: notebooks - file: markdown-notebooks - - file: ecosystem_pd_gpd + - file: tut2_spec_pd_gpd From fff993296bde06a0bc07d38f6a1adc8269d52df3 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 17 Nov 2024 02:03:10 +0100 Subject: [PATCH 19/32] Use seperate cells to show extrem values used for colormap --- book/tut2_spec_pd_gpd.ipynb | 68 ++++++++++++++++++++++++++++--------- 1 file changed, 52 insertions(+), 16 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 1875de3..0b9bf5d 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -191,6 +191,26 @@ { "cell_type": "code", "execution_count": 3, + "id": "c2136295-4486-4845-ac7e-da2d2eb87941", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.0\n", + "6.8\n" + ] + } + ], + "source": [ + "mag_min = df_jp_eqs[\"magnitude\"].min(); print(mag_min)\n", + "mag_max = df_jp_eqs[\"magnitude\"].max(); print(mag_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, "outputs": [ @@ -211,8 +231,6 @@ ], "source": [ "# Choose the bin width of the bars; feel free to play around with this value\n", - "mag_min = df_jp_eqs[\"magnitude\"].min()\n", - "mag_max = df_jp_eqs[\"magnitude\"].max()\n", "step_histo = 0.2\n", "\n", "fig = pygmt.Figure()\n", @@ -247,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", "metadata": {}, "outputs": [], @@ -275,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "badc1a20-714f-49d9-955e-0cd730d158ba", "metadata": {}, "outputs": [], @@ -313,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, "outputs": [ @@ -394,7 +412,7 @@ "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -418,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, "outputs": [ @@ -499,7 +517,7 @@ "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -522,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, "outputs": [ @@ -569,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, "outputs": [ @@ -625,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -656,7 +674,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, "outputs": [ @@ -862,7 +880,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -884,7 +902,27 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, + "id": "4e07f091-7018-4609-9e75-d40400e18181", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2876\n", + "98514\n" + ] + } + ], + "source": [ + "popul_min = gdf_airbnb[\"population\"].min(); print(popul_min)\n", + "popul_max = gdf_airbnb[\"population\"].max(); print(popul_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, "outputs": [ @@ -908,8 +946,6 @@ "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", "\n", "# Set up colormap\n", - "popul_min = gdf_airbnb[\"population\"].min()\n", - "popul_max = gdf_airbnb[\"population\"].max()\n", "pygmt.makecpt(cmap=\"bilbao\", series=[popul_min, popul_max, 10])\n", "# Add colorbar\n", "fig.colorbar(frame=\"x+lpopulation\")\n", From 336eb38fc52c1dc56c56587abea10dcfed160bfb Mon Sep 17 00:00:00 2001 From: Esteban82 Date: Fri, 22 Nov 2024 10:17:34 -0300 Subject: [PATCH 20/32] Fix typo in geopandas --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 0b9bf5d..238e7b0 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -9,7 +9,7 @@ "\n", "In this tutorial we will learn using\n", " 1. [**pandas**](https://pandas.pydata.org/docs/): **tabular data** stored in ``pandas.DataFrame``s\n", - " 2. [**geoandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", + " 2. [**geopandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", "\n", "within [`PyGMT`](https://www.pygmt.org) to create histograms and different maps.\n", "\n", From f282b3baf6ed8d950806d7041ffed3146badeb91 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 23 Nov 2024 14:04:32 +0100 Subject: [PATCH 21/32] Expand docs --- book/tut2_spec_pd_gpd.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 238e7b0..f2587ae 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -9,7 +9,7 @@ "\n", "In this tutorial we will learn using\n", " 1. [**pandas**](https://pandas.pydata.org/docs/): **tabular data** stored in ``pandas.DataFrame``s\n", - " 2. [**geopandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", + " 2. [**GeoPandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", "\n", "within [`PyGMT`](https://www.pygmt.org) to create histograms and different maps.\n", "\n", @@ -897,7 +897,7 @@ "source": [ "#### 2.2.2 Create a choropleth map\n", "\n", - "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``." + "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``" ] }, { From 61deeadcbad2ef77860f6dfdd15f4f0410242d16 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 23 Nov 2024 14:16:39 +0100 Subject: [PATCH 22/32] Improve docs for 'frame' of corophlele map --- book/tut2_spec_pd_gpd.ipynb | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index f2587ae..9519959 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -897,7 +897,7 @@ "source": [ "#### 2.2.2 Create a choropleth map\n", "\n", - "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``" + "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``, but feel free to modifiy the code below and use another quantity for the color-coding!" ] }, { @@ -928,7 +928,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "" ] @@ -943,12 +943,16 @@ ], "source": [ "fig = pygmt.Figure()\n", - "fig.basemap(region=[-88, -87.4, 41.6, 42.05], projection=\"M10c\", frame=\"rltb\")\n", + "\n", + "# frame=True adds a frame using the default settings\n", + "# Use \"rltb\" (right, left, top, bottom) to plot no frame at all which\n", + "# can be usefull when inserting the figure within a document\n", + "fig.basemap(region=[-88, -87.5, 41.62, 42.05], projection=\"M10c\", frame=True)\n", "\n", "# Set up colormap\n", "pygmt.makecpt(cmap=\"bilbao\", series=[popul_min, popul_max, 10])\n", - "# Add colorbar\n", - "fig.colorbar(frame=\"x+lpopulation\")\n", + "# Add vertical colorbar at left side\n", + "fig.colorbar(frame=\"x+lpopulation\", position=\"jLM+v\")\n", "\n", "# Plot the polygons with color-coding for the population\n", "fig.plot(\n", From 4de5fa615d0eada6007a89fe2e88061924f6f670 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sat, 23 Nov 2024 19:18:04 +0100 Subject: [PATCH 23/32] Add needed packages and versions to 'enviorment.yml' --- environment.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/environment.yml b/environment.yml index f18c451..394364c 100644 --- a/environment.yml +++ b/environment.yml @@ -7,6 +7,7 @@ dependencies: - jupyterlab=4.2.5 - pygmt=0.13.0 - python=3.12 - # Optional dependencies - - geopandas=1.0.1 - jupyter-book=1.0.2 + # Tutorial 2 - pandas and GeoPandas, Tutorial 4 - Geophysics (Seismology) + - pandas=2.2.2 + - geopandas=1.0.1 From 45ea49b64ae721463c542b4ec51dd797307baecf Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 24 Nov 2024 01:18:18 +0100 Subject: [PATCH 24/32] Add comment regarding OGR formats --- book/tut2_spec_pd_gpd.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 9519959..e40a7da 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -976,9 +976,10 @@ "Some helpful and interesting aspects:\n", "\n", "- Use suitable colormaps for your data: [**Scientific colourmaps by Fabio Crameri**](https://www.fabiocrameri.ch/colourmaps/), see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](https://doi.org/10.1038/s41467-020-19160-7)\n", - "- Checkout the datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", + "- Datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [**OSMnx**](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", - "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)" + "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)\n", + "- Support of OGR formats: Use [`geopandas.read_file`](https://geopandas.org/en/v1.0.1/docs/reference/api/geopandas.read_file.html) to load data provided as shapefile (.shp), GeoJSON (.geojson), geopackage (.gpkg), etc." ] } ], From a5441be1b2cded1f492cb8cc8c968a778e49dcb1 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 24 Nov 2024 12:12:24 +0100 Subject: [PATCH 25/32] Introduce variable 'dpi_imag' for resolution of images within JN --- book/tut2_spec_pd_gpd.ipynb | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index e40a7da..c43bdea 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -47,7 +47,10 @@ "import pygmt\n", "\n", "import pandas as pd\n", - "import geopandas as gpd" + "import geopandas as gpd\n", + "\n", + "# Use a resolution of only 150 dpi for the images within the Jupyter nootebook, to keep the file small\n", + "img_dpi = 150" ] }, { @@ -252,7 +255,7 @@ " histtype=0,\n", ")\n", "\n", - "fig.show(dpi=150)" + "fig.show(dpi=img_dpi)" ] }, { @@ -572,7 +575,7 @@ "\n", "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue,solid\")\n", "\n", - "fig.show(dpi=150)" + "fig.show(dpi=img_dpi)" ] }, { @@ -628,7 +631,7 @@ "\n", "fig.legend()\n", "\n", - "fig.show(dpi=150)" + "fig.show(dpi=img_dpi)" ] }, { @@ -963,7 +966,7 @@ " aspatial=\"Z=population\",\n", ")\n", "\n", - "fig.show(dpi=150)" + "fig.show(dpi=img_dpi)" ] }, { From 1d98d809b90e75b704df26e6f3fca579c7098d94 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 24 Nov 2024 12:14:49 +0100 Subject: [PATCH 26/32] Include path to CPTs --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index c43bdea..555d1a1 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -953,7 +953,7 @@ "fig.basemap(region=[-88, -87.5, 41.62, 42.05], projection=\"M10c\", frame=True)\n", "\n", "# Set up colormap\n", - "pygmt.makecpt(cmap=\"bilbao\", series=[popul_min, popul_max, 10])\n", + "pygmt.makecpt(cmap=\"SCM/bilbao\", series=[popul_min, popul_max, 10])\n", "# Add vertical colorbar at left side\n", "fig.colorbar(frame=\"x+lpopulation\", position=\"jLM+v\")\n", "\n", From a7ad383e127de534b5d30a6538d650aaa7290b6a Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 24 Nov 2024 12:35:32 +0100 Subject: [PATCH 27/32] Add path to SCM --- book/tut2_spec_pd_gpd.ipynb | 65 ++++++++++++++++++++++++++++++++++--- 1 file changed, 61 insertions(+), 4 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 555d1a1..d5ac01c 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -596,7 +596,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAHlCAIAAADN0FvoAAAACXBIWXMAABcSAAAXEgFnn9JSAAAAHXRFWHRTb2Z0d2FyZQBHUEwgR2hvc3RzY3JpcHQgOS4yMcb0+xQAACAASURBVHic7L1PjON8euf3Y1VNYhvT1cC8G8SGqt74kC6bkrJwkABv99uHADmM30V3TqLE8h72MJgXyCGHacAL5FKwZnXxYcY9Z8/Eh8DIFikSNrJd2Jk5BEiCt7saRmB4LJK71UDsnVLFk8O7QFctxhNPVTGHb+npX5ESRVL8z+eDRkMlURQlUfz+nv+K7/ui8iiKUovjbDyKomiaNp1Oyz6QtjMcDoUQ/EWUznA4tCyLr06l05IvYqvsA2AYhmEYZj0s2AzDMAxTA6roap5Op3/0R3+0t7dH97x69er58+dZ7X8+n5+fn2e1NyHEkydPMtzbmzdvMtzbwcHBRx99lNXe/uqv/ur8/DzDHbbno8v2rPvyyy+fPHmS4eG156MTmZ51X3755Zs3bzJ8s+356ESmZ92XX375O7/zO7JqbEi2H91HH310cHAQ50WFEPK7ePPmDe4EO1kdUIaYpnl+fi4f9C9+8YsM939+fn5xcZHhDrMl22OLc5bE5+c///kvfvGLyn56Vf7oMj/rMrysi5Z9dBny0UcfZfuLaM9HJ7I+6zJUa5H1R7e/vx/zRcX9NxI8Br96aJqmaZp8T7bHqWlaVl9DHp9htsf2+vXrDI+NP7rU8EeXGv7oUtOqjy7bY8v2ozNNM+aLRmsfx7AZhmEYpgawYDMMwzBMDWDBZhiGYZg6kKXXPyMyj7swDMMwTB2RxbGKWeJL8YstP3McZzabeZ43GAy63e5kMhFCqKrqed5wOOz1etHPxQaGYdAe4ryoZVme543H4yzeAcMsx3Gc6XSKk/no6Ci/F9re3hZC3Nzc5LR/y7K63a5t20KIbH81pmkKIXZ3d09PT/FBZf4SqxiPxzGvMykwDEMIUQWLaGtrS1EU3M7vDKkduq7jfF5FbQS7YHq9Xq/XM03Ttm3XdVVVxf3dbjf6V2Sapuu6s9mMTkfbtqMF23Vd7FnTtMlkQnrPMHnQ6/Vms9nDhw8LeK2c1tlY2gohPM+j3+bmYIXd7XZx2Kenp7g/D+1cRX5qLYTIe4kWn9vbW6znCrbE6g4L9nKQhS9fDnq9Xr/fj3gKfu1CCDwFT8dDlmVFrGpd1/U8jxZWs9nMcRzf9xVFGY1GmbwdhpHxPO/BgwcZSt1ScrKc8HsRQozH4x/+8IcwgjffLaxqVVWxQNc07Xvf+97V1ZWiKEUuoHVdz2nPpmnm/Y0ngg3rFHDS2RIcx4HVe3R0BKH1PC9arbHNYDDAbZTTHR0dqaqKJbNlWaueSFvSfiD2MR3pDJOU8Xj8u7/7uzgtcarXiG63ix+aYRiXl5dCiLW/zbVgga5pGn50+NV//etfF0Kwu4upDmxhL6HX68HGFQvnG4YjraXb7QYuf2RYr70sYkvY4pZlqaq6+WWIYVbR7/f7/T7isrVbGuKAEWxCo4lN9oYFOhYB3W4XO3dd13XdtSGwwuBIGSNYsFcxGo0Mw5hMJqqqxkw2UVUVWTBLH41zTYSor0o9M00TkfU4B8O0EyRLxnSrwkdahRSkFJBmCyE2iRwhBU/ODIUzDC6u0mNSlP0q2NZnWLADGIZBkeN+v78qigwHWuCy2O/3Z7OZ67oproBYziNk7nmevAc5mj6dTqfTKVb98q/XcRzHcehP2eDIL4GFqQ44AbDgix+nxPaogKhILlIiEGze0KU/m81UVZXX0/itaZpWrotL/uEPBoPo5GGmJbBg30G1Lr7vo7JC1/WlOofSCCGEaZqynDuOI4ex44MVvaIoUGs4w2lljesvXU8h7VBueSerLtODwQBbsmY3kkB2JM7bmM8dj8dkX+Z5jHkBu3MTf364zAnRqPwyv9ay6oe/uWD3er3ARYOpHSzYQggxm80syyK3GGyOACTPKI1wXde2bTmwJFd/xYdSXoUkuvCHY2UduB5RjC0RrNkNI3xZx4mUSGmg1qKGMWyx+LltUkmBtPDqRAQCJnXmXwoLdgNgwf4A1UMv1V3Xdcfj8XA4RKxa0zTUW0MFHceBfex5XiKvOBbOcMFRJnm2P1ekwnHSSmNArX/gsm7bdszUSAJ50Y7jRJcdVhN5pZsCRK+Wuhaog0JhoCIUnvlVX4SqqoZh9Pt9/hW3GRZsIaSMWaqHDud8QcURQg5npSKEjG1QLRPzCohfqeu61Ewtp0snNyhoBohVZxJyRozWdd3Sz42dnfQXom9/+9uZP7dEl3jebPJxMZszGAwoqJoCFuwPQIk9z+t0OvL9FN4WQoSzP+DIwqo8ndbSDvNTa/RQy2PPTMGsCjmrqprOiTIajbgbLsPUAhbsD6xKNyV3N2WT2rYN9/Xl5eXFxcUm/YNk13d+bsnaNcdgloJCrFXhktIN5Q2pnVueYeIT0TsrPizYHxiPx9/97nevrq52d3fl+3EdHAwGruvC140rpmVZaLQkFgkdSOEWSS496ZLIEoH8uKQBTqZqRDvDaQxGUrAIwElSenEXZ0UxTSWT3AhuTfoBx3Gurq663W4ggoU/KclF7uZIExTgirRtW1EU5J0VeuirwYVY0zTOVak70fVXqZd9vV6vUmcswzCrYMH+AFooIPc78JCu61gf9ft9+eq2u7tLWtjtdisYC0R7Re5yWneineEROI5jmmZEnkuv12NfNMPUAhbsD6DFGJJ3wo8iN4eyz6DZKJeyLOu73/0uupmiVqQ6ha2e55XeXpHZEDjD18qqqqqoLQamaeKMXWs99/v9BudFM0xj4Bj2HbjSTSaT6AbCyCTHpZMi2ZBwMq9t27ZtuwpdmunYmFqTrhmZ3Mknph7XsSCbYdoDW9gfwNUt2h7Fo8j3owbgSBwbDAZU+lWdXo/Fd4FgsiW1MxxphoqixFRrWoAmfSGGYYqBLew7kOYNp2K0Zvf7/el0Kpc1U3bugwcPcKOA3O84LJ36xVQccmujPAGtcOM8MfB1J53tNhqNqFkpwzAVhAX7Dmq0uzbgh4sg/sd0LxJ7RVGQlV0Flzjn/dYCtKWU7wlEMWJ6azIJf3C7aYapMizYH0BfZRE5Kx72Nz0KZ6NhGBixRSlpVSDdMBKmSGBMZ5KliDmqmx8StcrffFcMw2QLC/YdqHuJjvZh7CZGL1BummmauFaiKkxUpmFTVldwJj+yqimAeZ1Jqb2iKHXvmJY5+B1V1vcwnU5N06zs4TEZwklnQiwMHc/zlhZ0EePxGE5vdD3Dxt1uF79nb8FkMqlI5g43S6kyibLJtre3Vz1kWZbneVmV2o9Go02mYDUSy7Iq8oteimma2R7edDrNcK2vrIBeAi9Hd4ZXHtEb5PdoBWELW4hFuDeOA5mKrcmgwYUSXnHY1pZllZ5xxgVd1Scw3jEgyb7v397e0p83NzdLd4Ir9XA4zHZxBh9SoqdsbW3JBxzB9vb2qrdTTSriMyuMbFcASz89ef9wVdJmo9HINE15xRC9QX6PVhAW7Ds6nU7M6hdd1zGYFhlnyK2VU3kr8vPmgq4qEzCvt7a2oNAk2zHFDy3Es217gnmvImG705gHLFYvPipL9Q2vKhP+9IbDoaZpuB/qKMukoijyn9Eb5PdoNWGXuBBCjMfjzz//PP72uq73ej2oNd05mUwCznAMC8nyQGPjeR77wytLuHPZ7e1tfMGTycOXMxqNFEWxbbudhQbTBXCWCiGGwyGFscNXc3qU/oxwwAb2LG8ve4mXEr1lwLsb8VD0UdGjgS1X7WHpm4p+F5Zl0ZWTXES0gaZp8mUzeoP8Hg0TeKf0WRXpVGcLOz10zvV6PVyCwyFJhLRFRpnAcUA7l263y4JdWSg/MSvSTcKOgGqy47REbRhUB0/Z8nQRh69Ylu3pdCon1UOxVrlYw3uGetH2lmWtuuiv3XI0GmmaRgdMj06nU9nxi3h89FGFiXhfcZ4ug80CMhn9lOgN8ns0AN4pjh9PxGcupM9W3F8BZA4LdsbIqoz2KcgJKubVUQUe3V2VKZdAAEUG/vCbm5uIFLMw6H6f+foMfVfa2XgHF+Vwtvx0Og14TXERX+XdHQ6Ho9FI3k9gz/hTNmpXWXhrtwy8rrzIEPdnpcM1GHFU8puK875WfVxh4ufbr7VWozfI6VF5rYO1mrj/QeXtUmXBTo9pmtSLSgixNOMXap2utWRSaJImz+aqPquyutLFd5MWYjmO4zhOnFVd+WXZ/+dQnGd6EfynsT6rVZfssMNWtnoDtuNoNAqbwhFSEd+hujQwvHTL8NeHtxBw70e8dJz3FefIA96ImhIIrhcMC3YyZFNGjvDRCC/cSR4SaDkc4zEbTKYGHVJZrSvObDZDVldYsJOqdTrnDXqrxfTJl1+W/Z9Vy1ckaxVUKrDuSXQdh3YqioIrRoTsxd9y7cHgLSTNrtpcnwKGO5MCFuwEzGYzy7JIsIfDIfQb87MDl06yrQuzsAeDAXU1Z6oJtdnBVFZN0+JXQ4XRNI0m0MR/VqKUckyVhU1Zjm308VB8XKGsXVm3oEDRbl5N0yI8GVB9KqOCHi/dVfwtE72FtaR7X0tJZF6v3XmcKU15PFouLNhxQYMznOuO48xmMyjx69evLy4uVFWV08pkp1nehjXBvUirD6zV2WyG4sBVmg1TO46WrzLWMwQjZUVGwze3trYURaldZZcMecXlD0ROQ0u0NzkFPZzUlm5LAsZ0eD+JDg83NrSMsZ/4Wrj2INdm1Of0aLlwWVcsDMPwfX88HsO8xrl7dHSkadru7m6n05FNHFoCFzz/I8N2V0xOkNNFCKEoiud5ruuuUuWYljf2Rsm6mTMajXRd7/f7meROpnYnVAeoDhKnoxUoutIJj8oxUVxYwl9l/C3DT1z10CYCHLOCK87xhCupAuvC6A3ye7SasGBH4TiOaZqGYVxdXYUdiRSu3t3dFULYtm1ZFvyT6GBKNV0FtDZEezUu5ao+mqapqjoej33fz8Qjoqqq7/tYUBKGYSBSU0FqbV4LSXXC5UkIb+PPtTlW4YytVWZo/C3DBI4qUB4Wh6TvaymrnoK3EMjkkt9X9Ab5PVpN2CW+EsrN8TwvcKoNh8PXr1/TGE2Ub9m2PZ/PPc97/Pjx6empWNReQ7ljDklMB7JRKn6qMUS2q/jw3hDYxlmR1RrOcRwOuBBLO2zAQY2PnTaLNmQx/U/e1apcsPhbbn5UeCEKk6fYQ4CI4xwOh3hr8s7l7aM3yO/RalJ2CugyllazFX+caBwhhFhaKIUEtE6nc3FxQdFrHLas2ZR0lrmnhTLSPc/jwuu6MB6PC8tpwNmYSddSJG2I3PLOdnZ2RHIZqCxkq8W8+sePE28SUU50VAiTBzZO+r5SHF50eXTEBvk9mhVYFgwGA0yGXIqu6+HEYVn72MJeSa/Xwye1NDDc7/fRmo7UmuQTq28yRzLscUYLAvnOYdaDH5hmAK/PhjuhxinFVDo0g6SX/k3Kr/N4FRHqt7r5q69l7c6jN8jv0UrBgh3Fqhwu9J2gYcaQapqXAFmFnzzDg5lMJlgEyGPBMvR5Mg0jk+zxSo14Z5iWw4Kdhul0ijouNBej+2GORHg8NmGpK9V1XXiu8nhFJg82KbxOhOd5mzcW7ff7NbI/GKbZsGCnBxln8EjD5sb9qzpFpxhZGA31zRiPxxzGrgs5qXWgt8mGA9HRdUBV1X6/X353UoZhhBBc1pWObrerKMp4PMacTSFEr9eDXsKmQTWXDGzxzOcVdrtdlAm1cxIiIxZTXAO1DBsW5Y9GI+j9dDotbHQNwzDRsIWdhlW2rOM4nU7n4cOHgZx2alNKNvGG9gqliItFL452TlVihBCYz4bbdKapqrphcgOc4UdHR0WOm6smxWQRV/8YmNJhwc6S6XT66NGjgLErD+zKpH0KzdAUQvi+z+O52gxc371ez3Vd+HWQBbl54Q2a5GfuDK+j/Ofd9aguxxCHVR3QqGZP7oiOhuSBczV6g/werQUs2OkxDENuV4JC1Y8++ujdu3e0jWxb06UqTnBx1bgFnqFZd/Jo/Y3Z1Qg8j0Yj0zTTmddyk3y0I83cpMPsk8Dhffvb3872VbKF4/fxWfpZyasNXDBpM5yugdmdERvk92gtYMFOCbr4klpTks5nn312eXnp+76cQE4X6KV901aBzqZy0xVIfuB6h4tsv9/n+q7qg2yDbAWbbJper4c9p0s/pHMYbnBkMmaYcYbuuaqqyjNqawE7ouOzdFA3mddQR1kmFUWR/4zeIL9H6wInnaXEdV3qIWWaJoLWiqLMZjNckclrLTdOwbUVLcej949LJJ44mUyoGzkNIKGXJkeTYRiUqc60kF6vF+F3iTg3HMdBb3PMsxFCaJo2GAxwVmNCyYbHhrPXtm3P8yrYXVFmuoBGXMhjssLX90CPETwLszoC6hXes7y9PN4jzkGueqHAq4R3Sw8NF1O9l76pODtfe5xoW0krSJwG4Qbs9Gf0Bvk9Gib8MdKaY9X3WwAVtbA7nc6TJ0/ozwrGb+QkL5pr2ev18BVCsNFZBaY2eonThQ+PRhsu8nxr+NJly4zsIbkx6nQ6ZWu7zRiGsaoXKVrtqqpKcRzUIvq+j173AbsfsXBFUTaf4Ck3Sc1vqlhW0BGSa4GuP+GhloFJGNCwVU7X8J4DozgwYyNOzy/Zu4vVPL0QXgW7pQ1ot3guPYTbgQtsxLsIv4VosFlAJqOfEr1Bfo8GCH+M+KyE9LGLHGZxRmtfRQX7yZMn8lmbbpRbAVCwEGE/XBDxEE1RxP8YAYLRwrgI+r4ffdJTrzTKCcdEJtp/4CJLpxHLdsXJsHeK3B3FcRzP81Y10hmNRoieoHAfd9L5I6eaA5yx2HI8HqfWbOwnEEesOPhhhj0B0+k04EfFZX2Vv3c4HI5GI3k/gT3jT3kGVxzjBC8q7xaLsDi7lQ9YSNpPrH0Xqz6cMPEz29cuU6I3yOlReRmElZm4PzAtD0syWvsqKtgVB9dEjPOCmYuyV13XA23OILQ0MBsbk6dRCDGZTNZOg0jU5VSWbSEEa3YFyWkBioFaruvKQWIY1sh7APIpChVfmrZNfiOxsLZTCDbcS5u0u/9fh8OzTC+Lvx/PIb/qIh524cr2ccCaxNirsFc56YsGCC/0cVQB0z/Oc8MGYpx3Eec4p6mmcFaNQHC9dFiwk4FCFyH1H6X+3mRqHx0dBWJ+FxcXmOsliso4xQ94NpuxYFcKRVF8399wIHT0uj6Q1YUZNtPpFP34aEg2jQah2HaEJI9Go3RG9oZqLYT4rYpZ5LJ6QbeWWqgxwe8UgyxFbGN01VGtTaFa+ujSUO7m+hQw5ZlMYMFOBowYWCSapqHyFb5u2gZWBYTc87y9vb35fH5xcUFjQooBh1e7jFwmJtQghe4hz02giw4my4lFD3yxaGpLz8IpHa3HkKgURvaGp99vDYe/VQ3jBshKBk2Kdvyi3nfV3qD6VBxMI6g3OapNSPculpLIvF678+gN8nu0arBgJwMGtNz8AXm58rcOtaa1M1I2XNe9vLws+GjrWELDrAXXwclkgjQu6gegKIrsx5ZBlbZcIijnMx4dHYWb6Qamc+bUR6WOkEkqfxprfdGrkFPQw0ltYWBMh3cS57WWPle+J/W7WHo88bVw7fGn8Bxk8mjV4LKuxEwmE1JrKKJc3wUTBD9jz/MgltSZuWCQG5LT9DAmBakrmiJKASnrG52b6Gwc3ydgQOOExLmxdM9hY7rf79euSVke4NOG0yJak6Jrn6i2iv6ETEYn0kcIzFqVTSdOMSu44rxc2P0eWAJGb5Dfo3WBBTsB+CFpmob+D+FH379/j1IusegZiQpXIYSu69/85jfFiotjfuCMZM2uCPHb5oSfaNv2RIIekjVD9qaQY3wwGBwdHR0dHckajNvwq0eck7J3vdfroY9KiuNvEqRD4YIlhLfx59qsq3AOV0zDNPBCgdqwOM8NvGLEztPljq16Ct5aIJNLfr/RG+T3aF1gl3gC6NtFnk7gytXtdk9PT9EzXAjheV6n09nd3VVVlSptsIjefPhHIvALHI/HG6b/MBuySVsbCsRg5GWg1Z2IDBUvDU6j9AAPoaFe+Fm0/9SnjXzyN4mliVpwZSMQRptFW734cORdxem9leKFAs+lbwRFxvIBbLJzEHH8w+EQb1neeaDtTMQG+T1aF5QKdh0KJ3Egt7a8IwoCs0PuQQFgyOIHMJ/P9/b26Mcgt7NASHttNVe2cBPy0qHTY5PJ6JPJhGafU+tv7I2yJWSzGPeE+6JEgLp/6ntPJzkdf/yjjVnWRZ06mpFUTNZbTD3YJP6d6IUIxMvxxFVJc6l3Hoe1JdrRG+T3aH7gJB8MBhH+Tl3XqaUaPUvWPraw04CvPHwNQseowJ2B5B2xKJLJ8wCXQN3QWLDLAvaxWBiv6cqahdQCBTtEGaHruhT7lI3apCcbzYJD5JuOk+JBiQ4YRnzbyguTikFq8UjxREpEJxle5b7OVdLidHMr5dGKw4KdhoirD65QKK2h611AsIUQGc5UiM/SI2EKAwEReFw8z4t/ApDHElYvOXjISYOzDnIeiElDaGMuDgIGcSCAnfpKV9lOhS0kEKIGtdawVsFJZ5kRbkABVcbVtvotlJm86fV64/FYURTP8x48eCCSNMn3PI981MggC4u9HIem8w2mdsxUR1SFLV2P4s6kKZNYvDYvhl1fptMpNJsvTXWELezMQE8VIXWu6Pf7GK4QuAiiGWTBMWymIsChPZ1OHz58eHp6Gqd9mCYNU18FteWBn1zWSDx9w5medHqvIhD5RlIb0iY2eV0mc9ieri8s2B/AXITU1gClBlBmLFo3h7ecTqfhUDfTHtAl9PT0lEpv46gptlmVfSk3nJ9MJpj+gj/hkY6/MgjndSNzLXAkIKDT8LXOZjPbttFBiHMmGCYrWLDv4bquYRjp5lzBsoElFHFlRMOpDc2dTeDeZ1UAw2Mcx4lv/vq+3+/345hHg8FAzi7EAjHmKbdUs3HCYK0AJZafAp2WTyrc5jONYbKFBfsu9jybzWCIIFi4djwlRnWF828VRYlIynUchzqrlAI3K60OVOkXJ5KNzvC6rsfpDwprmGZjIw0t0cC3gI2+1Fe0tv571UNoCMiWN8MkpdWCjXo4MogRbBZSM6DZbCbXT8uEhTlO8cxsNivXvGZqClqbQUSTznTCU2JqNmWbryX1ss9dwMloDJOINgo2dBqNkTHvCFcoOQsM3S1s25aL3ANZP+PxWFXVVYoeJl0la+ZUqgUNExOaEYfyKnjRIwQ44KCGa8d13fl8vru7u7u7i4fks5Gi0SjCzumNUEgI4af4Px+GYdoi2I7jOI6DwCHugZmyalSRPCKTCOd1h58YQbnOcKaCBJK5oiE3MtX6r+1xS6FopKa/efNGCKEoiqIo5+fnu7u75F2n3Iu8W/pgvYjVBnXM7XQ6Qoj9/f1cX5ph6k6LBBstGzFhENe7wWCA9BkyXwDUGrejL4jxWyWXnmsGuHdKdYBaB869pSDIHWheNhwOo+PZSLOgPwNxaMdxXr9+TRt0u13P8wrwvsjdAPFLnE6nFxcXQoiXL1++fPky7wNgmPrSosYpqqoOBgNc3brdLoYXUeU0jSGintsihvuail/rAt4yt0qoEVhcoqaf7oQdDLm1QohFrX9E5fRsNru4uKAN8IvwPG+TCSUxWVUhxjBMNK2wsE3TJEdc4CGaxICFP9nWGI65ds8wWOuVd81GdhUwDIPyFqO90AjNTKfTTqcznU5pGgci00KI8/Pzhw8f7u7uXl5evn///urqCttjy1W7pZqIgI0+m83w3HTFjWsZj8emaWI+mDyrOPMXKpfz8/Orq6u9vT1KFwDz+dz3/b29vVVPVL48FT+/uPvj1zofbi/l1zr+r+2JX125t0byd6enQogHe3tfXf0xVpYNJ6k0X7ApaL3qogDBRqEq6XT8K8jaQqkNzdlwmDzpEQaAV6CRQw9rBNUmIFYSsSUehee80+nAbh6Px5qmITLt+/7V1ZXc61tRlLXLTXz7cMsvTcWIrpLYBHppvG4BgfOCQTCChqoFGI/H0V0Ot77Qbz8eiv37P/Bza+unUyEEPbT1ha7MbSEu/L2926c88L4VNF+wUdMSne1FbSVSqCAMVrloNYDv+9QHKunOQXhaYupdATayawTOSSwr5/M57vzkk0/QGmU2mwkh9vb2ZrMZlmKPHz8+PT1FfgbOHJwzOMORp4Zzlc4lmOzkiKIlQq7vqzHrRSS04jY+QPzefd9f2jNu7Q6Xq+++dntfwm+fGlBxZW5vGzv+3kAIocxtIQRus4o3j+YLNq5oEUWoG7rjaGylEGKpZkebO8jODTeiQo1NwFcJB0Ci2carjpmN7BLBVdv3/YjJuDIUqel0OldXV0KIr3/962/fvnUch8qyyZ4zDEPulIKXQLjH87y9vT04w2lONs608Xj84MED7FwsxmDXKNBTFjQ5Tb6TBp76vi9vAO9IlqUiUPGFbIuFVOM2VHyJsc7UluYLdgGj/dZqtlgsC7BNYImgqqpt27I8U+srhPrEQq03l2r5mNnILpfopDBCrlm4uLhA+JOc2NBU9EUZj8fkKJpMJrJjBmVUUBFawj548ABnHV5id3f3s88+Y5GODwzrpf5tuUqeetFk+Pu9R8j4FkJ8ML7nNst2Y2i4YKOOK6/fiQRpdtguQfE3abCiKJPJJHBIciYOCmwCzZmzVWvBRnap+L5PBjE5oleBpDMa2PXNb35T3G8LSn1RxMIlS6kYyBWnXVH1M4zyq6srPEr3z2azpgq24ziz2WxpBd2qYHOcfcZMTS0hGX6h4gh1bwmxRNSZutFYwcbvUwjheV4xOagRNmvAb4npigGPN+7HmCNN0wIlsyKHAhg2sstC7kKPouqIjcmAg2ZjDYqoM22DkwfKjTMNyahQlMD5T0FxND5Dljgc5humsFYQBJixmlm6dqeGhjllxVcEjmc3g2YKNmXT5J04I4NukUt/82QDwQBCCwvZ7KbNsGVgJ+hAnvkBs5FdFt1udzabyVZy6d9xIwAAIABJREFUzEbfUNal7b7J2oYdiT/h3Ql7dMTC7JtMJpeXl9R7oDGKtVanCWobhxr0RL8F8mdUuSxNmdsIbDMNoIGCTdk0ebihtra2FEXxff/29la+H7/58XgMKzlcDINLp+yR03V9acp3+KKJ/qmZvo8PcGvxUiCvNXIS40/TIvf1qpVW4NyjAV94CcoVJzFDi9Ok47OgiL7v93q9Ss3dQoiB0rtifqr4LlK0N8cvGh8mraKqrN9MrWlgp7PRaIRVc6D3E92zyc6RwhZOZINveTwewyG5tHgDFwL5odFoNBwOo693a+t0N8TzPAxmzu8lmABYJCHdASdM0kv85eXlzk7c1Xa/3x+Px4qi2LYN5cbpiqbiyJlI+A7EdDrFu6jImWOapmEY4/EYR3V0dKRpWvw1kOd5uq7jRvyi8Pl83u12NU3DjHCY6anfQi6cW2KRNM40gAZa2GJhztKfnudRVm0mNRUBq5SsZPJYrjJbw9eCtU7IvEeG4MjRJaPZYbzqAOdKr9ejst2kbtXd3d1f/vKXiV5UTpKQ06zIdRwTNCEX0vA6dG0rJbBCqWQ4jdM5oiiZA8XoMT8NwzD29/dHo9Gf/umfio3bGeXCubX9+lAIcfPpcdmHwmRDMwVbSI5BWKjUYiITP3nAH06eRuTxws2YSb/SnNLNCOyZDp5luzBI3lzXff/+/Xw+pxqBOF/37u7u27dv47wQzakTK5IkEPaOf+RoQo7b5PtBTXmRszJJWVVV3TxgRFN8sKxZuz3sARgGX/nKVwqoQ0nMQq05gN0kGivYBC5VqG/Z3FS9ubnZ2oqKI9AlLJMKmZzSzQj5KkOV4izbRYL48eeff04J3msv/VgXxjTm0Bgc070oMS2wTdKorTxhDCkdBWeYI1CdrUySV2ztaW+aJt4vZLtaVnUIrulqEs0XbLG6nef29vbNzU3SvQXM66XEmZkYB6oHKwxZtlmwC4CiJDSgPXp7qLVYDOlSVXWt3KIeLOkKUs6RpDkil5eX8FfRsBwycws7W+DDz7wtQcwSR1xMNE2DW6K6ar2v3Xx6jN4ptx83rVqvtSgVTBLGUl0WKqziU+yKpHqpp3FrayuO+sYHGW2KouBF4xgussdyKWWt4tEEhiu+CkBeUCb6ouXzbVX3D1l343cIgQlL02PlZcRwOITVLtdzw+IvJl18PB7n4YLGhxnxm0W6KC1QRJXVegG6ptzo12UfCBMLXdcVRYnQvsZa2HE6b2er1kSv13NdN05L1ECh11J0XR+Px/HLfrKC26oUA/X6Tvf9wkF9dHSEnioBSaaSBMx5jPkSFB6WlZ6uGgjTyA9RUUYB7cfRKT2P3wL1paGeM/IkD4CXxodTfbUWXITdOOok2HICJ9WwisixP4W1OQP4zWN9tNaUwZX66Oho6XBDGVwjihdsbqtSAFBcuRdK0jMW21OFAnK2qRYZ2zx58iSmlM5mM5j7eHqgBz6VhFE6CLnohRB5h1Gw/sjvF403OJ1Of2U63XHd/eNjIQTmnsk9CquYYsa0g9rUYRuGgcDV0dERJYX6vk8jj0zTHI/HVFKM2lMhdTPIG1S4apoWxwJAElzMS89oNEJ3iywOMwFkTDDFkDTvQdM0OUEaNcFikT+FWmTcE1NHHcdB13raIb0Q9oN7Op0ONVxD4XIBEzmxksh7/d3tdo+OjsjjTS+HWZms1ky51MbCxrUMS11xf5U9mUwoDwULZMTYijw8mCAYuiVimNeU/k0dr6JB4BAvIV+j0Q81pysIBLvgcp22QUlnidZwEWyyBxIkyvwIbwOLUyymkmAbqixP/dKrkJuM5tqQIMwrXX9uGHJvOFZrplxqI9idTmdVEE5VVaqxpg2oo1lhPzBFUYbD4dK+pAFwaU5UPIpiWVwo4ZakuV65vkE5sMdJ47kCscx8t2t9JFBEIYTv+yTAEaqPDWzbfvz48fv372ltGrOCOSbUYVSsawaeHweLQjVqV1Avtd76gtfZTaM2gr27u7vqIoLpvwE7teCUEBqIGUfVyLxONCIJTaHfvHkDtRaLfqh5X0QosJd0NAKTiEQdxWOCAPPSEyycERK/UQFpNv3KaG+bnCQBkRZpO5dtyCtdf2fbjwaDA+kaUi+pBrcfD7fntjK3t40df2/AA7saQG0EG+1FV/2Ac0ocjUD2ReNSFT9MCPMahnIiy9VxnMvLSyEECq7WjlLOCrpAF/BarQVe5YiTPBE4u7rd7tLO2DhzAi9EA0Li7J+64+F8xmQ8z/OStjyjISKUIleu2/nMsqDWz436y9u+dqNfo7Kr7ENhsqE2gi0iU1pKKbFAxBrlT/EPAOY1NatK5GdGiZdYxMjzbjMuU3yaegtBq8vNxzXS2bW0MHpVH6GkL0pzwyCxCELh57A2hlIRYzrMgaadlH0MGUJqzZrdDOok2KvIvP9JNHIFDubzJLKS+/0+Qn3posLD4VC2qikLL1dwLWZ/eK5QUf7mizAkN6DokZK2cL45jrO7uyuyW+MG9oMTEjEUsczt9IMf/GA+n1fBmI7gXTOcSecW6rDZGd4YKirY8/k80JIzosSoSLUWi8Az1bEkzaCOGeeOeDrdLqzsipuoFAAGY2eio1BBlEsIIeCvRhaC67oPHjzIo4YC+YlCGl6HEZyw8mWTWlS768ijwaD2gn1uoSmpEILVul6EtU+moq1Jw1Or/+AP/kAIkdUVbUMmk0m5WdOU41OYjcKdSguA4s2ZdL7EGUKnB3mGklYoJIIG1sldVsTiHdHKryIO8KUg6ezFdY3becIT7u8Nbj8eCh77UR90XQ+bRnVtTYqsFvQFK1e5UUhWomDjylvkVY+N7JxwHOdfjUY7rvvfmebv9Xr/1jTPLOtcCCHESyGeHR8fpD3PAys5Cjnn2qJgPp8/ePBA7rJCpw1M8AcPHuzt7eV3AMwHtc7CtkZtGJvpFaE2go0fP0yQwrKjV4FCskwmXqem4M4w3Kk0J2az2X/69a9/6br/Svpgr7tdIcSO654cHh5kaurlusy1LOvq6koIQatq3I/+BNTEtApOsgjq7g+/fWpsGzsZZJlJfvVtY0cIcfPpMdvr5VKb1qTQCdM00aM0k+GVm0DdWsp69eJflDuVJsVxHNM0f/CDHxiGsfRsQU3UP/vOd15cX//qJ5/86ief7B8f/+5PfvLPf/KTf/6Tn3z0rW8JIV7Vp82cpmmDwYBOzvl8jsC8WIwhyil8ni2PBgMhxFkoKlcjbj49Fhs2Tjm3tl8fwlK/+fQYE0S2Xx9ufaGL8xp/MnWnNhY29SsWFUguTdTwJD82r/9Zu3+6rWkaG9lrMU3z8vJyb2/v/fv3VLO0t7eH6nkhBAoEyDEzm80oJ/y//+KLwN7+62984+THP35n22eWldoxXjBycwIg/1T39vYqbl4TZ9NpYZ/59vb2zc1Nhjvc+ulUCLHJGGzsgUzq231NLJztW4s/meKpjWCLKnnSULtSoj+cCrKz6rNByMOXAvdjFkI4H7DlyM2uhRC/8iu/8vOf//yXv/xlp9O5uLigD9N13X6/L6c+YPZUxNKz2+3+7Bvf+Kvf//3MHeMFAOWeTCa+7yPrtci2AamhNmdFNk7JPMB35w9PLauLerDAHm6fGnea/YXOUe1SqJNg521QxgfzD2az2dLGFAUAQy2/pDM5pw+5vp7n4fMvPRhRKbBsUlUVk+ICj37jG9+g25ZlpRij8t9+61vz+fzL733vf/kn/+Sf/ut/vfHxFg2NEiHNrmbhNVFKm7PMC1P9vUH6jqTn1vbrQ7HCQGfNLpfalHUhdI3bVagJSdFYNEOgDTktX8ILI6rPQaI+ZgPn8dJ1AWmPvV4PKzbHcRCijv5GJpMJuo9hZPVoNBqPx3HiOy93doQQH33rW//sO9/J7k0Uiuu6f/4v/sXXzs/Dnv9K8XJnpxl9SanHWbJMsXNr+/Xh2nowSkQX0HX2kGdEc8q6ljZTLBHqTSFidxHPihTDvhIRVh2KSsK8ruAir0jQ+1pRFLQSE0LEUWshxGAwQDk7KpWRlhHH6Hx2fPy/vXz55fe+9/J73xOLrCghRI10pdvt/t++/+7t2xrF42sNzN9tY2frp1Px0+l6a3iREx7HKCc7Wwixzc3UCqQ2gl0Fq7oiOI5T/NqFqng9z2vhnE051S7cqy7m+kmuZUdfkZhZ9weadqBpr3R9Pp///du3VHeEgc0J3kapHAyH72y7yGQuBr5xIUSUB1sq34ovvbTZBw85m9r5UxvBXkXmCZbxgW1UvHplNSIiBZAZBCzKit/nB7LAADzeiqJQd8/wlt1uN9GHgAlvGG2Ory9RmVxAm+EnrxFnqxsuVoQaVdDFBKawEGJ51DmVVC99CWVub8/tu3Ky+wY913BnSJ1+80slqiy13hzKLlZVNVHXT9M0S8z8Qg6R4zjNEGx5vKOQhBkeb0zLwD00nIM2C7TOXgssbOwH+dLxR1CHQctrZDXjz4pb2zjOah4kfYxCiIOyyzWzBdp5p6nGkgv+5g7t26cGgt/IVhP3Dfo7K5/VOgtqI9jonQQCTZJBwTO7xOL6mzpXfDqdqqo6GAzgGo3ZNw3pZkj+KittvgqN3jaH+rFjwUR9vB3HgVVNoXqS5ECCGJwN8cMTlAog7yd11jR0hdT6nW2/3Nn59U8+ebC3dzWf/152uV0ZOrEeVbKsi0q5RFXXE5tDpnb4/mxeQJq9DYXmNPI8qI1g02WRpgsErnQFqzXVK6O+Nt1OqOWyZVmBCl2kNcHsRhKybAKiHrrEzuqqqtZdsH3fD6e7Q8Vh9VIxEliVi4ewNNU1RH8R1FcEbJKLgMA2/XlmWWfT6Tvb/tnbtyLT8HYmal1Zb3MphdelUIB8BgLbSw16ZhNqU9b113/913Qn5gcErox4NHBBzBW8YtLKWiHZcJSpJM81QuNlLEpkH6wsDzDR5MlIWbyhBOCAySqtEbT6CRw8vpTwh0ntuladVzgN5G+qxG4ByMFGeHuTwSGZU8FDEkKcWdbJ4WEb1LoEFvXcnEMen7VlXbURbDrOwAhCsbhWQt4KvlymHjqJtKNwfxLcxntZmniMzaowZrT0GaMpgAGtqmq/35ePnAzrdKs92bzG7XK/naoFtqupi/QpVW0ZwbSW5tRhE5qmvXnz5uHDh3AaC0nCx+Nx8ZHddCuefr/f7/dN08TR/vjHP3779m2n03n8+HG0ZlB5VdrjzYzSZ4ymwPf98CIDAYhN6gbl860KnbyeGwZ5yOGLPhgOS9Skk8NDUb1kLnjCy/1kGCYRdRJs5OtC6uQ7qSVkt9utoMMggtFoZJom4tCdTkfuZBlN6eZ1HUF2fTiEkW2P6yoItpBKt2FEvrPts1IN3EeDQaV0kYZxVeqoGCaa2ozXFEJgioBhGFRpIxa9xmgDUayYbd5bezQadTqdRGpdBdD1rEaVXVRBJxdbCyFM0wwnMDaG54ZBidmwts8sq+DBkWTiF/mia0FROHkgGKYW1MnCJjcymdG42tba3DRNc3d3t3ZvwbZtTdNq5A+fzWZLU7Lr5ZJJAVnVsLZhcJ8UHt6umiEbjhqIsgMHDLOWOgk2oAwv2EzxnZk5FWrDaEs3DGM2m7muW7uuq+jYVSPzWgihKAqSvVs7toRsXHKSQ6jyk21SxGqWXweiBgKfDCegMRWmfoJNwGaK78zMr1A7nZXmOI5lWdWfEBwA+W6y7MkdSIQQNBKjUtLY7Xbfv39fqUMqGLlum6RU5NaQHJnhojKZ6qugY8MBnxwesmYzlaXGgo3gcRWGZJNExQdVv1RHJGd9l/52ovE8byjFI+HnODo6olEW4QK8Kti1juNcXFwggN1yU1tIDmo4yfOYoIUgcY0qpg40TRwfs2YzVabGgj0ej8fjcenpQuEWHHEg9wA1P8nh0LIHCe1yjzOKDUe3FjEMI0WHmQxB127yBAScIsV33Skd2SF8cnh4IsSL6+vMX6Ves7lYs5mKU6cs8QBVyO9N1EqagJ2HYU3Qe13XdV33PK/ignF0dDQYDHzfH4/HpmliMvdalwA2CKT3F0+329UWUG6/rus02dq2bbllfRt4bhgvrq8RY84pX7rgpPQNOdC0Z8fHog6zxZgWUmPBhmMzcE+ieYWZkNQfjogvGrzYtj28X+5SccEWC9mDbKOXZ5xnQbOn02kpmh1+Ubm+azQajUYjXdeHFSs9Kow8aq4OhkOMJDk5PKydZpd9CAyznLoKtmEYAfMaPTsLFmzP85KGQkej0Xg8Hg6HiqIEum6pqmpZVhW6mK2FZDt+xB3bT6fT2WyW67GFcRwnsLDAkFD4CejOVaVfjScPiTrQNKoCr51m0+jSsg+EYe5RP8GezWaIGYeHNOBGYYKXzh8Oer3eaDQK1DGXG+VNQVJ/QLfbxZivnI4n0ZGgmo6+gpju/UaSnzI9N4w6epiROk6tZso+HIa5o2aCjebbQgjP86DQlmVhLLFYpCVj6GQxwcgU+eERYIpU9b3im1DKuwukmOGEwXorsGaqhXsjJ3IqvkJUGOO6ayR+CO3Dpf9yZ4eVm6kCtRFs9Az3fR9G7XA4RIqQ53m2bSOHCMM/VFVVVTXvbiSIQ2dbGgQJabxgb9jMNQWBZRDm4SiKIrs0er0eYtiTyaT4TIhmc6BpdfSNyxl5UG6WbaZcalPWRT3DIdhId6LBmmIRVS3seNCYOtt9YhL2ZDKpXe+z6hNYBsnjNWk8OWhhGPtdaKJf5jw3DJSQ1avQSywcD9RqBmNUuIkpUwq1EWy51nk8HqOmNvUA480J9A/JcLdtEAy5krt4EEfHAWAweYknUkWoZvfQ6kB94qgle7nTz5h2UhvBFkI4juM4DuKR5fa4gMs0c8lBMnPj855kvSwA1OsH7nRdF/nhvu+zWiNYW/ZR1ANMDTk5PERUvuKNV5mGUZsY9ng8nk6nUOvSPcbhEvAq77ZqZB77jybwqVKzM9d1fd/XNK0Nn3kEZ5ZVgFrDMG2GvB1oGmLbq6q/Xun6y50d/Hul6xz5ZrKiNhY2CmdLtz4pRz1zfziKnRovHgXnc4Xb4SFbEDZ36adT6ZDY5O0Sf24YL3dqc7WJA1YeWIiE35o8hhz/H+TQ+ZVpG7X5CaHfSNlHISjDOSd/eLb7rCB5JOutYukAVk3TqHarCpNjSoQmSz4aDPJodiYDE7N5jnck0wXuDKSk3WXb5TBhhWkbtRFsRBwxiblgMxRGIV50MBjYOVx0ks72ri85JestZdUAVhLpNlddkye8mIFaB5p2IoQQ4pWuNyzFeq2TH96Fk8NDNrKZDalNDLv40ljLstB9Re54Sh2y5JaWm4D6cnnUZuMpJt0sTueyNpvXaD32aDAoTDufHR8j6FuvrmeZgHZv3OuU2ZDaWNhlJZpR0DpgjW2eNmWapu/7iKeWnkZXDJs0c01KaxuDJyJvT/i919K0Fko1oMGdr3S9AWl3TFnURrCp1Wge2rbUNYpwNY27hr4KITC0Y5OXQ+0v5KQlUk1k28x1FTTAtIDXqinI2W6Sa7riHGja2SKrnDWbSUdtBFsIkVONMpYCZI2RogyHQ9/36c+sKpEcx2ltpw5a/eRNSxICasfBcIiuIwHnMFYPuN1gMaN2b2UfCFNXaiPY+VmiyCPLdVKW4ziz2Qzaj3bobVBrOVkPw0+LedfhUi4mDMLJaP1RWBYYWZlh0aJ7UCLVjIpthsmW2gh25lDCeQHpbOh8TjOj2uOqpYx627Y1Tev3+3m/Ynvy7TcE0WvSzsJ84yTDSBc/m06xXCCbmwqXm5dPzjAbogQmD1YBRIjleQyKolxnXREhe8LlURCZYxiGaJNIA8uy5Klcxag1/O2ZhBtaohbU8aOY4q6YoPcnbr9oVilUkzq+MZmj67qiKAHtkzW6lha27GtdCyWUyQXc2MNwOHQcJ9c2me1UayG95clkUoxag6xCJ3emZ5VkLA9eXF9DHU8OD8+k5lxy47PipeVA0w6ur+GuL/il86Z5Hd+YIqlNHTawLMuyLLkwei00gNm2bcuyXNfFHrrdbq/Xy1utPc8Ll4Q1HrmVmKqqxai1aZoPHjzI6qNG4ezJ4SHaQTe4FzQNq8YahTzS9K+UT6DBJcurOpAzzFpqs9aTXayJfJ7YUg6mdrvdYnKVKZEt+uUybN9WSie4MAWvUTDQWlXV3d1dz/Mmk8nmrcJROIu64cZb28heRlR7aal0wXHuZkO54lzfxSSlNoINkP2bVJCQWYZgwHA4LHISM/LDxYpJXPIqZHOVhUYWloy96gCofl1VVUVR8h7MBbXGKyLXDOM9Op0OlDv1CoZGIMtO46ZeYel9LVXllzs7pRQjNVXVuL6LSUdtXOIQAE3T4NOeTCbUSiUCbAxdHI1Guq4XqdZi0SBTCGHb9mQykX3FOP7hcJhJQy6oFM2hKp7A4mM8Huu6Xoxa01uGH0XTNFVVLy4uHjx44HkePvlNXkV2GjfYN14pnhsGfeYvd3bOLOvMspoUm4A/gx3jTCJqkyX+x3/8x0KIi4sLVVUhSxGWE5mzlmWh+rnIAcwBkHcmLzhs20ZkF6sH0zQpJJ86wxnWpOd5pbdOm0wmhc1VI/Mami3npQPcn0mYQDaJGpa6vBa89692Ov/Nd79bpGP8zLLOptOAJdqYFGvOGGcCrM0Sr41gf+c737m6unr8+PHp6alY3fXMdV2IH67dqqrm2hElJuQYF0JgIkUgD8u4/4vFwceXXrJuS2+ghiMpchCq4zhv3rzxff/i4kII8eDBg6urq5w+B9hD72y7UkVQBSALZynvPVClLZqyZmLNZmSaI9i+7wcsUdd1V81JhHqNx2PTNEu0rQOgwfXS4yGFQ9y31+tB4CPSpiaTCT4E+c4S68fkpVIBgk2jU4QQ5HQhCzunLrbi/gzptl1kEcsv94037/Nv3jtiUtOoOmzoAZyciFbKzU/wxgJqUR21FpEHgxqzQHx9unq0EbLB4VqnjqelqLWcaIaDKUCtUS+nqqpsSeNIut1urmtQahCW30tUFsy0LrcH2XPDkNuqNAAkoIm2nlRMIuok2DChcKUeDofn5+dwjxeQipw34eOHkb20TAsLF3oK3OnFe8IDvcyEVMaWN7quk7uF3jg1Lc9Vs9s8I1II8ez4+OTwEHVuByU5pbFuaBJYhXA3VmYtdRLsfr9PAWDDMGDMOY5TcOJ3YUCW0CWGZBs5a4gaQLTyc/+uhdKzPc+j6vbC8gYgzFjTIEker553lKfNzaporvOjweDMskqRlsYkisvQWBTB9e7Maup03ZGdxiQJTVVrADMask29XzRN6/V6MKxLzDILJBBQwALCiYA9tJNSCjJ5XZomTnFr2dCn5LtMXmspEIzWOjBZWnICC8HWnldMHOok2K1lqcO/ChVcgJSb8s7G47FcDn50dLRhJTRAsj0apFDZHik3DsNdkN86BgHU5rW5jo881przpLKCa7KZtbBg1xKMfC77KIKsKnfefIApSbWqqvIyJRwLKKAz64vr69a6xIE81rp4zaYcAlnh6r5uoPouZDUyzFJafd2pIORJlvOuwxZ2BYvxIkCgPd1zV0l1iXBOr1gIZCkLF7Lv5Ttf7uzUujieq7GZOLBgVwXK2MKf1Bbb9/3AQ0Lqm91gKijVQB7ewDm9aNda5IcA+14sRA4m6cnh4dl02vLvgmk8LNgVIixL8gBv2bGMzqzFHdkGoPoraR47JcBXSqoJ2chrs0hgUmTxY1HCr3W2mFlZxyVUI/PemTyoU6ez8o6oCJCoVYXhmFkBqZa7pq/FcRzHccqtVYsJNahqRo/M1MhtTGDvlqWXcsuw2sn2y50ddokzazud1WZaVyNBxJrwPG/z/KyKQLPIYk5IM03TMIzpdOr7/mAwqLhaC8nIa3ly74GmPTs+pslaJ4eHZdmLzw3j2fExHUYpx5CaR4tKOSYrtra2tre3yz6KjKmi5doeC5uC02vnj9ULVGbHaZ9CLcERoa++TgeAVddyI5ugVGf8WYq9SHNK6mWwIn2PT6Rs2d7evrm5KfsoEtCoXuINA6VZmqZZllX6lK1MQKAdoosO56uQE8pEkrlk1YTLkQGl4+HPUj6WA0070DR0IKnX99Lmyn4mJizY5VO8WYlJXxkuESDVEGA4w5f2NWuYThPszCTQFhs27jvbLqva6pFUJl6LeDa7xJk4sGC3EVVV0aIc9r38UHj1EJixEQbJZdRLPILpdBoYscU0D9i4Qoh/+fTpz96+LaXaisrEIdsn7G1mGgELdmmUGJXXNG0ymXieB2v4wYMHv/zlL7/yla9cXV3RNmQ040+M8hT3W4lRHvhwOIyZB167KHUcSpyEUWUe7O397O3bpM9CzlomH+az42PY+oLTsJlGwIJdDo7jFND8RA4qy5BV3el0Li4u9vf3379///DhQwy/EtJ8a1mJTdP8h3/4B4whoS4u8aW6kchRWxbsAHcfS8Jem0jwzmR2J9n6SOmqXVSbYQKwYJfDbDbbsPmJ3EplldkKE3np4I1Op/ONb3zDsqyLiwshxOeffy6kdiVLZZg6pCIU3YAx5JkgNz5jMSCo2i3pOiaPaO6L62uKrLMvhKkvLNglgMmY8Z3DmIGN0K/sqUZPEsdxLMuiWVVCijd3u13P8+TQ8ve///2LiwtqS4IYNgl/TAGW55wyIpQdzWz+aWQuq5Q9XsEOpoFyOCYr6lXTFQcW7OJAGy+ErhOFcrvdrr0A40BkC7jX65mmCc2GltPkbDiuTdMkJf78889hRsu5ZllNqo6mmhPGsoWtN5l0s6fQ9jUnWYX5Xqmv6cyyalc1zpQFC3ZBpG66CfO62+1G2LWj0cg0TWouhs3wiuFmLBBvyHa322W3diZAZk4ODzMJvtYdMq9T6O6Bpp3kHG+ulJF9F7PnqZpMDFiwCwIVTemeiydGe6FHo9FsNrMsS7a8I57COp0tNCKaI9lCKoNO9/Rnx8cnh4f5hRgq8gXRcNJHg0F/BWOaAAAgAElEQVR1FhBMlWHBLgJqapbiuYhbx9my3+/3+/0UL8FkwnPDqGODrTwgexG9U4QQidqn5L36ebmzU25ZNmXkIW7d8rOFiQ8P/ygCOJ9TPHEymSAszQZxLaDhEy93dl7pemvHJh5o2nPDkE3kpENBIPnQ7Aw/RpJGsm6LB0FriluzWjPxYQs7dxzHEcs6hQVajKEDScAKR0uyvI+wGBo5viXAgaYdXF/DfuLibLJikQWdKHJMn2TmH+OLxW6Tmu/y+M50KlvTwSRMdcjFwp5Op8PhUB45EngojxetJihZlqPXlmVNJhOqjVYUheZkeJ5nLcA90O/GJ1c3DL4WB9gwoyrzYDa+IGh2zKdQ5VXS1Pczy3ql6690/eXODgXm+Qxh0nFnYS+drUQm0XQ6ReGQEELTtNFoJIsu3SaFpo3D2kwPtQHHcabTabh1tqqqS0dPUkMSdByjBO84cyqZ6tBaT/gq0iV+51rvRHltaw/pzLJounbSI5Gfy+FqZnM+uMQjUqIQQKUNUEQEMQ4ot2xVW5a1ys5uA7JaozSLPN6rRk9SXjeeK4RAGViRh50fiqKg60vjJ38caNrZdCp4ipfE0vFZ0W3Dz/K8dFBeW/RmpLgpupqQUV6LcWFMLdgRC9Fdpax4lBRaCKEoCv1pWRYZ4sPhUFZodNFqlQ+cxkfiT7KtKc17MpnEKX2GcpumKZpSf2Wapu/7CMk3XrAF9ysNER6fRZxF2tB5f3rx/dtxjgRRatzmWDWTOeuTzsLO7fBMxqVMp1NZ2tsA8ssGgwHsyIBai4SjMpoh1WKh1o2c0xUB5TlXqq9WubxYZOTJRC9r8vv07szfyJ0j9y1mSrnsABcb5KYxzCo+nIgIVNNteaOIS62mabCqp9OpbG0DNMVsj2Mcbx8KjexudBUVLZ5q1U61FpJjXM6OhgXWZh9pQMMQqBb3bdN7G+TTlQze+ETLKSw1ZH9+4IDxRhJVnDNMIj4ItmzPxbGMSaeHw6GiKJqmkd7L28R3jNMGb968efLkSbL3UQ36/f5sNhNC6LpOceijo6PJZDKbzVoo2LPZzHXdo6Ojsg+kHORWKkIKab+zbcGXdSGElI+2KpycU89OimHHXBDI393ZYHAwHMrGNGCTmskDUsbRaLQjFk5vUujpdDoajUajUczC2WjreTQaWZYVxzEuu9nn83kdjXK5Gyhu/OVf/qVt27/5m7/ZwkxvtEptrVqDF9fX0Gz8+Whxra9UO+tyeXZ8TKYqBI8S03KNJmA5FWdLKiiH05uWF2xMM5kT1j5ZGXdEqKNFIrN4LbS3tY5xOXnNsqwGRHApd6wB7yUR8LW4rjvgiYELQZLd4HHyk9sDBl/K95CdmrccfrXTSfRFyI1x2hzXYPLj9PQ0oBeyQC9fYMbJF4svQhB+rABiPqVJtEGtEagWQtCgbiElybecsCABTkYrl1e6/h8uLlI8kf3eTFmsFOy1z0xkfJNjPP5TmFoAvzcVi7fcAR6TXEc+MzEht3bZB8IwcdkRQiBlTBZpKCvuCRdxWZaVNOmXHOMZHDJTDajonC3ppPAsziKhQjL5o0aWOM+1ZOrFllhIMlnMcF/Lfc2EZE/jRgo373Q6bWFtT1mYpkn+DMMwMvdtGIZBOfCs1knh3qWFQaOx5M7hr3QdOd45paAzTE7sCCnGTC0zZYN7OBwibUp+NF0yGhzjWRw2swbf92k2NuaAjcfjbrfb6/Ucx/F9n4LNKdLXIf/s/d4EboNVDNRYlDSbssw4x5upHXcxbFRUy55wmeFw6Pt+dAdTmYgup22YsVgFAjKMtmuu606nU8oIc113VVfzaDj9e0NQfMwUxnPDoIoswQXTTG35kHSGTuARm7Yzx7sBqKrquq6maQHftW3bKTwlq8Z7M4l4xJVdhUBDOw40TSwKvlmtmZoSq28AUwscx1naTA3zOrN6lcB4b2LrC12Z2zefHot9djMyVUHW5lX1dQwTZnt72/f929vbsg/kHltlHwCTDaZpyt3gZUajEQ0Qk1FVFY1UE6Eoiud5lmVZlvVvfvCP/80P/vG2sQO1FkJsvz7EnyneQgvh7DOGqSY3NzdCiO3t7bIP5B4s2E3AMAxMHInI3peHhgEk7SdNIMc0F8i2EKL3wBVCQK0JZW5vGzvbBvtvVoL85JPDQ9Zshqkmt7e3Nzc329vb1ZFtvqQ2AV3XTdOMGC6CMHY48IxhYjSnRFVVRVGia/ao/FpV1d/WfnIjhBBi6wv99uPh1k+nAeVmVkGl2GUfCMMwUdzc3GxtbQU85FtbW4qiwAovkiyjm1mBGrPAnRU8znoxHo+XdjixLAvNT8TCCqeKr36/Ly8CHMf5i7/4i7/9279VVXVlSf25tf36wxQjf28ghLh9yjk+S8DkCRoswTBMlYGdDdmGYGce5NZ13Q4t4tf3EmeaB4avIF1cvl/TNDK+Sc5d10UNGJWBkYqvKb/e1270a3KGw+BGSJtlW4Y6bZV9IAzDxAKmtqIo5CFPVxa7CSzYDcQ0TYpYD4dDWMkYHWYYRriz7FJXOd0Jb0ei/qM3+p3ViGQ09pOH4U5bDFM7YE/LIe3t7e0iHeMs2M2EKq9ms5ns1tZ1fTweJ9oVN5TNCW5kzTB1BJlo9OfW1lZh1V+cJd5A0EcW7pqITLQCuH1q3Hx6jEg213oRr5K3g2UYpjrIVnWRjnG2sJtJhYZw72u3+xp844ht+3sDjmcL7rfFxOfcEkJwS6JKIWt2YY5xtrCZIggr9NYXejttbsyPqlq62cudnZc7O690Hf+zD6BSbL8+3Popd4Zm2MJuGegEXgo3nx6jUJtMbSEE3fD3BrcfDxtvQ5xZVgXbWVPzFtSF4/+XOzs8JKMSnFsi1JuIaScs2O3CcZylncCLYF+73dfEuQXZRmCbLkPK3N5uQStymvZY9oHcIY+bJHmGeS3PkD4YDjk/rizQ2AC/F6aahP3hOWWisWDXCcdxMOHDcZwKRakTAdkG59bWfdNh66fT2+YKNsSvOmbrUrUWC+sfj5LNfTYYiIo5BtoAwkaNX8g2D7knWobKzYJdA6jdN6qr8f9sNuv3+2Ue1uZI+Wi4ow1+v4poHkLpQohnx8dLrWc6Tlm5X+l6RY6/XbBa1xZqi5ZJVhoLdtVxHMd1XfixB4OB67poOmZZlqIo5VZtZcLtU4Oyz5S5Lc6t5l2eELouPtfszLIgxhQ7B7JhvdbX/dwwKAcNTnLWbIaJDzQ7k0xyFuwKYZqm7/sYvwGrejQaYf40dS/pdruWZXW7Xdd1A01RVoFEM+p3hgal8duWFQByyCHbjfSKk1oXI3W0PhBCnKzY5tFgED8yTYf9cmeHNbsw4Hzi6HUDyMorzoJdMhBp6tQthPB9H71FVVVFV7LBfbMM4g3lNk0zEMwmpcefhmHQMGx0J/V9H91GK6XZDQYu5cLUmiLTAWue2qBukj72aDCAe5xsdyZjyMN0bkGtuWkBQ/C0rtKYzWaWZUGk5d7dQojJZAKrGuHqVcrquq5t29QtXNyX5+FwiDmYR0dH+DzRkQefJO7P8e2lYDHpi1qRN4Azy0JmeDFTuUit83u5QKoaJ5BnyeInQDUUnG7WKnhaV3VBhdXSTt0kpdFGMB6dTqfIG8dkLciz53k0aEsIoWmaZVnyFz+oTGXRB/Y1f2+AKu24mn1ubf10WuUCbkSO81Zr2QeetykfLv06YeXOBEmtkX3p7w0qe2Izm5MigZwt7BKAHRw1VToJ+Kww01qej4nbeLQ2AzykcdoRzsB7SWq0cSVlG/Zo3oKN0drFqyb5D0B1KtbqB7mX2KRuMWstbBbsIkCgWtd1uh3wgW8I0tAaE5OWC73Cprb8qJCch0s3Lh1IaU6CTWauKFssSbkfcbl2KtDyj9W65bBLvBIg91u+JzBtWmxmBNfGgI4HCr3uVPnckrsoy1ItX92w/dYXeqUydCCoz46P89izHEgWZWvkgaYdXF/TUaVOI5d7mLdH9eExYgc4sxYW7CLQQ6MUyI+NP0trF1pVSLPJQw5gT4e93x80vnpl3Jn7qNf2PCkLVGxTT9OkikvvC5CfP7BZw4LlVLtVqbUmU01YsEsAAWz6X0jKzRC3Hw9pllyca9ntx8Ptud3IMm4ZsmKrptbguWHAPf7OtqG4IvahklMdFWjI13sX8hC+s+2DQlLu84bcSKzWTExYsIsGFdKGYZBag4bFoTNA7joeb3uk11bEMZ7hGE3qU0bqVU21BgeaJo6PTw4PUbQthDg5PDxblxCHiWFyJJ56tB1o2itdx9OxXmlAFTipNcetmfhw0lk5oAprMBggxWBpNTaTguok72SVH173TOzA8eMDCbi7Ey1E8NwqL1nWwm5wZimcdFZR0CIUbU9ms5loXOJYWdx8erz9+nD79WG5hV5ZmtfTqVhoWx3Dt5SPJoSQ/eTifktzEfvdPTs+Pjk8hNUu7s8Wq0L+XRxgW7NaM0lhwS4N6lDW6/XQgpTJgH0Nmn03YLukQi+oLHUDTQRlSuPpRbY1zQ+53YqQPhl8UIneHbncofe0AiAPfPVbnVcqdsPUCBbsEsBYa9/30TpUcJZ4tuxrN/p1FZLGw/Yi/MOrOpzIxVpCMkDTCX8FCetoOocBrHYhRffp8wx8hlWDev4ItrCZ5LBglwAmZgoh0Em07MNpJkga3359WGI3lXBulJw7Jj8U6C0qP6WObvDCONC0pR8OJakVf0gRyD1/eAYXk4KKJp29efPmyZMndE+gD3YDgJGNkVwcvc6Lc+sumF24KRM9oUseqEUlTDUKwVacila+lXc2MnVB1/XT09MI7auoYAshplOpv5VSxePMhPF4jB7gruu6rosJXY3PFSdPpshZn+6Sxgs3stemiAdyp0ExE73aAH281dFsmNdVqF9gKouu64qiRGgfu8RLRlVVKLTrup7nYdBWg5Vb9v0CShrKQ67Kyu5ZmyJ+oGln0gYV9N/WGkpMOzk8FJXRbCEEqzWzCSzYJYMFFOrOu92u7/vD4XA6nUK5abNmKDepNbmC5fYaL3d2WmVihl0L8ufDjvENIc0+m05jCrYcqhCZrqKo8DqTvTGthQW7ZHq9HuqwFUVBEzTgOA6VaJNy27Zd6yS1sBpRri8cmLnOtiqMV6HW8UlBvXJ13Lk1hTR7VVtyGVmqcfudbZ9lsnI6t7hNCpMJLNgl0+v1UI299E78b5omNURzXbemsk2jHZbW9gR6a2RlYtJQkMrWvMrh/Kv5/Gdv3354CAVLrNkbAM3GSjG63OvR/TYsB8NhOMkgMdKsuWqefky9YMGuAd1u9/Lycnd3l4rBxP3e4xWPdstx6wjrGddKeXREJqY26rvkuZzFsKp4Wm7rsTT1jIDGnCySyVm507Gq9CuCu1NxEaxJDc2aY2c4kwlb6zdhKsB8Ph+NRsPh0PO8brdLuWmWZU0mEwh5NSEBfjQYxJkMfaBpL66vYe5s7lsW4m4oSAb7iQ2F54UQZ5b1StfxRs4s6+XODtYiuJPajr64vn52fPwff+1rv/7JJ8+Oj7/a6Xy108HefuPx43e2fXJ4eBZqsM9Ul3OLeqT4X/3P2bxmMqGK5VKtKutKimmavu/LozmpS1o1Z4ekHtUQXcqciOJnLUT023oUsttWfThY69DQKtxZ9wB/jUg/vuXckue4l9i6h6k4W1tbQojb21v8yWVdTQNTQ7rd7mg0Mk0TxWD0qG3b1enEQvbxo8EghTv3uWHgiln91tBh5DbggYdkf3h0lBqlXwHDuo6fRk1JPb4FcWv/o0+UL9/efLreq8S0iu3tbWjw7e0tpHpra0tRlDjPZcGuGb1ez3Ec5JNDs+UbIrupX/KchnTGMW5vYiIfDIdrc4XiULxDMk7cNM6nSqsW/PnVTofVuhhSBiAWtrX/q507tebCa0YIIcT29rb8J1nVdDuwwVJYsOuHXP1Ft2XNTgQJc7ishe4/ifTEUnZ34P7NvdkHmnayrhqn1sTUbLFYA33+7/5d/gfFCJF23tqdbf2rHeXvL/y9Aas1Q9zc3Gy4gWDBrhcIYAcqtgE6kw9ia1u445i4H15FghgNq1jqiY0YWZGJIchpVkSVJ1A1DxpnntS3dFeS8PcXbFszecCCXScQwBZCjMfjwAhtPCTXd8lzgsV9BaVqInpI1mN50pE8sjAwAUluC5WTn5YKlMNjr1oFfBgN9jRUjRRTusGdhf21T1itmTxgwa4T1GIl3GtFCIGG5JPJBAnk/8knn+zt7YmFcUaSvHSWkXxtCl+nnhsGVWedST7zvOuD5QhumwWbm5UWTLp0M+4/yuQNC3bNWCrVAH5yx3HQ0PQfvXjxfCFyVP5LGyets5I7RollVntOPDcM+bBbCMzrpMFUpmCKLx1kWkirL4WNBG1Nx+OxnC7+YtH4E6QTWsp8LthBHS5cZpiqcafWH/O6iskRFuxmoqoqfOPUTSVDa7jN3uniQW1b/JFTzIZslOrIoWtGYmtrSy7fymCHGe6LqQimaeq6Ph6PFUWxm2KbZtOmtIacSW2PmAI40DR26jCZkK1aCxbsRuK67ng8dhxHSI1L64ucvt7CQi+OXmcO+kFmucMvdCEE+8MZmcxPM8GC3UjQjH02m1V8ilci7kZXbT7xsG6wwZc5mds9d8nh7A9nJDI/zQQLdiPp9XqY64UYdtmHkwHPjo8fDQY0wuvMstpjakfMEWGqAJvXzQODEMs+iiVw0lkz6fV6KO5qBpSgjvo0CNhZC6ZEy0XzZR8Ls5y7UetsXtcZTCgm86ayA4vZwm4sMce/1AuMyqaG541PyHpuGJiW3ex1STWJ6cW565RyXkWDjFkLmk3Ztk0ibVmWPAKxUrBgNw3DMJBuNhqNPM+r7FIxNc8N47lhwOJ8Z9uN941zg7PiwWceczmITinbrw9Zs+tIt9tVVbU6U4mjYcFuGvL88+FwKK8cm8SBpmGAWAvT0Ji8SVpDiKHXaCTO1A7P8+RcH9yuppHNMeymIQ/ywvDsJuWKB0D69MudnYjpnwyTlKTN2yHVnHdWfVa5u23btm0bRbDQb9/3LcuqmtnNgt1wRqORYRgVPPMy5NFgEJgkxjCpSd+8nfPOKgykWlXV4XAoT2QwTXM0GmH4IbScNsCVE5tV5PrJgt18+v1+YPJmY8BoELnqKVfNliusUo/PavmoUIYpBc/zAlIN4JLEqENY2NPpdDqdqqqqKAoum67rVuT6yTHs5tPr9TRNs227mpWFG4K8cSFErm1VXuk6Vga/8fjxr3/yCV7u5c5O0mDnK10/OTxsbZvVWpAo4+wenHRWbaJHHcqha0wo9n1fVVXkAFUkE4gFuxX0+320Fp9MJs2TbUoazwkY1r/x+LEQ4u9OT3/29i3u/5WvfS1RmjoZ6NwIpWEgUZyTzqpA6p4nMLVVVcWlEta2pmlHR0dHR0cVcYmzYLeI0WiErqXNk23078xjz6Syf3d6KoRAFTj+/eLf//voJ5KWn1mW3AKFU+Sah783uOugwpSKbdvz+XwymZBNjErrOA5tXdd1XTdN0/d9zhJnygfTsh3Hmc1mmL+J+yuyftycV7qebeEyVBargUBe25llnRwehgdfypb0iXR/6rA3UySNr+xvCRR1tm17afR6KYZhkFe8gldFFuzWYZpmr9fTdR2y7XneIB/btNbgqv1/vXyJP5emoB9o2tlgAK84Hg1kpd3bmJPYa8KBpp2s3+oeW1/od/M/mAqwv7/f6/XQjsKyLFVV46g1DOv5fI50M9/3J5PJYDAoMtdsPp/v7+9HbMCC3Tp8359Op7PZDL1LGzMgJJwxvgln06ksvau0Fi96Np0Gt2d5ri2JLexzC2qNSDZTLkdHR5ZlOY6jqioCfzGbNGP+wtXVFaq/FEV5/PgxGk/FMbU3LJ11XdeOce1iwW4duq6LxXKymnGa1KCPyoZe8TPLIvV9NBj83enp2r3JbnN2eq8BqdT7mqA5V1XSOYQ5RJI67LuuKVV6Fy1H0zSquvY8DzXWa0G4ELdxeTw9PRVCeJ63VozD/Vhi6rf8xG63u3ZiEwt2S6GGaE1qqwJ7d8OdkFo/Oz6OYyWT65ulOhr4jcP3bxs7N58eV6TrCKq5Yn71gJ3hFYQ0O537kC6PjuO8efPG8zw544cgrcVDlmV1u91ut5t0fEin07m4uBBCXF5ePnz4MGJLFuyWMh6Pu93uaDRCtKbsw8mGTOqbE6m1YJ1eh6zTAWFDL8/t14fbrw+r4FJGCkIitWYqS7fb9TwvZq7ZKsjsdhzHcZyAVxKec7EQeNM05RanMXutYOOLiwvXddd67ysq2PP5fNr0yYml47quYRi6ro/H4wYY2ZTwlaapZAi+ZGdCIBtrqSTffHq89dOpMre3jR1/b3D78bBca5u/+gaAkHD85PC1yA5zIek39UcTC9lGMi86rkQLtuu68AGgN6qqqj/60Y8uLy8jtK+ign16eioPsWAyB93tmxTDPhgOMbNhw/0gEJ7JITFCiPWm8752u68hnq3M7e25XZaHHKdQ0hwIVGBvfaGX7iFgQOZqHSag3+GHUB5GTvJVBymE8H3fWJxvvu+/ffs2Qvu4cUpLwbRsIYRhGNWsOEwKeqe8s+34TSXPLOvlzs7LnR0uvc2J26dGTBnDlphTuf36EPpdMB9OoSTnAw/pqg6WZVmWlbdar8VxHLHwyUdsBtNcUZTLy0tsf3V1Fb1nFuz2Qr1zG6DW4LlhRF9w0RIcPcBf6TpJ+8nhIT0lEzOdScm+dqNfw2bdNna2vtALVm7EU5I1pa9GulwLkds1WpY1mUzE4oJWllo7jmMYBnza8Jav8oqT5e26LjLOuKyLiYKGyjUggE3AqxnuPiakILfs9KbBIXgKj+VYCyYXCemKk3l/idunBoLfyFbbNnYEXOv5h7cPNE0cH2NAC6cTVhzyOeOE3NvbE0LELOLKFtM0Ic+oJTs6OorzLHmgCFwCazO3WLDbTsxzqy6gTVVEEJr6eEObcVFGx5Uzy2pG9Hpra+v29jannSOX1fd9OSEWxkG2mn1369xCoXNh4e21p1AYbiReIkjdEiVJNR0DfgiJLqeapqFazPM8zPTc29uLHgvGLvFWQ82AWshzwyATCnY2HKEN6Pgds7VTIjAECQWmaG1L18fhcDgcDtETKvPXFftaILxdwBRLnA9xI9mLTmf5HhOzDKq0LkutZ7MZErw1TUvhpzw6OoJRjj/n83n09izYrQZdz+TJNg1g1dU2wmZC8Jtu53dsBbC9vX1zc5PtPpHIg9tyZ+bxeKzrOtJiu91uXpoN9rUPml0luNNZKaBJuKqqtm2X1VzZNE3LsgaDwSYhRczuhCO90+lEb8wu8baj67phGPFb5lafpWFsCk7ToI4A6JKW61ztAtje3s5kP6g5QcoMNDjagqEYXr6Xzn3tzvl8buXqGMfa7uTw8IAHoVYYeMJLSQh3HGc6ncYPV68F197d3d3ozdjCbjuO41DtQTPc46v0+M7yXp3W8eL6uu5NMzJpWgd7GkUptm0riqKvzsWDS9D3/Q3tjJjAkIVRWwBxkhBR1lVKHVqbgVXa7XaLV2vTNKfTaTEnfAAW7LaDsTZUEYjSiFqzNPSIFHHM0Sr+kArj9vZ2E3+467qTycTzvOFwCIt5OBxGtzDC+aNpWpFuSTQqyS+YTZmJsWqyF3Y/a3YKUGAZcwTAmWXdFWRalhDC8zy0a8z5GD+Aqi0sTwMnfDFRRXaJM0IseuU3o6l4hA1d9/h0rsAN/vjx4/Pz8+l0io6Ja5/V7/cL7iJ88+nx9utDJI3n14EctX8v4rnEbz8ebnOWeHLk+fERdXTyAD3wzrZPhPgvB4PnhlGkjQE3eMCwluNHG+4fHVQiYMFuOyTS0GxR87JsugSwNqcDIwU1Tev3+3G2xxThiHOG4iyZnVT72o1+LRaNyvMY9kUFfomqsQsIrjcMOL1okj3ll8h1iTTwVB5fi595WUWY1FUUjknP87LqQ7BWsNkl3nbkCXRlJVtmiDyaOszmwzcbDL794XAohIip1qDf70e0YPQ8D2VmmRcjUK3X1k+n2brH0aOUxqtHbHnnMN/XuKwrKXKsAcme6Fcj309q/eL6Wq7DpJSU//n3f7/IYx6Px4qioPUpbgshMsy1RO+XCPj6xQhZsKkLQe2QL6xhqwireO45Go2qqj/84Q/X1pbEB7U3cK1///vfz74YYRE/vnOPZ9cKTe6os+rMuZsOd30tFl7xrZ9Ob9nCjgdCV8gpQYM5+L3f2TaZ1A/292nZFPhR4xf9//74x6LYrBQ5ToTbhmEU5pVkwWaWEHOSa3WQg2ERpVnNaGSWH8gMX7vMD4C8s1WPoheE4zhomHx5eZnt1e0ubxzu8blNTcdg8m4Y4X5xfR3hfYWWwG3zaDD47Y44SPbJtRcEHR4NBlSXcaBpuE0r70DQOuAeezQY/EePHv1/u7vDstNIdV1HQTZFFfMTbxZs5h7ollc7wcZvG1Jd99IsaA/9Kbe9hAiRICVQo3ixVaq6TorneZPJJFyTCm+NaZq+78uinrlFcvvUQBNT+qxwg6Z23n1c5xb6rgSaiUZ8mNExbFld3gnx7GD/4GkW76fFyB/4v3z69Gdv3wohvtrp/IeLi1//5JMHi9UkfvLbX/lKiVO5iNFoZJom+oyKPNOAWLBbjWmaYdsI99RLs2meR4Ra0yCvaio6SQv+JG2WdSVwG08J+IGpuCjc3XqNxqdNmMIUmUHIaUza//79+4uLC6TXWpalKAomiGR8gu1rd+7oxRvB0sffG9D4L9pWbiaKD3nb2EnhVCd1QbT15H/4nvhHj6t5glWKmDNwf++LL4TkP/vZ27f/1YsX8sdbnTJU2VU+Ho9zun6yYDNB0GMStlGNNFsIsXRIV4ptikYyDe8cuZEaHNDy7YX2QIwjplAsTWMOLBRGe4PX/8/+eOzFLOsCqqrKVyjKDKc0WsTFYYK4rnI4pdYAACAASURBVNvpdHJcES7e4L3VycK2Rp6avBkexVewZr7IuRV84oIDTTtbjGOv3AlWVWI2RXhuGFTZdXJ4KI6P8QkjQyLnY0zDcDhEYWTme2bBbjVLC68xNrFe3cXrW8pFDvAI8/fu/nNL3FcgGmN1J7eLTOmlu7qL8r4+pDXB0qbcytx+KsTTAyGuxfuT/+nhsx/FeReoxg5oMAoQer2e53mXl5e7u7u4kKmqOp/P13ZhzJhFMdiqR2/3NYj69uvD5VtK7vSl39Sdj6fskGqNWLu4gScGxsORYdy5MQ4PzxYdkPKYc7M5cQZlpoMFm1lOvWxrecT1KtBjvJjjWclCZYHsAF8fkA4YduQBlsQYf6JZZgCK4JJdLhbGuryNHEF3rrqfxntbvV7PcZyAYKPJMxpR7e3tKYrS6/V83//Rj3708OHDeDsulpDpLC+n5Bt3/vP7X9kjtrATsnZxgxa5ZD8Eksmvu93/0XEKOdKqwILdalDyX/ZRZAamd1T5cilnRYkVDvAUUKb03d+r9gYrM9JSvH1qwKyZz+efffZZ/GMYjUZU3+J5Hg0LoemBcLArivLw4cPd3d1qunDC0W4KQNDHFcgKJJ4bBqKtlIlWR5dPMSyd0BMGZ46csYhkctd1/4/PP7+6uiriWJPjpF1GrB2vyYLdduplSa8CS3WEuE6WzbSmDgwlXkMpBwp/Zt5TM+4OI53DmHgt7o/RjAkc44E8oG636/s+9kkzjiobc4GP4cOfq9dSSz/t3/ov5u/sqOpBuctmAyavp0Yuwo7G931kKVJiBM6lB8PhRwVHVWITXegYQHb7r12CsGC3nclkklVfvRLBuptUOXzFxAWizOmZ5xbMsooPTsbkj9lsFjGhaxXweIv7jdKQQx54CZjd1axEiPkFyV5x0vjffvT2t/73we3TD6Y2STLMbpJqOHXRkqWFsh0owg4DGRMLeSYURcHpZJpm/KTIgok/lAHrY0zZobhSxPYs2O0FfhtMgBeNMLUpxLVyikAZ8UXZg1qLBpa9Xi91bWugp6njOOfn551O5+LiwnEc7PbP/uzPrq+v4f2r41lHkf6A81xIUYaAe5xWkLI800O4ET5pYY7jdttEPaDW4ZqFyqp1fOAziJ40H4AFu71AsPGTQHJH2UeUAdQvqSLIap35jIo8UFU1Q9tlNpvN53M4+iDYSKBVVVVRlPpOhwsEswNtWABpthACc10DZ6Y8x0IIQQ1QcT+5i0Bl+wfkBIpLcTv+KJqKECc3CGqd1I/Fgt1eqN9FM6Q6Ahq+VLSZsnCD10Kq80BRlP39fRRek9WOADbM7nIPb0Ngan+Ic4dq3OOcbyTPFNuGIx1qTVMxKDkjLPx1ZG1ZB04SrOpqpNaz2QyGULQJhKB1iqaqPK2rveDEarxai/IC2Kjg8vcG9VLrDA3f0WgEnb64uKDdwnyHWv/Jn/xJVq9VCrdPjQ9f7gbf8oGmPTcMGr8NJ3m45OGdbTdArcUihr12M9d1a6TWADHpcJtewrIszPtKEXhiwW4viVIZG0DBVzrKCa94llkAFGVluMNerzcej1VVtaSxiWRbXFxcyPczz46PkY9GOVnyNOgysyYLhxrvlH0gCej3+zi3l57VruuihiKdWgt2ibeZ+kYQk1J8vxTkIt31pl6H67q2baPVdv6HVg5yrM40TflqNZ/PC5tOWH3Q4jTg925eJvlal7g8mLVeIFED87vQ9UVItVsbxuNZsJlWUNAkbKmRWZxJEvQzRrEyTfvRNK3ckifK6M5jt0gA1jRtPp+fnp5eXV2xZss0TJvD0GzNVRukDvFWB8zvsm2bUue63W6ihPClsGC3F8/zIgItDSM/I3tp36s4nnAY1oGfMSZRQrlt2y4lJVBV1ZwEezqdOo6Dd9Tv95F6JoS4uLjwPI81eykwRl/pegPSzeTcuoiuKVit1ssZHiYP9wDHsJlWUIyFjUmON58ex4lbI/EkXF2q6zpsi+FwaNt2KSHenMIl4/FYbkra6/UePnxIueIYql3NDmgl8twwoNknh4evknezqQ4oVINt/eL6OmLx4XleHZ3hBcCCzTQfslHy2PntU+NGv8a/26fGvbTh1SC+tcqG6PV6uq4jXUtRlIJlrNvtZpt3JvPZZ58Nh0Pf97///e+LhRUyWAC/Amt2AGi2EAID3cs+nJRQoVrjff75wS7xlmKaZqtSxCsFjOaYNsRoNJrNZpZlua5bjMcYJbCGYaToThoHGj44nU5nsxleDm+t2+2i6KUN1YaJkLvln1U1B01uzRbgQwOZmnv1y4UFm2k+zw3j5c4OrJPSrxcpEmr6/X6/3zcMg7LSKPs0JzRNsywrP82GSKuq+jd/8ze/+MUvOp0OBbCRcJfHi9YaauGHzmiVGkxHOh2dKZLogHPKoqg77BJvKe2p6RJCnFkWPIqrlv9FkjqhRtd1FEkrilJAbBvyaeRjyY1GIzjev/KVr1DLM3pHbF5HQO7xck/mM8t6pesvd3Ze7uwgMo3g9LPj4xfX1/j37PhY/jO+WiPtMdfjrylVbOc7HA7fvHnz5MkTuseyrAoeZ61pSVNSmZc7O0IIaiZVCukaCC/FMAy0LM71S8QB9/v9PMwd0zSpxIsu0JwoHg31GC/Lwg5MCMWd2broLctSFKWFeWdrta+iLvEnT55MpfWjoiglHkxTaZVaVyG9NtvqUl3XMV46b9+467oox8r8AjoajbDsQIkXxLuaMzerQ7lqHT3OJCvqXoS9CdHaxy5xpuGcWRYC2CgmKeUYLMtCLpWmaRmaqthV3hHfbrc7GAx83zcMI3NHpa7rqqr+4R/+4fv37zVN63Q6nCUeAVLEA6lbr3S9mNRxqDX83s8NIye1Ro8zDmAvpaIWNpMrrYoPIdRXfHNH6mImhMA0yc37HIVRVbUAkxQ5bpZl5WFq67qONPg3b958/vnnP/zhDxszoD1zDjTtRBqhLRZ5Xu9s++R+s4Fsz3bZsM77d9Rm83otLRVs0zS73a6iKPAoti1Y0qqxHwfDYZG9xAM6nbrLf0yKnCqN6LJlWePxONsRxdiVZVkYxX1+fk52dt758LXj2fExhZDFfZGWz3NM117qtU7aNI0Ma1FU21Q2r1fROsFG2A9ZiJiD5rouFvjtUe6WZPBReo4o5EJjWVZhOk1gqHkBL0Qgqm1ZluM4GRZ99ft9RVFms5kQ4tNPP/3zP/9zRVHOz8/RaD2rV2kAVN+1FMzSprwwsrxRxk1KH7DIoceB30gguayald9to12CjaxUJNZalkU3cNt1XSzw0+1Z5NM8lkmNXPeCC1l+r4Vs6sJ0ulzIQz4ejzNc5mLMEW68fv0aA1Hy67nWSHCSy0XbQggoN20DG11IFjlaAcIop83kPHBW64pQ0bIuIUQgU27D43QcB4v36KKRQDmB4zhyuDdwDNiS9kz3bHKcBQAfQ+PHfsjVLyeHh3mbCJPJpCy1Rql0KdVQlNqdU92XaGX9YR5AuSN+ArI7CpRlVU8mk4KdRtVhrfa1xcKGG3ztRQ0NnnC6qKoKn/mqjX3fx5Z0QaHnApgIVVPx2WzW1AA2nNL4OnD1QT7t2aKXeOYXIEzcwu2ybOsiw9gB5GQ0kc8nEMiqoyUCl2snYu2Zf6BpB9fXInmEO3NU9f9v79teJMnuM09Ul2AQyuqH3vVqt6rFakEFkZFokV+muhsj+cHSwMyTMyKj/QcM+HGG0cOCKBwmXyW1HneRNBJY7FRcUg/LDIxGsNZiZrr7wTaIiExTPWChrsIzXslsV+nByF0d+/BN/uZ03DLucSLyfDRNVt7iZJyI853f7fuppT2dg8e2EDYwn883Wpa0EMzn841be8qLiXyWcQXvxOtIFc6+EGHTwxNoWRYpS9TleETkfnjmNYhTVVVoXi6Xy//wJ3/y8c9/jnUK0qRNHBcdt7p1g5M0d1fANrchLcnJZOK6LiIOlCKAXpxM0nYDkN5vkbFFhJ1tLseRh9Uy6DyylIBFQN5gborY8STNGMMgVVWFqxPBdTRj4PkeiXJ4bBhGnmIbeO+HZ17DsKa8ZZy38/NzNh7P53O853OMPVos8GceX0ueg+JB50FrTdNwMXTLXg1Z+bhNkCNydHT00ksvMe6WaU1cXaJRYIlDPiNsla5HJCgGTtigKBKL6TCBhV9QYHy7rkuGERYdfovAGxCkIwG+hxI1Jc1BiEpVVWwFEqOJZKnXwlXigBykvJn7SeryOoEZvx0G9wuu+1/+4i/ofKI0oMRCj1wHto45dQ6YoR0OQNd12hs1AWxGLct68uQJ/Vg4VC4uLkajkSzd7in42gpsv4a0QNWOoSWdYXWGCQubNRKK7vvVwJf5RnwA/EtwoWO/gp8/PBMEt3qeYAH0L19w3d3l8pthiD/Z2rlaNEBQox54jXAcJwzDDi/vdvSf+a0nnsFUooOIXO77hcQk322OXm/kvkERNqXLYikf9t2boW8V0e4Y0kngk7zS3AmFYFlWIcImg0BAr123CdVt7mNoX87WoS5EQ/JUgkgIAjE3vt1iW7LEYV6Qx3sb7tiMdXl4xjQAtq49yYvvU5mnjoDfNAiFdmRK0zAej9s5LWBlBINGoxG/c9I0zbbtzsP5EhtRbyOc7cFACBvbbVmvOWyU7iSdAaTis3XOVEZpANnWbDt2hEUBwm4oV5xAtjXm4vLyEqkbeFVRFEVRnjx5IjlbcDRxL28DhkDYWHDl/TlgkBHcRHyL/07KveeLxCgTovMKLsEBxd9GT1HkArBt+/LyEo/57RTEU+WaIDEw9J6wqfap64HUA+qK01W/WzHRWtgYjZnh2lUUBQ9QNWcYhu/7vu+3HHWLUKBlWWnnofMK++a84vSTIzmGiqLcunUrvkWYTCaO4+SRUpCQ6BF6T9idL1I1ghf3OHVdSdg8Wkvyithw3//+913XxdHbT2HFcSOE3eYACqE5woZoYCTH0Pf9MAyxi8IzfN0mHCSy3EtiSOg9YaN6j+XTOREcUL3+3P7+fzw6OjQMdMthW689RGXTneDVV1+lxy2zdYm25RQ76CrxsCFdycQvVBQlTVkBUW1cOZKzJQaD3hO2oiik4933kBW604OtGWOkxd90pynB0S1hdwi0LV+tVnkCw0EQ8Al0HaaLt1YpCom3+PPXr19/8uQJqS+sVivJ2RLDQO8JG1tvrFPseYGwniLSCw/PvL2Omx4axqnrdqvOL9EmsjO5+IJGTdNIEawrh1PTkmcRZOcT8Cnli8UCmxhJ2xL9xU7XA6gHs9lstVrN5/O+t7unfrR48KXpFP/A4o8Wi3fu3sX/b5vmKVdAPGD0evtVBRtNVcuykMQeoefxeDyfzzv0TJRw5jeB2WxmWRYpE19cXCwWC2877hqJQaL3FjYB+2iki3foD6yINNc3vOJkZ5MVLu3s4QGlZXyPljTmRvo6emDwz89mM3wJGio0O9wYVFX1fV+c+jd4HXCiwNYDCJ/1F3LDVAXDIWxFUbDGUZ5qTzk7EdQmkp5BAdi93d3Xnz7tblwSdQJaysvlEi3a2FrPK+391PAtjslkMplMbNtuv7QJ2sCitTTGiYKCqeM4pfu+SFQBHEI47UJdHn3BcAgbgHRlYirKwACDG+HtbU5JGwCoRwtjTFVV+LeJS9IIO9JuNRGmaQZB4Lpuy8yESLbv+yBI0TCbzRzHkZlo7QMpBZKqS2NQhL1arfb397H2bYPL69Aw4Bu/t7uLmPdQk9EaKhYSBIj4pqWJpaVx5dRv0TQtCIL2ncDT6RS9mMTxjfOgqAGTnN0K6BqW+uFVMBzC1jSN/Id8/G/AONR1dnKC6i+EtB8tFu+sE9aGZHa31liiEzRdB6VpWvvdssGCOK6YnD2ZTBRFcV0XKS9YOpAHIym8CYis+dMXDIqwGWNBEKD+cgD1XXlwqOuHT5++zRlblI8G3bRhSJy201iiE+CKbbQKy/d9uiPaDNyCBYVKQIsASQC2bfPbwf6mrAoLbIbQpkXTNDEDJb3AQMq6CKZpIl08TQJpkHjFtunf60+fvnxyQuVhKADrdni1ALnHgtQL1QXHcVzXbUgJn8QJ+HsBdU2tVXxhx2yL7ewxTZMYemD94wXBeDw+Pj7GrlRmiVfB0AibrRNBGWOr1Wo7RbIOdR3MDdrmdVf6CyyjrusKvvoXAkzPjVcptFOKfnkYhuBsy7LMNVCX3GY5MiaOdg9iAhXbWxJK6xC4GAa27W4TAyRsCtfJWBTR9gA4m7ITWm6W1TSotXM2SqxxpmkmpunNZjPDMNrczqLfpfi1G7i05vN5t7Izw0a53acEMEDCBklLtiZAmRzJ5P2l7eVyqSjKwNgaHNZ+c1g+Q7MdIGmc1M6FBZwQuq7zUe1r167t7AxwqewEuPAkZ5fD0K5C0p2QbE041PVhuMdb6yrRMvJcq7X/dqj5tsbZiGJOp1Ny1IuMyWRCaXqMsaurK9I3laiI8XiMfJSuB9JLDI2wkRAr2TqOV2z75ZOTrkdRHrquo29V1wOpE+SD3UicTRCGYRgtF8shR70X3ubJZMJvaK6urrodz5DQi1TETnB2dpb9huGUdQGKogzVDqsOtO/srzhadt+qnsI0Tdu2M0qJYOc1IRqD9pQti3SCsJHhtVGprUNAcEaWeDUEMfVrKwKt8/CYdtg5fyDkDjeSl6CEfXZ21r7UQ78AXdKiQuIvn5yg39fbpjlUWbR+Af7hNFaA9nJz4lCmaUKks83Wk8hBWy6XYRhCTGM8HmfooncFpI5Lzm4ILXdibQ4kLZzYsCcuF0Nv491mEG09ODjI5j5BCfvBgwfldl6diDp1CKij5Jc2I6EV6KucTqeStrsFblRq9ZH4aqNMRh3l29TW5jcHIG/XdV3XxVqG/hCRe1lV1clk0jKpwxCUjbQlEoGG64xrAbARuNrxmLenkXflum429wlK2KWxPYT9im2fet6p65K0GbLJ8hAwNQ7BB09dV3wPedO2ZlcYj8dhGKKyq0NKmM1mnbQJYRx5k711fHzseR4kZfASlrn2AyJoeobdzGKxQH6MZO5aEOkh2yPwJnXRBOeK18/QCHurcKjrh7oO5zaYm57f+NkIZwse1fY8D2wtmte0OtCFQoR2NdjsdugB5m0UuM1pJIh8d5WeQh21fd+XPb62GYhSl6PqWjC0LPFh4G3TPM0tRPWKbUParGgSOP8RRLXzH7RNIOvKsqzhsTUAU0OE3GmhUrj51RD+lW5rqzRNg/KxOKeo1+hR3UcQBLZtW5aFLePx8bGu651s2gZI2HwBZS8Amjz1PFAmDN937t69t7uLfzmp9NR1GWOPFov8vIsSbWiPP1osTl1XKM72PA9u0oHppUSAO3+xWHSegwNTUrTbx/O8xWKh67oIGcWyILtGiF+QDapGmHU6neq63q0nTMQiKMMw4ktG/nGivK9zB+NGgJjBlJGXqHUH/1KezDL6zhL+bcpfEyENDT7wTvKMugK8bfx1i7ug/c2KUHcQToI4l0F8miSqAE3TRdiKxYGcsjb7wZimGZdG4LlvgDHsdkqxI9SYs0oKn+KfwZdE3sbTLVLJ+KaZeD8Ohz9pDHHuz4+XT04oha3D7HGi6kFGrNNACn2R5ztpOofScM/zRKCl1WolSB9l27YxHe1LyQ4YYra6J6putO9tCQzQwm5hC3zqee/cvYvHMEn5P3kOJirFn2kW86nnbWRHygnnv4H+JOXRcuZ14lFa7qW9hVY1ARnakSTkrixsQBA7WxwLDHMkZY9rB65zcWYZXvpOygE2WtgDJGzcV43ujDK82RFE3gN2x+PSXEg2d+Lhakn2ph1Ja5wtmuezE9C+HovFfD7v1s0Azu62kEmcCwOqcJKwmwBmGfX3HdI2nCgd9kTfRsJmjFmW1RxhU6yXt54TRcfIR91OYBj5YnUdhTYlkZHzP4rlU2vZiG5NSdFAtM0EOCfkB+6wBBmuF8ZYt6u5ZVmSrRsFqu07cbO1H65OxPYSdkO31lt37nz08CHLbXr2WgEUWxPGJcGxtWVPnoPqNv1yuVwsFoLEKQUB/HIimJUErGgdMhat5l3RtiAxgm1Am9GxxGhUV9hSwm7i1uKDu3/42mtf/fa3a/xyMcGH6iN4fa1vymfAFf1+8oNtVX5ZTpCqlzj9Tig7hNZT1jqBdUjbMobdMtrxrAi1D9tSwi6ad0ZJYWnEwydgt5yK1S3S0uUgjMrTef7TQjyNfk0Cdn3oHAiX4vw8fvz45s2bIuTjsHUnA5g+QRCQ6hNbT2g7C19XvlOhFvctAT/XjLE8KwYa6uS8ZYSa0y0l7CAIfmpZ//nJk729vUSHbVreFl8ATc5eYiZBapQ7AfLYExVM8xR/013HGBO8r2LnIOczbt3RaPTGG290PahPAF0qfrmE9x7LaPsGaMuVBY0mx0ikAVEzEh7nax2xmLC1GD7fNYtMgoylpvNATwRbStiMsZ984xsfvfce48xBEgKLvzlNqAQMhFDuVhnWRZHW65OMadZRtyUx4ThOmpUA5xAfToP8WS9i/HAMtE9p7dA2+EAQU2yr8Oabb56fn8evK77zVWJqZMSZx3+WCEWoCd1G4RTgK9/97k8t68th+GixoOQpIFIkHQHfAuu5NG+R5lU0RLZBvBdLURQZoubh+z76WMTPSaJ3TlXVTuRTSgB+8vYVV3A4NPjyfb+h1PoSIprXrl27urpqYjCDAb9WUDVjhJvPz8/39/fjn92YJkbXoed5iSafUGydB4Ml7CAIDnX9kDHGqYnl7Rit63yKGV88LREBHy/AMySD0AujsH0gOD2ZTPgnKVU1voLouj6fzy3LUlW18yqvjTBN07KsTlp+EW3bti19OUUBL0Vz3hE+KMYY4/3b4/HYMIwgCBaLBSzmuIf16OioytF7R8xpGCxhYz8F9i3x8dIf3DYg0EDxAupaLZfLRPi+H0953ajIASO787YTyDKLbDXiMAyjk77aAJLYXdfNM9SiWK1WhfwHvHm9s7Pz7NmzesdTFAgGM8b4rSE5llVVnc/nDRU4LRYLELOmaUEQQIt3PB7Tth4rhuM4aBlHKWZsfUUtl8vB8G5pDJawV6uVlPxtDaeue6jrWA4kW2cgCILVauU4DnF2zrQXdHVEcXYrI01AEAR51nFkn7UwnjSgl7bnecvlsq7cRkwcq9AJu3O2ZozR7WlZFnYeMKxpE0k9vynJqxaO9DyP36dmpHmnzZemaeLo23eIwRI229Ym829zXtNaZMhyQrJ1TqiqGoYhGRaqqm5ka3L2ep7XIWHnJz9qcUvdMlq+GWEj1ugeD4KgounZsoUdj0pgRnAqdF2/f/8+7Gk+dEVUCiM4DMN4y9eibnN43aoHyBBt2XLOHiZh96IpehOINOy6t7sbz9xuFAIWHQiIcisOLKHaB1MvUAILtyfyDcMwhLHb/jpL7nG46KtY29WLf1pja4oWw0qGh5k64NF7zs/PM7Ii0ozgEmZujQkN+C3YQ1AUnA0oRL0RgyVsfjoHj0gjL0SUQd6JldM14hXbxoFwlHr9kBI8YJp3PYoNQDR0NptFPAHxNKJ2oK9TK5bLpWVZVWhb/N0SgCmwLAtWMmibd32hdPD4+NjzPD46kwdFmxdj3mtZEGCGUdEEXzoBCt+GEvlhEjYEmLoeRUuI9Ppk6/4fr9j2vd3ddjj7f3/ve7Qi92Vd6x2QLi6OUmkiEj2fSKljXF1sy05yuLJL0zbcBuJgo42LXK00K5lSukpgNptFppgvhmbPV1LBrIcRj90DfUn+I/q+TwkEGDaImd8CSgu73+g8n7ZNUFVVnJVfPjl55+7dpjl7uVy+f3nJVivGmK7rHQZZe4HVaoXYYYlVRlVV3/dFJuw4wHaUx6Qoyng8Rs5wyyOhCHQ8LpsNsBQyp7rdj1KadwZnIxCQEbzHG0CoRqmC1cgJpIxuMDdROG/WIy2cPe/K3ghqohW3nreHpHkMk7BZwcuiv0BLzTRZ0ENdZ2vObm4MuKNkNVceTCYT7CbLObdhZNc9qAZhWRYW1oi111zGb86vLZpvDwOddepAoozujRcPrpPVapV4P+Ii9H2/3A0Ljo98EOnl/CAjZrSmaXt7excXF4wx27bTFEPhrodRDh2hbXB058cwCRsZIl2Pog2cbqqfOdT103UrzCYgW1kXAngLMiklPs77HnsBuE/j1NiEvgo1d4pLZUUwnU5x3ebn7NlsZrdYcxEBiWlTjXKe8wY1kkRKztM/gwziyN2dSNUUguQVk/gusa7r7u/vn5+fs+cLJSIO9vF4zPtHyR3FttWkjmCAhI1IyTZEUk89D0ycx93dhFecZFLq/drBo3SlcicKYg0B3FPLz4n4YDea7zho/gRJePWxyag+2tIAcSIGv/G8qaqKuqxyWq20M4jIBvCINNsYjUY3b95k69NFfO+6Liq/EY1ma3Fvtp4IWNXE07Qh4IPfKKzn53Q7ZV93mvhS13WhTZP2UhMHJfi+vw3+8LgmaBpese0vTaeIZNc7Biy40g3eDmpMuBUBmqbVlRm6XC4VRTFNE5civhl8nPaR8Xh8fHwchmEeu1nTNGSr1TLaEhiPx6qqktT8YrHIzrrHq5R7W8I3MJlMwI6JCXpBENi2jRUezozRaHRwcBCGYRiGkMqfTqfHx8e6rtPIJ5OJaZqmaWIfAC0gy7Lg4Q/XcF3X4gDt/XjOxxayNUu0sBVF0XWdp1vXdR3HwUWg6/psNuNJlx7TR+jNcW6ml5rDlmicwRme3dSSgOKregcwMP5oGYlNDrIxMGdGXRvr+HU4mUwmk4njOKRNTYjYppSflW2DIoqBLmrVB1wasEEpAs0nwUXi66BD2g9Bt6RoxBqnMfEl6N7j6kUrrYwkSpzkyHZnOp3mLG3PVu3dNkQJO3FFwM1A8zGbzRzHwTsjzM3TvOd5aXZ2c9gSfzg5w/N3JanXH16XetHWAjHR/IlXaBkyJGcG+UWrICMog1WLKrJgxsWz6M+7LwAAIABJREFU00EnG8uRMV9dhSQitxsi0PyOBNxMcW7GpZU4jgPyxlJc+hKCyjcoHCeNrdk6p1RfBDnPpAxd83iOsBMbUeNmIIZmjCmKQn/ybcsMw+AZmmSG2jQLtsEfzjvDu+pQslgs5I3UJlAKJXgRdiEYhuH7fukKN2BjUCZCw4mZbji3G481mUxc1+1EGjNxo0A7kuVyORqN3njjDfy5WCz29/eprAtvg1Ma4eSiR6faKlLGha2fk63TsJ1B6Ir4NIaddi3Gndu0vcoGmLtlzQFFURC+avOgbeJt08wovG4HiQ0iJYpitVrlX/oRxSzRkllYaJpmmibt+0t8Q4mgDFVnRZ7M81lkTimKMp/PW15hMoL9s9lMVdXLy0tQ8mw203Udydiu61L0ejKZlMsYoHRxfBwuTFyHFxcXOfPVEyHZugQ+tbAx067rxlVHMpYVXddhVYPvIwWCcDS17Bivcg0JBQiO0p98aRa1s2wfAjrDqVEB/kwr8ew7eleEnQcw+NA8kZK3WSzYnIgSQf24UBcrWCw3m82QHd2mjkq215DIGFb1ZDJB2tfx8TFdMKUdM9oa/JMUI5dutpbxCWHjui+0zBFPG4aBPLW4MW0YRn7HOL3h/v37+YcRwW9+85uXX3754OCg9Dckgrjz0DAqMuVbd+78v0ePbv7xH2d/FS84yuNL02naB6Hp3TSXv/fee6Ldpf/wD//wB3/wB1/84hfx5z/+4z/+9Kc//dM//dNuR5WNIAhefPHFop8ajUZNDKZbaJqGBiGnp6d4RlGU9957byMXfu1rX7t//35RKtrf3/+bv/mbP/qjP6Jnfvvb3+7v7xcaMELIDx48YK1kzHz9619/6623MsbzwQcfMMaOjo5Iy9227b/6q7/if9fGwuvf//73BwcHiqJ89atfpaB+4qcODg7G4/HR0VHpXySRH8SMs9lsh61D17CVS3wdesWnUXIk9SMndF0POeT/4D//8z83wdYQC3u0WGwUKsnGW3fufPTw4b/+y7/gqxIzt089j/zejLHXnz59/enTl09O8P8rtp3Ix0hDazqq7XnezZs323eGo4wkzax/+vTpxx9//ODBg4uLi4ODgxs3bvzyl78UvGNbEARQfSqEy8vLJgbTOSaTCbzNqM6azWYHBwcb3c4ff/zx3t5e0WPdvn37F7/4Bf/ML37xi9u3bxf9ntlsdv369XakbPb29m7cuJGxit66dYsx9qMf/ejhw4eu66L2+le/+lX+87NcLj/zmc/cuHHjr//6rxHpT3un4zij0Wg8Hte+0kqwTdy3S6HrhrzWZGRvdIzTq6WT1JAPWe6zGeBba8TDxiDdPM+/bZofPXx47YUXPvPZz75w4wZc3Pd2d1FIjT+/xKmSwZjGY9BwlkW+dgCU/ZWb0b4zHIoKG2NvqLphjCFplsK9Iudn4XcVquxC6kCjo+oWvFNkY1eo0qI9uFoo2Q3MVO5SKZrqXwXZWYdUggV3/XK5xB6o0CGwUG+8xsRvGTcw8Ly5S7u2yKVvGEak3jqC/P5zGN9wjBcfbQE0cSWREfy5/f0IHb5tmv/04MHvzs/xGJ7qU8/723v3fnd2huffunNndHDAGDs0DDDxSz/+MXiXemLywWmi7aIJZS2Y14vForWEf5ImZmtlBmp7EAdfMIosWfGJjbJtO8k6Fh+JwWYeVUR7+Dg0q+bTbk3+DOlyG7ehGzVHM0D9tVh6/yTHcbZE6EJMfBLDjnif6M+MBbrQ2j2bzVDsWHyEBbBarWpXiic2/d35+Tt37/7tiy8yxoiPgc+/+CJ4953Yxz96+PCjhw/pe/gAMz0oTdKE2kVR4kCKTTs2K6S2I9U+KCyhZJ+0/SKtxYInseNMFs363qo2dKgjStzNVHf2UBw6DMOiKYq2bXfSvTdnyXg5QHgc7dQ2yroNI6u3j9iNW70RpbN4EVcJm4Ac41XGmo2K/vBTzyPDFw94Fvzc/j5j7Hfn52BfevJzBwejg4NXbJvMZcbYtRde+K9//ueXjx//31/+8t9/+cv0/niy2KGu12gTN9pAszVnOMpI4sWd1BMQGkkZ6lRVjIw2gVtMGitpQN1zo4cozXzYTXqed3Z29tprr9U7qgw01xM9512z0fMh0Sg2N/+AcUwR6BL55AA5xkuMMg/KCQeClUG0ZB/zhjJv+CINmyVZw/VSbznQVqN2tCbwBIsnTYqBtonQjm5hPE1DfNd9h0CLlMRrD/5hdGlsf3+G+Dp2sUdHRwiHt1biNZ1Oy+mfSAwAm5t/GIYBAXDkcFbJJ2+uOjYIAjRhLfQpEDBxMJK/8AD/kJXNf4RPEBMHGGRiGVgtWK1WLVQ227YdhqGu69nziIVyAJXWfMOiPBjGry4E9IdIfAm7N9Sn2LbdZlEAZgExmgcPHiC/PY9WWi3gG4G0j4YSeyVyIsHCjqduGYYRhiFIOo+TKu09+J7ig9wMRF8KfYTM5fyFy+DFiJ7J4NFacjIlBlP337T45TBCaE2kXAwM2V5xujyQ0BqGYWuJC6ZpximztSsTjvEaEzXgqyixHaTGpoyTY6uiNSuRjQL9sFtu41EIiHomvsRHl+MoITNSxfvdRFNqwsY+m+XQWpMoNJVBqmqihCQTUmetHKSlkgcZXnEeqM7K39+6FlB++E9+8pOvfOUrYRjGO4s0h+l0Cq9ny75xbKl5xT3KKoc9JqseGkUBwhYWSD5Pu1US2RrcVl22LD/+zze/+Xff+x5rmLMbQmuLAjhb1/XJZJJY4ToY81oWs+YEtm4bJx0h5Dy9MmsEMns+/PDDDz/80LKs1mqyWe4qL8D3/Wxqz3/GJpNJEASJnTpRwSGTKBtFvwkbO1xVVdOuEvJ7v/70KWsyLSsDp57HGANbszri3xGfARnWokXWy4EsJGqOROk8Q+rAvVEYJIJ2FLUERKG05EYLn+IAaf393//9hx9+2MLhCLgRcv5YFKHV5SSjcjjf9+EJw9GJrYexnxYW/SZsxljGJXJv95Nf9/LJCR50ksj9zt27n39eNbrEviFNWpxxPE0/s3Z00tURRwyCgJr+srXeyAAAZ2/+9yPFqbnxiIyMguw4WovgAHyOuqZpqDxsNGMcUSFVVckvnXZ7oiOOoii1hJCoxQ6Jq0ynU6TaBUEg2bod9JuwkUSaeJWgXiujVUY7gHmN6u2XT05Auu/cvftPr7321W9/O8838IVnZEy36VRXVbWrNsy0GiLqMQzbGkhLkyS1qfiiP4xKthIo6o1o/1qFzxmKe9DaY42pi6AVPXaulmWpqppW5eW67v7+/quvvlr9oDCgccXymZLL5bLlBspbjn4TdgbAcN2yNVtLfDNsHXSdnZz87b17Hz18+Hff+97l48fZvMtb1d3uPLoNuAZBMDCqhjsxMY4DPyfKhOBXQEbVMFLtyqEXYh3EmsjDaCfZgnIzf/CDH4xGI5j4CDDbtj0ajUo0R0kE9pdwcpBI8PHxMRTOLcuqRedVYiM212GLjLTaa9i1TWtrbwQ6aOExdMgPdf3P3n//D197jTH2aLE4TZeRoYZdVA7e1W/Rdb26ECPabRVV4gRELk8oAbC1YRi8q5/HarXSNA3VvYyx+Xy+zf5wAF7xrkeRislkwvvhsb9saMDID/d9H9sCxhg6XUIngzHmui6s3jfeeKOu/DtN01arFRz+YGtsN7H8Oo4zmUx0XU+7pCXqQu8t7Ahh8w7kRltXxUHp30gKo74gn3/xxf906xZPt1/99rcvHz9+tFi8c/cue76ujLLkWNdWNQ8INZS7+cmghGu9RBBafOuqEEzTdBwHu5C0QiCy1dj6BA4meF8OhbzirSWd8Yg4pamCnA9p12J2w6omcxbi+Zqm4QpBYRUvBg71wIrMTd5+8DFCNvQqnpxMJjC+pZHdHIoFh9pBXKEl8XbFhcinokR8yK0FenmWjeDzL774Z++/n/gS5cQxbrR4ErFqoaq/4Kctug6ijQdlo8zn84Gxb2kg+oh9TKTHCXyM3Q1NUFiWlSetSZwTiAWKcYoirCZREdIqYOs+rRntcGoHNb2F1we/DgOIr8kShWCapqIoGdzXYws7TuHkQ66R6vgWINTkgzF2aBiRCu94eVUGWzPGXn/6lJj+0WJBjbGZYFQNlBNX4tkapkZjA+wZxuMx1AMhDLJcLhGrRkpR16MTERkZpqS3hXMoyGVGoXdVVSeTCTUHq/i1+KWj0YgCJcfHx/mL2VDlVWVDQ44fJI0zxqgsG2OjqrPSh5BIQ48JO67s+HQ8Ho1GdbFdxG7+0nTKP1NL2jZ9ii+tbkiwrDrKiSthAR1SCXUtoFPh+z50WFGlQwnAEhEkypSCqsnaQx8OcS4zy7JAja7romNsuXQQPhyeqACK5K881Rz4eHV5mcSeK/ix8JxvoeTZzs6OoihXV1fNHaKvhB3X+vc8718N44t15OaQa52iyPd2d4lNDw2DHO91xZghdwraFtC8BhCKm8/n+UWbdV0PggBUJIKXUkDA9oKAFOuiJEkE5LEO45Xr5BkW89KixGle87x08mCE6fkNCvXLydPFC66d1WrVUKQfbL2dcuItFF72mLAjl36GAHUhJPbQhFDapzg5OXXd2jPCROjRuRGws4MgyLNDR64KYwz9lLaTjbLBy250O5IOkcdRHFFfF7zUDVoieDyfzxEYKs1hVE+FX40nsc/zfZ++P0/LUUSaWQPaeXCSL5fL7Wxpc+3aNXrQnJHdV8JGfIhuCVzE1atfqBAruylIL5i1IWBdKOTZwwIB82ibaUkiDdmbP8py4ivXxYlVJ8L3fTjA680Ppy9BhRX2Kyi/ZusifrQchQc+kbzB2bWY1/wuHEes/p09BUTl8HhnZ4cx9uzZs9qP0lfCZmt3K2MMESzSh6rynUgo67yAW2RgaSik/ojVljGWs1eBhARA/lX2vMCW+MD2YrVagaqrKxlEgCRQcjAcHR2hPJo34nnyjrTrqIWtMTu8rtEWusEJz549QwybrX3jTZjaPSZscrdalkU8LfKmu++gIsuid7tpmtIfLuE4Dqy9/NH6MAz7Gw1dLBb7+/vn5+cXFxeMsdqTsEi6xPO8i4sLqjigo/Cx8xI3IPiYmJ7XacEKgL1UGIaw1zGSnk5WLYBJDd94Q17xfiudAXDS6roOjxASFKvIDAmb9tUhoHBkGEa5vblka4nxeAyqhtmX5yOTySTDNhVQQ4IwHo8Nw3j11VcNw7h169bR0RGUwuo9BG+fBEFwcHDAUhTWSpwr6r7DGLNtOwzD6XQ6nU7DMIQWKTwfuq6HYfid73wHhxBZkC4R165do/BzLbi6umruyuyxhU2gCwX3Nv4vF00ZRofKekGGtbAJPhK9ALnE8ACOsez9X9GeZkLBdV3f9xGe1zTt4uICMmS126CUbDsajc7OzkDbkTcsiq9sfPAbNXXYIiyXy/39ffa8psf169eRA2hZFpXFN9q1rC40Qa5NRK+BIRA2Se1YlgVpLTxZ9N6gBl8NjbOPwDYosV+9hEQVoL4o+z2RzPAeIZ6DTU1BWIq0CG+b0ktUuJVxLJ4X5/P5xcUF/1V4tQRh88DtT5unvb29yWSiKApy1Nk6FhkEAX8s8dmaNUmuTWAIhM1bfoiQlSgtoGou6Q8HYFirqioNa4kmMJvN7E33Whqjg5Dq6mxRLyAlxhgbjUar1YqXKEFIHoNXFAUWBf7k5VAYY2BB2qxQQdfGZU1V1bOzs4uLi729PbTqakjcGw4SSt3HWgFGT2wOK1ELhkDYEVRpxifNawIySsRcEyWGgcjVxfeJuX79+sXFRSJFlZO1bweO45Ds2sXFxeXlJS+mAXOCXFa2bcOAxqskza2qKqowYLAiLqCqKsg+29rmdwDn5+fj8RifUlW1YikXgtZwiZ+dnTHGlsslCQ8jGX6bM87awQAJu79utHLYed9kjD27Ix0DEi2BNLFr2c+RIhhjTFXV4+Njsi8jLcNhaArL1oxzCaDsKiI0S1H8IAgcx8HZizTIYYx5noeAMf1MCkiR+ESGCUusCSfZ0dHRgwcPkM5dulgDGxGIliuK8tJLL6FVLrzfxNmsJ27w/mKAhF00iSBR2kx87LxvKmefxIrCg5odAwhdy/2yBGMMjmviZvQZw+NyRhvfpVFRFKq0Jj0vltTVqnRVYfuAfxuagIyxuI4vwnZ0JiMCEvjh0EWJ/F7LsrBbWiwWIMuMCDe+E85qPIOabMaVZuUEAvC8VDuIH5stCtgLrmYzAAyQsAuBpM1Y59Hrx97Or91nXzDYzc00CbYOD6bs/H8p4b/VOxDBRR8l2gT5eHluJmZFI8ucoRPe4w2DEsoeEcpB+XL84yADwdkakgPkM4A7Ot4vh351RmMrdB4Dr/M/nD8DG9t/YTOEdO6I5V30p1Hjbf5J7EU8z4OTHynikrObwwAJO09qBoGkzbpiazi0yVa+dvbpjXR1+ySBvB971z64yxgLD6bPPnvzWvhvjLFnXyigO7YR1RVeJQYAsA75pReLBdKp6Nogr6zneXxqFbEI6WLyJjV/b8aJKq09Ro82kfSTSeAvDlqj8qR/R2jb930EwvEeihokcn8kXk6S4+Vu8ER3Ovn52brAbKPpL1EaQyPseBevbBwaRje114+9nV+7yln00OHB9FPy/uAu+bqf3bHZY48xtvNrF2979gUDzJ3M69XQQtsZCaFAMmT0jOd5fGCVMZZWfAFLkbKjiQx4UevIV6UBBEONlvlD98tuS/MEwP4uxJc8baO3B7ZN5OdAAGs0GrGYnpqqqjCLFUXZ39+HIx1Hx0jqTQiA5xzltaj4Eoq2G23L0Q4EJWz4kVo4ECzsls1rPvzMGLu6fQJn+M6vXcodw3s+JW/705kKD6bP7tgwzZtg676YMhI1AjJkZBpev36dPZ9AlF2oA/9txWIemNdkoUaaQBeSrxcBMIXRPpWewW8swWFE25TnRdng4/F4f39/b29vtVqdnZ1FOBtbH9qNoacWauqwwYrv1aqAItxIiRdK90ZkaTxCNvcNQZqUBy672jvH1YKd9038Aw2HB9Mr8+mV+ZTd1J/dsT/5f41nd+wr8+nV7ZOr2yfhwZRPK8PbPuHyutlazFMn0TQmkwmW2tlspijK2dlZUa9pRbaG05ucq7PZDNIcQB+le0CoruuS2w9NgatYnOPx+Pj4+Pj4GKdLURTLsmaz2e3bt8Hcb7zxBiq88X5d18HKfBdXTDRCGMgeb4hWRZuyRI2UnZ0dNNfqBQS1sKsA+9BCa8fbptmckR2JUrO1QzsX197UGWPP6J2PP7U5PvmSutE736NE7cgjaVI7cOHxS3yNZl8nwI5nOp26rosfgj6YtaiTUiUV/CL8uYJfmo6SUYGNfiHoKlaxPQ81w8avFrn0LoJnz55du3ZtZ2enF5JnvdlZ5MdsNkNXuzxvPmzSz0b2NDK68e/KfAp7usw33tTpg+W/JB2kxy6x5dA0rc0rAfZiX5b4nKDOJaqqYgMEBXXeAi4NqJQgRM0YQ+QYRV9s7SYhn/mTJ08Sv0TTNMpBK5r9w8O2bdd1kfqOZ5bLpeM4GIz44FtZC44BEjZjTFXVnISNGHbNtP3Yu2bvXrN3KQgNksa/Og/UAEajUS8iPRKNYjKZUJS0BQzSr6Npmq7ri8UCtN2o0wJ7HSqSZs9z9vn5OWPM9/34GPD+orslx3Fs26ZMF2I72PTIgFsul2jwVeFntQS+LabgGCZhFxX9OK0ewnns7bxvgqeRvM0YI5O66pe3BV3X9/b20L5XYsuBFbwFzsYhBmZeA9j36LpumiaVvcEFOJ/P6zq3MK8Nw4hUw4OzDw4OSIkFrm+8ats2LGDTNNE5ybIs27azTW3f91FsjZA5YwxBdHgOIFFnGMbl5SXe35d92NXVVS8SyAcYwy4kTYqyrkeLxb3d3deflmTWSNY3Wydyl/u21oAbmM4Vue/64h2SaBqmaVqWhVUYaKJKp48Z4PmRuBGhwqdC8WxUdvHJfXxrrMQgNB0d3IwkfDzDy7lQJzEksqUFs4MgIEEYbA74chL+l2qa9u677+L94pR1DQCKgP5PwzDie8/844TbJ/9Vcup5p677aLF4+eTksPi1xWd9i0/SAKgaOT6oeSWNi66HttWgAGTXA0kGL1VW1yosct+tFmBZVs4KdfZ8ignfEcvzvLOzs8vLy4gSXCTXzLZtvsaMgGpsPO84zt7e3pMnTxKzxlAJFsnY5zVzANo6FF2KJUzTjIvQ8dw3QAubOr7lxKGuH+r6vd3dU9ctQdhAE/XQDQFLJG2NJUmLA2GpGqAtHWSl8zNNNrbZo4M8bZbPdYyGImSdLxaL5XKp6zo+G08SjBg5pmk6juO6Ls+4MIJ5y/vJkydp+YaJ+6r4k6hkE/xi7imGFsNGAKbcOlJO8qyheuiGsOUGjUQtmM1mSKdqLSttqKA87ZzvR42Wpmm4hZEYSFKge3t7fAQ6fpuDwtFoC8D7ac8UhuHFxYVhGIWkk+AZoo8gqs3Woi6e5/FRFYkqGJqFDWmCEh/80nRahrAf92nBkmzdR6DClRemFqEHBlRNikZhJeJAu+ucb+aD1mxdDscYg0ucMXZwcJDxcYQz+BUgciGVWBxIKH40GkXi6BgtOnkPshCgfQyNsGsMySPFI7uVCCl713XQ5gDFu84Xeomc4Hs8YA+K6xDdDKEp3W3aAWmIVnGPw76Mx0G3B4WWLFAgeFFV1bOzM7TcTotPR9CoYNzNmzcjhE2rjW3b8Yw5iRIYGmEXatUVx3+/c+ffvf464wJCw+hbNeDKmUECVkuktxV7Pu2Ib63RIduh66LruoinFv049WxuYGg9AELIhXJuVFX1fR9eccdxIOaa8wKgXLA878+5CeArvyGWEl9nMFQY4pKwq2BQhM0XdJF9jGeyl5LlcvmvhvF0tfrsrVsI51Cj+NVqNQyn3zan9vQLyK1N3HeOx2Nc0rBUwN+dzyxMbTRwxO0mDamcQOeuQucKqWd4XGILnh2cRjRa0zSUA7A1x+cULo0H45FYTp1LBrCQdotBETacS2SFqKpKrfqwlMTXEXrzeDz+b88rBuBmoD5xdeXEdgLZgKsicBkwxtJsDjIgWIUYM0zVjKKpyAUM/s74Qoyqnak3TZPC7Xwbx41r9DZ7xaEuXvRTGfLgeT6btsOjfucQGOd3BiSHng0kvfPsDpcnFNQzHAmJzbwl4hgUYfM8zXenwQPHcbCO8B8ZjUbZcR2+T1wkBkMV2E004agRKNvoehQ9BnVFZIy5ruv7fiJtg2ipb3Eed2L8KIX2hYhoJh6FdhhVFveiiMTUYa7lcVCBGyr2n+gjJpMJry7C+wUzTlok9awQaFfEXxXUBzONznPu+Wip9H2fDsQLNOEH0vv57aZco/JgUISdfVWRxRwEwePHj2/evJl/FaP8Gsp1JLbuRQV2517TpoFpbSgJK8KjnudFaJvP4iZnNQLM7HmDGzzKZ/+B1fDxEl4cimjyT1IIXNd1z/O6EkfCb7RteyNnw8DaNrYGJpMJZYnDLTEej7OnjE89K31cuF6wZqK4azQaMa5D8WKxiFyNeFueg65WK5Sf4U94Oqn8jK1XJBhL2Kr213/ZJgZF2HlQZU1H20HP88yrT9XCBWdrbNgH7A/n5beII+Mo2vUvUkzFryakzAzaJr8O7/EjfiKHJ/nM0YGYZoQMi3LJkqBk8ieTM4C+rYo1VgtASBlVPThFA1YnzUakrAs298ZPJW7UCoG3aJEvRmujpmnf//73DcMIw5AMcbqAs0VR8A2z2ezdd99999136cnEoVqWhd+OrarMStuIrSPsijBNM/gfGht9UsollBYpddMjfxq2yb1eCnkzAiQasVbxezeyHU4OmDItxkxfiD+pn3HiCkK0vdEshikDRm9iMSJKppTjSJx7I2E3KomqaVoYhmkmlNQGAHB+0OYy0tAagDOZnuEDzOUQ7xTC/3l+fg7bNwxD/kbbuOWlRHS6j3j3XrzhJvmByFVee/VX2onKmWMhFAaoJd40Hv/Po5vsYUOecD7Gk33VRtI05vM53kwZnqqqomsZCj/6CN4qZeu9SCTuVfR+ozBhJHeB3Mi9y3DGlQBDNr4nyMOIMPcbdcNQQhN7/sKWhM0Yw34uwoioUuF33vQe2iwWVVagi/zi4uLWrVuJK0O8xB8jyZmTQeFwxgWDeMqPp0nS3c0/pi149SId6LnGn6c6oCZa2uRERB/+hz/84c9//vPIe3juk4RdGJZlVSn1joCfMCDSPos977yKPEmLYOTWxR2iaVp/2RrVTRQSZrGFvso9xi92lJ/VO6oGMjKVyMWSvdRGXBcNIS7ZRtfwgEM2eQC3M5gy0q6DraMeeAl0iPVnPp8XEkLhCxkODg6Ojo4ii4Pv+z/72c+gmFZ6RijRh8/SoIwKCo3jt4DFp9MpBkb7Nuxg4CTH1VLaO7VxR9hES5uciIzNcZy//Mu/jJfGScKuBFxMtUxtzj0y70eKv1nwFk8bQes4W287NlY3VQeRHP7scIvdKESWt6N5F3aEIgDtvBaLBTEoWBwo5Jng3dT0bbR6gFaRHRZh3DRg+uImQaRCj7e5GWOqquIjOBBs7nifMbJ94VFfLpflzKSctwBP2y1s3LH+xAf2jW9847333ou8WRJ2JZBmZMWQ5HY6A/mkaHoy7kJorep9wBLH23mBDQmJ1f/gvwiL13uIPKBDpwXdsE4mXn74LLnH076BVASqtOlM84cnoh3a5t0MkZc2cp9MOiuMyWQCr0WVtR6e8GF7AombWZJ7XxAhGhHG0AQoTt/1QCTKg9LFeSpFkgrssOoV9qWrZhKj0TwURUmrJjUMA1WRLHOjQD8NByoRBcvfBg3gG8hS99JC35BnSIvFonRqkSTsMtA0jXeo5gHtm3h1l0YGJwAoakXP1Bj1l9gIarSwnZXNgwEqvjIURZbLZRNqMzA0s30zaNeWXd9FOioRa5LkH9JuAAAK+klEQVSvH2OMOY4zHo8zCIyM7KKIrEL5gdFallWvBy5nTkkGJGGXAS7EnF56EvohlfJmB9cpiKoFMaC3DbzUrgwM9x1UERd5nk9TaiJWCLdwtvme0zSHkyDN0uXz4LItToQgNx4ujiqaUVBaZTX54aqzNZOEXRqz2SzP/mvwuiUAH/uRVN0VSIFEGtaDwWQySczqQryjoT1ZxHeI5avcFjDtI/zOPk1elwfVahf1UVfZ0MAwq8vIxu+teG9Kwi4P7L82EvawNXILqZdINA1U0HY9ColmgdutotJZBiIGRu32BhwDtLPPQ9jYuKD5elpNR7z0g1VWZSZ1y9LBbPKwIhm+ymCYJOwqIBXcjLkcduIPqWFIqhYB2+DLkQCgdNZaW5fq4BsxkCAMK9iaiKq3I7T95ptvnp+fM8bG4zGpoyP7vfr5MU2zdDCbBCTgG6iuiiEJuxJM00QbYBZLe8YlVd0HIiwy2jZLtI+iCbES/cV4PIayYV/Ymq2JE7QdWTQKGcGUy/bBBx+8+eabe3t7MKmPjo5eeukl/m0o8a9l8HCmZmimUponr+yEgdUbopKEXRVIAKH+m7y1PWDzGiVbgxQbkagL+Zs7SRRCj3g6griHudwiCc6+uLhg6YxYo8gjvt/3fdR6sfXSxzvhVVXl2zdTJXe9178UTqkTVHsQ1+4ZEhAIkLa1aBBN1wzXCRt6ZYREIfB6q3imX9o+pMKGPyHcVhcr91U4ZX9//9atW/Rn/DeICdM0MZ0DztSlllBdD0QiAULta5Eo9IMf/CCuki2x5cCS3serghoQsGa8R9ncJ6iFzRjj5WcVRcRxpoHv0th3OzujIUF3g5JIRdGGEC2AaoX7uDqLjzRBbxGQODZkqvZ9YWwIG7lvp4NBDRdBENi2jdN9fHysqmqP9hlxgJvDMLRtG60afvzjHzPJ1gID1T5dj+I5aJqGzStkuboezgDheZ6YJ9Z13fv370ee1DRN13XJ1uUgqEu8XyARgEiNU++SzuAbQEiGt6Q9z8MuZKhdrQYDhAYRMxbE1MYYgiAYtiBBV0A6dNejSMb+/n78STGdAX2BJOwaQOookTwsVVWbUPptApQfpKqq67qR7paSpHsE2mOJc+2V7jAhkQdiUqDjOOfn5/2yWNpH0ZtUEnY9SKM0YTe/POAh4OvIB9x0ckswHo8Xi4XM9tpCUFfKDscARU8mi/rSQTrqkrBbheM4ab4+qBG1PJ6iSNQ/kWzdd6AGFPLLXY9FoiVQayz2vOm2sR1W7UAihQyCxIFkINyVKAkr9HFJ2FWRbUOrqmrbtrCFhjLle9iouGV0HEd6s3sEvjWW7/u+7yuKgj9bziRXFAU5PeLEZToH33aBlS0gklniVbFarTIIDy9ZliVmGmf24CW2HGEYinndSiQiDEPIIZNMAp5hjIE7N36D4zi1zDhKAwSsWegEjuNYloW83el0ilW3XKBKWtiVkOfi1nV9uVy6rhsEQV3RRPi+KqYBZzjzJSRY3ySoJNA0Gi7xSFTL8zzq7gWvLGOMV+zCYhKGYS1pN5qmua47+G40vMYAnuE9UuT9pqbDnudVbIktCbsSchar4OZZLpd1ucexb63SXw+aBtVHIiEhIQ7Ssk8QHCH6pFULRAKLAi50vmEGWgbAnV50qRk2VQNUH0RrKUps6A1E1cvlshaZXknYlZCf8ygJyLKs7B0Wid75vh8EQTzL13Gc1Wp1fHxcLjzJh1KkP3zwEDyLQqI1ZIj/k0URhiFPOeROj8e/ZQECkGcJXS6Xi8WiFnE3SdiVAOLM/37ePR5J5+EFTRljxKlhGFqWpaoqdr7kYMHbCjXE5alatu7YEkBKpUeNkyVKA2038TijdCXts2nW+Xw+x0oFDzAS2bY2mkYGVf6QIqpka7kBJWGXR7kYMG1maSeLdErG+U8YY2iwwXdXhTUf6boNNzs5rODCYrEGfJKqJSQGD/6up6UAIF/gfD7HqpXTuwZHLhYQ+qrpdIpYbC3D7hFIYIqW7jyfgihCLQMQsalGX5p/WJYVoc8SiHc+L/RZvv0qFQwwxmgHQH9KB/h2AuuLdIlLEKhBZM41wfO8+Jv5iPjgAaMoDEPejuK7em9Ezta3G7lPWtglAfO6usBIOaqOfBasHzedqTWbtKq3E8vlsneC9hJNg2gjD+OSYjHjrHO022pwiIJhtVrBBOIttEL2T21GdigepCEoISEhISHBnudoQYVTdF3nR8lq3VjUviGocWxh3Z7/Dz74oMaxyVNXGvLUlYY8daWxVaeu3rHVe+oQhshz0Dj38RCUsCUkJCQkJCR4SMKWkJCQkJDoASRhS0hISEhI9ACCZonfv38/ktpaY6br/fv36/oqQOQs3G9961s3btyo69vkqSsNeepKQ5660tiqU1fv2Oo9dd/97ncjlfEZB834ISLWN7PYiAtVvEk0B8/z9vf3b9261fVAth24seVEdI779++fn5/L1alzDHginivLFpOwIxBTOGULoSiKruv8BSTRCeICCxKdwDAMUiGU6BBbMhEyhi0hISEhIdEDSMKWkJCQkJDoAaSrWUJCQkJCogeQFraEhISEhEQPIAlbQkJCQkKiB5CELSEhISEh0QMIKpyyEa7rOo4zm83i+iqJTzJZAyOxNcDdkfFqm4PZZsiJEATDmYh6O5zkAYs14wrD0HEcqnnXdT3S20Rfg38m/j30DfEjdvJL+46ikyJREbXcGuGmRkON/4zegj/V8bnInogwfZmSE1EUkfMWP9Xl+GIAE9G2SzxtLzObzSBnhjM7m83onby5TI+z90T8q3g8SAWcplF0UiSqoK5bg5C2l2pm+L2H67r8qdZ13fM8/qxmTATLnAs5EYUACRSdQ+RUs7I3xRAmojbq3wQ6uSzFMuZ3Sfx7+EHy+6b4+NmamDfa4hIbUW5SJEqg9ltDXvMlgJMWfwYnP3siwpS5kBNRAvEzFlnqS9wUg5mIti3sREvX8zz2/G4I29s8X0UbKzyYzWaJh+hTlEIMlJsUidKo8daQKIF4w4LZbMYYQ+xTTkSHiMzLNs9Fe0lnRJmKosRfzXBZ67puGIbruq7r8mqx8Io4joOZw31lGIbjOPzkbclENoESkyJRArXfGhIlANcr/0wkTSk7rCbnoi7ET118L7W1N4XQWeJ03g3DQNsJ/hZKDNqxNZHjU/zzErUge1Ik2kHOWYjfI/EaCgkgzQmX7ZzDROBtGXMhJ6IEIgkEed6/8abo+0QITdiEtHuG94TQLowMbsMwejQTvYOMMoiAjFlI8y3Jm2IjkIDGYkb2xk8lPi8nohzovMFozv/BAU/EQIRTKICNPyMhDUktEluIxBQbeS9kA/YZUmEo3FYRciLKAScKIU45EYDQhL3RDYI3IG7NerVR6i/y+KYkmoachSbAG9Z8TC0DciKahmEYMMA2Mus2zIXQhL3xhokkCtJjTC3V8zU0vO2E3BWJADkLtQNsret6TqoG5ETUC4SfE7l5Y3hiG+ZCCMKOJ+XnJ1q8LR6ckDxdEVUmRaIuyFloDcTWia/KiWgHGakDaRFPtk1zIUTSGfK6Kd8SG6X8/g1MXvxOS3teIg8qTopELag4C4k2R7/SYltGWhaxnIh2wDvAcXLIUUrnqspc9H4i6lJgyQ+WIpjMjyq/JA0+mPaFA5C26RClJ0WiHOq6NTZWDDcz/B4ju64X75ET0Q4iiu613BSDmQglFKmuXLbVEhByUkSAnAVBICeiHVB/rQzzdwvn4v8D0KuFDlGqxn0AAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "" ] @@ -626,10 +626,11 @@ "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", "\n", - "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"rivers shorter {len_limit} m\")\n", - "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"rivers longer {len_limit} m\")\n", + "# Add a heading (+H) to the legend and adjust the font size (+f) to 9 points\n", + "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m+Hriver length+f9p\")\n", + "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", "\n", - "fig.legend()\n", + "fig.legend(position=\"jLT+o0.1c\", box=\"+gwhite@30+p0.1p,gray50\")\n", "\n", "fig.show(dpi=img_dpi)" ] @@ -984,6 +985,62 @@ "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)\n", "- Support of OGR formats: Use [`geopandas.read_file`](https://geopandas.org/en/v1.0.1/docs/reference/api/geopandas.read_file.html) to load data provided as shapefile (.shp), GeoJSON (.geojson), geopackage (.gpkg), etc." ] + }, + { + "cell_type": "markdown", + "id": "9e7abfa1-13ac-4bed-896d-4e55438f1f94", + "metadata": {}, + "source": [ + "## 4. Orientation / suggestion for \"2.1.4 Plot the rivers with color-coding for the river length\"\n", + "\n", + "Below you find a rough code shipset for plotting the rives with color-coding in section 2.1.4." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1b11d21b-e46e-4b34-9319-5aafb036552f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "pygmt.makecpt(cmap=\"SCM/oslo\",series=[gpd_rivers.Shape_Leng.min(), 1500000], reverse=True)\n", + "fig.colorbar(frame=[\"x+lriver length\", \"y+lm\"], position=\"+ef0.2c\")\n", + "\n", + "for i_river in range(len(gpd_rivers)):\n", + " fig.plot(\n", + " data=gpd_rivers[gpd_rivers.index==i_river],\n", + " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", + " pen=\"0.5p\",\n", + " cmap=True,\n", + " )\n", + "\n", + "fig.show(dpi=img_dpi)" + ] } ], "metadata": { From f4017a1cdd9dcbb44dcc15a11974a25bbb627aca Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Sun, 24 Nov 2024 16:25:31 +0100 Subject: [PATCH 28/32] Fix typos --- book/tut2_spec_pd_gpd.ipynb | 619 ++---------------------------------- 1 file changed, 28 insertions(+), 591 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index d5ac01c..dc44a27 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], @@ -73,109 +73,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", - "
" - ], - "text/plain": [ - " year month day latitude longitude depth_km magnitude\n", - "0 1987 1 4 49.77 149.29 489 4.1\n", - "1 1987 1 9 39.90 141.68 67 6.8\n", - "2 1987 1 9 39.82 141.64 84 4.0\n", - "3 1987 1 14 42.56 142.85 102 6.5\n", - "4 1987 1 16 42.79 145.10 54 5.1" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", "df_jp_eqs.head()" @@ -193,19 +94,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "c2136295-4486-4845-ac7e-da2d2eb87941", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4.0\n", - "6.8\n" - ] - } - ], + "outputs": [], "source": [ "mag_min = df_jp_eqs[\"magnitude\"].min(); print(mag_min)\n", "mag_max = df_jp_eqs[\"magnitude\"].max(); print(mag_max)" @@ -213,25 +105,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Choose the bin width of the bars; feel free to play around with this value\n", "step_histo = 0.2\n", @@ -268,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", "metadata": {}, "outputs": [], @@ -296,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "badc1a20-714f-49d9-955e-0cd730d158ba", "metadata": {}, "outputs": [], @@ -334,92 +211,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", - "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", - "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", - "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", - "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gpd_rivers_org = gpd.read_file(\n", " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", @@ -439,92 +234,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", - "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", - "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", - "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", - "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gpd_rivers_org.crs\n", "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", @@ -543,25 +256,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -590,25 +288,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAHlCAIAAADN0FvoAAAACXBIWXMAABcSAAAXEgFnn9JSAAAAHXRFWHRTb2Z0d2FyZQBHUEwgR2hvc3RzY3JpcHQgOS4yMcb0+xQAACAASURBVHic7L1/iCP5fff5qR4ttxO6ewxrjvRYE3LOtfZUeu7BPA/PeWZZLuZIsmv35sBIpdFjcMCOefzHBezBMdwfadCh/c+PM/bhf4x3bUKIo1FJOOedtr0hcOHObI8JHIlBUqyGJGTkbv/hxbvdzc6Q1XTdH++pz3ynSipVleq3Pi+GQS2VSl+p1fX+fn5rlmVR5tE0LRfrLDyaphmG0ev10l7IutNsNolIfhGp02w2TdOUq1PqrMkvYiPtBQiCIAiCsBwRbEEQBEHIAVl0NZumefv27XK5zPfcvXv3lVdeier80+n0/v37UZ2NiG7cuBHh2Q4PDyM8W6VSee6556I62z/8wz/cv38/whOuz0cX7bfu7bffvnHjRoTLW5+PjiL91r399tuHh4cRvtn1+ego0m/d22+//ZGPfERVjRWJ9qN77rnnKpWKnxclIvVdHB4eqssoRbWgCDFN8/79++qiHzx4EOH579+/j88lm0S7Nj/fEv+89957Dx48yOynl+WPLvJvXYSXdVqzjy5CnnvuuWj/Itbno6Oov3URqjVF/dFdu3bN54vS02/EuQYrexiGYRiGek+06zQMI6pfQxyfYbRre+uttyJcm3x0oZGPLjTy0YVmrT66aNcW7UfX6/V8vqi39kkMWxAEQRBygAi2IAiCIOQAEWxBEARByANRev0jIvK4iyAIgiDkEVUcs5glPhcr2fKz4XA4HA5Ho1G9Xtd1vdPpEJGu66PRyDCMWq3m/Vwc0Ov1+Ax+XnQwGIxGo3a7HcU7EIT5DIdD0zTxZd7f34/vhS5dukREjx498nNwiG6Gg8GgWq0OBgMiivavxjRNItre3j48PMQHFflLLKLdbvu8zoQArfHq9Xq0pw3BxsaGpmm47fMbsg60Wq1+v+9xQG4EO2FqtVqtVjNNczAYjMdjVlzc7/FE0zQh9vx1HAwG3oKNy4Gu6/V6fTQasd4LQhzUarXhcHjlyhWPY6JqBuz/JIFeDltbIhqNRj53w37ADrtWq2ExXCUch3YuIj61JqK4t2j+ubi4wH4uYUss74hgzwdtadXLwVKpxl87EeEpeDoeGgwGHrva8Xg8Go1gKBARLHvLstC4O5K3Iwgqo9Foe3vbQ+oiuYxeXFysfhI3o9GITd4333wTRvDqp4VVrev6cDjE7nk6nZ6enmqaluQGGl3i4wBulZhOHoKYvh7FRpLO5gATmYj29/chtNh3ez8L3m/crtfr9Xp9f39f13VsmVmP3fCRfB7HXkEQoqXdbr/00kv4WvK2Mg7isJ+gpkTU6/VOT0+JaHVBxQa9Xq9Xq1Wynca/+7u/S/b+W4gcjsumvZA8kVcLG9vh+Nje3p5Op4PBALvsa9eu+XnF8XjMT1Tv13X99PTUQ7P5sOl0Wi6Xp9Pp9vY2WxJC3Oi6vm5hCHiMEJeNSZPiuxZjwYPBoFarre6FwgYdIo0dNhGNRqPxeLzUr5YYEikTKL+CDbdVfOcvl8sPHz48Pz//4Ac/iEZxS68+H/7whx8+fPjrv/7rcx/d3t5e+qKz2eyDH/zgw4cPP/CBD2xubjpe8eHDh6VSqVTK668syxTmagjt8elWhY80CylIIWDNJqJVNBspeGpmKM4Jp1rqMSnOfqUoHAlC3snx1T+OYM/x8bGmaTs7O0R0dnZ2fn6O2w5OTk4sy7p69ap659nZ2dnZGRHNfYo35+fneLnNzU286NbWlvpa/BARbW1tbW5u8gG8VP5RVXrH2YS55H2wNK7piOP438jieIhBRnKRAoFs0OFwuKJgs1UNEI1KMtFsLmoaTb1eX+qfE9aBHAt2tJydnZ2cnMCunUwmm5ubV69enatzx8fHuHFycqJq8/n5+SKB9+bk5ISINE2DJEOMIf/4kYh2d3f5VbBUPIvBYW52dnZwpGh2IXFkR+q67n8j22632b6Mc41xsbrd6S5zQk1HfJlfS2GTGr9Q3kitLti6ruf3dy0AEWwiW613dnYge0dHR+5jWJ7Pz893d3fPz88h8CyEZ2dni1TTA8g8bvPTJ5MJfuQlMZubm0FfRTS7eLgv68h4CKQ0UGvKZ14V3vsqlRR479kRMIdJHfkvBXWq0Z5TSBgR7CfAob1IEWHyQkFZ3c/OzqCCUGuoL4TW54tCSvEUNprdOr0KeEfn5+ci2MUAtf6Oy/pgMAghXYZhDIdD77LDbIJiSAobwFYTzRxwB4XEQEWoruvVanXRL0LX9V6vl50kOCEVRLCJiLa2tra2tiaTCRu77qm0UNCTk5OtrS13AhqeiGNgfPvUbHaAw6wPJPaBkPKJYgCliSTkjEs/yghXP1vycA+yEDgSzVIEVu/SXyjC2DhYNHttkTrsJyCZi4guX76s3n92dgYfNRHt7Ow4MrxOTk44qr2zs7Ozs7O7uxtIdE9OTljvY1LrnZ0ddc1CflkUhgytXoZh5LF6EK0OEJdNey0rMRwOUfy9FLxl+FfiXpWQTUSwn8BK7DA41Axt1lS4rx89egRHemiwSwAxqTXZDgAh76AQa5FdmFNDeUXCvWtd18fjsfv+arXKfZMSwPsX6gZxENHstUUE+wmVSgVVzo5aZ1wRWKc3NzfZhn7//fdxDAew3fnb3kCnQVRvxEEgF72QWTzCrkRUrVbDGco8CAQTbnJHuJDzomexIq62KF/gF+rTvGZ4hXl3LQghEMF+wtnZ2Ww229rachRY40e2v9mDTYq0I5/r5ORE0zQ18Tt1WK0l4yzveNfkhA7HQq3nmpsZZzAYOLLEOe99KR4RhMQ+CncJuE90Xd/f37csSzR73RDBfgIyvbn/icrVq1exJd/a2kIlNO5/5plnWAu3trbcqWqpgzx2Ueu8E9R3ykDDPDrDZKGfVwjcPc7wTn16yOe2SuSe/wlM0uTpvaHPUK/XQzjG85ivIDAi2E9A2xNotvvRnZ2dSqUClzjZUWGo+8nJyT/90z/t7OwcHx9z6ReeZZrmzZs3b968meQbUV80XC+XSNbQbDZTbEBRJLyd4YwjA8s0zXa77SfeWavV8vWbQtG5mizNtrVPD/loNHL7osfjsaZpyXwUUTVXDqTZiyL3Qjg0TdM0bWMjORmVsq7HIPB8dHS0tbXloXCo6cIBXOiFG5xJrpZW9/t9XEfu3LkT/5t4DL/o1772tQjruT3giBpbchJji5BwDapUSfApQnkpyHaP5UAdMyZJL316FtrFRDKaGm9ZqrzSAkOQ+f8EXlEs7CdA27ztUTVF/NwGPmc2rNUMskajYRhGii7HZLpAmDYJvNa6EdoZjm+df5MR1/289Kx2XB8D9VGf+/eISaNZqMwOhH+dgBM+aI6b4A3UOjEjWwT7MdzHe2mON8LYR0dHnBB+YvPw4UM+2xe/+EUiMgzjzp07IcxruLW9j1l6gMMfDje191OazaaH7oZWZZFz//Dup9fr9Xo9P85w4LAv4ej2v1nEuItcxDjr9bq6TnYL+9+e6rrOW5PBYIAM+dQHfgTF8Tl44B5KJkRFYuY1iWAzakvwpUcinl2pVNCnDKL4/PPP/9Zv/dbzzz//ne98Z2NjA/p08+bNjY0N7L/4tipdGzZ8Dw67efOmaZq44T4YD/mXwGazCUvLNE2HyaXZ4CGIOm6oZ+AnMngWPa3xbntOfaL7tEKv12s/jWWDA3yqNaZWrLiYfMkV63QgfzjAV5fVzjCMZrOZr7fPLA1ji1rHysXFxcXFRTKvJTHsJ6CLGdmZ1XOPcZRIoeLr+PhYDRV/4QtfmPvcO3fuQK76/b7jysI/Qqf5HjZMHTa6zyw2rIoFVT1ns9l0ZA47hLbZbLJmOEzzQKLr1u885iTHBM+fWP1KGkiuPIDpmf1INgZrQmLVeWX+n26aJgt2TqWa7M+BFr8FUeu4SbJhkVjYj0GC99WrVyuVyiK1nkwmlmWdnJxMJhP2nKMsW32KYeM+g+NO1l3WY1bWOzY0zz3u8RIqWBWfs2dD89zjvV4Php37tKzQOMah9L1ej58y91H1tGJhq6Bvhp8rqabgfhTmdSSqEzrpIcmZGYg3s9zy5C7/Z0DOWrjkgEyBrdWikNP/+Z/+0w//3b8TtS4MIthEShKZtz+8UqlomobCLS7XdrcUffXVV7/2ta95xK0df1qqeY0b/NxFkqzKuQdbW1usyqyji87pvp+fy5KPYwKl0Yk9vYi52WRzVZmzWlRXOQP1ispGXKW1uE/JXF3asUJUS3OntqDfNOyWUonZ93q9CBUUPcYty8KAc7Kt6j/90z997733iKiUh7wEwQ8i2ER2FzM/FVBcqM2TsJEiriq9OiTbAUsstHmRubmhgHtWN0zdJpoYu+niaEt56dKlS5cuqb96/k1ZlvXo0aO5njfuHxKtUzeEjPlPvYkkpZYFL1B+OIMv/3g8HgwGCfvD45jDjX6laFmK4nvLssrl8n/87GeJ6Kjfj/C1hBSRGPZjnn32WUdH0kVcvXr1+Ph4a2vr+PhY0zT3/C7vwjDDMPAXy3rpNpTjsErF0s0UDvN6Y2MD1jOL2Vxj2k21Wh0MBtH2+qjVamiv4V8FAyXKrpihg80E3jI+RgputWO1mqYl0NRMBVIaU4rAXA//P/zxH8fxWkIqiGATzZt+7Q2kfWkTsfPz8wcPHsx9iNV6ro7G0WXFozmlkDCOmdaaprk1zKf+qeVJUYE9JU4bR+xzxSSd8XismtcYFB1Ud1Np7harWi+i0mhM+v1JqbTX7VYajSRfWogccYmHh9Xao1n3bDbDDTbBPcS4Yf85uUu5/Dc3dewSeEPgLuUKesHiTYYUVa+Ioy0lC1jo4G7kwxaRpjAYDHzuBlKZ7AnzWtVv/ySfFp6KWhPRXre71+0S0UGrxf8SXoMQFSLYMbIomK3mS6v6zclc3AycHaQ+bW7M5nK8Fp+Ti6HxkH+bm49cqvTefVcEenrqg0Oh8esO6jH2GDy1CrVard1u+z9zkpqtaZraXz3JBPXQpDitvNJowLye9Pv4d7tUmkhgO4eIYIfn5OTk+Pj4+Ph4MpksSi9nY1fNaGNL2u0Pv3PnjqMCGyVeftbDkzQvX76s3s9lV+o5A3nI3Wnhjh+lhXhQ3EII1bm4uAhxZQ/6lEBjKLPWrHQ0GlmWBS8FirskP2Mp0Oxbs9mt2QyO8YNWSzQ7d0gMOxhqTxVHZvjPf/5z3IZq4sZXv/rVr371q0R0dHS0u7uLA7zLou7cudNoNPr9PtmtyPkhb9sLtvXW1pZbjHu9nqrW6jnd1/q5Wq6eodfruY1sy7JwJ04+dw0ei18f0O5jriM3qFqjoCvoAnq9nv82I0m2XfRPrVYzTXN/fz+S/m7JEMm0j0jY63Z3+334xo8aDTjMhVwggh0ATNJkwd7Z2UExGJRbTRQnu6EKtygPNJE63LyQnZ0dj0boq8wggfHntssX2dnCItBdC7XOg8Gg0WggP5xCuUzr9Xq1Wh2Px4FkO1DugmEYnM8VNP46V+zxXQq9CcA75SQAMa/DUWk0qNs96vcn/T61Wm7NnvT7kqGWQcQl7heM94DpfHZ2dnx8fHJyYlnWr371K0j1zs7Oro0qnLu7u+qE7PhAdXgcZ3ZEwR29TgX/QKiGwyE+un6/P3c238XFhc8RQNCtWFOo+OSR+MZXGW2EJLhyuYwkAIh3fruKposa2FaT0RDh5tJtPCrO84wgFrYvjo+PSan+wgxsuLhPTk6effZZtTsp1FrTNHcTtFhZWmYWGvjA1fi0z96oggMeU0F25tRc73QgAxRtzuJr0o7Tcktq/0+c+y6wQQm3ktFo1G63uU1YuPxwQWW30SAi1uNJ6bEiwPJWdVoM7iwggu0FOqJYljWbzX7jN37D8Sh83eyIhopj+Cb3PkPoGgfEKt7w1QdyvAdC3N1RAc1rt9toc+Ghzf5LsXGkWouM1uIZtD7RtS3EE93h6hz5w7nBS9aoNBqVRmOPiIgm/T4M671uF2nkLNKLPOdCwohgL+T4+JiD0A6t3dnZeeeddyDDEOmtrS3Mwz4/P//ABz7wzjvvkN3H9Pz8PD7bF5ycnKDnWnwvIUQIukjyjytmdfGp+MZoNBqPx3CHRKXZQcdhRY5DnsUfHjkQb9y+ZTeQeEyrNen3dyWwnTYSw14IrFVorcNy3dra+sAHPkBEcIYTETzkzz777Obm5jvvvINHT2w2Nzcjjy6jiOvk5OTo6EjUWlBBZ2kevLg6w+Ew3VxxtzyLPzxJdu1KMGm6ki5iYS+ERXqunxl3Ig0NYgzlhsBDpO/evfvGG29897vfjUqteaqYeqd7PyEIZLcZX/Ek7GbXdV0dVZIw4/HYYUznyB9O9vjt7E8ZX0Sl0ajMZo+zz8Q3nh5iYXuxKCqM+i5Wazi9EbSGbxw3/uZv/ubu3btRqfXR0dHdu3c///nPw5rf3d1lb3y4E2oLUKdqojMa7nS32vA+IL5Hc01ibbncIhcCBNr39/fTnak81yGfI394jpbqgdouLe21rCliYYcBBjTmdKkVXEgjj8l5uLu7+yd/8id3795Vvd/YJYTzh881UFRpVBuh4EdumubngPgezTUrFiL7BznVK54E+efpmoZIN1M1L/WA+tqy22ggN02C2akggh0elm3khLOn+vz8nJuaqXC0O6oFoHPL2dnZZDLZ2toKKtvuxO9ms8ndUSCZqkxqmqbWDnkfEN+jeWfF4ZKLgPeblXXFFmCmaaI5Sa1WQ3fSdDXb7ZYohs2aOyqNxlGjMen399JeyXoiLvEwbG1taZpWqVSuXr26tbXVbDa3t7evXr2qadrHP/5xIjo6OuKDMcljY2Nje3v7U5/6lHoefgjzuNxuYYBj+FH1yM3NzS9+8YvPP//81atXHa5jfro68MMDPJ1F0d0ahSd5+zkgvkfdON4p1B3vqJBOdQdomsYDRfjOVSTNMAzoPVqzRbDKsCzqFi6CnS4F8IrnYmaMA7Gww6DasqrOvf/++3/1V3/1pS996Zvf/CYfcPPmzVdeeeXll18ulUp3796t1+vf+MY3dnZ2oMSk9BFzCFXf/pNwG5cPHz6EK/5DH/oQEb3yyisY+KG6jlX982Ob4jCHTHo/xfuA+B51gHeqrh+uAlI+26DnzBGDwUBtRgZ3scOHHAK1X7djNxA5qnsAL8dtt+dG4kWtU6QwXvEMNslfSuEE+19N+tdIbakXlzQMgU7AjTyZTGaz2d27d9VE7m9+85sf+9jHkCD2qU996nvf+943vvENsvWYHaR37tyBna3qCk7Ox+Apr7/+OgqvP//5zxPRn/3Zn/3BH/wBDkDfUP4i4ul+vpfshfZzpPdh3gfE9Khpmu6hZHxwgS1suL5RwdXpdIioVqtx69NVwHngDI9QrecOLOHubxycxnsBjvcSdI67EC3oQ37Qakm6ePKIYIfn+PhYdaog/+vb3/72r371K/UwqDVqvWZKOwK34QvHL+4/OTnBaE73bE1kp29tbb3xxhuGYbBa8xlUYfOjwfyiPt94NuH1Z/yNxJEwhaZmCDzj7YezQTFkGitsNptRZZypeXbwb7uXx4uv1Wqvv/66ZVlXrlzhOPqKC8gIhcmVk0h2WhROsJcZxFHB3UahkZqmwen9xhtvzGYzy7K40IuUSu5SqYRnwRnuoNFomKbZ7/dxzYW688QRsqdrOwqvP/nJT85ms1Kp9Mwzz4R7Lw57VIgPXdcj7/jBu0aY2hR2y8KJZnCDt9vtCDPOLMsaDAbVahXGtFuD1XDM9evXoW3D4TCPgca5xPGrT5Fde2qIGNlJUjjBToqzszMUcfV6vW9961vf//737969S0RQ7l6vd3JywvLMmeG4+jhMbcYwDBZyNUx+dHSk5pZDraGyDx48gFo/fPgQN0LM5AhkXuclsL2GeFuimMO96CE0u+bIMQ/uJKLRaAShDb0wqDXZseqlp+Iu6IWxrYtHpdE4iOI82Ry4nlkyKtjlcvnGjRv8YwYDkDy5i4h++7d/e29v7/z8/N69e3/5l3/5ox/96Ic//OFHPvIRqDJqtSHA77//Pp7ysY997Hvf+57jnA6zG3lk3ECNnk5rfPHFF3Gj1+tBznkCd6BWKo6K56WIYGcZzFWb+9BoNIIqa5rGA7hGo5FlWcgpc+goLEJN02q12oqmIXQaC8vg37IQjkoUXvFCqjWPUdlV2rP7xFv7MirYN27cUD20mXWL/f7v//7du3dffvnlr3/965ubm9evX/+d3/mdD33oQ/1+nwUVWotCbdjcuGJ+4QtfgIvbAQetcfDu7i571/HlnkwmZNdzX758mY1veNpN0/zZz352dnbGmwM/uLXQXUnlMMS9D4jv0QKwsbERVTW22h0FArzos0Kl1tAGd6rp5e5ZWHzydrsd2sh21GUV6fcoEBGGeh20WhAnvpH2usLDc8HR2c3/E6HTjoK3oB+Ft/ZJHXYYEMA+Pj7+6le/SkSlUulHP/rR1tZWpVJB5nbj6V/S5cuXIduwuS3Lsizr5Zdfvnv37ic+8QkcA62dezlDztrOzg5sbvQl5fA52+WcO4a2LQ8fPvTzXjyu76Rk5LoNce8D4nu0AKA6PPLTctxXnfkxHA7b7TbuqdVqzWZTV5ib/wVUqxpGdrglDQYDj1dZHzJrdYQG0euDVguzOPnGUb+PMSF5rNXGsrFyx7ATvEH8c79BvgdDz27NZnvd7m7UG5eMWtiZhXuRsifnm9/85uc///m7d+9+4QtfwD137tz5+Mc/zhlnRPTgwYPLly+zPQ33+A9+8AOI9MbG422TYRjunHAVZKVtbGzgSBzMVUzqGXZ2dkql5b9cjwoZ1KqpTVfcVdoeB8T3aK5BxO7i4mIVT6D3SA9HVhdumKaJMi3Wch4NwkVWHjnMhmGEM7JFrYvNXPORZWzS7x81GnnMSrs1m2ELMun3J8qF9KkB4USTfv/AvhNSrb7ZONwMItjBODs7w7QPItrZ2Tk6OnrllVd+9rOffelLX4L5++qrr/K0rq9//etE9Oyzzz58+PDBgwdbW1tf//rX1a6lEF2YyI1Gw6FJLMkMDuj3+2zBe5zh+9///tHR0dnZmUdI2zszHDXcHiXa3gfE9+jSd+GQw6wlwEcSt+MGKY7TuluIs14ihk1E9XqdddqyLGi8d6Aa7pwQXnFR6wIzV4wR1VYFT5UulnPnyO0MwCYyKQPK+FHV1b+nBKrxjiqJbE1EsIOBPuFI78I9kMM33ngDP04mE+4xjvYmuOERVPa2qh3MtTUXnQF7ixWHb4bQy2QeXVtQZDUajXhDg6wITdNQl+V+CiqqMScb97CZjrZi7mYmjumcah+VON6UUDBUwVNdx2yPZq0kDJ5wh+56rLBi63eSxegi2IFR+4RDEa9evYofT05OMAgETm/MxiainZ0dy7LmlnLFCvYKx8fHvEIhXULb1lzE7H6Is76RVsYWrXtUl6q1sKqxJZrbLRwV2Oo9WZjclV8QVli3Tw+Ct2vboHw//MyTbPQ3va04vSOPOkeLCHYAuFnK+fm5+8qL6uoHDx5ApGFnn5+fn5ycYEwIEU0mE1ReJbZm0exMoXbJDvpEJHC5H1I9Lqr/ud1uQ7PnjrKuVqs4J8q3Fr0un4TEyBbC4lblJ3O1A2ZiRw58AFhD9vPbRbADgFRtsruQqpOwiWhzc/NXv/rV5uYm9Pj8/Pzy5cuXLl3a3NzkOmwOb4ebYB162ScnJ5PJxNEiTUgYNXk7KDyEAza0KsycAb7ouXOD04h/44SdTsd9AJvdHh1XlqLresFK8lakMN1JV2Sv2921k8kraQSzHTne2ZdqIIIdBp5sjRA17oQzHLfR5uzSpUsQSzbHt7a2tra2Tk5Ojo6O5s7Mjgl4BbDDEM1OCw4wQwuDXrgxhKPT6aCZCSmtv8nu0Y32omwTt9tt3LPInY47HUY/EtB4kZxzDv95IPMagfAi9QNfhdVb0GSTcN3KeIhI8sFsNbmMPAPVWUPqsMMAU/vq1as7OzsYkIX752Z4bW1tqcO76Om2o4nBeXDJv7QA2GYdj8ehy5qJyDCM4XDY6/VQzre/v1+v1y3LcgwUB0GtWzjeNU1j1efB2BRQrcm241dxLRQJwzAQhkh7IRETOjMDeVuTfh+VzYnVbXNyGf4l86KRIIIdBhjKuK2WQZOdhnZ+fv7hD3+YDXH3GeAnT2a1YGNjY3t7+/nnn9eehncbGPPFd7pbSHofEN+jhQHXa65+9i6nVhkokG03ky3VZGsqDG6HQOJIn1Yd9zmBzLfbbczsImUCZgiK1zMkHL1eL3QLmqLCksmtV2IVb0cvlNwhLvHIYH84lz6rqqwO3UoFXIIdZdmqNDoaimFGp2qfeR8Q36OFQR2Cub29TUT+E7hYLNXSLAeqpnLkGOa4z9ApHLZz3ddYedAQrNrfdM3Bp4ckPsnaU0EBGNn5X2RXWB01GhGGltVNQDI103Eggh0ZnP59fn6O0SBwhluWxZloAH3Fk4xhk12rfXR0xGNLms0meoqRLZmqTGqapqYLeR8Q36PFA8VXpmleuXLl8PDQT/swLrz2OEYdroWeo+orhut5orKowptxRL7xvmCvr/K6hUHiAkthEd21m3KjlVjQnt6M21LPr1SDLI42c/e3cic1qNUmUQEdDWoHw91nWdbx8TER/fjHP/7zP/9zjNo0bHAkm7Pf/va3f/SjH9G8XqSYhw25Qjuzfr+vHoNupniu2tqMT46nL5otwYINzzPLJL8LPhIH8D3eB8T3qBs1UsuTvA3DYF+642P3g8eQq5iAnQ0pnVt25QBxZSKyLGupfdbpdNSGoJie6edV+IUcnx5WS4oS80MOneZsOL4n4Q82m/R6PXwgtVrNz29QAKy4IdqiOTLLKA/JZa1WS9M0D+0TC/spzs7OLMtSQ9T+OT8//9u//VsM/3jllVcuX74MRWFRhJyYpvnKK6+o97AeY5IHiw1um6bJB6DrOF9M0ZGU+5XySby1Cl5xHOaww7zfoPcB8T3qq5VlEAAAIABJREFUgD9GXj9cBXwelm3/50we9F7l1G4/UmpZls/WJfV6Hc3D8aN/tcZzB4OB41uE5+LCwaF09VFHw3CWbUkOJ3v7on6Ggk/U6q9AcstqnX2RDkTRBHtimv8YMGXp0fvvE9H7sxlp2szuHloqlZ4plS4988z/uqA75vHxMbu+GTQoVf8mkUXF95im+fLLL3/3u99lD7mqxxBd/rHRaKgTsnH7zp076pUUos6nMgzDe24jcuL+8A//kPw1/kQ4OfQBMT3q2Aaxnc1PzEXamprut/RgFHQ1m00/rUvgG2e3AVqj+HeJ47XUYLaj8hssrf9e9BA2KOuj5Ygm8IzR4XB43HvxQze+aF3LQeFv6lQajaMgg7e5GWrx1JqKJ9j/aJqTRC7WmqY51LpSqdy9e9dh2MF+Uu2V119/fVGnM/fAaVWw3TYxhnfdvHmTNd5PW/I33nijABFiXn/e34hPOp0O2TarHyPb0f7MNE2fs7bg4vazpNCKy+Xj6/C7w24Mbxaf2OhH/8e1nXv0Vsu61rh4oWiKEge7dunXUg1mF3oh1ZqKJ9iLDGIVBJvRwITTxIjIkQWGTiM4mO9RD8DkLv5xbqxOFWyM11wUI1e12fH0pYcFAm4AmauRLzgDHOrr0VocOBzUkOHxeDydTre3t5GjTk/XVXM0ularxZfXDfMaKXLJpw4kD/sheM6pda1x8T/Vtft97X7/0p2SyPZSYGQT0aTf33W1H1dj1UU1rJl1qcPmOdYswPhxUZYZ1NphCu+6cEi4G9WGWGX4xyKvKeem+cftBvAgL4HtnGKapn9p5Is+BNgdS557ftyAeceVh5qmTafT09NTPgPOhn4psX7yCA9xcVq73S5w+jQXwfNHiq5zEGm4xCHb2v2EeobkFC7XPno66/t2qcSjqXGjwGpNxbOwF3F+fn52dgabGH06IdWQbR5xzQdz/bR30riq6G5rmBSzG81KPU4F/7bjTvWCyzFsj5Ms5Y/+6I8oiBaKYMcHUq/9NCSBrKpRAGSYe8ezkZnMz3J3ID88PByNRng6ZoEkkBLFr0hE9Xq9Wq2q+XFFAp5/etr3puYTwLDeeKul3e9vvNWCflvXGhLbXsRet3vQavGAbdX7fdBq5aUf+Cqsi2AT0ebm5tbWFiR2c3MTDnB2ifOIDqg1tHxpiZeaTO4hML1eb2lfM0fE2g8o8fLOMnOATcOLL77ofnV39zF3Le+iA+J7VEDvEcizOjqTc4/n2tlLm6UMh8PpdMoHoIdop9NJILVbzYBbtP4CALV2fJPdFaoXL3ThHoeRrd3vs2Crt8nWcj5yDaVd9Y3T00PAim1YM2vhEufxG+5sLyg02W3A2bZ2+8Pn4jgG2sMbaqQrBzJn1UanDv3Go3ynI5fNJ6ZpfvKTn2TXqHpyUkwBR+uxpQfE92hRQQ4Ben96H4nhGaZpHh4ettttbiEOixnO7bOzM03Tzs7OptMp7HWEij16guIhd4dUzA7p9Xoxearb7bamaZ1Op6g6Ddi94Wf3Aw/5o5uzRzdnLMlQa74NK/zSnRIscvyI2wm8newAYVY7ga+JVIPiW9gctF5kLkO9dnZ2YGRDg8O1EUUSjWmafKE0DOPrX/+6z7bhcHffvHmTC6wh0kdHR0T06quvnp2dqYpuuPqueIPTlkoldeInnwqLV1fuEGyPA+J7tKjwCKylRdh4FJ7zcrkMuxmRZpjdlmWdnp5C1PEUTdOWJoTzt4ubnDjAQ3EkhfFLI/W9eP5wqPXcWjjDMLxbk1680IV73GE9uw1rVu51S1tbK4V2UPxOZ0g3gx7PPeDk5IRd5SFgF7rqHmcz0TAMVGyTPS9r6QnR7AxdzG7evHl2dvbDH/5QXe1nP/vZUqn06U9/OrSqYc2OsjR15d7l0R4HxPdorCSfrtxut2u1GnTLT+srpHAjU0zX9a2trZ/85CcwhYloe3v79PRU07ThcHj9+vV79+6h/wn+RiC93MyEzT4OoqO12dzucoXP4l4ddceDD5C7vC3qGeeYZxoa1ZfOKWx8e61UvBhIp7PHBrSjBEtlxZkc6thK1mzHJ+6xGzg5OUH62+bm5sbGBoxmwzCgqWi0wm8EDoBerxd6e8FrdhvZ7pXPxfuA+B4tEjCFLcvy+ZbZcV0ul09PT4no937v937yk59wWTYRQf7hrkBmk2OINUq2yuUyr2E4HOJ+pEdB9fEoxKZ4k5sjB1sixwe1v7+PDZZlWeoB8I5E2JdUjWq7ZRs1Y2sY6i4wxRfsBEb7zdVsB5BGHOOQSXbFc/oVKrbB66+/Tj78BEFBGXq6A8TWHJ+Tr9Qw83Q6vXbtGtl9VMj2J0N92YxGqzLVBYWcMlQ/IzgNhR6Px0jVHgwG29vbL730UvEc1PGBT3KuuYwPnIjq9Tr3ovHfIDYQcyVZDX4nJttuV6gQLQUX7MlkAjWNSucW4aHZOzs7x8fHHMbWNO3o6MixpEqlcnJy8uqrrz548EANUfd6vatXr5I9nTPCd+FhZAtxg67ght1a1fsah6QzuLhHoxHayqptQVGWjXu43TdPyIZ7lsdmIysb37HT01MUWfH9Be7+ze3V3A/x7yIoPrdcLN5J4gh1k218x/uiotYxU1jBRtU1LW6NEjkeagpzFjfU7DZ1Ybj/m9/8Jhasqj7eSOR7DjGy00IdEb00C4kNOO404g6OGoaB7twYzEV2mv1cH2y9XmezbzqdopKbi8cifqtpA5HmUWNuGxcODGyhirpZIYlnF4ViCvbJyQmC1nEb1o4XXTTmCwVjGAWGH7e2tlSzmw/b2trCNC31fo8A/CqIkZ0WUFbVSvZpq8F9Dbe2Q1zZ2oZE4Uc4aTqdjluouPAadjYGVxdGsZbqNIN4/8gm0JaF/RlZHpfpKOYWck0BBRtqHZMbnCPiDucPWqdVKhVY9vBjq+zs7FiWpfZTu3r1Km8s1CPdkn9+fu7ocx4h4sVKBbWaK9A0LfavLqrCd+R1Y8CXaZrj8Zjbj3NUFdVi29vbQe1LKGIGDVOEGNi14P9TJSLUyAVKjIePvVqtkj0kjZ7u0C4IEVJAwYa9yC5xvhM2Lq2cFj4X2MqTyYTsJDL3q1y9enUymagP+dlV+GzhEprz8/Pj4+NwI8CFcGCThDRsKHfQS/zp6elzzz3n82BoKkaGQLYR5MbuE0Z5UNHlDUdGwt6qTtOCRLBF4ANpt9vI3fNfMjqdTmu1mloBT66M8XTh7mlpL0SIhgIKNtl5Xvzj+fk5eo9QPGqNzqakbAsWma3u0uelMglvQSTrnAtWDltfZDsZ0F2Hr+xqXphPtre337dnt/sEcW60H1fTrNg57xM0ISd72UTU6/XcBcfJwKlkIXSa4faohj2v2s+zer3etWvXDMP4i7/4C7J1OlO2NbqhkQSwC0QxBZuI2CkNCxWxYYoodcuhxxwsR1E1Rom4Q9EhiCndjMEKefEi24nB8jYajd59993pdNrpdFB55cdEQ+MUPy+kTp6Gqe2wiXGP/5WjCTlu81JRU55klxVYw1jD6n1IYCWjkN3P54/qdqQIPPPMMzHVa60Cq7UEsItEYQWbYQ95JOnilmV5F3azuEYl2LH6w9WTc6W4yHaSQD4/97nPcYL30ks/6rt8WrQw5dHKlBPTHMcEjdqqE8ZQeptwhjm3h4tQJnkXvtTDb5om3i83pYlqDXGQWE2XkAA5Fmz/jbEePnw4m81KNrgzjhr/hw8f8u3ZbLa61s5ms4cPHyaZ6w7wiSX/umsIh0uh1ur0yblArcme/qLr+lK5xQmDBpvREBu3OeCNxqio/OYuaTggsUg23ODRqjXC2H6OhGWPLu6UYbVGg3FunJL2coRoyKtg+7w63L9///T0dHt7e3t7+9lnn1Ufgq0crWb/8pe/xA28qB8L9fT09N1330X7KjfPPPPML37xi3feeYc7SibDs88+O51O33nnnUULKxjp+jO5pzf5EABUUeM2NIZbhc+1cVG7xS/k3y4nu6EpKeFqsqfG6TYoM0MNVTKabZpm5C5oJOp7e/XxmXCfOMqwWgN0LSUxrwtEXgV76XUHDkb/QcFIwAUUGblISPE+vtfr3b9/n5a9nXa7neS7AFybm+SLriHsVg33+4WDen9/H3nODtnm7OVr165tb2/7fAkOD7NO12o13tpib8GeAJZtbmke4l34B53S4/hb4HEp3HNGneQBuDsNZV6tgZjXBSNPgs3XEbJNIrjpPERlqYMxWvA3r7aa8gBX6v39fTaAFlGr1fzX6UYFbI4QI7eFQEBxx+Nx6CpeHM89VZCzrdY4EdH169d9SikczpBkrjfDThQN0fg2jmcXPRGZphmrYLPdH9P58RmapvmsaZZGo9+4c4fsP2rshGAGZDDFTFgTNtJegF96vR4CV/v7+5wUalkWjzwyTRPTBrmBFKKDc7sHxwGuXPhjXnrZQu6uz0uPYRhowxTFMgNQrVYD5Q8LKxL0V4w/B/6R9RWm4f7+PvvP/as1BAk/oh8IKX54CFW5XFa7g6FbKsUcWeDQdXwvQXbOOYcn+OUsy0LSgKi1kCK5sbBxLeOpBurfbafT4T9mGIVqkWsywOxAYwry57HHCvkdecODvAaDgXqNHgwG8XnL/QT2hBXhpLNAezgPVjkDCxI8OnO/V7A4y+UyvrrYCjgqyyNEbTKasBf6oNXa63bxppBeJ2otpEtuBLtcLm9vb/OWXwXtIMgOp6lOPEownwi9I4bD4VJ5wzUoUPEoImd4U3BLInA4Go3mfiZRoQb2stDQqsCopm2ELLXaeYaVZVks0h4r4Y3m9evXT09PeW/KidORwJ3LaFkz8PjYbTyO/uKlk88jWRHUYQtFIjeCvb29vegigum/jr8lDuwlsTgi1GX67KvM5nWgeQNoCn14eMhGOfQ77osIB/YKOc0pOwTqKO4Tj4ptd0aIf/uev358ZjVPLfSXxCHSFLZz2YoctFqTfr/SaFQaT9K18iXVAFni2v3+pTslVHmlvSJhVXIj2NC2RX/AMDeTXI/qi8Ylxn+YEG8kxIik4XB4enpKtjW/dJRyVLgv0ELkwKvc6XQiUSl8uziTwwG+Oe4XCjSDhGydRnoa8tSCtjzjISKcIpeu23nS70Ot97oJyRsyZ+P4Q7auNR7dnPE8bKEA5EawafEmV9O0VEos1FEK/pUM5jWbPoH8zM1mE9dfbnqc2Bsfj8fiEo8bwzAsy1p9XKP3t0st+1YJ+qIQaayW23HzIA3v73ZGjGk3lUbjINlXXNo8cRVYrUWzi0GeBHsRcfQs84BHE5Li0/YvZugSRUThosKOnYHPnLUVUUcjCDHBncVW34QhuQG3OWkL37fhcLi9vR3JqwDHeWDWc5tV9zf89ddfv3//fhaMaQ8m/f5egi8X7vK19LrHbc7EGV4YMirY0+lUnVhHdtbV3KvMxcVFUusiIkJBC9exBM2gXnF+8CpjG0Ljv3GjEBpM24xER9lfzc3JMdwCyu2/g0ogeOVsvquarZrUlO2uI5VGY9LPgT3qodaQaljVotb5wq19KhkV7MPDQ4zwY6BMq3sLVwftI2q1WorFTpzjk8ynIU1UEsAwjHa7rXqJV/nlsiTzDbRVUZuURQ5qCvg2chXViSbqAUJ8sG0tbc5yh1v7VDIq2HPBtUat9EhxJYl1Tp4L1DrJsF/QUL3gk+Fw+EazWRqNfr/X+8+12sQ0f2aa/0pERLeJ9rpdNVc5EA4zmkPOsXqhp9MpF3SotQxkq/X29nbCjfHXDcSto/KEy0TtTJEbwYY6IuUqsezoRaCQLF3Nlk6lxWA4HP76Sy/9cjR6Q3HYzHSdiEqj0UGrVZnNIny5WLe5g8EAVQzotstfUZRocxPT1J1k3uTCH+7BxQvdS3dKq2eZqX71S3dKOLOY7OmSm9ak0AnTNNF8NPk+nQ64W0tar578i0qn0qAg9+q1117jjrnuA0aj0ae/8pVbs9mvXb/+a9ev/8adOy/99Kdf/ulPv/zTn37w1i0iOmjlpv0Fennyl3M6nSIwT0TNZlPTtJjC59ECl0auZRsG8SqNU7T7fdVSh05vvNWSIrF0yY2Fzf2KKQPJpYEansRH3BF9NdzIHSvFyPbANM3T09MPfehDp6enHLspl8tnZ2c4gBvd84/8G/z8j3/sONt//MxnDt58c9Lv7/b7oR3jCcPdBlFM4fBClcvljJvXzNGCzzzysmlN0zY2Ni4uLqI858pTNTlhDSdhwZZ5nemSG8GmLHnSULuSoj+cC7KDtjhdijp8yQHsJ0kacqA2uyaiy5cvv/fee++//365XJ5Op2p5FbL6+WujZmPNRdf1X3z2s//wx38crWM8mTJItZUKT5LOzp/wIrjN2aLGKbF0OLGsaE+7oqwuylm7eKELzd54qyVR7VTIk2BnIUUcQLf8TOWKibiTztScPvTM4uhj6sGITIFtk67rmBTneNQxpiXEGJX/5Ytf/PnPf/7L27f/8hOf+M8/+MHK6yWKR3IWAccMT8tOfkpsUBJuc0YxqDXZTUnDdSSFHtMCvRfNTpfcCDasE6gFXwfj6+rnjbvMNGHmdqqKBHcPds71Vccer7lXHGmP3PhzOBxCrT02lGqiIkZWo45r6UiJT3/lK7dv3/7FX//1n3/5y5/+yleifivxoo7d/L86nV+++SZlY89dbFhW2Vb2+UQoMWzrRc9SNZuIpHgsSXIj2IskKoRaR+ISTFGzQwz7CoRbdXjCII91iumlc8FwOHS0k/RZE1+v1/GFQeMdpGX4MTr3ut3/+2tf++Xt27dv3yY7Kwr3r/JGkkTX9X+2rMm9e5P8xONzDcxfpItr9/tLrWFV3ZcezJqNJ0oztcTIjWDP1adwyoGrbX5Vh/usJQkPXkTTmIRfPXVUp4I7fcHn/okbbpPdV4R73HqDyVEHrdZ0On3v3r0nCcytVo40e7fRmPT7i5K5hDiAb5yIPDzYavmWf+nlw9jaFlM7AXIj2Iu4dOlSiATLSNQa8zCSVy/DMHq9XioRfW5fRSnFAmJF7QgIjzctSA3jOwN9CJyriKLker3uU7CBQ5tvl3L2x3uU+UKpHFXQ+QSmMNm+bocYh5PquS+h2vEOg15quCMkT3/zcyXq0aNHmqbl0WLm7GJd1xHR9PlENIWmlNLm4cVNt2lMhKjjHUkRZni8eVILKcM56OmAiH+HB7rF4bXwu1ulS+jjltetFgzumFKlIkwTwTqz6RI4sD9GItotlgOAa7KRhuY+YHWH9sULXWwIuPJb3RzAyhe1joTcCDZ6J/FljpRrK64mqGVMckm4/obOFTdNE8nY0D+f50FyEwpm0kqbz0Kjt9XhfuzYMPHcaJ40xSrF+ROOBgBwNvgPT3AqgHqe0NGNXaW/B8R7UirtXL++VS6fTactV1V3aDY2Nh49ehTJqbLpDOdSLsrqfmJ12NR23x/J+dXZ21BoSSOPg9wINl/XkK7MIVUmYbXmrOlVYrpqy2VHhS4C7Tz3mjPk1bEQKXZWx44h14INp7fDsQEVx4eJLjH80KJcPEdhuvcvwvG9XSUXAYFtngK52+8f9fuTfv+EiIgOIgpvW5YViVpn1tu8tPC6MCQgn47A9lyDXliF3HygtVqNXcEY6OsA182lRTJRwdflEAVObMMxMNZh5BmGAa8pEolxAEsyv03W7FTmoOR3Fgjvfviz5fthLnP6mNqxq1qtzj0bAgRke32A/19HhL846Dd6ot0ulbLWHw2egKx5myf9/pqodcKwk5yicLkLTBZDv81m0z0QlNepahhusJWZvHoNBoNA4WeG5cHRnwS38V7mJh7jsHSHlYFOp2MYRr6MbBjQiD6oK2fDOtxuzzGQitLuyncQc2A7KJN+/6DVyshiGP6UVhmJJggR0mq1+q7cTFWjc2NhM4ZhHB4eXrlyhWthWcJ5nHCSl8twOx4IhmmaiEP/9V//9U9+8pNyufzRj37UexYyD0lcadFRkPqM0RBYluXeZCAAsUpdu/rLWmSLJ8let8secmq1iGi30UhRkw7sNaS1gLnAtk73kxGEQORJsHlwgnrB5SZTeCiDDgMPDMMwTRP5dOVy+TOf+YzPJ6ZuXucRhFTczUGj7XGdkdab8JBzDvmk3z9K1cCtZEwXOSc8U6sSBG9yM14T8HhN9R6+DbVOUsxW761tGEa5XA6k1lkA+W45Mq8RutZ13RFtQWAiIyobOaqzF35pRG2TXEM2zesjex+T2Ww4QXCTJwub3ch8jyMMnEdM09ze3s7dW0DGWb4EO6rWtvlir9tFJrmq1geJh7ezZsi6owaUduBAEJaSJ8EGnOEFm8m/1MVUqA2jLVy+NN5CfF3BYyL16aIh0DQNEfc8ZrZHwq5iaj/+v9WiOCuPJ7YiZlMFHVEDwmciCWhChsmfYDOwmfw7M+Mr1A5npSFRPI+2NT1dzKZ2ICG7NxaFKniLD13X33333UwtKWE4irynSClRXA3J2ducteRwB+yBwIIPWi3RbCGz5FiwOXicuuapg5t8wmrtbr6R+tvxZjQaqbLHTgLUK9O8Arws2LXD4XA6nSKesuamNikOajjJ46jYPspbxVSl0aBuVzRbyDI5Fux2u41xwkuPjLXTuLsFhx/YPcCN22JYWvQgoV1NN+PYsNvbwTuPwWDQ6/Xc6dlJgq7d2FLouu74PiTcdScLqA7hg1brgOjWbBb5q+RrNpdotpBxcpYlruI/vzc+tUYPk6DPgp2HDHPofbPZbDabo9EoC1W8Huzv79frdcuy2u02POF+xlfgAEd6f/IgPxGwe6bZbGJ4DBENBgPsSNaHvW731mwGZYopXzrhpPQVYQd+9meLCWtIji1sd8aZYyhIMgT1h3PEl1zuZcpMFa8H2CRhlrP/0RdoAZbWXE73RkFNFVTTGN0t9tYBTKqO/Jxku9zzZa1WGo2DtNcgCHPJq4Xd6/Uc5jV6dgYaMLw6bsVdimEY7XbbMAz0NFXVCx7yLHQxW4pqrfp8Cg5W9yuJ4Q46VKvV4XAIPwHfuaj0q/DEoaYwVdl2z52dLSXaQgbJn2DjOkuu5CyW6sQEL5w/HCDpyWFrphvlDUHQt489VrqOcV4Jqun4Lfh07xeS+JRpr9vNo4cZa+ZWM2kvRxAekzPBNk0TJhFPlkTSFkQaQj4ajTqdTjLByBD54R5AMzIexl6RVN6dI4kBX5i5s8xz4d6IiZiKr2BqT/p9zBCL4yXiAKF9aPbtUkmUW8gCuRFs9Ay3LAsmkWEYSBHCxRfijeEfMOPi7kaCHUO0pUHFbpMJMIgs4Rd1bIOgypqmqS4NLvTClyrhFRYbLgHPl+ypGXlcpZ2j9QvFIzdJZxxrhJ5B29QsMx4RnQzj8ThyZTUMYzgcdjqd3PU+yz6OX5baqc2Ra1bsDdNcEhChvW4XJWT5KvQiu7MKt5rBGBVpYiqkQm4EW611brfbqKkNPcB4dSI3r/m06yAY6c7lxFYPC3B0sFlbRH68gZNgT2nJnu70M2E9yY1gkx3iRTwyXdcxLPvIJQdqXfi8J1UvE2Bu7RknvlmWJWqNYO1e2svIBZga8li2S6WMN14VCkZuBBsWNi6sqXuMx+NxHHoT7WDmzBKuN1xoHJ8qh1FQxLUOH7g3yQzchMIVQ94qjUZlNkNqPWaoON6UGuqG60Jc6EIk5Eawa7VaFvQM+Upx+MPV+RkFJuF8Lnce33g85rhD6l+n1OGCrrjlZK/bnZRyc7Xxw2ORtk1tx6MV12y0SgydX4V1Izd/QkjISnsVT/QmJn94tOfMIHEk6y1i7gBW9cfBYLDOms2GYKXR2I1ZsFm3CuZ4RzKd407VnlbD3mJkCyuSG8FGHu9gMEh+QoOai44Wm5G/RNDZ3vklpmS9uSwawIrPOaZfZV5gT3gyA7W43+dBq1Uw//BSJz+8CwetlhjZworkqQ474VfkURBqx1Ou8I6q6TTqy9cqUTmZdDM/ncvWYYe0iCPbtk5MO7EzQH1UMq+YHSDq0utUWJHcWNhpJZpx0Npx/+pmommalmXBE556Gl0yrNLMNShr2xg8EHF7wlUqjcYaSjXgwZ3uDDVB8E9uBJtbjcahbXNdoxBpTmmGvhIRhnas8nKo/c1IxnvCRNvMdRE8wDSB18opCKkWyTWdcSqNxhGmoolmC2HJjWCTPSEq8tNiK8DWGCuKQ5Wjiryuc6eOxAq61iQhIHdgjidES71fTcgqsJhxu7eCZd4JiZEbwY7PEkXyUayTspBThq0A2qGvg1qryXpo+Z5M9HodWrKvDsLJaP2RWBYYW5nuym++ByVSxajYFoRoyY1gRw4nnCcwQhsSwjOj1sf441jDYDBwjxONg/XJt1+RXXumBVd2JfO6aM1Ndrr4Ub+P7QInZHEBGBUun1wQVkRzTB7MAjB2e70e36Np2izqigjVE66OgogcvJF1kxAeoQaSUWselL66eV286qO53LY7fiRT3OUTjMbC7VvFKoUqUsc3IXJarZamaQ7tUzU6lxa26mtdCht5agE3zmAYRtxlweup1kRUr9fxrjudTjJqDaIKnTw2PbMkY3FwazbjwZFHSnMu9V0nLy3o/Xm7VCreh1+8jm9CkuTsq8NFVv6DlNVqFdVEKKeuVqtoTlmziW+1vV6Prcy10mzuIIZPPrHQ9fb2dlTNy/a6XcjYgd0IrHjiAebGlZ+6nWycGxS4ZLkiueJCWHIj2KqLNZDPE0eqwdRarZZMrjInsmEe6KLDImzflkonODcJNwznMrnt7e3RaBRJq3AUzh7Z8dRiW9vIXkZUe26pdMJx7mLDueKi2UJQciPYQNf1EIKEzDIEA5J0z5KdA0ULWoWru5DVVRabkiSbk8xdANev67q+es36UqDWeMV6vf7Rj34UHpRyudzpdMJ9YQCXKe8qTuOiXmH5fc1V5UmplEoxUlFVTeq7hHDkRrB5VjQ821CFpQHL0WiEJPCERzqqC8BSB4MBpJR9xXhHUQ3+/ZQoAAAgAElEQVQ14RdKUa15U1Kr1ZJpGM62NX/IHDsfjUZscA8Gg1Vi26rTeFdGOCQCSxpqz6DZnFKe9uoiACXpB0XcjgjxkZss8W9961tENJ1OcXX2tpxYOQaDAaqfExs44QZvhDcc0A9EdmHrm6bJmh06wxnW5Gg0Sr11WqfTSWxvxOY1V3s7DsD9kYQJ1CHHBUtdXgre+1a5/D//1/+apF6i8bijaLswKdaSMS44KE6W+Onp6enp6fXr1+/du4d75l6C2aSGexYmbJLrdNNsNlmPYYY63PKGYfCvZDwe+/cfMOyLTj21LeH5V/gYDw8PT09Pp9MpEW1vb5+ensbRSI4HKa7hqEQu2j5otZKM5SMqsafkoLHNXYA9kwSzhaDkxsK2LMthiY7HY9Ynh05A8NrttmmaqQs2A1tw7nrYJEXcV9d1vFMPAe50OvgQ1DtTFOyEow88OoWI2OmiJgTE9FGoM6TX7SILwU73jRfv8y/eOxJCUxwLm+wJm2rWtxq1xRtzqEV21Jo8F1Or1dzlT2g5Pvd45LrDtc4dT1NRa8cvQtO0BNQa9XJQZcec8lqtFuselG3N+F4is2Cmdbo9yPa63V2lrUoBUD03koMmeJMnwYYJxbla0+n08PCQohiflTru9ddqteFwOLdMi7u+4FnYjlWr1aQW+xhHLzNSytjiptlssruFPxx8AsPhMFbNXucZkWSXpz8OCqTklMa+oUjsdbv4SNekv54QmjwJdq1W4wBwr9eDMYcLdNpLiwXIEvd7UadoQKohWvG5f5eido7j6nZd15NRbggz9jQc+Fd7tsfEOjer4rnO6P6RirQU0r3xZPim1LsLi8nTdUdtTMaSUFS1BjCjIdscp+ctC0XUNzscjgQCtnchnAjYQzs5pSCS11VLudjpwo/idqw7GJ5OsZ4OTJGWmMBGcG2/V4If8iTYawt7v1WyUMEF1NJn5J212211G7G/v49RKyuCLjRIhueifFZudQ3j8Ti+fQwCqOusVepYa8mTiooiBeaFmBDBziUwMdNehRM0eHdbt6t3KmWp1nVd3abgtdRXTGAS9q3Z7Pa6usTBU+3HE9dsziFQFS7v+wauyd5d442gsJS1vu5kEPYkq3nXbvM6g8V4Hqxi7y6S6hQ5kJxee6x1KhuXXdeoEiJCN7T8uj2kg4rgBxHsrMAZW/gRVuN4PLYsy/EQZaNHStxkUKoB97uQnF4iSr5dK+x7skUOJulBq3W0Zt1shDVEBDtDuGWJi4w5PMz3Z9AlPhdu7hboWZwAnympZlQjb51FomI3xE54LApeS/VwHNkzK/O4hSpk3rsQB3nqdJbeipIAiVpZGI4ZFTwOxP/ccZjU6daq+YQbVBWgR+YqTJQ2JukODldbhuVOtm+XSuISj5zcCcfSTmcbaaxKeAwi1ozDjM41SAs3DKPZbPpRa9M0e70eGo5y2nmW4Wvrmif3QmYqSrPxtOzFvW4Xv5RJDluhVexKOSESNE3b2NjY2CiawGVxA7I+FjYHp5fOH8sXqMz20z6FW4Kz8z/2xUUK9GnNjWyGU53xYyr2Ig/4ypfBivQ9+SJFy6VLlx49epT2KgJQqF7iBQOlWSgmTrH/SYTAQwDRRYfzRagJZRRkLlk2kanG4Mn4KZDGx4IBX+hAkq8y8Xz58IVUEMFOn+TNSkz6inCLAKmGAMMZPrevWcF0mlnzEi8VDOeAjYs5mKlUW1WUMvFcxLOxYPkWCd6IYK8juq6jRTkPuWIWtT3xUHckl3EvcQ/YqVAAd4KwCB5i3X3xxZN791KptuIy8cdDNcTbLBQCEezUSDEqjzox7sK9vb09m81KpdLp6SkLNhvN+BFNQIlIDbRzHjjam/t86ejfT9qkOAkjy2yVyyfBnxVhsdxet3tkV99JGrZQAESw04F7Ysf6KmpQWYWt6nK5PJ1Or1279u677165cgXDr0ixqlUlNk3z3/7t3zCGhDXbv1QXEjVqK4LtAB9L0F6bj1u1R2EQs62PlK7cRbWFVfBOo8kpItjpgFLjVTzDag3YIuGHiTy3lXe5XP7MZz7Dyv25z32OlHYlc2WYm58gFF2AMeSR8ESzRQwU1OLsQE+Mo8Dp1mzG2eMJ92UT0qKQhUUi2CnAkzF9Ho8Z2Aj9qp5q9CThR8kVb65Wq6PRSA0tv/baa9PplNuS4P/hcAjpnTsWzI3/RihrAmu2JA2B1auxIw8xcPZ4BjuYOsrhhKi4uLhIewkRI4KdHHCDY98XyBmOHDH2RcO0Zcms1WoYmF2v16HlbDdDuU3TZBn+3Oc+BzNaPX9Uk6q9yeaEsWiRy65KuNlTaPsak6zCfM+UkT3JYdV4XiiekS2CnRChm25CgGu1GuzpuccYhmGaJjcXw2F4RTzRcTCOHw6HtVpN3NqRsGt31Y4k+Jp32LwOobuVRuMg5nhzpoxsxA5kqqbgh6J1bsssaOkV7rlQXG8vNHuzVcsbd859omEY7XZb1DoqKnaxb+6aYsYBdyoN5xjnDqMRL+vp86fO7VIJ2XCVPFSKC1lALOwk4PrjEGnhuq77bDAuoeV02et289hgKw7YXpz0+9CkQO1TMEATHos4PsnbpVK6ZdmOjLw1/7YI/hELOwmGw2G1Wg3xxE6ngzRvMYVzAZuGt0ulFMdgpA4isurbD/pp7MYzTYSlEduIVJjYbeDwKYlaC/4RCzt2kOHlzrdytBhDBxKHCY50s7hXmAzFSwBxU2k0KrMZ7CcpzmYrFqIbKHLMn2TkH+Mt+7RBzXd1MeFUNqeDSYTsEItgm6aJzGS3XYiH1GkkxQYly6paozsY2RKO6n6ImVowzWVX3HlbyAt73a5EslV2VyutjrxeLkTwQq28CpQgBpGmp0PyotZCOB4L9tymMGwSmTZkJzepSsxTFFmG1YMd5+SH1oHhcGiaprt1tq7rc0dPckMSdBzjJqB+5lQK2WFtPeGLCJf4HWu9EzZVfpakTtcOuhL1uRKuFlbniYXtESWFYPABzWaz1+vhR1VLcD//aJqm4561QlVrlGaxx3tRzzzOGsNziWg8HhfGvNY0DbH8wryjRVQaDTaqpJUKmDs+y9vdfRTnvofz2rwPY8UN4ZNnozwX48KEXFAiW3QXKSs/yoKtaRr34lCrlZrNpqrQKPZVu3YUHh4fiR/ZtuY0706n46f0Gcq9yEuRR/A9QUi+8IJNSu8zGZUN3OOzmCNPGzruT8+/f9vPStgBTnYXHfntCxGyPIbtlg0o8dIn9no9VdrXAUg1Oo6xKalGpgONyijM5wa1VpuhrgOc55ypvlrpcsvOyFPx9kvH1zwOZ/Y+OXLffKaUqw5wWiE3TRAW8eSLqEaXHda2h3IYhgGrGk93ZAL3ej2H2V1s8PZhTyO7m9O813aqlarWawU7xtXsaFhg6+wjdWgYN1dRbVOVmLqS8Yv6305xSzL25zsWjHMGqjgXhEA8EWw1Gq1pmuoDnwtkGJKM7tZuVeYumH7sbF7A4eHhjRs3gr2PbFCr1VDE1Ww2OQ69v7/f6XTQBzTtBSYNYgT7+/tpLyQd1GxkUpLRJv0+yWWdiJR8tEXh5Jh6dnIM2+eGQP3dHTUau42G21UgJrUQB6yMhmGUyHZ6s0IjWazZbPosnPW2nv0Ltupmn06neUwmV3uN4cbf//3fDwaD3/zN31zDTG9sWdZWrcGt2QyBW/xYsa/1mWpnnS573S6bqhC8AzsxLdZhKthO+TmSC8q5kYsY00JMuLVP/bFEro4WgczipfDZljrG1eQ10zQPDw9XfOnU4dyxwkSjfYJv2HA4XENPuBsIkuoGh20nCeTAHUhmOzVuOdwqlwP9ItTGOOsc1xDi4/Dw0KF9qkDP32D6yRfzL0Jwm69VBbbKOqg1py+oPWHcBejryaLMJpnFmS4HrdbZdBriieL3FtJivmD7UdZAOsQmu/+nCLkAfm8W5jV3gPsk1pHPgk/YrZ32QgTBLyUicqeMcVSb5hVxhfDxsmM8giUL2YCLzsWSDsqTrh1SpR0/c/uUcc8W2TMJOWKDbEnmrCi4r1mSHR3NHF3P/LM07VyIEEeRXuRbJT7n/v6+qHVQpHdpYvBoLLVI+qDV4jh0qqsThGCUSIkxc8tM1eDGbdRu8T3hpFeM7MSwLIvz1TE+pN1u12o19Em1LIuDzSHS11mqo13zWiFtsJKBG4tyY9SJkpEu5rWQLx7HsLnzCc0r0zIMw7Is7w6mKouOwXlWWq/gD4cMV6vVarU6Ho853ox2bIu6mnsj6d8rguJjITH2ut1dZbS2bJWEuWDwUtqr8OKp4R/edvOadCsrHrquj8djRJpVoR0MBiE8JYvGewuBqEhlVyKwDV1pNMgu+Ba1FuaScbWmmOZhC6mwqJlatNtGx3hvZuOtlna/f/FC17ombkYhK6jaLClmgk80TdvY2LBs0l7OEzbSXoAQDerMcgeGYagDSBhd12EuB0LTNEwLHQwG//jav//H1/79pTslqDURbbzVwo8h3sIaItlngpBBLMu6uLggoo2NjXBxw5gQwS4CvV4P0uvh4nZrNtzjQdMAETqBbBNRbWtERFBrRrvfv3SndOmO+G8WgvzkAyUHShAKT6bEzxto9sXFxcbGxqVLl9SVazbJr0ouqUUASf4ecWWEsd0HVKtVDKiGbOu6jqJ8j9fi8mtd1/+H+k8fERHRxlst61pDu993KLewiCel2IKwNmTKvewHyLbDQ25ZFizvi4uLhN9RFpPiID+OOzO4znzRbrfndjgZDAZofkL2YFCu+FJnmRDRcDj8u7/7u3/5l39xJK+paPf7qj8c8eyLFyTHZw6YssyDJQRByCzQbCKCYMPCZs95VLRarb5rE69qnwj2usA9RN1aC3PZcc94PFYbg/NtPwVdDme4yLYb9PGQ+iJByAtzPeHRGtki2OuIaZqcTWYYhmolozYvUBX1YDAgomq1GqKUi5PRiOjRTTElnwDzWnp3CEK+YFObiVCzlwq2JJ0VE93GkQfebDbnZox7UK/XpVt4HEiVkSDkDrcbPMnsMxHsAoIsbnyN5lZmJ8bFC12uzJZaL4abWguCkDscmp1kxrhkiReT7MxZsa41rGsN+MYR27auNSSeTdJvS/AN4krSkig7ODR7Y2Pj0aNHCbyuWNhCErgVeuOt1nra3JhCkTVn+O1S6XapdNBq4X/xAWQKNRdEyAhqlVdiLyoW9noRorVZVFy80EWhNpvapOSTwxAvvA0x6fcz2M6ay8Fx4/H/pZIksWcBSLUIdmZx+8PjGyIigr1euCu4EgN6zJoNbebLEO4sfCtynvaY9kIeo7ZaY3nGInkeJRHtSn5cesARVey/i1xjWZbDH47OKnEY3yLYeYJbjI1Go+xEqQOhmtFu04GFvJCwWmfEbJ2r1sTWf6v1WLPhGGg0KGOOgXUAal34jWzxQH807q8SlXKLYOcArkqHQ5sHXKabAb46aj4a7lkHv19GNI/FeFEt+F63i+mfB4pyU6uVkfWvFaLWeYRFGqXbkZRri2BnHfTuhh+7Xq9zAzKoeN41m4guXuhy9pnqLS8SCF0nn2vGr8ixc74fN/zUgu91u2TnoMFJLpotCD7h3uORaLYIdoYwTRNdag3DgB4bhgG15t5kUO5qtToejxcNwHYAixxHYs5HuLZl8YEccsh2IQWb1ToZqeP9AREdLDim0mj4j0zzsielkmh2YsD5VLw/hzWEa8BWzEcTwU4ZiLTatduyLPQW1XW93W6Tq5MoftR1fTAYmKbpCGaz0uPHXq/Hrc14mAfP5or3vQlEZLuUE1Nrjkw7xHjX/nEVK7/SaMA9vrvMWxBfomyxUfMxcVuaFhQJmGQUttm2CHZq8DQOInL0/ux0OrCqq9UqLVZWHo7JdjbL83A4hHU+Go329/cHgwFuE5FlWRD7rAl2IQd0qqHiBF6O1TqmIWBwj2NyyYGnmS5qHQIedsdWtZjXxUMd9hX0uSLYqeHwdavs7+/jhrem4lHTNGu1Gss/5Hk0GqkTsuv1+mAwUL8fgeZ/JAPXfV26U/I5KYStkMxe147ilE9G9YHHbcojGU0t/fJWbsEnqlpza7PMfrGFVYBmhyj9yqLbqvDTumAH+xxVuRRM08JMa1ZorrfGoxmU57mo47Q9nIFqkhofnM2rG0zeuAUbs7+SV02Y2vxjdirWcgd/86WCa61w2NkyXjMTIFDdbDb5drRpX4PBIGt5ZKvgPZTT0aZRbcCSwQmekNKYBJvNXEpbLFm5K1KuHQq0/BO1XnOWCra4xJOAEw0YFldYwLSaEZwXA9onKPTitiqOzirqYXx1w/Ebb7UylaEDDYtDvRw9T2J6Ff9UGo3KbPZkVWHTyFV7fX1Unz3hotaCNyLYSQDbWoX92PixMMZxVLBmOwaE4IrmvrTx8Rksg4ncR72050lacEpauNKvJ+1Z8KPt53ccVrBgOdduZWqvKWQTEewU4Pai+J/sCHTa68oWqu76uZZxknnWBDta2IrNmlqDvW53t99/3BytVOI7/SyVneqoQDtSJpGoTPr9Ssw5AcnAbiRRa8EnEsNOh16vR4qFTUS6rhcpDp0KmTJWENaNJLTMfcpYvbKp1gy/d9Vv720ZL/q4UMJ+0Grh6dgKZPzt+4HVWuLWAiNJZxkFVViotiKlf5kI9opkJ3knqvzwvGdiO9aPD+T20+7uQBsRPDfXmp2pnaWQHSTpLKPUajXTNAeDAdqbUOESx9ICweyNt1rpFnpNouscfqS0Lctj+Jbz0Yho0u/fLj255jjy5ny+u71u96DVOmi11AFi3E6O8pCtxrZ12gsRcoYIdmoYhoEOZbVard1ui2BHAqwWTkBLq9ALKrsbSlzZHt2153bkzqp2wyM78SN/MkfB28BVGg3qdjmWz5HyJx74zLc6R75F1ooahOwjgp0C6BJqWRa3CxVPeIRY1xqPbs6ykDTuthc5UjvXmlSLtUgxQMMJfwZx62g4hwGsdlKi+/g89+zPcG/1tcaDWvUgai0ERQQ7BUajEc+05i6kQrSwEZNiNxW3V1zNHVMfcvQWVZ+SRzd4YiwaD8pJaskvyQO150/qORZCHsmoYJfL5Rs3bvCP7hy0XGMYBgq6JHodH+wbT9HxeOQSbG7EjaontYQpRyHYLPNULXiWEtNk+pbgB2/ty2iWONmFT6DAo/oQvYZ+j8fjer3ObcALDHsyKWZ9QtJ48kb20hRxR+40iLvl+PrAH292kslhXmehfkHILK1WS9M0D+3LqIW9Pui6Ph6P8T83USmwcqu+38f32ElDcchVWtk9S1PEK43GkXJABv23edklz10nJ6YdtFqZsrNFrYVVEMFOGVxuUI1dq9UsyzIMA24QR1uV1JYYHazW7ApW22vcLpXWysR0uxbUzyd1x3gu1JoWr5M12x2YWAQn/UVeRMeF15GcTVhbRLBTRtd1RLI1TTMMg+8fjUZcos3KPRgMcp2k5lYj5Pru2g7MWGdbJYbb1x0URLiz487NKU8KwBa0JVdRpXpi5wYeRbFzkui1EBUi2ClTq9VQjT33TvyPFitEhFB3TmVbHVnheMjdWyMqE1MdIpLNy6Uazj+bTk/u3eOHjuYljQuBgGZjp+huS+48UqkX3200Vt94qbPmsvn1E/KFCHYO0HX93XffvXLlCheD0dMzsDMe7Vbj1h7WM66V6uiISExtHgqy+qkCsah4+kBp6zE39YyBxhz4aMQteFCxS7T9g1/QUaOxYkk3V12LM1yIhI20FyD4YjqdGoZhGMZoNKpWq4PBALlpg8Gg0+mMx+O0F7iQiS3APo3mSqNxazar2BHu1ReQfIPSXWXxePuq8wD/P26uadvQt2azvW732eee27l+fa/b3SqXt8plnO3qjRv8GSb5LoRVUCfDWlu7Yl4LkZDFRNC1KusKimmalmWpoznZts7m7JDQoxoCybw3yc9a8NBXdYYVWPThPG6LZhga0c/scsy8B/hzROjxLY457im27hEyCMuZpmmappGdOGlZlpR1FQ1d103TrNVqSCbn5qZgMBjoup6RTixsHy9qR+UNd8DIfmtoN2obcMdD6J1CSvR60YeD0q/J050TDnL4aeSU0ONbHk+5fu669vY9sa0FIoIwg42NDVboi4sL3KMe4IEIds6o1WpIICcizirnSjCKrm+aOoIinHGM26uYyLuNBuK4K7aGTv6i6Sdu6nMyFSkf5la5LGqdDOECEE9s618rQ60lei2AjY2nAtCQar6taZrjgLmIYOcPtfprrmYHgoXZXdbC9x94emI5QOu4f3VvdqXROCh0mrRPzeZupp/7l3+Jf1ECUdh5a49zG3+tTO9NU5zuKmQQVaHdEV62tr0Rwc4TCGA7KrbBcDgcDof+zWt3xzF6Orz6OFHWLkid64n1GFkRiSEoaVaMfBRJwuPMg24WUZJA703FthYc4NLtkYzlJ09LBDtPIIBNRMPhsN1uqw/VajXTNNHlFPfcVuYE09MKytVE/BDr8d7Tk44eX7DsWLLqHlfbQsXkp+UC5dDRxGKg/rKEBAgxpRtw9FrUWlDhoPWK5xHBzhPcYsXdawV3IgcNCeT/7fXr5XKZ2DizJZmFVk1OVq9N7uvUXrfL5dFHis887vpgNYJbYLlSM0XnkpFmpetDuA2i9B8V4kYEO2fMlWqAQm34xonog7du7dXrRLRHhPJfHrNBweus1I5RNM9qj4m9bldddiHx3nfDvA4aTBUSJvnSQSEvRFiWXPBL4RqCtqaY2sl33rIbf4JwQsuZzwk7qCsrN5wShLiBWot5LTiItomICHYx0XW90+nous7dVCK0hgvsnc4gqG3zP3JKWJFV8vtEsAUVLrmO7IQRnkvICKZpNpvNdrutaRqmhhSASNqUZgeffRJIybwTkgGeJEnLF1YEtrUItrAE5JCrk0JyDfsGCtZP26dmS/Q6cvw3lvJ7wrdaJOa18DRxdNQWwS4gqNJG9lm1Wk17OdHweHRVxuzs0Nd9/1tvMfiiRdO0i4uLaK+kEsAW3KDwOtpzSgy7gPAUbV3XC2BhE9Fet6u2cNlVa8RTJYGZNAXzK6RO9EaPmNeFA7MQV2/zHPmXTQS7mKAmO+1VRAb3nJqgPq3fJ6KjNZgSrRbNp70WYT6Pm6WIYOcKh7/aMflw9YHFkdvWQFzihSWmb0y6YFQ2NzwvfEIWyuV5QLgQlFX+Cnw6NiDVj7uICzmB1Xo0GnU6ncFgwCI9GAzUEYihzx+H+00Eu2j0ej3Y1oZhjEaj1b95WWOv28U/sgPbaa8oXsS2Dk1otVYb6S8FnVLQOCXcywkpottkZCqxNyLYRUPTNB7bZRhGJLvFDAK7kwpX7iVESGgrJ+iXCpotgp1B/GzaRqORmpyL29m8bEafd746zWaTiHq9Ht8TR378moABX7nYPIaAQ7we0z8FISi3S6VAzdthXsuEruzjbcAghj0ajWq1GhQn4Stnq9XSNM1D+yTprOAYhtHr9QaDQVE1mzA2++lJYoIQmtDN20WtswykWtd1wzDUiQymaRqGgeGH0HI+AFdOHJaR66cIdvHB5E3uUVokMBpEDWPHqtlqhVXo8VlrPipUEFJhNBo5pBqgawXKanCFNE0TNbGapg2HQzyUkeunxLCLT61WQzC7MG1KVTiDOta2KgetFiaeXb1xY+f6dbzc7VIp6CsetFr4F88yhQgIlHGmIjHsjOM96hCPcn3XaDSyLEvXdeTwrl7oFQki2GsB5ndpmoYChrSXEzGcNB4TMKyv3rhBRMeHhyf37uH+y889FyhNnQ30wme2rxuSdJYdRqNRuEscTG1d13GphD1dr9f39/f39/cz4hIXwV4jMDCbiIon25XYAtissseHh/xC+Pfg7bf9PJFs659boEiKXPGwrjVEsLPAYDCYTqedToeTy1Bp7WFeM81ms9lsIlE3m1niEsNeLzAtG23GMX8T92dk/7g6B61WtNY2VBa7AUde226/f9BquQdfqpb0gXJ/6LC3kCTi/ygG4/EY17fBYDA3ej2XXq/HXvEMXhVFsNcO5FM0m03I9mg0yuD3MnVw1f7/vvY1/Dg3Bb3SaBw1GpN+f9fWbEdWmnqwJLHnhUqjcbD8qKdAWZdkiWeEa9eu6bpumma9Xh8MBrqu+1FrGNbT6RTpZpZldTqder2eZK7ZdDq9du2axwEi2GuHZVmmaQ6HQ7QUKNKAEGSM70VxtiMlOO3hb8eLHvX7juNFnvNLUAtbu9+HWiOSLaTL/v4+V3Ah8Oez4R3yy05PT/FcTdOuX7+OlqV+TJoVS2d9ht5FsNcO9KVR4zSFsbAxhnJFr/hEUd9Ko3Fy797Ss6luc3F6e6OOysCcq0zpHNca+K/DxjvK1LtYc2BYQ3dHoxFqrJeCcCFu4/J47949svPGvS+SeDn1GJ/6rTZy8TOxSQR7TUH2GdnNAYqh2bB3VzwJqzUGbyw9no8RqfZmUbftS3dK2ekRdhTkVw/EGZ5BcEFDz7IQT+fL43A4PDw8xFAGtyeStZaD5SjXduu3N+VyeTqdEtHp6emVK1c8jhTBXlPa7Tbqs4vU9jWS+uZAak2i08tQddohbGxnb7zVyoJLGSkIgdRayCzVanWuygaCzW6k+ziyx+E5J1vgTdNEuwtucern1fkYPwORMyrY0+mUJ1gIMTEcDi3LajabcBnl3cjmhK8QTSXdyCU7EhzZWHMl+eKFLsLAl+6UrGsN/Et2mU8hv/oCgJCw/+TwpagOc1L0m/ujkV03i2ReXdc5Td1jkfABoDeqrutvvvnm2dmZh/ZlVLAPDw8PDw/TXkWRQXf7bNYahmO30Yik6ycC4ZEsyQ9F8nDMZanpDIVGPBvKnZaHfDdUDgQqsDfeaqXuIRBA5GrtxqHf7oe4PGxRT1POMrMsS5324a190jhlTcG0bCLq9XrZrDgMCnK5kTLm8yloL3r76W7kSRJ6YHNeuHih61PGcCTPloZ+Jwx/hStXClgAACAASURBVAJ9HySAnR0GNrGq9VLg3K7Vat4WEYRc07TT01MiqlaruOGBCPb6wr1zC6DWANFHjwsuWoKjBzh6nvD9aleyxJyixbatQ2Bdazy6OYPNeulOKXnl3rXr6f0/RQQ7LdQ6qMFg0Ol0aPGQj2QYDoe9Xg8+bTjGF3nFdV3H4O3hcIiMMynrErxAuIVWriDMFLu2ke0WXVZl1enNg0PwlOTHcsSk2fF52kejEQYhsK8v8v4SFy90EfxGttqlOyWyPedxq2Ol0aBuF/s5SSfMOOxzxhcSLUd8FnFFCzpboIpM1/X9/X3ykRWkDhTBJmNp5pYI9rqD71ZhQJsqj/Yp6OO9Z1tRuCij48puQF9oZtnY2IjPdh+Px9gNqAmxMA6i1WzcYNlOLLy99CvkRhqJp8h4PIZypyLVgFPPAl1O6/U6F4tjpme5XPb2ootLfK3hZkBriDrjq6I4QvPe8VvTtDjMa+TIcD8KLi4gOzlWbQERIchZU8PbCUgj+138HMydzmJelDCH0WgEx3Jaaj0cDpHgXa/XQ/gp9/f31eov+MY9EMFea9D1TJ1sUwAWXW09rr9q6W3e1XpjY+Pi4iLa06rD1NXOzO12u9ls1mxi0mzA2eap5KN5IJ3OUgHeHZgcaUWsYRaHk2oGszvhSC+Xy94Hi0t83Wk2m2h25rNlbvaZG8bm4PSinDJ0Scu1WhPRxkY0W3DY08iLQaTN24LhGF6sfekRw07AosXe7qDVqsgg1AyD3WEqKWbD4RBTlKIKKeLau7297X2YWNjrDjoA4HYx3OOL9Bj3exR93ZrN8t40A57wFf3hsKdRlDIYDDRNgydmLnAJWpa1op3hExiyiQWM/SQhqn3RhcSAVepRDx0fkRjW4RDBXncQQeGKQJRG5Jq5rm+kiGOOVvJLSoyLi4tV/OGj0QjxEVQQ6LqO+LTHU3BYwlMI0agkPtm+ZRvWfmqy2e4XzQ4BEvJvPz0CYFF/ArS14XKP0WiEMqokFkpEdtUWtqeOL3wyUUURbIHIdsgUoyzYw4ZehzbRoX+JsKevX79eLpdN06zVaohPez9raXeIyGEjO9YqbXxPfDpdJOMsHJBeDkAsOgw6jfYJOB4//ofhEElbiS0YZVcOtcY2V63RCo00ThGWwNd3du/k2jHOu++8R6PT4t69e9PpdKlhzdRqNe9aA24+FdUK0VxF7a8SuantR0XccAWa4BM4veDPUJ0ZqoUNecaROJh3UWkVYUKhO50Of7ejco+LYAtL4LoIIuIb+UUdTe3m9srDNwsMjAbodKC4oLeRPRqNcP2NvBiBa70iV0poA49X9zgS37fUB5bkEVVusb1W3d18DD7/W7OZWofJrrI///KXk1xzu93WNA2tT3GbiCLMtZQscWE5/G3DhJmcNitVL6xu8xpJ4IX3h68I5gUtvWr4B6nm2AS89tprkRcjOPLGIxROtaPOom/O493hbEZ27xQpyPbPkTJbDw3mMIqeRbrSaGyWy5UFE1nwF/2LN98kf66gqFCdT7iBKptkrpki2MIcVp8jmzDqxtzDGR6ofdUaghHCQQXb+9uCXhDcMPn09DTaq5vaUAV6CWsbwrliefSt2UyNszqAlsBtU2k0nr9KlWurvNoagY8Ubgzcg9t7T1dgPnX80+6xSqPx31Qq71+54jN2Ex/NZhOTsOv1OkI/jUYjpnwgEWzhKdAtb+kk16yhxq3zbkY78p/VtpcQIRYk/2rk0/KDiyXwiu3Jvu6aVPjATdO0LEv9RkVukfBQbf6scIOnduLj4lxuRzNRjw9zr9v12uQp6jIheuX58u4LUbyfNeaJ35uo++KLJ/fuEdFWuXw2ne5cv75l7ybxJ68pbXxSxDAM0zQ7nQ6+5P1+PyaDWwR7rUHtv+NO3JMvI5vneXioNQ/yyqais7TgR9ZmVVcct1l7VDHmxGl3WNdb40O7c1ED5r5CccT63XffnU6nqP5CYfdwOFw0Jzg0/DnwG8HWh93mGCIC1DeLD/nSnVIIpzqry26/f9Bq3f3fvrb33PVsfsEyhc8ZuK0f/5gU/9nJvXv/wY5eYxeVnTJU1VXebrcj/3oDEWzBSbVa5R6TOdJsIpo7pCvEMQmjmoZQC28Ndmg5a8/SpiJzg6yOjYJxrXHv+Fq7ParVav6djTDN+dui9jElInazwwQZDoflcjk+Lw6/QXV3wvsbvlP9HPhX4D1fRP38HVQajaPFk+KEufhsirDX7e72+0cc3rY1m2fPZA0Y3CLYQsTMDbQg6TFf3cXzW8rFDnAP85eV2KFA6hgreto6d58KL7TxVov3BHOLmLX7/RtENypE79PpD17a/sSP/LwLTAZ0WBWj0QhFX6PR6PT0dHt7my9k0+l0aRfGaEExmMej3Pxk463W3CNVl8bc39REyaIS/LB0c4PwHK5F+93urt045QgdkDRtUYuVdPEzKDMcItjCfLK5dV2EOuJ6Ebs+jombRS5uPwFph2GnWuEsxnOPBBzBVdXdcSQPosaPwzP9hr/3hcouh9GMJs9oRFUulzVNQ7jxzTffTFitfeL+3NTtlHoD/nPHr6wiFnZAlm5u0CK3VqsNh0NyJZPPdP1/Hw4TWWlWEMFea3JawbWI26VSxnuZOQR7rgM8BI4xVovOBivT21K8eKEL6Z1Opy+99JL/NRiGwfUto9GIh4VwMgQ72Le3t69cuTI37J067mi3Ghf3HvG51+0Soq12JloeXT7JMHdCjxt8c9SMRSST/3ej0f/7X/7L0jYjaTEMu41YOl5TBHvdyZclvYhdu/PRQat1MG+mNRd3pngN5Rwo/Bj5QEafJ/R2DqvpC0Hzb+EJdARTarWaZVm4k2ccIZId6OTJAB8D/+ixl5r7aT//P04n/Sf1SO708okdi6X8T15fhSPf4QPLspClyPfgu7RtGB/MpJ+GAmbsqm7/pVsQEex1p9PpJDy5IQ6w7961Vdldb32UdpCbbeuMD07myR8eE7oWwQKvKj16QjleAle0bFYi+PwFqV5x1vjn//t7lf+ncfFCF4nNarsP/maSUrCAlixrKNuOImw3kDFyDdXQNA1fJ9M0U6/AXoT/Imzsj9FcCHEl7+QhEez1BZtWbgSdwUtnUDjEtegKmEp8UfWg5qIN1iojCx1PHA6H9+/fL5fL0+l0OBzi0e9973uz2Qzevzx+6zjS73CekxJlcLjH2eZmed5TJXyB7wfmOG6vm6g71Npds5BZtfYPLrzek+YdiGCvL/hjwP+ZLZAIive2PXlUtfaoF8oOuq5HaLugwRkcfUgah9tc13VN0/I7Hc4RzHa0YQFPNJsIc10d38zHGmwfww1QH3dFfbqN+e6a5bKhuBS3YX2mu55A+MkNwrsL6scSwV5fuN9FMaTaA24tmbCZorrBsy/VtHgO8SonvHbtGgqv+WuGpF+Y3RnMO/MPTG13wxZmSZc05Rg1tk2t1l63q6ZcoJbpYIHw5xEEBTw+HFT2Y1eXI7UeDofwXHqbQHB9h9gWy7Su9YVd4mkvJHbSCmCz+ZULtSY79hah4WsYBr5gavorrlO45zvf+U5Ur5UK6lZsld8yXOUYNEm2t9xd8pDZPn1B8flGOIySIxCTdrfpZTCRM5zbQAR7fclmyk98JHyl45zwjGeZOUBRVoQnrNVq7XYbnna+k22L6XSa6/nrkbPX7ToGY/DoKlqzSDbHUNJeSAA41j73W41B2rSCk19c4utLfiOIQUm+XwpykXza1qPRCA60XPuHvVFjdY6ujdDsAr/3QKDFqcPvDfu7SIPmlrrE1cGs+YITNQaDAff+49qtFePxItjCWpCMea32RfEzSYL/jFGszNN+YOam6P+IyRWJ0yIWYxjG/fv37927d3p6KpqtUngzeukMntAh3uyALrzwfuMeuJpWPK0I9voydx5iUYlvEvbcvld+POEwrB1/xphECeWGhiUv26iQjkOw0VYFZ0bVKYaCTKdT+OFFs908brvbahUg3UzNrfPomjIej3PnDHejzu+KColhC2tBMlc6mNQXL3T9xK2ReOKuLm02m7jTMAx1h54kMYVL2u329vY2d63Sdf3KlSucj4YIX76mziQAUs8m9tyLtJcTHrwF2Na3ZjNvCzvX5nV8iIUtFB+2UeJwNobLKeOpBnMf5YcQDEu4G51aAhs5L730UrlcHg6Hr7322o0bNxyztMfjcWHa+EQIl3RP+v38FmQvSn0X/COCvabENK5V8AM0yacNgcoo0zTH43EyHmOUwPZ6vRDdSf3AwwdN00RUm98avpOFaeMTIWq3/KOsdjNVW7O5H6Ls9TXKHSLYQvHZ63YnpVJGrJMQCTUwuHu9HmelOSZPR069Xh8MBrFq9nA41HX9n//5nx88eFAulznprF6vV6vVOF4010Dq0NAUTcizY6qyTnuXYwRacB4rsBNAYthryvrUdJHSpWHR9j9JQifUILY9Go00TUsgtg35xDTryOFRB8888wxanpFSuirmtQcse+l+mWHr3y6VbpdKB7a7ntu/4N9et6v+6F+tkfYY6/pzShbb+TabzcPDwxs3bvA9SJ1NcUnFo91ur0NTUpX/v72va5HkOtM8UV2GsZlOgWbXrCELxO52Q2XCjNc3qhKNjS88kukrkxXp+gENc2lJ+GIvXBBD3hmNW7cDbdrgNVuKrMB4ocEtgcWCVtW6EfZFZuIqXwg6jSQWm+lsww6mumIvns5Xb534yPg4EXHixHlomqqoyIiT8XGe8349793tbSEEiUk1gmICwrHwfR+SxZXeRAy4opRduMTFWiUXG22ieDp4o9hGLGypQyg2qnXRB0HgOE4H8842cp+mLvH9/X2+tFcucWwhOmbH6JBeq7a6dDweU3tpJQeMBSrCUY6lfAJ1XRetsmFtg7Or9va3Hc2y9YPUdiaq0OUs8XTusy5xC8NxdnJyd3ubikkaGUOwhtq+QzhU1c5DSLCFYej7PtnBqjAejweDwY9//OMnT564rotgtnWHJiE2dYtItGpQURZ83RWxNVIObQA7Fppa2BaVQvm0qzPO13NczYm1pGImhEA3yfI6R1Ego7tqk3QwGEDIpQpTm1wFp6end+7cefjwoa3sSsLNg4MHrIW2WFP42cnJg6tiA2qfdm5YV/0eddm83oiOEjY5EqfTabQ1uvHoVNuPGyjCrgsST1fdyrfOrtKj0QjZ457nVeEqmE6naMX9+PHjIAgWi4WwHvIIbh8ff9GI8ypJ8+cc3bVjvdYPcoqmkWEt6pJNteZ1EjpH2BT2m81m4C2Ul3SKuTuSwUfpOaKWiYZ8uTXwNMF1XeQP1nAuAGVXyBdTWPSFywXfz/7+/q9+9SvHcR4/ftypxWUWUH1XFCj6Qr8vkDpZ3jfWieWxFjk5uvnRpOQyPSu/u4ZuETZmGSTWcqHm6XQ6Go0WiwUW+MWOLDJLYVjUA1738qAamTMCaaF0wTggD7nneQqXuVzf7fT0dDAYICVNycE7AjzkvGhbrJtt8H2ksmlIAcIop914Hrhla02gaVmXuFoAWt7vN5vNsHhPt0WkcgJY4fRXaQzYk45MW8qMswbAx2B82w9e/fLg8LBqE2EymTTF1nhTGqmGgv9fVFb3JTpZf1gF6F1I2oG7o4CmrOrJZFJFtkcrsJH7umJhww2+cVKjEJ1YF++nzBRhGGJPmlDoswB6JurG4ggBND2KSgCnNG4HZh+YGueVaYmj4xZ+bsq2rjOMLYEno4lqroCUVUdLBFuunQsbn/ybBwc3Ly5E/gi3ciBAqdWcqQ+6QtjAZDLZaFkiswY7b1zaQ0OR9qHPCiGCIMA0SryOVOH0BxE2PTyBnueRsoQqxyOOb555DeJENchisVgsFv/pH//xs3ffxTwFadIqzqu8UqsAMME1SGA4dUUdOUl4XKwL2LgMlqVt5bDeb53RIcLOm72ShdVSDsinEqhPLBYLkDeYm2oNOUnTMQeDAbk6F4vFbDaTjHV4tvEzFCs3Mjq89+aZ1zCsiThx3ZbLpRgMJpMJ9vlbIc5OTj6eTMS6sLj8SfFD40Fr6HKTFndTqMjKh7Mdj/r+/v6rr74q2CtTm7i6RaXA9Ih5ErZK0yPSFIbHsEFRjuNQmFkH4xJzPY+OY67hEy72wRYQEvaBHUNGFawNGJfYJzaaSJa6Eq7SB1liqPju//X09LN3370YDP6L581mMzwGQRAUm+iR6yCE0EThQYe8hBpCj1jsEn9j4btara5fv16DSqtFFeC1FSkzWEewkftMI2zMzniTYbNKoei20xUv85UmaP4nuNCxXsHXN88EwaueJVgA2e2/mU635/MfhiF+Fes5Ii/PKdQDVwhoDjf4eNej/8yXntiCW4kOIoatR41HbJJvl6PX3SJs8iGTSWrw25vi4Ze0O0y6CDzJS8li3PO8XIRNBoGGXrtmE6rrXMfQulysXwRexm3SA28w9Fz4NouuZInDvMBMOlqj6UFVi5R5Gbm75l0BsLXyJC/epzJLHcHu7m7VrS2LoR6Z0iTUdlkoDXM2m/V6Pakuw/f9xsP5FhuhthFOd2AIYWO5bYNYZqNwJ+kUIBVfrHOmUkoDeFMKIyeakuVhqO+azWaVBiDJtsa9WK1WCGzjr47jOI7z5MkTy9mao4p3uQswgbAx4dr302CQ6VYFU/JjUu498vh2d3cRXABDNF7BpTlwlSq9RK7r8vvl+/5qtcLPfDkFZ4ydEywMQ+sJu0GZpypAXXGa6nerJ2oLG6MxM9YHjuOQ4CjYGkl8NUfdJJvV87yk61Cywr58Ogu84lUsqugrSzmGjuPs7+9HlwjIJM8ipWBh0SK0nrBNkgG5y8Q9ztftcSyA2pK8uA3nuu69e/em0ynOXn/UDeeVCLvOAeQCvOJVHBmigZITFeIEXBtYKpUcDoe2U6eFSWg9YQ/W4hgG0DZUr6/3+1/b20NTyPO1td300JpEs+0f7ty5Qz/XzNYF2pYTXzZVxVeRrmTSAZOeDXx3XEDL2RbGoPWE7TgOFt0GhKzQnR5sLdZ6/UKIKkSwWwRIo3QQFDvPksk1m814Al2D6eK1VYoiUTy6vdfrrVYrrjVkOdvCDLSesLH0JpFOLhDWUki98LBFrMn7xsHB+clJs+r8FnUiPZOLFzRSfDdvcblCjEYjkoOtAen5BDylPAiCxWJhnnyQRaew1fQA1ABpQZPJZD6foyFHS0E0jB/QbOp5t1q0oz88xP+UnmY8Wr38KoONpqrnebHdXIbDId6FKkeXhgLO/Crguq7neRCRFUKsVqsgCPSsobewyILWW9gErKOpcVBL19G3j49v08/8D4eHiHDjN7LCrZ1tHlBaxh/gJObGOhU9MKTtiCWjoUK1w41gMBhUXY2dC8gixBqCavY6uwpsHHbBVAbmEDb6Xwn2QLSUs2NBbSKf/7ouADvb3n7j4qLRoVkoA8zl2WyGFm1CCBSCJ+2fIj2BP/m+X39pE7SBdWtpjAuF/6fTaeG+LxZlAIEz3AWtHo+2wBzCBlAGqolHrlLcPj4Wa/d4l1PSDAD1aBFCDAYD+LeJS5II2/f9jc02xuNx1F6PoqTGWRSIZGvSyiwK13XB2cKsZb3+QC6kperCMIqw5/N5v9/H3NcFl9cNim1vb8M3bmoyWkXFQpogtvcaISmNK6N+C0nBpLwRVeR1j0Yj+J+15Ww8VMJydi2gZ9jUt7gemEPY6HhBZkrTw6kDNw8OxDqwjZD22cnJg3Vg2ySzuzoJLR1QdR0UdU+v9CzRk4p1zFhPzib3OLLH4cmwfbWrg86aP22BOYRN/fWQcWZAfVcW3Dw4uHlx8UXFNstHO9veFqZInNbTWKIRxKZ5Kz8FvRF1Bm7RPUznu0aRfp4J1WAJu6kgaWElLXG7DEPKugjj8Rh2dpmaFqoDaQtuHx/TvzcuLjhJowCs2eEpAXKPDctOmE6n1dm+JE7A3wXUNdVW8YWvxvv7aojxeEwUYmRf2saBzAysSumxtCgA0whbMP9bYdquTaqpItw8OABzg7aRmNb0oMoC0+h0OtV89s8FWHIbpdywWMl78DAMMTl6njdeA3XJdZYj042r53TFgIpta1hXDTwMhi2764SBhE1Tg41FEW0bwNmUnVBzs6yqQYkX6Siw9ByPx7FRf9Qll/RC5cJoNGqFdwSP1mQy4bIzrfO3aY6MD7xFLAwkbFjYlq0JN9Z29t3t7fbS9mKxcBzHMLYGh9Xvg0UcsU6RdiSNk9q5toATwnVd7oG4du3a1paBU2Uj2N3dbcXqTU+Y9hTiUbBszXHz4MAM93jbQxVJyPKsKv/uNRvZiGKORiNy1OuM4XBIaXphGF5eXjqOY01tJUA5jyXsYjCQsPFAND0Q7YCUtKZHURyj0QgqYE0PRCXIB7uROKtgC8mOrAGDwQAGVp0nLQbUr+O+hGH47NmzpkdkDlqRitgIlstl+g7mlHUByjWbTALad6L3VxvJO71vVUsxHo99308pJQKnVlGDjvaUNYt0otYLGV4bldoaBAib3xc7sSiEnvq1JYHWefiZVtgZvyB8wxufMU0Je7lc6u83axbQEs8rJI4OIuBsU2XR2gU850kt5mDkVTepjcdjiHTW2XpyNBpBqCQMQ4hpwAWt21IMqeNWcrwiQMLPAMImaeHYhj1RuRjajbvN4Bvu9/vp3KejPYpJRNqYcZxQTm6qGXCd4O0180qb0WdvHhy0iLaDINDZJisGqiaKJQaY1zWk2qF1dCPJHzBkuUYh/CgkHQo0orlBSuyWtqvAZDJptfwZ3hqRp3wfT3t0Ox6ww8PDk0jTZM59mlrYhTEcDjtimt8+Pr5xcnK+7pMthBCHhyKbnDg1DsEHz09O9PeQV21rNoXhcBiGYeOSuqStXf8YkHTCJdOPjo7gL6UFBJF6zYSNJQKcEEEQWOZWCFzPpkdRBNykzrvGLZliZRphdwo3wc2HhzcODs6JtrM1yZY4W/OoNsS5XNfVzWtaHmgup0O7GjBTg73kuWMMbnMaCSLfTbkDqaM2Qv6iM90KLCQgSl2MqpXAtCxxM8Dd3RsBIdICSeD8Iyj3yn7SOoEp0vM889gagF2rg5pEzcXZ6eCzIfwrzRZWDYdDKB/rc4lajRbVfcxmM9/3Pc/DkhEFio0s2gwkbCqgbAu+aLS17m+N/+9ub+NfRio9Xx8nO++iRBuUf7Z2sJf5LmoRBAHcpIbppUjAQoS+bINAxEG31wfuaJi5TY/FCp+phP4F2aBqhFlHazQ4HtOSzsS6vK9xB+NGgIbBlNKfyKfN/5Qls4yOWcC/fXd7W2iThgYfeKd6+8Dbxp/b2jLOJGj1BuEi6PMYRG+TRRnonEmKnLI6+8F0LulM1FWKLVHjg2xVUlFbGQeRdiO6vS0EtbumppnYH6e7u73Nx1DGPr59fEwpbOfN0TZRtZER6ySQQp+0vRE/OUrDgyDQgZbm87kmicS+7+N26HBZjIGere6JqnUrODLQwq5hCcwFPmGS8l85BxOV0gfpINxijqXt6EkllzW3zkl5tJh5HXuWmntpd9CqJsSWDzVlYQOa2Nn6WGC4R1b2WDnwnOtzl+Glb6QcYKOFbSBh11CKneLNliDtA3annwufXVzlfn58JcnetCKpjbN183w2AlrXY7KArESDFwSc3Wwhkz4PhiXs6oC7jLK9BmkbTpQGe6J3kbCFEJ7nVUfYFOvl1nOs6FjN+iR0LiVHo0WJNHL+pUQetZYUNGtK6gaibaHBNSE/cIMlyHC9CCGanc09z7NsXSmo2r5+N1v94epYdJewK3q1jm/d+vTRI5HZ9MwY29YTWJqIq4sAYmv6oSRnz+fzIAg0iVNqAvjldDArCQ1KoQFcO6UR2tYkRtAF1Bkd00rMrqOEXcWrxYO733j99W+99ZbCg+uJlF6cb1xckAkussmrRUF+sE7ll2UECJv/0DgoO4TmU1E7gTVI29YlXjPq8axotQ7rKGHnzTsjWkoiHp6AXXMqVrNISpe7fXws0Xn2y0I8jX5NGnZ9aBy06ncc5/Hjxzs7Ozrk44h1JwPcsvl8TqpPYn1D65n4mvKdajW5dwT8XgshsswYoI+Mr4xW97SjhD2bzX75z//80pMnvV4v1mGblLfFC6DJ2UvMpEmNciPABXkQp2CapfhbavCgSUaoniDnM1Y2vV7vzTffbHpQz4EEWj5dwnuPabR+A7TmyoJKk2MskoCoGT1XvNYRk4lYS/zyrllkEqRMNY0HeiR0lLCFEP/jtdc+e/hQMHOQhMCiOycJlYCBEMrtlGGdF0m9PsmYFg11W9ITsJ5jLwWcQzycBvmzVsT4m+qVVw9tJ9XKW1SN+/fvL5fL6HPFO1/FpkZKzjz+WSIUrW5oF4VTgP/2L//yy17v78Pw7OTkbPvK15SKpDlus1g1mkZTapVl6xRIyyDuxcIK1/I0gTrVR69JrHdOE5nxLBgOh2iPUfMkCMFINPiazWYVpdYXENG8du3as2fPqhiMMeBzBVUzSty8XC77/X70s7zzVewjh414NmJNPq3YOguMJez5fH7z4OBGGAomS5IlnxncfIOlmPHiaQsJPF6ALSSD0AqjsH7EmtcUtI7OIOiRgLbZjVd5bcR4PPY8r5GEW6Jt3/f18eXUI7xYHvBSVOcd4UExwTq7UP4g/N6wmKNq9i+//HKZs7eOmJNgLGHjJQH73s7/8cIf7BrOr2qiUddqTaZL3YCUbymotjH9GEZ2420nogHsWLiu20hfbYBMbZFhqHmRV5r08vKS2Hpra+vy8lLtePICpCiE4EtDcizDuq2owCkIAjz5cMOgT9dwOKRlPf46nU6xA6WYifUTtVgsjOHdwjCWsHVoMNwdnJ+c3Dw4wHRg2ToFmKoES2HNmPaCvkbNZtRnbJWNvto1jCcJ6KWN3t6qchvpxu3u7mb/FLetwzBs3Nqm1xM0SRV6tIiknt+U5KVkFiW2xq/wf8TeGmyM/mk4HOqjb98gjCVsxupiWgAAIABJREFU0dUm81KpVW3ntWydEYPBIAxDMixg66Q/qzRJwf6oeoRJyE5+1OKWTNKaX0ZENxW6x3mQtdgRambr6OqKRF6FEK7rnp6ewp7moSu6VlighGEYbfma120Or1v5ABmiLcIg/3YBmEnYmvdYrQ5Sw66z7e1o5rZF4yjWVReWUBXjUQjyRaPWCxzflD+T3ONY6JSxtssX/9TmD6doMazk3d1dyuqiKzCfz5fLZUpWRNIqp4CZu1gsVD235E4XV+2x7lC4mYSd0XdnDKRGXogog7xjK6cV4vbxMXLpcRa1fkgLDpjmTY9iA7BWjjpaEKSvfzxYG4HDPM8rQ9ttmVIQkPY8D9wG2uZ3BKWDR0dHWM3kuiB5/QQw65VMCHi0qGiCl07g5y6UyJtJ2BBg6siyS+r1KVhbjrPtbRSnVc3ZX377bUrsbMu81jqMRqPJZKKPUmksYj2fxNbkJ6/ZSQ4POWzNArTdbEg+io02LnK1kkLFlNJVAK7rolMDbeHF0IIZu1QcDyOeLGORk79JDkWs5xYQM88k78hUL0wl7MbzaesEVVXFlJUfHz93klfJ2fP5/P88fSrWuVQ604kOQEivmIonUs/adYXBdpTH5DjOcDjkwlW1AbSNdU8uzoCKVhAEjfeHoDRvkcxSG2vbkHQt1jL+BYYhBbYpoxuBA6JwPhsgLVzkXNBTE62o9dwdkuYwk7BFZ+y89JZZNw8OxJqzqytRWywW8FNZtt6I4XCI1WQx5zbIRvWgKoTneaAEKb89DMOKMn4zHjbvugfRU9HoxEIZ3RsfHjwnSUkPlFZW7IXFDY0KCeD6SGnnhMFgcP369adPnwohfN9PUgyFux5GOXSEuuDozg4zCbs7CoLncUqrHDcPDs7XrTCrgG1lnQsweqjwOu/H2yJ5RoCHPMoKVeirUHOnjQIgo9Eob6G267oNJhBQKJpqlLNUl8ExkMTZG/tn0AJFertjqZqeTK6YxLvETqfTfr+/XC7F1UIJKYYiPQ/kjhLMpC6z5G07DCTsxhfCteFsnWiWxd1dRfYZyaSoPazxKFyprDDhtnEMh0P4ZsofSvLBbsxkxkmzJ0jiZmGR0aAlQMHgLAsdOL3CMCym1Up1//P5PCkxTWq20ev1dnZ2xPpy0TyMFH0kwWEjfQQPM6xqimPSV+PBb3wQFx87d1P2tRLCRh2F67rR24w/wddREcqkVLQIXBM0PXWTErmVR7LBH8ZQiOZQmHCrA6i7V/lDLRYL7mKl9VAKsfFC7Y18hqE2WCw6GAwWiwWGmkX2C48KNT/N8h0lkNs8KW2NqBrZ5r1er9/vYxaiFA26+BgAzRW+72MfHAe70QwGjuDfPZrzEYZhB9laxBI2Hn3OqdM1hBDuGvRXehToI3xn6eDSzagCHckPP2fR643eIXC22gEYxh81YzgcRpscpMMwZ4aqhXX0OSQfLGlTEyQKp/ysdD4brpt/55I5Uw7K/RZCSElwUmkyGI7c1NAtyRuxTlmLQ3oWTy9aaXFClaZfXGTJ9T0ajbDmiD4D0sfhLOmCDZYFMmHHPrjYSK/EeDz2fR+/8v2xnX6dTqfSlhrQEX84OcOzdyVRa1urUi/qLBATzZ54RSHMqgdWG5SIJaQEZWBXkHmARW00O53EVdIXQ7BhVPnw80J63aIrEnAzKaUINjODXOHZFiX01XnTGlzY0WgEts4i1Rd9zjNeyS5YX9mxxX+JbURNCXsEwQoT4d+m7Zy/cVNrLmHsgj+cO8ObavoJFdJGTt1N7O7uUiTPDOD5mUwm0dZM2bExKEMewfF4jNkpmri3u7ub5cLCzi4z2sKIzV1ASbTjOPP5vNfreZ6HX4Mg6Pf7vu+TiM14PEYIoNhsPJ1OPc8Lw1D6eEa2TsK1a9di6287VZSbF18QNgWepT2izm2+bk2BRO31AI9vIy9VPXhweJhSeF0PzLP2GkGu2A0mXJMIezgcIiIr4topZkGBoAwy3aSNGfkGmVOO45RcZBRASnWA67qDwWC1WmG+xeoEydg8WwirjQKnpuA9Po6f8f9qtcJjWeCwQohnz54lxfIsZyfhC5c4Xh5UyEk7pbwSWL75vg++l24AgkM1O8Yz1jzoDwiO8l/pZ2pnWT80dIZTowL8mlTi2Xa0rgg7CyhPmMKx4MIsidAFgvpRoS6Rs1gOBFmzjkr6WYiMSSwFr8PR0RE9MIWX16Bk6eMUI6/CX93Neq2MeE7YUpQ6C0DDoORonhpAYaQsirXkTj89Pc0+DAl/+tOfvvvd7/b7/cJHiAVx543SXujjW7f+7fx859vfTj8UFxzluHlwkPTBB2tN70q5/L333tONDn//+99/9atffemll/DrJ5988stf/vJ73/teo4PagNls9vLLL+f9VK/Xq2IwzYI4+w9/+AO2OI7z3nvvbeTCb3/7248ePcpLRf1+/4MPPrh16xZt+fOf/5xrxqAQ8kcffSRqyZj5zne+884776SMB3Pmyy+/TM1bfd//+c9/zr/XxsLrv/71r/1+33Gcb37zmzRjx35qZ2dnd3e3wANsUQDEjK7rbol16Dq2CisLfN8Pw5DS0CRQu55cx0RKDiH7Bz/77LMq2BpcKJm8BXB869anjx79vz/9CYeKpWScjv70xsXFGxcXt4+P8X8SH2N4VUe1gyDY2dmp3xk+m818308y6y8uLj7//POPPvpotVr1+/0XX3zxd7/7nebe4/l8DtWnXFitVlUMpnEM1x2axdrV1+/3N7qdP//88wIrmP39/ffff59vef/99/f39/Mex3XdF154IepgrwK9Xu/FF19MmUUx/vv373/00UdwYo/H408++ST79ZnNZl/60pdefPHF3/zmN6iZTtpzOp1ev359MBgon2ktxCbu2ybztyKvNRnZGx3j9NfCslnIYyz22RTw1hrRsDH+mmX7g8PDTx892v7yl7/0la/8zYsvwsV9tr0NiiWRUXJ9w5imn+n/WJznTBovgPqd4QiybPRYkmwkkmbhqNRccxvfa6MmF0cj+tt1gjtFNnaFKizaA48xWkFD+FoU9Rhj2qxIY1XC7u5uSu4IZd5RhTRfA2UEEuY3PmPWZV0zOG9u06pNokmsc9Oj19nPByO+6gS0Kp4kYuvr/b5EhyDgp8ulEEIcHsJTfXZy8vHbb//l8eOnf/yjEOLprVvX+30hxI01E796/z4xNHpinkUC1QUSyuoxr2tzhpMokliLCafkEvI8YdS66E9sGDByem3hShSxwWaOMqI9PA4tSsR3RY3yZ9BO2bgMLSNkRP21RHLaF+Th7BPbFJ7HsCUqpV+VELaoq8Qrl72SEcSmT5fLB4eHH+/tCSH+slw+52khhBBf29sD7z6IfPzTR48+ZcfhDm36oTBJE2Jd62oRBEFtomaQ2pa0jVACiz/Fqi8BNBfrbF4LJn+R61Odyp6FElksN5R39lAcOgzDvMtQCHUVPnVhZCwZLwbXdcHWaLqVfm31XxCbiu2om1rKIIsWcRV4YiQRgypQ0h8OC5X/wFkQVvLT5fLTR4/4xr/t96/3+7ePj8lcFkJsf/nLf/9P//SX5fL//u53//Ef/oH2jyaLwSZW1UeL833ePvPpqNMZjghctLiTZitoJKWoU7VFLRWvgzVWkgBCrfT6FGY+rCaDIFgulz/4wQ/UjioFqBSooqiSvzXpdprm2SFmY7OWuBSBLpBPDpBjvMAos6CYcCBYGURL9jE3lLnh+7y3dJw1rJZ6i4GWGkJ1dKC2nhOweJKkGEgvCdrRNYynalhLJQUg7FhBNNLWdhynfkkArIaxit3f3weD1lbihVZjrViSWijH1sY9YG1Pp1PHcRzHKZNPXl0ElDeNyQ7K/RZMNQw/PCfg4+MoMYurJdE6AIOszjFej4o1yg02CicZ0yIMXzP7Q2vGt84FEHPsn6hxE+RB6jT7cBcQozk9PSV9sXrOjsLomiWfCRUl9lpkRIyFHTXOkGjOm4qnI2kft7KesoXZWlyNK6ebyODFG6WLu9qF2nK4yI1P3X9j3aHGtJisIuXCMKR7xbGdYiWiXPpYLsTWvChRR88COMYVJmrAV1FgOUiNTQXTn0l6cy3KI0d7zabWdFmAqGfsn3h0OYoCMiNlkrGraEpNqChFvDbDDsEXpKqiUit6TzXUWSsGa6lkQYpXnGM0Gu3u7k4z97dWAuSHCyF+8YtffP3rX0crl9ruKRzjosY1CoAlNVfco6xyktywbF0dKumHXTPw4Ca9KrFsDW4rL1uWHf/7hz/8+O23hRDKm1LXgNomBXA2+gDGNrMyxry2xawZAfXvjUSYq7+1KuBxPT8/Pz8/9zyvtppskbnKC0C8IGXP7FcMVeyxnTpRwWHZulK0m7Cxwk3xwJDf+42LC3E1Las2YADP2VqIs5OTkrlpks+Al4c1m/WmBGQhwboSTFbapA7cedP4G6kj0gEbC7I5Ki18igKk9dvf/vb8/LyG0xHwImT8sihCU3VBqByO5FlwZGJr6zeqFO0mbCFEyiNyd/v5tyOLtpGGGQ8OD7+2t8e3FFg3JEmLC5YBV53h3khZM86IeDbFycwwr4UQ6HWY3RxpqhOzDkgpyI6i5tQ8Xg0VXWJWAUSFBoMB+aWT8uRhWDuOoySERC12KEKBFQMKvSxb14N2Ezb8QrFPCfWgrNPvHQXYFNXbt4+PMaoHh4efvv76t956K8sReOHZF8lxNTrV0ZanEabEbEgV/GbY1kBSXJbUpqKTvhmVbAWQ1xvRiNa9YNYnLOCK2Ascie/oeR5WfrFfeTqd9vv9O3fulD8paRmJtfIgsFgsam6g3HG0m7BTcKaouVZJnDPH9c2DA3F8/PHbb3/66NHHb7/9l+UynXe5Vd3syqPZgOtsNjOJqkntOdZkxEaUCcGvAL1rM1LtiiGXV7wpEGvyoq+qT0oq+vfu3ev1elgugM593+/1eqrau81mM4o8kkjw0dERFM5p3SCstIAQYr22rmLa3FyHrTPm83msWIpUWt0UuE74jXWR9+EHH3zj9delv0ZBDbuoHLyp70INEsoA7baKFcsatoQHW7uuC2M6ugMsbFT3CiEmk0mX/eEAvOJNjyIRklYufq5owMgPh8lLlv3+/j45YEgE+s0331SVf4dcs2ANsV5Z4rEkteCkR7pryNtkMjvaTdgisqADz4HqKm1dFQVZw7CM7730ErZ8bW/vG6+/zun2W2+9ReqnEmc/ODy8u719d3sbce5mqZpQRqgBVI0ZpBhhG2ZZjsdjCnamtDMRQriuix48wqDgfTHkCgc0ssKTbhAYTqxjHNiohMyQDw+2RksuxLBhWFMKGFE1hGVKnhQnchwHXwFjoL/yiIDO6yoDoFJxWhWiCi2xQSySsaQtkg+5tkBvlHcJX9vbO/zgg9g/UU6cYKPFRjC0VtVfQRAUkFaQslEmk4lh7FsYmGdhTPNnGHaMvUpRwCu+0dOgzwXEBCWu8rQSURHSKhDrPq0p7XCUg5re4l5Qf1LkmkhzctdQ0hl+eHjoOE4K97U4hh29KNyHrOosPDebmnwIIW4cHEgV3lL3LZHK1kKINy4uiOnPTk6oMbbQjKqBYl0HOFuj31dlA2wZUGiOOW53d3exWCD0UGcP03YhJcOU9LbQGEaTxwyhd7HO4qbmYCUPC4Ls9XqIKwshjo6OshezocqrzIKGjHgkjWNLtPtcl2m7OrSYsKPKjheDQa/XU8V2kt188+CAb0lJ285eDH37+Pj2+mjnTNW87NCrQTFxJUyyJpVQKwFdCnRlpiqdWEkKC5EgUwqqJmsPa0p9HjPP80CNiCvDp1KAybifOVYBFMlfWdbT+Hh5eZnYnnj0ZcHcneJsZ41nz55Vd5a2EnY0GhoEwb+77n9WkZtDrnXKzUZQmbaQ2a0qcxv5cVAp19C8BhC4Aq9kJBXUaOIjOngpNcRwjY1yVAYji3VIgX8CeYb1fLQQDxKsy1wZ7VIp/s0XKOTEytLFC66d+XxekbwM2LqbcuLwh6ttbSyfoqUx7GiwZDKZYNYr2VAhpYcmAQZx4zVjjYA6c+Raofu+35Y21Rb1I4vBJ73y+sSqY0FsDSgRFSF3gmBiKVQiSH6sjS1HyQJWe/UwkvIzcEtx7do1+vnZs2fFaNvYGDbFhwA8xBTUKQwqtUrPzW68YKxBIJSYK98VM1cjvQosWoF0tqYsJ75A1ydWHQvMRZQapqQwDy4uMtan0ynmQPI9QHoMLUfhgY8lbxjWSsxrroHY8X42YRhSLcPW1hZtVHuWthK2WLtbxbpulfShyhzzXI8Cbp1RIBqN2VY0JHFq0V6Qf1VcFdjSH1hewOJEiZdaFzEOTkbL/v4+L48mUifylnIjlLA1KYrT0cj53wqo9V1fXl5ubW2RVxz/K49nt5iwycXqeR7xdJeXeFUDTsgCBSTj8dhStQUssFzR+jAM2xsNDYKg3+8vl8vVaoVflXO2WEvKrFYrVByg3IDvALO7gLow+JiYnuu0UKL4YDDAmgC71dasTAmUm7+Xl5eO48C8vry8tEpn8UADPizu8GiSHE8xaJv21SBwSV3XLbY2t2xtATcYfs6obULyI7HQMP+GAFa7c+eO67p7e3t7e3uk6MlRRh9eUi+Zz+c7OzsiQY2nwLXiZda+7yOBYDQahWHoeR55PrDlJz/5CU7RLuEUx3GuXbt27do1VUL9YRiCqit6OFtsYRPoQcGzRUkZBQ6VohXaWZBhrW2Cj0UrQC4x/OB53kZvTTQzvEWASYrw/HA4fPr0abTFu5JpHXX8Qojr168vl8t+vx/doQCPRhuRoSHNYrHAKbhLudfrwUUPfyfGU2nXMiUgZlXIr9WxtTCDsElqB+s+vOHYmMs/Q6Vc1QyzlcAyyBYHWygH6ovS92lvHlO07hQu69lsBkegiMxOnFPpT1S4lXIubmpPJpPVasUPBdYsafiSVxy/otGIEIKKNofD4XK5ROSLzlUyo6geXF5eNj2EHDCBsLnlBx9agdICquay/nCAyresYW1RBVzX3ahxncTooARVnS3UAlJiYm108oo1hOSp+ArWNn7lcihCCLAg0TAVdG2c1gaDAaLm1KqrTPF3CuAgoWQ6nIUadulvW7cUJhC2BMoeLwBrXhNQiKLnnGhhBqSnixqPDgaDF154YbVaxVJUMVn7ejCdTkl2bbVarVYrHhxFwh25rHzfhwGNv1LMmMTakCkGIoQZvTGrS1oB4OPEpmUuGoLWcIkvl0tsofryxWKxu7vbooyzlsJAwm6vG60Ytj48FEJcvmIdAxY1gTSxlaznuMbIYDA4Ojoi+zJWiFRbthbMJQDtfSmWRFFhfGVcPalBDhiXGlbSB/EDubtSTFhKDoeTbG9v79GjR0jnLlysgYUIRMsdx3n11VdhFGFxQJwt9K7TqVSDrB4YSNh5b0kWaTMNsfXhofP4eYpcuKPYMUCha7WHtWgj4LgmbkafMfxczGijAiEoe/B8Y8GSRqNsXayqsH7AUZyivY+wHX1xKd+bCl6ieXme52G1RIUwKRFuarrD7xcNKddlxM5cqp2vPEDVQpE+TEVQlQfeLAwk7Fw4Yx23mmVr5/GJ8/gk3DnIwr5g63DnwPnj/xKXf1U7kvl8XrKfj4UxIB8v52Zi1iAIwDpZTG3u8SYpzWilNcqXox+HtJnmbA3JATR0EUJQWFfibPrWsdlnwGg0Qrq1RNv8Cmxs/wUGhWVJqibFmsK5rhsVTaNkNPgSkCKuJ2dDiaztRraBhJ0lNYNw3rRtDYc22cr0gxDi8pXjKHk7j0/wkXDnQHylD7ZWa2HrvEy2qA0wnrgWJu+CLJhdGAQBT60iFiFdTG5S83czSlRJGVItWkTyTppJReQ0R2VJ/5Zom9Y92IeOEMv9Urwc66TCL3isO12q/losFhtNf4vCMI2w86ab3Tg4aKT2GvY0p2cg3DmgjVsfHhITX75yjO34H4Y4Ra+Vu8TNcB9ZZAfJkPEtUsuKxWIRuxSGpUjZ0fQRLmqdsfsFCIYaLfNTt6uwMMl+5Z7wjOC07fu+4zjkpRBrc3k+n1NOOKdJ0jN3HKff78ORjrNjJGoTAlC6hvJaVHxpRdtbW1vtKuKKQlPCnk6n9XDGeROlXDz8LNZkDKqm3DHsQ7tde+eLOxXuHFy+clwdW7fFlLFQCJrZYRpi9ue8IsVZJSDFKeoOzTVZU0dnDENqAq25MzwKkBY3QCWnRS7g+pNcGmmh4K71+31UkS2Xy1htlsHV7l6oqeO1ZKrWQxThRkp8tIV5g4h1hoNo9PGTp3OfCdKkHHjscvWSqg1bHx7iH1nJz75/8ez7FyBg/E87X75y/Oz7F5evHONPnJWxGx1E7SD1vHQWVYOipK7rOo6zXC7zek3TGX0j4PQm2oAj11mjjdI91KSO3H7lG0UjpnB0dISybMdxPM9zXXd/fx9X780330SFN/bHQkowbzbdaIQwBmsx8BJfNBG63bJYDTI8YI2MpwA0tbDLAHGUXHPHg8PD6oxsKUot1g7tLFyLfWjP6EEUj7WFvkcL5cgiaaIcePBii6BaCkp9R42WuNoHs+TBISKGFcBwDfwJfmmys1MqsLEn7ypWeDzUDBvfWs/Su1gzOgzDra2ttnjLTbOwhRCIgWW0FG9UqZRC9jSlf8OqLuzH5iRdhTOc9NgtOo70rhvKgRdWwym+DOgaDgYDLICQR80t4MKgtACcApFjFH2JtZuEfOZPnjxJGiGZN2Vut+/7iKSQmQRneCt04GF2t8XONpCwhRDIhMyyJ2LYamnbeXxy7Z3ta+9sUxCanNv6y5v0ej19wjkWTQFTeW2dl4z068D5TIvgSp0WWOtQkbS4ytkkTBYdA0mq5VotTadT3/cp04WojvLger3ebDZDLVmJr1UTMONRN2udYSZh520Xf146URzVVuBp+MDF2iB+9v2LkgevDaPRqNfroX2vRceBGbwGzsYpDDOvAax7XNcdj8dU9gYX4GQyUXVtYV7jLHw7OLvf7+PaoqSeAuowi4UQ4/EYpr/neb7vpxfazGYzJIFTwgFODc8BJOpc16U5pBUFouiJWVEHa7UwMIadS5oUZV1nJydn29tvXBRkVinrW6wTuYsdrTZg7c8bDIi1+FSj47LQBePx2PM87iytokrHPGc4R+xXo8KnjdrgHFBm5an4vG8mT9mLnp3actA+qJLnu4GGHcdJ8naQiCxJ5fByEtd1uZbqw4cP837BBqE/VQM6yr6Mx+No8CP7OOH2yf6UnJ2cnJ+cnJ2c3D4+LtD8g2d960/SAKgajQFQ80oaF00PrdOgAGTTA4mHJFWm5Jg6992qAZ7nZaxQF1dTTAasI1YQBOjQJSnBSblmvu/H5vHBpCbNsl6v9+TJk9isMVSCSRn7XDOHDogdaCpuu75YbTg8PDyJuHv5pTPQws7rD795cHDz4OBse/v85KRwt64qUsAqAqZIWhpbktYH2lI1QNP9dDol2azyh+2yRwd52iKb6xjp3Nw6XywWUDAVcQWZEkfCECIZUWyk0nDa8uTJExwq+jTGrquiG+F75x+3bK0KpsWwSQGxwGeLSZ5VVA9dETpu0FgoAZyf1H/CojAoTzvj/qjRGg6HeIXhEicpUKR60c7R1xzEyfcBN9OaKQzD1WqFmHT2b4E1B30EUW0cHCNEbNuiPEyzsHlQNhduFtIojWqL6gzL1m0EvNBcmFqHHhgkm9WWIKW2AAdnvIbgP7r7kE8RQsAlLjY5aTA98hmAB55FockByjCu62K5IFXSQ70OobdWJKBpDtMIW6HvBSke6a1EWmReo5Ft4xO9RUbwHg+Y6fAcokGWDmkHpCFaxj1OEtl2HZkFaHEGXhwMBsvlknp7ZNGZqVQwbmdnR0p8o9WA7/uLxULKmLMoANMIO1errij+9dat//DGG4IFhMx4vAyunDESsFqk3lbiatoRb63RINuh6yKaIheTyBa1FI/piQJq24PBAISNmDQIMuMDQLlgWfbPvgggUVuKkUv7YKhl4pUWgFGEzQu6yD4mgcCUD87n83933Yv5/Ct7ewjnUKN4zI8GOP26nNrTLiC3Nnbdubu7i0eaLBXU4dQ9xKvAtI4GjhiVNaQyAsuyXNdqNBpRSLjAEjw9OE0ZcOTdodhHFtMclCylplNBymw2M2AibRZGETb84WSFQPcH8T9MJdF5hHYeDof//apiANUmok+cqpzYRmAbcJUEHgORLHDNezwUjjFv7OYkTe7g75QDYlT13PrxeEzhdt7GceMcDV3CbnrFEVPIS2Mp8uBZPpu0wgO5UkydrwzIlE8HjGzO7nB5BkGQ/jVjm3lbRGEUYXOe5t1p8AME8SXnW6/XS4/r8D5xUgyGV2BX8XVUgaZOi2IgHhVrCoylbRAtXDsZ3YnRs+RaFyKiGbs/rTDKTO55IX1lmGtZstLADSX7T7QRmFvoEnG/YMpFk1LPcoFWRfyp4IoosXSecc0H+XS8I3QiLtCEL0j7S5o8Bb5O12AUYac/VYi1wAh4/Pjxzs5O9iee8muoDxixdSsqsBv3mlYNEvSoYsbnPDoajWAucNpGFhgEAGAEYx9MgtzgBo/y7D/swz+ea2wU0ZQGTJ0cgyBoqgqWEo42cjaW0V1ja4Ab2dQRPP2W8dSzwufFo4g5E8TJm6AvFosgCKTjc4mVdIC2uZIadfKmdl5inQSH5QKqyS3SoaMATUmls0qB+OL44vv4VX91M7wnBvvDufxWin84b9c/qZgqGlEmu4H8OrGBW0rOl5JuolmNhf2BvFov6lRv/AHY6Dkgtu4mYQshPM/DAzaZTCiKl2WJUyaI8HwqYwY3X+/eu3dvf39fMOFYeoDTIz54cVzX/fWvfz2fz1erVUpSJD2WvPNYl03tLiqdVYrxeDz716G4/twNrhVbUzc9mq8xWbc6OZybETQX0K9E1ZjvNgbJwjD0PC9pxuGVVIL1M46dQRDkg+2YPsXgsNQiCpqnAAANWElEQVQPkT6+6atnBQlKx1IjrLH0I1QqiUriaLFXyWoDAEEQYMGHJ5w3tAbgTKYtPMBcDNFOIfzX5XIJ2zcMQ/6ibVzyUiI6vUfcvRe1xMgPRK5y5dVfSRcqY46FVrAWdm48/p/7O+GjijzhPMaT/tRKaRqTyQSvCmV40svfXsMlapVKZnQBUWsKE0pXhtzIrctwJgs11pDNwogwdCq1wimhSVx9sC1hCyE8zyNpEWJEVKnwlTftQ/7zvMoK9JCvVqv9/f3YmcH3fanEHyPJ6AKhcLhgtni6G4z7nOhn8mmVV+aZTCaxzzbVARWYRlRB0of/6U9/+u6770r7cO6zhJ0b5L9SAn7DAF6ZJm2JbqRJUHp18Ya02s0Ilx0md0zr0kRf5h3jkx3lZ7WOqoGUTCVysaQ/BpLroiJEJdvoGTY4ZJMFyP8CU0o1UWKdNoE/gQ65/zz7C84LGXZ2dvb29qIh6ocPH0IxrfAdofQOnqVBHiY8kPgrsfhoNIKVQus2rGAgqkOFtcXezY0rQr6YqJm2pbGhTWq6Jrwl7NzAw6Tk1mZcI/OrEd1Z8xZPG0HzuFgvOzZWN5UHkRx+bXCJXSl0lrej+67tCHUA2nnxLASwOJDLM8Hd1HQ0mj1IYRQ9s7OUJibloEkVetzmFqzFJ04Em3sY6TNGti886rPZrJiZlPEV4LRdw8Id8090YK+99trDhw+lnS1hlwJfGJa5r910BvKkaNoYdSHUVvVusMRxNx8wkxBb/U+ZCkpyCTcKDCSBTp1k5ePIsY8fPkvu8aQjkIpA3o7JHEn+8FjUQ9vczSD9aSP32aSz3ECtoRCCSrwKAJ5wsz2BxM0iISk6KZmrrgFeGY9hmM/nNXi5LSoFb/dCG5EL9t5774lIx+sCKBw1Sy/KAJKqSeFFw3lTBkCip3SiAgkrufanwSDpr5ja7sYhZYlSJcESdhFQYlf220mZulzdparxNQ2KWtEWhVF/i42Aw63VGQwWYi16k7KmxFum/C6nGMeE4XCY7mrmklOSNUlPJq8gSPkWZGTnRWGbCmsFz/PU2tkl2VpYwi4GGNkZvfRUsEsq5dUOrlHwBBNTjVedwaV2DV4RdgTEZ9J2nqZUxXlhjaSb7xmXg3gaER2P/lUS9E0/TjFjt4xmFEL7QpEfrjxbC0vYhZFx/QXPpNkkLSKZlpaqGwH1ZLOGtTGI5UWkj0mtrBVC8iRj+iq2BEwapCTGt3HGAHcW8FGXSX6CYVYm9MmB45R8Ny1hFweeofR7qepma4uoeolFg3Acx7K18cDrNqtMel0yMJTbG1RiPlg3V934RUgcGm2cYmk7WvohSqsyo9yuTBEpl0Qsf78sYReHJNwfC7MTf0gNw1K1DuiCL8cCgNJZbW1dyoN38eLCq7laE6H5+mw2k2j7/v37y+VSCDEcDvEKUPZ7+eszHo8LB7NJ1AhBAUvYDWM8HqMNsIikPeORqiIlRBOktG22qB95E2It2ovhcAhlw7awtVj7xkHb0qSRywimXLbT09P79+/3ej08+Xt7e6+99hrfTdXIBXPIJ9E2jHtJ2YkXram6U5awy4I3XZBCLAab18jFMFJsxEIVkoQ1LEqiuuh11XBdF+3SeXOaAt8F0eUnT56I5KQNhQ/ecN2UjzTPpXaoYi3aT9VAMNWUG2xWOEUlqPYgqt1jErg+ooU+0E3XjCSurKPegsD1VrGlXdo+pMKGX0HJqli5rcIp/X4fzd2AiqoXlAOXOwxDgzN1SWip6YFYxECrdS0msnv37kVVsi06DrB1G58KakAgqvEepXOfpha2uCqZ6zg6jjMJvEtj2+3slIYEzQ3KIhF5G0LUACxhRTtnZ/2hc9whdmzIVG37xFgRNnLfVgODMhez2cz3fayJjo6OBoNBi9YZUeC5CcPQ932sQn72s58Jy9YaAzm0TY/iCkjDkhJ3LdSCy49ohel0enp6Km0EVVu2LgZNXeLtAokASDVOrUs64005uSUdBAEp/li21hm8J4Qmpja1ZjJbkKAp6HCLk9Dv96MbdR6w/tDR1dw6lzgaboqI6albElAKKD+I7CHLza1Gi549CyNB/TotQ6dAUr/ZyH3WwlaDJG7TeZ1BwKtFdeToM2/toVZjd3c3CALbbbqDoK6UDY6Bd+1scBg6gwIZuS6RJeyySFEnhRpRzePJi1j9E8vWbQdEe4IgSOq7YGEeqDWWuGq6bWyHVcVIhJ1G4oB8ZLo+eW+KJeyySLehB4OB7/vaFhralG+zAWdJ4Y/XP9FblAEl94m1jes4Dn4Nw7DO++g4DoJr1Qmetw687YIoWkBks8TLIr3vG/7keZ6eaZyFm9ZZdAFcIMJCf4RhCM8KvdTYIoQgqy4dqhLOKQNXz3mvZkynU8/zSB2yTKc1a2GXQpbHcTQa7e7uTqdThUnj8H2VTOjY2GrMouPQ1jNkEQusv/FS81cbtQNk7JJKBF+QYTJRlXODzlrGd6PhGgPYwj1S5P2mpsPQLi0zb1vCLoWMyVnYZ7FYqHKPk9er8I2fzWatSIizsLDIjvR8GqJP2g1EMp/PYVtLfThgFMKdnneqMZuqAZCxYIHR6XTKtcmIqufzOcTdSl4WS9ilkJ3zKAnI87z0FRalDlIUSrLLsXQ9OjoqltHGQynWH248NM+isKgNKeL/ZFGEYcgph9zp0fnKys0C0hSa1KgbPb/LXy5L2KUA4sy+P3ePS+k8XNBUrN0p0EpDnTcWv+RgwW65GuJyqratOzoCuENb1DjZojDQdhM/p5jasdthUcTuQIQNDzAS2TobTSODKntIcbFYqJJitYRdHMViwLSYpZWspFWCHdCBjl4h1NSKSNdteLbJYUVLY+nhsFRtYWE8eCqT1DSCfIGTySSJmGMBRy6XlQ3DEDNSB5eAJDBFU3eWT0EUQcnl0lFBrC1KZ57nSfRZANHO57k+y9uv8oA6rQDoV+sA7ybwhFiXuAWBGkRmnBOCIIjuzCPixsP3fbKIJJsq4xEyKg9apbOqAPO6vF+ozEHos2B9bjqTBjh+tVZ1NzGfz1snaG9RNeh5gMmRvjPmEMwzZJ3HRrUNBt4jcdXBmcv+UWZkh/rBzi8WFhYWFhbiKkdrKpziui4fpVC6sFC+IFA4tlC15//DDz9UODZ76QrDXrrCsJeuMDp16dSOTe2l830/40mj3MehKWFbWFhYWFhYcFjCtrCwsLCwaAEsYVtYWFhYWLQAmmaJn56eSoUoCutSTk9PVR0K0Llm5kc/+tHf/d3fqTqavXSFYS9dYdhLVxidunRqx6b20t29e1eqjE85acoX0bG+WURGbHWaNMF0Ou33+/v7+00PpOvAi21vROM4PT1dLpd2dmocBt+IK2XZehK2BD2FUzoI1P7zB8iiEUQFFiwawXg8ppZNFg2iIzfCxrAtLCwsLCxaAEvYFhYWFhYWLYB1NVtYWFhYWLQA1sK2sLCwsLBoASxhW1hYWFhYtACWsC0sLCwsLFoATYVTNmI6naI4Wyq8G4/HsRuFrYGx6AzwdiT91b4ItcHeCE1gzo1Q2+EkC0SkGVcYhr7vE8ui0pf/1V2Db4keh44QPWMj37TtyHtTLEpCyasRbmo0VPnXaC34pY7ei/QbESZPU/ZG5IV03aKXuhhfGHAj6rawk5Y5MILpso7HY7olXPUM24UQvu87jpNyFjoUzmikAk7VyHtTLMpA1atBsBI3uTCdTqVLjS10DVNuhEi9F/ZG5AIkUPiMLV1qUfSlMOFG1LY04J7qWIOAr5L4PnyQfN0UHb9Y38KNtrjFRhS7KRYFoPzVsM98AeCiRbfg4qffiDDhXtgbUQDRKyZN9QVeCmNuRN1JZ7GWbtQIdl13o1Q69qfd6CCxp2j9wqp2FLspFoWh8NWwKIBowwI+w9gb0SCk+9Lle1GfS5woM9aVneKydl0Xng0kDoTrBRduEr1mdBel/IKO3MgqUOCmWBSA8lfDogCia31p6kgPq9l7oQrRS5e0loqF2TdC6yxxXHff98fjcbTtRPSekd+DE3nsnhaFkX5TLOpBxrsQ7dOX5IKySHqM0x9vnlWTci/sjSgAftGyXKssL0Xbb4TWhE1Ieme4J4QYmgxuLLVqG2TXYHlaB6TchSTfUoump6ZACWi5HvKkne2NKAa6bnk51eAbYYhwihTVkEIallosOojYFBv7LqQDVA05BykzuTDsjSgGulC0fioJA26E1oS98W1x13n8tnarNtiLrAPsXagC3LDOyNb2RlQNmNfpyie0Zz1DahAmEHb0ZyyaovV8FuVhr6cOsHdBOcDWeQ1reyPUAuHnWG62hC00IexoUn52opWKu6TtFoVR5qZYqIK9C7WB2Dr2r/ZG1IOk+VwkRzxFl+6FFklnuAGUbymp2GwEbl70TUvabpEFJW+KhRKUvAuxkb92pcXWjKQsYnsj6gF3gPOIJ79WZe5F62+EKgWW7BAJgsl8VLHZAbHAB5MOmP04FlEUvikWxaDq1dhYMVzN8FuM9Lpe7GNvRD2IhiTKvxTG3Agn1Kmu3LbV0hD2pugAexc0gb0R9YCyzFLM3w7ei/8Pywfwg3daB6cAAAAASUVORK5CYII=", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -647,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -678,217 +361,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", - "

5 rows × 21 columns

\n", - "
" - ], - "text/plain": [ - " community shape_area shape_len AREAID response_r \\\n", - "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", - "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", - "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", - "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", - "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", - "\n", - " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", - "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", - "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", - "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", - "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", - "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", - "\n", - " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", - "0 30.7 14.3 18.2 23791 47 5013 \n", - "1 40.4 18.4 28.7 19252 78 1306 \n", - "2 44.9 26.6 33.9 10432 97 1764 \n", - "3 39.5 15.9 24.3 23472 57 6416 \n", - "4 35.4 11.3 15.7 35911 26 2713 \n", - "\n", - " num_theft population geometry \n", - "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", - "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", - "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", - "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", - "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", - "\n", - "[5 rows x 21 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab/data/airbnb.zip\")\n", "gdf_airbnb.head()" @@ -901,24 +377,15 @@ "source": [ "#### 2.2.2 Create a choropleth map\n", "\n", - "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``, but feel free to modifiy the code below and use another quantity for the color-coding!" + "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``, but feel free to modify the code below and use another quantity for the color-coding!" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "4e07f091-7018-4609-9e75-d40400e18181", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2876\n", - "98514\n" - ] - } - ], + "outputs": [], "source": [ "popul_min = gdf_airbnb[\"population\"].min(); print(popul_min)\n", "popul_max = gdf_airbnb[\"population\"].max(); print(popul_max)" @@ -926,31 +393,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", "# frame=True adds a frame using the default settings\n", "# Use \"rltb\" (right, left, top, bottom) to plot no frame at all which\n", - "# can be usefull when inserting the figure within a document\n", + "# can be useful when inserting the figure within a document\n", "fig.basemap(region=[-88, -87.5, 41.62, 42.05], projection=\"M10c\", frame=True)\n", "\n", "# Set up colormap\n", @@ -998,25 +450,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "1b11d21b-e46e-4b34-9319-5aafb036552f", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = pygmt.Figure()\n", "\n", From a2e0815d55970494ba31750360058726995e924d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Yvonne=20Fr=C3=B6hlich?= <94163266+yvonnefroehlich@users.noreply.github.com> Date: Thu, 28 Nov 2024 09:18:07 +0100 Subject: [PATCH 29/32] Fix typo Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- book/tut2_spec_pd_gpd.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index dc44a27..3521d31 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -49,7 +49,7 @@ "import pandas as pd\n", "import geopandas as gpd\n", "\n", - "# Use a resolution of only 150 dpi for the images within the Jupyter nootebook, to keep the file small\n", + "# Use a resolution of only 150 dpi for the images within the Jupyter notebook, to keep the file small\n", "img_dpi = 150" ] }, From 909f713ffa838452b364289b49180d4db8fc09b7 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 28 Nov 2024 09:50:24 +0100 Subject: [PATCH 30/32] Add docs for legend --- book/tut2_spec_pd_gpd.ipynb | 638 ++++++++++++++++++++++++++++++++++-- 1 file changed, 603 insertions(+), 35 deletions(-) diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb index 3521d31..bfa8e0b 100755 --- a/book/tut2_spec_pd_gpd.ipynb +++ b/book/tut2_spec_pd_gpd.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", "metadata": {}, "outputs": [], @@ -73,10 +73,109 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", + "
" + ], + "text/plain": [ + " year month day latitude longitude depth_km magnitude\n", + "0 1987 1 4 49.77 149.29 489 4.1\n", + "1 1987 1 9 39.90 141.68 67 6.8\n", + "2 1987 1 9 39.82 141.64 84 4.0\n", + "3 1987 1 14 42.56 142.85 102 6.5\n", + "4 1987 1 16 42.79 145.10 54 5.1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", "df_jp_eqs.head()" @@ -94,10 +193,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "c2136295-4486-4845-ac7e-da2d2eb87941", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.0\n", + "6.8\n" + ] + } + ], "source": [ "mag_min = df_jp_eqs[\"magnitude\"].min(); print(mag_min)\n", "mag_max = df_jp_eqs[\"magnitude\"].max(); print(mag_max)" @@ -105,10 +213,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "# Choose the bin width of the bars; feel free to play around with this value\n", "step_histo = 0.2\n", @@ -145,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", "metadata": {}, "outputs": [], @@ -173,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "badc1a20-714f-49d9-955e-0cd730d158ba", "metadata": {}, "outputs": [], @@ -211,10 +334,92 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gpd_rivers_org = gpd.read_file(\n", " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", @@ -234,10 +439,92 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gpd_rivers_org.crs\n", "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", @@ -256,10 +543,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "250d19db-daaf-459d-b8b6-fba5752eec62", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -283,16 +585,40 @@ "source": [ "#### 2.1.3 Plot subsets of the rivers differently\n", "\n", - "Now we want to filter the dataset based on the river length and plot the subsets differently." + "Now we want to filter the dataset based on the river length and plot the subsets differently.\n", + "\n", + "To indicate the different subsets adding a legend to the plot is helpful. Therefore, we specify the text for the legend entries via the `label` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Note, that for the first plotted element, additionally the heading (**+H**) and the font size of the heading (**+f**) are specified. Placing the legend on the figure is done via the `position` parameter of [`pygmt.Figure.legend`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.legend.html). A box can be added via the `box` parameter. For further explanation feel free to look at our gallery example [**Legend**](https://www.pygmt.org/v0.13.0/gallery/embellishments/legend.html)." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ + "# Split the dataset into two subsets of shorter and longer rivers\n", + "# Feel free to play around with the limit\n", + "len_limit = 700000 # in meters\n", + "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", + "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", + "\n", + "\n", "fig = pygmt.Figure()\n", "\n", "fig.coast(\n", @@ -303,17 +629,13 @@ " frame=True,\n", ")\n", "\n", - "# Split the dataset into two subsets of shorter and longer rivers\n", - "# Feel free to play around with the limit\n", - "len_limit = 700000 # in meters\n", - "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", - "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", - "\n", - "# Add a heading (+H) to the legend and adjust the font size (+f) to 9 points\n", + "# Plot the subsets differently and specify the text for the legend entries\n", "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m+Hriver length+f9p\")\n", "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", "\n", - "fig.legend(position=\"jLT+o0.1c\", box=\"+gwhite@30+p0.1p,gray50\")\n", + "# Place the legend at the Top Left corner with an offset of 0.1 centimeters from the map frame\n", + "# Add a box with semi-transparent (@30) white fill (+g) and a 0.1-points thick gray outline (+p)\n", + "fig.legend(position=\"jTL+o0.1c\", box=\"+gwhite@30+p0.1p,gray\")\n", "\n", "fig.show(dpi=img_dpi)" ] @@ -330,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", "metadata": {}, "outputs": [], @@ -361,10 +683,217 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", + "\n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", + "\n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", + "\n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab/data/airbnb.zip\")\n", "gdf_airbnb.head()" @@ -382,10 +911,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "4e07f091-7018-4609-9e75-d40400e18181", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2876\n", + "98514\n" + ] + } + ], "source": [ "popul_min = gdf_airbnb[\"population\"].min(); print(popul_min)\n", "popul_max = gdf_airbnb[\"population\"].max(); print(popul_max)" @@ -393,10 +931,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "\n", @@ -450,10 +1003,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "1b11d21b-e46e-4b34-9319-5aafb036552f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], "source": [ "fig = pygmt.Figure()\n", "\n", From b7f789e52a16a9f1ee48875ee45c1966931f43a8 Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 28 Nov 2024 09:52:31 +0100 Subject: [PATCH 31/32] Rename JN - add leading 0 --- book/tut02_spec_pd_gpd.ipynb | 1072 ++++++++++++++++++++++++++++++++++ 1 file changed, 1072 insertions(+) create mode 100755 book/tut02_spec_pd_gpd.ipynb diff --git a/book/tut02_spec_pd_gpd.ipynb b/book/tut02_spec_pd_gpd.ipynb new file mode 100755 index 0000000..bfa8e0b --- /dev/null +++ b/book/tut02_spec_pd_gpd.ipynb @@ -0,0 +1,1072 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "315a335b-1325-4319-aa06-cb1b239616b8", + "metadata": {}, + "source": [ + "# **Tutorial 2** - scientific Python ecosystem: `pandas` and `GeoPandas`\n", + "\n", + "In this tutorial we will learn using\n", + " 1. [**pandas**](https://pandas.pydata.org/docs/): **tabular data** stored in ``pandas.DataFrame``s\n", + " 2. [**GeoPandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", + "\n", + "within [`PyGMT`](https://www.pygmt.org) to create histograms and different maps.\n", + "\n", + "-----\n", + "This tutorial is part of the AGU2024 annual meeting GMT/PyGMT pre-conference workshop (PREWS9) **Mastering Geospatial Visualizations with GMT/PyGMT**\n", + "- Conference: https://agu.confex.com/agu/agu24/meetingapp.cgi/Session/226736\n", + "- GitHub: https://github.com/GenericMappingTools/agu24workshop\n", + "- Website: https://www.generic-mapping-tools.org/agu24workshop\n", + "- Recommended version: PyGMT v0.13.0 with GMT 6.5.0" + ] + }, + { + "cell_type": "markdown", + "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", + "metadata": {}, + "source": [ + "## 0. General stuff" + ] + }, + { + "cell_type": "markdown", + "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", + "metadata": {}, + "source": [ + "Import the required packages, besides [`PyGMT`](https://www.pygmt.org) itself, we use [`pandas`](https://pandas.pydata.org/docs/) and [`GeoPandas`](https://geopandas.org/en/stable/docs.html):" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", + "metadata": {}, + "outputs": [], + "source": [ + "import pygmt\n", + "\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "\n", + "# Use a resolution of only 150 dpi for the images within the Jupyter notebook, to keep the file small\n", + "img_dpi = 150" + ] + }, + { + "cell_type": "markdown", + "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", + "metadata": {}, + "source": [ + "## 1. `pandas`" + ] + }, + { + "cell_type": "markdown", + "id": "83b9b297-0fea-4e38-8745-17994d93d813", + "metadata": {}, + "source": [ + "### 1.1 Tabular data - `pandas.DataFrame`\n", + "\n", + "Use an example dataset with tabular data provided by `PyGMT` and load it into a `pandas.DataFrame`. This dataset contains earthquakes in the area of Japan." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", + "
" + ], + "text/plain": [ + " year month day latitude longitude depth_km magnitude\n", + "0 1987 1 4 49.77 149.29 489 4.1\n", + "1 1987 1 9 39.90 141.68 67 6.8\n", + "2 1987 1 9 39.82 141.64 84 4.0\n", + "3 1987 1 14 42.56 142.85 102 6.5\n", + "4 1987 1 16 42.79 145.10 54 5.1" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", + "df_jp_eqs.head()" + ] + }, + { + "cell_type": "markdown", + "id": "8bf74452-3e78-4bce-a8db-4d0473d15eee", + "metadata": {}, + "source": [ + "### 1.2 Create a Cartesian histogram\n", + "\n", + "First we create a Cartesian histogram for the moment magnitude distribution of all earthquakes in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c2136295-4486-4845-ac7e-da2d2eb87941", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.0\n", + "6.8\n" + ] + } + ], + "source": [ + "mag_min = df_jp_eqs[\"magnitude\"].min(); print(mag_min)\n", + "mag_max = df_jp_eqs[\"magnitude\"].max(); print(mag_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAApYAAAKYCAIAAABGmi8tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAAHXRFWHRTb2Z0d2FyZQBHUEwgR2hvc3RzY3JpcHQgOS4yMcb0+xQAABu8SURBVHic7d3LjuTYfeBhUlWjcgseSxggExh0+QWMeoFajUrPQPId5iUEWHvDu97PTiC57LWrvRBKD5C72XZBgBM21LaAuthtenEsIpJkRDKzkpd/xPetsiKj4zAuHb88vOZd12WcVJZlVVVlWW69IGypaZq6rpum2XpB2JhPAske0vCT1UZqmmbyqR67fT/atq3reuulYGN1Xbdtu/VSsD2fBJI9pOH5aiNVVTW4pWma/sY8z4ui8IctAMy00ix8PM9O/S6Koq7rruuKomjbdufTcQDYjzUSXpbleL1TWv/Qb0homiZV/EEPe2bJz/N8hVHKslxtoHXeoDzPz+mTsNobtNrrts5Aq71uq/EG7Xyg1Zx4OosnvGmatm2Lohjcnmo9OTtfepEA4AwsnvC0tnwyzOOuZ3+enQMA9+iWlCKdtnYPhsuyrCiKwf0nb5z09ddfb/iiAcCaJlO44B7paRN4XddfvpXlzDZsAMCDjDtYFMVSCe83gT/JXhLjVe7ffvvtx48fv/yRAWD/xh2sqmqphPebtAcJ7/c/H/8nJ2I/vv/r169///vfZ1n29ddfv379+guXFgB2qD9Qa7Kby57aZXyQ2L2HjY3PADPp5cuX6YfXr1/biR2As3R6O/KCK9Inl6Pfr+3YUeDndIAvACxnvXOkD6TZdh/sY4ePAwCT1jtH+kBZlnVdV1XVryVwjnQAmG+9hHejq5qWZdl1XZqIb37JNgCIZbNZeM/MGwAeYbNt4QDAl5BwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJCeb70Ae3dzc3N7e7vmiG/evFlzOACCMgsHgJAkHABCsiJ9rjd/+NWij/+7699mz36W/fR/LToKAGdDwvfi87PrLMuyz5+3XhAAYrAiHQBCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASCkNRJelmVZlsd+2zTNid8CAJOeL/roZVm2bZt+zvO8KIqmafrfNk1TVdWx3wIAJyw4C0/9Loqi67qu64qiaNu2n3CnfhdFUdf1+LcAwGkLJjz1u59YN02TOp3+Wdd1lmVVVaVsD34LAJy22e5sqdbjabd16QAwx4IJ77rudI+LohjfmGbnAMBpy+7OlqSpdpp2nyh00zR5np94hEPv3r17ugUEgF0bd7CqqjUS3m/hnpx2P+gRAOACTXZwjW3h3Z9lWdYfRfa4R+g9+q8BAAhn3MGmaVbdnS31+9iRY44oA4D5lkp4WZZ5ng+qPCfSj5umA8ClWSrhk/uip4SnSB87CtxcHADmWHBF+vh0bIfHgg9Wqqff2sINADMtuEd6inTbtv2hYkVR9OvJy7Ks67qqqsPfOq8LAMy0YMLTBcqaphmcS/XwDl3X9ZNyq9ABYL7Fjws/faXRzBlVAeBRNjtHOgDwJSQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQphNeluXgn3me53lelmXTNKssGABwyjDhqdZt2x7e0v+zbduqqlQcADb3/PAfTdMcxjtJtxRF0f+zqqqu69ZZPgBg0p1ZeF3XWZYVRdEXOq1RL4qi+bPU8sGadgBgZXcSnibc1pMDwP7ds0d6inpVVassDAAw16mE99Nxq80BYG/uJDxt5+7L3W8aX3+xAIDTno9vqqoqZXuwd3rTNHVd214OAHswPKgsHQXexzvti55+7reIm5cDwOaGs/BU8cN/Du5wGHUAYCsTK9KPFdrpXABgP1zmBABCupPwwVr0Sek+1qUDwLburEjvdzg/ob+Pg8UBYEPP06FihzdpMwDs3/PxzPveiTgAsLnH7M7muDIA2Nzzwxin87o4eAwA9u/O7myuSAYAUdxZke5oMQCIYuLsbHP2SFd6ANjWMOF5nm+yHADAg9xJeD//di0yANi5OwlPR4TXde3sLgCwcxPHhes3AOyfK5UBQEh3Em4TOABEcSfh6dQuVqQDwP4NT+2SrnriHC8AsHPDg8rSTult256+XpnzqAPAttbYna1pmhMr50//FgCYdGcW/uQrz/tpfZZleZ4XRVFVVR/spmn6C6uk31p7DwAzLTgLb5qmbduiKOq67rquKIq2bftmp34Pfms6DgAzLZjwuq6zg/XkTdOkg9bSP9Nv+0l5+u3pDfAAQG/BhKcp+OEth+vJU63H027r0gFgjuG28DQ5vtec0KYt3yf+q8kzyThDOwDMcSfh6aDwp3roceb7VevH7n/sUqcugQrAJRt3sCiKOwkfTJoHUt0fdxLWftf0mbP8gfGg7969e//+/SMeCgDCGXewqqrhqV1Or8ROJX5QhtPK+bRd/PCIsgcZT9wPD1cDgPM2uQL7Ybuzpf3GT0/WB/dPd67r+t5TuNgEDgDzPXKP9Dm57Y/8ftD51+b/fQAAl2zBg8r6fk/+9thR4ObiADDH8/vv8mXGSU5bxKuqOrwkWn8qt6WXBwDOw8MSnkI7556p3MfunPabq+u6qqp+R3nnSAeA+aYvNnqve1s7J8ZlWXZdl2L/6J3VAeAyPWZF+uOO7T7GzBsAHuEBp3bJzJUBYDcedmoXAGAn7jmoLEXdum4A2JuJbeH9KVH7W/qf7TQOADsxnIWnU6od2y89Hcm9/FIBAPe4k/D+lOZZlhVF0R2o6zqdd0XFAWAP7iQ8HS2W4j1YYZ62iKc7tG1rdToAbOtOwtP68xOHlpVlmebiT3toOADwUBN7pFtPDgD7t+CVygCA5Uwk3HZuANi/OwlP27mrqjpW8f46KDIPANu6c2qXpmnSpT+rqupz3p919fAEL6svJwBwx/DsbHVdp1OzpWCPz/HiBG0AsAfDbeHp+O+iKMZT7aIo6rrWbwDYg+nrhes0AOycg8oAIKSjCR9MxJumMTUHgP2YPjtbnueD06zWdV1VVZ7nQg4AezCxO9uxK40mJ44aBwBWcyfhfb/ruu667vBXTdN0XdcfLL7mIgIAYxNXKqvr+tiVTtLxZplLoQDA1lypDABCclAZAITkSmUAENLElcrquj5276ZpXKkMAPZg4kplbdvmeV4URbpMWfrV4cXKXKkMADZ36kplkweIu1IZAOyBK5UBQEiuVAYAITmoDABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJCeb70ADL19+3aFUa6url69erXCQAAsxCwcAEKScAAIyYr03Xnzh18t+vi/u/5t9uxnL168XHQUAJYm4Rfn87PrLMs+ffq09YIA8EWsSAeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkJ5vvQBs4/b29u3btysMdHV19erVqxUGArg0ZuEAEJJZ+IW6+vDd0kPcfvXLpYcAuGQSfrle/fE3yz34zS9+vdyDA5BZkQ4AQUk4AIQk4QAQkoQDQEgSDgAhSTgAhCThABCShANASBIOACFJOACE5ASrMMvNzc2aw11fX19fX685IhCOhMMst7e3K48o4cBpVqQDQEhm4fAAVx++W/QKb1mW/e76t9mzn7148XLRUYAzIOGwL5+fXWdZ9unTp60XBNg7K9IBICQJB4CQJBwAQpJwAAhppYQ3TdM0zbFflWW5zmIAwNlYKeFVVdV1PbixaZo8z6uqats2z3MhB4D51kj45Py7aZqqqoqiqOu667qiKNq2VXEAmGnZ48LLsmzbdvJXaVJeVVXKdlqdfuzOAMDA4rPwoiiKohjfnmo9nnYf22QOABxadhbe9zjP8/FvJ9Ne17XV6QBwrx0dVGb+DQDzxThH+uQkHgAuxLiDRVHESPh4lfu7d+/ev3+/ycIAwMrGHayqakcJP7EJfLyO3e7rAFyOyW3NO9oWnlRVtfUiAEAAmyU8nctlfLvd0QFgjs0SnmbbfbCbpmnbdvIwMwBgbLNt4WVZ1nVdVVW/l11RFI4rA4CZVkp413XjG8uy7LouTcT7M60CAHNsv0e6mTcAPMLu9kgHAOaQcAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJCeb70AnKcffvo36Yfb29u3b9+uMOKbN29WGAVgP8zCASAks3CWdfXhu6WHuP3ql0sPAbBDEs7iXv3xN8s9+M0vfr3cgwPsmRXpABCShANASBIOACFJOACEJOEAEJKEA0BIEg4AIUk4AIQk4QAQkoQDQEhOsAp79MMPP9zc3Cz3+J8+ffr48WOWZT//+c+XG+XQq1ev1hkILoeEwx59/vz59vZ2hYHWGQVYghXpABCSWTjs0dWH7xa9wtvvr/7fh+d/nWXZmz/8arlRsiz7///z//7TV/8n++rloqPAZZJwuEQ/5i/WGejTs6vPz66zz5/XGQ4uihXpABCShANASBIOACFJOACEJOEAEJKEA0BIEg4AIUk4AIQk4QAQkoQDQEgSDgAhSTgAhCThABCShANASBIOACFJOACEJOEAEJKEA0BIEg4AIUk4AIQk4QAQkoQDQEgSDgAhSTgAhCThABDS860XAL7IDz/9m/TD27dvt10SgJWZhQNASGbhnImrD98t+vi3X/1y0ccHeCgJ50y8+uNvFn38txIO7IwV6QAQkoQDQEgSDgAhSTgAhCThABCShANASBIOACFJOACEJOEAEJKEA0BIEg4AITlHOsDlurm5ub29XW24q6urV69erTbc2TMLB4CQzMIBcLnekCQcAJfrDcmKdAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJAkHgJAkHABCknAACEnCASAkJ1gFFvTpJ1fph5ubmxWGu76+vr6+XnSIdZ5Iz3W9OEHCgQV9fP7fCV/tipZLJ3zNS3PCaVakA0BIZuHAGs7sWpZLP53M1TmZQcKBNZzftSwXfUY3v/j1cg/O2bAiHQBCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAjJCVYBdme1i7T+8MMPiz7+eLizuezsHkg4wO6sf5HWdXz+/PlsLju7B1akA0BIZuEA+/XmD79a9PF/d/3bz8/Wm61effhu8WvW/e9/WPTxd8UsHABCknAACEnCASAkCQeAkCQcAEKScAAIScIBICQJB4CQJBwAQpJwAAhJwgEgJOdIB87H7e3t27dvt14KtrfaJ+HNmzcrjHKMWTgAhCThABCSFenA+XAtS5KlPwk3v/j17Ve/XO7xZzILB4CQJBwAQpJwAAhJwgEgJAkHgJC2T3jTNGVZbr0UABDMlgeVNU1TVVX6Oc/zoiiaptlweQAgkM1m4anfRVHUdd11XVEUbduajgPATJslvK7rLMuqqkrZbpomVXyr5QGAWDZLeKr1eNptXToAzLHltvCiKMY31nU9Z3X6999/n3549+7doqvf//SnP3368G9Z9x/ffFxukCzLstuv/jbv/j3PflxhoJ90H1/8ePuX/77gKP/y4u9+/MnPVhjon//i7/8z/4ssy775sOAo2Vqv22oD/cuLv/vP/H+s8Hlb8w3KsuzFj//0V5/PYaDVXjdv0OP860+bT8/+Mcuyb775ZsFh7pN3XbfNwFP7rx3bqW0c6W+//fbjx4W/ewBgH8aT3qqqYlzmxDZyAC7ZZAdjJHy8quDly5fv37/fZGEAYGWTq8y3P7VL70GbtL///vuiKIqi6JaXZdlqA60wSlobs85A5/QGrfm6rTPQmh9sb9AjeIN2PtDKaZhM4Y4SnvQnewEATthsRfqxo8Dnz8XPL/aTu+g/udVet9UGKorinD4M5/e6rTPQOX0GEm/Qzgdazak0rLASYFI6tUu/FmLwz13Z7YKxptXWzrFzPgkke0jDZrPwsizruq6qKs/zdItzpAPAfFvukV6WZdd1ac15f6ZVAGCO7Q8q2//M+8w2tfI4PgMkPgkke0jDZmdnAwC+xO4OKgMA5pBwAAhJwgEgpO13Z4uiaZq6rve/8x1PbvJYCZ+ES1aWpYNoLtaJ9339rwW7s82Vjl/3cl2g/tQFh3wSLlD6O74/raRTWVymyS+EZP2vBbPwWfy5feHWOfctO5f6ncpdlmXbtmVZqvilmfw2SB+M9RfGLPx+6f/V9LOX69Kkd7+ua3/GXbjxJ8FngyR9ADb5Y84s/B5N06Q/ryYvysKF8B1NcvhJMP8m+3Mj0mU+1meP9HtUVWWLF2nFaeLDcJkO15T6k45easRWHwkJP6U/f/vWC8LG+s9A27ZVVan4xSrLMs/ztm3zPPf3HBuuQv9v210kbe/SX9x1Xad/erkuU3rf+49BN/pgcCHSJ6EoivTW9zPyrZeLzezhGtlm4dP6TeDWmF249P/J4ccgzci32vTFttImlfRDqriviIuVvgS2XRNjd7Zp/Rf04P/P7VebsDVf2RdrcNRQ0zQnDhHm7G11INkhCT9lvBe6/dIvSjqVh/NwAQM72VNKwqeN59nOznaB0nk0s7sz7538r8vKxkeW+sOOzT8DtoXDKemLu/8f1U4SF6v/Yy79fd9/EmxWu0x7WIuemYXDaf2pNPutnr61L1NZlmmryuE50q2MuUz7+QZwglW4X9oonmWZ7eL0W1J8EtichANASLaFA0BIEg4AIUk4AIQk4QAQkoQDQEgSDgAhSTgAhCThABCShANASBIOnKeyLPM8X+2S3muOBYmEw6Uoy7K/0NZl8gpwZlypDC5Ff4mtC7k+x/gyYpf2CnD2JBw4T2nOvfVSwIKsSAeAkCSci9BPyJqmyQ/0m0X7XZ8Gt48f5/BukxtWn3Csw3se24h7ONzg/v190q8O/5N7twc/ybMYLFJaqmMz4/HCp/988Mhznu/h6Id3nnwFDu82+QiDBRiPe/rFnPk+wmN0cAHSp70oivH/AnVdH7v98BHquj72P9Hgnl8+Vtd1k3ebvGd/++T9jz1aURQbvmKD0SfvWRRFGmVw5znPd/CsT78Ch3ebfBcOF+DYuP3tj34f4REknIsw/uIefBf3X6n97YNy9N/Fh/cc37jQWMdunBzu2CNPjrXcK9bfOPksxs/38J6H5Zt82DnPdzzW6Vd7/CIMEn44yvjpH3teM99HeAQJ5yKc/u6+9zv9xNfuzFLOH6tPwrGp+bFS3nvnY/ec9IXPon+Eex/5WEGPjTX/+T55wo/d87Di4xtnvo/wCLaFc0EG2yD7g45mbpssimK8xTR9HfdHK335WOmrf3Ks9CDjsbKpA6iexKOfRdM0/ZrwOcb3PD3EQs/3tPTKjxe1LMvxjY97H+FBJJzLNf+IoxPftjPz/yRj9Q8yfrR1jp6aP0raaWv84oxveVzJNjxabOY7/rj3ER7EceEw1+mZ39Puady27XmcrbOv1OlUT750RVHsZ6r6uNyezfvIPkk4zGXO9CBlWQ4CfGyjA/A4VqTDXKcT/rRbZ0/v67T/A4ubpum3HPf7c02uWu/vv+4CPtjj3t/o7yM7J+HwRQ5PdfIkDzh/F7A963fmGpxT5fT9B3Y1X++fxfydH5dcHMgyCYc5TnwdnziByZNb+eqZX2J+fY+9tnuYoU5uCPjyvzYCvY/snITD/fqjgAYTysPVxU81VkrXOmMt59hCnjjCatDs1f42Onak3LGVB+NFPXZy1iz++8jO2Z0N7pcO/G3bdvCN3H8XP+2Usa7rqqqWG6ssy6qqVtg779hTSD/0JydPt1RV1VdtcM8nd/gK9Et4uABpGQYLkBZ4sKiT90yWfh/B2dm4CMc+7ZO333u+sEPj/ZWeZKxjpw2f/9ROnK3s2EM97bOYPC354PzqJ+7c33Py7GwPer73vgKTr/axBZh8XscWbP77CI+QdwfnHAbudTijWnou++RjHc44V5iFN03TN+xwxMldww7vnG5PU96nnbCeeAUG13Y78SDHnte9g868P8wk4cCWUg4nw5Z2+KrrWvNgkm3hwJbquk6bh4/NifUbjrFHOrClwz2308/9XmOZ3bbhJCvSgY01TTN57jO7bcNpEg7swvj46a2WBKKQcAAIybZwAAjpvwAALqOEX74CNQAAAABJRU5ErkJggg==", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Choose the bin width of the bars; feel free to play around with this value\n", + "step_histo = 0.2\n", + "\n", + "fig = pygmt.Figure()\n", + "\n", + "fig.histogram(\n", + " data=df_jp_eqs[\"magnitude\"],\n", + " projection=\"X10c\",\n", + " # Determine y range automatically\n", + " region=[mag_min - step_histo, mag_max + step_histo * 2, 0, 0],\n", + " # Define the frame, add labels to the x-axis and y-axis\n", + " frame=[\"WSne\", \"x+lmoment magnitude\", \"y+lcounts\"],\n", + " # Generate evenly spaced bins\n", + " series=step_histo,\n", + " # Fill bars with color \"orange\"\n", + " fill=\"orange\",\n", + " # Draw gray outlines with a width of 1 point\n", + " pen=\"1p,gray\",\n", + " # Choose histogram type 0, i.e., counts [Default]\n", + " histtype=0,\n", + ")\n", + "\n", + "fig.show(dpi=img_dpi)" + ] + }, + { + "cell_type": "markdown", + "id": "0658236e-869c-417c-8f4a-0195025e9430", + "metadata": {}, + "source": [ + "Use code example above as orientation, and create a similar histogram showing the hypocentral depth distribution for all earthquakes in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code (:" + ] + }, + { + "cell_type": "markdown", + "id": "a32dd7d1-eab4-4a6f-b4d8-0a455135e9b5", + "metadata": {}, + "source": [ + "For details on creating Cartesian histograms you may find the tutorial [**Cartesian histograms**](https://www.pygmt.org/v0.13.0/tutorials/advanced/cartesian_histograms.html) helpful." + ] + }, + { + "cell_type": "markdown", + "id": "b387494c-15ae-4019-83fc-bdf325f8a76d", + "metadata": {}, + "source": [ + "### 1.3 Create a geographical map of the earthquakes\n", + "\n", + "Now it's time to create a geographical map showing the earthquakes. You can start with using [`pygmt.Figure.coast`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.coast.html) and [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). For plotting the earthquakes as size (moment magnitude) and color (hypocentral depth) coded circles on top of the map please follow the tutorial [**Plotting data points**](https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "badc1a20-714f-49d9-955e-0cd730d158ba", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code (:" + ] + }, + { + "cell_type": "markdown", + "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", + "metadata": {}, + "source": [ + "## 2. `GeoPandas`" + ] + }, + { + "cell_type": "markdown", + "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", + "metadata": {}, + "source": [ + "### 2.1 Line geometry\n", + "\n", + "Features which can be represented as a **line geometry** are for example rivers, roads, national boundaries, shorlines, and any kind of profiles." + ] + }, + { + "cell_type": "markdown", + "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", + "metadata": {}, + "source": [ + "#### 2.1.1 Aspatial Data - `geopandas.GeoDataFrame` with line geometry\n", + "\n", + "First we download some data into in a `geopandas.GeoDataFrame`. This dataset contains European rivers with its length and name." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", + "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", + "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", + "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", + "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpd_rivers_org = gpd.read_file(\n", + " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", + " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", + " \"at_download/file/wise_large_rivers.zip\"\n", + ")\n", + "gpd_rivers_org.head()" + ] + }, + { + "cell_type": "markdown", + "id": "f8db1757-f80d-4cc3-b650-83109eecc390", + "metadata": {}, + "source": [ + "Have a look at the values in the geometry column. The coordinates are currently not given in the geographic coordinate reference system (longitude/latitude) and have to be converted. This can be done directly with `GeoPandas`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", + "
" + ], + "text/plain": [ + " NAME Shape_Leng \\\n", + "0 Danube 2.770357e+06 \n", + "1 Douro 8.162452e+05 \n", + "2 Ebro 8.269909e+05 \n", + "3 Elbe 1.087288e+06 \n", + "4 Guadalquivir 5.997583e+05 \n", + "\n", + " geometry \n", + "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", + "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", + "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", + "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", + "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpd_rivers_org.crs\n", + "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", + "gpd_rivers.head()" + ] + }, + { + "cell_type": "markdown", + "id": "c6ed1e0c-3b1c-485a-9640-9e8098e573f1", + "metadata": {}, + "source": [ + "#### 2.1.2 Create a geographical map of the rivers\n", + "\n", + "Let's plot the rivers represented on top of a map. The `geopandas.DataFrame` can be directly passed to the `data` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Use the `pen` parameter to adjust the lines. The string argument has the form \"*width*,*color*,*style*\". Different line styles are explained in the Gallery example [**Line styles**](https://www.pygmt.org/v0.13.0/gallery/lines/linestyles.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "250d19db-daaf-459d-b8b6-fba5752eec62", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 30, 35, 57],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue,solid\")\n", + "\n", + "fig.show(dpi=img_dpi)" + ] + }, + { + "cell_type": "markdown", + "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", + "metadata": {}, + "source": [ + "#### 2.1.3 Plot subsets of the rivers differently\n", + "\n", + "Now we want to filter the dataset based on the river length and plot the subsets differently.\n", + "\n", + "To indicate the different subsets adding a legend to the plot is helpful. Therefore, we specify the text for the legend entries via the `label` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Note, that for the first plotted element, additionally the heading (**+H**) and the font size of the heading (**+f**) are specified. Placing the legend on the figure is done via the `position` parameter of [`pygmt.Figure.legend`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.legend.html). A box can be added via the `box` parameter. For further explanation feel free to look at our gallery example [**Legend**](https://www.pygmt.org/v0.13.0/gallery/embellishments/legend.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Split the dataset into two subsets of shorter and longer rivers\n", + "# Feel free to play around with the limit\n", + "len_limit = 700000 # in meters\n", + "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", + "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", + "\n", + "\n", + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "# Plot the subsets differently and specify the text for the legend entries\n", + "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m+Hriver length+f9p\")\n", + "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", + "\n", + "# Place the legend at the Top Left corner with an offset of 0.1 centimeters from the map frame\n", + "# Add a box with semi-transparent (@30) white fill (+g) and a 0.1-points thick gray outline (+p)\n", + "fig.legend(position=\"jTL+o0.1c\", box=\"+gwhite@30+p0.1p,gray\")\n", + "\n", + "fig.show(dpi=img_dpi)" + ] + }, + { + "cell_type": "markdown", + "id": "eb723411-a607-4db4-bb9f-e9067248b512", + "metadata": {}, + "source": [ + "#### 2.1.4 Plot the rivers with color-coding for the river length\n", + "\n", + "Use the gallery example [**Line colors with a custom CPT**](https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html) to plot the rivers with color-coding for the river length." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", + "metadata": {}, + "outputs": [], + "source": [ + "# Your code (:" + ] + }, + { + "cell_type": "markdown", + "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", + "metadata": {}, + "source": [ + "### 2.2 Polygon geometry\n", + "\n", + "Any kind of areas, like continents, countries, and states can be stored as **polygon geometry**." + ] + }, + { + "cell_type": "markdown", + "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", + "metadata": {}, + "source": [ + "#### 2.2.1 Aspatial Data - `geopandas.GeoDataFrame` with polygon geometry\n", + "\n", + "Again we download some data into in a `geopandas.GeoDataFrame`. This dataset contains information regarding airbnb rentals, socioeconomics, and crime in Chicagos.\n", + "This time we are lucky and the data is directly provided in the geographic coordinate reference system (longitude/latitude) and no further coordinate transformation is needed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " community shape_area shape_len AREAID response_r \\\n", + "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", + "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", + "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", + "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", + "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", + "\n", + " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", + "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", + "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", + "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", + "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", + "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", + "\n", + " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", + "0 30.7 14.3 18.2 23791 47 5013 \n", + "1 40.4 18.4 28.7 19252 78 1306 \n", + "2 44.9 26.6 33.9 10432 97 1764 \n", + "3 39.5 15.9 24.3 23472 57 6416 \n", + "4 35.4 11.3 15.7 35911 26 2713 \n", + "\n", + " num_theft population geometry \n", + "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", + "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", + "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", + "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", + "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab/data/airbnb.zip\")\n", + "gdf_airbnb.head()" + ] + }, + { + "cell_type": "markdown", + "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", + "metadata": {}, + "source": [ + "#### 2.2.2 Create a choropleth map\n", + "\n", + "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``, but feel free to modify the code below and use another quantity for the color-coding!" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4e07f091-7018-4609-9e75-d40400e18181", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2876\n", + "98514\n" + ] + } + ], + "source": [ + "popul_min = gdf_airbnb[\"population\"].min(); print(popul_min)\n", + "popul_max = gdf_airbnb[\"population\"].max(); print(popul_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "# frame=True adds a frame using the default settings\n", + "# Use \"rltb\" (right, left, top, bottom) to plot no frame at all which\n", + "# can be useful when inserting the figure within a document\n", + "fig.basemap(region=[-88, -87.5, 41.62, 42.05], projection=\"M10c\", frame=True)\n", + "\n", + "# Set up colormap\n", + "pygmt.makecpt(cmap=\"SCM/bilbao\", series=[popul_min, popul_max, 10])\n", + "# Add vertical colorbar at left side\n", + "fig.colorbar(frame=\"x+lpopulation\", position=\"jLM+v\")\n", + "\n", + "# Plot the polygons with color-coding for the population\n", + "fig.plot(\n", + " data=gdf_airbnb, \n", + " pen=\"0.2p,gray10\", \n", + " fill=\"+z\", \n", + " cmap=True,\n", + " aspatial=\"Z=population\",\n", + ")\n", + "\n", + "fig.show(dpi=img_dpi)" + ] + }, + { + "cell_type": "markdown", + "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", + "metadata": {}, + "source": [ + "## 3. Additional comments\n", + "\n", + "Some helpful and interesting aspects:\n", + "\n", + "- Use suitable colormaps for your data: [**Scientific colourmaps by Fabio Crameri**](https://www.fabiocrameri.ch/colourmaps/), see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](https://doi.org/10.1038/s41467-020-19160-7)\n", + "- Datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", + "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [**OSMnx**](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", + "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)\n", + "- Support of OGR formats: Use [`geopandas.read_file`](https://geopandas.org/en/v1.0.1/docs/reference/api/geopandas.read_file.html) to load data provided as shapefile (.shp), GeoJSON (.geojson), geopackage (.gpkg), etc." + ] + }, + { + "cell_type": "markdown", + "id": "9e7abfa1-13ac-4bed-896d-4e55438f1f94", + "metadata": {}, + "source": [ + "## 4. Orientation / suggestion for \"2.1.4 Plot the rivers with color-coding for the river length\"\n", + "\n", + "Below you find a rough code shipset for plotting the rives with color-coding in section 2.1.4." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1b11d21b-e46e-4b34-9319-5aafb036552f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = pygmt.Figure()\n", + "\n", + "fig.coast(\n", + " projection=\"M10c\", \n", + " region=[-10, 35, 35, 58],\n", + " land=\"gray99\",\n", + " shorelines=\"1/0.1p,gray50\",\n", + " frame=True,\n", + ")\n", + "\n", + "pygmt.makecpt(cmap=\"SCM/oslo\",series=[gpd_rivers.Shape_Leng.min(), 1500000], reverse=True)\n", + "fig.colorbar(frame=[\"x+lriver length\", \"y+lm\"], position=\"+ef0.2c\")\n", + "\n", + "for i_river in range(len(gpd_rivers)):\n", + " fig.plot(\n", + " data=gpd_rivers[gpd_rivers.index==i_river],\n", + " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", + " pen=\"0.5p\",\n", + " cmap=True,\n", + " )\n", + "\n", + "fig.show(dpi=img_dpi)" + ] + } + ], + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 9b19e0e7a7593b0edd0a1337a8b8fd165985120d Mon Sep 17 00:00:00 2001 From: yvonnefroelich Date: Thu, 28 Nov 2024 09:53:18 +0100 Subject: [PATCH 32/32] Remove old JN --- book/tut2_spec_pd_gpd.ipynb | 1072 ----------------------------------- 1 file changed, 1072 deletions(-) delete mode 100755 book/tut2_spec_pd_gpd.ipynb diff --git a/book/tut2_spec_pd_gpd.ipynb b/book/tut2_spec_pd_gpd.ipynb deleted file mode 100755 index bfa8e0b..0000000 --- a/book/tut2_spec_pd_gpd.ipynb +++ /dev/null @@ -1,1072 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "315a335b-1325-4319-aa06-cb1b239616b8", - "metadata": {}, - "source": [ - "# **Tutorial 2** - scientific Python ecosystem: `pandas` and `GeoPandas`\n", - "\n", - "In this tutorial we will learn using\n", - " 1. [**pandas**](https://pandas.pydata.org/docs/): **tabular data** stored in ``pandas.DataFrame``s\n", - " 2. [**GeoPandas**](https://geopandas.org/en/stable/docs.html): **aspatial data** stored in ``geopandas.GeoDataFrame``s\n", - "\n", - "within [`PyGMT`](https://www.pygmt.org) to create histograms and different maps.\n", - "\n", - "-----\n", - "This tutorial is part of the AGU2024 annual meeting GMT/PyGMT pre-conference workshop (PREWS9) **Mastering Geospatial Visualizations with GMT/PyGMT**\n", - "- Conference: https://agu.confex.com/agu/agu24/meetingapp.cgi/Session/226736\n", - "- GitHub: https://github.com/GenericMappingTools/agu24workshop\n", - "- Website: https://www.generic-mapping-tools.org/agu24workshop\n", - "- Recommended version: PyGMT v0.13.0 with GMT 6.5.0" - ] - }, - { - "cell_type": "markdown", - "id": "f56cbd63-a1bd-4e53-837c-13473e0db0d0", - "metadata": {}, - "source": [ - "## 0. General stuff" - ] - }, - { - "cell_type": "markdown", - "id": "0541bce3-b928-4eff-9fde-1ad3da25f240", - "metadata": {}, - "source": [ - "Import the required packages, besides [`PyGMT`](https://www.pygmt.org) itself, we use [`pandas`](https://pandas.pydata.org/docs/) and [`GeoPandas`](https://geopandas.org/en/stable/docs.html):" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "60f6a029-c037-4c8c-af4d-6e5a8af22c27", - "metadata": {}, - "outputs": [], - "source": [ - "import pygmt\n", - "\n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "\n", - "# Use a resolution of only 150 dpi for the images within the Jupyter notebook, to keep the file small\n", - "img_dpi = 150" - ] - }, - { - "cell_type": "markdown", - "id": "22e12c23-d01b-4c9f-91ca-0d9d1ed07409", - "metadata": {}, - "source": [ - "## 1. `pandas`" - ] - }, - { - "cell_type": "markdown", - "id": "83b9b297-0fea-4e38-8745-17994d93d813", - "metadata": {}, - "source": [ - "### 1.1 Tabular data - `pandas.DataFrame`\n", - "\n", - "Use an example dataset with tabular data provided by `PyGMT` and load it into a `pandas.DataFrame`. This dataset contains earthquakes in the area of Japan." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "58207730-2ca4-4b9a-867f-57d1bbd7c1ce", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
yearmonthdaylatitudelongitudedepth_kmmagnitude
019871449.77149.294894.1
119871939.90141.68676.8
219871939.82141.64844.0
3198711442.56142.851026.5
4198711642.79145.10545.1
\n", - "
" - ], - "text/plain": [ - " year month day latitude longitude depth_km magnitude\n", - "0 1987 1 4 49.77 149.29 489 4.1\n", - "1 1987 1 9 39.90 141.68 67 6.8\n", - "2 1987 1 9 39.82 141.64 84 4.0\n", - "3 1987 1 14 42.56 142.85 102 6.5\n", - "4 1987 1 16 42.79 145.10 54 5.1" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_jp_eqs = pygmt.datasets.load_sample_data(name=\"japan_quakes\")\n", - "df_jp_eqs.head()" - ] - }, - { - "cell_type": "markdown", - "id": "8bf74452-3e78-4bce-a8db-4d0473d15eee", - "metadata": {}, - "source": [ - "### 1.2 Create a Cartesian histogram\n", - "\n", - "First we create a Cartesian histogram for the moment magnitude distribution of all earthquakes in the dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c2136295-4486-4845-ac7e-da2d2eb87941", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4.0\n", - "6.8\n" - ] - } - ], - "source": [ - "mag_min = df_jp_eqs[\"magnitude\"].min(); print(mag_min)\n", - "mag_max = df_jp_eqs[\"magnitude\"].max(); print(mag_max)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "1d5e868c-bf73-4b7f-8a46-d91751cc71c5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# Choose the bin width of the bars; feel free to play around with this value\n", - "step_histo = 0.2\n", - "\n", - "fig = pygmt.Figure()\n", - "\n", - "fig.histogram(\n", - " data=df_jp_eqs[\"magnitude\"],\n", - " projection=\"X10c\",\n", - " # Determine y range automatically\n", - " region=[mag_min - step_histo, mag_max + step_histo * 2, 0, 0],\n", - " # Define the frame, add labels to the x-axis and y-axis\n", - " frame=[\"WSne\", \"x+lmoment magnitude\", \"y+lcounts\"],\n", - " # Generate evenly spaced bins\n", - " series=step_histo,\n", - " # Fill bars with color \"orange\"\n", - " fill=\"orange\",\n", - " # Draw gray outlines with a width of 1 point\n", - " pen=\"1p,gray\",\n", - " # Choose histogram type 0, i.e., counts [Default]\n", - " histtype=0,\n", - ")\n", - "\n", - "fig.show(dpi=img_dpi)" - ] - }, - { - "cell_type": "markdown", - "id": "0658236e-869c-417c-8f4a-0195025e9430", - "metadata": {}, - "source": [ - "Use code example above as orientation, and create a similar histogram showing the hypocentral depth distribution for all earthquakes in the dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "743d7a80-c5d4-46ca-820c-451eae825aa6", - "metadata": {}, - "outputs": [], - "source": [ - "# Your code (:" - ] - }, - { - "cell_type": "markdown", - "id": "a32dd7d1-eab4-4a6f-b4d8-0a455135e9b5", - "metadata": {}, - "source": [ - "For details on creating Cartesian histograms you may find the tutorial [**Cartesian histograms**](https://www.pygmt.org/v0.13.0/tutorials/advanced/cartesian_histograms.html) helpful." - ] - }, - { - "cell_type": "markdown", - "id": "b387494c-15ae-4019-83fc-bdf325f8a76d", - "metadata": {}, - "source": [ - "### 1.3 Create a geographical map of the earthquakes\n", - "\n", - "Now it's time to create a geographical map showing the earthquakes. You can start with using [`pygmt.Figure.coast`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.coast.html) and [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). For plotting the earthquakes as size (moment magnitude) and color (hypocentral depth) coded circles on top of the map please follow the tutorial [**Plotting data points**](https://www.pygmt.org/v0.13.0/tutorials/basics/plot.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "badc1a20-714f-49d9-955e-0cd730d158ba", - "metadata": {}, - "outputs": [], - "source": [ - "# Your code (:" - ] - }, - { - "cell_type": "markdown", - "id": "0b238bef-3018-4bdc-92f8-9caa888a2c32", - "metadata": {}, - "source": [ - "## 2. `GeoPandas`" - ] - }, - { - "cell_type": "markdown", - "id": "21b4748d-3fe1-4791-b233-2125bb40dde2", - "metadata": {}, - "source": [ - "### 2.1 Line geometry\n", - "\n", - "Features which can be represented as a **line geometry** are for example rivers, roads, national boundaries, shorlines, and any kind of profiles." - ] - }, - { - "cell_type": "markdown", - "id": "8ee81847-a26c-4bd7-a8ae-39a482f202fa", - "metadata": {}, - "source": [ - "#### 2.1.1 Aspatial Data - `geopandas.GeoDataFrame` with line geometry\n", - "\n", - "First we download some data into in a `geopandas.GeoDataFrame`. This dataset contains European rivers with its length and name." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d22d8f77-f73b-4a2a-be9a-9393c6693d2d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((4185683.29 2775788.04, 41861...
1Douro8.162452e+05MULTILINESTRING ((2764963.81 2199037.624, 2766...
2Ebro8.269909e+05MULTILINESTRING ((3178371.814 2315100.781, 317...
3Elbe1.087288e+06MULTILINESTRING ((4235352.373 3422319.986, 423...
4Guadalquivir5.997583e+05MULTILINESTRING ((2859329.283 1682737.074, 286...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((4185683.29 2775788.04, 41861... \n", - "1 MULTILINESTRING ((2764963.81 2199037.624, 2766... \n", - "2 MULTILINESTRING ((3178371.814 2315100.781, 317... \n", - "3 MULTILINESTRING ((4235352.373 3422319.986, 423... \n", - "4 MULTILINESTRING ((2859329.283 1682737.074, 286... " - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gpd_rivers_org = gpd.read_file(\n", - " \"https://www.eea.europa.eu/data-and-maps/data/wise-large-rivers-and-large-lakes/\" + \\\n", - " \"zipped-shapefile-with-wise-large-rivers-vector-line/zipped-shapefile-with-wise-large-rivers-vector-line/\" + \\\n", - " \"at_download/file/wise_large_rivers.zip\"\n", - ")\n", - "gpd_rivers_org.head()" - ] - }, - { - "cell_type": "markdown", - "id": "f8db1757-f80d-4cc3-b650-83109eecc390", - "metadata": {}, - "source": [ - "Have a look at the values in the geometry column. The coordinates are currently not given in the geographic coordinate reference system (longitude/latitude) and have to be converted. This can be done directly with `GeoPandas`." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "cc67a58c-45f3-4819-9df4-04e5aa9d06f7", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
NAMEShape_Lenggeometry
0Danube2.770357e+06MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0...
1Douro8.162452e+05MULTILINESTRING ((-8.67141 41.14934, -8.64362 ...
2Ebro8.269909e+05MULTILINESTRING ((-4.05971 42.97715, -4.06841 ...
3Elbe1.087288e+06MULTILINESTRING ((8.69715 53.90109, 8.72716 53...
4Guadalquivir5.997583e+05MULTILINESTRING ((-6.37899 36.80363, -6.34806 ...
\n", - "
" - ], - "text/plain": [ - " NAME Shape_Leng \\\n", - "0 Danube 2.770357e+06 \n", - "1 Douro 8.162452e+05 \n", - "2 Ebro 8.269909e+05 \n", - "3 Elbe 1.087288e+06 \n", - "4 Guadalquivir 5.997583e+05 \n", - "\n", - " geometry \n", - "0 MULTILINESTRING ((8.1846 48.0807, 8.19049 48.0... \n", - "1 MULTILINESTRING ((-8.67141 41.14934, -8.64362 ... \n", - "2 MULTILINESTRING ((-4.05971 42.97715, -4.06841 ... \n", - "3 MULTILINESTRING ((8.69715 53.90109, 8.72716 53... \n", - "4 MULTILINESTRING ((-6.37899 36.80363, -6.34806 ... " - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gpd_rivers_org.crs\n", - "gpd_rivers = gpd_rivers_org.to_crs('EPSG:4326')\n", - "gpd_rivers.head()" - ] - }, - { - "cell_type": "markdown", - "id": "c6ed1e0c-3b1c-485a-9640-9e8098e573f1", - "metadata": {}, - "source": [ - "#### 2.1.2 Create a geographical map of the rivers\n", - "\n", - "Let's plot the rivers represented on top of a map. The `geopandas.DataFrame` can be directly passed to the `data` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Use the `pen` parameter to adjust the lines. The string argument has the form \"*width*,*color*,*style*\". Different line styles are explained in the Gallery example [**Line styles**](https://www.pygmt.org/v0.13.0/gallery/lines/linestyles.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "250d19db-daaf-459d-b8b6-fba5752eec62", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 30, 35, 57],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "fig.plot(data=gpd_rivers, pen=\"0.5p,steelblue,solid\")\n", - "\n", - "fig.show(dpi=img_dpi)" - ] - }, - { - "cell_type": "markdown", - "id": "94058ab7-657d-49b4-a8f5-2c1b8533a4a3", - "metadata": {}, - "source": [ - "#### 2.1.3 Plot subsets of the rivers differently\n", - "\n", - "Now we want to filter the dataset based on the river length and plot the subsets differently.\n", - "\n", - "To indicate the different subsets adding a legend to the plot is helpful. Therefore, we specify the text for the legend entries via the `label` parameter of [`pygmt.Figure.plot`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.plot.html). Note, that for the first plotted element, additionally the heading (**+H**) and the font size of the heading (**+f**) are specified. Placing the legend on the figure is done via the `position` parameter of [`pygmt.Figure.legend`](https://www.pygmt.org/v0.13.0/api/generated/pygmt.Figure.legend.html). A box can be added via the `box` parameter. For further explanation feel free to look at our gallery example [**Legend**](https://www.pygmt.org/v0.13.0/gallery/embellishments/legend.html)." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "9de1b7a9-0e87-4368-8df1-7064e7ac616c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "# Split the dataset into two subsets of shorter and longer rivers\n", - "# Feel free to play around with the limit\n", - "len_limit = 700000 # in meters\n", - "gpd_rivers_short = gpd_rivers[gpd_rivers[\"Shape_Leng\"] < len_limit]\n", - "gpd_rivers_long = gpd_rivers[gpd_rivers[\"Shape_Leng\"] > len_limit]\n", - "\n", - "\n", - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "# Plot the subsets differently and specify the text for the legend entries\n", - "fig.plot(data=gpd_rivers_short, pen=\"0.5p,orange\", label=f\"shorter {len_limit} m+Hriver length+f9p\")\n", - "fig.plot(data=gpd_rivers_long, pen=\"0.5p,darkred\", label=f\"longer {len_limit} m\")\n", - "\n", - "# Place the legend at the Top Left corner with an offset of 0.1 centimeters from the map frame\n", - "# Add a box with semi-transparent (@30) white fill (+g) and a 0.1-points thick gray outline (+p)\n", - "fig.legend(position=\"jTL+o0.1c\", box=\"+gwhite@30+p0.1p,gray\")\n", - "\n", - "fig.show(dpi=img_dpi)" - ] - }, - { - "cell_type": "markdown", - "id": "eb723411-a607-4db4-bb9f-e9067248b512", - "metadata": {}, - "source": [ - "#### 2.1.4 Plot the rivers with color-coding for the river length\n", - "\n", - "Use the gallery example [**Line colors with a custom CPT**](https://www.pygmt.org/v0.13.0/gallery/lines/line_custom_cpt.html) to plot the rivers with color-coding for the river length." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "a61552d6-6c87-4fe3-ba5a-4fa9af6c23db", - "metadata": {}, - "outputs": [], - "source": [ - "# Your code (:" - ] - }, - { - "cell_type": "markdown", - "id": "8e833bc6-54df-430b-91dd-bc63159a65c7", - "metadata": {}, - "source": [ - "### 2.2 Polygon geometry\n", - "\n", - "Any kind of areas, like continents, countries, and states can be stored as **polygon geometry**." - ] - }, - { - "cell_type": "markdown", - "id": "4ea5bd4e-d26c-449a-8b08-2eaa05d85877", - "metadata": {}, - "source": [ - "#### 2.2.1 Aspatial Data - `geopandas.GeoDataFrame` with polygon geometry\n", - "\n", - "Again we download some data into in a `geopandas.GeoDataFrame`. This dataset contains information regarding airbnb rentals, socioeconomics, and crime in Chicagos.\n", - "This time we are lucky and the data is directly provided in the geographic coordinate reference system (longitude/latitude) and no further coordinate transformation is needed." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "81facdc5-a644-4327-9cb1-7542c4d0d73f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
communityshape_areashape_lenAREAIDresponse_raccept_rrev_ratingprice_pproom_typenum_spots...crowdeddependencywithout_hsunemployedincome_pcharship_innum_crimesnum_theftpopulationgeometry
0DOUGLAS46004621.158131027.05450983598.77142994.51428687.77777878.1578951.78947438...1.830.714.318.223791475013124118238POLYGON ((-87.60914 41.84469, -87.60915 41.844...
1OAKLAND16913961.040819565.50615333699.20000090.10526388.81250053.7750001.85000020...1.340.418.428.7192527813063115918POLYGON ((-87.59215 41.81693, -87.59231 41.816...
2FULLER PARK19916704.8692None3768.000000NaN91.75000084.0000001.8333336...3.244.926.633.9104329717643832876POLYGON ((-87.6288 41.80189, -87.62879 41.8017...
3GRAND BOULEVARD48492503.155428196.83715733894.03703783.61538592.750000119.5333331.53333330...3.339.515.924.323472576416142821929POLYGON ((-87.60671 41.81681, -87.6067 41.8165...
4KENWOOD29071741.928323325.16790623992.54285788.14285790.65625077.9914531.61538539...2.435.411.315.73591126271365417841POLYGON ((-87.59215 41.81693, -87.59215 41.816...
\n", - "

5 rows × 21 columns

\n", - "
" - ], - "text/plain": [ - " community shape_area shape_len AREAID response_r \\\n", - "0 DOUGLAS 46004621.1581 31027.0545098 35 98.771429 \n", - "1 OAKLAND 16913961.0408 19565.5061533 36 99.200000 \n", - "2 FULLER PARK 19916704.8692 None 37 68.000000 \n", - "3 GRAND BOULEVARD 48492503.1554 28196.8371573 38 94.037037 \n", - "4 KENWOOD 29071741.9283 23325.1679062 39 92.542857 \n", - "\n", - " accept_r rev_rating price_pp room_type num_spots ... crowded \\\n", - "0 94.514286 87.777778 78.157895 1.789474 38 ... 1.8 \n", - "1 90.105263 88.812500 53.775000 1.850000 20 ... 1.3 \n", - "2 NaN 91.750000 84.000000 1.833333 6 ... 3.2 \n", - "3 83.615385 92.750000 119.533333 1.533333 30 ... 3.3 \n", - "4 88.142857 90.656250 77.991453 1.615385 39 ... 2.4 \n", - "\n", - " dependency without_hs unemployed income_pc harship_in num_crimes \\\n", - "0 30.7 14.3 18.2 23791 47 5013 \n", - "1 40.4 18.4 28.7 19252 78 1306 \n", - "2 44.9 26.6 33.9 10432 97 1764 \n", - "3 39.5 15.9 24.3 23472 57 6416 \n", - "4 35.4 11.3 15.7 35911 26 2713 \n", - "\n", - " num_theft population geometry \n", - "0 1241 18238 POLYGON ((-87.60914 41.84469, -87.60915 41.844... \n", - "1 311 5918 POLYGON ((-87.59215 41.81693, -87.59231 41.816... \n", - "2 383 2876 POLYGON ((-87.6288 41.80189, -87.62879 41.8017... \n", - "3 1428 21929 POLYGON ((-87.60671 41.81681, -87.6067 41.8165... \n", - "4 654 17841 POLYGON ((-87.59215 41.81693, -87.59215 41.816... \n", - "\n", - "[5 rows x 21 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf_airbnb = gpd.read_file(\"https://geodacenter.github.io/data-and-lab/data/airbnb.zip\")\n", - "gdf_airbnb.head()" - ] - }, - { - "cell_type": "markdown", - "id": "9f6f0cab-9588-4b32-bd8e-2fbd4f626ef6", - "metadata": {}, - "source": [ - "#### 2.2.2 Create a choropleth map\n", - "\n", - "Here we are going to create a so-called **choropleth map**. Such a visualization is helpful to show a quantity which vary between subregions of a study area, e.g., countries or states. The dataset contains several columns, here we will focus on the column ``\"population\"``, but feel free to modify the code below and use another quantity for the color-coding!" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "4e07f091-7018-4609-9e75-d40400e18181", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2876\n", - "98514\n" - ] - } - ], - "source": [ - "popul_min = gdf_airbnb[\"population\"].min(); print(popul_min)\n", - "popul_max = gdf_airbnb[\"population\"].max(); print(popul_max)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "f10895a2-67c6-41e1-b33b-627e391f2f9c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "# frame=True adds a frame using the default settings\n", - "# Use \"rltb\" (right, left, top, bottom) to plot no frame at all which\n", - "# can be useful when inserting the figure within a document\n", - "fig.basemap(region=[-88, -87.5, 41.62, 42.05], projection=\"M10c\", frame=True)\n", - "\n", - "# Set up colormap\n", - "pygmt.makecpt(cmap=\"SCM/bilbao\", series=[popul_min, popul_max, 10])\n", - "# Add vertical colorbar at left side\n", - "fig.colorbar(frame=\"x+lpopulation\", position=\"jLM+v\")\n", - "\n", - "# Plot the polygons with color-coding for the population\n", - "fig.plot(\n", - " data=gdf_airbnb, \n", - " pen=\"0.2p,gray10\", \n", - " fill=\"+z\", \n", - " cmap=True,\n", - " aspatial=\"Z=population\",\n", - ")\n", - "\n", - "fig.show(dpi=img_dpi)" - ] - }, - { - "cell_type": "markdown", - "id": "03516fe8-5013-4acb-89d1-a1ebdbc1d426", - "metadata": {}, - "source": [ - "## 3. Additional comments\n", - "\n", - "Some helpful and interesting aspects:\n", - "\n", - "- Use suitable colormaps for your data: [**Scientific colourmaps by Fabio Crameri**](https://www.fabiocrameri.ch/colourmaps/), see also the publications [Crameri et al. 2024](https://doi.org/10.1002/cpz1.1126) and [Crameri et al. 2020](https://doi.org/10.1038/s41467-020-19160-7)\n", - "- Datasets provided by `GeoPandas`: Checkout the [**geodatasets**](https://geodatasets.readthedocs.io) libaray\n", - "- Convert other objects to `pandas` or `GeoPandas` objects to make them usable in `PyGMT`: For example, convert [**OSMnx**](https://osmnx.readthedocs.io)'s `MultiDiGraph` to a `geopandas.DataFrame`\n", - "- Create more complex geometries: Combine `GeoPandas` with [**shapely**](https://shapely.readthedocs.io) (i.e., `from shapely.geometry import Polygon`)\n", - "- Support of OGR formats: Use [`geopandas.read_file`](https://geopandas.org/en/v1.0.1/docs/reference/api/geopandas.read_file.html) to load data provided as shapefile (.shp), GeoJSON (.geojson), geopackage (.gpkg), etc." - ] - }, - { - "cell_type": "markdown", - "id": "9e7abfa1-13ac-4bed-896d-4e55438f1f94", - "metadata": {}, - "source": [ - "## 4. Orientation / suggestion for \"2.1.4 Plot the rivers with color-coding for the river length\"\n", - "\n", - "Below you find a rough code shipset for plotting the rives with color-coding in section 2.1.4." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "1b11d21b-e46e-4b34-9319-5aafb036552f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = pygmt.Figure()\n", - "\n", - "fig.coast(\n", - " projection=\"M10c\", \n", - " region=[-10, 35, 35, 58],\n", - " land=\"gray99\",\n", - " shorelines=\"1/0.1p,gray50\",\n", - " frame=True,\n", - ")\n", - "\n", - "pygmt.makecpt(cmap=\"SCM/oslo\",series=[gpd_rivers.Shape_Leng.min(), 1500000], reverse=True)\n", - "fig.colorbar(frame=[\"x+lriver length\", \"y+lm\"], position=\"+ef0.2c\")\n", - "\n", - "for i_river in range(len(gpd_rivers)):\n", - " fig.plot(\n", - " data=gpd_rivers[gpd_rivers.index==i_river],\n", - " zvalue=gpd_rivers.loc[i_river, \"Shape_Leng\"],\n", - " pen=\"0.5p\",\n", - " cmap=True,\n", - " )\n", - "\n", - "fig.show(dpi=img_dpi)" - ] - } - ], - "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": "3.12.6" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}