From 9ff2110dfe09ddb08e530ba9494b67ccfbf7a591 Mon Sep 17 00:00:00 2001 From: Ou Ku Date: Thu, 28 Sep 2023 17:49:12 +0200 Subject: [PATCH 1/7] initial update --- notebooks/07-vector-data-in-python.ipynb | 446 ++++++++++++++++++++++- 1 file changed, 445 insertions(+), 1 deletion(-) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index 8352274c..bf4b377e 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "19beffdb", "metadata": {}, "outputs": [], @@ -47,6 +47,433 @@ "import geopandas as gpd" ] }, + { + "cell_type": "markdown", + "id": "bb46415e", + "metadata": {}, + "source": [ + "Administration data retrieved from GADM. Download [link](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78328ad1", + "metadata": {}, + "outputs": [], + "source": [ + "# p_buildings = './greece-latest-free/gis_osm_buildings_a_free_1.shp'\n", + "# p_landuse = './greece-latest-free/gis_osm_landuse_a_free_1.shp'\n", + "p_nature = './greece-latest-free/gis_osm_pofw_a_free_1.shp'" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "bad09c74", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GID_3GID_0COUNTRYGID_1NAME_1NL_NAME_1GID_2NAME_2NL_NAME_2NAME_3VARNAME_3NL_NAME_3TYPE_3ENGTYPE_3CC_3HASC_3geometry
34GRC.1.2.26_1GRCGreeceGRC.1_1AegeanΑιγαίοGRC.1.2_1South AegeanΝότιο ΑιγαίοRhodosRhodesΡόδουDímosMunicipalityNAGR.AI.RHMULTIPOLYGON (((27.75792 35.88792, 27.75903 35...
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" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = gpd.read_file('./greece-latest-free/gadm41_GRC_3.shp')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "767e30d7", + "metadata": {}, + "outputs": [], + "source": [ + "df_rhodes = data.loc[data['NAME_3']=='Rhodos']" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "ca861c00", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " featurecla scalerank min_zoom \n", + "0 Land 1 1.0 \\\n", + "1 Land 1 1.0 \n", + "2 Land 1 0.0 \n", + "3 Land 1 1.0 \n", + "4 Land 1 1.0 \n", + ".. ... ... ... \n", + "122 Land 1 1.0 \n", + "123 Land 0 0.0 \n", + "124 Land 0 0.0 \n", + "125 Land 0 0.0 \n", + "126 Land 0 0.0 \n", + "\n", + " geometry \n", + "0 POLYGON ((-59.57209 -80.04018, -59.86585 -80.5... \n", + "1 POLYGON ((-159.20818 -79.49706, -161.12760 -79... \n", + "2 POLYGON ((-45.15476 -78.04707, -43.92083 -78.4... \n", + "3 POLYGON ((-121.21151 -73.50099, -119.91885 -73... \n", + "4 POLYGON ((-125.55957 -73.48135, -124.03188 -73... \n", + ".. ... \n", + "122 POLYGON ((51.13619 80.54728, 49.79368 80.41543... \n", + "123 POLYGON ((99.93976 78.88094, 97.75794 78.75620... \n", + "124 POLYGON ((-87.02000 79.66000, -85.81435 79.336... \n", + "125 POLYGON ((-68.50000 83.10632, -65.82735 83.028... \n", + "126 POLYGON ((-27.10046 83.51966, -20.84539 82.726... \n", + "\n", + "[127 rows x 4 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = gpd.read_file(geodatasets.get_url('naturalearth.land'))\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e9419b1a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c5995bc", + "metadata": {}, + "outputs": [], + "source": [ + "gdf = gpd.read_file(p_nature)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f27095ed", + "metadata": {}, + "outputs": [], + "source": [ + "gdf_rhodes = gdf.cx[27.5:28.4, 35.8:36.5]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8248340", + "metadata": {}, + "outputs": [], + "source": [ + "gdf_rhodes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "22930909", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "# fig, ax = plt.subplots()\n", + "gdf_rhodes.plot(column='fclass', legend=True, legend_kwds={'loc': 'right'})\n", + "# plt.colorbar(ax)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "922f8f34", + "metadata": {}, + "outputs": [], + "source": [ + "landuse_rhodes" + ] + }, { "cell_type": "markdown", "id": "da625680", @@ -721,6 +1148,23 @@ "metadata": { "jupytext": { "main_language": "python" + }, + "kernelspec": { + "display_name": "geospatial", + "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": "3.10.10" } }, "nbformat": 4, From 54a651a2e7dd785a590471481311b16686c18be2 Mon Sep 17 00:00:00 2001 From: Ou Ku Date: Tue, 3 Oct 2023 09:19:32 +0200 Subject: [PATCH 2/7] initial update ep 07 --- notebooks/07-vector-data-in-python.ipynb | 2110 ++++++++++++++-------- 1 file changed, 1376 insertions(+), 734 deletions(-) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index bf4b377e..f3c97d42 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -5,73 +5,79 @@ "id": "0e9fd7be", "metadata": {}, "source": [ - "- How can I read, inspect, and process spatial objects, such as points, lines, and polygons?\n", - "\n", - "- Load spatial objects.\n", - "- Select the spatial objects within a bounding box.\n", - "- Perform a CRS conversion of spatial objects.\n", - "- Select features of spatial objects.\n", - "- Match objects in two datasets based on their spatial relationships.\n", - "\n", - "## Introduction\n", - "\n", - "As discussed in [Episode 2: Introduction to Vector Data](02-intro-vector-data.md), vector data represents specific features on the Earth’s surface using points, lines, and polygons. These geographic elements can then have one or more attributes assigned to them, such as ‘name’ and ‘population’ for a city, or crop type for a field. Vector data can be much smaller in (file) size than raster data, while being very rich in terms of the information captured.\n", - "\n", - "In this episode, we will be moving from working with raster data to working with vector data. We will use Python to open and plot point, line, and polygon vector data. In particular, we will make use of the [`geopandas`](https://geopandas.org/en/stable/) package to open, manipulate and write vector datasets.\n", - "\n", - "\"Pandas\n", - "\n", - "`geopandas` extends the popular `pandas` library for data analysis to geospatial applications. The main `pandas` objects (the `Series` and the `DataFrame`) are expanded to `geopandas` objects (`GeoSeries` and `GeoDataFrame`). This extension is implemented by including geometric types, represented in Python using the `shapely` library, and by providing dedicated methods for spatial operations (union, intersection, etc.). The relationship between `Series`, `DataFrame`, `GeoSeries` and `GeoDataFrame` can be briefly explained as follow:\n", - "\n", - "- A `Series` is a one-dimensional array with axis, holding any data type (integers, strings, floating-point numbers, Python objects, etc.)\n", - "- A `DataFrame` is a two-dimensional labeled data structure with columns of potentially different types1.\n", - "- A `GeoSeries` is a `Series` object designed to store shapely geometry objects.\n", - "- A `GeoDataFrame` is an extened `pandas.DataFrame`, which has a column with geometry objects, and this column is a `GeoSeries`.\n", - "\n", - "In later episodes, we will learn how to work with raster and vector data together and combine them into a single plot.\n", "\n", "## Introduce the Vector Data\n", "\n", - "In this episode, we will use the downloaded vector data in the `data` directory. Please refer to the [setup page](learners/setup.md#troubleshooting-conda-command-not-found) on how to download the data.\n", + "Administration data retrieved from [GADM](https://gadm.org/). Download [link](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip).\n", "\n", - "## Import Vector Datasets" + "OpenStreetMap (OSM) data downloaded from [geofabrik](download.geofabrik.de). Download [link](https://download.geofabrik.de/europe/greece-latest-free.shp.zip)." ] }, { "cell_type": "code", - "execution_count": 7, - "id": "19beffdb", + "execution_count": 112, + "id": "00997f69", "metadata": {}, "outputs": [], "source": [ - "import geopandas as gpd" + "# # Data preparation OSM\n", + "# labels = ['roads', 'buildings', 'landuse', 'transport']\n", + "# bbox=(25, 34, 29, 38)\n", + "# p_roads = './data/osm_all/gis_osm_roads_free_1.shp'\n", + "# p_buildings = './data/osm_all/gis_osm_buildings_a_free_1.shp'\n", + "# p_landuse = './data/osm_all/gis_osm_landuse_a_free_1.shp'\n", + "# p_transport = './data/osm_all/gis_osm_transport_a_free_1.shp'\n", + "\n", + "# for label, path in zip(labels, [p_roads, p_buildings, p_landuse, p_transport]):\n", + "# data_crop = gpd.read_file(path, bbox=(25, 34, 29, 38))\n", + "# data_crop.to_parquet(f'{label}.gpkg')" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "55849db6", + "metadata": {}, + "outputs": [], + "source": [ + "# # # Data preparation GADM\n", + "# greece = gpd.read_file('./data/gadm/gadm41_GRC_3.shp')\n", + "# greece.to_file('greece.gpkg')" ] }, { "cell_type": "markdown", - "id": "bb46415e", + "id": "7db1c012", "metadata": {}, "source": [ - "Administration data retrieved from GADM. Download [link](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip)" + "## Get the administration boundary of Rhodes Island" ] }, { "cell_type": "code", - "execution_count": null, - "id": "78328ad1", + "execution_count": 114, + "id": "19beffdb", "metadata": {}, "outputs": [], "source": [ - "# p_buildings = './greece-latest-free/gis_osm_buildings_a_free_1.shp'\n", - "# p_landuse = './greece-latest-free/gis_osm_landuse_a_free_1.shp'\n", - "p_nature = './greece-latest-free/gis_osm_pofw_a_free_1.shp'" + "import geopandas as gpd" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 115, "id": "bad09c74", "metadata": {}, + "outputs": [], + "source": [ + "gdf_greece = gpd.read_file('./data/gadm/greece.gpkg')" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "a9ba474e", + "metadata": {}, "outputs": [ { "data": { @@ -115,66 +121,312 @@ " \n", " \n", " \n", - " 34\n", - " GRC.1.2.26_1\n", + " 0\n", + " GRC.1.1.1_1\n", " GRC\n", " Greece\n", " GRC.1_1\n", " Aegean\n", " Αιγαίο\n", - " GRC.1.2_1\n", - " South Aegean\n", - " Νότιο Αιγαίο\n", - " Rhodos\n", - " Rhodes\n", - " Ρόδου\n", + " GRC.1.1_1\n", + " North Aegean\n", + " Βόρειο Αιγαίο\n", + " Agios Efstratios\n", + " Aghios Efstratios\n", + " Αγίου Ευστρατίου\n", " Dímos\n", " Municipality\n", " NA\n", - " GR.AI.RH\n", - " MULTIPOLYGON (((27.75792 35.88792, 27.75903 35...\n", + " GR.AI.AE\n", + " MULTIPOLYGON (((25.00375 39.56264, 25.00430 39...\n", + " \n", + " \n", + " 1\n", + " GRC.1.1.2_1\n", + " GRC\n", + " Greece\n", + " GRC.1_1\n", + " Aegean\n", + " Αιγαίο\n", + " GRC.1.1_1\n", + " North Aegean\n", + " Βόρειο Αιγαίο\n", + " Chios\n", + " NA\n", + " Χίου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.AI.XS\n", + " MULTIPOLYGON (((25.90431 38.22025, 25.90431 38...\n", + " \n", + " \n", + " 2\n", + " GRC.1.1.3_1\n", + " GRC\n", + " Greece\n", + " GRC.1_1\n", + " Aegean\n", + " Αιγαίο\n", + " GRC.1.1_1\n", + " North Aegean\n", + " Βόρειο Αιγαίο\n", + " Fournoi Korseon\n", + " Fourni Korseon\n", + " Φούρνων Κορσεών\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.AI.FK\n", + " MULTIPOLYGON (((26.48931 37.51764, 26.48931 37...\n", + " \n", + " \n", + " 3\n", + " GRC.1.1.4_1\n", + " GRC\n", + " Greece\n", + " GRC.1_1\n", + " Aegean\n", + " Αιγαίο\n", + " GRC.1.1_1\n", + " North Aegean\n", + " Βόρειο Αιγαίο\n", + " Ikaria\n", + " Icaria\n", + " Ικαριάς\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.AI.IK\n", + " POLYGON ((26.02431 37.51653, 26.02431 37.51625...\n", + " \n", + " \n", + " 4\n", + " GRC.1.1.5_1\n", + " GRC\n", + " Greece\n", + " GRC.1_1\n", + " Aegean\n", + " Αιγαίο\n", + " GRC.1.1_1\n", + " North Aegean\n", + " Βόρειο Αιγαίο\n", + " Lemnos\n", + " Limnos\n", + " Λήμνου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.AI.LM\n", + " MULTIPOLYGON (((25.23597 39.79292, 25.23597 39...\n", + " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 321\n", + " GRC.8.2.21_1\n", + " GRC\n", + " Greece\n", + " GRC.8_1\n", + " Thessaly and Central Greece\n", + " Θεσσαλία και Στερεά Ελλάδα\n", + " GRC.8.2_1\n", + " Thessaly\n", + " Θεσσαλία\n", + " Tempi\n", + " Tempes\n", + " Τεμπών\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.TC.TE\n", + " POLYGON ((22.48664 39.99766, 22.48566 39.99689...\n", + " \n", + " \n", + " 322\n", + " GRC.8.2.22_1\n", + " GRC\n", + " Greece\n", + " GRC.8_1\n", + " Thessaly and Central Greece\n", + " Θεσσαλία και Στερεά Ελλάδα\n", + " GRC.8.2_1\n", + " Thessaly\n", + " Θεσσαλία\n", + " Trikala\n", + " NA\n", + " Τρικκαίων\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.TC.TR\n", + " POLYGON ((21.93094 39.76662, 21.93168 39.76571...\n", + " \n", + " \n", + " 323\n", + " GRC.8.2.23_1\n", + " GRC\n", + " Greece\n", + " GRC.8_1\n", + " Thessaly and Central Greece\n", + " Θεσσαλία και Στερεά Ελλάδα\n", + " GRC.8.2_1\n", + " Thessaly\n", + " Θεσσαλία\n", + " Tyrnavos\n", + " NA\n", + " Τυρνάβου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.TC.TY\n", + " POLYGON ((22.13472 39.65499, 22.13510 39.65574...\n", + " \n", + " \n", + " 324\n", + " GRC.8.2.24_1\n", + " GRC\n", + " Greece\n", + " GRC.8_1\n", + " Thessaly and Central Greece\n", + " Θεσσαλία και Στερεά Ελλάδα\n", + " GRC.8.2_1\n", + " Thessaly\n", + " Θεσσαλία\n", + " Volos\n", + " NA\n", + " Βόλου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.TC.VO\n", + " POLYGON ((22.81903 39.27344, 22.81884 39.27332...\n", + " \n", + " \n", + " 325\n", + " GRC.8.2.25_1\n", + " GRC\n", + " Greece\n", + " GRC.8_1\n", + " Thessaly and Central Greece\n", + " Θεσσαλία και Στερεά Ελλάδα\n", + " GRC.8.2_1\n", + " Thessaly\n", + " Θεσσαλία\n", + " Zagora-Mouresi\n", + " Zagora-Mouressio\n", + " Ζαγοράς - Μουρεσίου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.TC.ZM\n", + " POLYGON ((23.21375 39.36514, 23.21272 39.36469...\n", " \n", " \n", "\n", + "

326 rows × 17 columns

\n", "" ], "text/plain": [ - " GID_3 GID_0 COUNTRY GID_1 NAME_1 NL_NAME_1 GID_2 \n", - "34 GRC.1.2.26_1 GRC Greece GRC.1_1 Aegean Αιγαίο GRC.1.2_1 \\\n", + " GID_3 GID_0 COUNTRY GID_1 NAME_1 \n", + "0 GRC.1.1.1_1 GRC Greece GRC.1_1 Aegean \\\n", + "1 GRC.1.1.2_1 GRC Greece GRC.1_1 Aegean \n", + "2 GRC.1.1.3_1 GRC Greece GRC.1_1 Aegean \n", + "3 GRC.1.1.4_1 GRC Greece GRC.1_1 Aegean \n", + "4 GRC.1.1.5_1 GRC Greece GRC.1_1 Aegean \n", + ".. ... ... ... ... ... \n", + "321 GRC.8.2.21_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", + "322 GRC.8.2.22_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", + "323 GRC.8.2.23_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", + "324 GRC.8.2.24_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", + "325 GRC.8.2.25_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", "\n", - " NAME_2 NL_NAME_2 NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \n", - "34 South Aegean Νότιο Αιγαίο Rhodos Rhodes Ρόδου Dímos \\\n", + " NL_NAME_1 GID_2 NAME_2 NL_NAME_2 \n", + "0 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \\\n", + "1 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", + "2 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", + "3 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", + "4 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", + ".. ... ... ... ... \n", + "321 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", + "322 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", + "323 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", + "324 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", + "325 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", "\n", - " ENGTYPE_3 CC_3 HASC_3 \n", - "34 Municipality NA GR.AI.RH \\\n", + " NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \n", + "0 Agios Efstratios Aghios Efstratios Αγίου Ευστρατίου Dímos \\\n", + "1 Chios NA Χίου Dímos \n", + "2 Fournoi Korseon Fourni Korseon Φούρνων Κορσεών Dímos \n", + "3 Ikaria Icaria Ικαριάς Dímos \n", + "4 Lemnos Limnos Λήμνου Dímos \n", + ".. ... ... ... ... \n", + "321 Tempi Tempes Τεμπών Dímos \n", + "322 Trikala NA Τρικκαίων Dímos \n", + "323 Tyrnavos NA Τυρνάβου Dímos \n", + "324 Volos NA Βόλου Dímos \n", + "325 Zagora-Mouresi Zagora-Mouressio Ζαγοράς - Μουρεσίου Dímos \n", "\n", - " geometry \n", - "34 MULTIPOLYGON (((27.75792 35.88792, 27.75903 35... " + " ENGTYPE_3 CC_3 HASC_3 \n", + "0 Municipality NA GR.AI.AE \\\n", + "1 Municipality NA GR.AI.XS \n", + "2 Municipality NA GR.AI.FK \n", + "3 Municipality NA GR.AI.IK \n", + "4 Municipality NA GR.AI.LM \n", + ".. ... ... ... \n", + "321 Municipality NA GR.TC.TE \n", + "322 Municipality NA GR.TC.TR \n", + "323 Municipality NA GR.TC.TY \n", + "324 Municipality NA GR.TC.VO \n", + "325 Municipality NA GR.TC.ZM \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((25.00375 39.56264, 25.00430 39... \n", + "1 MULTIPOLYGON (((25.90431 38.22025, 25.90431 38... \n", + "2 MULTIPOLYGON (((26.48931 37.51764, 26.48931 37... \n", + "3 POLYGON ((26.02431 37.51653, 26.02431 37.51625... \n", + "4 MULTIPOLYGON (((25.23597 39.79292, 25.23597 39... \n", + ".. ... \n", + "321 POLYGON ((22.48664 39.99766, 22.48566 39.99689... \n", + "322 POLYGON ((21.93094 39.76662, 21.93168 39.76571... \n", + "323 POLYGON ((22.13472 39.65499, 22.13510 39.65574... \n", + "324 POLYGON ((22.81903 39.27344, 22.81884 39.27332... \n", + "325 POLYGON ((23.21375 39.36514, 23.21272 39.36469... \n", + "\n", + "[326 rows x 17 columns]" ] }, - "execution_count": 33, + "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = gpd.read_file('./greece-latest-free/gadm41_GRC_3.shp')" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "767e30d7", - "metadata": {}, - "outputs": [], - "source": [ - "df_rhodes = data.loc[data['NAME_3']=='Rhodos']" + "gdf_greece" ] }, { "cell_type": "code", - "execution_count": 35, - "id": "ca861c00", + "execution_count": 117, + "id": "d78d3730", "metadata": {}, "outputs": [ { @@ -183,13 +435,13 @@ "" ] }, - "execution_count": 35, + "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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sLiLqcHDYz4VzKthTRm/ZOkPghXRGX2h8MhBJ4I3EicRTSBKZwKtVy1h0amLJ9CDYVOLJ/GVuo0amzm7AbtDS6w7hDsXQa1T0e0IEsuQbU8qxvebJ0vm6VkfmvyEduBfVWtnZ76XPXTyzn0q1VYc/kpixv10Iq14z80ECwUlAGCsIzjn6PeGcwaGxKSL6vnCC9koTq5vt1Fp1bOlxE40nsRunfxBPrgi5QjF29nsJZJVzLVkf3E6Tlo42J5UmbdHAC+AOxZGB6jyrMoXwRxNUF9FfXtvioL9ISbrPE2ZFk535NWY0skRHm5NVTTbMWjXjwRj+SIKGPH3OQyMB5labAWiwG1jb4sCokVlUb+PIaJAtPW4C0QRL6m14wwkGvdG8QTyb/YM+rPpj1/21Nj07ZznkVmPVzzrwQrpaIBCcDkTmKzgtJFMKsUQKg/ZY79UdjLG52033eHoC9q0r6jODOKUST6Z45wOvML/Gws/u6ODQSCBvaXdqFrmjz4teLdPgMNA/kX2pZSmvfOMku/o8rG11sLnLTXuliY2dLgwamfVtzmlTxNksrrOyo9eDVi2j18h5p7GnoiigVhU+l2AsUfR51LJE12iQ4YmS79Qsf1mDlR5X/uCdSKZY2+Jg0Bdhc7cbk1bFtiwv4YW1FvaVsTplM2pzMtxeV5gGh4FQNIE7VN609cFhP1UWXUmrVfm4oN05q8cJBMeLCL6C08JDr3Tym829/Ph962iuMNIzHuLmH7yWs3v73WcP8e6OZj52+VziSYVALEGtVY+qSEB8eENPpl/6xSf38PKhsZLPKZJIYdGpWd/mZM+Aj8X11qK2e6F4ij39XpbUWzKTzO1VpqKrQDkl11iS9koTo4GZs8Um57GLgqksqbewfyiAQatiab2VSDxFjyuUk/0nUgpVFl0m+E7FqFVRZ9PTWmlEr1ahKAobJ86zazyU45I0v9aCPxJn0BNhbauDFw6W/jOG9ODY1PJyvztMpbn4oNP6NifJlEIkkcSoVRNPpPBH49RZDbMOvt999jBvXlZHe5V5Vo8XCGaLCL6CU0IqpfB/G3vY2evh4LCfXf1eUgpced/zvHV5Pa8fHZ8meuEOxXnw+SP8flt/RjP55rWNvOeCFnRqFQeH/Ty3f4SjY0HetLSWKrOOr/x5HwAGjYrfbOolXEJWmc3kaotBI2OYmIiWyL/OsrDWzJHRIHsG0o+ZV22mxxUuGkinBomjY0EubE8HlUA0WVB8o9Kso7dAZioh0WA3EEskM4G92qKjo83J0dEAkiSxsNbC60fHC57XgCdC75SAuLDWkrPqU2PVIZGeXJ7USC4la7cbNXhCcWosOloqTXTlUegyaFQFB8AAltZbM9UEnVomnkyRUtKl8EA0jlYtEythDWsqF82tmHEfWSA4GYjgKzjpjAeifPZ3u/jrnunqQ/GkkiPenw+HUZMJvr/Z3MdvNvdNOyZbhEGSYEmDlR2zFF4ACMdTvHBwFLUs0eQ0AFKOrGO9Xc+R0SAtFSai8SShWJLOsWDBAGLVq6mx6ukazw08Ha1OXjuaDioaWWJdq4NRf5Su8RDLGmxAWk95cqd1KnOrzSikrQqHsqaEJyeW3zi/kl19PvzhRFF7wV53mKX1VkLxJF1jQaa+jezd31TWVNehkQAGjYpwAZN5nVqiwqQlnkgRjicLVhLC8SSNDgOeAmVng1aFVa+myWlk0BOhrcqISpJQq9KBuKPVwVggVnQvuND7LtZaEAhOFsc1cPXVr34VSZK46667Mrc9/vjjXHvttVRWViJJEtu3bz/OUxSc7bzrf1/LG3hLJVDA/LwQ61qdbO5yEz8BQhqJlELnWGhaSbTebiCeVFDJErIsMR6M5Q28Zp2ada0OfJEEh0YC0wJgtppWPKWwqcuNoqR3ZvvcIXb1e1nX6sCZtXu6psVBR5uTudVmusfSmffUMm5bpYmlDVZeODiGKxRje59nRnOH3QM+esaDrGiyA+kqQIPDgFWvZlOW6EZ2Wd0VjNHoMLCkPr+k3opGO13jIYKx5LTBqLnVucNOapWERa9mbauDVc32rPdrp88dRiVL7Bnw4QrF2NLtoc8T5tUj42zqcvPy4XFcwRg6dXkfaaub7cgi+ApOA7MOvps2beKHP/why5cvz7k9GAxy0UUX8bWvfe24T05w9qMoCn0zCEMUo8Guz5H+K+1FZ/1yedGp5ZwBI0grMWnVMgeG/AV3fSFdis5eq8lGJZFXIaLbFWJrjyczfLRvwMeBIT9L6q2sb3OiVUnsHfByeCSQc4GhUUnUWnU02A14wzF29+eWsEu5FkmkQJXlUDTqi7C43lb0R3poJJDxMJ76/hIppaCphFqWaXIYWNPiYEGNmWRKYUGthc1d7hyREF84gUYl02A30Ow8NpE9tVw84o+iVUk5gXsmyv7bEghOELMqOwcCAW6//XZ+9KMf8eUvfznnvve+970AdHV1HffJCc5+vvf3w7PqxU0y6o9i0qoIluHQs7HLhcOooclpLMlMfiYqzWm1KW84npFD3NiZfo1Kk5YBb37fXKdJQyBWuP+7oqk0EwNJgkU1Vrb0uAt60Jq1KubVWNjW68GgVeVVuOocDaJTy3mFPyapterYkeURHEsq9IwX3y+GdPm2wW6g3xNGLUN7lRmLXlP0d2/Rq9GoZHb1e4lNDLtNug71u8Osb3Pij8Q5OhbM9JaNWhUdrU6OjAbw5jG290eTuAIxjFoVoRL+ZjZ0uvjzrkHevKxuxmMFghPJrDLfj370o1x//fVcddVVJ/p8BOcIiqLw0Cud3PfMwVk9XpbSmdOqZkdZgXeScDxZdCq6HPo9YTZ3u7Ho1Viy9lPdoTgD3gjLG61o86wBza22cGg4v8bynCpTJpAXwqhVsbrZTnOFiS09bta02GnNs5dqN2pYUGdl20Tfu5DspSsUY2GtpejPpbnCNK00HowlWd1sxzyDIYQkpS84VjQ5ODgcYEu3u6BJRbMzXbbvGg9mArQ/miAw4R7ljybY0Oli76A/Z6grFEsyHoxSZdFxoMDPttsVYulEv3wmFAU+8n9bee1I4WE0geBkUHbm+8gjj7B161Y2bdp0Qk4gGo0SjR67kvf5yrdaE5x5/H3/CF/8495ZP35JvY29g76i+7LFiCcV+gpMB8+WaDyFUaPKTDN3tDnZ1uNm36Cf5Y32jH7xJPsGfFSYtIznGZayG7VFFasW1FjoHAvkZMZbuj3MrTKxqtlONJ7EFYwx5IsSiydLHhraO+DDZtAUHOCK5Bmc8objHBjy570IqrPp+eBFbdiMGrb1eBjyhnnuwOg0FatsFtdZODwaLLhXXIhKsxZvOI5OrZrRknFvv5c1zXaQJGKJJAeHAyRSSsH3nn1RJRCcCsr6i+vt7eXOO+/k6aefRq8vXZ2nGF/96lf54he/eEKeS3Bm8McdA8cVeCEte3g8BvRzqkwcHS2eWZbKknoLspQe9lnb6mTYH50mpLGl241Klqi36zOlU380gVOdf3e1UKyUJVjb6uTwcIBYnulknUaVEQ0xaFU4TRrmVltKbnPHUwqtFcaCwffoSIAmh2Ha2tGSBtu0SeVGh4HHP/IGqi3pz4JVjXbe/9BGVjTaCgbelU12Do8ESm5FVFt0aNQy1RYdu/o8JQVegEAsyZasC5eFtRZMWjX7h3ysbLSzvc/DknoroViC/3zLkpIzZYHgRFFW8N2yZQsjIyOsWbMmc1symeTFF1/k/vvvJxqNolKV5xZzzz33cPfdd2e+9/l8NDU1lfUcgjOLb/xl/zRJx3JRq9KSibIksW/Qi7/MiedAJMGq5sLZVzFMWhXVVj3d40EsejWuYDyz6jQ5WJQveCVTCtUWPU0OI+F4kmA0Qb1Nz/ZeDxqVClmGsUD+oDfJutbi6ljZhGNJwrEkewd8LGmwsrzBxqERP06Tln5Pbh9altKGEo0OI8lU4cAXiCVZUKefFnzHAlFk6djQ1oXtFTxw++ocB6D/29jDgDdSsAe+pN46zZe3EOtaHUgShGMpDgz5MgIjiVm0ICDXmnD3gAerQc2eCRnQb/z1AJctqEKSxNSz4NRRVvC98sor2bVrV85td9xxBwsXLuTTn/502YEXQKfTodOVJyEoOHNIphQe29rHknorC2utHBj2kSyk7l8G44E4hyd6ompZosVppLuMydQBb4QGR3merGua7SikP6i94XhaEcoXxZtlqbd/yM+cKhOmiazTFcyd8p0aXI6MBllUZ0ECDgwHWN1sxx9JpHvSWd66k2zqchUsVUO6DzyVQDTBholdYbUsEYgmabCnNY+bnUbuumo+NoOGjra0lOKIP8Ll33y+YC/dnee1j44GWVxn5cCwH6NWxVtX1E+z3vvPtyzm5rVNfP/5w6RSCgeG/fS5wsyrMXPHG1rp96StBEtRoxrwhOn3RJhbbc5bATgeEqn0BLXTpOXaJTW894JWEXgFp5yygq/FYmHp0qU5t5lMJioqKjK3u1wuenp6GBgYAODAgQMA1NbWUltbeyLOWXAKGPFF+MOOAa5eXINFr0GW0g4wU3ci73xkG0/uHMx8bzOoy/6wnFdjRqeWkZHYPZBWvhryhjM2f4mUgtOsLSv4AmV/oHa7QpnMtNik7GSvtqPNyaYuV0EnoUn2ZfnmZvdw1bLEuhY7m7rcGZclh1GLNzw9+Jm0KubXWgqKWUwyKSPZ7w7xtRuX89bl9dN+Z9UWPe9a28RPX+3K+xxHx4LT1K2W1Fv5x0vbuXxBFVq1Cq1q+qymLEssrrfy/dtWZ27b2OnKBH2AxfVWPvzzzUXfA4DVoKHfE8lcgJ1oWiqMaFUyX75h2QkbzBMIyuGETxn84Q9/4I477sh8/+53vxuAL3zhC9x7770n+uUEJ5hUSuGRTb189al9+CMJvvynfZn77rxyHv929XwAhn0Rnto1yAsHRnMe7w0naK80IksyapXE/iE/GpXEyiY7kiSRUtJ7nzt6PZkSplYlZ3ZSF9dZMOvU7B/y50zdJpIKVWYdoyWWs1c32/OuohTDbtTOWBbOZmOniwW1Fg6Uqao0SWJCVGNlkx1ZSg87+cIJ8m321Nn17O73FlWpmmRdi4PPvGkhVyysLigg8ek3LaRzLMgLB0fz3h/KWpG6aU0jX79x+ayCVHbgBbh6cQ2bPncVO/s8bO1x8+tNfXlbFGbdyRuAml9j5vNvWUy/O1yw9y4QnGwkRTkBNcITiM/nw2az4fV6sVrzq+YIjg9vKM4vN3QzFojy79cswKhTk0im2Njl4jvPHMrICE5FkuCB21aj16j45KM78pZGK81aKs06Dgz7kUirMQ16I9MUmNa3OdnZ62Zpox1Fgd0D3sxKyYIac941kgqTFrNOTbcrxLpWBz3joYJGAVq1zPIGW870cTG0KgmzvvAUcCFWN5e2q1uMRocBnVriyGj+zL7Y5PBUljZYeeD21TQ5jDNm/uFYkku+8XdUclowJFs7WiWlM9m3r2zgq+9chiZPpnsiiMSTPLtvhM88vjNHE7ujzVnU1GK2mLQq/nLXpTQ5hZ6z4MQxm7glgu85yvZeD4dHAkQTSWKJFLFECl8kvTLy6pHxTFn16sU1eEIxjowGyw48k6xrcZACYokUR0YDJYkbAFSatESTKZqdRmRJyuyEdrQ52NiZP9hoVBKrmh1s7HRh1KpodBiwGzV0j6UDsdOkYU6VGZ06bXtXyo7wulYH23o8RYX9C7GmxYErGMNp0hKKJXJKzOWgU0tEE9Nfv9wgZNWruf/WVVwyv7QBok1dLpY32kil4Ct/3seIP8KKJjtP7hjkykXV3H31/FPSD/VF4vxuaz/NTiOL660cGvaztcfDhs5xNna6MlKeFSYtCtMNKkrlgxe18Z9vXXxiT15w3iOCrwCAA0N+3nb/y0WVjCYpJ6uaypwqExUmLXv6vZgNGoZ95X8g5gsuq5rsGcGIUljaYGXvgI951RacZi2bu1wsqrWWZNAuAboSPXVnYm2LnSFflFqbHn84XlAEYirNTiM1Vt2030O2mUGpfO/WVVw0tzJHC7pUvKE4NqMGSLcfkopy0jLeclAUBW84jlGrRjuh3RyKJdjclRY+aas0sbPPy3efPTRjpeO6pbU8+J41RY8RCMplNnFLbJafo5QSeKH8oaRJFtdZ8YXjGc/XOsfsgu/GThermu2Z3VWVLBGOJzLDVsWot+sZ9kWJJVIsbbBxaCSARi1hM2jodYcyQ0wLay2Y9WpMWhWuYAy1LOcY00sT/1tuoJtKPKnQ5w7T5w5TYy0+wV9r05NIpmivNLGxy03vxDDZnCoTVr2GUCxZ9vm0V5oIx5NEE7Nbx5Hl7P+WkPMJT58GJEnCbsy9mDBq1Vw6vyrz/aXzq7hobiX3PXOAH73UOW2PeGmDlU9es4A3Zj1GIDidiOB7DlJOsuILxzFo5LJ9b73hOP3HYZiQjSbrUz+ZUtg/FKC1wphj4J4Po1bNmmZD2jFo2I/dqMkxE1jdbCelQCAaZ3OXm7UtDnb15xdoMGlVqOX0Gsps0WuOrQEN+6KsaLTR7wlPG+Ja1+pgc5cbnVrOXLwopN17dvaVNlSVjcOo4a6r5nPLuqaccyiFXX1eNna5+IeL27DoNWU99kxDJUu8/8JWtvd4eCVLLlKW4Ns3r2RejeU0np1AkIsIvucgz+4bKfnYIV9kVsYH/Z4wyxttGeOCeCLJulYHikLJQ06Q9qOdmqmZ8uyy5mNyDaXRYSAcTxH25mbeUwehik3rBmPJskrwU80eZGm6mdKOPi+aCZs8p0lLjVWHoqSz8bWtDjrHgrSadbxjVQNvXlbHoRE/33r6YEb8YSZkKT2JfOdV82mwl7fTDHDfMwf5/nOHSaYU/rxrEK1K5s6r5nFBe0XZz3WmUG3Vc+/bl3Dtt1/MTNNfMq9KBF7BGYcIvucY8WSqrPJvpVlHIpEiUKZy0LpWB1uzgmy3K0y3K8ya5uKesdnIEkTjyWm7nPNqLCUrIQHUWvX0u8NFJRbrbHqOzCA3mSpx4KqjzYmiKDmBekWjjc15ysTxpEI8mcAfSeRYD65osvOZ6xZyw8oG1BOliiankUvnVfHDl47yxLYBDgwXHt6qsui4/9ZVrJ9FoIwnU9z+ow05Ze0tE7/L4J8TfPuWlbRVmM5an9sqsw6TVo0/msCiU3PzWqGYJzjzEANX5yCdY0Eu/+/nZzyutcLIsD9KjUU3Y4k3m2qLjlgyhSc03cN1ab2VXncYbx5/12x0aolFtTYCscS04DtV4KEYc6pMxJIpdGrVjIIMa1scbOlx5xXFWN5oY8gbyWvXl/34ZEpBo5bZ3OVCJUtoZIlQPEWjw8BYIFrS4JZJq+KZu99IfZFsVVEUXjk8zp93D7Lh6HhG2KO1wshNaxq5ZV0zVZbZKcM9uXOAf314W8H7F9Za+OZNK1jWeHbqHQ/7IvS5Q/giCVY3O7AZzu5yuuDMRwxcCQBoqzTx4/et5aMPby06eFVt1dM1HsJh0pYcfNe2ODg8GsgbeAF2D/hKWt1JKRBJJFEUhTqbnhF/lGRKYX2bkz0FppQtunQ2A2kxDocpPdmcb0UnH5F4EocxvRI0GSSbnAYa7QY2d7koFDc1KolVTXZ29fsyClNOk5ZwLIlZr6bOrkaSpJInpt9zYUvRwAvpIaOL51Vy8bxKFEVhd78PSYIFtZbjmkAORBN89vFdRY9Z1+qkpeLs3YOtseqpsZ4Y4xeB4GRx+vcIBCeFqxbX8MW3LSl4v1GrYstE2VGemHhe1+rIu6Ki16T/TNa2ONjc7S4YeCfRqGRaKoysbXVkrO4k0itEa1scLKy1YNFr2D/k58hokEFvhBqrjjUtDkKxBIsbbFinWLy1VRpZUJvu21VbdIwHYoSiyYKBt9KsZW5V2vt2QY2Z9W1OjFo1VWYtc6vMXLagikW1ZqLxFO5QHIdJx6ome97nml9jYWOXO0fa0RWMEY4nGfFHcRi1ZckgvnNVY8nHQjoQL2u0sbTBdtyrP8/uG8aXJWaRj1+83p0pQwsEgpODyHzPYW5e28TDG3syQ1HZNDmMmZ7ilm43GpXEpi43SxushKIJIhMZs1GrwmHU0mDXlzyMNOgN0zkWgtEgahka7AZUslR0d3fAE8lY8UHu/nGNVUciqbC5241ZqyIQiROKpzDq1HS0OYnGk+yYeI91Nj02g4axQBRvJMH6NidJRWFDpysjZLG+zcmRkQDxZIrRQBRFSe+0qlT5e5zdY8Giw1ilWNxlE0+mUBTltIj5P7a1f8Zj1rU6uLDdOeNxAoFg9ojgew4jyxI3r22aFnz1GpmkklsinVxv2d3v45K5Fezs9+ENxycGlYIlrxW1VhjTgXcCg0bFaCBa9kT1sDdCR5uDQ8MBFIWMxV32YFjnWJDOsSCydEzmsdlpzLHky1ZCmsyS3aEYOrVMe5WJ+TUWhrwRFNLZbJPTQL3NwOGRAK5gDGXiNScvTPrc4WmZf6mKXpO85Xsvs7DWwmP/8gZMJ1HDOB/d+YSjp+AJxQnHk+i14uNBIDhZiLLzOU72AJHNoGFZg5V4IsXhkcIfwsP+KC1OI2ta7JlBn1IJx5I5Kz1zaywlB16zVkW9XU9Hq5Mk4A8nqDBriw5BQbp/vLXHw/IGG8kZJpbXtzm5clENj3/kDdy+voUGuwGnWcuhkQBHR4P0usJs6HThDsWwGzV0tB7LAHf3+5hfPfuVlbWtDta3Oeloc6JVy/z30wdKnrA+UdzW0Uyz08i8anPBYw6NBPCEi5emBQLB8SEubc9x1HJaTanaoqNrPFhQZCIbWZLoc4cIxsr7ANaoJJomJqgnKdUJp63SxHgwmlt+dhgyJuql0DUeoNZWfJBp0Bvh6sU1WA1arllSS5PTyI0PvjpNaCSlgD+SYGpleO+Al3nVZvzRBLVWPVqVTFJR8vZIs3eBnSYNgxMetZPs7PNyYbuTyxbUZGQTTzYfvqSdf3rjHAB+9moXX/jDnpz726tM/OMl7ZlevUAgODmI4HsOoygKf941xJA3wpA3MvMDJlDJaYefpALRxPThqknBCKteQ1JRUBToc4cY9kXZPKUvOjWkLK6z5vRIJz/jDRoZg0aFLyvjsurVzNyhPIYvkmRhXXFN41giRUXWUNlLh0ZZ0+LgpUNjmfNpqTAx6AkjyxK7+jw5jw/EkhyaGK6a/Jm2VZpYXGfBG04wHoySUtI/+waHgYPDAepseoZ9EVzK9J/lo5v7Wd9egVZdvhbzbMje3X3L8jpeOTzG03uHeefqBt5/YSvLG23CWF4gOAWIPd9znNt/9DoHhwMl++BOZV2rg35PmAFPBJtBTY1Vz8ESDQMgPeW8rMHGzn4vRo2MWa+hrdJEvztMvSO94mM1aEimlBxLOYB51WZkSSoqNjGVfDvCF7Q7qbLoqTRr+eybF+VMDO8Z8HLfMwfpHg8y5I0wr8bCth4PFp0ag1ZFvd2AWiWhkiQGPOFM73kq2WtQa1rsxJNK3kG3fBi1Kl79zBWYdGrUsnRKg18oluCVw+O8cX7VKcu+BYJzDeFqJMjQPR7kS0/uY2PXOAtqLLN2LoK0otPmLhfVFj1DvtIzaIBlDdZMqXtyYthm0JBSpgfbQiytt7K7gOTi8kYbB4fSus7DvigKMLfKhDeSYNQfRaeW2fL5q4uasw97w3zske30uUIMZFUIOlqdIJFxXZqatZu0KmKJFNVWPYPeMNnt2+UTFxylolFJWPUaLp5XybdvXnnK1KVSKeWsVbISCM4UZhO3xKXuOUggmuAzj+3iuQMjzKkyH1fghXQJdWWjfVbZ894BH8snlJKOjAQxalV4w/GSAy9AJJEiOz50tDpZUm9hdXPaiCCSSDHki7KmNS1tGY6n+OBFrRi1KloqjCSShQe+ApEE3/jrATZ3uXICL8DmblfGYxjSK0XOCcu9jjYnkpTucatkialzU0pRscvppJ9DYcNRF0/vHTplg1gi8AoEpwfR8z0H+cD/t5HN3e7M+s3xsnvAR6VJO+MkcT6SCnSOBVjb4iCeTDEWiBGKleeGdHgkkLNnO+KP5FXk2tXnpcFu4NL5VfzLZXNZ0WSn1xXKuPWMBaI8vKGHlRNiGpu7XLx6ZJwDQ/5pwRPSQ1fhrDWiGquOWJbQRiCaIDCa/yJCqy7dXUiS4OVPX0GleXZykWc74ViSp/cOcWg4wHgwykVzK1nZZKfRcfaqbAkEMyGC71lOMqUgS8d8eRVFyeyd9nvCqCSoMOsKrussb7BxaMSPXqMiGk9mJCdVEqxqcdAzHqLSrGXvYOl916lYdGpCsQQj/ug0e71S2d7roc6mx6xTZwaephJNpDDr1KhkiCWSvGFOJcw5dv+BIT/3PXMw5zFtlaZMrzYfsgSrWxwcHQky7ItSa9XTUWslMEPmfqiMPnW1RXdeBt5USuHoWID3/mQjg1lVh19t7EWrlllSb+WbN61gbpG1KIHgbEUE37OcOx/ZxuGRAGqVxPJGO00OY6YvOeyL0l5pot8Tps6mp8lhzDjZVJq1tFea2dLjZkWjjRF/FHcoTtd4iNXNdqKJFJu73KxpTpsRlMvSemtG29kbjmeC9/o2J7v6vWULU8STCmadGm0BFSqA333kDbRXmhnxR/Jmnhe2V/D8Jy/jY7/axq5+L06jhkCRwAuwrNHGoWE/3okp7CFfpKS+t82oYW61uaTKw1ggxnggSsV5FoBHA1He8+ONeX+esUSKbT0e3vnAK/zp45fQ5BRZsODcQvR8z2LGA1Ge3jvM/iE/u/t9PLyhh6//ZX/OMUfHgkQTKSTSilAANROZ1sYuF8mUwtYeD31ZU7xbezwZT1mVClY121lUN7O4RKVZS7PTwIIaM3sGfewf8rN/yJ+T1WzodLG0wYbNoCnblUenkelxFS5Z/2pjDzajpqB3qyxLtFaaeMvyOgBcoTitEwYCzQU+3JUUmcBbDr2uMFt7PMypMrG8obg7UDKl8KOXOvP2eZ/ZM0Svq3THqbOJGquen/9DR+Z3kA9fJIFOTGELzkHEX/VZyh92DPDW771csnpUo8OILxJjRaMNjVou2bIPJLb1eAhGkzlDT9UWHe2VJta3OVlSb6WjzUkknsJm0OIJx/Pa9k2yvceNNxzHFYjS0VaahrBRq8ITjBctEZdqBnDTmkbWTQxn9YyHMGlV1Nn02I0ajFoVS+qPTSsOeMPMr5l92fPIaBDPDPaKAP/7whF2D0yfjh4PxvjN5t5Zv/6ZzvwaC7/80HretqI+ryDLghoLxlMswSkQnApE8D1L6RwNTpvOLYZeI2PSqRkPxjJZ7tQK7qI6S0Z2UJagwa7PuPX0uEIsrLXmZClHx4Js6HSxZ8DHxk4XgWiCXf1ehn3Fp6JjEzrS6f+beYhrSb2VRDJF34S+dLVFR6PDQIPdgCbrTXSPhxgpoSRcYdbxuesXI0lpKc0l9Tb63WEaHQaWTclS2ypNmYGt2TLsi2DWzjyA9c+/2MKR0dx+9tpWJ09sH8AdnF2v/Gyg0WHku7eu4mvvXIZVr6bKouOjl8/hyY9dzJ/vvKTomphAcLYi/qrPUrJXWVSyVHAS2W7UUGHS8trRceJJBVfwWBa2dCLQ7OjzZqaJJzPRlU12dg/4cjLrvYM+NCoJlZTWjJ60GDwess8nH4vrLKQUhQaHkSqzlm29HtoqTWzodKGW02pUk/rTiZTCrzb28vEr584oVGHQqLito5lEUuE3W3qxGTTUOwwZU4aONieJZIpNXempcUhPJc+rNuMJxWfUm85Gr1HRXmWizxUuuq414I1w5bde4PIFVVyxsJoaq55eV4hBb5i7f7Odn7x/3Tm9GvSutU28Y1UDsiSd0+9TIAAhsnHW8t1nD3HfMwfRqCTmVJkLlpFXNdvZNmXoR5bSazRrWxyM+KPUWHWZNR6nSYPDqKVrPFQwoF86v5JIPMWRkQDjx5mRGTUyLZUm3KH4NAnMtkoTI75IRh85fX5aGu2GHAGLtS0Ojo4FMoH8zctqeeD2NSWfw4gvwn8+sYcNneNoVDIj/igqCawGDe5QHFmCepsBVzBKaEL/2WnUMq/GnOOgVAyTVoWiKDQ5TRwY9qOWpcxA2qI6K5+4ej4tFUae3T+CSavit1v62NHnpcqiyzgzvXF+FSub7LRXmVhUZ2VetVlIQQoEZwBC4eo8Ye+Aj//35B7GAmnnnc1dbiSJvH3WSXUotQyL62wM+iJY9GoqTTqOjgVmtfozp8pE93iQMl0CgWOBP5tGhwEFMiYKK5ts6NQqXKEYh0qUsmyvNOEwaVEUhY9dOY/LF1SXdV6xRJJ/+sVWnj8wUrI8Rr09bayQb+d4KpOVhWUNNnzhGHdfs4AGu4Fn949w11Xz0E1MZw96wxwZCXLR3ArueXwXj27pw6TL1byeZEm9lT/+68UiSxQITjOziVui7HyWoSgK33/+MK8fzc241rQ4ppkaABi1airNWnyRRCZbHPVHOVqmVWA2nWNBLHp1WVPAdqOGedVmIvEUGpWERiUTT6ZQq2RkiUwGOafKxPbe0mUZJzk6FoSxILesbSo78EJaFOMfL21nPBgtSZO5xqJDLZcWeCXI/Lx39Xv5zi0rePvKBiDd082mezzEU7sHqbLo+NSbFpBIKfxl92De5+1xhfjjzgGMWjVXLaoWWbBAcBYhMt+zjP98Yjc/f6172u0S6RJzvr3SbHWoE0UxveVsLDoVi+ttbO/1EC2SKi+pt2DRawhGEyXZHuZDJUu89KnLqbcXtxUshqIo7Bv086uNPTy2ta/gPrJZp0KnVpVUdl/eaGPAE85UGV7+9OVF1ZsURcEbiqNVyxh1an7+Whc/fbWL8UAMb4HJ6ftvW8VblteX8A4FAsGJRpSdz3FePTLG+/+/jcST+X9lRo2Mw6Sj35O7C3uiZCYn0agk9GoZf3RmoYzljbaS3X1aK4z0e8IF399MvH1lPf/z7lWzemw+9gx4+eSjO+keD+YNwgtqLRwY8rOu1cHCWiu/39ZfcBWqxWmke2Jf9/cfvSgjcVkOkXgSXzhOOJ5kR5+Xu3+9PdM3rjTreOUzl2fK1wKB4NQhjBXOcV45PFY0MIXiKert+mkG8OWqSc1EPKmwsK60PzC9pvRgUG3VlxR46+36vLdftqCq5NcqhSX1Np668xKe++RlfOANrSyoseT8bCOxBDetaeD/PnQBX7phKa999kq+edNyblvfPO13YDUc6/B8528HicTL/53oNSqqrXpaKky8bUU977mgJXPfWCDK3/aOlP2cAoHg9CAy37OIAU+YN3zt7zMet6DGkuOB29HmzNjizYROLaOSJZbUW0mmFOJJhWFfZNpqTXulCY1KntFrVyKtjTyTAIZahjqboaBfrlGrwqRT0+Qw0OMKkUgpNDkMaNWqzHPv+M9rsBmPbyd3JkZ8EX65oYeHXu7ErFfz1J2XYDdqpx339J4hntk7zHMHRjFpZfo8kZzp8X+5bA4fvrgdg1bGoJ3d6EUwmuADD23MtBRqrDruv20161pLEy4RCAQnBlF2PscZ8UXo+MqzMx63oMbCoDeMb0L8v8aiY3iGvdRVTXZcoRgalUT3eCgnA3UaNbRXmfPu9C6qs7BvBtMFm0ENSAX7lUvqrXjC8cy0cz6KXUAsrbeSUhR+9eELT3rwneTPuwYZ80d53xtaix4XiSdJpRRSwM4+Dx97eFumT/zBi1ox69Tcfc2CWZ9HOJZkzZefyVQ3tCqZ/755BW9bIfq/AsGpQpSdz2HCsSTfevrgzAcCB4b9tFWaMt87zdMzs2zUskQsmaJ7PMThkeC00q8rFOfoWJDqKVrMeo2MsYSsbUGttWDgXVBjoc8dIhxNsKzBWrCkHIgUFuPYPeBjcb0tp7R7srmwvQKnqfjPFdKlYqNOjVmn5g1zKvn8WxZjn7hA+P22fjranOzJIytZKhqVlPN7iSVTfPLRHXz1qX2nzBNYIBCUjwi+ZwkffXgrvy5D43dSJ7fWqqfKrEOdtQtq1aszYvXLG20YdaqMkUIhXMEYLVnSkuvbnJi0avQamZnWTMeLqDollRRtlWZcoTi7+n1Ys6QcG+0GOlqdmLWqohKDlWYd/+/tS07pqo3dqOHHL3dSbuHohlUNPPSBdWhVMq5QnPf8ZCM3fP8VPv/73Ty3fyTHP7gU1CqZ5z55GXdfPT/TZ44lUvzghaP8dmtfWc8lEAhOHSL4niVY9eVldYmJ7LXaouPFQ2OsaXGwoNZCrU2PRa9hab2Vda0OdvZ58wo45GNzl5u1LQ7WtTrY0OliPBjjlcPjrGpy5D1eJaXLxUeK7BRH4imOTugZG7QqRiZ0oWutOrzhOBu7XBh16mkT3Nm8cX5VSRn4iaTHFWJ7r6fkXno2q5odvDWrLBxPKvzi9W7u+OkmrvzW8/zoxaNlBXVJkvj4lfN4z/qWnNv/uGOg7HMTCASnBhF8zxJKnS4G6GhzsHPCr7ZzPB34NnS6ODDkZ9gbod8TZkuPp+zdXwXY3O2e9jh1AY/dpJIeuCqETi1h0qozvelwLMmc6nS5vLnimMm9XqOi1pa/HA0QSZzYae5SkCWJta0OPvHoDj70s80cKNklKs2/XT2PN8ypmHb7gDfCf/15H5/7/W66xsoTQrl8YXra26JTc93S2pxpaIFAcGYhFK7OEp7eM1TysZNiFq7Q9D7pyegCpiayNINWRSql0GA34DBpUUnH7svHyibHNG1kfyRBnU3Htp5jAb7HFaLGWtj796WDo8STKTSqU3ctua3HnVEU63OH2TPg5el/u7RkB6RGh5Efvm8tF3/973jy/J4e3tDDY1v6+OWH1pc8vXzx3Cq+edNyrlxUU1I/WiAQnD5E5nuGc3Q0wF92D+aY3c/Ejl5vjiftyWbSDWl5o5X2ShPRRIot3W42dk3PkifpaHPmNSU4PBJg2BctS2jDF0nw0qHRWZ//bJg6+T3ojfDjlzrLeg6zTs31y+oK3q9Vy2WJcWjVMu9a2yQCr0BwFnBcwferX/0qkiRx1113ZW5TFIV7772X+vp6DAYDl112GXv27Dne8zyn2dXn5YWDo2zpdvPYlj6SyRQjvgi/eK2La7/zIv/8y61lWdgBmCYGlNSnSHR/Y6cLJZUe9CrWn4W0DnWhXmkipUwzXnCatOybYSDsVC/M/cPFbdNEPX67pQ9fkansbIITJfVL5xcWBglEEzy6WQxNCQTnIrMuO2/atIkf/vCHLF++POf2b3zjG9x333389Kc/Zf78+Xz5y1/m6quv5sCBA1gsluM+4XONfFrND75whO7x6Ss/5bCly8W6VgdHR4NUmLUcLNEd6LiQJBKp4lZH61odZZ+LKxhjbauD/YM+AgUkLV88OMqVi2rKet7joaXCxKfftJDnDxzLuPs9Yf7ryX187cZlRSevFUXBH0lg0qlZ1WSnvdKUNoaYdlzaiEEgEJx7zCrzDQQC3H777fzoRz/C4Tg26aooCt/5znf43Oc+xzvf+U6WLl3Kz372M0KhEA8//PAJO+lziaf3DE+77fBIAKNWzepmO8sbbUUfL0tpEQ2J9HRxjUWHRiWRVNLl4PFgDPkUrOA4TVrGA1H2DwWYX2POe8yaFgd97nDBnd9ibO5yo5LTZdgVTdN/Jj97rZsRfyTPI08ei+qs3LSmMee2X2/u5RO/2YG7iOGCJEmZAbJqq56b1zWh1+T/p7h/yMez+6b/jZyJDHrDREscfut1hfj9tv6TfEYCwZnLrILvRz/6Ua6//nquuuqqnNs7OzsZGhrimmuuydym0+l44xvfyKuvvpr3uaLRKD6fL+frfOH5AyMM+fIHDG84ztYeDzv7vCysTVcM7EYN7ZUmaq06nEYtyxtt1NkNuEIx9FoVsiwx7I9i1KpZ23Lsokh/gsT262161jTnXyuaW2XOrBTlk1sE6B4PMuidfYD0huNs7/Wwo9fLqmZ7jpAIwO+2nvoP889ctxDLlDWwx7f1c/HX/85/PlHaxPI7VzXw5Mcu4b15ppO39XhmLOOfKQz7IvgnJtdTKYVe13S7xWf2DnPfMwf5wEMbaXDM3n1KIDjbKbvs/Mgjj7B161Y2bdo07b6hofREbk1NbvmvpqaG7u7pNniQ7ht/8YtfLPc0zloOjwRwh2JoVHJea8B8TGauC2osbOh0oZIlLHp1jltQPHks40gHbjfr25zEk6mCAb5crAYNW3vcLKy1sD9rtWZxnZVgLJ3NLm+wZfZ2J0nrO9vZ0u05IecBgKJQadLQOXbspq8+tZ9ed4j/fMsStOpTM0voMGrRqWWmLhoFY0l+/lo3v3i9m0vmVfHOVQ0sbbDRXmlCntKHr7bqqbbCJ69dwIJaC//x+92Z++66ah63djSfgndSPsmUwrP7hnnx0CjuYJxn9w+zvq2CSDzJrn4vRq2Ku69ewK0dTUiShCsY45t/3Z9pO+zo9QgdasF5S1nBt7e3lzvvvJOnn34avb7w3uXUfpeiKAV7YPfccw9333135nufz0dTU1M5p3VW0eMK8sGfbi7rMfFkihqLLpNJJFNK3vWUbFJKere3o83BgOfEBN9wLIkCdI4F6GhzMuKL4DBpiSVS7BlIhx+dRiYQTWDRq5FIDw1VW/QnNPAurDWzrdc7LQvXq2UODPm54YGXub2jhVvWNaE+yetHv9/WTzKlUGPVccvaJvzRBE/uHGR0YkBOUdL96BcPpnvD37hxOTevy//3bTNouH5ZHT9+6Shd4yGqLDqaHMZTukJVDipZYnO3m1++3pO57YWDx3rgoViSP+0a4Lb1zXSPB3lm73Am8N7a0cw7VjWc8nMWCM4Uygq+W7ZsYWRkhDVr1mRuSyaTvPjii9x///0cOHAASGfAdXXHVihGRkamZcOT6HQ6dLrCO5znGlcsrOHWjmZ+tbFn5oMh0z+VJImBWZRsN3e56Wh1sLFMQY18mHQqDBqZcDzF7j4PoXiKrvHc0uKmLjeyBGpJYn6thUAsWbYARTG0KonxYPrCY2e/h3WtDmRJIqUouIIxNnWlM/OfvtrFzj4PX79pxQl77Xxcu7SWG6f0fT917UJ++OJR/r9XOqf1tx/Z1FMw+AI4TFq+8o5lfPyRbVw2v4oaa+GL3DOBmaYJXjk8zq839fDz17rZN5huKV2/rI7/9/YlZ+xFhUBwKigr+F555ZXs2rUr57Y77riDhQsX8ulPf5r29nZqa2t55plnWLUqbWoei8V44YUX+PrXv37izvosZ2qPsBhWvSavm1CppBROWM/QrNMQT6anmUPxwlPNKQUCsSRbejxUW3Q4jBrcM2TqhdCqJIw6NZFYkmWNNvYP+TJZZTyp5N0j3j/kp9aqZ9AXLVp1ORHk05w2aFXcedU8br+gmRcOjHL/c4fpd4eJJVPs7PNyz+M7GfZF+eo7l+UNrhe0V/Dyp68oywv5dHH98jr+umdo2kVYNp9+LPcz49+unicCr+C8p6zga7FYWLp0ac5tJpOJioqKzO133XUXX/nKV5g3bx7z5s3jK1/5Ckajkdtuu+3EnfUJJJZIoVFJp1SU/+0r6/nrniG6i3xgAbRVmkgpClq1TCxRfIWnGAOeCAatqmzRfkhPUE9uPKUUhXJPYzwQpcqqB2YXfOdWmxkLxIhKqYyYRzE9Zb1GZkGNhW5XiEPDfpIppaD85cmm0qzjxjWN3LimkUg8yaA3gkmn4u/7RmipMOEoMJgmyxJ6+cwPvADLG+1UmnV5g++/X7sASYJv/OVA5rb7bl4hAq9AwElQuPrUpz7FXXfdxUc+8hHWrl1Lf38/Tz/99Bm74/v77f38cefgKX3NJfU2vnHj8hmHgjrHgmzt8bCqDJWjfCiQmZiepNaqZ02LA0sBt6A5VSbmVJlQq2RWNNpodBjQqmXWtzlpKGD7l4+kAlXm2bcVwvEUI/4o4Xj6wsEfiaMtEExrrDrMOjU7+rx4QnEGvRH+mmeV63Sg16hoqzRRbdHz7o5mLpxTccqGwk4mnWNBtvV6cm7TqmTeva6J96xv4W3L66mYUNyqteppdhppqTDleSaB4PziuLWdn3/++ZzvJUni3nvv5d577z3epz4hKIrCgy8cwWbQcN3SumnSe+9a03jK1ZEA1rdXsKbZwWtHx2c8dtKhSJJmr+TkCcW5oN2JOxhHkhQODgcY8kXQTwRUVyjGoSzxiwqTNtMn3jExVT0pcVlh0rKuNT3stLvfS63NQJVFl5OR1lh0jPijKIBRW34Wp1fL1NkN0+wIu8ZCRfWi51SZaa9Kay/Hkwr/8+xBqq06MVV7kjgw6Jv2+5BleN+FLcRTKf6wc4DxiZ3nWpuepQ3F99YFgvOFc95YQZIk/rRzkGuX1ObVvJUkiVNYcc7hSzcs5W33v0xohnJwvzdEtUVHk9Mwq6nhjlYn+4Z8dObZOW2qMNLvCTPkTQfipKLgMGqLqmuNB2OZD9Rqi45+T5jOsSCNDgN1Nj2j/ihd4yFkKb2GlEwprG1xIMsSrmCUwyPFd18loM5uIJpIZhyPJgnHk7RWGPOWOYd9UYZ9UVoqjKxotLO5283B4QDv+t/X+NINS/Pu0QqOD4tBzcomO/OrLWjUEpVmHQeG/MSTCmpZYmfvsXW4SrNWlJwFggkkpVw38JOMz+fDZrPh9XqxWk+MOcCJGLrxhuP0ukIsrrNO29M8Hm568NWiA1VzqkwcGQ2yoMaCWa9mS5nDVypZYnGdhV39+cVLOlqdbOxKZ6ztVSZG/VF0apmxQGGFptnS0eZEURTcwRiHC3j8Vpi0mPXqgv1wm0FDtUXHoZHiEpV6jcySehu7+jzEJi4kvn/baq5fXtjIQFA+3nAcg0aFRiURTaT45KM7eHLnIB+6uI3/eMtiPKEYj2zq5WtP7Uejkvjerat509La033aAsEJZTZx67y4DC0n8I4Fooz6oySSKbrGgoz4Ioz4Inzwp5t4y/de5g87BjITv+WyvdfDnY9s4297h1EUBU8oVnRKFI6pRR0Y9rNv0Ee1pbz+6fJGW8HAu6LRxuHRY2tAR0eD+COJkxJ4VzbZ2djpYlOXu2DghfQkeKHAa9Co0KnlGQMvpAfpFEXJBF6Ajz68lbt/s51ANFHkkYJysBk0aNUykiSRSCnMq7awvs1J51iQQ8N+7EYtF82pzBwfm+W/HYHgXOO8yHynoigKu/t9LJvQTZ7MjDvHgtzw/VeIJpLoNSo8oTg6tYwkQSRrtabCpOW29c189PK5Za2DjAWiXP7fz+OPJLh9fTO+cJxhX5RN3a5ML3d9mxN/JJ1l+6NJqid6p5MYtSrmVJkZ9UcY8s3sdJSd2U5lVZN92rDMyaDWpscViOYEwkKsbXEUrQQYNCoW1VnY2uMp+jwrm+xsL/DefvS+tVy9+NSZMJyvpFJKpkrU6wrxx50DvPeClpI9jwWCs4XZxK1zvuebD0WBo2MB2qpMmHVqRvwRKkw6vvbUvowowmSwjebZrRkPxvjTzkE+evncsl63zx3O9Hf/b8MxkY01zXbUKhlZgteOpgPlwloL0URqWp82FEui18gM+6Ksb3Oyf8hf1Kjg4EhhgYtTtYKjKOmMaM9gcd3ujjZHQf/fSdqrTOydwV5wcZ2VRJEMq89dvNogODFkt2eanEY+cll5/14EgnOZ86LsPBVZlnj7yoaMQEKN1UAypVBvK13o/V+vKC/rBVhUZ2Fe9XTHny09HjZ0unIUrPYP+fMOSAEcGglQY9WxodOFVa+mozW/2YFKlvKKQJxoOtqcOIz5s5mONiehaBLTDMIiDqOGbT2eotPcOrWMTiWDlL446WjLnWCutuhYVGfhwJCP3UUCdK/r7DAqEAgE5y7nZeabD0mSuGZJLf2eME/vzb8bWmnW8pHL5rKu1ZkpWZeDViVzybzKHFOCbCpM2hmFNyC9NmQzaGirNNHnCtHrDtPR5mQ8EMUdiuOamER2GDXTrOpkCcwTgfDwSGDW4hvZROJJ5k+YPgA0OQykFIWUorCzz0MknspITNbZ9OjUMqFYMlNO16klKsy6GVWw5lWb6XWHaa80IUngC6fbAtFECqdJi0Ejs29wZinLnX2e43q/AoFAcLycl5lvPrRqmY42JxfOqch7/8JaC3+7+4188OK2aYH3tSPj7BkobnqeSKa4+Qev8aOXOgseM17GoJM3HGfAE2Zlsx2AjZ0ujowGcQVjLKw1c9n8SlzB2LS1nlXNDsKxJCpJYm61mUb78du66TWqtIlDq4PVzXZGA1FkWaLZacqU773hOBe0OfGG43SNhzJ2gE6jlqUNdg7PMES1osnG7gEfo4Eoewf9hKJJHEZNxu+43qanu8SMdnO3m6HjsDYUCASC40Vkvlmkrfo01Fh1RBOpHOcgbziOUZv/x7W914MnHOOHLx7lPRe05Ag6hGNJXjg4woAnMmM/s9sVYlmDteB0cjYGrYql9da8z+kNx+lzR0hllXDXtjgwaNNBMp5UcIfiM55PyUzUirPNG3pd4Wnl3aSiZHrefRN6065QDG9PjLUtDvzRREETBm3WfqhJq6JzPETnRJWgwW7IXDwVk57M5vFtfaIHKRAIThsi+E7hpjWN3LCynk89tpPHs8zZfVkeuVNXl/7lsjkAhGIJ/v3Rnewf9NFcYaK90sRtP36dAU9kRvcXSJeEi6k3TTKv2ow3XDh4jvqjLGmwoZIkQrEEtVYDLx4aTe8on4wZqxmeU6OSsBlye8L97jDr25wEoumLml53OJONdrQ5SCQVRgNR4kkFs06dUxoPxpLU2XQMetNla7NOxdYeD2ta8ve+87H1OMwqBAKB4Hg5L1eNSuHoaIArvvVCzm0rmuzcecVcFtZZsRk0mPIMMymKQp87zLf/dpBn9gzjL3GnVALWtTnZO+Aruoc6v8ac8UQthTlVJnRqFXsnJo3LyQ6nYjOoWVCb/p0MuMOoZIluVwi1DHOqLBwYzp+1rm9zsrXHzepmB5u7XOTbOKqz6Rn0RmivMjEWiOILp38GVWYd/kicyJSp8+UNNnb255b6tWqZZQ02xvyRGUvQVr2a1+65Mu/vUCAQCMpBiGycQFoqTHzuzYuwZk3p7uj18MGfbeZt979SMEOVJIkmp5H7bl7JN25aXsbrGdk34M0beCtMWjpandiNGuwGDTUlCm3IEjiM2kzgBUgmFdoqjSWfVzZNDiMbO11s7HTR5wnT4w6xptlBjVXPkK9wD3VsIoPd0Jk/8AJUmLWsbraDouDPkpQcDUSnBV5Il7CnEkuk2NLtpsY6cx/bF0mwbYZdYYFAIDhZiOBbAJUs8eFL2/ni25dkhnomuaDdOaNG7fZeD3/dM1Ty6xm1avzRJJo8u7c2o4aNXS5anEZ6XGHm1phpchQPMDaDmhVN9mmCFVt63KgK1J7VcvqrEFODoKKkn6/fEym4a7y+zYlFN7Oowr4BH1t7PAz7ogWdlgCcJi3r25x4i0xGb+52zViCrrPpeXLnwIznJRAIBCcDUXObgXesauS6pXXc+OCr7JnYHW2rNM2446uWJfYO+tCqJJIpJSfja60wMh6M5WR4ve4QBo2MWiUTTyZQyRKLai2M+KMcnZBjnHQXGvJFWN1sJxBN5F3PaXEa8YTjBTO7o6NBzDp1TpatkmBls4M+d5haqw6NSiYcT6KRJQY8EYb9UQya8q7V5lab2Tfky5SQi5FUwG7U0GA3ZH7O2XS0OognU/ijycxKUyFSCmzpdtPR6kQhrV6WXWpfUm+lcyzII5t6WdFk55a1TSdUr1sgEAhmQgTfEtBrVPzXO5bxjgdeQVEoSVwjEIlzZDTIvGoT3a4wEulgZNCo2NnvZX61ORNMAVDAotfQ7DSyd9BHrU3P4ZFA3pIrwNYeD6ub7UjjIepteow6NTLQOR7EE44XVb1KKekdYIdJQ51VT9d4CHcoxuaJAa6pazgmrYrVzfaC1oBVFh2j/ulSl2admu6x3B3ixXUWXMEYQ74oOrXE4jobneNBJGBejZmNndMHoWwGTc4kdalkDCMqTUikfY1XNdtzLkrueXwXv97Uy2ffvGiaaIegMA88f5j2ShNvWiqMKgSC2SCCb4nU2/VoZJlYMsUrh8eKSksmkike3tjNu9Y08Jfdw5lJ3Z1ZwXZnv5cVTTZ29Hozesb+aIIRf5TVzXbMOjVVZh3xZKqgjrFCugy7d9BHSkn3eG0GTU7gVclSRtTColfT5EgH9xqrns3d7pLUnoKxJFt7PCystQBpX+H5NRbsBg2eUJzxYBSDRpUxvJ9kV78Xmz6dYTuMWporjGzqcuM0aVnT4sAbjrOt14NallCrJFJZ1xkdrU5SikIgmsBq0Mx6SAzg6FiQjjYnsXgqU0XIZnuvh5t/8BrfuWUF61qdNDhm1xM/X+gcC/LDF4/iCcX592sX8C9vnCMqBwJBmYjgWyKVJh0GrYpYOJW3LJqNSpb44luXsW/Yx2ULauh1hXjt6Dh/3z+SOUanltGrVVw2v4rnD47mPD472M6tNhV8nUAkQSiWQCVJE4pSUDlFKcpmUNNWYWJLjwerQcPR0QCrmu0MeMqXWEykUiyus9A9Hpq2j+swarAZNJnBqwqTFpNORVuliV39PsLxZGY1yhWMZVS40s+rTHylo++l8yt58eBY2edXiPVtTjQqid39/qLeyQ9v6OUzj+/iC29dwrvXNR23DeXJJpZIoS3WpD9JvH50HE8ojkYl0VphEoFXIJgFYuCqRGRZoqUinRH5InF8kcJlXUmScJi1vGFOJVctqiaaSHJhe65yViSeYkOnK0fIIx/FpB8PjQTQqVXEs9Q0pk5LNzmMbOnxsK7VgUR6aModjNHoLD+7OzwSZO+gn2Cec1LJUsZq0axTZzLwHleYOVUmjCWs9Ozo8+Iwauh3n1jt5VgyxcuHx4sGXr1aZveAl0g8xT2P7+L+vx8+oedwMjhUxDTjZJJIpjBp060Y4Y8sEMwOEXzL4JZ1TUB6yvebfznAeGBmSz+1SmZNi5MfvXQ05/bVzXbWtTrocRf2tgVomGGqear5QtOUkqk8kb1t6nLTNxHUusZDJYl+lEO93UDzREBfUm/l6FiQuVUWOseCbOoqTc5RUcAdih+31vQkGlmi3qYvaaUomVJypsB/8krnrH2bTxVL6svXFz8RXNBewT1vXsTNa5tOy+sLBOcCIviWwZuW1LJ+YijnF693c9k3n+f6775EPJkikUzlXV0Jx5K0VBi5/7bVNGTpKMeTKfYP+XEFi2e+ewf8lOP8t6PPTb1ND6T7vzsKmAiEYrM3lF9Ul+796tQyNoOGudVmDg37UaskmhwGNk8MOiUVhdYK44TzkpM6mw67UZNTKlXLYJnieFRh1s763LJZ0WTPcYqapKPNyepmO0vrrXS0OVnb4iCeUljZZM8c4wnFz4rs93Qwr8bCbR3Np/s0BIKzGqFwVSaKovCTlzvZ0u3m+QOjhONJLl9QRedYkD53mD99/BIWTAwmTR5/x0838fyB0WnPtb7NyXgwNqOpQFulqaC9YD7WtNjZ0p2ehi5mOr+2xcGufm9ez+JCtFQYiSdT1NsNdI0FGStiBqGSJda0ONje4yI7mZ10IppbbSKeVAjHktTbDGyfuFCYV23m0Aw/k7QUZ/FzbbDrGQ3EiGW9v3Wt+T2Da616hn0RVrc42JK1G/1f71jK7etbir/QaWLIG6F24kJLIBCcPmYTt8TAVZlIksQdF7XxoUva8UXi/MfvdvOHHccy3j/tHGBB7YLM955QnI42Z97gu6HTRUfbzHrElWZtWcE3GElHukJGEJNs7nbTXmmiczw4zUd3cZ0VvUZmz4AvE5z1GplQNMloIMqAZ+YycnuVadqUsl4tE0mkpgXBSZcjgBF/lIvmVJBIKcQSKRTS8pu97hCtlSZC0QS97jALay34wgmiiSTdrhCKkl7nMmpVpFLpAbSpme+ky9JUJgfFVJKUE9i//OQ+WpwmLp5XOeP7PZX0ukI8sb2ff71i3uk+FYFAMAtE2XkWTPYGrXoN37hpOQ/evjotjQj8alMvg95jA0N2o4Z3rmrgsX+5kMo85dQtXW7mVZuLvl62GEcx1rY6WNPiwB2Ocem8Sl4+PMbaGZSejo4FqbXmZk+rmuzsHUwrTqlliVqrnkqzlpVNdsaDM/e5Ia2z7M+zaxxNpFjWYJ12MeEOxajLyuI84RgbOl1s6/Wwo9fDWCCKQatic5ebvYN+/JEEm7rcHBj20zUeYkGNhfWtDg6PBNjZ58UdirN30DftosJQYFd5km29buZWmzO/q3A8yfsf2khPCT7Lp5LnD46yuwT3K0Euae313N/lngEvZ1gBUHAeIDLf40SvUXHdsjretLSWJ7YP8Pi2fg6PBKizpfu7kiRRazNQazNw0dxKntie2xdOKjDoDVNp1hYs4Wav5UwGeY1Kzig9za8xY9VrODISwB2K4zRp2DTRd03MVJsFmhwGBrMyxOzXC8aSRBNJqix6xgIxKsy5ghpzJxyWWiqMqKS0mpc7FGM8GMMdmv5+FGBXv4/WCmPO+500i1jWYEWlkklmDTspQO8ME9D7J1afmhwGet1h+vOsUjmMGvbOsCYWTyocHQ2ypsVBe6XC5m43yZTCQ6928oW3Lin62JNJKqXw8uExLp1fRTSRZN+gj6/fOF073BWMMR6IMq/GkudZzl8SyRT/8LPNdI8H6RoPUW3RUWvTo1er2Nzt4gfvXcvVi2tO92kKziNE8D1BSJLEDasauGFVQ8FjOtqcPLF9gKX1VtQqGU8oRtd4iEA0Sa1NT1ulCU8oPq3fOeKPYjOo8YYT+COJzP3r29JCFFN7mHU2A6P+KOF4dJrwRT42drlpsOsxaNVIpIU7ul3HsoNEikxwXtPiyARfs05NKJZg1B/NCcirmuy4gjGiifyBf2WTjUA0/3nt6vexrtXB9p7ZZXXuYIyOVkdeRax51eZpt3/lHcsY9UcZ8IT59ebezHvc0OliVZOd1goTFWYtj27qZVGtlXetbTwt+78/f62L327tI6UoNNgNfPbNizDnWd/a3OXCpFOL4DsFtUqmcyxIz8Tf9Yg/ysjE3+yklefOPg8Lai3o1DMr2AkEx4sIvqeQedUWltRb2TNRDp1fc6zcfHgkCARRZalUGbUqFtVZGfJGaHQYiCeT9LkjWPVqfJFEQY3jUCyBPxJHJVHSOtSyBhsKCnsHfEiSRIVJW1AyUgIMGhUGrYr2StM04wZIf7Cp5ekdDbUMKxodbOkpLBXZ6DBkVqJmQyCWTEtw5btvSsDXqmUumVdJ08SK1L4hX44K2bZeD5AuzQN86rGdvH50nP9+14pTLiyxe8DH7n4foViS1srCwisLai1UW8QQVjbJZIrtvV5qrfpM8M0mpcA//WILAB+9fA7/fu3CU32KgvMQEXxPIR1tTj58STt3/2Y7CulS69IGK0atOjOYpFXLrGpKmybEUyn2D/poqTCRVBRkSSaZUvDN0APWqVWE4ykW1k732K00a5lTZSYQTXB0LIjDqGH/kI94UqHFaSSWTPF6p4t1rY68wXdzt3siAMt5y8pmnZoqi47tE4ErmwqTDleo+MVASlEYKWJPWBIFK+25d8QSKV44OMp7LkhPM//0jg6OjgZIplLs6vfxi9e76Z7S6318Wz8fvLiNpQ2nbsdWURSuXVLD3/YN0+w0FnXUaqkoHJjPJ1IphQFvmJ+/1k2vK8RTu2d2GGt2GnnfhS3s7vewtMF+8k9ScF4jgu8p5oZVDUgS/GpjD5F4ij53GLsxhc2gxqBRYdFr6HWHODKhQayRJcx6FSpJot8TocmZdkTKhySlNZG3TmSjGpWcM3BUZdGhUx/rFaskGPQkMyEpu9R8pMiqj0J6kvpIHp1ki15N13j+yexhf5SOCiedY4WHlwY8kYLrQDPhMGqYX2PJWd1a1WxHI8vs6POwd9DPwloLVy2qodFhYGmDjeaKY6IkTpMWpym9x72+vZJrl9Ry16+356weQVpe8WQH3ye293Ptklr0GhWSJHH14lqe+4QTh+nE7ECfKxwZDfDbLX188KI2jo4G0GlU/G5rHxs6XXSPh0pqu0zytRuXUW3R4zCIn7Hg5CP2fE8zkXiS+IRZwz//cmveY+bXmDk4HKDBrmc8GJu2LqOSJSSO9SonqbXpGfJGsBnUzK22YNLKvHhovKTz6mhzFjUzKHb/mubCpeWZnneSy+ZXsrXHM2OWD+myuVGbNnbY0+9ldYsDRQFvOLd/vr7Nya//6cIZny8bbzjO5f/9fM4Q2qpmO//3ofUzrnLNFm84zju+/woWg4bf/vOFM3pHn6+8dGiUDzy0iWRKQatKm54cD3dfPZ9/uLgNUwlSqAJBNrOJW+Jf9UnAE4oRjJa2HqSfyHbbKguvG00ax/d7Imjy9FLXtDgwaFXTesB2g4aONidVFj3betx0lrgu09HqKBggjVoVc6pMxJNJOlqdGcUvSAfWBTXmoj1dXzg+47pPrU3Ppi43C+tm/iM2aVX0u8Ns6HSxs89LUklLaXaNB3OKzDaDJmeXuFRsBg3vWZ+r5rStx8Ndj2wv+7lK5f6/H+LoWJCL51Zk5EEFuSiKwg9fPEpyYpr/eAMvwH3PHOTKb72Qt2UiEJxoRPA9Cbx2ZJxrv/Mi3QXKr/nQqeWCDjXZ8bbWPn2Y5vCIP+8usEGrYmOni8MjgRnVoCbpaHVOmwhe0+LIOAPZDBqOjAbZ1uNlY5eLrd0uLp1XmcloDwwXV6YKRhNEZygFmrUqgrEk23rcNNoNrGqy09HqZF2rg6lzTsFYkraq6SYRY4EYrkCUJfVWWiuMeMPxvMNhpZCvj/r3/SPsyvZjPkE8vWeIx7f2c/HcSpIphX73mbVffKaws88z49rYbBjyRbjpwVd56JXOE/7cAkE2IvieBK5dUotFr+FDP9tMoIj7UTatlSZ+8cGOjDlBNoPeaNqVSIKuiclbSSKzauIKxlmTR0xDnRWpJAliBdSdstmepQXd4DCwvNHGlm43GzpdpFJKzj4wgFatYlOXu2S/XVmSil4IrGl2cHiilxxPKvR5wmzr9bCxy8WmLjcO4/R+3Hih/ehQnD0DPromMv6usWBJ099TedPSWtqnZM2JlMLvtvXn3HZkNMCHf76ZHVMypw88tLGkIbKDw34+/sg23KEY//WOpbRVmvJqU5/vJFMKNoO2qEtVPpY2WPnE1fP57JsX8oE3tE7TFJ8kkVL4778emFH2VSA4HkTwPQnIssQjH76A+TUWHnqlq2T1nPXtFTx15yVct6SGNS12VjfbWVJvZXGdla3dbhxGDWpZYkWjjTqbniX1x8qyQ3k+3LOD3NoWB8N5ppensrLRDoBGJdFgM+Ss3iTzvI1gLMmyBlvOuRSi0qyl2qoreH97laloyRrSnsKrJoRGJqmxlrZak0gp/PL1Hkb9UX4/JXBO4s9zsWTSqfndRy9Cr8n95/Kbzb0Z3ehoIskDzx3hmb3D3PS/r3J09NgH97pWJ9f9z0uMzRD4rXoNsUSKhbVWNnS6+O6zh6m2FP55na+oZIkdfZ5MybkUrl9Wx5Mfu4SPXTmPf7x0Dve+bQnfffeqgscHY0l++Xq3UL4SnDRE8D1J2Iwavn/7aj58aXtZ5U6TTs0X376Ug8MBtvZ42DPgY++gj1qbgUA0STieYkeflzF/lNTEB0OTw0DllClYq0HNnoF04FzdbC9penhdq4MhX5hL5lbgMGrZ2FVaNruxy4W+BFP3Gqu+4HnMqTKVZHPoDSeITClblzPR+oMXj3Bw2M99zxxgd//0srFFr+F/XzhCZ9Ykd+dYkB297hyDBoCPXD4HrVrmie39XPS153hsax/NTiO3rG3KycpuX99MpVnHOx54hf/b0J3p4Wezd8DHh3++mYvnVfGzD3ZwybxK7rxyHvX24paS5ytvXV7PnVeVrmu9vDF3Oj2VUvjbvuGij/npq11c+50X8eWRSRUIjhcRfE8yWpXM/iE/I/7Sy4fVVj1feceynNv6PeGcD/+UohCNp7AbNahVMjum9B994QQrJrJYVzBGR1u6Z1qIudUmtvZ46HGFGfHHMuo/pZItY+k0pYebJl/PYdTQ0eYo+iFWadblXV3Kh16tYkGtBa1aZkGtpazsJBRLcvuPN9DjCrOpy5X3sWpZ4q5fb8MbjqMoCt96+gD3PXOIlJJe17puaS33vnUx/3zpHADaK828dUUdb5hTwSevXcDn37qYiqyLIbtRyxfeupjxQIzP/W43l3/r+Uy/OJlKaw0/vrWPaouOB25fTZVFR53NwM3rmtCVcFFzPiLLEv9wcRtfevsSLp5bWUhXBYC3LK/jHy9tB9I/77/tHeair/+d/9vQM+PrRBMpgsdhvykQFEKsGp0ippq1l8L//O0Q3/7bwbz3SRKsbrKzf8hPsEDvq9qio8FhyJjJv3F+JeF4En8kgVmnntBq1iJLUk7PVpagtcKUUXYqhbUtjkyGPzl8ZdaqWFBnJaUoMxrar2q2l2R6n82F7U42d7uJ56uHl8C71zWxuN7KG+ZUMLf6mBzjNd9+gWRK4ad3dPDlP+1ld78Pm0HD59+ymPYqU8EydyCaIBRLsLvfxxULq3PuGw9E+Z9nD/Hz17oBuGpRDbv6PVy9uIb/97alSBNOStl/IwOeMKFYkrkzGG8I4GtP7ed/Xzgy7XaVLLHlP67CbtTyy9e7+d7fDzHsK35hqZIlLptfxYFhP33uMB94Qyv/cf0i1GLlS1CA2cQtEXzPcP62d5jP/m5XTiZaa9NTYdKwZ8Cf9zErG+0EYgmMGhVajczmLnfZwhVp0Q913l5yscfMrTKzJSuIamSJ1S0OtvV6ppVtF9dZCUQTVFt1bJ6FqEapO8OFkKS0heC8Ggt/+tjFyLLElm4Xt/zgda5eXMO+QR9qlcw7VzegU6u4taPpuHZ7/7BjgI//alvObT//YAeXzq/Ke/yQN0KFWZuz5/v8gRHaKk1CyWoK3nCcrT1udCqZFw6O8rtt/QSjCX7y/rUsbrCxq8/LHQ9tKmkl6V8um8On37SQXleIq7/9Amadhpc+dfmMK3KC85eTHnwffPBBHnzwQbq6ugBYsmQJ//mf/8l1110HwPDwMJ/+9Kd5+umn8Xg8XHrppXzve99j3rzSezMi+E4nmkjysYe38fTedI9qTpWpaIl2fZtz2s5vdmZaCssbbOzM0xOdibZKY14Fq6mZ7epmO4PeMA12A5u7PdOOL4Wl9VZ2n4B1E4tOzbOffGNGE/nIaCDTf26vOnFZZ78nzKFhPxs7XbxwcJSvvGMZK5rsZT3HQy93sqzRxtpW58wHn8ckkil29Xu594976RwNlCTWMkl7pYnffeQibEYNv9rYwz2P7+LWjma+9PYlIvsV5OWki2w0Njbyta99jc2bN7N582auuOIK3v72t7Nnzx4UReGGG27g6NGjPPHEE2zbto2WlhauuuoqgsHSy5eC6ejUKr5766rMB3XnWJAl9VbuumretL1XSJc/cx8vYzdqynpN/Syu8te2OPIG3qUNVrRTPrRUssSgN8qIP8bC2uIOPIWq9YWGXfUaueBj8uGPJnh867Hp5zlVZtonvooRL1PYocFu4LIF1XzqTQv5479eXHbgjcSTLG+yF+1vCtKoVTKrmh088uELMvaepXJ0LMhb7n+J14+O88rhMSAtB/vTV7tOwpkKzlfKCr5vfetbefOb38z8+fOZP38+//Vf/4XZbOb111/n0KFDvP766zz44IOsW7eOBQsW8MADDxAIBPjVr351ss7/vEGvUfGFty4G0qIP3711FXddNZ93rGpkfo2ZFRPTnBqVlCOPt7DWwn9cv5hv3Lh82sRnIWZbzs23ptPiNHBgyJ9Rm6q36+loczI0sb/a4wqRSClFz21hrYXWiun7z+5QjCX1Vta2OFjeYOPiuZVUmrWgpCUnS6XJaaCt0kSvK8SDzx9huEipPRxL8rNXu/jO3w7mNZ4olXJdkRLJFLFEijUtDta0iKy3VAxaFd+6eUXZj+t1hfnXh7fmDM79+KVOsXokOGHMuoGVTCZ59NFHCQaDXHjhhUSj6Q8ivf7YMIpKpUKr1fLyyy/zoQ99KO/zRKPRzGMhnb4L8jN/wqP1hpUNzJnIyiY/WBRF4Wt/2c9Vi2podhr5+lP7iSSSXLe0jsX1VpxmHV+/cTlv//4r03qv2ahlODCUv5dcjLWtDvb05/7uFtdZcYdixJMKB4Z8mLQqBjwRBjy5we3wSIDVzXbWtNiJJxQODftoqTSTUhQODgeQJYlhXxSjRiaUJRQy6I1kRD8cRg2NGBibENzY0edlfZsTbzjOkdFA0aGsz7xpEfsGfXz7mYNcuag6kzWnUgqxZAq9RsWwL8K9f9jDzj4v/Z605eGwL8pnrluIzVBeVWE2qFUyVsPsS56ReBK95vzsWS5tsPEf1y9ia4+bJfU2Do8EeO7ACJ48K1/ZjAVibOpyc+2SGlJKWlVLIDhRlD1wtWvXLi688EIikQhms5mHH36YN7/5zcTjcebNm0dHRwc/+MEPMJlM3Hfffdxzzz1cc801/PWvf837fPfeey9f/OIXp90uer7TeeiVTr74x72saLLziavnTxvU8YfjWCYCQSqlkFIUkoqSYw7+5Sf38uOXi0vnqWVYWGdl/6A/Z4WoEKub7WzNM6nc0eZgY2f5g1QalUSz08iQN8KSBhvReJIdfV7m15jRa1To1DKuYAyDVoVJqyaRSnFgKDCt3D7J2lYHKklKOzxNBNbszF6jkphXbebOq+Zz7ZJa4skUwWiCf/7lFjZ3uWlyGgnFEgWnZHfdew0W/ckPwMeDoihE4qnzdmhIURQSKSUzvBaJJ3l0cy9f/8uBgn83kzz7iTcyp8qMoihIouYvyMMpmXaOxWL09PTg8Xh47LHH+PGPf8wLL7zA4sWL2bJlC//wD//Ajh07UKlUXHXVVcgTwsR//vOf8z5fvsy3qalJBN88bO1x884HXqW9yoRGlrlmSQ0fvrQd68QHfzSRzAm0+fjJy5186cm9Jb2ew6ihtdJEvztcdO+3yWGg1x2ednuVRTer0mytVV/WlHVaj7q8MnlHmxNfOM5YIEp7pZk+d4g/fOxiKs1pRamb//e1kp6zyqLjtc9cccYP4rx2ZJzd/V4+dEmbCCBZ9IyH+NlrXYRiCZ7aPYQnFEejklhUZ6Wt0kS1Rcen3rRQOEsJinJaVo2uuuoq5syZww9+8IPMbV6vl1gsRlVVFevXr2ft2rV8//vfL+n5xLRzcd77kw3MqTLxb1fN56XDYyyqsxJPpiUJY4lUQXOGSd70nRfZX2ZZ2WnS4o/E85Zu6+16hn3RaVJ/5U5XZzPTNPe08zNqUKnkWfdglzfauGx+FXdfswBIZ0nL7n16xoxILcPiOhvNTiPzaiz846XtZ2RmOeyLcMnXnyOWTHHHRa3cc92iGf9Ozkd8kTgDnjCtFaZMiT6VUsruzwvOP06LpaCiKDmZK4DNZqOqqopDhw6xefNm3v72tx/vywgm+OkdHSytt/HHnYO8ZXk9lWYdX3pyL/Fkil9v6uErf97H2+5/mSe29xPKo8xTjhTjJHOrTAV7pg12Q16N3UA0QZ2tNM3lbJqdRipM5ekZB2OJsjSQsw0nPnPdQv7wrxfzsSvnoSgKH3hoI7f/eEPRwGvUyKxvc9LgMLKz38uTuwa5/7lDJ8TW7mQQS6Qw69LB5KFXurjsm8+dFEemsx2rXsPCWmtOb1wEXsHJoqyBq89+9rNcd911NDU14ff7eeSRR3j++ef5y1/+AsCjjz5KVVUVzc3N7Nq1izvvvJMbbriBa6655qSc/PmISpb4274RXjw0yjN7h+keD9I1HuKyb6YN3yeD633PHOTbzxzk+X+/HEiXHVc0pSeCu8dnltXLplDgzbdPPMn+IT9GjUy1RVeyVGV7lYmjo0F6XKXb6K1qttPnDrNnwEetVY9Rp+Jokax5bYuDn32wgx5XiJSisKjWiqIo7B3wcd8zB3nh4OiMrylLEnsHfPizAnSNVX9KBq9mQ4VZS2ulCddEX37AG+EPO/pZVuL0u0AgOPGUFXyHh4d573vfy+DgIDabjeXLl/OXv/yFq6++GoDBwUHuvvtuhoeHqaur433vex+f//znT8qJn8989PK5vHpkLCdQTE7gTtI9HmJFk53DIwHmVpv5/BO7UcsSn7luIVu63WWVnn2ROPU2PUgw6o8STyrYDGq2zFBWDsVTVFlLL8POJnhpVDJjgSjr25w8cPtqnCYtv9ncy6cf24XNoMGbpSddb9Nz/fI6TDo1i+qsHBz289Wn9rF/yM9Lh8ZKfs1IIonDpMsJvgOeMLv7vSwtY8XpVPHkjsFpA3GTgiICgeD0IOQlzzImhR2e2j3E5363C/8Myj06tczdV8/nweeP4AnHmVdtZnG9lSe2D8z4Wg0OA0aNilgiRfdENqqRJerteporTDMGLJWU34YwH1q1XHQFqhBNDgOXzKvi09ctwGY4tpPZ6wph1Wt4eGMPI/4Ib1pSy+oWBxLw591D/GnnAH/bN0KFScvNa5u4dkkt9XY9V973QsEVlLUtDmRZwh2K4Q3Fp2X0n33zQv5xwmzhTEFRFH70UieHR/z8ZnNf5vY3Lanli29fUrIdo0AgKIzQdj6HGQtE2djpQi0p3Pe3w2UPTXW0OdjSXboHqkWnxmbU4I/E8YaPBXirQY3DoKXSopsx8wVY0+Io6bjjGdBa3+bkGzctz9E7TiRTuEKxaRneL17v5vO/351zm04t88Dtq7lyUQ0Pb+jhvmcOMB6MceXCGvyROBs6XZh1KhbX24qKj9Tb9Dx156XYylQTO9FE4kmGfZGcn0c4luTBF47wt73D7BvyoSjpFbFPXrOAN8ytPI1nKxCc/Yjge47ygxeO8MqRcXb0enjo/Wt45/++PqvnWdFom2Y9WIhCRgwrm+xs7/UgS4XlHbOptujQqmX68qwiTWLRq0kmUzkCGuXQYDdwy7omWpxGjowFkUibGLxxfhWfuW5hZoDGHYzx6JZe4kmFtS0O3KE4kXiSNS0OmpzHFLS84Thq+ZhS2M4+D/f//XBGW7sYS+qt/Pu1C3jj/KrTttKzu9/LX/cM8YlrFhBLpBgPRqmzGfjF6128Z30Lu/q9fPqxXewbTIuifPzKefzbVfPECpJAMEtmE7dmb9EiOCUcGPLz1af2Z75/Zt/IrJ9rV7+XBTUWDgwXzpolCRQFgnmmfWWJzAR1iQk0I/4oWpXE3Gozh0cCeY9JpBSWNdin7dVa9OoZy+qQ7nc/f2CEbb0esi8lO8eCdI4FeegD65BlCa1aLqksPLX3vLzRzvduW8UHf7qJVw6PF33sngEfH3hoEx+6uI173ryobBvJE8HSBlum96xVy9RY9HhDcbyhOJIk0eI0kciazP7us4eYW23mbSvqT/m5CgTnK2LZ7wxmxB/hi3/ck3Pb3GpLjhHBZQuq+OU/rMeim/k6KqVQ0GBhXauDNc12VjbaWd/mxJDHOq+90lQwgBYjllRwFinFhmPJaWYBKxptSFJanapU8tVwXjg4yv9t6MYXieMKxnAFYyU/XzY6tYqfvH8dt69vLun4H7/cybXfeZE/7xqcVS/7RCLLEjajhn+4uJ1Dw37e/N2XkKR0lj7Ja0eKX1QIBIITi8h8z2B+8nInr075UGytNPEPF7fxpSf3sr69gu/cshKTTk1LpZHd/TPrYmfvr7ZVmnAYNSRTClu73VRb9TQ5jAXXhw6PBqdNEJfD+jYnsgTuUDynZ61Vy5lBMrUssarZzt4BH8FYsuTAVWwf8/NP7OG/nz6INxznDXMqeOD21fzs1S4UBe4so9yq16j40tuXMqfKzHMHRmYcODs8EuBjv9rGfTev4OrFNRgmyt+7+32nZc3HoFUxr8bCN25azogvglGn4vfbBtBrVNy4uuGUn49AcD4jer5nKKmUQsdX/pYxCpjkW+9awZuX1eEOxaiz6TOB43O/28XvtvZhM2qJJlJE40mCsemCGg12PY0OI/FkCp1axWtHc4O706jFFSqcHS6pt7JnFh66kz1kCWitMCJJEomUQo8rlHFRmldtJhRL0D9hvCBLUGHOL1GpkiWaHAZG/VGWNtjY2uMuap6QTYPdQL8nzKomO7U2He9Y1YgrGGPfoI8b1zSyvNFe0vPc8oPXCl6oTKW9Mq2a5DRpefnwGI/9y4Wn1Z1IURR+t62PCrOeN07RCBcIBOUher7nEEfHAtMCL8D+IR83rGqg3p7rUXrtklpeOzLO0bEgBo2KcDzJ+jYnCmkBiUA0HYgbsjJbg0aFWobs5LJY4AVIphTm15g5OhosarqwrtVBLJlCUdIZ457+9KCXAlRadGzqciNLcGG7k3AsSaVZi9Wg4VBWWTulpIOERadmYV261C5J6TL13gEfXeMhZAl29XmYU2XGpFMzFoiikqWiQhv9njANDgNatcxTu4d5avexQaqNXW5++88X5tgyFuLrNy7nlh++VtBwwaRVEYwlmV+TPrdtE7u2K5vsfOI3O3j4wxdM+z2eKiRJ4p2rm07LawsEAhF8z1iePzBdacmiV/Ou1Y0EovGcnVZI93KdJi1Hx4IZlavJINtWaSIQTQej7AJrOJ5kVZOdbb2eks9rsly8vtVJJJFEp5EZ9kWxGTToNSo2d7lQq2SOjATzBvJsE4SUklbPGvRGCMeSeVeSkikFfzSRM3nd0erI7A+nlLSYR04ZWyXlXXFqsKcDbudYkFA0kdcibt+gD084XlLwba008asPX8AtP3w9k51XmLS4QzFWNNrZM+Cl0qzl4HD6gmJdqwNJkjg87McVivO/LxzhXy6bU7bZu0AgOPsRwfcMJBxN8MMXj067fX2bkz2DPqxGLSZtKsdJZ1mDDZ0m//xctUWHBEQTKXZOWTVSq2Y3jatITFtbsujVOIxaFtRa2HA0/wBPIpWa8r2CWiXnLZFDuj88lY1dbta1OugeD+WVrowlFfpcIda3OQlEE8QSKdyhGKAQiiboaHWQSCkkU0re1SutSmbYF8kIUETiSZIpJW9Abq8y85c7L+HZfSN85al9OE3pDH53v5d4SsmpXkxd3fr5a938/LVuFtZauPvq+Vy5qIZEKoVWJSNJEsmUwqg/SiCaYFe/h4vmVgplKoHgHEH0fM9AAtEES78w3f/YqlfzyD9ewMuHx3j1yDj/evlc1rYe6xv2jIcY9kdQyxL//fSBGddiIB20d/WXL7Jv0qpwmLQ5+7salYRGljDq1PgjcaKJ6X9abZUmOseml4SXN9jYN+ij1q6nzmag3x2eJpk5lfVtTvYOeKm26styQZpkYa0lr1jJu9Y0cvO6Jta1OlEUhU8+upM9A15++aH1GcvBfHzr6QN87++Hyz6PSVorjIwFYqxvd3D9snoODPn5yYT38mSJ/01Larmw3cnN65pyJtIj8WSOIYBAIDh1iJ7vOYJBo0IlS9PUqCLxFBs6Xfx6Uy9rW5zMqz62cjTij/DgC4fpGgvx+bcsprXCNGPwrbfpMWhnt22WzlRzy8rxpMLKpvSkcr7AC2AsYLm3s99Lg91AMJpkY6eL+TXmGc/hwLAfg1Zdtib03GoTGpWML5x/h/gPOwa4fnkdB4f8/HHnAFq1xP4hP+984FVuWFnPoDfCdctquWJhTc7jblnXRCCa4KcTk9Tl0jWelvB0BePc/ZsdeY/5y54hNne7aKsyc2nWoJQIvALB2YUIvmcgwViCZErhE1fP51vPHARAr5H52BXzWN3iQKuWuX19S85jHnjuCL/a2MvX3rmMRXUWPnPdQp7YPlDQGm9xnRWDRsXGztlJOtqNGuJ51oBkSSpYQtaoJEx59ocnmcx0lzZYS1qbmtRgjsST1Nn0DHojpZw6TpOuqExkNJHie88exhWK5WTpPa4Q353IbB/d0sf3bl3FW7OEKRodRr7w1iWYtGruf272GbBmBmGOT1yzICfwCgSCsw8hsnEGsrnLxYomOx++tJ11rQ5u7WjiXy+fy0cvn8uKRjvvWNXAvkEf7gnBiFF/lF5XiNc+cwXLGqxIkoRFr+Gf39he8DVMOhW+SLyg6EYxDBoZTZ4+bUuFkUPDhUU4ljfa2T0wc4l7YIZy81R8kQRVRcrBU8l30TCVLT3uvOXxbI6M5n+v69uPc4Vohr3jCpO26P1nI+FYkhcPjvKlJ/fy/IHZqbiN+CM8sb2fPSX8jQkEpxuR+Z6B7O738ek3LUCvUfG9W1cz6A2zqvmY0pNRq6bJYaB7PITDpMUXifOutY28eGiUNy2pyxynURW+tjoyGsAXjlOu+JJ5otfbO0WreVWTnQNDvqL6zFu63Rmt50LOQQAmnRpXcGYhD4tOhX9ihUqrLvxeayw6Gp1GYokUBq0K7QxDZi1OI2qVhE4ts3dwek9YJUt8610rCsoxvmFOJTetaSSVUnhq91Bm+rwU1DIkkylWNdnpdgXz/hx+8OJR1rdXnLH+wbNBkuB/XzjCq0fGeeiVTv74sYtZUl9YiCSZUvjFa108d2CUeDJFMJpgZ783U+5vrzLxtXcup6Pt9O1SCwTFEJnvGchbltfxhjlpp5lamz4TeB/f2seIP11aNes1LJnQ721yGFnaYMOqV+c46vS6C5vSu4Jx5tdYmVNlopx55ypr/vJuMJYoyRjBrFMXDbyQzuTrbPoZs9n2KjPNTiPr25zoCgTfedVmFNKBf1e/l42dLrzhOBpZwm7UsKjOglmX2y8d8kU4MhosuG5Ub9enzSUKlIdVssR/v2sF992yki2fv4pv3rS86PvIRi3LuMNxNCq54AXIlm43t/zgtYwxwrmAViXznVtWYtap0alVtFWaih7//IER7v3jXl44OMqrR8bZ0efN6bMfHQ3ywPOH2T/o4+/7hxkusSUhEJwqRPA9A2mvyj9sFE+msOqnZztatYwsSaxvz7WGmxSakKR0v3Uqewd9mHRq1rQ4WFeihnLnWJCFtZZpldERf5RStpYqLTOXTCPxFJF4Eo1KYk2zveBxY4EormCMDZ0uXjkynpPlaGSJjlYHXePBaetIigJ6rQpPKM6+QT+ylD52cZ2VNS0OohPlgN39PloqjMypMmEzHAvEva4wP321iz/tHGRohg91o1bNjasbed8FLXS0Oqi3FV8ViiRShPJoXU9l/5Cft9//Cr/Z3Fv8wLOA5w6M8KU/7SUST7Gu1cH8GjPGIrMBkLaGnInnD4zyj7/Ywicf3cndj27nyGiA327pY9BbXltDIDgZiOB7FnHLuuaCU631dgPOKb3AC9srUMkS99+6OpNJT7KozkKtVY9OLbO52832Xg9rWx2sbEobKxRj94CPda25x9TbDJSi7iiVmGe7Q3EGvBH6iwS3fk8kx2RiU5eLFY02FtdZqLXp2diVX3Ly8EgAh1GbKdv6Igk2drnZO+jLEeYIx5N0j4c4MhpkzpQLomqLjmf3DfPrzb1EYsWdl2RZYn6thY1d7pL8lGssOkoZlo4lU3zqtzt5eQaN6TOdC9sr+MdL22muMPKT96/jiX+9eMbH/FMJ7lSQHpJzTXgzt1eaeOXwGDc+8Cr3//2QCMKC04oIvmcBz+4bZiwwXUxiw9HxjMVfPt68rI6HP7Se65bW8nqW6MXqZjv7Bv2kFIXQxNBUW6WJXX1etvd62NztpqPNWXTqNjJl2GrfkC8nO5yKViWxuM5asquQJKUVoWbKFFNZtUZFSWfzBq0aQ4GVJkhnlz2uEKlUijXNpWX8Y4EYHa0O1rc5WdZgJRhNsKDWwjN7h7juuy9z/98P8auNPWzrcROJJxnwhLn1h6/jmVD5mgz0wxMl9TlV+cuq7ZUmBjxhNnWVphn9qTct4KK5FSUde6ai16gyKl/FDDKyWd/mLPgzzIdaJSFJEt+8aTm/+scLWNfm5K+7h2Z1vgLBiUCIbJyB9LlDmHVq7EYtrx4eY2e/F4tePW296J7Hd/HFty3JO2w0Fojwoxc7uXltI2a9hk/8ZgcvH05nSKub7Wyd0Bme5AfvXcOoP8p//H43kBZ8mNw7NWrkaf1cjUpiWYMt8zxNDsO0ISxIy1kuqbfS7wnnVasqRDH/32xkKT1FvT2PRObiOiuSBF1jwcLrT7KERi1nLkJKQaOScBi1edW1TFoVK5rsROJJtvZ4WNVs5753reBHL3fy8IaenGM7Wp0cHg1kLkjqbHqqLTp29HlpqzTSOVa4Zw/pPe1XPnNFya5M5xojvgj//tudvHpkrKipxpULq/mfd6/EPKVlMx6IUlHGlLxAUIjZxC2R+Z6BfO53u3n3D18H4MEXjvDtZw7iCcXpmzJA9dV3Lis45esw6rjryrkMeMJ4QnEunJPOjhbWWqYFXoAv/mEPi+utXLYgvT867I+ytsVBo91Arc3A6mZ7Tk83nlTY2uPJZI5TS96TLG+0sXvAV1bghcJiHFNJKekAnI+9gz72DPjQqOW8PW+AJqdxWuDVqCRqrXpqrXqW1k//h7S0wcaIP4pWJbFuole8tN5Kk9OASiXx6pHxzM94XrWZTzy6Y1rgBdjY5aLZaWBlk5151WZSyjG5S61q5vdf6ILifKHaqudnH+xgy+ev5k1Lagse98LBUZ4/OF0rXQRewelEBN8zEFcwxv4hP8O+CPdctwidWuabfz3Abzb3lfwcKlnCoNNwyfxqam16PnBhCxfPraTXlT+bGvBG+Pzvd7O2JR1Mw7EkXeNBKixps4atPR5qrHoW1KR7rGadiiangUFfGJtBnVcjGdIl3tmQrx5jM2j4+JXzpt0eiiUxaFUFLwDaKk0FM6N+T4gmZ66xQaPDwJAvwpAvMq18bdKqODjkx27UYNFr2DTRK9494MNp0hKdslb03IFRbr+ghUvm5fbcJ1HLMtt7PRwaCeS4I1mLlPAnWdZgO2+z3myseg1feNvigvcnUgprWkprLwgEpwoRfM9Amp1GAJ7ZO8zieisL69LZ17zqmSUXs5lUtwrHknzlT3tY2mDDbiw8baxRyYz4o+gnDBrGAjF29B4LqgPeCIdHAyypt7Ck3kavK8yAJ4K3gEwjgD9SXsY7STCamDY9HYgmWNZgY8cXrsnpc+4f8qOkFJoc+d2BRgpY/gFEEwo6lcziOgsdbekP6Oxyr0GjYn6NmY42Jw12PeF4kuWNNuZVmxmf2r9WmCarOeqP8qedg9xxUSuSlA7ezU4jlSYtq5vt7MjjrASUNJj16pExfrul9AuycxmjVo1Vn/+CZVmDTThHCc44RPA9w0ilFCrN6QD5vy8cIZpI8vaV9dRa9Vy9uIZwGaVG88Seao1VxyULarHo1UXNClY22fnPtyzmVx++IK+2sl4ts7TeikmnmdFEvt6mZ261iVF/lJYKI3+961Ie/vB6bu1oYlWznQvbKwqWiwGOjgWZl3UOGpXEH//1Yq5aVI3NoOEbN62gMSvYRhIpBjz5J6Mnf56FODwaRJakvFKbh0cDHB4JsLHTxYg/ypoWB/GUMs2hCNJT4Be2O6e9r7/vH+Hv+0b4zi0r2fC5q3jxU5fz4HvXsLLJQbPTyEcum8Nj/3IhN69tzAQQrVpmbrWZb9y4nPk1ZubmufBaUGvlmsU1024/H7EZNHzsinmo8/xRieKA4ExEDFydYYz6o3z5T3t5YvsAAH/6+MUsrrPy01e7iCZSPLKxh1//04UZu7tCdI0FqbHq0WvS9nR/2T3It585xIHh6YpNZp2aWzua+JfL5mZKt68fHee2H71OdgK2tN7K7oHiwg7tlSbee2ELt3Y0c+8f9rCtx8MD71k9bVUH4NvPHOCPOwfzGt9XWXSM+aM5KzfvWtPIV965LKPcNeSNcNl/P0dkYhhsQY2FRCrFd25ZxXf+dpBn94+wuM6KPxqn11V8raTKrGM0z0Q5pAN/sYGebNa3OUmmFLrGgzl2gksbrPzxXy/OWyYOxxIZhyJPKEYolsRu0KCbMNiAdJZ72482THvsO1c1cN8tK0s6t3OdVErh5h+8xuYpPs51Nj2vnseDaYKTj3A1OsvwR+IcGgngDce5fEE1kM7SsoeNdvZ5WVJvY++Aj0e39KW9Xkt4bqtBQyyZYtgXobXShNOkyxt4JSm9rvK+C1tzbg/Hk7x+z5X8de8wX/rjXmLJVE7/c2GthdYKEy8dGsWgVWdWob50w1Iumpvub37txuLKTm9cUM2HL2mnezzELT98nUA0gVqWuH19M2qVzN/3DZNUYNgXQZYkKi26nMym1qbnfRe2ZryP26pMOIwaJAn+/doF+CJxdg/4ZqwWaNVywcALYDdqGc0z2ZyPlKJkPvydJg2yJNHsNNI1FuLHLx/l/Re2TRuSy7YGtBu12I3Tn7dQGfqVI2MoiiICC+k1pQaHYVrwHfRGGA/GitpBCgSnGhF8TzMf/tlmLphTwWXzq5AkiYc39vDY1v7M/QcnAuYnr13Ao1v6SCoK8RL6gZMZ7OR+aZPTwMevmJtx5YF0RnfHG1ozQ1aplJLZs5zsn167uIav/Gkfc5ymCbEJE/fftpp6mwGbUUMypSBLacWhJ3cOsmpCkerAkI+ndg/xoUva0allxgJRqsw61Fl606snJqWXNNh44d8v446fbuILb13CmhYHiqLwpqU1rGxyEE+meGRjLxfNrZwWZK5ZXMNjW/oYD8a457qFtFSkdz8f2diTtzScj3nVZvYUyOgb7PqSs94VTTa29Rx7zUl5yMkM+L/+tJ+XD40zr9qMTiMjIXHLuiZqrPqi2tQ7+zz8eVf+ndQ6m4GUQknqYuc6fe4Qrx7Jb6O5ucvNm5YWnogWCE41IvieRg6PBBgPxvjzrkFuDUTpaKvgu88eytyvUUm0T2jcVlt0vGFOBdt7Pfx19xAfvLitrNcaD8ToaHPSXmXi6GgQo1bFF9+2hPVtThwmLSP+SDpQJ9ODV+2VZsaCafnG9ioT9XY971jVyBULq3NUtibLou+7sJX3XdjK1h43T+0a5KndQ/S50zKMoWiSWDJFS4WRf7y0ndXNDhbV5ZZmKsw6fvHB9RltakmSWNdaMfFzkAu+32qLPnMOz+4b4V1rG7HoNbxtZT1/2TPE8wemr5hks6bFgVGrYm2LA1mS6PeEc/ritTZDTkDNh0Yl0VZpyhlOy0ez00j3eJAXstZeHt3Si1qWufPKeVw4p4Im5/S0d36Nhfesb+aOi1rZ0u3mnsd3Ze7b3uvhq3/ex3+8pfC07/mALxzj5691F6xQvHx4VARfwRmF6PmeRr79zEH+JyvYTqW90sQzd78xE1xiiRShWKLoxHIhfrO5lysWVuMPx+n3RFjX5uDwSIC51WZ0ahXxZCqvC1IknmRLtxuHUcviPDuv2fSMh7jqvheIJY+tF61rdZBMKWzv9WT6xxfPreSXH1pf9nsoxI9ePMq3njnA85+8nNosRax4IsmB4QDf+OsBXpyy56mRJZY22Dg0EsjxPHaatMypMrF/0JdxTHIYNcypMnN0LJhXoctm0KCSpRnVu9a3OYsOqkkS3LCyAadJy60dTcyttkw7ps8d4ur7XsxxSrpiQRWfuHZBURegc5VIPMlPXv7/27vvMLmrsuHj3+m9bO81m7rJpldCQk9oCUWkg2JDmuIjKLyi8CiC+iBFJKgogohRepMAARISSO+9be99Z2d2+vzeP2Z3srM7s70lOZ/ryqVMPfvLZu4559znvos4UWtnc2EDlRHKkS6ZkMD/XVNAoqnnPAlBGKiBxC0RfEfR3f/axVfH6/n9tTO49W9bIz7mxW/OZcn4BF7ZXMLNC7L6XH6vK5fXH7Uu9FCoa3Vzwe/X0+LsfrQo1RJcVu2omAWwLD+JH14wgbxEY4+tD/ui1RVMqIr25UCSgtnJ1/9lM/6ARIJRg06toDTKmWeAtBgd6VYdLp8fpVyOw+3jcHX3PXMIHkeammbucZk71aql1ubqUwvHjFgdDa1uHrhkMjd32Yv/4+fH+fhgDcunJPGvbaUYNUqO1dh5ZOVUbpif2fuLn0bq7W7u+OdOtvbwhea8SYn8+ebZYdsdgjDURMLVKeSef+3iv/uqCEgSE5KMTE0zs7+i+77j79Yc4Y0d5XxysAaTVslVs9IH9H7DGXgheCY5UuCFYPJX18D10YEaStqD8dIJCTxwyeQBv7dJq2JKavTetpUtLn729r5Q0pJeLaekh8ALUNHkpCJCucwOU9PM+PwBvH6JGL261/1ls1YV9ShUV1qlgjZvgJ+/ewCzTsXKGWmh+y6dlsLUVAuPvHeA0k4Z3JGO2Jzu3ttTyc6Snq97qlUrAq8wJonfylGiVMjwByQkCbYWNXLt3MizloNVNt7fW4XbF+DvXxUzxhYqQv4dpbXdnKyYqDPGw9WtHK5u5c8bCtkbpdjEUEgxa7lqVjrnTEwgP9XMwnHxXD0rrfcnRjEtzUxhrZ3D1cE9+87L1tF0LMX3lpSsUshCxTskCX6wejd/21gUur+4wUG1zYVaKQ97rekZ1n7/HKe66+ZmcvG0lB4f8+XxBgJ9SFAUhJEmZr6jwO3zh31jL2ts45ZF2fzinf309Dmxt7yFV7eWdmuwMJQaHR5e2VwSsYxjNIerbeyv6J5slGTWdDv2EYkkwa//e4inr5tJglEz4KX1aORyGbcvHcftS0+2odtX3sKxWjvXzs2gpsWF1y/h9Pr5+1fFQHAf1+3zh84QdyaTyUKNJuTIMGqUpMXokAPVNlfE7GiVXE5GrI4Eo4aqFicpFh0qhRwJwpZN9Wplt73j/33/IM1tHu69cAJpVh0ub4BXvzOfrUWN3P7KTgD+7+Mj/OWWOYO8UqcWnVrBgxdPQi4jdC6+g0mjZHKqmZsGsVUjCMNJBN9RsPZgbdj+p8sboLShjRvnZ/XaJPxX7x9ierqVqWnDk1xTY3Px+0+O0tTmYVtxI5cVpPKds3NDSV9dnaizc/2fN0c8h5po0obVK+7J5sJG5v/6U66elc7vvlYw7B+Yk5NNLBoXz/t7qnjgkkkkmbSYdMHzyh/ur+Zv35hDeZOTH/1nD/6AhEohI9GsDRb+6LT60NjmobHkZLBMtWojLi8btUqO1LSSGaOnqsVNVUvwuszpUnO4zeNDBt36+T77+XHm5cQxNc3M+CQTLo+fWZkxJJg01LW6+eRgDZf9YQNPXDODZIs2dMTsdJdi1XH/8klMSDLxu4+OAMGkuS/uPzdU4U0QxiLx2zkK5mbHcM/54/nj58cJSBJqpZzcBAOHqmxoVfKIs60OTq+fn7yxlw/uOXtYxnakfYn4xS+LAdhfYeOjA9U8f9PsblW1qpqd/PqDQ1E7Fh2taWVScrDqlM3pi9iCr6s3dpbz8YFq5ubEYtYqUcjlxBvVg9oTjiQA/PTiSTg9fmwuLz5/AH9A4gfnj+drs9OZnRVLk6OGS6clo1TI2VLYGNoD3hdhb76DOsL+okmjDAWCY7V2NEpZqAb0rtImZmfFsKPTCkGkxY+ABDaXN5Tp/sLGQs4en8Bd5+bxi3cPAMG/q2VPfcFzN87irHHxlDa2MS399M+ATrPquPPcPGwuL69uKWXF9FQReIUxT2Q7j6IP91UxLyeWOKMGh9vH1/+0KWqxh64evXLqsCw/7yhp4upVX3W73aRRkhWvZ252LBfnJ/Ph/mo+2FdFbaubzFg9chnEmzRUNbvCzsnOyYoJLT3HG9XkxBs4UtOKrb0ZQ6pVi1apoLC+e4nJDiqFjP93yWSunh08wzvSamwu9pa38PN39lMV4ShLZ0kmDalWLUdr7Dg8fmZlWilvcqJRymlwBEtHpll13WpsL52QQJsneE3c3gCHqm2h5WuZDLJi9Xzyo6WhzPBamyv4ZWH1brYWh2f7qhQyLDoVrS4fty7K5rxJiaRadOwsbSLZoiXBpOGptcf4nwsnkB3f94b0p4LShjaa2jxn5B64MHrEUaNTUKvLi1GjRCaT8Zs1h1m17kSfnmfWKnn1OwuGfPl547F6bvpr9xrCnSWZNPgCEr72peaAJKFXKahpdZOXYCDWqGF3WTNTU82hvrYJRg0JJg12t484oxqFXIZcJmN3WTNWnYrsOANVLU7KomQYx+iDZ2lnZsbg8vrRqRQ4PD5+c3UB6TER6jH2g9cfwOcPhJV57Oz1HeU8v/4Ex2vtfXq9zFg9yWYNLU4vR2rsKOXBYh3l7T9bbrwBjy9AeXsAjjOou3VImpZmZl+Fjew4PS/cOhe5DLLjDGHL8e/sruCfm0u7Bd++SLVo+ezH5wx7Fvxo8AekqNskgjAcxFGjU1DnmdxNC7LYWdLEkZpWDGol9y+fyMRkEz9cvbtbxrDN5eOJj4/w4jfnDdlYHG4fb+3qvUVdTafl4xkZVnaXNdPqCs7ajtc5oM6BSiELa1KfFqNjd1kzQLfztbWtbmpb3aFqXpF4/RJNbV4+OVgTdvvVq77igYsnc1ZePAmmgdXulQHlzU7GRyhqAfC12emcPymRmb/8JHTb3OwYWl2Rz/6WNrZh1irRty99GrUqPJ0O+NrdPgLt33mVchiXaMBqV9Hi9FJv95Bk0lDS0IZaIefNO86K2qd45Yw0ypucAwq+53SpVHY6EYFXOBX066jRqlWrKCgowGw2YzabWbhwIR9++GHofrvdzl133UV6ejo6nY7JkyezatWqIR/06SrNquPf31vIe3ct5h/fmsfKGWlMSjbz+vcX8YMI2cdfm50xpO///t7KsESwvlBHKSrs9UuhwJSfag4Fm54Yo/RjhWCGeCQ1Njc//Pduzv2/dfzq/YMcrWnt13Esnz9Am9cfNfACfHywmmv+dHIpfk77Hm1pYxtTUiI/z+0LhJLQmrvsievUCurtHtQKGTnxRrYWBV9rXIIRhSx4LMntC+ANBGfkkbS0v2ZWrJ5fXD6FP1w/kykpfV8parT3XI1LEITh1a+Zb3p6Oo8//jh5eXkAvPTSS6xcuZJdu3aRn5/Pvffey+eff84rr7xCdnY2H3/8MXfccQepqamsXLlyWH6A01HX+r5GjZJ7L5xAVpyetYdqiDNoKG5wMLtLpuxgrT1Ui83lJdagCjUF6M2OkiYmJpkidkyCYEnFw9WtUQtwdFbf6mZmppVd7UvVnSWZtaFl20jsbh8vbCzihY1FXDUzjV9dORV9lGXkDptONPDkJ0fZXd7Md8/O5Zo56ejUCgxqJc1OL7tLm/noQDWfHKzBFwgwMcmERiUP7WG3efwoFXKSTJqw1QAAq17FnvKWUPZzo8ONUi4jzqjColNhUMmZmGJGo1SgVckBWXvBFRMJJg1bixqRJHjms2P86opp3cbeUQP7sumpodsyYvU88+kxPjtc2+PPDbCnvFkszwrCKBr0nm9sbCy/+93v+Na3vsXUqVO59tpreeihh0L3z549m0suuYRf/vKXfXq9M23Pd6CGuo3c8Vo7Fz65HkkKzmaTLNpee+ACGNQKJqeYo57nnZ0VQ2ljW59b8mXG6iOWfcxPNfc5GS3OoEalkPPzyyezLD+lW4Cpt7v56Rv72HCsDnen5WC5LHg8qtnpweUNkB2n79NKgFopJz/VTHObl6J6BwkmDQtzY9lW3MT4RCNfHKtHIYP5uXHYXT40SjlmrRKfJOEPSGw83sDZ4+Mob3TiDUjUtboYn2iitNHBWXkJrLppdq9jcLi8tLr9HKq28c0Xt/X6+CSzhi0PXtDr4wRB6N1A4taAK1z5/X5Wr16Nw+Fg4cKFACxevJh3332XiooKJEni888/5+jRoyxbtmygbyNEMZSBV5IkHv/wEB1fwzx+iVaXj2m9JHNNT7fg8Ph7LKSxo6QJXT/2Fq36yNnMwdlh7yYlm8iON5AZp+eOf+7ivtf2hFU4kiSJD/dV0dzm6VZtKiAFi2R0HPXSKPs2bo8vwK7SZtxeP3ecM45frczn6etm8tG9S3jptnlcNTONvEQjTq8PnUqO0+vHLwWrm6mVcgrSzWiVCooa2kixaJGQUdXiwubyc6DSRq2t5wxrrz/AzpImHn7vAKu3lvZpzB2tFwVBGB39Dr779u3DaDSi0Wi4/fbbeeutt5gyJdjO7JlnnmHKlCmkp6ejVqtZvnw5zz33HIsXL476em63G5vNFvZHGFnPrTvB2kPhS5XNbV5cPn/UZcmCNEu34zJdqRQy5rTPfPsiM1ZPUYQjR5NTTDjcPiYmRd+XzYk3MDPDit3lY0dJU6hq1Ju7Krjz1R0424/xyGQybl6YzevfX8SaHywhKy5ypnSSWcOJushL6ZFkx+l5+Vvz+c7ZucEzuU4fSrmMonoHRfUOjtTY2VfegjcgoVcr2FzYgEwuIxAAg1qJw+0jP9XMrtImZmZY8AUCzM+Jxe3188d1x3t87y2Fjdz84jZmZ8bw5LUzWDQu2IpxXnYsH9yzmHsvmNCtX/D3zxkX6aWAYBOO0n7u/QuC0D/9Dr4TJ05k9+7dbN68me9///vceuutHDx4EAgG382bN/Puu++yY8cOnnjiCe644w7Wrl0b9fUee+wxLBZL6E9GxtAmEQk9O17bylNrj0a8z+nxY4qSBKVWykNN4iNRKWRkxxn6VF6yQ7XN1S1paH5OLJXNTg5X2zFqI89EM2P1NLV52FXWHDq+00Eph9pWD//c0n1GmB1v4N27FrNyRmq3+ySJbkeY5DJIaa8eJZcFA75Jo2RqmpnvLx3H54dr+c/2Mr7/z51c/PQX7Chu5MG39qFTK1gyPp4FuXGcqLWxs7QJl0/ieI0dCQm3L8DBKhtalYJF4+Kpt3uwuXxsKWqkptXN3KzYHq/bjpIm8lPNjEs0oFcrue2sHLQqOQtyY8lPtfCDC8ZzU6cz4eMTjczP6f6aXn+Ap9YepeDhj/nFu/t7fE9BEAZn0Hu+F1xwAePGjeOpp57CYrHw1ltvcemll4bu//a3v015eTlr1qyJ+Hy3243bfXI/0GazkZGRIfZ8R8CXx+t5+N0DHItyfjXNqsPt83cLsjF6VdSqVgB6lZxp6dYee9dGY9QoyU0wsLe8hYJ0C4V1duztfXWj9cNNNGm6Vc8al2BApZDh8Pgpa3Ri1Ch5eEU+l01LQasOD+Kr1p3gN2sOd3tdmSwY2BUyGdnxBh69ciopFh1Oj5+KZid5iUZqbS5anF6O1tjYVtzM+qN1mLTB+sy/WpnPX78sBikY2CTA4/Nj0qn44mg9509MwOH1o1EqWN/eb3hudkxYhySZDPY9vKzXik1dcwB2lTZRY3OxfGqw8cDagzV8++XtzMuJ5S+3zOlWfrK6xcXXnv8qlNSmUco5d2Ii/+/Syd0SAAVBCDcq53wlScLtduP1evF6vcjl4ZNphUJBIBC9XKJGo0GjGdj5zDNNICANquZxWWMbAUkiK87A+qN13P6PHWFN2buqaHaSZtUxMdkUKjsJMCHJFDWwqhQyJiRHv783drePWpuLWL2aveXhzRo6KkB1mJ0Vg9Pj52BV962KOKMmrGGB3e3jhQ2FPPf5MZ6+bhaZcXoOVLSwrbiJDcfqIo5FkiAjRs9vri4gLUYXul2nVpCXaAQg0awl0awlK87AuZOSuOOccSx/egONDg9lTU4evXIabW4vL31VwqeHa7lkajLH6+ycOyEBh8fP8To7BWkW9GoFU9MsbC1qZF5ObGjskgR7y5pZlBff43XrmgMwMzM8E/78yYl8fO8SlHJZxLrPLU5vWDa52xdgzYFqHhzisp6CIAT1K/g++OCDXHzxxWRkZNDa2srq1atZt24da9aswWw2s3TpUu677z50Oh1ZWVmsX7+el19+md///vfDNf4zgiRJvLq1lI3H6vuU+RrNv7aW8p/t5WTF6cNqCXeYkx2DPyAhA3x+ib0VLVQ0O5mRYSUtRkezw0OyRRt1pjwp2YTbF2B3WUufM4UjqbN7Iu6H7K+whYpbgBTxZ4BgBa6Ogh6dGbVKthe3cvmzG8Nun90eqC4tSMHtDbCjpJGMWD1ZcQYevGQSKRZdt9fq6qdv7KWmNZgY1ejwYNQoOSsvnsz2WePt54zj/uWTcHh8/O97B3G4vdhcXpJMGsoancToVWwtamR+TixNDg+L8+KpaHaiVshYf7SO6RlWDIOoVyyTyZiQZIrYAAPAoFGgVsrDioEAvL+vkjvOyRvw+wqCEFm//jXX1NRw8803U1VVhcVioaCggDVr1nDhhRcCsHr1ah544AFuvPFGGhsbycrK4tFHH+X2228flsGfKZ5bd4LffXSEnHj9oGa/Hx+sod7uxu31YdIoUCsVtHl8OL2B0Gwr1qAKFnuQy8hPNaNXK/AFJNKsOpRyGc1tXvISDOx0euj8OZ1i0VJjc4WWo13eQKhEYn/lxhsiBngJOFLTilGj7NY5KM2qI9Gkod7uJs2qoybCzDvqVZMFs6y/dVZ2aMbYn2xyp8fHVycaqG7PSr5iZhrXzskgN8EYekxHdnGMQc1Dl03mB6t3E5CCiW0alZyK9p9nS1Ejs7Ni2FxYH7q+RfVtzMmO5cIpSX0eUzTREujSY/QszI0LLX93eOLjo7y7u5Kz8uKRAXqNkh+eP1606ROEQepX8P3rX//a4/3Jycm8+OKLgxqQEG5PWXMoIaqovo1/bRtYP98Gu5vjtXYUMpiYbGZvRQt+yY9OraAg3crO0ibm58Syp6w5bM8xEr1GgUWnxqJTUVjvIM6gRiYjbB+42ubC4faRYtGE2uf1lU4d/YiPzekLNWXoLNmiDc2EU6064o3qbnvV0QLqjpImrp2bwczMmAEd4dKplaz9n6X86v2DTM+wcuXMtB5LN2bEGsiON7DpRAMKObS0dU9c6/zF5tkbZjI5xdjtMUNtWX4yyWYtx2pbQzW5/YFgpbLOZTS/tyR3ULNwQRAGcc5XGBnrj9aFNWd/8pOjVPfSWSeSNo+fmRlW5HIZ20ua8PgCtHn8NDq8bClqxOuXkACXL/r+fIeyRifjEgzEGtQoZMGkoEg9bFVKORN6OB4UTWGdg3hj5HrGnWV02oetaDq5xL2lqBFDewBPMmuYkxXD3OyYsMd0Vd7UFgq8Xn+AQEAiEJBw9bAn3plRo+Txqwu4fl5mn2om33HOODz+AKlWXdiZ27Py4nB5/SSZNJi0SsYnGnn0g0P85YuiPo1jMK6fl8EjK6bw92/OjdoV6NKCFPQ9fDkSBKFvRPAd45It4T106+0eVjy7kW+/tI2H3z3AgcqWKM8MF2NQk5Ng6FY4QiYLZhGnWXXQj8T3rcVNKBUyZmXFRDxyNCHJiMPtpWEANYTjjGqmploo6KHIx9zsGOpa3UxPt7AwN7ZbtnOr209GbHCpfHtJE5JEaGk3kk0nGlj57EZWPruRB97cxwVPrmfV+hPdCnEMlaxYA/ecP55txU20tbcehOBe+4FKGzWtbjy+AMdq7Ri1ygFdx/6SyWRo1UqUCjmPrMiP+JhksxZPlHrTgiD0nWgpOMatPVTNt1/aEfV+uQwumJzE95bmMruX86AQTN4qqnfw5s4K/rmlBKfXj0IWPJITTYpFQ6xBjVGjCstinp5uYU959+BfkG7hSLUt1DA+I0ZHgknDiTpHtxrPHUFnZ2kzGqWcNKsurLfvvOzYbl17ujafn50Zw47SnpfKM2N1lPahXGZXNy3I5JEVU1HIZdS2uthZ2sSyKcmhWbLHFyAgSaHZrsPt6/OSbFG9g0uf2cAl05LZU9ZCaaODGL2GapuLGRlW1Ao5bR4fh6pszMqK4aXb5vVar3qotHl8vLqllF//9xBdc7SunJnGk9fOGJFxjHXlTW14fAHiTRqMaqXYCz9DiX6+p6mH3z3AGzvLQ237IpHLYPcvLsLcj2bzLU4vz352jH9sKom43KxRynD7pND5Wr1awZQUMzIZyNuDT4vTw+Hqk8lRSrmMJLMm4iwzyaQhI07PnrJmvH4pFFhVchkzM61oVQq+OFYf9hytSs7UVAtyebDco8vrZ3txEx2/tLF6FY1tXgxqRcQvEPFGNUq5jGpb//adO/vVFVO5aUEWHl+AGpuTjFgDXq+fSptrUGUaHe5gotbZ4+NRyGW8vauCB9/ah9cvMTXVTHG9A3unn+miKUn8+ZY5A36//pIkiZv/upWNx8P/Tu46N48fL5s4YuMYa1pdXj4+UMPaQzV8dKA69OVEq5KTHqPn0SumMj83LvT46hYnGpWCGH3vWynCqUkE39PYw+8e4O9fFUe9X62Q885di5ic0nM95kj+tP4Ej314ssiEVimnIMNKc5sHi05FUb0jajUrnVqB3x/A074v3ZeOSHqVnIxYQ8ROSJEKZnQwqBWhdnyh91fJyU0wcqDSxrS0YJegprbgGduJSSY0Snm/qmxF8tyNs7hkWkqPj5EkCV9AYmdJEw6PD61SgUWvYkKSCZUi8u7OnrLmbnurb++q4If/3g10L7iRFadn/X3nDupn6a/mNg/X/mlz6O/Kqlfx9HUzidWrmZbe/9+1U5nL66fR4eHbL22PeLa8g0Gt4KYFWZw3KZF4k4Yfrt5NXqKROdkxuLwBbpzft7wA4dQhgu9prKrFyVXPfUVVD8lWSrmMO8/N494LJ/T79a/78yY2FzYyPcOCRqFgd3lztzOfnZm1SsYnmmh2ejhRd3KZONoMtK86F5iIpGM23hOrXkWcQc2JOgdKGSiV8lCzhM7j761E5v9cOIEpqWYWj4/vtcnCxmP1fPvlbWHvE29U8/mPz8EUZTWiyeEhxhA+G3K4fUx9+KNgeUurLqxc5sVTk1l102waHR5cXj+p1t7PHw+F5jYPf9lQyB8/PxG67WeXTubbZ+eOyPuPBXa3j6ue+5KjNZHPuEczLzuWjFg9b+ws56y8OP54wyysYgZ82hnRrkbCyEqx6Dh3UmLU+y+aksRti3P4y4ZCfvHOfmp66YTT1ezMGFRyGTJkbC1ujBp4DWoFs7OsxBs17ChtCgu8EMyWVikGvu/V6oo+a9apFBjUvS+rN7d5Q+PyScHkplmZVmZmWpmRYWV+Tiwub7Bs5rwINY47WPUqzp+c1GvgDQQkFo2LI84QXqnt+ZtmRw28QLfAC8GfsaMLVGqnbO6sOH2o2MWfvyjkvT2VPY5pKFn1am5ekI2mvTmDSiHja7PTR+z9x4KfvLG334EXYGtxI2/sLAeCDTBO1DnwiYQ1ARF8TymPrMjn11dOI7tLJ567z8vjz7fM4cFLJvPRD5egVMj71FC9s9lZMQQgYmWozsw6FQcrbWFJUZ35AxKTUwa+YtFTsEo0a2iMcCa2N0dqgudWd5U2s7usmS1FjaFlcqVMxvhEIykWDUkmDTF6FfFGNVPTzDz0zgHu/ffusE5LTY6T73+izs6+8maanV7kchkf37sk1IZxcV48BenWfo+1otnJ775WwA3zM9nWvh8O0GD3hEpcHqqysXBcXE8vM+SSLVqumRMMuHedO/6Mm72Niz+5ty+XBZtTzMq09unYlVwWXGmRy2U8+Oa+iMfyhDOPOCl/ClEp5NwwP5NJKSaueX4T/oDE9Awr31tycvkvWEFpCnZ39OSsSGIM6qilBzvMzorB5fX1uPQN9Kt/b1etLi8yWeRTTx21h2dkWDlY2RIKoH2VEavDoFbS4vRS1eJiaqqZsqY2ypqcyGXBfr4dyWUdy9FrD9aE6hv7/AFqW93Ba+UP8N2Xt5MRq+fv35wXrDFdaQtVkFqUF9etjV/fxqgnI1bPe3uqmJFuZVf7lyG720dVixOfP0CMXtVjYHd5/agU8qjVrAbqvmWTKGlo45aF/S/yMpZVt7jwS8EqbtF07M1fMDmJp6+bEcpoP17byg//vZv9ESq5xehVZMUZuPu8PM6ZmIjH50erUgxpL27h1CWC7yloVmYMf7xhFve/vofqFic1rW707cccOrrf9NYFp6sXvyzu9TE1La5uLfsiCQwijeBErZ252ZH3ff2BYBbwnvJmZmfFsL2XSlydTUo2cbzWji8gMS3NQkasnsNVNmztGeQd3zu8XZYEL5ueQoIpuJysVMiZmBwsGtLU5uWWhdncvCAYiLQqOXOyY/jxRcEs4MXje26E0Jtp6Raajp6cZS/LT8KiU7HuSB3nT45eZrK6xcWKZzcil8m4dm4GP7xg/JB92Ft0Kl64dQ57y1rYX9lCaWMb2XEGbl2UPSSvP5L8AYlnPzvOq1tLsOhUPHfjrB4fvzA3jtduX8i0NEtYslReoon/u2Y6lz6zMezL680Lsvh/l04Oe6xuhI6JCacG8dtwilo+NZkam4s3d5Zja1/2HIy8RCO7H7qQNq+f/2wv44+fHw+rrAWQYtVic3sjlnfsrLeZcU8mpZipj5LtDLC/MjjDaO6hpWEkchn42j8c91X0rTAJwFu7KvjpxZO7dQKKN2nCgk5HgBts0O0Qo1dz37KJ6NVKPjtcw+1Lx6FUyDFqW1ienxzxOXvLm/nOy9tD2eJ/+OwYSycmMKtLh6PB0CgVJJm13P7KDhocHjJj9UxMNtLi9JFi0Q5oqX2klTW28Z2Xt4dKZt593njyErtXYjtea6e8qY1zJiai1yiZmx05P2BSspmrZ6Xxn+3lodu+tThHZDQLPRLZzgIA+ytamNqpotSOkia++eLW0MwQgtnU83JicXr8+NsLSxTXO5AB3oBEo8NDgklDXQ/Bsycddad7OsbRwaBW4Pb56UM1TCBYzKOjXnGHnHgDcQY1drcPtVKOPxCsLtXZxCQT/7l9Ybfg6/EFeHLtUXYUN+H2B3jpm3OHfB+0a4/e3vzPf/aEknsAUi1aNv7kvD5/Mdtf0cLmwoY+ZTHvLG3iuy9v73LsS8Hi8fG0tHm5tCBlVGfEXn+A59edQC6XcaCyBbNWxZTU4OfJU2uP0di+d79oXBwv3zYPZYTjYK9sLuHf28p4+86zel3C79j7l6Rg84qFuXGi4MYZZFT6+Qqnh6ldSjnOzorh1e8s4PZXdoT2Wq16FZXNzoitAiclm0i1agdVBjHFqutT4AVwtJdkPFbTSqu796NNkT5cE0wne/6q5DK8Efa8m50eNhyr47KC1LDbNx6v4+9fFof6IX90oJpr52b2aex91Z/A29Lm5Z3dFWG3XTMno08B4HitnYNVNn7z4WHSYnR9Cr6zMmN4/+6z+fFre0JFOJxeP58crAGCWb4f7K3iyetm9LiXOhwkSeLBN/fx2o7yHh93Vl4cf7p5TtjvhsPtQ69W0Or2ccO8TFatO8H24kYmJZux6KMnA047BWb8wtgisp2FqKamWfj0f5ZyxznjUMhltDi9UbOND1e3sr/CRnacgalpZnITDGiUcuZm923Jc1KykWSztvcHdlLb6qatD2eKL5icSFZseIZ4gkmDv9OyeqTAC1Bjc/PQ2/v58Wu72VnaRMdC0XmTkvjN1wqAYGLNeZMG3+5vMCpbwvfi81PN3Hlu3/rwZsXpmZsdw0OXTebWhdk9HvfqLNmi5enrZrByRmrE+7cWN1LSEDkrfji9vKmkx8CrUyl44prpvPKt+WG5Ef6AxH+2l/H1P21iS2ED/9hcwnVz03F6/eg1YglZGFpi5iv0SKNUcP/ySSzOi+fBt/ejU8mxObtXpuqwqbAh7L9LGtpQKWR4/RIKGURLUDbr1D0W14ikvMnJpGQTR6pbibZ38tdb53D+5CTsbh8fH6wJ1Zaua3VT1+pmVqaV2lZ3aHYfSUaMntd3VPD6jgqumJHKU9fNBODyghTe3FnOzIyYUFIWBM/9ymT9m7kOVm6Cgfw0C3vKmok3anj6uhl9zrZWKeSkWHSkWPo/Q40zavj912dw0ZRk7nx1Z9h94xIMQ7rf3Bf7ylv43/cPRrxPo5QzM9PKzy6d0m2lB4IZ5XOzYylpaKOiycnBKhu//dr04R6ycIYSwVfok0V58Tx7/Uwefu9A6LapaWb0aiVHa1ppdXojBtbaVjcF6RZUchl+SaK00Umb29etlnSDfWD7xD3VuwbITw1+yBo1Sr5/zjge71RGE4INHeblxEQNviqFjOO1J79svLe3ikSzlpsXZJERq2dKipk5nWb3G47VMSHJRFI/Z/GDpVbIKaqzk2jS8OEPzibOqOn9SUNEIZcxNzuG+5dP5D/bykLbEt9dkjuiSUeSJPH/3t4XlnV85cw0/ueiCehUCmIN6h6/EFl0KixpFqamWbC7fVz7p020urw9nj0XhIESCVdCv3xxtJY/fn4Cl9dPtc1FTXvDApVCRppVF3E/GMCkUWLQKEINDrrWLU61aEm2aLslRfWmt3KU914wnh9cECy3Wdfq5pa/bcUfCHDVrHTa3D4+P1JHRXMbmTEGVEoZMpkMf0DCFwggIxjU6u0eShocYV8uchMMJBg1oS5P/7syH6tezSubS0ixaLl96bhBFRvpL0mSuOKPX/LIyqnMiNKLdyTU2lw8v76QWIOKlTPSyOiy3D+cNhyr4+a/bg3995ysGFZ/d0HE/f5oWpzeUHLdF0frmJUVg1IuE5nLQo9EwpUw7JZMSGRrURPPfn487HavX8Lu9pERq6MsQuu+VrcPlVLGxCQTR2paQ12ROt+vHMDs1+uLvuebEasLO/aUYNLwzp1nsf5ILRdMScLm9HHvhROosblZ8ezGbg0dCtItbO30BWF+TixHa1ppavNSWOegsL2E5YwMK3KgutmJQa2grLENm8vb72zlwZDJZLxz1+Jhee1AQOK5dceZlRnD/Ny4HjN/E81afn75lIj3ubx+NEr5sF2TcQlGnrtxFtPSLPgCEikWbb8CLxCW1Z5q1WJQK6hscY140phw+hMJV0K//eCC8UxK7n4ust7uIcUc+UMq1qAizarH5gombG0pamR2VgxZscHHj0swUtropCDNQmyEmsfR1LS6mZ1ppSBCh50YvZoJSeHjVCvlXJgf7Md7oLKFFqeXZIuWC6YEE6a0KjlqpRytUs7eLr2KtxQ10uL0MjPDSkGnPcPdZc387J0D/GdHOTMzLLx5x1nMz4kbUJBp8/hYe7CmW7GPgXJ5/WElMQdCLpeRl2jkhhe2sGrd8d6fEMELGwopeORj3thZzso/fsnnh2sZ6kW3VKuOS6alkBGrJyfeMOjZal6iCZlMNqjA6/L6cXl8op6z0I0IvkK/qRRyHmgvudhVtc3F9HQL8zoVJJiZaUWvVnKwsoWqlpOzyx0lTcQbtczPiaXFGQwQNTZXn7NtASqbXewobaa8qS3U0CEv0Uh+qplam5sXNhSGkqy6WpQXHzqbe8vCLFbdOItfrpxKfqo5Yn9jCFbC2lXWjEIuY1amlRRLcG91fKKRVIuW9/ZW88PVu3AOsLOTXq3Eolfx1YmG3h/ci+Y2Dze+sCVi68b+6thb//xI3YCePyXFjFwGa/ZXU2dzcdtL27jij19S0uCgzdO/UqinijaPjx/9ZzdXPPcVf1pfONrDEcYYsewsDMiS8fGcPT6eDcfCG62XNrZR2hgsJA8wIyOYgRuQgkH4QEV4TeYdpeElIrPiDdQU9X35eVKyEafHT0mjk3MnJmB3+zhc3RqWiFXX6upWJKOzulY3Vp2ai6eZqWpxkh6jx6JT8cynx1hzoDric3Z1akBh0iopbnDgD0gU1juw6lW8u6eCCyYnDSjxKVolpf7w+gPc/a9d7ChpIq4fKwnRdBzpSo/p2yxQkiQ8/kCoI9TkFDMquZy1h4INP1IsWnITjPj8EuVNzm4rFKcDvVrJiump2Fw+zh6iymfC6UPMfIUBkclk/GT5pKj3O71+xicZ0SgVobrJu0qbyU0w9vi6fZ0xmjQKZmZYOVJjp9buYWqqmaO1drYVN3XLgL7/9b09No1wef2hfcwUi46F4+LIjtdzaUEKfVk5bnX5UMrlpFp1XDA5iWlpFqakmPu1fD7U/ruvKvTF6I5/7uS17WUDfq1txY387qMjABTXOzhSbeux1zPAs58fD1uifuzDQ9jbZ7h5iUb+9o25PHntDMYlGsMCb2+ve6pZPjWFi6cmk2Qa2ex3YewTM19hwKamWShIt3TbG4VgApZepQjVU+7QW9OFZmff9icnpZhD2dJOjz9U8zmSeTk9JwlFysi1u3z8+r+HkMuCR6Q65CUaQx1tHr1iKmqlnBanl+J6B3PbG6cPdTehgVg0Lo67zs3j2c+Pc6zWzq8+OMRF+ck9rgBE89h/D4Uqee0pb2Hj8QYmJvec0bloXBy7SpvZeKyOcYlGbl2UzY3zs6htdXPOxARUERKhPL4AjQ4PyZbRDVQ+fwClQk6jw9PjF6gdJU3EGVVkx/X8hVIcVRIiEcFXGJQrZ6bh8QWwu31IkoTD4yfOoEajVFDR1Ea94+R+68xMK7t6OUqUYo6cLd1ZmlWHy9v3PdVtxY2cqLMzrpdZd4ffrjnMB/uqujWIOH9SIrcsyuascXH4JSm0pApDs1Q8lBJMWqT20iMyGbx027zQVkB/vXjrXC7740biDBqWT03mtrOyQwEqmpkZMby3pwq720uKRcvkZHOvpS7VSvmoB144WYo01qDG5fUjl8lwev3dvrjkxOn59YeHufPcPHI69fsVhL4QwVcYlEumpfDIe+EVhZrbghnBnQMvgLcPS4on6uzdzgB3FW9Ss6es752JdpQ08dM39vLKt+eHBcxomtu8lEQ4r+z0+kkya1Aq5FH/4fj8AT46UMMnB6vx+APcsjCbBbkj2/i+g7l9xlWQZmFammXAR3y0agWPrMhn6YTE0Kxeqej5tRye4DEutUKOrg8N58equlY33//nDhRyOb//+vSwL3BbSxr52qw03KdpwpgwvETwFQYlyawlL9HI8Vp76DalXMbxOnu3x1Y0O5mebmFPhGXqDg0ODw0OT8/FMySYkGTEolPR3OblWG339+pqW3ET7+6u5Jo5Gb0+9u7z87jrvDx+8sZeNhyrx6RRcvmMVMYnGvlgbxXVLS4OVtmQy2RMTbWE2gi+t6eSR947gD8gcc/547lmTka/+yoPFZfXzzOfHgPgJ8snDWopXKNS9Lt29emy1BpjUNPk8HLfsolsKWwIC74XTk5GBnh6OGsuCNGI4CsMWm68ISz4+gISOXEG9nbpm9vU5qXZ2cKMDCu7O2ULdyUD6iMU3FDIZWTH6TFqFdTZ3Xj9ATJi9H0KvhAsuH/59NRez3+mWHT4/AFy4w1IUrB61y9XTg0FsKoWJ2sP1ZAdZ2BKqokthQ08t+4E+ytaGJdgZFKKiW+eldOnMQ2XDcfqcfsCPHntdBbliUzbgapqdjI3O4aVM1K7rRwcrrLx0YFqfnTRRIBel+IFoTMRfIVBkSSJ0sbuS7TRlholiV4L/ksEyzp25Q9ItLp8nKg72SmnstlJVpyekoY29GpF1C5HMXoVXn+ATScaOHdSYo/vD8F9vwcvmcw3XtzGjpImPj9cwwVTgk3sUyw6fnXFNABO1Layav0JchMM/PqqaWOmEpLHF+Cp62Z0a4VY3eIaE/uqp4qmNi9fHKtnf6WNrDh9aCkfgrPi7SVN/Or9g5i0Ku44Z1yfXvNgpQ2LXjVmfleE0SGCrzAonx6q5XB19yIOvoCERaekxdn//TCtUk5li5PF4+PYeCy82ERWnD6sDKTbJ6FSyMmK1eGXoM3TPVlrZoYVmSzYROFvXxaxcFxcr7PfL4/XU1hn5083z6Le7iE77mRCTUcWrD8gEaNX8/dvzuv3zzjcLi1IiXi7CLz9k5tg4OpZadhd3rDAC8GKWn+4YSb7K1podnh73QfvUGd34/D4RPA9w4k1ktOUwz38Je0aHR5e2lQc8b4dJU1R9zsPVtqYnxOLNUpzcrNOhVIuY1+EveEj1a1olOEfcsdr7ZQ0OtFEmFEnm7XsKmsONWzYcKyej9sbvvdEpZDzyHsHueSZjcQa1GGZujanF68vgEIuC1XIgoF3ZhoNrk6N74Xo4o0a7ls2iXk53ZPmWpxeTGoFszNjWDkzjR6OkodZOiFhzGXHCyNPBN/TlFwm6/Hs62DVtrq45vmvulW46jAhyYgtSrs/u9vHlqJGJiRGPvqTaNbQ6PDS4vQxOzOGzPZzuAa1ghSLDrcv8qdcpLOjmRHO8D7x8RHqWnsOlPNyYvnpxcE+xl2/RGTHG1C1B/rOQXkk2/gNlkYp58Ip/UuiGquGuzCHWimPmLBm0alQq5QY22fEY+F8t3DqEMH3NKVTK4attdya/dWc/3/rw/Zeu7Lq1UxOMTMvJ4ZZmd3HYdGpqLd7mJzcPQDrOi0J7ygNlke06lXkp1p63C8ubXCQn2omK07PvJxYcuINbC3unjFd0tDGn7840ctPCd8+O5e7zx/P5qKGIW8CMBoCnaZmI9VtaST0lkMw3PwBiRqb67SrziUML7HnK/TL0ZpW7v7XTrz+noNRfauLwvpgItbMLsF3Xk4MxfXBBCmAWZnWsD6+ti6NEDrqKEcKpJ21eQNoVQoOVNointPtbO2hWm5bnEOKped9tzSr7pTfm6uxuXj2s+NsPF7PeZMSeeiyyC3/Rktdq5t/bC5h6YQEZmfFjPZw+u1wVQvlzS4aHR6WTEgg1aI9rb7cCMNDBF+hX17bXtZr4I01BM/fdthV2kyaVYdOLQdkVLW4qG11hxKnYvQqUq1aKpuDFaWO1NgZl2DocWYdTVVLz9WxOtTaXOhVp/+vvz8gcf/re1l/NNiN6IujA+tKNFzq7W6WP/UFDQ4PHx+oZvV3F4Tto58aZHzvHzuQyYJZ+hvuP5dEs0hsE3omlp2FfjlUFb093cwMK9PSzJg0ShrbwmevFc1Ojtc6MGmV1HfZb21q81LZ7GJ2Vgx5iUamppmJH+D+aXObl0RT788dl2jEEiXh63RyoLKFHSUnq4VpVPIRWUL3ByTKGtuoaHJSVG+P+p5PfnKUhvZ+w4erW/nFuweGfWxDbUqqmdXfXcCFk5NYnBffp4Q+QRDBV+iXSC3ljBolszKtaFVy9lXYKOmhNrPH58fpjbw35vH5Ucpl7K+wsb+iZUDVodo8fqak9lz0Hzjll5L7qrLZSZpVR7wxOJucnRmDzenFPUxVmSRJYk9ZM3f8cwetLh9fHKvljR0V3ZZhX95UzF2v7uSfW0rDbv/vvqpes8aP19qpaOp5W2EkyWQyFuTGsSA3jk2FDewrb6Glre89qYUz0+m/7iYMqYnJ3fuuun1+iuodtDi9TE4x9Tg7VvdQW3lfxcnsbIfHz8wMa1jf3L4Yl2Bgw9E65ufEsiVaeUpge0kTX52oZ9OJBm5emEXiadryrSDdyn9/cDZljW38Y3MJN87PxDKMy7o/f+cA/9hcgl6tYH+FjaY2D69+Z0HofpfXz5OfHOVPX0RuLu/1S2wubIx6TvndPZX8dUMhD6/IJy2meyb7aMqM1XPP+eP568Yi8tPMXDUrfdTKiwpjn/jNEPol0ozR65eYkGRiS1EjhXWObglUnUWqXBXNrrJmUi1aKrt0F4omPUYX2ifeXdbE+ERj1NKTda1ubvjLFgBmZFg5f/LpGXxT2/++suMNw55odbzWzvb2Je42j582j5PZWTGhrPviegdHa1qjBt4O4xJPFjRpaU++6+goNDHJRHqMnqa2vrWeHEkXTEkioUxDTryBiUkmEXiFHvVr2XnVqlUUFBRgNpsxm80sXLiQDz/8MHS/TCaL+Od3v/vdkA9cGHk+fyDisY6MWB12d/BMr9sXiHjetsOe8mamp1v69H4xehU1vZzH7ayi+eRyd6xBQ3Ufg/YfPjuOzSWWCQej1enl7V0VnOjyZSc33oC//YiT3e3jrn/t6vF19GoFSrk87L/LG08m3k1MNvHHG2f1u9HDSJmeYWVZfjJv7apgw7G6iK0vm9s8p8XRNWFw+hV809PTefzxx9m+fTvbt2/nvPPOY+XKlRw4EEySqKqqCvvzt7/9DZlMxtVXXz0sgxdG1h8/P0GsQU1Mp0SlgnQLbm+AA+0FPeIMarb1cCTI5e1b8fk0qxadShH64O4LrVKBKlToQMIvSWTG6pmb3fPxFVEcYXA+PVTN2kM1PPv5cTxdqqp9fqQ2tIc7Nc3Cnefk9fhauQkG8joVX1Ep5OSnWYd8zMPtO0tyeX79CeY+upan1h7F2+m6lDU6OVITfWtGODP0K/hefvnlXHLJJUyYMIEJEybw6KOPYjQa2bx5MwDJyclhf9555x3OPfdccnNzh2Xwwsj6+tx0pqVZeOHWuSdvlAirtdzg8FCQbqWncHa81k5egoH5ObHEG9WoOtXENWmVyGWQYtEiAfl9SJ7q4PT6SW+vaFXV4mZikgm1Usa24qZuAdiiU9GRAySXwSPvHuz6cmeEBrubH7+2h8I6O84oTSl68sHeKv78RRF7o7SJ/Nbi3LBjN71V1cqKG/2m9JIkDXpmatQo+fFFE/njDTN5dUsp5U0nV2WmpVuYlNz332vh9DTgTQm/389rr72Gw+Fg4cKF3e6vqanhgw8+4KWXXurxddxuN273yQ9vm234SiIKg9NRkGJ2Vgz/75LJ/GbNYfxS+ExHq5Lj8vqI9NFl1au4ZUEWV81KIzs+OLsJBCQCksTvPj7Cn9YXkhNnYF9FC9tLmoFggYj+nPntXDayc7JWRwA+UedAp1ZQa3MxI8NKm9vHtuKmfs2wTydxxuAe5XlPrOe8SYn87Rtze39Suzd3lvOTN/Zy04Is0iMkP01KNrFienjiVHa8njSrLmyLoLPl+cn9+wGGWFWLk9e2lxOQJK6elU5GhPKkffHypmICAYmjtXbcvgA/eX0v09It3HHOuFOqDKkwfPp91Gjfvn0YjUY0Gg233347b731FlOmdE/keOmllzCZTFx11VU9vt5jjz2GxWIJ/cnI6L3ZuTD6vrMkl2+fnUNVS/ierMsbQKdSolOF/2pdNTONdT8+hx9dNDEUeCFYG1mpkGPWqjBqlGjVCrSdnhuQgvvIPdGqTtbe7WmmvK24iTa3D7NWidcvcaTKRlP7kZC6U6gpwlA7Ky+eRJOGzw7X8srmkj4/b19FC16/hEWn4qb5Gfz26gLSrDpkMlgxPZXnb5oVSvjqoFcrOS9KS0elXMY5ExMAaPP4hnVf1OcPsKesmUNVNjy+AG1uX2h/NifewIVTkga1HXHzgiwmp5h5Z1cFLU4vW4sb+evGItHMQgjpd/CdOHEiu3fvZvPmzXz/+9/n1ltv5eDB7kt2f/vb37jxxhvRanvOIn3ggQdoaWkJ/SkrK+vvkIRRMj83jkZH96zTIzWtjE86eSRJIZfxqyun9li5qLDOjkWnZGtRY7dzwOVNzlApym5jyInF5w8wK9NKQbqlx+NFAC5fIHQUSqNShJbMp6Zahu3s61hn1amob//y8ev/HqKovudVhlaXl8f+ewiDWsHEJBPXzc2kzeNnfm4sa3+0lLfvOItnrp9JdrwxYpnFmxZkRVx+npRiwtTepECvVg5riUan18+Wogay4vSolXL0GiVaVbBxx+XTU8lPtXT74tAfMpkMjUpOW6eEK5VCxvRhqrcunHr6HXzVajV5eXnMmTOHxx57jOnTp/P000+HPWbDhg0cOXKEb3/7272+nkajCWVPd/wRTg1eX4CXvjmXi7p8kLZ5/Owtb2Fm+weNPyD1ePYX4Hidg4rmyNnJJq0SZ4SsUaVcxs7SJnyB4Kw22r5jNE1tXqalBX/fPtxfzcFh7AI1lmXHG7hyZjoQ/Lt76aviqI+1ubxsOlFPqlXHihlpPH39DHaXNRNj0JAVZ0CnVvQaYCYmm/h+p8bzSyYk8PJt83jimhlIksTTa49xdJgTkkxaFd9dMg69eviOA+0oaaZj8v6NRdncMC+TkoY2JEliW3Ejy578gpte2HLGfuk70w36N0+SpLA9W4C//vWvzJ49m+nTpw/25YUxbFq6hbJGJ1fOTOtWUi8zVk+g085vT3uqhXV26mw9HwsyapS0dmlRqJDLel2S7k2L04tSLsMXkChucDAzc+CF/WtbXWgUilOybOU5ExN4Y2c5187J4GeXTo76OLNWxUX54fu44xO7F17pTZxBjUYp5yfLJ3Ht3AwM7WdiPT4/AUkiZgCFQL46Uc/buyqYkRHDDfMz+/38ofaNRdk02N0cr7Vzz/njiTWc/JnGJxpZlp+EzeXD5vSRYIpefEY4PfUr+D744INcfPHFZGRk0NrayurVq1m3bh1r1qwJPcZms/Haa6/xxBNPDPlghbElyaSlpKGN+17f2+2+FIs2tASsVsiZlBL9A7qpzYu3PTgnmjRh2dMArS4f83Ji2Fp0skbx1DQzCpmMPf2c7XY2LzsWp9dPaXs5zN9/cpQrZqQNeLkzwajhi2P1LJ2QMOAxjZZl+clcOi2F6+dl9ukoWGcD2RvNijOw6+cXhs08i+sdvLWrgpUzUpGQ+O++Ki6YnNSnloEeX4C/biji08O1/Gd7OduKG7nz3LzQsaUmhxutSoFuGGe6XckILrFHWr626tX86KKJAKG9bUmSeHdPJRadinMmRt4XF04f/fpNrKmp4eabb6aqqgqLxUJBQQFr1qzhwgsvDD1m9erVSJLE9ddfP+SDFcYWuVxGeZMzVGCjs0CnZJl4oxqzNvpscHZWDB/cs5jNhY0sHZ/AE58c4eVN4Yk/nY+PalVy1Ap51CpafTEvJ5atXfaHyxqdHK+1h+1X94dMJjslAy8Ee+I+e8NMfCOY9d0ReBvsbv61tZQ7zsnj++eMY2tRI898eoztJU08eMkkvrtkXNTX2FbcQFWzC7VCzqEqG9fOyeAbZ2UTo1dTWG8PBd8Yg2bEC1s4vf4e940lSeKzw7V8cbQOj19iZ0kTR2paSTBp+MH54zFoFKHtAOH0I5PGWKkVm82GxWKhpaVF7P+eAj47XMNtf98edluyRRtWXSo3wcBn/3NOn1+zrtXN+U+sw9ZpmXlOVgzIoLDOwbgEA0drWkmz6jhe5+hzE3ONUobbJ/VYM/qe88fzowsn9HmswsD5/AHe2V1BfqqFH7++hxe/MY+E9o5UTQ43Do8fGUSt4dzq8vLJwRr+u6+Kzw7X8up3FrAgN24Ef4KBa2nz8vB7B3hrV0XUx6gVcvY+fBFalViSHusGErdE8VFhUBbkxiGXBY8EdciMDZ7lrGt1YdaqqGt10+r0YtL1bS80waThznPzeOzDw6HbdpY2MTXVgi8QYEdJEwEJWpytxBrU+FVSqAZwTwrSreyvtEVM3upwbBQrD3n9ATYXNnD2+OGdPR+qshGjV5Nk1oxa03d/QOK6P2+mrtXFxz9aysOXTaHzaneMQUNjm53jtfaIwXfN/iruf30vNpcPo0bJe3cvJj+1b2VLR5PXH+C3aw6zemsZrRFWjABMGiXzcmK5bXGOCLynMRF8hUHRq5UsnZDA50dONmnfVdqE1y+hUsioanHh9UuUNzuZ3MfgC/DdJbkUNzj419bg0bOAFFzGsznDP7AaHZ5eOxh1qGp24fT4OVwdPcB+uL+aX75/kPuXT0TTQwem4aBSyId95ra9uJHv/WMHZp2KWxdm8Y2zcob1/aJ5a1c5Do+fK2elo1EqyE+zdNuPzY03hFpYBgISMlnwzLdWpSA/1YJRo8Tm8vG3W+ecEoFXkiQe/eAQf4+QTZ6XaOSSqclMTbOwKC9eNGU4A4i/YWHQVt04i/vf2MeGY3VkxxuYkxXDXzcW4fWfnA6/tr2M/7loAgZN3wKwTCbjkRVTeX1Heeh1NFESbxocJxO0vj4nnTSrHofHh88voVbKaW7zsP5ILSlWLeVRKit19vKmYn54wfgRD75Aj00polm9tZSz8uL7VI1pzf5qGhweGhwezsqLH8gQh8TXZmfwtdknC+pESoSSyWShv4PSxjYa7G4e/e8hIPilq7LFxYOXTGJOL7W7x4pV6090C7w58QYeu2oa83NiR20VQhgdIvgKg3bfG/v42aWT8fgmhiocvbunkhpbp7KhLi8Ot6/PwReCSUBLxifw6eFagKhnMovrHVw/N4PbzxkXtTbwlsIGrv3z5j69r9cv8dGBGr42+9RIdvnnllJiDepuwdfm9GLustrw9bkZ/Gd7GXOyY3F5A/z0jb1cMyeD2VnDE8Aa7G7+9/2DJBg1/PTiSf3OpO6g1yi49s87qbG5SbVouWx6KpNTTKycnoZ8jDfGCAQkihocPL32WNjtaqWcp6+bQUG6dXQGJowqEXyFQbO1n5U1GlShD8KHLpvCXa+ebB93y8JsEs39rxi0LD+ZTw/XYtIq2RqlW5IvAFfOSuuxKP+UVHPoPG9vVApZn/aQ+8rr77nN4mD95ZY5oX63nZl1Kh56ez8/unACMQY1NpeXN3dWsOaHSzBqlHj8Af69vYy1h2rZ/rMLhmVs/95exju7KwG4tCBlwOeoE01aPvzBEtYdqWVmZgw58aPfgKE3e8qaefzDwxyqtpFs1vKT5ZNINGvYVtTI1uImfnbpZBF4z2Ai+AqD4vMHWD41GaVczm/XHCEv0cjNC7O5rCCVFqeXX39wiGdvmDXgD5krZqbxr22lKOXB7kTRbDrRwLyc6PulJq2KxePjWddpbzqSOVkxlDc5uWYIZ73DGXghmF3e2cZj9dhcXs6ZmECDw81FT33B9fMyeemrYgKSxO1Lc0Mz4tXfWTCsjek779F/5+XtPLwin8sKUgf0WrEGNVfNOjVWIyCY+7CpsIErZ6bxm6sLQueVB/rzC6cXEXyFQVEq5Fw3NwOZTMaRmtawALgsP5nsOMOg9hbVSjlzs2P58xeFEe9XyGU8duU0Vszo/QPtjnPyegy+F01J4slrZ+D2BUIVl041kiTx+o4y3t9bxfKpyTx8eT6rt5XxyuaS0Gy+3u4O1dmeP4QJXh5fgKM1rcQbNSRbtEhSMElKo5Tj9gWot3u469VdrD9Sx++uOf2r33XUKN9S2NCnQiHCmUX8RgiD1pEo8uiV08hNOLkcGG/UED8E7dNuOysHk1ZJvLF7ycGLpiTx9bkZfTqS4erhiBEEjzOplXJiDepBdbQZTTKZjDq7G19A4nitnY8P1nDXuXksGncyyG44Vj/k73ugsoVb/raFy/6wkc+P1IbG8uOLJvLuXYvpfDnn5cQO+fuPRUsnJGDUKLnzvLzRHoowBongKwyZcQlGJqeEHzDPHGA/1M6SLVr+9Z0FEWejHl+A8qa2Pr3OazvK+dmlk1FHWQaut3vYcKznZemxTpIkShqC1+NwdSs/e3s/BY98zNvt+65ZcXoumNxzQ/v+cvv8XL3qKzYXNnLrwiyun3eyrrJCLmNisonnbpxFRzLvmdI7eUqqmd9cXYAyyhe5rUWNSJIUsUKccPo7NdfWhFOGLkorwP767HBtKKh0GJdg4JZF2fzx8+M8dlVBr6/xjUVZTEo2MzMzhhtf2IyrS+vCmZlWzj3Fa+ruLmum1uYmzaojLUbHuAQjy6cmU9fqJi/RyLQ0S79m9btKm3h9RzkPXTYl6urCCxuKcHkD3Lowi0dWTo34mOVTU7j7vPG8v6fylF1VGIhLC1IilrX8YG8VCSY1/oA07Gd6XV4//95WxrR0C7MG0ThEGFoi+AqnhAW5ccQbNaG+swAn6hwYNQp+snxSn15jdlZwuXNWppX8VAs7SsITuOpa3af8WctxCQa+euC8IVnuh+DKxbojdWwq3MBT185gUrIZtVKOJEkU1jtINGnYVdrMB/f0XmHq7vPyuG5uRqiEZF8Md6Z4h4pmJ0+vPcqDl0zuse/0QET6nZqfGztkf0c98fsD7ChuJM2qIydu8KtQwtARy87CKcHrD4QFXr1awbL8JH7/ydF+f1i6vAHqunROAqhsdvJ5+5niU5VJqxrSD/U4o4YN95/LD84fz4pnv+S+1/cgSRJNbR7UCjkmrYoX+lhhSqWQk2rV9SuYbitqJDDMy9S1NhcmjZLD1a1c8ccvOV5rH9b3g2A+RF2rm6+O1/Pil0XD8jP6/AF2lDZx/xv7+GBfFT95Y9+IN5cQohPBVzglaFXysLOdE5JMPH3dTH595bR+v5ZOreD9uxdz04Lwnq8BCe751y6ah/HozXAbjpm7XC7j8oJUvrskF6fHj9PrJ9ag6VNFrcFalBc/LEU09le08O6eSk7U2TFqlTjcPq6cmUZxQxvXPP/VsATgRoeHVtfJ8+NPf3qUG17YwiPvHezWD3sonKhzcMc/d1Jtc/HWrgo2FzZwhmy3nxJE8BVOCeMSjHg79RWsaw32Z+2psEZPzDoVv1w5lWvnZITd3ur28dM39okkmC7kchkPXjKZP98yJ2qlsVNJUb2DH67exRXPfsnrO8p5eXMJBypauHx6Kv/53kJsrqErstJBr1bg9Pg50l5bXCk/+fG77sjQrrgEAhKxehUv3TaPi6YEE+zm58adUfvtY92p/69IOCNY9Wqy4vSUNwVrM1c0O3H7/IOqvyyTyVg4Lo5/by8Lu33NgWqO/qGV6+dl8p0luYMa93Bxef2i400flTW2IUmQ2b7nuau0iVnt5TRb3T5+/s4BVn93AVatipwEA9U2F7OShj4xSatSoFLIQ8vud52Xx/ycWE7U2Ye8wUVAkog3aTDpVDzx9enMyLCyaxD9r4WhJ2a+wpgnSRKfHKyhzXPynO6kZNOQND64YmYaE5NM6NUKdJ2CWWG9g6fWHmVPlL6/o00E3r5Ls+pQKU/O+GZmxpBm1YUqTU1JMTMxycS4JCMymYwYrZIP9lYNy1gUchkxhmCOQrxRw8XTUrjrvPFDnvGsVMiRyWRoVQr0aiUmrZI7zx03pO8hDI4IvsKYV9vq5vZXdoR9cy9ucFDa0Lfzvb156LLJ/Od7Czn4v8v46cUnM6cdHv+I7GsKw0sul5Fi6V5X/Ntn53BWXhwBSWJTYQMqhRy1Uo7ZoOHiqclD9v6tw7CE3V/XzE6n2uYa7WEInYjgK4x5SWYtC3LDqyK5vAF++cHBQb2uPyDx2vYybvrrViw6FTKZjNuXjmNue4u6jFhd2D6zcHopSLfyz28vYM0Pl3DJtJSw+4YyyWt/ha1fjx+OjGSVUsGFU4buC4UweCL4CqeEn1+Wz1Wz0kKBEeBgZf8+1LpqdLh5aVMxt52VQ23ryVlBRwWmskYnCx/7lIo+9AAW+mZnaRNXPfclf9tYNNpDGTELx/Wvfvbe8hZaXV7+samYN3aUD9OohNEmk8bYwS+bzYbFYqGlpQWz2dz7E4QzitvnZ+3BWu5/fQ8Tkk28dcdZg3o9p8ePXA4tTi+JpmB3oI8OVPO9f+wIPUatkPPSbfP6/SEqhHtlcwnzcmI5Xmvni6N1XDIthSUTEkZ7WGNOSYOD2/6+DYfbj0wGa364JGLLyJFwqMqGSaskPUZsv/RkIHFLzHyFU4pGqeDSghRWzEgbkhrFOrUCjVIRCrwAF05O4oN7FnNpQQpv3rGI52+eRapV28OrCL1xef08+9lxEk0aLpmWQm6CgTv+uTOscMqpYCTmKhXNTk7UOciM1WN3+/jHpuJhf8+ufP4APn+An76xlxe/HPn3PxOIo0bCKSnVoqXBPjzFMORyGfmpFv54w6xhef0zkVIu48fLJmLUKHlndwXT0qzY3T6u/dMm3rzjrD7N7Eaq1GQ0dpcXZLJhr8U8LzuWl2+bx4LcOK5e9RWF9Q7e31uJ0+Pnmi7n0ofS8Vo7b+ws5/29ldTY3MTq1VTbXGP2uN2pTsx8hVPSLQuzWTpx8EuWvbUZFIaGUiHnsoKU9rPZciYkGdEo5Zyoc9Do6P1LlCRJ3PnPnTz72bFR64pk1KqGPfBC8FotmZCAWinn0Sun8snBGp5ae2zYMu8rm53c+epOLvj9elatO0FZoxOPLxDKjv7s0KldcnWsEjNf4ZRk0atYOsj9wp2lTdz1z5388zsLwkpXCsNDo5RT3hTsrvTunkrcvgAKuQxrH2a9j314mI8P1oT+rP7uglGttCVJ0og04ZiaauHDH5xNklmLPyBR2+oK2yIZjNpWF69sKuFPXxTi9kXO6lcr5VzcJRNcGBpi5iucsR559wCVLS5+9f7gjiwJfSOTySisd/Dc5ydYs78agO+cndunJedzJiZwweREpqVZuHhqCr/58PCo7Rd/ebye6/+yGd8IHEOTy2Wkx+hDy+1DEXhrbC5e2FDIyme/5JnPjkcNvAB3n5vHhVOGtv+zECRmvsIZaXdZM3vKWwDYVNiA3e0bkSXFM93SCQksnZCAJElsOtHAorz4Pj1v0bh4Fo3r22OHW16ikbPHJyCXyfAHpBGrlzzYqmY+f4AXNhbx+4+P4unjF4fhqHEtBImZr3BGSo/RMTPTCkCbx8+NL2zhcPXgzg0LfSeTyfoceDvz+gO4faO7T59k1nLnuXnI5TLaPL5TJm/g9R3lPP7h4T4H3jSrjlsWZg/voM5gIvgKZ6R4o4ab5meF/ntPWTOXPbORP60/MYqjEnqjUsiHpKb3UKlqdg17v+H+8Ackvjpe321J/EBlC7/64FC/XusHF4wX5VWHkQi+whmrqN4R9t++gMRjHx7m2c+O4Rnl2dWpbjjPw7a6vKw7UoskSRyvbR229+mLCckm9GNku6LV5WVLYQN/2VCIXCajoX1P/Mev7eHK577qV5tMrUrOiumpwzVUAbHnK5yhJEki1dq92D7A/318FJ1KwW2Lc0Yko/V09MXROpZOTByW1zZpVZzT/tp5iaZheY+xrtXlpbrFxdEaO3WtLq6cmYbT62dBbhxmnQq5XIbPL7HuSC2vD6BEZbJZi9sXEN2zhpEIvsIZyReQeOLjI91u16rkXDotFX9AosXpxapXj8LoTn0zMoa+H65w0m1/38aeshZ8gQB6tZLZWbFMS7cAkNFeCjLJouW1HWU9vUxU/+/SKaNW0vJMIYKvcEZSKeQsnZDAm7sqwm4/d2IiT3x9+iiN6vRh0YsP7uH088vyGZ9kpKrFRZJZg6p9hcbt9YeuvSRJfHywpt+vHaNXcY6ouT3sxJ6vcEby+gNcMTOt2+2TkkUzD2Hsm5ZuQatSkBNvQK9WompfHta0/2+L08sPVu9mb/txur6akGTkRxdOQKUUoWG4iZmvcEZStZfwu35eJv/aWhq6fSw0PheEgWpu8/DvbWW8ubOCIzX9S0YzapQ8c/3M0/oL6I6SRpItOtKi5HuMJPH1RjijPXbVND64ZzHL85OZmGTieJ19tIckCANW3NDGxuP1/Q68AN8+O+e0DrwAP3ljH0V1jt4fOALEzFc44+WnWvjjjbOQy6CpTcx8hVPXjAwrl09PZcOx+n4/d/EAip6cShrsbu4+L4/F4+MpbWgjI1Y3qqcZxMxXEACHx4dMJiPWILKbhVPbZdNS+NPNs5mU3L9jWH//qjh0Nvh0FGfUsHJGMM9Dq5aP+jHCfgXfVatWUVBQgNlsxmw2s3DhQj788MOwxxw6dIgVK1ZgsVgwmUwsWLCA0tLSKK8oCGODYRQ75Ahjw9Ga1mEtDjJS9Boly/KT+9z1qyDdQqxBTWWzk5gz5GjdUHWGGox+feKkp6fz+OOPk5eXB8BLL73EypUr2bVrF/n5+Zw4cYLFixfzrW99i0ceeQSLxcKhQ4fQakf/BxWEnoxUcXxh7IozqHG6fei1p8cxKV8vZS/TrDoeumwKy/KT2Fvewo6SJuTi38GIkUmD/KoXGxvL7373O771rW9x3XXXoVKp+Mc//jHg17PZbFgsFlpaWjCbT+/Nf0EQxhaX13/aVHX6xTv7eWlTScT7rpubwf3LJ4ltliEykLg14D1fv9/P6tWrcTgcLFy4kEAgwAcffMCECRNYtmwZiYmJzJ8/n7fffrvH13G73dhstrA/giAIo+F0CbwAZU3OiLdnxup5eEW+CLyjrN/Bd9++fRiNRjQaDbfffjtvvfUWU6ZMoba2FrvdzuOPP87y5cv5+OOPufLKK7nqqqtYv3591Nd77LHHsFgsoT8ZGRmD+oEEQRAGYyx1KRoIf0DC4wuwq7Qp4v3/c9GE0+pLxqmq38vOHo+H0tJSmpubeeONN3jhhRdYv349VquVtLQ0rr/+el599dXQ41esWIHBYOBf//pXxNdzu9243Scz7Gw2GxkZGWLZWRhzXF4/bl9A1LwVxjRJkvjscC3feml7t/uy4vR8+qOlKBXioMtQGsiyc79TPNVqdSjhas6cOWzbto2nn36aP/zhDyiVSqZMmRL2+MmTJ7Nx48aor6fRaNBoNP0dhiCMOK1KIWYMwpgnk8m61SwHUClkPLIiXwTeMWLQfwuSJOF2u1Gr1cydO5cjR8I7xRw9epSsrKwozxYEQRCGUqvTy7aixm63f2NRdqgVozD6+jXzffDBB7n44ovJyMigtbWV1atXs27dOtasWQPAfffdx7XXXsuSJUs499xzWbNmDe+99x7r1q0bjrELgiCMKT5/YNRnliadirvPy+MX7x4gIEGSWcO9F0zg2rkin2Ys6Vfwramp4eabb6aqqgqLxUJBQQFr1qzhwgsvBODKK6/k+eef57HHHuOee+5h4sSJvPHGGyxevHhYBi8II83l9fPqllIuK0gh0SzOrwsnHa+1My7BMKDnHqy08Z/tZTy8In9IxnLzwmz8AYmXNpXw2FXTWJAbNySvKwydQZ/zHWrinK8w1t3+jx2cqLPzyY+WjvZQhAEIBKRhKSZR1thGmlU3oNd+9rNjKORyvn/OuCEZiyRJfHqolgumJA3J6wk9G9FzvoJwprpmTjrH6+zU2lyjPRRhABocnmF53YxY/YAC74k6O8+vL2RPWfOQjUUmk4nAO8aJgraC0E/nT07iqWtn0ODwiKXnU1CCqefTFW6fH5fXj0U3MkUoxiUY+enySQTG1iKkMMzEzFcQBmDljDQmJvWva4xwapDLZBg1I3OWOxCQOFbTygsbC0XwPcOIma8gDJAoQn96Uo1gtvKJOjsXPfUFaoWc2VmxI/a+wugTM19BEIRR0uDwIElwxYw0pqVbRns4wggSwVcQBGGU2F0+ACpbIjdBEE5fIvgKgiCMEr0mWK60wT48GdjC2CWCryAIwiiot7u5+9VdADyycmiKawinDhF8BWEUvLWrnCPVraM9DGEU/WNTCQ0ODznxBuZmi2SrM40IvoIwwkoaHDzw5j5u/dtWvP7AaA9HGAWSJPHa9jIUchk/unDCaA9HGAUi+ArCMKpsdtLS5g27bc3+alzeAJmx+hE91iKMHW5fAJlMxuK8eC6fnjrawxFGgfiXLwjDKMWipaZLGco4Y7DC0vaSRlxe/2gMSxhFDXY3Vz33FRXNToxaUWrhTCWCryAMo+O1dr44Vhd2m0EdzHANSFBU7+jX6zU6POwewhrAY00gcHpXeXK4vfz4tT0crLIBYFQraRymWtPC2Ca+dgnCEGpp82LWKZHJgtWvPP4A5U3hZzhzE4yh/1/X6mZySt9e+x+bivm/j4/S4vQyLsHAAxdPPu2K55/uVcNUCjle/8kvGP/eXoZOreChy6agOM1/diGcmPkKwhCy6FWhwAsgSfDRgWo6d+6cmGxiQlIwAPe1nq8kSYxLNNLiDO4fn6hz8It3D+A/zWeKpxu1UsEd544jO04fuu3vXxXzxo7yURyVMBpE8BWEYbRmfzX1djddY2xSezekjcfqqbG5cPtO7v063D4qm8Nnyx/ur+aBN/eF3VbR7Dytl6BPV4vGxfPIyqlht72ypWSURiOMFrHsLAjD6FCVDUmCksY2cuINodtLGtoAeGFjES9sLGJCkpFLpqWQE29Ap5KTG2/A7lLiC0gcrbHz2vay0HM6JJk1oRm0cGppbgvf5314hSiycaYRwVcQhtHkFDOfHq7lvCfW8buvTUerkrO7rBmNMnzR6WiNnaM1xwCYlxPLgYoWdCoFNpcPT/tZ4P93yWQsOhUbj9ezu6yZH5w/HpN2ZFrfCUMrzaoL++/vvryDK2em8v8unTJKIxJGmgi+gjCMbK7gHq0kwY9f2xO6fW52TNTnBAISDo8fhyf8GNILGwu5fek4nr5uBm5fAK0qmDXt8wdQivPCp5QUqw6tSo7LG/xitXRCgvgidYYR/2IFYZjsKGnkH5sj7+XJZdEzWwOShFnX/Xtxjc3NI+8dZN6vP+X/vbWfRoeHjcfquOZPm9hV2jRk4x4K7+6pZO3BmrBEszOJ3e3DF6V6mdvn53drDocC748vmsD/XVPAPeePH8khCqNMzHwFYZjkp1qYlmZhb3lLt/uand4IzwjaWdqMTqUgJ97Q7RxwokmDPyDxxs5y1h+pxeX1Y/f42VzYyMzM6LPpoRQISD0eCSpvamPtwRrKmtpYOjEBhez0P0LUoazBwdrDtVw/LzO0GiFJErWtbsxaFTq1grpWN4fb63pfPj2VO8/NC8uQF84MIvgKwjCptbmjtorr7aPW6fWjU4UvTOlUCmL0Ko7U2AGo71ScYW9584DGGAhIvLq1lBanl00nGrDoVMzIsDIry8r0dCu+gIQvIPHu7kqunp2GRqngb18WEaNXMzHZxNS07g3g02P0PHP9TFqc3jOufGayVcdNC7IobWzjnV0VOL1+/ruvmvFJRv5082wgeH1e+fZ8thc38vqO8rAtBOHMIYKvIAyTv2wopKK5e5P0ZLMWo6b3f3oaZfgHclacPjRj6sru9vV7fA63jx+s3kVxg4PjtSdn2B/sq0LdnhBm1gYrMAUkeGNHGb6AxIk6B3a3j7nZMfxk+STmROnIY9GdeXuYKoWcerub+17bw87SZmQymJ5u5Qfnjw/7+4w3ashPtZCfahGB9wwlgq8gDAO728d7eysj3pds0bK9pIm0GB0VTd2Dc4eSRgdKOfjatw716ugf0jMzrBFvlyQJf0Ci2eklzqCmvMnJgcoWPj1Uy5oD1bS6fExKNnV7nqf9TevbZ+4F6RZaXD6O19pDj9lW3BQ6r3wqsLm8mIc5qcnl9XPPv3axs7QZgJ8un8T3lo6L+NiMWH3E24Uzgwi+gjAMbE4vtij7uh1lBKubnaRataTH6KmxuShvcoZVrMqNN7K9pInsOD1GjTL0gR7Je3uryEsykWLWkGTWsrO0mff3VlHe1EZxgwOtSoHL6w8l+XTWlypbSrksLPB2qG11D1sQkSRpSPdCSxvaIi6TDxWX18/Okka+OtHAhCQjv7piGrOzRmYfXjj1iOArCMPAqldh1qlobvNiUCvITTCgVSnwByT2tlel8ktQ2eyisjnY9SjJpCE9Vs+OkiZMGgU6tYIUi4bihjbmdPoQt+iUtDjDl5mL6h3c869dTEo2RVyajhR0O3h8ARJNGmpb3VEfE62K5QNv7uWCyUmYtCr2VjRT1ewiwaThm4uyQ18y6u0eWpxe3D4/9XY3V85MJy8xcnEQrz/AVyca+OpEPZ8eqmVOVgwpFh0unx+VQj7g3reNDjdfHq8f1uCrVSlYkBvPO3eeRYJJQ2qXs7yC0JkIvoIwDArrHGTE6JmYpOBEnZ19FTZkQE9zzJpWN0kWLZmxOgISbDhWH7pve0kTk1NMGNRK9pQ3Mz8nljaPD51aSU2Li9LGNiSgpMGBWavE5ur7HnBxQxvzsmMjBt/5ObFIELX14dEaOzU2N7EGdVhmdlGdneN1kTs2nah18PT1M8L2QI/X2vm/j45QZ3ezo6Qp7HYAjVLOg5dM7vPP1JUkwcVTwztYHKlupdXljbpnPRByuYzpUbYABKEzEXwFYRj8/ati9le2kBWrD+2b9ra4q1fJUcllGDVKDlZ1n70e6nTblqLG0P+36FSY22fDTm+AJLO21+A7Lc1Cm8dHaWMbXr/E/sqWsP3lDgFJYltxE7F6FXOyYthe0v08cUaMjv2VtrDbdD3sT685UM0lT2/gvmWTaHC42V/ewr+2lfU43v+5cALL8pN7fExP4owa4jpNtiVJ4u3dFVwytY8tpQRhiIngKwjD4Ifnj8fh8rL2cG2fn9PmDVaqOtjD3m7E53l8pFi0BAISk1PMEQNkB4NawZzsWLYVN9Lm8ROjV5Fk1mDRqbG7fRzoEkQ79lwb27zkRTg1ND7RGPacRJOGrDg9Xl/PXzVO1Dm4/ZUdQPRksbBxa5RsL27ksumpvT62Ny9vKqasMbj/Oy3dwnt7KrmsIEWctRVGlAi+gjAM0mP1rLp5Dqu3lvLTLt2IuorRq/D5JdJidGEz2r7y+iUSTVo8fomtxeGBd3qGBY1SQSAgYXf7aPP4sLt8tLWXrmxq89LUFkwMUylkzMywUtTgoLn9trrOS9Fd4un8nFiqWpyhmzVKOWlWHduKm5jXqXxmeoyONo+PcQlGiuodoZWADkpF70HP5vIxJcXcl8vRo0BA4slPjjIhyRSqo3z5EAR0QegvEXwFYRhNSjHzzbOyaXJ4mJ8bx46SJi6YnERAkjhRa8frD/DtJbnoVArWHqqhsM7Bi18W4XD7mZMdw4laO5Utrl7fZ3tJEzMyrKRbdchkUGNz0dTmZV95S7dkKb068j97r19iV1kzc7Jj2F7cxMQkE8drTy51uzutSctk0OBwU9p48qiUQaNgV3sy2dbiJubnxCBJMursbhodXhodTczJiiHGoOZYzcnM6b70JK5qcTKzj5nDx2pasbm8FKRbsTm9xOjVyOUy7G4fD729n6Y2L7vKmvH6A2dcERBh7JBJY6z4qs1mw2Kx0NLSgtk8+G+6gjCWeHyBUAGLaFpdwcpQWpWC8qY2lj35RbcmC5FkxuopbWzr9XEapYyMWEPEo0MQrL41M9OKQaMMJX3F6FWhGbJJo2RyqomtReGz7BnpVnZ3qrRVkB65tKZcBnF6NXUOD/NzYjlRZ+82G+5sXIKBj364pE/NIyqbnSx/6gtsLh+58QYkYO2PlqKQy/jtmsM8t+4EEFweX/ujpejUChGAhUEbSNwSM19BGEG9BV4grLtNeoyef35nAduLG5mYbCIjRo8EvLu7kmnpZprbvPzinQO0un0kmTUoFTIkKbjUm2jS8sbO8m6v7/ZJyGTBtnaRKnBJBMtVxug1odti9WoMGiWZsXrKm9q6BV6Aypbw1+raNrFDQIK0WB0qlTy0zD4zw4pKKafB7uZElyzpNk/wiFKyJfzozqYTDUxLt6CWy3D5A9z5z50U1jlCyWaF7dnXX3v+K7RKBZsKG0LPrW118+cvCpmYbBLLzsKoEMFXEMa4GRlWZnRJSvrBBSc74FwwJQmXx09xQxuzs2KQy4JHawrr7bS6vHx8sKbba3Ys+87LiWVfeQvOLkeJUqw6qppdjGs/n9zi9GJQKzlYZWNCogm9WklTm4fMWD3b2veZXV4/Rk0wy9nujj5Tj9GrqG11h843A+yvbGF6upU2T/cs7fxUS7fAC8G2jD9/9wCfHaql1eWNujqwK0oC26EqG7OyrFHHKQjDSSw7C8JpLBCQ+OhANZsLG2h1+fjkYA2tXepAGzUKxieZwoLUzAxraP+2g06lCAvSHUeTFuTGhvaVtxY1kp9qxubyUtYYuXSmDEixasOC77ycWLZGSTZTymWs+eGSsMIcu8uaeeTd/VS2uKixRS8O0pN37jxLnMkVhsRA4pbY7BCE05hcLuPiaSk8snIqv792Bh//aAnxRnXYY+xuP7tLg4U7IBgcI2Ugj08Kr0rVkX+1o6SJBrs7FDwliaiBF4J7uOkx4SUpe0q68gUk/rmlhM8O1eAPSEiSxG/XHOZApQ1Fp+NByn62LezarlEQRpKY+QrCGWbTiQbu/fduqm3hWdTxRjXjE41Utbiot3u6dUrKjNVh1anZWxGeRJWbYKCw0z5ttCSqRJOG7HgDW4samZBkRK2Qs7/SxrycWFpdXuQyGXq1gnq7B68vQKvbS4vTh0ohw+uXyI7To1LIyU818/buYNMKhQwy4wyoFDJ8fim0z9sbhVzG+3cvZvIQHF8SBJFwJQhCrxaOi+OL+8/FFwjQYPeESkdWtbh4fUc5mwojL/+WNjpJyu7exaiwzsHUVDMapYIdpU1sKWpkZqa1W/BNsWhDs+OjNXYUchlLJySwpbAeV4SiHPNyYjleayfOoMaiV+HxBthb0cKxTlnafil8BpsTbyDRpKE+QuJWZzMzrCLwCqOqX8vOq1atoqCgALPZjNlsZuHChXz44Yeh+7/xjW8gk8nC/ixYsGDIBy0IwuColXL0aiUZsXrGJ5kYn2RiyYQEnrx2BokmTcTnJJk0lEdpgbi/0kZhvZ0YfTBTWwah/9+h65Eef0Bi/dE6Yo0ajBHKUW4tasSgUXCs1s724qZuM+5IiuodbClqxOUNdFte76CQy3jw0oHXiRaEodCv4Juens7jjz/O9u3b2b59O+eddx4rV67kwIEDoccsX76cqqqq0J///ve/Qz5oQRCGh0Iui9oGTyaj21J0Z0atMjSL3lnazPik8D7B3kDkzkrJZi32KJnKPe0dd6XotOdb0ewkNz5y56TzJyUyK1O0+hNGV7+WnS+//PKw/3700UdZtWoVmzdvJj8/HwCNRkNy8sALoAuCMLrGJUQOWmkx+rCOQ51Fylbumk4iJ3JC1IFKG7Myrewrb8Hbh2pXHSw6Fcvzk1mUF0eMXk1OvIE1+6v547rjNLd5Q8eeOvvuklxuPzu3z+8hCMNlwHu+fr+f1157DYfDwcKFC0O3r1u3jsTERKxWK0uXLuXRRx8lMTEx6uu43W7c7pNHBWw2W9THCoIwNKpanDQ5vExJDd/3lCSJg1Xd/w1mxeqiBl6I3HJwW3ET83NiQ4U0qlpcKOQy5LJgKcsObl+AnaXNzMmKoabVxbIpybh9AWSyYN1ll9fPrtJmmto8fHKwhowYPd9dkstZefHdipZ8Z0kuK2eksqe8hfMnJbD86Q3YnD5++7UCJqWYiNOrUYiKVsIY0O9s53379rFw4UJcLhdGo5FXX32VSy65BIB///vfGI1GsrKyKCoq4qGHHsLn87Fjxw40msj7SA8//DCPPPJIt9tFtrMgjDyX18+cX63ttrw8KdnE4erubQ47TEuzsC/KnuzNC7NQymXoVAqunZtBnFHDf/dWYdYpsTl9bDxez9nj40m16lg0Lm5Iuwu5vH5kMsJ6BwvCUBtItnO/g6/H46G0tJTm5mbeeOMNXnjhBdavX8+UKVO6PbaqqoqsrCxWr17NVVddFfH1Is18MzIyRPAVhFHgD0jM/N+Pu/UD1irluLo2++1kUrKRw9XhtaJNWiVXzUzj55fnh+3HjrTmNg9WfeTkK0EYCiNy1EitVpOXlwfAnDlz2LZtG08//TR/+tOfuj02JSWFrKwsjh07FvX1NBpN1FmxIJzpmhweYgwjFzhcXj8dX8djDWpy4w1U21y0uf24fF1aAcplLBwXR3WLizSrnp9ePJlZWTGUNrRhd/uYkWFFqxr9Gecrm0uYmmbhnInRt78EYaQN+pyvJElhM9fOGhoaKCsrIyUlZbBvIwhnpJLGNmQyRmzmtvF4PXecm4fd7eWGeZmkxeiRJImiegflTU5SrTqa2zykWHUo5TKSzMFzvx6fH3X70u7UNMuIjLWvFuTGddvbFoTR1q/g++CDD3LxxReTkZFBa2srq1evZt26daxZswa73c7DDz/M1VdfTUpKCsXFxTz44IPEx8dz5ZVXDtf4BeG01rWhwnBblt/9pIJMJiM3wUhulCxoIBR4x6I52bGjPQRB6KZfwbempoabb76ZqqoqLBYLBQUFrFmzhgsvvBCn08m+fft4+eWXaW5uJiUlhXPPPZd///vfmEym3l9cEIQeSZI0pMlIp4KiegceXwClHHITjGfczy+cvkRtZ0E4BWwpbOCBt/YxPtHIfcsmkpd4ZnyhrWh2cqCihXMmJvapF7IgjAbR1UgQTlMHKm0U1jn49FAtZp2q9yecJtKsOi7KTxaBVzjtiN9oQTgF3LY4h+dvmkWsQR21vrIgCKcO0dVIEE4Ry6emsGRCAgcrRRU4QTjViZmvIJxC9GqlyN4VhNOACL6CIAiCMMJE8BUEQRCEESaCryAIgiCMMBF8BUEQBGGEieArCIIgCCNMBF9BEARBGGEi+AqCIAjCCBPBVxAEQRBGmAi+giAIgjDCRPAVBEEQhBEmgq8gCIIgjDARfAVBEARhhIngKwiCIAgjTARfQRAEQRhhY66fryRJANhsomepIAiCMPZ1xKuO+NUXYy74tra2ApCRkTHKIxEEQRCEvmttbcVisfTpsTKpP6F6BAQCASorKzGZTMhkstEeTq9sNhsZGRmUlZVhNptHezhjnrhe/SOuV/+I69U/4nr1XU/XSpIkWltbSU1NRS7v227umJv5yuVy0tPTR3sY/WY2m8Uvbz+I69U/4nr1j7he/SOuV99Fu1Z9nfF2EAlXgiAIgjDCRPAVBEEQhBEmgu8gaTQafvGLX6DRaEZ7KKcEcb36R1yv/hHXq3/E9eq7ob5WYy7hShAEQRBOd2LmKwiCIAgjTARfQRAEQRhhIvgKgiAIwggTwVcQBEEQRpgIvn3w2GOPMXfuXEwmE4mJiVxxxRUcOXIk7DGSJPHwww+TmpqKTqfjnHPO4cCBA6M04tHV2/Xyer385Cc/Ydq0aRgMBlJTU7nllluorKwcxVGPnr78fnX2ve99D5lMxlNPPTVygxxD+nq9Dh06xIoVK7BYLJhMJhYsWEBpaekojHh09eV62e127rrrLtLT09HpdEyePJlVq1aN0ohH16pVqygoKAgV01i4cCEffvhh6P6h+qwXwbcP1q9fz5133snmzZv55JNP8Pl8XHTRRTgcjtBjfvvb3/L73/+eZ599lm3btpGcnMyFF14YqlV9JunterW1tbFz504eeughdu7cyZtvvsnRo0dZsWLFKI98dPTl96vD22+/zZYtW0hNTR2FkY4NfbleJ06cYPHixUyaNIl169axZ88eHnroIbRa7SiOfHT05Xrde++9rFmzhldeeYVDhw5x7733cvfdd/POO++M4shHR3p6Oo8//jjbt29n+/btnHfeeaxcuTIUYIfss14S+q22tlYCpPXr10uSJEmBQEBKTk6WHn/88dBjXC6XZLFYpOeff360hjlmdL1ekWzdulUCpJKSkhEc2dgU7XqVl5dLaWlp0v79+6WsrCzpySefHJ0BjjGRrte1114r3XTTTaM4qrEr0vXKz8+X/vd//zfscbNmzZJ+9rOfjfTwxqSYmBjphRdeGNLPejHzHYCWlhYAYmNjASgqKqK6upqLLroo9BiNRsPSpUv56quvRmWMY0nX6xXtMTKZDKvVOkKjGrsiXa9AIMDNN9/MfffdR35+/mgNbUzqer0CgQAffPABEyZMYNmyZSQmJjJ//nzefvvtURzl2BHp92vx4sW8++67VFRUIEkSn3/+OUePHmXZsmWjNcwxwe/3s3r1ahwOBwsXLhzSz3oRfPtJkiR+9KMfsXjxYqZOnQpAdXU1AElJSWGPTUpKCt13pop0vbpyuVz89Kc/5YYbbjjji7tHu16/+c1vUCqV3HPPPaM4urEn0vWqra3Fbrfz+OOPs3z5cj7++GOuvPJKrrrqKtavXz/KIx5d0X6/nnnmGaZMmUJ6ejpqtZrly5fz3HPPsXjx4lEc7ejZt28fRqMRjUbD7bffzltvvcWUKVOG9LN+zHU1Guvuuusu9u7dy8aNG7vd17UFoiRJp0RbxOHU0/WCYPLVddddRyAQ4Lnnnhvh0Y09ka7Xjh07ePrpp9m5c+cZ//vUVaTrFQgEAFi5ciX33nsvADNmzOCrr77i+eefZ+nSpaMy1rEg2r/HZ555hs2bN/Puu++SlZXFF198wR133EFKSgoXXHDBKI129EycOJHdu3fT3NzMG2+8wa233hr2xW1IPuuHak38THDXXXdJ6enpUmFhYdjtJ06ckABp586dYbevWLFCuuWWW0ZyiGNKtOvVwePxSFdccYVUUFAg1dfXj/Doxp5o1+vJJ5+UZDKZpFAoQn8ASS6XS1lZWaMz2DEg2vVyu92SUqmUfvnLX4bdfv/990uLFi0aySGOKdGuV1tbm6RSqaT3338/7PZvfetb0rJly0ZyiGPW+eefL333u98d0s96sezcB5Ikcdddd/Hmm2/y2WefkZOTE3Z/Tk4OycnJfPLJJ6HbPB4P69evZ9GiRSM93FHX2/WC4Iz361//OseOHWPt2rXExcWNwkjHht6u180338zevXvZvXt36E9qair33XcfH3300SiNevT0dr3UajVz587tdpzm6NGjZGVljeRQx4TerpfX68Xr9XZrAq9QKEKrCGc6SZJwu91D+1k/NN8LTm/f//73JYvFIq1bt06qqqoK/Wlraws95vHHH5csFov05ptvSvv27ZOuv/56KSUlRbLZbKM48tHR2/Xyer3SihUrpPT0dGn37t1hj3G73aM8+pHXl9+vrs7kbOe+XK8333xTUqlU0p///Gfp2LFj0h/+8AdJoVBIGzZsGMWRj46+XK+lS5dK+fn50ueffy4VFhZKL774oqTVaqXnnntuFEc+Oh544AHpiy++kIqKiqS9e/dKDz74oCSXy6WPP/5YkqSh+6wXwbcPgIh/XnzxxdBjAoGA9Itf/EJKTk6WNBqNtGTJEmnfvn2jN+hR1Nv1KioqivqYzz//fFTHPhr68vvV1ZkcfPt6vf76179KeXl5klarlaZPny69/fbbozPgUdaX61VVVSV94xvfkFJTUyWtVitNnDhReuKJJ6RAIDB6Ax8lt912m5SVlSWp1WopISFBOv/880OBV5KG7rNetBQUBEEQhBEm9nwFQRAEYYSJ4CsIgiAII0wEX0EQBEEYYSL4CoIgCMIIE8FXEARBEEaYCL6CIAiCMMJE8BUEQRCEESaCryAIgiCMMBF8BUEQBGGEieArCIIgCCNMBF9BEARBGGEi+AqCIAjCCPv/9kNGXTJ0FyAAAAAASUVORK5CYII=", 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" ] @@ -199,45 +451,13 @@ } ], "source": [ - "df_rhodes.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "26338222", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 False\n", - "1 False\n", - "2 False\n", - "3 False\n", - "4 False\n", - " ... \n", - "321 False\n", - "322 False\n", - "323 False\n", - "324 False\n", - "325 False\n", - "Name: NAME_3, Length: 326, dtype: bool" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data['NAME_3']=='Rhodos'" + "gdf_greece.plot()" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "b83e4b17", + "execution_count": 118, + "id": "767e30d7", "metadata": {}, "outputs": [ { @@ -261,139 +481,78 @@ " \n", " \n", " \n", - " featurecla\n", - " scalerank\n", - " min_zoom\n", + " GID_3\n", + " GID_0\n", + " COUNTRY\n", + " GID_1\n", + " NAME_1\n", + " NL_NAME_1\n", + " GID_2\n", + " NAME_2\n", + " NL_NAME_2\n", + " NAME_3\n", + " VARNAME_3\n", + " NL_NAME_3\n", + " TYPE_3\n", + " ENGTYPE_3\n", + " CC_3\n", + " HASC_3\n", " geometry\n", " \n", " \n", " \n", " \n", - " 0\n", - " Land\n", - " 1\n", - " 1.0\n", - " POLYGON ((-59.57209 -80.04018, -59.86585 -80.5...\n", - " \n", - " \n", - " 1\n", - " Land\n", - " 1\n", - " 1.0\n", - " POLYGON ((-159.20818 -79.49706, -161.12760 -79...\n", - " \n", - " \n", - " 2\n", - " Land\n", - " 1\n", - " 0.0\n", - " POLYGON ((-45.15476 -78.04707, -43.92083 -78.4...\n", - " \n", - " \n", - " 3\n", - " Land\n", - " 1\n", - " 1.0\n", - " POLYGON ((-121.21151 -73.50099, -119.91885 -73...\n", - " \n", - " \n", - " 4\n", - " Land\n", - " 1\n", - " 1.0\n", - " POLYGON ((-125.55957 -73.48135, -124.03188 -73...\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 122\n", - " Land\n", - " 1\n", - " 1.0\n", - " POLYGON ((51.13619 80.54728, 49.79368 80.41543...\n", - " \n", - " \n", - " 123\n", - " Land\n", - " 0\n", - " 0.0\n", - " POLYGON ((99.93976 78.88094, 97.75794 78.75620...\n", - " \n", - " \n", - " 124\n", - " Land\n", - " 0\n", - " 0.0\n", - " POLYGON ((-87.02000 79.66000, -85.81435 79.336...\n", - " \n", - " \n", - " 125\n", - " Land\n", - " 0\n", - " 0.0\n", - " POLYGON ((-68.50000 83.10632, -65.82735 83.028...\n", - " \n", - " \n", - " 126\n", - " Land\n", - " 0\n", - " 0.0\n", - " POLYGON ((-27.10046 83.51966, -20.84539 82.726...\n", + " 34\n", + " GRC.1.2.26_1\n", + " GRC\n", + " Greece\n", + " GRC.1_1\n", + " Aegean\n", + " Αιγαίο\n", + " GRC.1.2_1\n", + " South Aegean\n", + " Νότιο Αιγαίο\n", + " Rhodos\n", + " Rhodes\n", + " Ρόδου\n", + " Dímos\n", + " Municipality\n", + " NA\n", + " GR.AI.RH\n", + " MULTIPOLYGON (((27.75792 35.88792, 27.75903 35...\n", " \n", " \n", "\n", - "

127 rows × 4 columns

\n", "" ], "text/plain": [ - " featurecla scalerank min_zoom \n", - "0 Land 1 1.0 \\\n", - "1 Land 1 1.0 \n", - "2 Land 1 0.0 \n", - "3 Land 1 1.0 \n", - "4 Land 1 1.0 \n", - ".. ... ... ... \n", - "122 Land 1 1.0 \n", - "123 Land 0 0.0 \n", - "124 Land 0 0.0 \n", - "125 Land 0 0.0 \n", - "126 Land 0 0.0 \n", + " GID_3 GID_0 COUNTRY GID_1 NAME_1 NL_NAME_1 GID_2 \n", + "34 GRC.1.2.26_1 GRC Greece GRC.1_1 Aegean Αιγαίο GRC.1.2_1 \\\n", "\n", - " geometry \n", - "0 POLYGON ((-59.57209 -80.04018, -59.86585 -80.5... \n", - "1 POLYGON ((-159.20818 -79.49706, -161.12760 -79... \n", - "2 POLYGON ((-45.15476 -78.04707, -43.92083 -78.4... \n", - "3 POLYGON ((-121.21151 -73.50099, -119.91885 -73... \n", - "4 POLYGON ((-125.55957 -73.48135, -124.03188 -73... \n", - ".. ... \n", - "122 POLYGON ((51.13619 80.54728, 49.79368 80.41543... \n", - "123 POLYGON ((99.93976 78.88094, 97.75794 78.75620... \n", - "124 POLYGON ((-87.02000 79.66000, -85.81435 79.336... \n", - "125 POLYGON ((-68.50000 83.10632, -65.82735 83.028... \n", - "126 POLYGON ((-27.10046 83.51966, -20.84539 82.726... \n", + " NAME_2 NL_NAME_2 NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \n", + "34 South Aegean Νότιο Αιγαίο Rhodos Rhodes Ρόδου Dímos \\\n", "\n", - "[127 rows x 4 columns]" - ] - }, - "execution_count": 11, + " ENGTYPE_3 CC_3 HASC_3 \n", + "34 Municipality NA GR.AI.RH \\\n", + "\n", + " geometry \n", + "34 MULTIPOLYGON (((27.75792 35.88792, 27.75903 35... " + ] + }, + "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = gpd.read_file(geodatasets.get_url('naturalearth.land'))\n", - "data" + "gdf_rhodes = gdf_greece.loc[gdf_greece['NAME_3']=='Rhodos']\n", + "gdf_rhodes" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "e9419b1a", + "execution_count": 119, + "id": "ca861c00", "metadata": {}, "outputs": [ { @@ -402,13 +561,13 @@ "" ] }, - "execution_count": 10, + "execution_count": 119, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -418,730 +577,1213 @@ } ], "source": [ - "data.plot()" + "gdf_rhodes.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "1c5995bc", + "execution_count": 120, + "id": "5793308f", "metadata": {}, "outputs": [], "source": [ - "gdf = gpd.read_file(p_nature)" + "# Save the rhodes_boundary to gpkg\n", + "gdf_rhodes.to_file('data/rhodes.gpkg')" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "f27095ed", + "cell_type": "markdown", + "id": "f414876a", "metadata": {}, - "outputs": [], "source": [ - "gdf_rhodes = gdf.cx[27.5:28.4, 35.8:36.5]" + "## Get road data from OpenStreetMap" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b8248340", + "execution_count": 121, + "id": "5aafd989", "metadata": {}, "outputs": [], "source": [ - "gdf_rhodes" + "gdf_roads = gpd.read_file('./data/osm/roads.gpkg')" ] }, { "cell_type": "code", - "execution_count": null, - "id": "22930909", + "execution_count": 122, + "id": "e0a89f60", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "from matplotlib import pyplot as plt\n", - "# fig, ax = plt.subplots()\n", - "gdf_rhodes.plot(column='fclass', legend=True, legend_kwds={'loc': 'right'})\n", - "# plt.colorbar(ax)\n" + "gdf_roads.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "922f8f34", + "execution_count": 123, + "id": "145a0025", "metadata": {}, "outputs": [], "source": [ - "landuse_rhodes" - ] - }, - { - "cell_type": "markdown", - "id": "da625680", - "metadata": {}, - "source": [ - "We will use the `geopandas` package to load the crop field vector data we downloaded at: `data/brpgewaspercelen_definitief_2020_small.gpkg`." + "# Read data with a mask of Rhodes\n", + "gdf_roads = gpd.read_file('./data/osm/roads.gpkg', mask=gdf_rhodes)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b2768821", + "execution_count": 124, + "id": "dc073e0c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fields = gpd.read_file(\"data/brpgewaspercelen_definitief_2020_small.gpkg\")\n", - "fields" + "gdf_roads.plot()" ] }, { - "cell_type": "markdown", - "id": "5fea9d2f", + "cell_type": "code", + "execution_count": 125, + "id": "4adc94e2", "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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osm_idcodefclassnamerefonewaymaxspeedlayerbridgetunnelgeometry
0811942565121unclassifiedNaNNaNB00FFLINESTRING (27.73144 36.12638, 27.73142 36.126...
11727575955153footwayNaNNaNB00FFLINESTRING (27.71921 36.12761, 27.71936 36.127...
22394796065147track_grade5NaNNaNB00FFLINESTRING (27.75890 36.12877, 27.75839 36.128...
32393699755141serviceNaNNaNB00FFLINESTRING (27.73525 36.12871, 27.73541 36.128...
42393699555141serviceNaNNaNB00FFLINESTRING (27.73601 36.12897, 27.73591 36.129...
....................................
188798757220365114secondaryΚαλλιθέαςNaNF400FFLINESTRING (28.22949 36.41861, 28.22959 36.41855)
188808757220375114secondaryΡόδος - ΚαλλιθέαNaNF500FFLINESTRING (28.22949 36.41861, 28.22930 36.418...
188819201664045141serviceNaNNaNB00FFLINESTRING (28.23022 36.41723, 28.23025 36.417...
188829201664055141serviceNaNNaNB00FFLINESTRING (28.23064 36.41759, 28.23035 36.41759)
188839201664065141serviceNaNNaNB00FFLINESTRING (28.23063 36.41741, 28.23036 36.41741)
\n", + "

18884 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " osm_id code fclass name ref oneway maxspeed \n", + "0 81194256 5121 unclassified NaN NaN B 0 \\\n", + "1 172757595 5153 footway NaN NaN B 0 \n", + "2 239479606 5147 track_grade5 NaN NaN B 0 \n", + "3 239369975 5141 service NaN NaN B 0 \n", + "4 239369955 5141 service NaN NaN B 0 \n", + "... ... ... ... ... ... ... ... \n", + "18879 875722036 5114 secondary Καλλιθέας NaN F 40 \n", + "18880 875722037 5114 secondary Ρόδος - Καλλιθέα NaN F 50 \n", + "18881 920166404 5141 service NaN NaN B 0 \n", + "18882 920166405 5141 service NaN NaN B 0 \n", + "18883 920166406 5141 service NaN NaN B 0 \n", + "\n", + " layer bridge tunnel geometry \n", + "0 0 F F LINESTRING (27.73144 36.12638, 27.73142 36.126... \n", + "1 0 F F LINESTRING (27.71921 36.12761, 27.71936 36.127... \n", + "2 0 F F LINESTRING (27.75890 36.12877, 27.75839 36.128... \n", + "3 0 F F LINESTRING (27.73525 36.12871, 27.73541 36.128... \n", + "4 0 F F LINESTRING (27.73601 36.12897, 27.73591 36.129... \n", + "... ... ... ... ... \n", + "18879 0 F F LINESTRING (28.22949 36.41861, 28.22959 36.41855) \n", + "18880 0 F F LINESTRING (28.22949 36.41861, 28.22930 36.418... \n", + "18881 0 F F LINESTRING (28.23022 36.41723, 28.23025 36.417... \n", + "18882 0 F F LINESTRING (28.23064 36.41759, 28.23035 36.41759) \n", + "18883 0 F F LINESTRING (28.23063 36.41741, 28.23036 36.41741) \n", + "\n", + "[18884 rows x 11 columns]" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "The data are read into the variable `fields` as a `GeoDataFrame`. This is an extened data format of `pandas.DataFrame`, with an extra column `geometry`.\n", - "\n", - "This file contains a relatively large number of crop field parcels. Directly loading a large file to memory can be slow. If the Area of Interest (AoI) is small, we can define a bounding box of the AoI, and only read the data within the extent of the bounding box." + "gdf_roads" ] }, { "cell_type": "code", - "execution_count": null, - "id": "05839517", + "execution_count": 126, + "id": "051bae0f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array(['unclassified', 'footway', 'track_grade5', 'service',\n", + " 'residential', 'path', 'track', 'secondary', 'steps', 'tertiary',\n", + " 'track_grade2', 'track_grade3', 'track_grade4', 'pedestrian',\n", + " 'tertiary_link', 'track_grade1', 'secondary_link', 'primary',\n", + " 'living_street', 'primary_link', 'cycleway'], dtype=object)" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Define bounding box\n", - "xmin, xmax = (110_000, 140_000)\n", - "ymin, ymax = (470_000, 510_000)\n", - "bbox = (xmin, ymin, xmax, ymax)" + "gdf_roads['fclass'].unique()" ] }, { - "cell_type": "markdown", - "id": "4ee6ad83", + "cell_type": "code", + "execution_count": 127, + "id": "0f02ee9b", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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235FuJ21bHn/5ugiAP88YytShwXauqGMs/fwYfz9UQi8vFQeXTGjX92r335Ek+1s0OZJAr6aTKf/9j6Pm+VC7uruDvQEorzI4zBUfMkidmEKh4L3fxOGkgAajYO5fs3hjxw80GE32Lq1dxYRoADAJqGtwjM8qg9TJRQdp+Me8BPzcXQnzc+PPuwv5r78f5mhJpb1Lazd5pU1XqDgpQOniGKuwY1QhtcmIMF8OLZ3A78f0x9/DlTMVtSz75/e8+3URhsau96PtR98W493DlYGBHjjbcLKwtpBB6iKcnJz4ZWwftv1hDNFBGnzdlHz5Qxm/fT8bk8kxjiNsoa6+kSNnK6m82sDkwUH2LsdMBqmL8fdU82bKUFJHhXG0RMfegkvsyrtg77JsJvtMJdf/vzD33vYdGN8aMkhd1NjIQJ6eEMGIMB+2XLsurSv46U+Qzs6OsVsHMkhd2ugIfw6fucKPF6s5frbS3uXYREywxvzvPSfL7ViJJRmkLiyqtxeP39efs5dr+dVfDvJfH33HJ4eKOXzmMrWGznn7uofaFS910wU5XxwptXM1/yYHP+nifp8UznfFlRwsusy2Y6VcrjZwoOgyieE9MZpgTIQfsxL64tHB48C1xaAgLw4UXeZw8RV7l2LWeb496Y5oerjy8X+O5LviK2SdvkJxRQ3FV2op1dXhpnThlcx8vjhayl8fjSOwg8fLvlMTB/XiQNFlLujrHGaoMhmkbkChUDAizJcRYb5A060v5yqvcvj0Zf64NY+8Uj3T3v6GD+beQ3iAp52rvb0g7x4ACNG0OECO5DFSd6RQKAjxcSN5WAgbH7+X/v7unNfV8fDqA2Sfvmzv8m7r+tywXmoXnOQPspIjCPV147N5oxjWx5sQnx7M/r9D7MxteSwMexJCcLCoAoBxHTQbX2vIIEn4uiv56Lcj6e/vQW29kT9kHKHkcq29y7qlr34ox9DYdKHqk+NuHljTXmSQJAB6KJ1581dDiO/ny9UGI3/5utDeJd3S2mv3X/m6uzIgwMPO1fybDJJk5uLsxJQhTdevXdA7zt2n1zUaTRwprgTggUG97FvMDeRZO8nC9alRPNX2WzUajSa2Hi/l6/yL1DYYKb5ci76ugbIrV2m4dp3dHyZE2K2+W5FBkiw0XrspsKUrxo+f1fFxVjE1hkYiAj0ZHKyhb093AjUqVG0Y1aeuwciWY+dZ+VUBJZevAnBXgAcF5dUW7Qb19nS437xkkCQLw/s0zS30zyPnKbxYQ11DI/6easJ83cgpqaSipp6LzYze4+qsIK6vL1OGBHHfQH/0Vxv5oUyPj5uSxHC/W56q/raogo8PFVNRU8+J83pq6424OCvo6a7k1/F9GNjLEzelCz1cnZix7lug6RpCRyODJFlIGNCT/4jvw76TFzl+TgfA5ZoGGk2CH8qaJjp2UsDUIUEM7OVFXqme78/pOFd5FUOjif2FFewvrLip3yGh3qRNG0x0kBema33tOlHG+n2n0Nc1mtsFe/fgqfHhTB0STA/lv7du6/cWmf/92H32mQOpJXIUIekmQgj+/m0xX564QKNJEB7gTlxfXzzVrvi6Kwn1cTPP3/TT15ypqGX792VsPnqevDI97koXInt5kl9WRZWhEWcnBXF9fcgvq+JKbdNFs+Mi/enpriJhQE8CPNXE9/fF1fnmc2DjXtNSdKmGvn5uaBeM7ZDvAVq/zsggSe3CaBI4KZquorigr+P5L3LZ/v2/f+h1UzpzTz9fUhPCGHubsbv1VxuIeWEnAIsnR/L7pAHtWrvFe7dynZG7dlK7+OlYCoFealY/MoLjZ3X8UKanv78HMSGaW255buX6PLsKBaSOcsxBQWWQpA4zOETD4BDN7RveYFPOOQCie3uhdnXMVVb+ICs5NCEEZfqmQfN/Feu481vJIEkOrUxXZx7sZFyk4532vk4GSXJo2Wf+fRdsiI+bHStpmQyS5NCujxjrpnR2iDthmyODJDk07bWRgnprHOuSoBvJIEkO63K1gcLyGgB+OcJxTzSADJLkwP5xuARB0zV8cxL72rucFjnmSXlJAuobjCgVTWMzOMpcsc2RWyTJYcX396dewKWaBgrKq+xdTotkkCSHFdfPB9W1+Y/W7im6TWv7kkGSHJZCoWBYqDcA//rBccb5vhWrgrR69WpiYmLw8vLCy8uLhIQEtm/fbtEmLy+PqVOnotFo8PT0ZOTIkRQXFzfb5+eff05sbCze3t64u7szdOhQPvzwQ4s2zz//PAqFwmLp1cux7tmX2seskU0XqVbU1FN+7VIhR2RVkEJCQkhPTyc7O5vs7GzGjRtHcnIyubm5ABQWFpKYmEhkZCRarZajR4+ybNky1OrmfwPw9fVl6dKlHDhwgGPHjvHoo4/y6KOPsmPHDot2gwYNorS01LwcP378Dj6u1NlMHtzbfCX5ur0OvHsn2sjHx0e8++67QgghUlJSxCOPPNLWLsWwYcPEc889Z/57+fLlYsiQIW3uV6fTCUDodLo29yV1nJ//ea8Ie3aLGJX2VYe/d2vXmTs+RjIajWRkZFBTU0NCQgImk4mtW7cSERHBpEmTCAgIID4+nk2bNlkTar766ivy8/MZM2aMxXMFBQUEBQXRr18/ZsyYQVHR7f/vZDAY0Ov1FovU+aTENf0Ye77yKlVX6+1cTTOsTeixY8eEu7u7cHZ2FhqNRmzdulUIIURpaakAhJubm3jjjTdETk6OSEtLEwqFQmi12hb7rKysFO7u7sLFxUWoVCqxfv16i+e3bdsmPvvsM3Hs2DGxa9cukZSUJAIDA8WlS5da7Hf58uUCuGmRW6TOpa6+UUQs3SbCnt0i/ver/A5979ZukawOksFgEAUFBSIrK0ssWrRI+Pn5idzcXHHu3DkBiJkzZ1q0nzJlipgxY0aLfRqNRlFQUCBycnLEa6+9JjQajdi9e3ez7aurq0VgYKB4/fXXW+y3rq5O6HQ681JSUiKD1ElNenOPiFq2XTz8zr4Ofd/WBsnqKxuUSiXh4U2juMTGxpKVlcXKlStZtWoVLi4uREdHW7SPiopi3759Lfbp5ORk7nPo0KHk5eWRlpbGfffdd8v27u7uDB48mIKCghb7ValUqFSqVn4yyZE9OLgXb+wqoOhiDYb6RlRKx7oop82/IwkhMBgMKJVK4uLiyM/Pt3j+5MmThIVZd5/99T6bYzAYyMvLo3fv3ndUs9T5PDqqHz09XNHVNvCP787au5ybWBXrJUuWMHnyZEJDQ6mqqiIjIwOtVktmZiYACxcuJCUlhTFjxjB27FgyMzPZvHkzWq3W3Mfs2bMJDg4mLS0NgLS0NGJjYxkwYAD19fVs27aNDz74gNWrV5tfs2DBAqZMmUKfPn0oLy/npZdeQq/Xk5qaaoOvQOoMPHu4onZxxkgDn2ad5ZGRfe1dkgWrgnThwgVmzZpFaWkpGo2GmJgYMjMzuf/++wGYNm0aa9asIS0tjaeeeoqBAweyYcMGEhMTzX0UFxfj9JM53mtqanj88cc5e/YsPXr0IDIykr/97W+kpKSY25w9e5aZM2dy6dIl/P39GTlyJAcPHrR6Syd1bhMH9eK9b05zolSPySQcZpIxkOPaSZ1Iqe4qCWn/AuDvc+/h3rvafwyH1q4z8lo7qdPorenB8D7e3B3s5XBTdMogSZ3K9OHB6Gob+OBg89dv2oMMktSpDAnRUHLlKhU19VyqdpyLWB3rZLwk3cYPZVW4OClwUijwUivtXY6Z3CJJncq3py7TaBL8YkQwShfHWX0dpxJJug391Xq2Hy8j2FvN/dEtz2DR0WSQpE7jvX1FKF0V1DcYuTfcz97lWJBBkjqNjOxzXKlppL+/h8ONKiSDJHUKpZVXKdU1naWbGe94V7TIIEmdwtbjpUDTBGbJQ4PsXM3NZJCkTuFyTdOdsSoXJ4ccTF8GSeoUauuNgOWUmo5EBknqFOoamoLkIoMkSXfuQFEFAH4ejnnHswyS5PB2512guq4BgN8l9bdzNbcmgyQ5vOWbc6moaSDc391h50mSQZIc2qmLNRRfvgrAb0f3s3M1zZNBkhzaW1+eBJpOe/8qto+dq2meDJLk0LQnLwIwsn9Phxqj4UYySJLDOlNRg+5q00mGuYmOu1sHMkiSA/vLnkIAlM5OjL7Lsa72vpEMkuSwvsxrmlwsJlTjkJcF/ZQMkuSQ8suqKK9qGm13dkJf+xbTCjJIkkN64qPvAOjh6syUGMcfmloGSXI4KzJ/oKC8GoCn749w+N06kEGSHMzh05d5R9t0kiG6txe/G+OYlwTdSA7HJTmMuoZGfvPXLDxVLjQYTXz6+wR7l9RqMkiSw/j9B4cxmgS19UY+nBOHh7rzrJ6dp1KpS1uR+QN7Ci7h6gS/H9Of0REB9i7JKvIYSbK7g0UV5uOi8ABPFk2OtHNF1pNBkuxKd7We37x3CAA3pTOfPTaqU5ylu5EMkmRXv1h9gLoGEwrgb3PjcVd1zqMNGSTJbtZof/z370UT7mJ4mI+dK7pzMkiS3az9ugiAiEAPnpoQYedq2kYGSbKLyzUGLtc23SKxYNJAO1fTdjJIkl2s+qoAAFdnBRMiHWtmiTthVZBWr15NTEwMXl5eeHl5kZCQwPbt2y3a5OXlMXXqVDQaDZ6enowcOZLi4uanKfz888+JjY3F29sbd3d3hg4dyocffnhTu3feeYd+/fqhVqsZMWIEe/futaZ0yYGcv1zLx4dKABjWx8eh73xtLauCFBISQnp6OtnZ2WRnZzNu3DiSk5PJzc0FoLCwkMTERCIjI9FqtRw9epRly5ahVqub7dPX15elS5dy4MABjh07xqOPPsqjjz7Kjh07zG0++eQT5s+fz9KlS8nJyWH06NFMnjy5xYBKjkkIwa//71vqGk0onZ1YNWOovUuyDdFGPj4+4t133xVCCJGSkiIeeeSRtnYphg0bJp577jnz3/fcc4+YN2+eRZvIyEixaNEiq/rV6XQCEDqdrs01SndmRWaeCHt2iwh7dov4v31F9i7ntlq7ztzxMZLRaCQjI4OamhoSEhIwmUxs3bqViIgIJk2aREBAAPHx8WzatMmaUPPVV1+Rn5/PmDFjAKivr+fw4cNMnDjRou3EiRPZv39/i/0ZDAb0er3FItlPQXkVn2Y17UXcHeTJo/c69jgM1rA6SMePH8fDwwOVSsW8efPYuHEj0dHRlJeXU11dTXp6Og888AA7d+5k2rRpTJ8+nT179rTYp06nw8PDA6VSyc9+9jNWrVrF/fffD8ClS5cwGo0EBloekAYGBlJWVtZiv2lpaWg0GvMSGuqYgwt2B0II5ryXxcXqBnzdXPlg7j32LsmmrP4ZeeDAgRw5coTKyko2bNhAamoqe/bswdvbG4Dk5GSefvppAIYOHcr+/ftZs2YNSUlJzfbp6enJkSNHqK6u5quvvuKZZ56hf//+3HfffeY2N142IoS47aUkixcv5plnnjH/rdfrZZjs5C9fF3L+ylUUwNKfReHr3vxxc2dkdZCUSiXh4eEAxMbGkpWVxcqVK1m1ahUuLi5ER0dbtI+KimLfvn0t9unk5GTuc+jQoeTl5ZGWlsZ9992Hn58fzs7ON219ysvLb9pK3UilUqFSOeag692JocHI6ztPgpOCxP6+POygww63RZt/RxJCYDAYUCqVxMXFkZ+fb/H8yZMnCQuzbqrC631CU3BHjBjBrl27LNrs2rWLUaNGta14qUO8kvkDDUaBySRIfzjG3uW0C6u2SEuWLGHy5MmEhoZSVVVFRkYGWq2WzMxMABYuXEhKSgpjxoxh7NixZGZmsnnzZrRarbmP2bNnExwcTFpaGtB0HBMbG8uAAQOor69n27ZtfPDBB6xevdr8mmeeeYZZs2YRGxtLQkICa9eupbi4mHnz5tngK5Da09krtXxw4DSuTnB/dC+CfdzsXVL7sOZU4Jw5c0RYWJhQKpXC399fjB8/XuzcudOizfr160V4eLhQq9ViyJAhYtOmTRbPJyUlidTUVPPfS5cuNbf38fERCQkJIiMj46b3fvvtt83vPXz4cLFnzx5rShdCyNPfHc1oNImEP30pwp7dIgYs3iqu1BjsXZLVWrvOKIQQwt5h7ih6vR6NRoNOp8PLy8ve5XR5C/+Rw2eHzyOAtOl3M/Mex5uN/HZau850zps/JIf38tY8/nH4PO6uToyO8O+UIbKGvGhVsrm1Xxeybm/TLRKBmh68/esRdq6o/cktkmQzjUYTr2T+wLq9pwAI8FSx7Q+JDjsTuS3JIEk28X/7ikjPzKe+0QSApocru54Zg9q1e6xi3eNTSu0qbVsef7l2tyvAiD7e/PXRe/Ds4WrHqjqWDJLUJn/RFrB+X9OuXJBGzce/G0lYT3c7V9XxZJCkO/bBgdOkZZ7EQ+VMgJeabU+ORq10tndZdiHP2kl3ZMN3Z/mffzbd0Kl0VrDxsYRuGyKQQZLuwFd5F1jw6VEAPNUu7HrmPjRu3fviYBkkySpZpyv4/YfZCEDt6sSO+aPp6dG9QwQySJIVTpbpSV1/iEYTKF0UbHkykSDvLnoRqpVkkKRWqTU0krL2ICBQOcGnv0sgPMDT3mU5DHnWTmqVxZ8f50ptAwpg3exhDO3TeYcXbg9yiyTd1uVqA18cOw/A9OHBTIgOsnNFjkcGSbqtBZ8dQwhwdlLwwtS77V2OQ5JBklp0uqKG3T+UAzB9WHCnmo6yI8kgSc3SXa1n6qp9CJrG6H4xeZC9S3JYMkhSs3655gD6ukYAXvvlEHoo5daoOTJI0i39K+8CJy80TQL2zP0RJA8NtnNFjk0GSbqlVzKbhlXz81Dy1Pi77FyN45NBkm6Sffoy+ReqAFg4sfNPAtYR5E6vdJM3MvPQqJ1xdXbiV3Fdb1TU9iC3SJKF/FI9Jy5U46SA3yf1u+346lITGSTJwv/u/pHKq42gcGLOvQPsXU6nIYMkWThYdBmAQUEanJ3l6tFa8puSzGoNjVysbpq84KFh8no6a8ggSWaf55wDQAH8PKa3fYvpZGSQJLPNR5uu8A7wUnWb8ehsRQZJMjt2thKAxHA/+xbSCckgSQCcKNXRYGwaJXX2qL72LaYTkkGSAPj7wWIaTU2jAg0J8bZ3OZ2ODJIEwP7CCpQuTgwN9bZ3KZ2SDJIEgMlkwhm4O0hOwHYn5KkZCYAyfR2GRoF3j+47WmpbyC2SBICzU9OqUFFrtHMlnZMMkgRAwoCehPm6EeyttncpnZJVQVq9ejUxMTF4eXnh5eVFQkIC27dvt2iTl5fH1KlT0Wg0eHp6MnLkSIqLi5vtc926dYwePRofHx98fHyYMGEChw4dsmjz/PPPo1AoLJZevXpZU7p0G54qF85crsVwbaIwyTpWBSkkJIT09HSys7PJzs5m3LhxJCcnk5vbNCtBYWEhiYmJREZGotVqOXr0KMuWLUOtbv7/clqtlpkzZ7J7924OHDhAnz59mDhxIufOnbNoN2jQIEpLS83L8ePH7+DjSs3xVDdNClZ9bYwGyUqijXx8fMS7774rhBAiJSVFPPLII23qr7GxUXh6eor333/f/Njy5cvFkCFD2tSvEELodDoBCJ1O1+a+upr07Xki7NktYvk/v7d3KQ6ltevMHR8jGY1GMjIyqKmpISEhAZPJxNatW4mIiGDSpEkEBAQQHx/Ppk2brOq3traWhoYGfH19LR4vKCggKCiIfv36MWPGDIqKiprp4d8MBgN6vd5ikW7N69oWqUpuke6I1UE6fvw4Hh4eqFQq5s2bx8aNG4mOjqa8vJzq6mrS09N54IEH2LlzJ9OmTWP69Ons2bOn1f0vWrSI4OBgJkyYYH4sPj6eDz74gB07drBu3TrKysoYNWoUFRUVLfaVlpaGRqMxL6Gh8rbp5nheG/ixqq7BzpV0UtZu6gwGgygoKBBZWVli0aJFws/PT+Tm5opz584JQMycOdOi/ZQpU8SMGTNa1fcrr7wifHx8xNGjR1tsV11dLQIDA8Xrr7/eYru6ujqh0+nMS0lJidy1a8amnLMi7NktIuUv++1dikNp7a6d1T/IKpVKwsPDAYiNjSUrK4uVK1eyatUqXFxciI6OtmgfFRXFvn37btvva6+9xp/+9Ce+/PJLYmJiWmzr7u7O4MGDKSgoaLGdSqVCpZKTYLWGv2fT93S+ss7OlXRObf4dSQiBwWBAqVQSFxdHfn6+xfMnT54kLCysxT5effVV/vjHP5KZmUlsbOxt39NgMJCXl0fv3vLmM1sZ1FsDQPHlWq7U1Nu5ms7Hqi3SkiVLmDx5MqGhoVRVVZGRkYFWqyUzMxOAhQsXkpKSwpgxYxg7diyZmZls3rwZrVZr7mP27NkEBweTlpYGwIoVK1i2bBkfffQRffv2paysDAAPDw88PDwAWLBgAVOmTKFPnz6Ul5fz0ksvodfrSU1NtcV3IAEaN1f6+LpRfLmW/AtVjOzf094ldS7W7C/OmTNHhIWFCaVSKfz9/cX48ePFzp07LdqsX79ehIeHC7VaLYYMGSI2bdpk8XxSUpJITU01/x0WFiaAm5bly5eb26SkpIjevXsLV1dXERQUJKZPny5yc3OtKV0IIU9/t6TG0CBint8hwp7dIo4UX7F3OQ6jteuMQggh7JjjDqXX69FoNOh0Ory85FXOP7X482N8fKiEYO8e7Fl4Hy5yBCGg9euM/LYkNh89z8eHSlAoYMUvYmSI7oD8xrq54opalnzedLnV4/cN4F45XsMdkUHqxhqMJp78+DuqDI3Ehvnw9IQIe5fUackgdWOv7sjn6FkdXmoXVs4cJnfp2kB+c92U9odyPjxwGmg6Lgr27mHfgjo5eat5N1RyuZY/fHKEyF6ejAr344G75Q/bbSW3SN1Mg9HEUxk56K42YELBH8bL4yJbkEHqZt7cdZKc4ko8VS7878xhKF3kKmAL8lvsRvR1Dazb23Qf1yu/iCHU183OFXUdMkjdiK62gQajwNVZIa+lszEZpG4kxKcH0b29aDAKln+Ra+9yuhQZpG5EoVAwOyEMV2cFm4+ep0wn7z2yFRmkbiSvVM/bu3+kv78Hrs4KXJ3lRMu2IoPUjRw/V4mzkwKN2oV1s2Pp6SHvHrYVGaRupLjiKqcrarkr0JP7BgbYu5wuRQapmzCZBLvzywEY4O9h52q6HhmkbuKLo+fJPa/HQ+VC8lA5Y7mtySB1A3UNRl7d0TQozWP3DZDHRu1ABqkbWL/vFOcqrxKkUTM3sZ+9y+mS5NXfndD5yqt8f07HucqrlOnqOK+r4/y1fw/wd+foWR0uTgpULk6oXJ05XVEDwMIHBqJ2lROJtQcZpE6kXFfHW1+d5KNDJc22CfBUobt687DDvxnVl4eGBrdned2aDFIn8c2Pl3hpSy69NGrcXJ3o5+9BWE83Ar3UBGl6EOzTg0AvNR4qZ5ydnDCaBHUNRgyNJnpr1PIC1XYmg+TgGowm3th1kjV7ChECQn3d+MfvRzIoxMfepUk/IYPkwEou1/LkxzkcKakEYOY9ffifn0fTQymPcxyNDJIDMpkEq/5VwLq9p6g2NOKlduGVh2OYPFjeEu6oZJAcTLWhkd/837cUlFfj7KQgNsyHt2YMJcRHHuM4MhkkB/L9uUoWbTjOj+VVKF2ciA3zYe3sWDlMVicgg+QAjCbBur1FvL4zn0FBXni7KXl52t2Mj5Izt3cWMkh2dvpSDQs/O0rW6SsABHqpee839+DjrrRzZZI1ZJDspNFoYv2+U7z55UnqGky4K51ZPmUQv4wNQaGQN9x1NjJIdnCkpJKlG4+Te75plvV7w3uSPl2O6tOZySB1kIILVXyaXcKh01c4eu13IU0PV5b+LIpfjpBboc5OBqkDZH5fxhMffUejqWlON4UCpg0LZvHkKPMkyFLnJoPUzrJOX2b+Jzk0mgRJEf48NCyIkf170lsjB63vSmSQ2tE72h95bUc+JgH3DfRnfWoczk5yF64rkkFqJ9mnL7Mis+mu1IeGBvHytMEyRF2YVT+Zr169mpiYGLy8vPDy8iIhIYHt27dbtMnLy2Pq1KloNBo8PT0ZOXIkxcXFzfa5bt06Ro8ejY+PDz4+PkyYMIFDhw7d1O6dd96hX79+qNVqRowYwd69e60pvcNd/11o9F1+vDVjGO4q+f+srsyqIIWEhJCenk52djbZ2dmMGzeO5ORkcnObhr8tLCwkMTGRyMhItFotR48eZdmyZajV6mb71Gq1zJw5k927d3PgwAH69OnDxIkTOXfunLnNJ598wvz581m6dCk5OTmMHj2ayZMntxhQexvWxxuAb4suU6q7at9ipPYn2sjHx0e8++67QgghUlJSxCOPPNKm/hobG4Wnp6d4//33zY/dc889Yt68eRbtIiMjxaJFi6zqW6fTCUDodLo21dgaJpNJ/GrNfhH27BaxdOOxdn8/qX20dp2546shjUYjGRkZ1NTUkJCQgMlkYuvWrURERDBp0iQCAgKIj49n06ZNVvVbW1tLQ0MDvr6+ANTX13P48GEmTpxo0W7ixIns37//TstvdwqFgvnXJjf+NOssV2rq7VyR1J6sDtLx48fx8PBApVIxb948Nm7cSHR0NOXl5VRXV5Oens4DDzzAzp07mTZtGtOnT2fPnj2t7n/RokUEBwczYcIEAC5duoTRaCQwMNCiXWBgIGVlZS32ZTAY0Ov1FktHGtnfl8hentQbTRwoqujQ95Y6ltVHwAMHDuTIkSNUVlayYcMGUlNT2bNnD97e3gAkJyfz9NNPAzB06FD279/PmjVrSEpKum3fK1as4OOPP0ar1d50XHXjL/9CiNteDZCWlsYLL7xgxaezLYVCQWQvT34oq6Lkcq3d6pDan9VbJKVSSXh4OLGxsaSlpTFkyBBWrlyJn58fLi4uREdHW7SPiopq1UmB1157jT/96U/s3LmTmJgY8+N+fn44OzvftPUpLy+/aSt1o8WLF6PT6cxLSUnzo++0l+vDX9U1mDr8vaWO0+Y7xoQQGAwGlEolcXFx5OfnWzx/8uRJwsLCWuzj1Vdf5Y9//COZmZnExsZaPKdUKhkxYgS7du2yeHzXrl2MGjWqxX5VKpX5VP31paOdKG3anezrJy9I7dKsOYOxePFi8fXXX4tTp06JY8eOiSVLlggnJyexc+dOIYQQn3/+uXB1dRVr164VBQUFYtWqVcLZ2Vns3bvX3MesWbMszra98sorQqlUis8++0yUlpaal6qqKnObjIwM4erqKtavXy9OnDgh5s+fL9zd3cXp06etKb9Dz9oJIURVXYPov3irCHt2izh7pbZD3lOyrdauM1YFac6cOSIsLEwolUrh7+8vxo8fbw7RdevXrxfh4eFCrVaLIUOGiE2bNlk8n5SUJFJTU81/h4WFCeCmZfny5Rave/vtt83vPXz4cLFnzx5rShdCdHyQ9uSXi7Bnt4hRaV91yPtJttfadUYhhBB22xx2ML1ej0ajQafTdchu3hu7TvLnrwqYNiyYN1OGtvv7SbbX2nVGjqrRjk6c1wEwJERj50qk9iaD1I7OVDSd8h4QICf26upkkNpRxbWrGeTNe12fDFI7MjQYAeghp1Lp8mSQ2pHx2nkcJzkeQ5cng9SOFMgAdRcySO1ECIGp+/yy0O3JILWTQ6cuY2g04eqskCcbugF5/3M7OFB4kf/+9BjDQzWEB3jKeVu7ARkkGyvX17H48+8xCUFFbQMfTIm+/YukTk/u2tlQZW09z244RkV1PR5qF9IeuhsPtau9y5I6gNwi2UiNoZHFG4+TfeYKAwLc+fOM4fTpKW+d6C5kkGzA0Gjk9x8eZt+Plxgc7EX69BgZom5G7tq1kckk+MPHR9j34yXclM68mHw3kb07/gZCyb5kkNro79+eITO3DKWzE+tmxzKsj4+9S5LsQAapjf528AwAiyZHcm+4n52rkexFHiO1QfHlWvw8VPTW9OChoUH2LkeyI7lFaoONh0v4prCCukYjvh7y6oXuTAbpDmWfvsRHh0ro5aUiJS7U3uVIdiZ37e5AfaOJ9O35KJ3BTeXKg4N62bskyc5kkKxkMgn+32dHyT5TidrViXenD0GllF9jdyd37awghODlbXlsOnIeFycFax4ZQWKEv73LkhyADJIV/vJ1Eev3nQJgxS9iuG9ggJ0rkhyFDFIrfZJVTPr2HwB47mdRTB8eYueKJEcig9QKx85WsmTj9wD8fkx/fju6v50rkhyNDFIrrPrXjxhNgp8N7s2iyZH2LkdyQDJIt1FjaGTPyYsAPDEu/LZzMkndkwzSbewtuEh9o4lQ3x5E9vK0dzmSg5JBuo1dJ8oBmBjdS26NpGbJILXAZBJo85uCND5KnuqWmieD1IKjZyupqKnHU+VCXF9fe5cjOTAZpBbsLbgEwOgIP1yd5VclNU+uHS34rvgKAPfIrZF0GzJILci7NpHy4BBv+xYiOTwZpGZU1TWYZ5EIlxOFSbchg9SMU5dqKNXVEaRRo+khB3mUWiaD1IyCC9UAcnw6qVWsCtLq1auJiYnBy8sLLy8vEhIS2L59u0WbvLw8pk6dikajwdPTk5EjR1JcXNxsn7m5uTz88MP07dsXhULBW2+9dVOb559/HoVCYbH06tW+d6WW6a8S389XnvaWWsWqIIWEhJCenk52djbZ2dmMGzeO5ORkcnNzASgsLCQxMZHIyEi0Wi1Hjx5l2bJlqNXqZvusra2lf//+pKentxiOQYMGUVpaal6OHz9uTelWO1Ki49tTl+nprmzX95G6BqvukZ4yZYrF3y+//DKrV6/m4MGDDBo0iKVLl/Lggw+yYsUKc5v+/Vu+5SAuLo64uDgAFi1a1HyhLi7tvhX6qTMVNQD085cnGqTbu+NjJKPRSEZGBjU1NSQkJGAymdi6dSsRERFMmjSJgIAA4uPj2bRpk00KLSgoICgoiH79+jFjxgyKiopu+xqDwYBer7dYWqtUVwdAsHfzW1NJus7qIB0/fhwPDw9UKhXz5s1j48aNREdHU15eTnV1Nenp6TzwwAPs3LmTadOmMX36dPbs2dOmIuPj4/nggw/YsWMH69ato6ysjFGjRlFRUdHi69LS0tBoNOYlNLR1w2YZGo1U1TUC4CfHq5NaQ1jJYDCIgoICkZWVJRYtWiT8/PxEbm6uOHfunADEzJkzLdpPmTJFzJgxo1V9h4WFiTfffPO27aqrq0VgYKB4/fXXW2xXV1cndDqdeSkpKRGA0Ol0Lb6utPKqCHt2i+i/eKswmUytql3qmnQ6XavWGavHkVIqlYSHhwMQGxtLVlYWK1euZNWqVbi4uBAdbTlDXVRUFPv27bNB5P/N3d2dwYMHU1BQ0GI7lUqFSmX9FuVyTT0APm6u8tYJqVXa/DuSEAKDwYBSqSQuLo78/HyL50+ePElYWFhb38aCwWAgLy+P3r1727Tf667UNgXJV56xk1rJqi3SkiVLmDx5MqGhoVRVVZGRkYFWqyUzMxOAhQsXkpKSwpgxYxg7diyZmZls3rwZrVZr7mP27NkEBweTlpYGQH19PSdOnDD/+9y5cxw5cgQPDw/zlm/BggVMmTKFPn36UF5ezksvvYReryc1NdUW38FNrm+RvN1kkKRWsmZ/cc6cOSIsLEwolUrh7+8vxo8fL3bu3GnRZv369SI8PFyo1WoxZMgQsWnTJovnk5KSRGpqqvnvU6dOCeCmJSkpydwmJSVF9O7dW7i6uoqgoCAxffp0kZuba03pQojW7+9+eOC0CHt2i/jt+1lWv4fUtbR2nVEIIYQdc9yh9Ho9Go0GnU6Hl1fzs+qt/bqQVf/6kcl392LFL4Z0YIWSo2ntOiOvtbuFUl0dVXWN+MhdO6mVZJBuQXe1AQAfebJBaiUZpFv46elvSWoNGaRbOHWp6Tq7UB95C4XUOjJIN7hab6T4ci0AdwXKASGl1pFBukHhxWqEaNqt8/OQx0hS68gg3aCgvApo2hrJy4Ok1pJBusHJa7eY3yUHPJGsIIN0g4ILTVukgXLAfMkKMkg3ULk4E9fXh4HyRINkBTkd90/UNRjZ9n0pQsAAeYu5ZAW5RfqJoos1CAGaHq70lGfsJCvIIP1E4cWmEw3hAR7yjJ1kFRmkn7gepP5+7nauROpsZJB+ovBi06VBcqxvyVoySNcIIThaUglAhDz1LVlJBumaMxW1FF+uRensJOdDkqwmT39fc7qimtHhPfFUu+Cukl+LZB25RbrG0GjC0Giih1KGSLKeXGuuUbk4c+j0FS5W19u7FKkTkluka4aH+RDVy5Mw3x4Ullfbuxypk5FBusZL7cqwPt40GE0cPVtp73KkTkYG6RqTSZBTouObwss0mrrNCGWSjcggXfP3b8+QV6rHXenM+MgAe5cjdTIySECp7iqvZDaNWb5w0kB6yqlcJCvJIAEvbcmj2tDIsD7ezEroa+9ypE6o2wfJaBJk5pYB8PyUQTg7yau+Jet1+yA5KcDXzZUATxX//WkOJnmiQboD3T5ICoWCX4/sQ5BGRZnewN8PFdu7JKkT6vZBAvjD+Aji+vWk2mBk4+Gz9i5H6oTkJUI0bZVmJ4Rx7KyO+kYTJpPASR4rSVaQQbqmt6YHOcWV1BtNFF2qJjxA3pMktZ7ctbvGxdmJUeE9AfjTth/oRvOvSTYgg/QTSx6MQunsxL9+KOcf8lhJsoIM0k9EBHry9P0RALzwRS7Hz+rsXJHUWcgg3eB3Y/ozakBPauqNzFx3kEOnLtu7JKkTsCpIq1evJiYmBi8vL7y8vEhISGD79u0WbfLy8pg6dSoajQZPT09GjhxJcXHzv83k5uby8MMP07dvXxQKBW+99dYt273zzjv069cPtVrNiBEj2Lt3rzWlt5qzk4K/zBpBfD9fqg2NzFr/Lbt/KLdoY2g0Um1obJf3lzonq4IUEhJCeno62dnZZGdnM27cOJKTk8nNzQWgsLCQxMREIiMj0Wq1HD16lGXLlqFWq5vts7a2lv79+5Oenk6vXr1u2eaTTz5h/vz5LF26lJycHEaPHs3kyZNbDGhbeKpdeX/OPYwd6I+h0cSjf83iP9Yd5ONDxfzPP79nyAs7iXl+B09+nMPmo+epqmug0WjCKK+K6LYUoo2np3x9fXn11VeZO3cuM2bMwNXVlQ8//PCO+urbty/z589n/vz5Fo/Hx8czfPhwVq9ebX4sKiqKhx56iLS0tFb339qp3q9rMJp4/otcPjpUTGu+JU+VC2tnx5IwoGera5IcW2vXmTs+RjIajWRkZFBTU0NCQgImk4mtW7cSERHBpEmTCAgIID4+nk2bNt3pWwBQX1/P4cOHmThxosXjEydOZP/+/S2+1mAwoNfrLRZruDo78fK0wez9f2NZOGkgcX19GB8ZwEe/jWfLk4nMvKcP/X4yKmuVoZFNOeeseg+pixBWOnbsmHB3dxfOzs5Co9GIrVu3CiGEKC0tFYBwc3MTb7zxhsjJyRFpaWlCoVAIrVbbqr7DwsLEm2++afHYuXPnBCC++eYbi8dffvllERER0WJ/y5cvF8BNi06na/0Hvg2j0SQu6K+KR987JMKe3SJe35lvs74l+9PpdK1aZ6y+smHgwIEcOXKEyspKNmzYQGpqKnv27MHb2xuA5ORknn76aQCGDh3K/v37WbNmDUlJSW0K/I2D2gshbjvQ/eLFi3nmmWfMf+v1ekJDQ9tUx42cnBQEeKqprG0afaiPr5wJvTuyetdOqVQSHh5ObGwsaWlpDBkyhJUrV+Ln54eLiwvR0dEW7aOiotp0UsDPzw9nZ2fKysosHi8vLycwMLDF16pUKvMZxutLe4m9Njrr9uOl7fYekuNq8+9IQggMBgNKpZK4uDjy8/Mtnj958iRhYWF33L9SqWTEiBHs2rXL4vFdu3YxatSoO+7X1n4VGwLAv/LLOVNRY+dqpI5m1a7dkiVLmDx5MqGhoVRVVZGRkYFWqyUzMxOAhQsXkpKSwpgxYxg7diyZmZls3rwZrVZr7mP27NkEBwebz7bV19dz4sQJ87/PnTvHkSNH8PDwIDw8HIBnnnmGWbNmERsbS0JCAmvXrqW4uJh58+bZ4juwifAAT2JCNBw7qyP3vJ6wnnJqmG7FmgOvOXPmiLCwMKFUKoW/v78YP3682Llzp0Wb9evXi/DwcKFWq8WQIUPEpk2bLJ5PSkoSqamp5r9PnTp1yxMCSUlJFq97++23ze89fPhwsWfPHmtKF0K0/sDxTt3z8i4R9uwWkXWqol36lzpea9eZNv+O1JlY+zuStUb8cRcVNfVseTKRu4M1Nu9f6nitXWfk/Ug2NHd0P1ydnAjy7mHvUqQOJoNkQ4/fF27vEiQ7kVd/S5INyCBJkg3IIEmSDcggSZINyCBJkg3IIEmSDcggSZINyCBJkg3IIEmSDcggSZINyCBJkg3IIEmSDcggSZINyCBJkg10q9sort/DaO34dlL3dX1dud39r90qSFVVVQA2H5JL6vqqqqrQaJq/67lb3WpuMpk4f/48np6etx0Tr6NdH3OvpKSkXYcN6yo66vsSQlBVVUVQUBBOTs0fCXWrLZKTkxMhISH2LqNF7T3+XlfTEd9XS1ui6+TJBkmyARkkSbIBGSQHoVKpWL58OSqVyt6ldAqO9n11q5MNktRe5BZJkmxABkmSbEAGSZJsQAZJkmxABsnG0tLSiIuLw9PTk4CAAB566KGb5oyqrq7miSeeICQkhB49ehAVFWUx0fSt5Obm8vDDD9O3b18UCgVvvfVWO36KjtNe39e6desYPXo0Pj4++Pj4MGHCBA4dOtRun0MGycb27NnDf/3Xf3Hw4EF27dpFY2MjEydOpKbm35OPPf3002RmZvK3v/2NvLw8nn76aZ588kn++c9/NttvbW0t/fv3Jz09nV69enXER+kQ7fV9abVaZs6cye7duzlw4AB9+vRh4sSJnDvXTpNlt+/sMlJ5ebkALOZzGjRokHjxxRct2g0fPlw899xzrerzVpNWdxXt8X0JIURjY6Pw9PQU77//vs1q/Sm5RWpnOp0OAF9fX/NjiYmJfPHFF5w7dw4hBLt37+bkyZNMmjTJXmU6jPb6vmpra2loaLDo16baJZ6SEEIIk8kkpkyZIhITEy0eNxgMYvbs2QIQLi4uQqlUig8++KDV/XbVLVJ7fV9CCPH444+LAQMGiKtXr9qyZLNudfV3R3viiSc4duwY+/bts3j8z3/+MwcPHuSLL74gLCyMr7/+mscff5zevXszYcIEO1Vrf+31fa1YsYKPP/4YrVaLWq1un+LbJZ6SeOKJJ0RISIgoKiqyeLy2tla4urqKLVu2WDw+d+5cMWnSpFb13RW3SO31fb366qtCo9GIrKwsm9Z7I7lFsjEhBE8++SQbN25Eq9XSr18/i+cbGhpoaGi46SYxZ2dnTCZTR5bqENrz+3r11Vd56aWX2LFjB7GxsTav3UK7xrQbeuyxx4RGoxFarVaUlpaal9raWnObpKQkMWjQILF7925RVFQk3nvvPaFWq8U777xjbjNr1iyxaNEi898Gg0Hk5OSInJwc0bt3b7FgwQKRk5MjCgoKOvTz2Vp7fV+vvPKKUCqV4rPPPrPot6qqql0+hwySjQG3XN577z1zm9LSUvGb3/xGBAUFCbVaLQYOHChef/11YTKZzG2SkpJEamqq+e9Tp07dst+kpKSO+3DtoL2+r7CwsFv2u3z58nb5HPI2CkmyAfk7kiTZgAySJNmADJIk2YAMkiTZgAySJNmADJIk2YAMkiTZgAySJNmADJIk2YAMkiTZgAySJNmADJIk2cD/B/uV7hqmSGPUAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Using the `bbox` input argument, we can load only the spatial features intersecting the provided bounding box." + "# visulize the primary roads\n", + "primary_roads = gdf_roads.loc[gdf_roads['fclass']=='primary']\n", + "primary_roads.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "eb161b16", + "execution_count": 128, + "id": "f45911a3", "metadata": {}, "outputs": [], "source": [ - "# Partially load data within the bounding box\n", - "fields = gpd.read_file(\"data/brpgewaspercelen_definitief_2020_small.gpkg\", bbox=bbox)" + "# Extract infrastratcure roads with a loop \n", + "infra_labels = ['primary', 'secondary', 'tertiary']\n", + "\n", + "infra_roads = gdf_roads.loc[gdf_roads['fclass'].isin(infra_labels)]" ] }, { - "cell_type": "markdown", - "id": "7f9f589e", + "cell_type": "code", + "execution_count": 129, + "id": "09aa03ba", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "## How should I define my bounding box?\n", - "\n", - "For simplicity, here we assume the **Coordinate Reference System (CRS)** and **extent** of the vector file are known (for instance they are provided in the dataset documentation).\n", - "\n", - "You can also define your bounding box with online coordinates visualization tools. For example, we can use the “Draw Rectangular Polygon” tool in [geojson.io](https://geojson.io/#map=8.62/52.45/4.96).\n", - "\n", - "Some Python tools, e.g. [`fiona`](https://fiona.readthedocs.io/en/latest/)(which is also the backend of `geopandas`), provide the file inspection functionality without the need to read the full data set into memory. An example can be found in [the documentation of fiona](https://fiona.readthedocs.io/en/latest/manual.html#format-drivers-crs-bounds-and-schema).\n", - "\n", - "And we can plot the overview by:" + "infra_roads.plot()" ] }, { - "cell_type": "code", - "execution_count": null, - "id": "b880c11e", + "cell_type": "markdown", + "id": "43644bf6", "metadata": {}, - "outputs": [], "source": [ - "fields.plot()" + "## Make 100m buffer around the infrastructure roads" ] }, { "cell_type": "markdown", - "id": "d8ca25d7", + "id": "9a819739", "metadata": {}, "source": [ - "\"Crop\n", - "\n", - "## Vector Metadata & Attributes\n", - "\n", - "When we read the vector dataset with Python (as our `fields` variable) it is loaded as a `GeoDataFrame` object. The `read_file()` function also automatically stores geospatial information about the data. We are particularly interested in describing the format, CRS, extent, and other components of the vector data, and the attributes which describe properties associated\n", - "with each vector object.\n", - "\n", - "We will explore\n", - "\n", - "1. **Object Type:** the class of the imported object.\n", - "2. **Coordinate Reference System (CRS):** the projection of the data.\n", - "3. **Extent:** the spatial extent (i.e. geographic area that the data covers). Note that the spatial extent for a vector dataset represents the combined extent for all spatial objects in the dataset.\n", - "\n", - "Each `GeoDataFrame` has a `\"geometry\"` column that contains geometries. In the case of our `fields` object, this geometry is represented by a `shapely.geometry.Polygon` object. `geopandas` uses the `shapely` library to represent polygons, lines, and points, so the types are inherited from `shapely`.\n", - "\n", - "We can view the metadata using the `.crs`, `.bounds` and `.type` attributes. First, let’s view the\n", - "geometry type for our crop field dataset. To view the geometry type, we use the `pandas` method `.type` on the `GeoDataFrame` object, `fields`." + "To make a 100m buffer, we need first transform the data into a CRS with length unit. For example [GGRS87](https://epsg.io/2100), with EPSG code 2100." ] }, { "cell_type": "code", - "execution_count": null, - "id": "dd82ff33", + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ - "fields.type" + "# Covert to a crs with meters unit\n", + "infra_roads_meters = infra_roads.to_crs(2100)" ] }, { - "cell_type": "markdown", - "id": "e6ba5e5b", + "cell_type": "code", + "execution_count": 131, + "id": "12991715", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "45 POLYGON ((835416.042 4003863.922, 835427.364 4...\n", + "58 POLYGON ((834402.929 4003012.515, 834401.865 4...\n", + "99 POLYGON ((838546.789 3984903.614, 838553.301 3...\n", + "100 POLYGON ((839682.491 3984773.465, 839679.219 3...\n", + "108 POLYGON ((839650.528 3984897.525, 839646.746 3...\n", + " ... \n", + "18876 POLYGON ((879037.642 4038438.581, 879042.908 4...\n", + "18877 POLYGON ((879007.931 4038379.355, 879012.724 4...\n", + "18878 POLYGON ((879045.833 4038454.892, 879050.667 4...\n", + "18879 POLYGON ((879188.948 4038486.610, 879196.752 4...\n", + "18880 POLYGON ((879190.669 4038322.167, 879181.177 4...\n", + "Length: 1369, dtype: geometry" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "``` output\n", - "0 Polygon\n", - "1 Polygon\n", - "2 Polygon\n", - "3 Polygon\n", - "4 Polygon\n", - " ...\n", - "22026 Polygon\n", - "22027 Polygon\n", - "22028 Polygon\n", - "22029 Polygon\n", - "22030 Polygon\n", - "Length: 22031, dtype: object\n", - "```\n", - "\n", - "To view the CRS metadata:" + "# Create buffer, note that the gdf changed to a GeoSeries\n", + "infra_roads_meters_buffer = infra_roads_meters.buffer(100)\n", + "infra_roads_meters_buffer" ] }, { "cell_type": "code", - "execution_count": null, - "id": "04d63bc3", + "execution_count": 132, + "id": "bbec2893", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "45 POLYGON ((27.72826 36.12409, 27.72839 36.12426...\n", + "58 POLYGON ((27.71666 36.11678, 27.71665 36.11678...\n", + "99 POLYGON ((27.75485 35.95242, 27.75493 35.95248...\n", + "100 POLYGON ((27.76737 35.95086, 27.76733 35.95086...\n", + "108 POLYGON ((27.76706 35.95199, 27.76702 35.95201...\n", + " ... \n", + "18876 POLYGON ((28.22855 36.41890, 28.22861 36.41899...\n", + "18877 POLYGON ((28.22819 36.41838, 28.22825 36.41845...\n", + "18878 POLYGON ((28.22865 36.41904, 28.22871 36.41912...\n", + "18879 POLYGON ((28.23026 36.41927, 28.23034 36.41921...\n", + "18880 POLYGON ((28.23020 36.41779, 28.23007 36.41745...\n", + "Length: 1369, dtype: geometry" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "fields.crs" - ] - }, - { - "cell_type": "markdown", - "id": "6a88906f", - "metadata": {}, - "source": [ - "``` output\n", - "\n", - "Name: Amersfoort / RD New\n", - "Axis Info [cartesian]:\n", - "- X[east]: Easting (metre)\n", - "- Y[north]: Northing (metre)\n", - "Area of Use:\n", - "- name: Netherlands - onshore, including Waddenzee, Dutch Wadden Islands and 12-mile offshore coastal zone.\n", - "- bounds: (3.2, 50.75, 7.22, 53.7)\n", - "Coordinate Operation:\n", - "- name: RD New\n", - "- method: Oblique Stereographic\n", - "Datum: Amersfoort\n", - "- Ellipsoid: Bessel 1841\n", - "- Prime Meridian: Greenwich\n", - "```\n", - "\n", - "Our data is in the CRS **RD New**. The CRS is critical to\n", - "interpreting the object’s extent values as it specifies units. To find\n", - "the extent of our dataset in the projected coordinates, we can use the `.total_bounds` attribute:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fd56450f", - "metadata": {}, - "outputs": [], - "source": [ - "fields.total_bounds" - ] - }, - { - "cell_type": "markdown", - "id": "1c1e60e1", - "metadata": {}, - "source": [ - "``` output\n", - "array([109222.03325 , 469461.512625, 140295.122125, 510939.997875])\n", - "```\n", - "\n", - "This array contains, in order, the values for minx, miny, maxx and maxy, for the overall dataset. The spatial extent of a GeoDataFrame represents the geographic “edge” or location that is the furthest north, south, east, and west. Thus, it represents the overall geographic coverage of the spatial object.\n", - "\n", - "We can convert these coordinates to a bounding box or acquire the index of the Dataframe to access the geometry. Either of these polygons can be used to clip rasters (more on that later).\n", - "\n", - "## Further crop the dataset\n", - "\n", - "We might realize that the loaded dataset is still too large. If we want to refine our area of interest to an even smaller extent, without reloading the data, we can use the [`cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.cx.html) indexer:" + "infra_roads_buffer = infra_roads_meters_buffer.to_crs(4326)\n", + "infra_roads_buffer" ] }, { "cell_type": "code", - "execution_count": null, - "id": "54479907", - "metadata": {}, - "outputs": [], - "source": [ - "# A smaller bounding box in RD\n", - "xmin, xmax = (120_000, 135_000)\n", - "ymin, ymax = (485_000, 500_000)\n", - "\n", - "fields_cx = fields.cx[xmin:xmax, ymin:ymax]" - ] - }, - { - "cell_type": "markdown", - "id": "7ea9e9bb", - "metadata": {}, - "source": [ - "## Export data to file\n", - "\n", - "We will save the cropped results to a shapefile (`.shp`) and use it later. The `to_file` function can be used for exportation:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f7d15949", - "metadata": {}, - "outputs": [], - "source": [ - "fields_cx.to_file('fields_cropped.shp')" - ] - }, - { - "cell_type": "markdown", - "id": "d79d77a0", + "execution_count": 133, + "id": "25a67574", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "This will write it to disk (in this case, in ‘shapefile’ format), containing only the data from our cropped area. It can be read again at a later time using the `read_file()` method we have been using above. Note that this actually writes multiple files to disk (`fields_cropped.cpg`, `fields_cropped.dbf`, `fields_cropped.prj`, `fields_cropped.shp`, `fields_cropped.shx`). All these files should ideally be present in order to re-read the dataset later, although only the `.shp`, `.shx`, and `.dbf` files are mandatory (see the [Introduction to Vector Data](02-intro-vector-data.md) lesson for more information.)\n", - "\n", - "## Selecting spatial features\n", - "\n", - "From now on, we will take in a point dataset `brogmwvolledigeset.zip`, which is the underground water monitoring wells. We will perform vector processing on this dataset, together with the cropped field polygons `fields_cropped.shp`.\n", - "\n", - "Let’s read the two datasets." + "infra_roads_buffer.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "f9446ee3", + "execution_count": 134, + "id": "2413efa4", "metadata": {}, "outputs": [], "source": [ - "fields = gpd.read_file(\"fields_cropped.shp\")\n", - "wells = gpd.read_file(\"data/brogmwvolledigeset.zip\")" - ] - }, - { - "cell_type": "markdown", - "id": "f045b9e0", - "metadata": {}, - "source": [ - "And take a look at the wells:" + "def buffer_crs(gdf, size, meter_crs=2100, target_crs=4326):\n", + " return gdf.to_crs(meter_crs).buffer(size).to_crs(target_crs)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "93435616", - "metadata": {}, - "outputs": [], - "source": [ - "wells.plot(markersize=0.1)" - ] - }, - { - "cell_type": "markdown", - "id": "7fc95af0", + "execution_count": 135, + "id": "bebdc637", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "45 POLYGON ((27.72826 36.12409, 27.72839 36.12426...\n", + "58 POLYGON ((27.71666 36.11678, 27.71665 36.11678...\n", + "99 POLYGON ((27.75485 35.95242, 27.75493 35.95248...\n", + "100 POLYGON ((27.76737 35.95086, 27.76733 35.95086...\n", + "108 POLYGON ((27.76706 35.95199, 27.76702 35.95201...\n", + " ... \n", + "18876 POLYGON ((28.22855 36.41890, 28.22861 36.41899...\n", + "18877 POLYGON ((28.22819 36.41838, 28.22825 36.41845...\n", + "18878 POLYGON ((28.22865 36.41904, 28.22871 36.41912...\n", + "18879 POLYGON ((28.23026 36.41927, 28.23034 36.41921...\n", + "18880 POLYGON ((28.23020 36.41779, 28.23007 36.41745...\n", + "Length: 1369, dtype: geometry" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "\"all\n", - "\n", - "The points represents all the wells over the Netherlands. Since the wells are in the lat/lon coordinates. To make it comparable with fields, we need to first transfer the CRS to the “RD New” projection:" + "infra_roads_buffer = buffer_crs(infra_roads, 100)\n", + "infra_roads_buffer" ] }, { "cell_type": "code", - "execution_count": null, - "id": "6a8c5de3", + "execution_count": 136, + "id": "adf40938", "metadata": {}, "outputs": [], "source": [ - "wells = wells.to_crs(epsg=28992)" + "infra_roads_buffer.to_file('data/infra_roads_100mbuffer.gpkg')" ] }, { "cell_type": "markdown", - "id": "2e5715a3", + "id": "15286fbe", "metadata": {}, "source": [ - "Now we would like to compare the wells with the cropped fields. We can select the wells within the fields using the `.clip` function:" + "## Load build-up regions" ] }, { "cell_type": "code", - "execution_count": null, - "id": "1fd033a5", + "execution_count": 137, + "id": "922f8f34", "metadata": {}, "outputs": [], "source": [ - "wells_clip = wells.clip(fields)\n", - "wells_clip" - ] - }, - { - "cell_type": "markdown", - "id": "34fe476a", - "metadata": {}, - "source": [ - "``` output\n", - "bro_id delivery_accountable_party quality_regime ...\n", - "40744 GMW000000043703 27364178 IMBRO/A ...\n", - "38728 GMW000000045818 27364178 IMBRO/A ...\n", - "... ... ... ... ...\n", - "40174 GMW000000043963 27364178 IMBRO/A ...\n", - "19445 GMW000000024992 50200097 IMBRO/A ...\n", - "[79 rows x 40 columns]\n", - "```\n", - "\n", - "After this selection, all the wells outside the fields are dropped. This takes a while to execute, because we are clipping a relatively large number of points with many polygons.\n", - "\n", - "If we do not want a precise clipping, but rather have the points in the neighborhood of the fields, we will need to create another polygon, which is slightly bigger than the coverage of the field. To do this, we can increase the size of the field polygons, to make them overlap with each other, and then merge the overlapping polygons together.\n", - "\n", - "We will first use the `buffer` function to increase field size with a given `distance`. The unit of the `distance` argument is the same as the CRS. Here we use a 50-meter buffer. Also notice that the `.buffer` function produces a `GeoSeries`, so to keep the other columns, we assign it to the `GeoDataFrame` as a geometry column." + "gdf_landuse = gpd.read_file('./data/osm/landuse.gpkg', mask=gdf_rhodes)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "7777ef56", - "metadata": {}, - "outputs": [], - "source": [ - "buffer = fields.buffer(50)\n", - "fields_buffer = fields.copy()\n", - "fields_buffer['geometry'] = buffer\n", - "fields_buffer.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "ddf51cd5", - "metadata": {}, - "source": [ - "\"50m\n", - "\n", - "To further simplify them, we can use the `dissolve` function to dissolve the buffers into one:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c60a9c30", - "metadata": {}, - "outputs": [], - "source": [ - "fields_buffer_dissolve = fields_buffer.dissolve()\n", - "fields_buffer_dissolve" - ] - }, - { - "cell_type": "markdown", - "id": "c79c626f", + "execution_count": 138, + "id": "48206e91", "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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6107 rows × 5 columns

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" + ], + "text/plain": [ + " osm_id code fclass name \n", + "0 283545932 7229 farmland NaN \\\n", + "1 353822382 7217 scrub NaN \n", + "2 3216678 7210 nature_reserve Πρασονήσι \n", + "3 283545953 7229 farmland NaN \n", + "4 1196920676 7201 forest NaN \n", + "... ... ... ... ... \n", + "6102 166093057 7217 scrub NaN \n", + "6103 920075982 7217 scrub NaN \n", + "6104 274255807 7203 residential NaN \n", + "6105 361451567 7217 scrub NaN \n", + "6106 920081626 7217 scrub NaN \n", + "\n", + " geometry \n", + "0 POLYGON ((27.73565 35.95070, 27.73584 35.95094... \n", + "1 POLYGON ((27.74374 35.94771, 27.74396 35.94807... \n", + "2 POLYGON ((27.74959 35.87780, 27.74985 35.87809... \n", + "3 POLYGON ((27.75138 35.95258, 27.75274 35.95223... \n", + "4 POLYGON ((27.75293 35.88491, 27.75330 35.88439... \n", + "... ... \n", + "6102 POLYGON ((28.22847 36.42133, 28.22871 36.42164... \n", + "6103 POLYGON ((28.22852 36.42273, 28.22856 36.42289... \n", + "6104 POLYGON ((28.22865 36.41992, 28.22920 36.41993... \n", + "6105 POLYGON ((28.22920 36.41920, 28.22922 36.41940... \n", + "6106 POLYGON ((28.22636 36.42297, 28.22639 36.42310... \n", + "\n", + "[6107 rows x 5 columns]" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "All the fields will be dissolved into one multi-polygon, which can be used to `clip` the wells." + "gdf_landuse" ] }, { "cell_type": "code", - "execution_count": null, - "id": "672df73a", - "metadata": {}, - "outputs": [], - "source": [ - "wells_clip_buffer = wells.clip(fields_buffer_dissolve)\n", - "wells_clip_buffer.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "09964e87", + "execution_count": 139, + "id": "3cf73749", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['farmland', 'scrub', 'nature_reserve', 'forest', 'industrial',\n", + " 'farmyard', 'orchard', 'grass', 'residential', 'commercial',\n", + " 'retail', 'cemetery', 'heath', 'meadow', 'recreation_ground',\n", + " 'quarry', 'military', 'park', 'vineyard'], dtype=object)" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "\"Wells\n", - "\n", - "In this way, we selected all wells within the 50m range of the fields. It is also significantly faster than the previous `clip` operation, since the number of polygons is much smaller after `dissolve`.\n", - "\n", - "## Exercise: clip fields within 500m from the wells\n", - "\n", - "This time, we will do a selection the other way around. Can you clip the field polygons (stored in fields_cropped.shp) with the 500m buffer of the wells (stored in brogmwvolledigeset.zip)? Please visualize the results.\n", - "\n", - "- Hint 1: The file `brogmwvolledigeset.zip` is in CRS 4326. Don’t forget the CRS conversion.\n", - "\n", - "- Hint 2: `brogmwvolledigeset.zip` contains all the wells in the Netherlands, which means it might be too big for the `.buffer()` function. To improve the performance, first crop it with the bounding box of the fields." + "# Find the unique land use \n", + "gdf_landuse['fclass'].unique()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "b5d45350", + "execution_count": 140, + "id": "8dd9bbd4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Read in data\n", - "fields = gpd.read_file(\"fields_cropped.shp\")\n", - "wells = gpd.read_file(\"data/brogmwvolledigeset.zip\")\n", - "\n", - "# Crop points with bounding box\n", - "xmin, ymin, xmax, ymax = fields.total_bounds\n", - "wells = wells.to_crs(28992)\n", - "wells_cx = wells.cx[xmin-500:xmax+500, ymin-500:ymax+500]\n", - "\n", - "# Create buffer\n", - "wells_cx_500mbuffer = wells_cx.copy()\n", - "wells_cx_500mbuffer['geometry'] = wells_cx.buffer(500)\n", + "# Exercise: select and built up areas from landuse.gpkg \n", "\n", - "# Clip\n", - "fields_clip_buffer = fields.clip(wells_cx_500mbuffer)\n", - "fields_clip_buffer.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "ce70ab24", - "metadata": {}, - "source": [ - "\"fields\n", + "# Define built-up labels\n", + "builtup_labels = ['commercial', 'industrial', 'residential' ]\n", "\n", - "## Spatially join the features\n", + "# Select built up area\n", + "builtup_landuse = gdf_landuse.loc[gdf_landuse['fclass'].isin(builtup_labels)]\n", "\n", - "In the exercise, we clipped the fields polygons with the 500m buffers of wells. The results from this clipping changed the shape of the polygons. If we would like to keep the original shape of the fields, one way is to use the `sjoin` function, which join two `GeoDataFrame`’s on the basis of their spatial relationship:" + "builtup_landuse.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "6328d565", - "metadata": {}, - "outputs": [], - "source": [ - "# Join fields and wells_cx_500mbuffer\n", - "fields_wells_buffer = fields.sjoin(wells_cx_500mbuffer)\n", - "print(fields_wells_buffer.shape)" - ] - }, - { - "cell_type": "markdown", - "id": "e04966a9", + "execution_count": 141, + "id": "6a707830", "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1336 rows × 5 columns

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" + ], + "text/plain": [ + " osm_id code fclass name \n", + "11 238647753 7204 industrial NaN \\\n", + "78 376514386 7204 industrial NaN \n", + "106 978073993 7203 residential NaN \n", + "116 353804288 7203 residential NaN \n", + "134 353804304 7209 commercial Atrium Prestige Thalasso Spa & Villas \n", + "... ... ... ... ... \n", + "6097 274255813 7203 residential NaN \n", + "6098 274255812 7203 residential NaN \n", + "6100 274255782 7203 residential NaN \n", + "6101 274255831 7203 residential NaN \n", + "6104 274255807 7203 residential NaN \n", + "\n", + " geometry \n", + "11 POLYGON ((27.76578 35.93404, 27.76633 35.93451... \n", + "78 POLYGON ((27.83789 35.93674, 27.83827 35.93719... \n", + "106 POLYGON ((27.84768 35.93296, 27.84813 35.93316... \n", + "116 POLYGON ((27.85547 35.93281, 27.85607 35.93302... \n", + "134 POLYGON ((27.86529 35.94081, 27.86536 35.94092... \n", + "... ... \n", + "6097 POLYGON ((28.22707 36.42278, 28.22770 36.42360... \n", + "6098 POLYGON ((28.22766 36.42223, 28.22815 36.42291... \n", + "6100 POLYGON ((28.22817 36.42005, 28.22817 36.42051... \n", + "6101 POLYGON ((28.22830 36.42106, 28.22868 36.42106... \n", + "6104 POLYGON ((28.22865 36.41992, 28.22920 36.41993... \n", + "\n", + "[1336 rows x 5 columns]" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "``` output\n", - "(11420, 46)\n", - "```\n", - "\n", - "This will result in a `GeodataFrame` of all possible combinations of polygons and well buffers intersecting each other. Since a polygon can fall into multiple buffers, there will be duplicated field indexes in the results. To select the fields which intersects the well buffers, we can first get the unique indexes, and use the `iloc` indexer to select:" + "builtup_landuse" ] }, { "cell_type": "code", - "execution_count": null, - "id": "93607dd6", + "execution_count": 142, + "id": "2f5d94e7", "metadata": {}, "outputs": [], "source": [ - "idx = fields_wells_buffer.index.unique()\n", - "fiedls_in_buffer = fields.iloc[idx]\n", - "\n", - "fiedls_in_buffer.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "838f3a66", - "metadata": {}, - "source": [ - "\"Fields\n", - "\n", - "## Modify the geometry of a GeoDataFrame\n", - "\n", - "## Exercise: Investigate the waterway lines\n", - "\n", - "Now we will take a deeper look at the Dutch waterway lines: `waterways_nl`. Let’s load the file `status_vaarweg.zip`, and visualize it with the `plot()` function. Can you tell what is wrong with this vector file?\n", - "\n", - "By plotting out the vector file, we can tell that the latitude and longitude of the file are flipped." + "builtup_buildings = gpd.read_file('./data/osm/buildings.gpkg', mask=gdf_rhodes)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "754b9798", - "metadata": {}, - "outputs": [], - "source": [ - "waterways_nl = gpd.read_file('data/status_vaarweg.zip')\n", - "waterways_nl.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "3bdb12b6", + "execution_count": 143, + "id": "60b986ad", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "\"waterways,\n", - "\n", - "## Axis ordering\n", - "\n", - "According to the standards, the axis ordering for a CRS should follow the definition provided by the competent authority. For the commonly used EPSG:4326 geographic coordinate system, the EPSG defines the ordering as first latitude then longitude.\n", - "However, in the GIS world, it is custom to work with coordinate tuples where the first component is aligned with the east/west direction and the second component is aligned with the north/south direction.\n", - "Multiple software packages thus implement this convention also when dealing with EPSG:4326.\n", - "As a result, one can encounter vector files that implement either convention - keep this in mind and always check your datasets!\n", - "\n", - "Sometimes we need to modify the `geometry` of a `GeoDataFrame`. For example, as we have seen in the previous exercise **Investigate the waterway lines**, the latitude and longitude are flipped in the vector data `waterways_nl`. This error needs to be fixed before performing further analysis.\n", - "\n", - "Let’s first take a look on what makes up the `geometry` column of `waterways_nl`:" + "builtup_buildings.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "750b91ad", - "metadata": {}, - "outputs": [], - "source": [ - "waterways_nl['geometry']" - ] - }, - { - "cell_type": "markdown", - "id": "bd3017ce", + "execution_count": 144, + "id": "efe1c7bd", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "``` output\n", - "0 LINESTRING (52.41810 4.84060, 52.42070 4.84090...\n", - "1 LINESTRING (52.11910 4.67450, 52.11930 4.67340...\n", - "2 LINESTRING (52.10090 4.25730, 52.10390 4.25530...\n", - "3 LINESTRING (53.47250 6.84550, 53.47740 6.83840...\n", - "4 LINESTRING (52.32270 5.14300, 52.32100 5.14640...\n", - " ...\n", - "86 LINESTRING (51.49270 5.39100, 51.48050 5.39160...\n", - "87 LINESTRING (52.15900 5.38510, 52.16010 5.38340...\n", - "88 LINESTRING (51.97340 4.12420, 51.97110 4.12220...\n", - "89 LINESTRING (52.11910 4.67450, 52.11850 4.67430...\n", - "90 LINESTRING (51.88940 4.61900, 51.89040 4.61350...\n", - "Name: geometry, Length: 91, dtype: geometry\n", - "```\n", + "# Exercise: Make 50m buffer for the \"builtup_buildings\" and \"builtup_buildings\" using buffer_crs function\n", + "builtup_landuse_buffer = buffer_crs(builtup_landuse, 50)\n", + "builtup_buildings_buffer = buffer_crs(builtup_buildings, 50)\n", "\n", - "Each row is a `LINESTRING` object. We can further zoom into one of the rows, for example, the third row:" + "builtup_landuse_buffer.plot()\n", + "builtup_buildings_buffer.plot()" ] }, { "cell_type": "code", - "execution_count": null, - "id": "33fde49a", - "metadata": {}, - "outputs": [], - "source": [ - "print(waterways_nl['geometry'][2])\n", - "print(type(waterways_nl['geometry'][2]))" - ] - }, - { - "cell_type": "markdown", - "id": "5df1368a", + "execution_count": 145, + "id": "3b276139", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11 POLYGON ((27.76382 35.93320, 27.76382 35.93320...\n", + "78 POLYGON ((27.83653 35.93531, 27.83653 35.93532...\n", + "106 POLYGON ((27.84602 35.93177, 27.84601 35.93178...\n", + "116 POLYGON ((27.85357 35.93189, 27.85357 35.93189...\n", + "134 POLYGON ((27.86363 35.93962, 27.86363 35.93962...\n", + " ... \n", + "22020 POLYGON ((28.22533 36.43218, 28.22528 36.43220...\n", + "22021 POLYGON ((28.22553 36.43312, 28.22548 36.43314...\n", + "22022 POLYGON ((28.22564 36.43195, 28.22559 36.43197...\n", + "22023 POLYGON ((28.22571 36.43208, 28.22566 36.43210...\n", + "22024 POLYGON ((28.22555 36.43210, 28.22555 36.43210...\n", + "Length: 45400, dtype: geometry" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "``` output\n", - "LINESTRING (52.100900002 4.25730000099998, 52.1039 4.25529999999998, 52.111299999 4.24929999900002, 52.1274 4.23449999799999)\n", - "\n", - "```\n", - "\n", - "As we can see in the output, the `LINESTRING` object contains a list of coordinates of the vertices. In our situation, we would like to find a way to flip the x and y of every coordinates set. A good way to look for the solution is to use the [documentation](https://shapely.readthedocs.io/en/stable/manual.html) of the `shapely` package, since we are seeking to modify the `LINESTRING` object. Here we are going to use the [`shapely.ops.transform`](https://shapely.readthedocs.io/en/stable/manual.html?highlight=shapely.ops.transform#shapely.ops.transform) function, which applies a self-defined function to all coordinates of a geometry." + "import pandas as pd\n", + "builtup = pd.concat([builtup, builtup_buildings_buffer])\n", + "builtup" ] }, { "cell_type": "code", - "execution_count": null, - "id": "a8e7336c", + "execution_count": 146, + "id": "91d479b0", "metadata": {}, "outputs": [], "source": [ - "import shapely\n", - "\n", - "# Define a function flipping the x and y coordinate values\n", - "def flip(geometry):\n", - " return shapely.ops.transform(lambda x, y: (y, x), geometry)\n", - "\n", - "# Apply this function to all coordinates and all lines\n", - "geom_corrected = waterways_nl['geometry'].apply(flip)" - ] - }, - { - "cell_type": "markdown", - "id": "7937f8d8", - "metadata": {}, - "source": [ - "Then we can update the `geometry` column with the corrected geometry `geom_corrected`, and visualize it to check:" + "# Make a for loop to append buffers from different sources\n", + "builtup = None\n", + "list_gdf = [builtup_landuse, builtup_buildings]\n", + "for gdf in list_gdf:\n", + " if builtup is None:\n", + " builtup = buffer_crs(gdf, 50)\n", + " else:\n", + " gdf_buffer = buffer_crs(gdf, 50)\n", + " builtup = pd.concat([builtup, gdf_buffer])" ] }, { "cell_type": "code", - "execution_count": null, - "id": "1b1744eb", + "execution_count": 148, + "id": "c9a91b64", "metadata": {}, "outputs": [], "source": [ - "# Update geometry\n", - "waterways_nl['geometry'] = geom_corrected\n", + "# Exercise: include transport data into builtup area\n", + "builtup_tranport = gpd.read_file('./data/osm/transport.gpkg', mask=gdf_rhodes)\n", "\n", - "# Visualization\n", - "waterways_nl.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "f7861d13", - "metadata": {}, - "source": [ - "\"waterways,\n", - "\n", - "Now the waterways look good! We can save the vector data for later usage:" + "builtup = None\n", + "list_gdf = [builtup_landuse, builtup_buildings, builtup_tranport]\n", + "for gdf in list_gdf:\n", + " if builtup is None:\n", + " builtup = buffer_crs(gdf, 50)\n", + " else:\n", + " gdf_buffer = buffer_crs(gdf, 50)\n", + " builtup = pd.concat([builtup, gdf_buffer])" ] }, { "cell_type": "code", - "execution_count": null, - "id": "aefe9d76", + "execution_count": 149, + "id": "5948301c", "metadata": {}, "outputs": [], "source": [ - "# Update geometry\n", - "waterways_nl.to_file('waterways_nl_corrected.shp')" - ] - }, - { - "cell_type": "markdown", - "id": "ab58f33b", - "metadata": {}, - "source": [ - "- Load spatial objects into Python with `geopandas.read_file()` function.\n", - "- Spatial objects can be plotted directly with `GeoDataFrame`’s `.plot()` method.\n", - "- Crop spatial objects with `.cx[]` indexer.\n", - "- Convert CRS of spatial objects with `.to_crs()`.\n", - "- Select spatial features with `.clip()`.\n", - "- Create a buffer of spatial objects with `.buffer()`.\n", - "- Merge overlapping spatial objects with `.dissolve()`.\n", - "- Join spatial features spatially with `.sjoin()`." + "builtup.to_file('data/builtup_50mbuffer.gpkg')" ] } ], From 3939985486a213d1e2abd3396cdd7a244d062487 Mon Sep 17 00:00:00 2001 From: Ou Ku Date: Tue, 3 Oct 2023 13:29:20 +0200 Subject: [PATCH 3/7] add more descriptuions and exercises --- notebooks/07-vector-data-in-python.ipynb | 507 ++++++++++++++++++----- 1 file changed, 412 insertions(+), 95 deletions(-) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index f3c97d42..9eaabff8 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -5,6 +5,13 @@ "id": "0e9fd7be", "metadata": {}, "source": [ + "## Goal of the episodes:\n", + "\n", + "Get two regions of interest to analysis the impact of forest fire:\n", + "\n", + "1. Infrastructure region: regions around the key roads.\n", + "2. Built-up region\n", + "\n", "\n", "## Introduce the Vector Data\n", "\n", @@ -15,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 1, "id": "00997f69", "metadata": {}, "outputs": [], @@ -35,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 2, "id": "55849db6", "metadata": {}, "outputs": [], @@ -55,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 3, "id": "19beffdb", "metadata": {}, "outputs": [], @@ -65,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 4, "id": "bad09c74", "metadata": {}, "outputs": [], @@ -75,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 5, "id": "a9ba474e", "metadata": {}, "outputs": [ @@ -414,7 +421,7 @@ "[326 rows x 17 columns]" ] }, - "execution_count": 116, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -425,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 6, "id": "d78d3730", "metadata": {}, "outputs": [ @@ -435,7 +442,7 @@ "" ] }, - "execution_count": 117, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, @@ -456,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 7, "id": "767e30d7", "metadata": {}, "outputs": [ @@ -539,7 +546,7 @@ "34 MULTIPOLYGON (((27.75792 35.88792, 27.75903 35... " ] }, - "execution_count": 118, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -551,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 8, "id": "ca861c00", "metadata": {}, "outputs": [ @@ -561,7 +568,7 @@ "" ] }, - "execution_count": 119, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -582,13 +589,13 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 9, "id": "5793308f", "metadata": {}, "outputs": [], "source": [ "# Save the rhodes_boundary to gpkg\n", - "gdf_rhodes.to_file('data/rhodes.gpkg')" + "gdf_rhodes.to_file('rhodes.gpkg')" ] }, { @@ -599,9 +606,20 @@ "## Get road data from OpenStreetMap" ] }, + { + "cell_type": "markdown", + "id": "23ebc742", + "metadata": {}, + "source": [ + "We will make the following processing to roads:\n", + "1. Select roads in Rhodes\n", + "2. Select key infrastruture roads: 'primary', 'secondary', 'tertiary'\n", + "3. Grown a 100m buffer around the rounds. This buffer region will be regarded as the infrastructure region." + ] + }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 10, "id": "5aafd989", "metadata": {}, "outputs": [], @@ -611,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 11, "id": "e0a89f60", "metadata": {}, "outputs": [ @@ -621,7 +639,7 @@ "" ] }, - "execution_count": 122, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -642,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 12, "id": "145a0025", "metadata": {}, "outputs": [], @@ -653,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 13, "id": "dc073e0c", "metadata": {}, "outputs": [ @@ -663,7 +681,7 @@ "" ] }, - "execution_count": 124, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -684,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 14, "id": "4adc94e2", "metadata": {}, "outputs": [ @@ -912,7 +930,7 @@ "[18884 rows x 11 columns]" ] }, - "execution_count": 125, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -923,7 +941,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 15, "id": "051bae0f", "metadata": {}, "outputs": [ @@ -937,7 +955,7 @@ " 'living_street', 'primary_link', 'cycleway'], dtype=object)" ] }, - "execution_count": 126, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -948,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 16, "id": "0f02ee9b", "metadata": {}, "outputs": [ @@ -958,7 +976,7 @@ "" ] }, - "execution_count": 127, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -981,12 +999,12 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 17, "id": "f45911a3", "metadata": {}, "outputs": [], "source": [ - "# Extract infrastratcure roads with a loop \n", + "# Extract infrastratcure roads\n", "infra_labels = ['primary', 'secondary', 'tertiary']\n", "\n", "infra_roads = gdf_roads.loc[gdf_roads['fclass'].isin(infra_labels)]" @@ -994,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 18, "id": "09aa03ba", "metadata": {}, "outputs": [ @@ -1004,7 +1022,7 @@ "" ] }, - "execution_count": 129, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -1041,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1051,7 +1069,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 20, "id": "12991715", "metadata": {}, "outputs": [ @@ -1072,7 +1090,7 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 131, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1085,7 +1103,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 21, "id": "bbec2893", "metadata": {}, "outputs": [ @@ -1106,7 +1124,7 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 132, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1118,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 22, "id": "25a67574", "metadata": {}, "outputs": [ @@ -1128,7 +1146,7 @@ "" ] }, - "execution_count": 133, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -1149,7 +1167,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 23, "id": "2413efa4", "metadata": {}, "outputs": [], @@ -1160,9 +1178,19 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 24, "id": "bebdc637", "metadata": {}, + "outputs": [], + "source": [ + "infra_roads_buffer = buffer_crs(infra_roads, 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "adf40938", + "metadata": {}, "outputs": [ { "data": { @@ -1181,37 +1209,47 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 135, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "infra_roads_buffer = buffer_crs(infra_roads, 100)\n", "infra_roads_buffer" ] }, { - "cell_type": "code", - "execution_count": 136, - "id": "adf40938", + "cell_type": "markdown", + "id": "15286fbe", "metadata": {}, - "outputs": [], "source": [ - "infra_roads_buffer.to_file('data/infra_roads_100mbuffer.gpkg')" + "## Get built-up regions" ] }, { "cell_type": "markdown", - "id": "15286fbe", + "id": "0c589665", + "metadata": {}, + "source": [ + "We will assume built-up regions are the union of three component:\n", + "- The commercial/industial/residential lands\n", + "- Buildings\n", + "- Transportation areas\n", + "\n", + "We will make 10m buffer around each component, then union the buffers. The results will be regarded as builtup area." + ] + }, + { + "cell_type": "markdown", + "id": "f91c0939", "metadata": {}, "source": [ - "## Load build-up regions" + "### Select three land use types from the land use data" ] }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 26, "id": "922f8f34", "metadata": {}, "outputs": [], @@ -1221,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 27, "id": "48206e91", "metadata": {}, "outputs": [ @@ -1377,7 +1415,7 @@ "[6107 rows x 5 columns]" ] }, - "execution_count": 138, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1388,7 +1426,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 28, "id": "3cf73749", "metadata": {}, "outputs": [ @@ -1401,7 +1439,7 @@ " 'quarry', 'military', 'park', 'vineyard'], dtype=object)" ] }, - "execution_count": 139, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1413,7 +1451,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 29, "id": "8dd9bbd4", "metadata": {}, "outputs": [ @@ -1423,7 +1461,7 @@ "" ] }, - "execution_count": 140, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, @@ -1452,7 +1490,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 30, "id": "6a707830", "metadata": {}, "outputs": [ @@ -1608,7 +1646,7 @@ "[1336 rows x 5 columns]" ] }, - "execution_count": 141, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1617,9 +1655,17 @@ "builtup_landuse" ] }, + { + "cell_type": "markdown", + "id": "c87dd324", + "metadata": {}, + "source": [ + "### Merge in buildings data " + ] + }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 31, "id": "2f5d94e7", "metadata": {}, "outputs": [], @@ -1629,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 32, "id": "60b986ad", "metadata": {}, "outputs": [ @@ -1639,7 +1685,7 @@ "" ] }, - "execution_count": 143, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, @@ -1658,9 +1704,19 @@ "builtup_buildings.plot()" ] }, + { + "cell_type": "markdown", + "id": "cf70fce2", + "metadata": {}, + "source": [ + "**Exercise: Make 10m buffer for landuse and buildings**\n", + "\n", + "Now we have two components of built-up area: `builtup_landuse` and `builtup_buildings`. Can you grow a 10 meter buffer for both datasets? (Hint: use the function we have created for infrastructures.)" + ] + }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 33, "id": "efe1c7bd", "metadata": {}, "outputs": [ @@ -1670,13 +1726,13 @@ "" ] }, - "execution_count": 144, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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" ] @@ -1697,8 +1753,8 @@ ], "source": [ "# Exercise: Make 50m buffer for the \"builtup_buildings\" and \"builtup_buildings\" using buffer_crs function\n", - "builtup_landuse_buffer = buffer_crs(builtup_landuse, 50)\n", - "builtup_buildings_buffer = buffer_crs(builtup_buildings, 50)\n", + "builtup_landuse_buffer = buffer_crs(builtup_landuse, 10)\n", + "builtup_buildings_buffer = buffer_crs(builtup_buildings, 10)\n", "\n", "builtup_landuse_buffer.plot()\n", "builtup_buildings_buffer.plot()" @@ -1706,59 +1762,84 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 34, "id": "3b276139", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "11 POLYGON ((27.76382 35.93320, 27.76382 35.93320...\n", - "78 POLYGON ((27.83653 35.93531, 27.83653 35.93532...\n", - "106 POLYGON ((27.84602 35.93177, 27.84601 35.93178...\n", - "116 POLYGON ((27.85357 35.93189, 27.85357 35.93189...\n", - "134 POLYGON ((27.86363 35.93962, 27.86363 35.93962...\n", + "11 POLYGON ((27.76568 35.93400, 27.76568 35.93400...\n", + "78 POLYGON ((27.83782 35.93667, 27.83781 35.93667...\n", + "106 POLYGON ((27.84760 35.93290, 27.84759 35.93291...\n", + "116 POLYGON ((27.85537 35.93277, 27.85537 35.93277...\n", + "134 POLYGON ((27.86525 35.94073, 27.86524 35.94073...\n", " ... \n", - "22020 POLYGON ((28.22533 36.43218, 28.22528 36.43220...\n", - "22021 POLYGON ((28.22553 36.43312, 28.22548 36.43314...\n", - "22022 POLYGON ((28.22564 36.43195, 28.22559 36.43197...\n", - "22023 POLYGON ((28.22571 36.43208, 28.22566 36.43210...\n", - "22024 POLYGON ((28.22555 36.43210, 28.22555 36.43210...\n", - "Length: 45400, dtype: geometry" + "22020 POLYGON ((28.22548 36.43252, 28.22547 36.43252...\n", + "22021 POLYGON ((28.22567 36.43347, 28.22565 36.43347...\n", + "22022 POLYGON ((28.22579 36.43229, 28.22578 36.43230...\n", + "22023 POLYGON ((28.22584 36.43243, 28.22583 36.43243...\n", + "22024 POLYGON ((28.22592 36.43231, 28.22592 36.43231...\n", + "Length: 23361, dtype: geometry" ] }, - "execution_count": 145, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# This is the way to attach the two gdf together\n", "import pandas as pd\n", - "builtup = pd.concat([builtup, builtup_buildings_buffer])\n", - "builtup" + "pd.concat([builtup_landuse_buffer, builtup_buildings_buffer])" ] }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 35, "id": "91d479b0", "metadata": {}, "outputs": [], "source": [ "# Make a for loop to append buffers from different sources\n", - "builtup = None\n", + "builtup_buffer = None\n", "list_gdf = [builtup_landuse, builtup_buildings]\n", "for gdf in list_gdf:\n", - " if builtup is None:\n", - " builtup = buffer_crs(gdf, 50)\n", + " if builtup_buffer is None:\n", + " builtup_buffer = buffer_crs(gdf, 10)\n", " else:\n", - " gdf_buffer = buffer_crs(gdf, 50)\n", - " builtup = pd.concat([builtup, gdf_buffer])" + " gdf_buffer = buffer_crs(gdf, 10)\n", + " builtup_buffer = pd.concat([builtup_buffer, gdf_buffer])" + ] + }, + { + "cell_type": "markdown", + "id": "c9f26bb5", + "metadata": {}, + "source": [ + "### Merge in transport data" + ] + }, + { + "cell_type": "markdown", + "id": "03292c30", + "metadata": {}, + "source": [ + "**Exercise: Merge three buffers**\n", + "\n", + "There is still one component missing for the builtup area, which is the \"transportation\" dataset. It is stored in `./data/osm/transport.gpkg`. \n", + "\n", + "In this exercise, please:\n", + "1. Load the transportation areas on Rhodes Islands.\n", + "2. Grow a 10m buffer around the transportation datasets\n", + "3. Merge the three buffers (10m buffers of landuse, buildings and tranportation) into one dataset.\n", + "\n", + "(Hint: re-use the code!)" ] }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 36, "id": "c9a91b64", "metadata": {}, "outputs": [], @@ -1766,24 +1847,260 @@ "# Exercise: include transport data into builtup area\n", "builtup_tranport = gpd.read_file('./data/osm/transport.gpkg', mask=gdf_rhodes)\n", "\n", - "builtup = None\n", + "builtup_buffer = None\n", "list_gdf = [builtup_landuse, builtup_buildings, builtup_tranport]\n", "for gdf in list_gdf:\n", - " if builtup is None:\n", - " builtup = buffer_crs(gdf, 50)\n", + " if builtup_buffer is None:\n", + " builtup_buffer = buffer_crs(gdf, 10)\n", " else:\n", - " gdf_buffer = buffer_crs(gdf, 50)\n", - " builtup = pd.concat([builtup, gdf_buffer])" + " gdf_buffer = buffer_crs(gdf, 10)\n", + " builtup_buffer = pd.concat([builtup_buffer, gdf_buffer])" ] }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 37, "id": "5948301c", "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11 POLYGON ((27.76568 35.93400, 27.76568 35.93400...\n", + "78 POLYGON ((27.83782 35.93667, 27.83781 35.93667...\n", + "106 POLYGON ((27.84760 35.93290, 27.84759 35.93291...\n", + "116 POLYGON ((27.85537 35.93277, 27.85537 35.93277...\n", + "134 POLYGON ((27.86525 35.94073, 27.86524 35.94073...\n", + " ... \n", + "9 POLYGON ((28.08787 36.40361, 28.08787 36.40362...\n", + "10 POLYGON ((28.08862 36.40433, 28.08861 36.40433...\n", + "11 POLYGON ((28.19022 36.41792, 28.19022 36.41793...\n", + "12 POLYGON ((28.21801 36.36652, 28.21800 36.36653...\n", + "13 POLYGON ((28.06574 36.10931, 28.06573 36.10931...\n", + "Length: 23375, dtype: geometry" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "builtup_buffer" + ] + }, + { + "cell_type": "markdown", + "id": "ee0f05c4", + "metadata": {}, + "source": [ + "## Simplify the built-up polygons" + ] + }, + { + "cell_type": "markdown", + "id": "ca171bfe", + "metadata": {}, + "source": [ + "We use `.unary_union` function to merge all ploygons into one. Then put them into a GeoSeries." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8a600979", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POLYGON ((27.77240 35.89279, 27.77240 35.89280...\n", + "dtype: geometry" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs_infrastrcture = gpd.GeoSeries(infra_roads_buffer.unary_union)\n", + "gs_infrastrcture" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "89660dce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 MULTIPOLYGON (((27.75075 35.87857, 27.75075 35...\n", + "dtype: geometry" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs_builtup = gpd.GeoSeries(builtup_buffer.unary_union)\n", + "gs_builtup" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "ab4614b0", + "metadata": {}, + "outputs": [], + "source": [ + "gs_target = pd.concat([gs_infrastrcture, gs_builtup]).reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "c35967db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POLYGON ((27.77240 35.89279, 27.77240 35.89280...\n", + "1 MULTIPOLYGON (((27.75075 35.87857, 27.75075 35...\n", + "dtype: geometry" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs_target" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "2b3925cf", + "metadata": {}, + "outputs": [], + "source": [ + "data = {'code':[1, 2], \n", + " 'type': ['infrastructure', 'built-up' ],\n", + " 'geometry': gs_target}\n", + "gdf_target = gpd.GeoDataFrame(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "ccd9cccd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " code type geometry\n", + "0 1 infrastructure POLYGON ((27.77240 35.89279, 27.77240 35.89280...\n", + "1 2 built-up MULTIPOLYGON (((27.75075 35.87857, 27.75075 35..." + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf_target" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "66a6e8cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize by types\n", + "gdf_target.plot(column='type', legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "7b37ebca", + "metadata": {}, "outputs": [], "source": [ - "builtup.to_file('data/builtup_50mbuffer.gpkg')" + "gdf_target.to_file('assets.gpkg')" ] } ], From 2c67228c209f70a72ad9a897b35256f598ae4c6e Mon Sep 17 00:00:00 2001 From: Maurice de Kleijn Date: Tue, 3 Oct 2023 14:41:22 +0200 Subject: [PATCH 4/7] Update narrative.md minor spelling update --- notebooks/narrative.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/narrative.md b/notebooks/narrative.md index e316e06c..61c02500 100644 --- a/notebooks/narrative.md +++ b/notebooks/narrative.md @@ -51,7 +51,7 @@ After the setup and theory we start with the access to the satellite images and Keep in in the way it is, however instead perform it on the DEM (which makes more sense) **Episode 7** Vector data in Python *(refactoring of episode 7)* -Once the participants have explored the area, we are going to introduce them to vector data in python. We will let them obtain the geometry from Rhodos and use that as a mask to clip the satellite image with. We can either get the data from the build-in datasets in geopandas or get them from [GADM](https://gadm.org/download_country.html) we can choose to get the [geopackage](https://geodata.ucdavis.edu/gadm/gadm4.1/gpkg/gadm41_GRC.gpkg) or the [shapefile](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip) (level-3). With this data they will have to select a polygon by it's attribute. +Once the participants have explored the area, we are going to introduce them to vector data in python. We will let them obtain the geometry from Rhodos and use that as a mask to clip the satellite image with. We can ~~either get the data from the build-in datasets in geopandas or~~ get them from [GADM](https://gadm.org/download_country.html) we can choose to get the [geopackage](https://geodata.ucdavis.edu/gadm/gadm4.1/gpkg/gadm41_GRC.gpkg) or the [shapefile](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip) (level-3). With this data they will have to select a polygon by it's attribute. Next, we will download data from OpenStreetMaps, for this various options are available see [https://wiki.openstreetmap.org/wiki/Downloading_data](https://wiki.openstreetmap.org/wiki/Downloading_data) of which getting it from [Geofabrik](https://download.geofabrik.de/) is the easiest one. We might lateron consider to include an episode here where we dive into the API in which we configure the download exactly to our area of interest. In the narrative we explain that we want to relate the damage of the wild fires to build-up areas i.e. infrastructure and residential areas. We will either ask them to download the whole of [Greece](https://download.geofabrik.de/europe/greece.html) or prepare a selection of that dataset. From 9f67e29d0e425eebefadbd2e1900ea9009af818b Mon Sep 17 00:00:00 2001 From: Maurice de Kleijn Date: Tue, 3 Oct 2023 15:26:02 +0200 Subject: [PATCH 5/7] added message to branch --- notebooks/07-vector-data-in-python.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index 9eaabff8..18891559 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -12,6 +12,7 @@ "1. Infrastructure region: regions around the key roads.\n", "2. Built-up region\n", "\n", + "# this is and example chance!!\n", "\n", "## Introduce the Vector Data\n", "\n", From fc65c13694c7820ea7badab5573c41d5893ef60f Mon Sep 17 00:00:00 2001 From: Maurice de Kleijn Date: Tue, 3 Oct 2023 17:24:29 +0200 Subject: [PATCH 6/7] added comment / narrative to notebook --- notebooks/07-vector-data-in-python.ipynb | 348 +++++++++++++++++++++-- 1 file changed, 321 insertions(+), 27 deletions(-) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index 18891559..30a6b6fe 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -5,20 +5,26 @@ "id": "0e9fd7be", "metadata": {}, "source": [ - "## Goal of the episodes:\n", + "## Valuable assets for Wild fires - Introduction to vector data in python \n", "\n", - "Get two regions of interest to analysis the impact of forest fire:\n", + "In this chapter we are going to create a datalayer containing the vital infrastructure and built-up areas of our study area. For this we will use open vectordata, thus points, lines or polygons with attribute information. We will use a the GADM data for a polygon of our study area. For the vital infrastructure we will use Open Street Map data. To generate a datalayer from these dataset that contains valuable assets, a series of processing steps need to be performed. \n", "\n", - "1. Infrastructure region: regions around the key roads.\n", - "2. Built-up region\n", + "## Goals of episode \n", + "In this episode you will learn a series of processing steps that provides an introduction to work with vector geo data in python. The processings step that will be demonstrated in this episode are:\n", "\n", - "# this is and example chance!!\n", + "- explore vector data in python using geopandas \n", + "- selecting objects based on attributive information\n", + "- assign and modify a projected coordinate system to your data\n", + "- assign a buffer to your vector data\n", + "- store processed data as a new vector layer\n", + "- visualize vectordata in jupyter notebook\n", "\n", - "## Introduce the Vector Data\n", + "## Datasets\n", + "As stated above the dataset that we are using are for our study area are: \n", "\n", - "Administration data retrieved from [GADM](https://gadm.org/). Download [link](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip).\n", + "1. Database of Global Administrative Areas [GADM](https://gadm.org/). Download [link](https://geodata.ucdavis.edu/gadm/gadm4.1/shp/gadm41_GRC_shp.zip) to obtain a boundary of our study area.\n", "\n", - "OpenStreetMap (OSM) data downloaded from [geofabrik](download.geofabrik.de). Download [link](https://download.geofabrik.de/europe/greece-latest-free.shp.zip)." + "2. OpenStreetMap (OSM) data downloaded from [geofabrik](download.geofabrik.de). Download [link](https://download.geofabrik.de/europe/greece-latest-free.shp.zip) to retrieve the vital infrastructure and built-up areas of our study area." ] }, { @@ -58,7 +64,9 @@ "id": "7db1c012", "metadata": {}, "source": [ - "## Get the administration boundary of Rhodes Island" + "## Get the administration boundary of study area\n", + "\n", + "For this episode we decided to look at the Greek island Rhodos. The first step that we are going to take is to import the library geopandas into our jupyter notebook. " ] }, { @@ -71,6 +79,14 @@ "import geopandas as gpd" ] }, + { + "cell_type": "markdown", + "id": "dea0269b", + "metadata": {}, + "source": [ + "Next, we are going to import teh GADM data for Greece as a geopandas data frame. " + ] + }, { "cell_type": "code", "execution_count": 4, @@ -81,6 +97,14 @@ "gdf_greece = gpd.read_file('./data/gadm/greece.gpkg')" ] }, + { + "cell_type": "markdown", + "id": "50896002", + "metadata": {}, + "source": [ + "To explore the dataframe we can call the variable. (or use other pandas dataframe functions like .shape, .head and .tail etc.) Identify which collumn we could use to select the polygon for the island Rhodos." + ] + }, { "cell_type": "code", "execution_count": 5, @@ -431,6 +455,14 @@ "gdf_greece" ] }, + { + "cell_type": "markdown", + "id": "89b858ae", + "metadata": {}, + "source": [ + "To visualize the geo data frame we can using the .plot function." + ] + }, { "cell_type": "code", "execution_count": 6, @@ -462,6 +494,14 @@ "gdf_greece.plot()" ] }, + { + "cell_type": "markdown", + "id": "f4fd39ff", + "metadata": {}, + "source": [ + "Now, the next step is to select the object with as attribute Rhodos. Above you should have identified the collumn \"NAME_3\" to be a suitable candidate to isolate the island Rhodos from our geo data frame. Let us create a new variable that only contains a polygon for the island Rhodos." + ] + }, { "cell_type": "code", "execution_count": 7, @@ -553,10 +593,35 @@ } ], "source": [ - "gdf_rhodes = gdf_greece.loc[gdf_greece['NAME_3']=='Rhodos']\n", + "gdf_rhodes = gdf_greece.loc[gdf_greece['NAME_3']=='Rhodos']\n" + ] + }, + { + "cell_type": "markdown", + "id": "f9339d9d", + "metadata": {}, + "source": [ + "Let us see how it looks like by calling our newly created variable." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87543550", + "metadata": {}, + "outputs": [], + "source": [ "gdf_rhodes" ] }, + { + "cell_type": "markdown", + "id": "976a2be0", + "metadata": {}, + "source": [ + "Now let us plot it again. " + ] + }, { "cell_type": "code", "execution_count": 8, @@ -588,6 +653,14 @@ "gdf_rhodes.plot()" ] }, + { + "cell_type": "markdown", + "id": "3d0ac7d3", + "metadata": {}, + "source": [ + "To save the newly created geo dataframe as a geo package file on your local machine we can use the .to_file function. " + ] + }, { "cell_type": "code", "execution_count": 9, @@ -604,6 +677,8 @@ "id": "f414876a", "metadata": {}, "source": [ + "## Get valuable assests from OpenStreetMap\n", + "\n", "## Get road data from OpenStreetMap" ] }, @@ -612,10 +687,18 @@ "id": "23ebc742", "metadata": {}, "source": [ - "We will make the following processing to roads:\n", - "1. Select roads in Rhodes\n", + "Now that we have the boundary of our study area, we will make use this to select the main roads in our study area. We will make the following processing steps:\n", + "1. Select roads of study area\n", "2. Select key infrastruture roads: 'primary', 'secondary', 'tertiary'\n", - "3. Grown a 100m buffer around the rounds. This buffer region will be regarded as the infrastructure region." + "3. Create a 100m buffer around the rounds. This buffer will be regarded as the infrastructure region. (note that this buffer is arbitrary and can be changed afterwards if you want!)" + ] + }, + { + "cell_type": "markdown", + "id": "b0e2a0ea", + "metadata": {}, + "source": [ + "For you convinience we created a subset of the data from Greece, however we have not made a subselection of our study area yet! Now read the geopackage roads.gpkg as a geo dataframe" ] }, { @@ -628,6 +711,14 @@ "gdf_roads = gpd.read_file('./data/osm/roads.gpkg')" ] }, + { + "cell_type": "markdown", + "id": "768639ef", + "metadata": {}, + "source": [ + "Explore the geodataframe using the same commands as above. " + ] + }, { "cell_type": "code", "execution_count": 11, @@ -659,6 +750,14 @@ "gdf_roads.plot()" ] }, + { + "cell_type": "markdown", + "id": "45c4d17a", + "metadata": {}, + "source": [ + "In order to only get the roads of our study area, we will use the geo data frame of the study area created above and add it as a mask on our roads geo data frame." + ] + }, { "cell_type": "code", "execution_count": 12, @@ -670,6 +769,14 @@ "gdf_roads = gpd.read_file('./data/osm/roads.gpkg', mask=gdf_rhodes)" ] }, + { + "cell_type": "markdown", + "id": "7d5b454f", + "metadata": {}, + "source": [ + "Now explore the geodataframe again by using the same commands as above. " + ] + }, { "cell_type": "code", "execution_count": 13, @@ -940,6 +1047,16 @@ "gdf_roads" ] }, + { + "cell_type": "markdown", + "id": "a80cebd6", + "metadata": {}, + "source": [ + "The masked geo data frame of our roads contains all kind of hiking paths and footpaths as well. Since we are interested in vital infrastructure, classified as primary, secondary and tertiary roads, we are going to make a subselection of our data frame by looking at the attributes. \n", + "\n", + "However, let us first explore which values our roads geo data frame has." + ] + }, { "cell_type": "code", "execution_count": 15, @@ -965,6 +1082,14 @@ "gdf_roads['fclass'].unique()" ] }, + { + "cell_type": "markdown", + "id": "f1e66b40", + "metadata": {}, + "source": [ + "Now let us focus at primary roads. " + ] + }, { "cell_type": "code", "execution_count": 16, @@ -998,6 +1123,14 @@ "primary_roads.plot()" ] }, + { + "cell_type": "markdown", + "id": "ae0baa89", + "metadata": {}, + "source": [ + "Now we are going to create a list of attributes we consider vital infrastructure. " + ] + }, { "cell_type": "code", "execution_count": 17, @@ -1011,6 +1144,14 @@ "infra_roads = gdf_roads.loc[gdf_roads['fclass'].isin(infra_labels)]" ] }, + { + "cell_type": "markdown", + "id": "ae08a6a9", + "metadata": {}, + "source": [ + "Let us create a plot again. " + ] + }, { "cell_type": "code", "execution_count": 18, @@ -1055,7 +1196,9 @@ "id": "9a819739", "metadata": {}, "source": [ - "To make a 100m buffer, we need first transform the data into a CRS with length unit. For example [GGRS87](https://epsg.io/2100), with EPSG code 2100." + "In order to create a 100m buffer, we need first transform the data into a CRS with length unit. The current data has a geographica coordinate system, but is not yet projected. It is therefore not possible to put a buffer around, since it measures in degrees and not meters. In order to add a buffer in meters around it, it thus needs to be projected. In our case we decided to project the data as [GGRS87](https://epsg.io/2100), with EPSG code 2100.\n", + "\n", + "To project the geo dataframe we use geopandas´ .to_crs function. " ] }, { @@ -1068,6 +1211,14 @@ "infra_roads_meters = infra_roads.to_crs(2100)" ] }, + { + "cell_type": "markdown", + "id": "09bd1117", + "metadata": {}, + "source": [ + "Now that is it projected, we can creat a buffer around it calling geopandas´ buffer function. " + ] + }, { "cell_type": "code", "execution_count": 20, @@ -1102,6 +1253,14 @@ "infra_roads_meters_buffer" ] }, + { + "cell_type": "markdown", + "id": "c7821833", + "metadata": {}, + "source": [ + "Now that we have a buffer, we can convert it back to the geographic coordinate system. " + ] + }, { "cell_type": "code", "execution_count": 21, @@ -1131,7 +1290,24 @@ } ], "source": [ - "infra_roads_buffer = infra_roads_meters_buffer.to_crs(4326)\n", + "infra_roads_buffer = infra_roads_meters_buffer.to_crs(4326)\n" + ] + }, + { + "cell_type": "markdown", + "id": "6c62f438", + "metadata": {}, + "source": [ + "Now let us explore the buffered road geodataframe. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46215ba9", + "metadata": {}, + "outputs": [], + "source": [ "infra_roads_buffer" ] }, @@ -1166,6 +1342,14 @@ "infra_roads_buffer.plot()" ] }, + { + "cell_type": "markdown", + "id": "20277815", + "metadata": {}, + "source": [ + "Reprojecting and buffering our data is something that we are going to do multiple times during this episode. To avoid have to call the same functions multiple times it would make sense to create a function. Let us create a function in which we can add the buffer as a variable. " + ] + }, { "cell_type": "code", "execution_count": 23, @@ -1177,6 +1361,14 @@ " return gdf.to_crs(meter_crs).buffer(size).to_crs(target_crs)" ] }, + { + "cell_type": "markdown", + "id": "5eade3fb", + "metadata": {}, + "source": [ + "To call this function we do." + ] + }, { "cell_type": "code", "execution_count": 24, @@ -1187,6 +1379,14 @@ "infra_roads_buffer = buffer_crs(infra_roads, 100)" ] }, + { + "cell_type": "markdown", + "id": "d8753d52", + "metadata": {}, + "source": [ + "Now let us explore our data agian. " + ] + }, { "cell_type": "code", "execution_count": 25, @@ -1232,12 +1432,13 @@ "id": "0c589665", "metadata": {}, "source": [ - "We will assume built-up regions are the union of three component:\n", - "- The commercial/industial/residential lands\n", - "- Buildings\n", - "- Transportation areas\n", + "Now that we have our roads, we are going to create a layer for the built-up areas. We will assume built-up regions are the union of three component derived from OpenStreetMaps:\n", "\n", - "We will make 10m buffer around each component, then union the buffers. The results will be regarded as builtup area." + "- Buildings, since OSM is not complete for our study area we also need to add additional layers from the Land Use datalayer\n", + "- Land use that has commercial/industial/residential as type. \n", + "- Transportation areas, containing areas of airports and important transport related regions.\n", + "\n", + "In the next steps we will create buffers of 10 meters around selected polygons and union them into one layer which we consider built-up areas. " ] }, { @@ -1245,7 +1446,9 @@ "id": "f91c0939", "metadata": {}, "source": [ - "### Select three land use types from the land use data" + "### Select three land use types from the land use data\n", + "\n", + "First we make a subselection form the land use types. We import another geopackage as geo dataframe and directly mask it with for our study area. " ] }, { @@ -1258,6 +1461,14 @@ "gdf_landuse = gpd.read_file('./data/osm/landuse.gpkg', mask=gdf_rhodes)" ] }, + { + "cell_type": "markdown", + "id": "f22c704d", + "metadata": {}, + "source": [ + "Now let us explore our data. " + ] + }, { "cell_type": "code", "execution_count": 27, @@ -1425,6 +1636,14 @@ "gdf_landuse" ] }, + { + "cell_type": "markdown", + "id": "a06fd2b6", + "metadata": {}, + "source": [ + "Let us look at the various attributes. Which ones fo you think are suitable for our purposes?" + ] + }, { "cell_type": "code", "execution_count": 28, @@ -1450,6 +1669,16 @@ "gdf_landuse['fclass'].unique()" ] }, + { + "cell_type": "markdown", + "id": "059897f1", + "metadata": {}, + "source": [ + "# Exercise: select built up areas from landuse.gpkg \n", + "\n", + "Create a list of attributes and plot your result. " + ] + }, { "cell_type": "code", "execution_count": 29, @@ -1478,8 +1707,7 @@ } ], "source": [ - "# Exercise: select and built up areas from landuse.gpkg \n", - "\n", + "# SOLUTION\n", "# Define built-up labels\n", "builtup_labels = ['commercial', 'industrial', 'residential' ]\n", "\n", @@ -1661,7 +1889,17 @@ "id": "c87dd324", "metadata": {}, "source": [ - "### Merge in buildings data " + "### Merge in buildings data \n", + "\n", + "Not all buildings in our study area are within the land-use type boundaries determined above. Some of them are more remote. We therefore need to merge the buildings into our newly created layer and add a buffer around them as well. " + ] + }, + { + "cell_type": "markdown", + "id": "791aba1e", + "metadata": {}, + "source": [ + "Let us first load the buildings geopackage as a geo dataframe and directly put a mask on it. " ] }, { @@ -1674,6 +1912,14 @@ "builtup_buildings = gpd.read_file('./data/osm/buildings.gpkg', mask=gdf_rhodes)" ] }, + { + "cell_type": "markdown", + "id": "87e98ad5", + "metadata": {}, + "source": [ + "Explore the geo data frame." + ] + }, { "cell_type": "code", "execution_count": 32, @@ -1761,6 +2007,32 @@ "builtup_buildings_buffer.plot()" ] }, + { + "cell_type": "markdown", + "id": "0eb503d1", + "metadata": {}, + "source": [ + "To merge two geo dataframe we can use the concat function form pandas. However, in order to call this one, you will need to first import the pandas library. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb83f594", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "cee402d0", + "metadata": {}, + "source": [ + "Now that pandas is loaded we can merge the two geo dataframes. " + ] + }, { "cell_type": "code", "execution_count": 34, @@ -1790,11 +2062,17 @@ } ], "source": [ - "# This is the way to attach the two gdf together\n", - "import pandas as pd\n", "pd.concat([builtup_landuse_buffer, builtup_buildings_buffer])" ] }, + { + "cell_type": "markdown", + "id": "a0a45cde", + "metadata": {}, + "source": [ + "Now let us redo the whole thing, but with a for loop which calls our buffer function and merges the two dataset into a new one showing you the real strength of working with python! " + ] + }, { "cell_type": "code", "execution_count": 35, @@ -1903,7 +2181,7 @@ "id": "ca171bfe", "metadata": {}, "source": [ - "We use `.unary_union` function to merge all ploygons into one. Then put them into a GeoSeries." + "The dataset we created has a lot of overlapping geometries, making it unecessary complex for later calculations. We therefore union the newly created geo dataframe by using the `.unary_union` function to union all ploygons into one and then put them into a GeoSeries." ] }, { @@ -2062,6 +2340,14 @@ "gdf_target" ] }, + { + "cell_type": "markdown", + "id": "a0ba6835", + "metadata": {}, + "source": [ + "To explore our geo dataframe we can also create a thematic map assigning different colors and a legend to our geo data frame. " + ] + }, { "cell_type": "code", "execution_count": 44, @@ -2094,6 +2380,14 @@ "gdf_target.plot(column='type', legend=True)" ] }, + { + "cell_type": "markdown", + "id": "f1928f2d", + "metadata": {}, + "source": [ + "Now that we have created a new geo data frame with valuable assets, we can store it locally as a geopackage using geopanda´s .to_file function. " + ] + }, { "cell_type": "code", "execution_count": 45, From fe1f174de81887b1393d2162431e4c5a2f55f1e0 Mon Sep 17 00:00:00 2001 From: Ou Ku Date: Fri, 6 Oct 2023 09:23:44 +0200 Subject: [PATCH 7/7] add crs to gdf init in ep07 --- notebooks/07-vector-data-in-python.ipynb | 284 +++++++++++------------ 1 file changed, 142 insertions(+), 142 deletions(-) diff --git a/notebooks/07-vector-data-in-python.ipynb b/notebooks/07-vector-data-in-python.ipynb index 30a6b6fe..710bcb97 100644 --- a/notebooks/07-vector-data-in-python.ipynb +++ b/notebooks/07-vector-data-in-python.ipynb @@ -378,8 +378,8 @@ "" ], "text/plain": [ - " GID_3 GID_0 COUNTRY GID_1 NAME_1 \n", - "0 GRC.1.1.1_1 GRC Greece GRC.1_1 Aegean \\\n", + " GID_3 GID_0 COUNTRY GID_1 NAME_1 \\\n", + "0 GRC.1.1.1_1 GRC Greece GRC.1_1 Aegean \n", "1 GRC.1.1.2_1 GRC Greece GRC.1_1 Aegean \n", "2 GRC.1.1.3_1 GRC Greece GRC.1_1 Aegean \n", "3 GRC.1.1.4_1 GRC Greece GRC.1_1 Aegean \n", @@ -391,8 +391,8 @@ "324 GRC.8.2.24_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", "325 GRC.8.2.25_1 GRC Greece GRC.8_1 Thessaly and Central Greece \n", "\n", - " NL_NAME_1 GID_2 NAME_2 NL_NAME_2 \n", - "0 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \\\n", + " NL_NAME_1 GID_2 NAME_2 NL_NAME_2 \\\n", + "0 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", "1 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", "2 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", "3 Αιγαίο GRC.1.1_1 North Aegean Βόρειο Αιγαίο \n", @@ -404,8 +404,8 @@ "324 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", "325 Θεσσαλία και Στερεά Ελλάδα GRC.8.2_1 Thessaly Θεσσαλία \n", "\n", - " NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \n", - "0 Agios Efstratios Aghios Efstratios Αγίου Ευστρατίου Dímos \\\n", + " NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \\\n", + "0 Agios Efstratios Aghios Efstratios Αγίου Ευστρατίου Dímos \n", "1 Chios NA Χίου Dímos \n", "2 Fournoi Korseon Fourni Korseon Φούρνων Κορσεών Dímos \n", "3 Ikaria Icaria Ικαριάς Dímos \n", @@ -417,8 +417,8 @@ "324 Volos NA Βόλου Dímos \n", "325 Zagora-Mouresi Zagora-Mouressio Ζαγοράς - Μουρεσίου Dímos \n", "\n", - " ENGTYPE_3 CC_3 HASC_3 \n", - "0 Municipality NA GR.AI.AE \\\n", + " ENGTYPE_3 CC_3 HASC_3 \\\n", + "0 Municipality NA GR.AI.AE \n", "1 Municipality NA GR.AI.XS \n", "2 Municipality NA GR.AI.FK \n", "3 Municipality NA GR.AI.IK \n", @@ -481,7 +481,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -507,6 +507,24 @@ "execution_count": 7, "id": "767e30d7", "metadata": {}, + "outputs": [], + "source": [ + "gdf_rhodes = gdf_greece.loc[gdf_greece['NAME_3']=='Rhodos']\n" + ] + }, + { + "cell_type": "markdown", + "id": "f9339d9d", + "metadata": {}, + "source": [ + "Let us see how it looks like by calling our newly created variable." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87543550", + "metadata": {}, "outputs": [ { "data": { @@ -574,42 +592,24 @@ "" ], "text/plain": [ - " GID_3 GID_0 COUNTRY GID_1 NAME_1 NL_NAME_1 GID_2 \n", - "34 GRC.1.2.26_1 GRC Greece GRC.1_1 Aegean Αιγαίο GRC.1.2_1 \\\n", + " GID_3 GID_0 COUNTRY GID_1 NAME_1 NL_NAME_1 GID_2 \\\n", + "34 GRC.1.2.26_1 GRC Greece GRC.1_1 Aegean Αιγαίο GRC.1.2_1 \n", "\n", - " NAME_2 NL_NAME_2 NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \n", - "34 South Aegean Νότιο Αιγαίο Rhodos Rhodes Ρόδου Dímos \\\n", + " NAME_2 NL_NAME_2 NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 \\\n", + "34 South Aegean Νότιο Αιγαίο Rhodos Rhodes Ρόδου Dímos \n", "\n", - " ENGTYPE_3 CC_3 HASC_3 \n", - "34 Municipality NA GR.AI.RH \\\n", + " ENGTYPE_3 CC_3 HASC_3 \\\n", + "34 Municipality NA GR.AI.RH \n", "\n", " geometry \n", "34 MULTIPOLYGON (((27.75792 35.88792, 27.75903 35... " ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "gdf_rhodes = gdf_greece.loc[gdf_greece['NAME_3']=='Rhodos']\n" - ] - }, - { - "cell_type": "markdown", - "id": "f9339d9d", - "metadata": {}, - "source": [ - "Let us see how it looks like by calling our newly created variable." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "87543550", - "metadata": {}, - "outputs": [], "source": [ "gdf_rhodes" ] @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "ca861c00", "metadata": {}, "outputs": [ @@ -634,13 +634,13 @@ "" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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YUdrF0iW7azZbMG/1AeQ60a2a5Hx81ErIZMBfPzsCPy8V7hgeInakNrF0ye42ZpeycMnuXpw2GDmlBpgtAh68vr/YcdrF0iW7+3hPodgRyMX10WowMTpQske3l+M4XbKrA2cvYu+ZKrFjkAtTK+X465RIp1iqB+CRLtnZv3ecETsCuTCZDPi/ufEYFxEgdpRO45Eu2c3ZC3XIPFYmdgxyYTFBWqcqXIBHumRHb39zStK3Y5JzGxsRINkbIDrC0iW7OFpcw5UeyC7uvy4M88aFQ+fpIdlJbTrC0iWbW3+wGE9+ckjsGOSCRg/wx99ujoZS4bxnRq1KvmzZMsTGxkKr1UKr1SIhIQGbN29utU1OTg6mTZsGnU4HHx8fjB49GoWF7Q8Z+vzzzxEfHw9fX194eXkhLi4Oq1ev7tq7IdFZLALezTotdgxyQbEhOiy7Z7hTFy5g5ZFuSEgI0tLSMHDgQADAqlWrMH36dBw8eBCDBw9GXl4eEhMTkZKSgkWLFkGn0yEnJwcajabdffr7++Nvf/sboqKioFKp8NVXX+H+++9HYGAgkpKSuvfuyOG+P3UeJ8trxY5BLuhvN0fDz8s5hoV1RCZ0czU3f39/LF68GCkpKZg9ezY8PDy6faR67bXXYurUqXj55Zc7/RyDwQCdToeamhpotdpuvT51zc7TlXj282wUciIbsrGYIC02/CkRCrlM7Cjt6mwHdfk43Ww2Iz09HXV1dUhISIDFYsHGjRsRERGBpKQkBAYGYtSoUVi/fn2n9ykIAr799lvk5uZi7NixHW5rMplgMBhafZF4LtY1Yt5HB1i4ZBcv3BIj6cK1htWlm52dDW9vb6jVasybNw/r1q1DTEwMKioqUFtbi7S0NEyePBlbtmxBcnIyZsyYge3bt3e4z5qaGnh7e0OlUmHq1KlYunQpJk2a1OFzUlNTodPpWr70er21b4Vs6KPdZ2Fo4OxhZHu3xAYhIbyn2DFsxurTC42NjSgsLER1dTUyMjKwYsUKbN++Hb6+vggODsZdd92FNWvWtGw/bdo0eHl5Ye3ate3u02KxID8/H7W1tfj222/x8ssvY/369bjhhhvafY7JZILJZGr53mAwQK/X8/SCCCqMDRi/OAt1jWaxo5CLUchl+PbpcQjr5SV2lKvq7OkFq4eMqVSqlgtp8fHx2LdvH5YsWYKlS5dCqVQiJiam1fbR0dHYsWNHh/uUy+Ut+4yLi0NOTg5SU1M7LF21Wg21Wm1tfLKxgso6zPvoAAuX7GJCVKBTFK41uj1OVxAEmEwmqFQqjBgxArm5ua1+fvLkSYSGhnZpnyRtBwsv4k9rD6LoItc3I9tTyGX4S1Kk2DFszqrSXbBgAaZMmQK9Xg+j0Yj09HRkZWUhMzMTADB//nzMmjULY8eOxfjx45GZmYkNGzYgKyurZR9z585FcHAwUlNTAfx8bjY+Ph7h4eFobGzEpk2b8OGHH2LZsmW2e5dkc1V1jbhz+S408zZfspNJ0b0xqLeP2DFszqrSLS8vx5w5c1BaWgqdTofY2FhkZma2XPRKTk7G8uXLkZqaiscffxyRkZHIyMhAYmJiyz4KCwshl/92/a6urg6PPPIIioqK4OnpiaioKHz00UeYNWuWjd4i2VqtqRnJ7/7IwiW7+tONA8WOYBfdHqcrFRyn6zjzPz2MTw8UiR2DXNj4yACsvH+k2DGsYvdxuuSeMo+WsXDJ7v504yCxI9gNS5c6LbuoBq9nnhA7Brm4EWF+uLafn9gx7IazjFGnfHagCP/3fR7yK+vEjkIu7p5R1o12cjYsXWqXxSLALAjYlF2Kv63LhqnZInYkcnF+PTwweUgfsWPYFUuX2rQpuxT/+vYUii5eQq2Jt/eSY9wxPMQpJya3BkuXWrnUaMZznx/BF4dL4BrjWsiZ3DWyn9gR7I6lSy0EQcAznx7GxuxSsaOQGxoT3hMDArzFjmF3HL3gRgoq6/DJvkJU1TW2+fMPd51l4ZJo7h7l+ke5AI903cp3Jyrw0lfH8deMbNw6rC8On6tGH60GAwK8MKi3D974OvfqOyGyg17eKkyK6S12DIdg6bq44yUGfJtTjsxjZThRZmx5fMMvK/UWVtVjb0GVWPGIAAB3DNdDrXTtC2i/Yum6uDe25OK7ExVixyDq0Mz4ELEjOAzP6bq4OL2v2BGIOhTVx8ctLqD9iqUrcRXGBpzrxrpjES44NR65lvFRgWJHcCiWroR9uKsACanf4bnPs7v0/CazBT+errRxKiLbcpcLaL9i6UpU3vlavLX1JMwWAWWGBli6MHftF4dKsHr3WTukI7INH40Sw0J8xY7hUCxdCWpoMuO+lXtRXd8Eb7USfxg7APIuLD/t6+lhh3RENiQAFje79ZGlK0FvbsnFuaqf1x27e1Q/zIzv2vLynKCGpM5oasbu/Atix3Aolq7EpO8txPs/nIGPRonHbxyEZ27q2sJ8+edr8c9vTto4HZHtnSyvFTuCQ3GcroSYLQI+2vPzOdjbrw3B05MirN7HxiOlWH+oGNtOVHANM3IKeedZuiSSFT/k42ixAbcO64t548K7tI9FG46hwsjl68l5rPupGNlFNbAIAgb31eLFWwfDS+261eS678wJzR7RDxOiAru87HRZTQMLl5zOpSYzsotrAADHSw14YmKES5cuz+lKiK6HR5cLFwB+OHXehmmIHKd/Ly/IZcCQvjoE+3qKHceuXPefEzekdvEZ98n1jI8MQHiAN+6ID0HKf/ZjeKjrLkj5K5auC/lwZ4HYEYg6zd9LhbTbY9FbqwEAbPhTIvy9VCKnsj+WrkSdKDPgeIkBm7JLcfeofpgQ1fGtkmU1DVypl5zKi7fGtBQuALcoXIClK1nrD5ZgzZ6zMDQ045ucCnz4wEiMjQhoc9s1ewqRujkHxgYuIEnOYfQAf0yPCxY7hih4IU2inp0ShS8fS0SQToP7xoQhNkTX7rYrduSzcMmpRLrx7Hc80pWwsF5e2PXcjR1uc6nRzMIlp7P+UAnuGK7H0A4OJlwVj3Sd3NmqOpzn2FxyMn20GvTWqcWOIQqWrpMrN7Bwyfk8NmEgAn00V9/QBbF0nVwfrXv+wSXn1UerwU2D3Wvi8svxnK6Ti+jtjZH9/bH3DFf0JWlSymUI9vOEv5cKxoZmxOl93Wbl37awdJ2cTCaDXw9OVk7S9fAN4fjzL1OU1pqaUXSx62v+uQKeXnByhoYm/FRYLXYMojZF9vbBo+MHtnzvrVYiqo9WxETiY+k6uTe+zuXoBZKs52+JhoZzgrTC0nViFYYGfLiLC0+SNA0I8ELiwF5ix5Aclq4TMwsC1Er+LyRpGtxXB5nM+gVVXR3/xjqxIJ0nnp8aLXYMojZ9fbQMj689KHYMyWHpOrk7huuh6MLy7ET21mi24JbYILFjSA5L18ltPloKMxegJAmSyYA4va/YMSSHpevEGprMWHewWOwYRFfwUSsxqr8/ygwNYkeRHN4c4cROlBnxw6lKsWMQXeGe0aF4dkqU2DEkiUe6TqrZbOFFCpKkAQFeeOj6/mLHkCyWrhMSBAF///IYCqvc+3ZKkqbbrw1BT2/3nLaxM1i6TqjCaMKaPYVixyBqk4eCo2k6wtJ1QjPe3Sl2BKI2TYgKxAPX8dRCR6wq3WXLliE2NhZarRZarRYJCQnYvHlzq21ycnIwbdo06HQ6+Pj4YPTo0SgsbP+o7P3338f1118PPz8/+Pn5YeLEidi7d2/X3g0RierWYUFQKngs1xGrPp2QkBCkpaVh//792L9/PyZMmIDp06fj2LFjAIC8vDwkJiYiKioKWVlZOHz4MF544QVoNO1PtJ2VlYW77roL27Ztw65du9CvXz/cdNNNKC7mUKi2CIKA0ppLYscgalNDk0XsCJInEwShWyPr/f39sXjxYqSkpGD27Nnw8PDA6tWru7w/s9kMPz8//O///i/mzp3b6ecZDAbodDrU1NRAq3XNqeMuNZqxalcB0jafEDsKUZuig7R4auIg3DS4j9hRHK6zHdTl3wPMZjPS09NRV1eHhIQEWCwWbNy4EREREUhKSkJgYCBGjRqF9evXW7Xf+vp6NDU1wd/fv8PtTCYTDAZDqy9XdrrCiJnv7WLhkqTllBqwYF02unks59KsLt3s7Gx4e3tDrVZj3rx5WLduHWJiYlBRUYHa2lqkpaVh8uTJ2LJlC5KTkzFjxgxs37690/t/9tlnERwcjIkTJ3a4XWpqKnQ6XcuXXq+39q04lQ2HS5FdXCN2DKIOXTewJ4J9PfHvH8/g25xyNJt5uuH3rD690NjYiMLCQlRXVyMjIwMrVqzA9u3b4evri+DgYNx1111Ys2ZNy/bTpk2Dl5cX1q5de9V9v/7660hLS0NWVhZiY2M73NZkMsFk+m3yboPBAL1e77KnFya8mYX883VixyBq17X9fPH5I9cBAOpMzfjsQBEmxvRGsK+nyMkco7OnF6y+DVilUmHgwJ+X34iPj8e+ffuwZMkSLF26FEqlEjExMa22j46Oxo4dO6663zfeeAOvvvoqvvnmm6sWLgCo1Wqo1e4xAHt/QRULlyTvdEUtDA1N0Go84KVW4t4xYWJHkqRuz70gCAJMJhNUKhVGjBiB3NzcVj8/efIkQkNDO9zH4sWL8Y9//ANff/014uPjuxvJ5az44YzYEYiu6lKTGXJOWn5VVpXuggULMGXKFOj1ehiNRqSnpyMrKwuZmZkAgPnz52PWrFkYO3Ysxo8fj8zMTGzYsAFZWVkt+5g7dy6Cg4ORmpoK4OdTCi+88ALWrFmDsLAwlJWVAQC8vb3h7e1to7fpnGpNzfhk3zlsOV4mdhSiq2oyCzh8rhrXcYmeDllVuuXl5ZgzZw5KS0uh0+kQGxuLzMxMTJo0CQCQnJyM5cuXIzU1FY8//jgiIyORkZGBxMTEln0UFhZCLv/t+t27776LxsZG3HHHHa1e68UXX8TChQu78dac37++PYX/+z5f7BhEnXaw8CJL9yq6PU5XKpx9nK7FIiC/shYhfj1aVk/9w4f7seV4ucjJiDrH00OBbc/cgD669m+GcmV2u5BGttVktkAhk2H17rN48ctj8O3hgfvGhMFDIcfWHBYuSYuHQoZAHw2Kq6+8KzIlsb/bFq41WLoiuljXiLve343YEB32FVwEAFTXN+Htb06JnIyotbCePZA6IxbRQT7wVCmw8Mtj+O/+IgT6qNFDpUDe+TrMTej4gjn9jKUrkoLKOvxp7UGcKDPiRJlR7DhE7dJ5euBPEwYhIbxny2MvTx+CmfF6DAvxRaPZgqXfnUKAj3sM4ewulq4IKgwNePKTQ7zDjCSrl7cavbxVmDIkCLNH6tFb2/q0gVIhxzX9/AAAGrkC85O4NE9nsXQdLLuoBvet3IsLdY1iRyFqpY9Wg+dujsIXh0rw5p3D4OelEjuSS2LpOlBBZR0eXfMTC5ckKbRnD0yPC8b0uGCxo7g0lq6DFF2sxx3Ld6Gy1nT1jYkcyEulgKdKgQevHyB2FLfA0nWA0xW1WPB5NguXJCfQR42tT42DWRDgz9MJDsF1NRxg24kK7C2oEjsG0RUqjCZ8cbiYhetAPNK1I4tFwMd7zsJoahY7ClG7XOOeVOfB0rWx80YTduZVIiG8J+pNZvz9y2P8Q02StvS7U9h6vBwfPThK7ChugaVrQ+eq6jFlyQ+oNTVDJgN8PT1YuCR5lbWNGBqiEzuG22DpdlP++Vp4q5U4W1WPF9YfRe0vpxIEAbhY3yRyOqL2De6rRYCPGlm55xET5HyTRDkrlm4XCYKA3HIj7ly+C95qJYwNzS2FSyRlHgoZhgTr8Oadw6DxUODBVfsRzdJ1GJZuO0zNZuzOr4LZYsHrmbkI8fNEgI8Gnh4KVNaacPDcRZyr+nmmJWMDy5acxz9nxeGW2L4t32964noR07gflm4bfjxdif/uP4cvDpW0PMZJacgVXNPPF1OGBIkdw62xdH/nRJkB8z89jJKaBrGjENnca7fHQiHnOmZiYun+orTmEjIOFOGzA0UsXHJJE6MDEdHbR+wYbs/tS/dg4UVsOV6Oi3WNSN93Tuw4RHbz18mcflEK3L5039xyEjtOV4odg8iunpw4CIN4lCsJbj33QlVdIw6dqxY7BpFdBft64uEbwsWOQb9w69Ktb+TYWnJ9940Jg1qpEDsG/cKtSzfY1xMz40PEjkFkN0mDe+P+68LEjkGXcevSlclkmHrZIPGODNP72jcMkY0p5DK8eOtgKBVu/ddcctz+/0Z8qB/uHN720a5aKceAAC9cP6gXxg7q5eBkRN1z35gw9PX1FDsG/Y7bj17wUiux+M5hGBsRgCXfnkIPlQIl1Zew6oGRiOzt03KUcNM/t4uclKjzQvw8MT8pUuwY1Aa3L91f3TqsL5otFtw8NAhFFy8hPMC71c99PTmzPjmPED9PaDx48UyK3P70wuXW7CnEkaKaKwoXAG4dxvvVyXk8xEUmJYtHupf54L4RUCvb/nfohshAKOTHYbZwVnKSNt8eHhjR31/sGNQOHuleRqvxaHc8o96/B7b9+Qb8cSyPIEjaYkN8odV4iB2D2sHStUK/nj3wP6ND2x3tQCQFQ4M5IbmUsXStpPfvgWlxnRvbSyQGzpcrbSzdLhgarMOUIX3EjkF0BYVchtCePcSOQR1g6XaBbw8VkgazdEl64vS+8OH5XElj6XaRp4pjIEl64ni7uuSxdLtoJ+fgJQkaHuondgS6CpZuF+SUGvDpgSKxYxBdIbIPJyqXOpZuF6z44QzqG81ixyBqxUulwIBeXmLHoKvgHWlWeGvrSewvqOJqEyRJAwK8IZNxpV+pY+l20rYTFXh322k08zZgkqjBfXlThDPg6YVOGtnfH4mcU5ckjAtPOgeWbid5qZV45+5rMW8cF/gjaeqj1YgdgTqBpWsFL7USFoGnF0iaenDsuFNg6XbgVLkR23IrWj12tLhGpDREHVPIeRHNGfBCWgf2nKnCwi+P4fu/jG9Za2rVAyPR0GRGYVU9SqsbENNXi9TNJ7DhcInIacmdhfbswcVTnYRMEFzj92WDwQCdToeamhpotba5iltacwm1Dc0YGNjxUByzRcCpCiMeXLUf/Xt5YWfeBU52Tg71+h2xmBmvFzuGW+tsB/FItwNBOk9Ad/XtFHIZovposeOvEwAA72w7jcVf59o5HdFvTlfUtvuzOlMzBADeav51lwKrzukuW7YMsbGx0Gq10Gq1SEhIwObNm1ttk5OTg2nTpkGn08HHxwejR49GYWFhu/s8duwYbr/9doSFhUEmk+Htt9/u0huRkpTE/vgoZRT+PCkCN8X0FjsOuYGvDpeguPpSy/c/nq7E/E8PY97qAxid+i1iF36ND3cVoNlsETElAVYe6YaEhCAtLQ0DBw4EAKxatQrTp0/HwYMHMXjwYOTl5SExMREpKSlYtGgRdDodcnJyoNG0P5Slvr4eAwYMwJ133omnnnqqe+9GIjQeCiQO6oXEQb2wdm8henqr8dPZixgzsCfmjA6F1tMD1fWNWPD5UewtqBI7LrmAkpoGzHpvF/4wdgAEAVi04Rh+f4br718cw/KsPHz91Fj4aDxwprIOOaUGHCmqwbNTosQJ7oa6fU7X398fixcvRkpKCmbPng0PDw+sXr26S/sKCwvDk08+iSeffNLq59rjnK4tNJstUCrkEAThivPCTWYL/vDhfmzLPS9SOnJH1/bzRS9vNbbmlEMQgFeTh+LuUf3EjuX0OttBXR4yZjabkZ6ejrq6OiQkJMBisWDjxo2IiIhAUlISAgMDMWrUKKxfv76rL9Ehk8kEg8HQ6kuKlIqfP+K2LsR5KOT4y+Qo9NaqHR2L3NhPhdXYcvznwh3Z35+F62BWl252dja8vb2hVqsxb948rFu3DjExMaioqEBtbS3S0tIwefJkbNmyBcnJyZgxYwa2b99u8+CpqanQ6XQtX3q9c165jQ7S4r058WLHIDegVsrx3pzhiA7SQi4D/jI5Ek/cOEjsWG7H6suZkZGROHToEKqrq5GRkYF7770X27dvh6+vLwBg+vTpLedm4+LisHPnTixfvhzjxo2zafDnnnsOTz/9dMv3BoPBaYs3Tu+L2BAdjhTxxguyn2A/T0yK7o0eKgXKahpwJ4eYicLq0lWpVC0X0uLj47Fv3z4sWbIES5cuhVKpRExMTKvto6OjsWPHDtukvYxarYZa7Tq/licN7sPSJbt6fmo05HIZEgf24hSQIur2bcCCIMBkMkGlUmHEiBHIzW09PvXkyZMIDQ3t7su4PA4tI3tbvess/ve7UxjxyrdYvfus2HHcllVHugsWLMCUKVOg1+thNBqRnp6OrKwsZGZmAgDmz5+PWbNmYezYsRg/fjwyMzOxYcMGZGVltexj7ty5CA4ORmpqKgCgsbERx48fb/nv4uJiHDp0CN7e3i1H1O5gQIA3enmrUVlrEjsKuahtueexLfc8fNRKDOHcu6KxqnTLy8sxZ84clJaWQqfTITY2FpmZmZg0aRIAIDk5GcuXL0dqaioef/xxREZGIiMjA4mJiS37KCwshFz+2wF2SUkJrrnmmpbv33jjDbzxxhsYN25cq7J2dQq5DEODtRw+Rnb3yoyhuKYfF7AUC+dekJB/bj2JJd+eEjsGubBAHzV2PXcjZySzA7uP0yXb6+ffQ+wI5OJqLjWhvrFZ7BhujaUrIVpPD7EjkIszNVvwzrY8sWO4NZauhAT6uM4QOJKu3DJp3r3pLjjXm4RoPLjcCtmHh0KGeePCcehcNUb09xc7jltj6RK5MLkMiOjtg+dujsa4iACcN5pwsb5R7FhujaVL5MKW/c9wJA3u0/J9gI8aATyNJSqWLpGDyGTAsBBfDAr0Rg+VAmZBQE6pEbfF9UVVXROazBZE9PFBQ5MZxoZmfHm4BPkVtTCaujba4J5R/XBjVKCN3wV1F0tXQi7wbjSXddfIfrhrpB6xIb6dfk5KYn/UmZrx1CeHsOV4uVWvd20/X7ySPNTKlOQIHL0gIXWNZrEjkB1MHRqE1BlDrSrcX3mplVbPBiaTAfdf19/q1yLHYOlKyHkjj3RdzYBeXnhiYvfmrPX0UOCukZ0vXkEAPj1QBAtXpJYknl6QkIYmHum6iv69vGARBKx6YCT03bzTMHFQL4wJ74nwAG/8Y2NOp57z/cnz+CanHDdddhGNpIGlKyHNFq7U6uweHR+OPjpP3DOyH+Q2nN9ALpfhgev6Y93BYhwr6dzNDU//9zD2LOgFLy69Lin8vyEhZTU8veBs5DJgUkxvnL1Qj7ERAXjmpki7TBAuCAJ+KryI+FC/TpdurakZWbnnMTU2yOZ5qOtYuhISHeQjdgSykkIuQ2RvH7uvc3fwXDXuen83ems1mDM6FB/tOYvOzA/4bMYRhAd6IaqPc86854pYuhLS3XN/5Fg6Tw9MjQ2CrofK7q81pK8OexZMhFIhg1bjgd35F3CqohYA0MtbjYYmM2rbGM9rNDXj7vf34D/3j+jS6AmyPZauhFys4+2ZzkCllGNmfAhSEgegfy8vh72mv/K3cv90XgI+2XcOmcfKkDpjKHLLjHh+3dE2b6SoqmvE4q9zsTpllEOyUsdYuhJSydKVvMjePpiTEIr/GS3uun++PVT447hw/HFcOAAgqo8WI/v74+PdhdhbUIW9Z6pabf/DqUqUVF9CX19PMeLSZVi6EnLmfJ3YEagNI/v7I07vi/lJkfBQSHdoe5DOE88kRQIA/vzfw6isNSG7uAZVv/xjfvZCPUtXAli6ElJzqUnsCPQ71w/qhQ8fGOl0S5a/OXNYy3+v3n0WL6w/ivd/yEdCeE8RUxHAO9Ik5UIdh4xJyYgwP7w5c5jTFe7vJV8TDJkMaOYdapLAI12JOHyuGttPciVgqRgR5oePHxwNldL5j0u81Up89+cb4O9l/1EWdHUsXYkouFDXqXGX5Bh/HBvuEoX7K0eNsqCrc50/VU5uypAg6P15kUMMHgpZS8H20Wqw7ZkbENmHN6qQffBIVyJUSjkWTRuMB/6zX+wobmNgoDcamsx4bko0YkN0+Gj3WRwpquFRIdkVS1dCSqobxI7gFiJ6e2N8VCCenhQBtfK3xUCfuzkapmbO9Eb2xdKVEC7Bbn9ajRIf3Dui3VuuLy9hIntg6UpIuYFHuvb0pwkD8cSNg6CU8A0O5PpYuhKyr+Ci2BFc1i2xQXhqYoRN57gl6gr+ky8hBRd4G7A93BgViMV3DGPhkiSwdCVE7uR3PklRdJAWS+++Bp4qnqslaWDpSkStqRk5pZ1bEYA67++3xKCHimfRSDpYuhJR29AMUzPXSLOlP0+K4AQvJDksXYk4VWEUO4JLmRAViMcmDBQ7BtEVWLoSkV1cI3YEl/LS9MFOPzsYuSaWrkRszi4TO4LLePzGQQjx43pzJE0sXQkwWwScN3IuXVtIGtwbT0+KEDsGUbtYuhKwKbsUZbwbzSZuiwsWOwJRh1i6EjAizF/sCC5h8uA+mBTTW+wYRB1i6UqAUsELPt3VW6vG63fGcl4Fkjz+CZWA4yW8KaK7Hh4XDq3GQ+wYRFfF0pWA3fkXxI7g1K4b2BNThgaJHYOoU1i6EnCwsFrsCE5LpZTjhVti0FurETsKUaewdCWgpzdXae2qV5OHIqqPVuwYRJ3G0hWZIAic6KaLenmrOFqBnA5LV2QlNQ3IO895dLti4bTB0Hny4hk5F5auyPIqasWO4JQSB/bCVF48IyfE0hXZpweKxI7gdLxUCqQk9ueENuSUrCrdZcuWITY2FlqtFlqtFgkJCdi8eXOrbXJycjBt2jTodDr4+Phg9OjRKCws7HC/GRkZiImJgVqtRkxMDNatW2f9O3FCjc0WfHO8XOwYTmfUgJ4YHxUodgyiLrGqdENCQpCWlob9+/dj//79mDBhAqZPn45jx44BAPLy8pCYmIioqChkZWXh8OHDeOGFF6DRtD+cZ9euXZg1axbmzJmDw4cPY86cOZg5cyb27NnTvXfmBLKLa3CpySx2DKcS4KPGK8lDxI5B1GUyQRCE7uzA398fixcvRkpKCmbPng0PDw+sXr2608+fNWsWDAZDqyPmyZMnw8/PD2vXru30fgwGA3Q6HWpqaqDVOscQomczjiB93zmxYziVmfEheP2OYWLHILpCZzuoy+d0zWYz0tPTUVdXh4SEBFgsFmzcuBERERFISkpCYGAgRo0ahfXr13e4n127duGmm25q9VhSUhJ27tzZ4fNMJhMMBkOrL2dzppKjFqwhlwEPXj9A7BhE3WJ16WZnZ8Pb2xtqtRrz5s3DunXrEBMTg4qKCtTW1iItLQ2TJ0/Gli1bkJycjBkzZmD79u3t7q+srAy9e7cea9m7d2+UlXU8qXdqaip0Ol3Ll16vt/atiCrjQBH2nKkSO4ZTGT2gJyJ6+4gdg6hbrF4mNTIyEocOHUJ1dTUyMjJw7733Yvv27fD19QUATJ8+HU899RQAIC4uDjt37sTy5csxbty4dvf5+6vQgiBc9cr0c889h6effrrle4PB4FTFu2ZvxxcXqTW5DFhwc7TYMYi6zerSValUGDjw5wX/4uPjsW/fPixZsgRLly6FUqlETExMq+2jo6OxY8eOdvfXp0+fK45qKyoqrjj6/T21Wg21Wm1tfEkoqb6E7CKuiWaNKUODMCRYJ3YMom7r9jhdQRBgMpmgUqkwYsQI5Obmtvr5yZMnERoa2u7zExISsHXr1laPbdmyBWPGjOluNMlatOEYGs1cbt0ad4/sJ3YEIpuw6kh3wYIFmDJlCvR6PYxGI9LT05GVlYXMzEwAwPz58zFr1iyMHTsW48ePR2ZmJjZs2ICsrKyWfcydOxfBwcFITU0FADzxxBMYO3YsXnvtNUyfPh1ffPEFvvnmmw6PjsVQ39gMjVIBubx7A/ItFgGneBeaVUaG+eO6gb3EjkFkE1Yd6ZaXl2POnDmIjIzEjTfeiD179iAzMxOTJk0CACQnJ2P58uV4/fXXMXToUKxYsQIZGRlITExs2UdhYSFKS0tbvh8zZgzS09OxcuVKxMbG4j//+Q8++eQTjBo1ykZvsftW7z6Lhz7cD0NDU7f3daS4Bvmca8EqfxzHEQvkOro9Tlcq7DVON/98LTYeKcXskf0Q4NP9c8gvbTiOf/94xgbJ3MPwUD98+seEbv+GQWRvne0gqy+kuZsBAd74042DbLIvs0XAV0dKbLIvd/H81GgWLrkUTnjjQDtOV6LCaBI7htO4pp8vhoX4ih2DyKZYug701taTYkdwGnIZ8MxNkTzKJZfD0nWQmktNXCHCCtf28+OIBXJJLF0HycqtQGMzx+Z2VnyYv9gRiOyCpesAFouAZVl5YsdwGjpPDzx8Q7jYMYjsgqXrAF8fK8OJMqPYMZzG/KRIrn1GLoul6wAZPxWLHcFpRPXx4S2/5NJYunZ23mjCjtPnxY7hNB64rj9HLJBLY+na2bmL9Who4gW0zogN0eGO4SFixyCyK5aunR0qrBY7gtN4elIEj3LJ5bF07chsETjPQifdPLQPbojkCr/k+li6drS/oApFFy+JHcMpcFUIchcsXTvamF169Y0IQ4N1CPHrIXYMIodg6dqJsaEJnx0oEjuGU3h6UoTYEYgchqVrJ6t2FqC+0Sx2DKdwlTVIiVwK59O1A7NFwMofC8SOIVkeChmGBOugUSrQZLbAQ8F/+8l9sHTt4GDhRVyoaxQ7hiQp5TJ8cO8IjI0IwK+Llsh4qEtuhKVrB9+f5B1o7bn/ujCMjQgAwLIl98Tf6+xgWy5Lty3hAV64Jbav2DGIRMUjXRs7UlSN7OIasWNIzuC+WnyUMgp+XiqxoxCJike6NiQInDe3LZ4eCrx2eywLlwg80rWZ5z4/gp15F3D2Qr3YUSTn6UkRGBKsEzsGkSSwdLup1tSMVTsLkL7vHH65GE+XGT3AHw9e31/sGESSwdML3eShkGHVzgIWbhuUchmenxrDUQpEl2HpdtPJslrUXGoSO4Yk/WHsAJ5WIPodlm43NDSZ8VrmCZi4yu8VBvTywqPjB4odg0hyWLrdcKq8FifKDGLHkKRXkofCS81LBkS/x78V3TA0RIe/To6Cl1qJHacrsWZPodiRJGHGtcFICO8pdgwiSWLpdmBzdinyK+swJyEUWk3bS4LfGa8HANw8NAjGhmZsOFziyIiStPVYOUzNZqiVCrGjEEkOTy904HytCeeq6qHq5CxYNw/pY+dEziGmr7bTnxmRu+GRbgfmJoRZtf3wMD94KGRoMrvn+DGVUo7oPj5Y9cBIDhMjagdL14bkMhl6eqlRZmgQO4oo3rxzGOQyGTQePK1A1B7+DmhDvbzVGDXAX+wYDuOhkKGH6reC3XGqElNjg0RMRCR9LF0b+/stMRjtJsX7xI2D8NMLkxCk00AmA3y92r7YSES/4ekFG+vprcbjNw5CdtF+1LnoGmnBvp74R/IQjI8MBADseu5G1NQ3QangeVyiq+GRrh2MCe+FSTG9xY5hF7cO64v1j17XUri/0vXw4M0QRJ3A0rWT526OxjX9fOHhQkd/0+P6YsmsOAT4qMWOQuS0WLp20lurwZ8nRUIhd43SHab3xduz4iB3kfdDJBaWrh2lbs5BQ5NrTIbzavIQjr0lsgGehLOjk+VGsSN0iY9aicHBWmQX1aC3TgOVQo6YIK3YsYhcAkvXjqbHBeOzA0Vix+gUlUKOjx8ahUAfNfroNFArFbhQa0JuuRHPrzvKo1wiG+HpBTv66+QoPHNThNgxrmrRtMHY+dwEjAjzR2hPr5aJanp6qzEy7Ocxx3/4cD8KKuvEjEnkEli6dhTgo8ZjEwbh7Vlx8PdSSfKi2jC9L+4dE4Ze3m2PSFAq5Fh8ZywmxfTGmQssXaLukgmCa6zuZTAYoNPpUFNTA61Wmucfq+sbUXChHu9sO42tx8tFzSKTAQumRGN8VCAGBnqLmoXIFXS2g3ik60C+PVSI0/tiyew4LJo2WNQsr90ei4fGDmDhEjmYVaW7bNkyxMbGQqvVQqvVIiEhAZs3b275+X333QeZTNbqa/To0R3us6mpCS+99BLCw8Oh0WgwbNgwZGZmdu3dOIkeKiXuHROGWb9MgO5oT02MwEyRXpvI3VlVuiEhIUhLS8P+/fuxf/9+TJgwAdOnT8exY8datpk8eTJKS0tbvjZt2tThPp9//nm89957WLp0KY4fP4558+YhOTkZBw8e7No7ciIj+4szMY7GQ46GJtecF4JI6rp9Ttff3x+LFy9GSkoK7rvvPlRXV2P9+vWdfn7fvn3xt7/9DY8++mjLY7fddhu8vb3x0UcfdXo/znBOty37C6qw7mAxymoa8O2JCoe8Zk8vFR5I7M/VeolsyO7ndM1mM9LT01FXV4eEhISWx7OyshAYGIiIiAg89NBDqKjouEhMJhM0Gk2rxzw9PbFjx46uRnMq8WH+eCV5KN6fG4/Egb3s+lrBvp54885haGy2QOfJaRiJxGD1zRHZ2dlISEhAQ0MDvL29sW7dOsTExAAApkyZgjvvvBOhoaE4c+YMXnjhBUyYMAEHDhyAWt32kKSkpCS89dZbGDt2LMLDw/Htt9/iiy++gNnc8a+/JpMJJpOp5XuDwbmXQpfLZZiTEIodpyvt9hp+Xh64fXgIxkYEoKeXym6vQ0Tts/r0QmNjIwoLC1FdXY2MjAysWLEC27dvbyney5WWliI0NBTp6emYMWNGm/s7f/48HnroIWzYsAEymQzh4eGYOHEiVq5cifr6+nZzLFy4EIsWLbricWc7vXC5S41mTFnyPQoutP++uyKitzdGhPnjyYkRnCGMyE7sdnpBpVJh4MCBiI+PR2pqKoYNG4YlS5a0uW1QUBBCQ0Nx6tSpdvcXEBCA9evXo66uDmfPnsWJEyfg7e2N/v37d5jjueeeQ01NTcvXuXPnrH0rkuOpUuD2a0Nsus/YEB2WzL4GryQPZeESSUC3514QBKHVr/mXu3DhAs6dO4egoKuvm6XRaBAcHIympiZkZGRg5syZHW6vVqvbPWXhzC7ZcFTBmPCeeOfua+HHUwlEkmFV6S5YsABTpkyBXq+H0WhEeno6srKykJmZidraWixcuBC33347goKCUFBQgAULFqBXr15ITk5u2cfcuXMRHByM1NRUAMCePXtQXFyMuLg4FBcXY+HChbBYLPjLX/5i23fqJO67LgxeaiWq6hohCMB/dp6BpQvjS0b298f/snCJJMeq0i0vL8ecOXNQWloKnU6H2NhYZGZmYtKkSbh06RKys7Px4Ycforq6GkFBQRg/fjw++eQT+Pj4tOyjsLAQcvlvZzUaGhrw/PPPIz8/H97e3rj55puxevVq+Pr62uxNOpNAH02roVwTogKxcMMx5J2vRWfPvt8QGYD358bDQ8EbDomkhnMvOImS6kv46kgJPthxBuWGK0/nhPbsgdLqBtx/XRj+OjmKKzwQOVhnO4jz6UrApuxSnKmsQ/9eXqiub0LiwF7wUivQ87KZv/r6euIPY8Ph66nCXzKO4MaoQPTr2QMrfyzAfWPCsHDaYBgbmuCj4fhbIilj6Yqkpr4JO/MqsXr3WezMu3DFz7UaJVbePwLDQ1vfKnzH8BAIEJB8TQg8FDLcPbIftL/c6MDCJZI+nl4QyeKvT+CdbXkdbqPxkGPXszfyYhiRE+DUjhI3LiKw3YnDf9XQZMHafYUOSkREjsDSFcnI/v6YGd/2jRAaDzlGhvnjppjeSEns+CYRInIuPKcrkrzztfjv/rYXrXzo+gH4802RDk5ERI7AI10RNDZb8JfPjqCy1oQgnQb9/Hu0/MxHo4TFNU6zE1EbeKQrApVSjsfGD/xlqXM5fHuocKayDrvzL2DasL7QX1bCRORaWLoiGR8V2Op7fy8Vhof6iZSGiByFpxeIiByIpUtE5EAsXSIiB2LpEhE5EEuXiMiBWLpERA7E0iUiciCWLhGRA7F0iYgciKVLRORALF0iIgdi6RIRORBLl4jIgVi6REQO5DJTO/66vqbBYBA5CRG5o1+752pr/bpM6RqNRgCAXq8XOQkRuTOj0QidTtfuz11mCXaLxYKSkhL4+PhAJpOJHUdUBoMBer0e586dc4rl6F0BP3PHk9pnLggCjEYj+vbtC7m8/TO3LnOkK5fLERLS9uq67kqr1UriD6M74WfueFL6zDs6wv0VL6QRETkQS5eIyIFYui5IrVbjxRdfhFqtFjuK2+Bn7njO+pm7zIU0IiJnwCNdIiIHYukSETkQS5eIyIFYukREDsTSlbjU1FSMGDECPj4+CAwMxG233Ybc3NxW28hksja/Fi9e3OG+3377bURGRsLT0xN6vR5PPfUUGhoa7Pl2nEJnPvPa2lo89thjCAkJgaenJ6Kjo7Fs2bKr7jsjIwMxMTFQq9WIiYnBunXr7PU2nIq9PvP3338f119/Pfz8/ODn54eJEydi79699nwrVyeQpCUlJQkrV64Ujh49Khw6dEiYOnWq0K9fP6G2trZlm9LS0lZf//73vwWZTCbk5eW1u9+PPvpIUKvVwscffyycOXNG+Prrr4WgoCDhySefdMTbkrTOfOYPPvigEB4eLmzbtk04c+aM8N577wkKhUJYv359u/vduXOnoFAohFdffVXIyckRXn31VUGpVAq7d+92xNuSNHt95nfffbfwzjvvCAcPHhRycnKE+++/X9DpdEJRUZEj3labWLpOpqKiQgAgbN++vd1tpk+fLkyYMKHD/Tz66KNXbPP0008LiYmJNsnpStr6zAcPHiy89NJLrba79tprheeff77d/cycOVOYPHlyq8eSkpKE2bNn2zawC7DVZ/57zc3Ngo+Pj7Bq1SqbZbUWTy84mZqaGgCAv79/mz8vLy/Hxo0bkZKS0uF+EhMTceDAgZZftfLz87Fp0yZMnTrVtoFdQFufeWJiIr788ksUFxdDEARs27YNJ0+eRFJSUrv72bVrF2666aZWjyUlJWHnzp32Ce7EbPWZ/159fT2ampra/fvjEKLVPVnNYrEIt956a4dHo6+99prg5+cnXLp06ar7+9e//iV4eHgISqVSACA8/PDDtozrEtr7zE0mkzB37lwBgKBUKgWVSiV8+OGHHe7Lw8ND+Pjjj1s99vHHHwsqlcrmuZ2ZLT/z33vkkUeE8PDwTv39sBeXmWXMHTz22GM4cuQIduzY0e42//73v3HPPfdAo9F0uK+srCy88sorePfddzFq1CicPn0aTzzxBIKCgvDCCy/YOrrTau8z/9e//oXdu3fjyy+/RGhoKL7//ns88sgjCAoKwsSJE9vd3++nHRUEwe2nIv09W3/mv3r99dexdu1aZGVlXfXvh12JVvdklccee0wICQkR8vPz293m+++/FwAIhw4duur+EhMThWeeeabVY6tXrxY8PT0Fs9nc7byuoL3PvL6+XvDw8BC++uqrVo+npKQISUlJ7e5Pr9cLb731VqvH3nrrLaFfv362C+3kbP2Z/2rx4sWCTqcT9u3bZ9O8XcFzuhInCAIee+wxfP755/juu+/Qv3//drf94IMPMHz4cAwbNuyq+62vr79iomWFQgHh54ur3c7tzK72mTc1NaGpqanNz89isbS734SEBGzdurXVY1u2bMGYMWNsF95J2eszB4DFixfj5ZdfRmZmJuLj422e3WqiVj5d1cMPPyzodDohKyur1bCw+vr6VtvV1NQIPXr0EJYtW9bmfubMmSM8++yzLd+/+OKLgo+Pj7B27VohPz9f2LJlixAeHi7MnDnTru/HGXTmMx83bpwwePBgYdu2bUJ+fr6wcuVKQaPRCO+++27LNr//zH/88UdBoVAIaWlpQk5OjpCWlsYhY7+w12f+2muvCSqVSvjss89a7ddoNDr0/V2OpStxANr8WrlyZavt3nvvPcHT01Oorq5ucz/jxo0T7r333pbvm5qahIULFwrh4eGCRqMR9Hq98MgjjwgXL16035txEp35zEtLS4X77rtP6Nu3r6DRaITIyEjhzTffFCwWS8s2v//MBUEQPv30UyEyMlLw8PAQoqKihIyMDAe9K2mz12ceGhra5n5ffPFFx7253+HUjkREDsRzukREDsTSJSJyIJYuEZEDsXSJiByIpUtE5EAsXSIiB2LpEhE5EEuXiMiBWLpERA7E0iUiciCWLhGRA7F0iYgc6P8BmBq5P9MRA9cAAAAASUVORK5CYII=", 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", 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" ] @@ -663,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "5793308f", "metadata": {}, "outputs": [], @@ -703,7 +703,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "5aafd989", "metadata": {}, "outputs": [], @@ -721,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "e0a89f60", "metadata": {}, "outputs": [ @@ -731,13 +731,13 @@ "" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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DREQEZDIZ1q1bh7S0NHz22WedeFpdS19/CTwEQJWJ2xCwDIPqhibwuQycqQmKtKFSsXhx8wWN4zmVClTVNcLDRWCDqEhXYtQnSklJCRYsWICioiJIJBLExMQgJSUFkyZNar0mOTkZLMti/vz5WssoKCgAh3OnAiOVSvHkk0+iuLgYEokEgwcPxqFDhzB8+HATn1LXwzAMzq2chrA3/jD6XicusGxaNL4/lgc+l4Onx/a2QISkq+JwGMSGiHEqX3P0n6uIvlAQ/YzuuLZXhnbC2IpKxYJhoHVtocT/7kdmSYNJ5a6dOxB8LgcHs8uxKCEUff3t77kT29udUYRLNyoRF+6NEWE9wOVwwKGJnd2axTquifFySmtx3xfHwOUwOPzaODi1axIyNUGM6CnGuL6+cOZzkRDuBXdnajog2iUO8EfigO7Tz0fMh5KEBVXVNeLFzedxs6oeVfUtm9b87/B1LJlwp6NaqdSzi44WIi6Q+f40tVoJJQhCiCXQymQW5O7Mh0oFXCurbz32373ZkDU0QlbfiOPZpeByOfAyYtWOk8vG48oH0w1eElupYhG6dBdCl+6CSs+Kq4QQ0h7VJCyIYRgkze6PUR+mth5jAfyeVoBlO1oWt5s7NAAzhgTj22OFOssJcuNgQJAHlkzqC1+xk1ExVDc0YefzI3G+QAorbLVAzKBZqQKPS9/fiH2gd6KFBXm6IDbUA9y/P6AFDFoTBAAUVcnwz0ktE5s4AJYn9kHbz/L182Nw5M1ErH8kDn2NXAsKADxdBOgXIMHMQQFW2ZCHdM62czdw6WY1Np8psHUohACg0U1WwbIsHv76BI7mVGqcO71sHLzFzsi4IUV0gISWEu/mRq/+CwVVcogFDC68O83W4RAHZuhnJtUkrODwtTK1BMFlgLgwdxx5ZTQ8XVuajwYEuVOC6MKUKhZNShWUKhb18iZsOJZrUjlOvJYVb2WNLK6X2t/KxqT7oT4JKyiVKSDgMmhUsnhgSAASY/wR39ublsB2IHsvF+OLg9cwOMgdLkIuPk3NxW9pN/HdYyMgFhm2p7m8qRkTon2QdbAlwdzz6VFcejfRkmETohclCSuYGOULzmzgVnUDnh+ve50m0nX9ebEIaYUypBXe+fZ/tqAag1fuweOje2Hp1Ci9fULphVJcL6tHrx5ClNUp8dZ0WkKd2B71SRBiBleLpZj88VGd5zc+Ohxj+nh3WIaiSYn/Hb6OXl7O6B/ojkB3J3BplBOxEJpxTYgVKdmOawkbj13XmySEfC5th0rsDn1NIcQM6hXNOs+58IESmdyK0RBiPpQkCDGDpVvVl+OODZEgb9V0HPjnaIR5ueLdmf30lsGyLG5U1ePVLelobDZ+uRZCLIGamwgxg+w2S68AQKm0FgAQ5uOG318YY1AZR3PK8fDXpwAA5wuq8MtT8fB0pR0HiW1RTYIQC8ivVuLlzWeNuic2xBN9fF0BANfK6jAyaR+SfruIt7an4+Vf0mCtMSY7025i27kbqK43cRcs4lCoJkGIhZTJjFsCns/lYHRED2SVtNRCGpTAl0fzW88vSgjFgCB3c4ao1ffH8lDd0IRTuRVImmP8FsTEsVBNghAz0DYt8l9zBhlVBofDINzXTef5Lw9mGxeUCc7kVuBMgRTZZXVwoa1wCShJEGIWb82IhrtIPVWkXi03upy5sSH46P6BCPd20Tj3e0apyfEZKqJNkkq9WgZ5k9Lij0nsGyUJQszgkYQwTBsYAAH3znyJAQHuJpU1Z2gQ9r08FnOHBaodXxzfszMhGkTiLMDTd4WihwsP/QPFUDTRKKvujmZcE2Im5wuq8PSPZ1EiU2DXklHoZ8LS7u3JGppwvawGN6VyTO7nB74VZmA3K1XIr6xHiKcz7WvhwAz9zKQkQQgh3RAtFU4IIaTTKEkQQgjRiZIEIYQQnShJEEII0YmSBCGEEJ0oSTioDUdz8dDXJ/DnpWJbh0JMVKtoRo28qXVF2PJaOTYcvY5SWnacWBHNu3cgey8V48cTeTh+vRKNypaRzUevVeD88vHwcHWycXTEWBduSLEmJQuuIh7iwjzx1YGrqG4C3v0tEx/M6o9ZQ4Jon3RicTRPwkE8ueEk9lzRvQxE3qrpVoyGmINKxeKnk/l4a8cltP8jFXCA7x+PQ1yvHjaJjXR9NE+iG/kjvbDDBAEAW0/nd3ie2B8Oh8GswYEaCQIAGlXA5/uzUCyt13KWEPOhJOEAnt10Qe81L2+9iPX7r1khGmJOueV14OjYPvvQtSo899NZq+0zQbonShJW0tjUbJE/5vvXHzX42r1XqBO7q4n2F6Ofvxg68gTOFsoQ9sYfyC2ttmpcpPugJGEFk/+bisgVfyLsjT9ws7IOR7LLkFkkxWPfnEDCv/aiqLLWpHIv3KjC6XypwddX1NJOY10Nl8vBb0vuwuiIjvsexv3nCFQqqlEQ86OOawv76uA1/Gt3VuvvPT2dECAR4URuldp1hnQsq1QsymsVKKyowcJvTqGu2fh4Fo/qiWXT+oOrqw3DBEoVi1pFMyROfLOVSdSxLIvl2zOwO70QlTpGwAa6O+HAK2Mh4NF3P6KfoZ+ZNATWQq6WyFAjb1ZLEABQLG3A9P5+GkmiWanSuyzztHWHcKW441qHiAvIO9gn5psjBZgfG4JwX/Mk0k/3X0XKpRIMCnLHnKFBGNzTwyzlEnUMw+CDWTH49UyhzmseGBqARqWKkgQxK0oSZrbh8DWs3JUFHoAmLecbVcD6Q7lqx/49J7rDBMGyLB763wm9CQIARkV6Y19mWYfXvPJ/F7D9uVF6y+oonnMFVfB1E+Hfe1q21Lx4U4ZqeRM+oSRhUUIeBw1K7RsB/XmxCC9MirJyRMTRUZIwoz0Xi/DOrpaag7YEocuwMB+tx6vrm/Dg53txqdzwFkF9CQIA0gpN7+SU1jdi9udHcb28XqMz9dmxvU0ulximsYOd4i6X1EOlUoHDoZoEMR96N5nJf/+8jCd/PGf0fUODXRHqpbmfMQAMfHePUQnCUGtm9zf5XokTH318XQFAY/z+zycLOhEVMcSbM/oBALycuVgwPFDj/KJvT1o7JOLgKEmYwSd/XcXaA7n6L9Ri05OazT5n8ytxPr9Ky9XmsTP9lsn3MgyD2UOCtJ77Lf2myeUSwzwUF4ofF4/AlmdHoaJec+RCk46mKEJMRc1NZrDhWJ7J9wrarb2zfn8WVu+x7KS349crwbIsGMa0EU6jwr21Hg9yp/WhrGFUhBcA4IFhPZFdWgtvVyFGR3hhZ/otrL5vkG2DIw6HkoQZxIW5Y9dF/X0B7c0dqtlcYOkEAQAs2zJslcc1LUk4CXm4+PZkvLT5LPZeqQAAOHOBTU8lmDNMosfYKB+MjWrpz2JZFhduyXC5qAYB7k56R8oRYihKEp1QXa/AwHf3mXz/QyN6ahzjATBh+oNRwnsITa5F3ObqxMf/FsWZKSLSWQzDYPWcGCiVDjHtidgR+rphAnmTEo3NKoz4wPQEAQCzPj+uceyLhUMhEZpvops2f7w8wayT6Yh9cBPxUVjVgLs+PIDkUwVIK6jCppP5WL37MtILpQaVoWhW4rsj1zHsvT/x1vYMFFbWWTZoYveoJmGkX07lY9m2ixgcLO5w0pohlGjpaOS3aRqYGO2HzU+NxNR1RzpXeAcoQTiuK8UyFFXLsfTXDDhxAB4XqGkC1h/MxaKEELwzo+ORbdfLarF6dybkypbRansyS3HijQlWip7YI6pJGOFQVgle+/UimlngdIHMLGXytbQdRwVIkBBsmU5gPuUHhzY52q/13w2qlgRx24Zj+fh435UO74/yE+P1xL7wdeUhyMMJYyO1D1Ig3QfVJAyUknELT/903qxlhnvwdI4y+vm58XjsmyPYn9251T3FAgayxjvt1E+N7dWp8oh9kzjrXj+LB6BM1vEijwzD4NFRvfDoKHqfkBZG1STWr1+PmJgYiMViiMVixMfHY/fu3a3nGYbR+rNmzZoOy926dSuio6MhFAoRHR2Nbdu2mfZsLMjcCQIA7o0N1dmBzLJspxKEq4CBgKueIABgQKC7yWWSrmHW4AD09XHGzqdHwKtNhbQZd4bPEmIoo5JEUFAQVq1ahTNnzuDMmTMYP348Zs6ciUuXLgEAioqK1H6+/fZbMAyDOXPm6Czz+PHjmDt3LhYsWID09HQsWLAADzzwAE6etI+Zo/ImJWZ9etgiZT8/vo/Oc9UNxizscYebgAs+B6htZFv3uW6rr7/9rJBLzG/5tgvYdaEIvXzdsPtyCcob1M8v2XQeTc2d7Ewj3Uqnlwr39PTEmjVrsHjxYo1z9957L2pqavDXX3/pvH/u3LmQyWRqNZKpU6fCw8MDmzZtMjgOSy0Vfv8Xx3A6T3P2MxctHc+mWjIuDP+cEt3hNQ99eRRHc6UmP0Y/fzdcKqpp/V3AAFeTaK/rzth4LBfSukYsmRjZ6WHE5vbjiTws335J73U9PZ2x47mR8HARWCEqYq8svse1UqlEcnIy6urqEB8fr3G+pKQEu3bt0po82jp+/DgmT56sdmzKlCk4duxYh/cpFArIZDK1H3NjWRYZN7U3+TwzrpfO3cIM8eSYCL3X/PTUSAwO0L6ukz5uQi6WTIhA2wndk/pRJ2RnHcwqxcd/XcO3R3Lxyf5su9o6dHVKlv6LABRU1mPif1Jx6YYU+y6XWDgq0tUZnSQyMjLg6uoKoVCIp59+Gtu2bUN0tOY34o0bN8LNzQ2zZ8/usLzi4mL4+vqqHfP19UVxccdbbSYlJUEikbT+BAcHG/tU9KpXKHWuunlXpA/WPzjA6DLfnxmFY6+PhavIsA16Vt0/yOjHAIAahRIHrpSA12a468qZMSaVRVqwLAs+l4N3Z0Yj1MsZPA6D/+y5auuwWqW/NRlBHoaNiquoa8L0T4/i8e/PYMQH+9BITVBEB6OTRJ8+fZCWloYTJ07gmWeewSOPPILLly9rXPftt9/ioYcegkgk0ltm+2q7IesKvfHGG6iurm79KSzUvRmLqRZtOAldy6UNC/HEqD4BCPEwfIDYmjn98XB8bwR4GF47OF/YcQ1JItL9Ou25XAJ3UUt8fABebvr/LxzZsWvlmPrxQcgbTZvTzjAMvlwYiwXxYZjQ1w8PjQjBfcO0L3ZoCxwOgyOvj8esgb76L26jRtGEQ1fLaPtTopXRSUIgECA8PBzDhg1DUlISBg4ciLVr16pdc/jwYWRlZeHxxx/XW56fn59GraG0tFSjdtGeUChsHWV1+8dcmpUqnM2rxOk8qc5ruBwGrkIeDr4+BXmrpuP7x2J1XvvP8b2QmzQN98eGGB1LeqHu1WAFHGBQkKfG8dtpg8swaGhuSXP+EtpadOPxPMgamvDsz8Yv6a6N2ImPkB6mNQda0n/nDzPq+vpGFR7//ixUdtR0RuxHp+dJsCwLhUKhduybb77B0KFDMXDgQL33x8fHY+/evXjppZdaj+3ZswcJCbZZLE7RrETMO3ugaFZByAEUWqoSyU9qJoTRkT7IWzUdpdJ67MsshoeLAHVyJSZE+8HDVWhyPHOHBWHT6Rtaz42O8EZvX1ccvFahdvzjB2JwqagGx7JKcbG0ZVmFHhL7+zCztkcTQnE8pxx3RWrf5MmRiDiAXMt7V8wHZDoGzh2/XoG7IqjfiqgzKkksW7YMiYmJCA4ORk1NDZKTk5GamoqUlJTWa2QyGbZs2YKPPvpIaxkLFy5EYGAgkpKSAAAvvPACRo8ejdWrV2PmzJnYsWMH9u3bhyNHLLcsRUfWp16D4u9v3z3EQkzt54dSaT1+v3RnlVemgwqYj7szHow330SkQSE9kLdqOliWxcf7srH2r+zWc/uyynD0unqCYAC88MsFjXJWTO/b+u/OLBPelcX19kJcb8efJ3Amr1JrggB0J4g5g/0xNOTO1rPNShW4HKb1fWLIHuzEMRmVJEpKSrBgwQIUFRVBIpEgJiYGKSkpmDRpUus1ycnJYFkW8+fP11pGQUGB2vaKCQkJSE5OxvLly7FixQr07t0bmzdvxogRI0x8Sp2zKD4M1fXNGBLigekD/MH5u+P3hRIZJv23Zb7EzvQijOhl3Q8bhmHw0qRI/HTiOsrr7nQyNrTrWNfWYPBgbCCGhLQ0S921+i8UVslbz/1zYgSWTIy0SMzENpZvvwhnHqBlTyINLgIu6huV2Hq+CL283fDc+AhUNzQhJeMWzhdKkTQ7Bm/8moGt525g85Nxre8j0n10ep6EvbDUPIm23t91CefypQjxdMJ/5w2xyGPoM/m/B3G1pBYA8NjIEHx7NF/tvFjIxctTouAq5GFwTwl6eriAx2tJyuP/vR/X28+uApC3iuZOOJKfTxZg06k8XLxZo/VLQ1tiEQ9KpRJ1TSzWzh2EmYMD1ZagyVs1HbHv7UZZXcuXkbfvicajI8Ms/AyINRj6mUlrNxnhzWnRKK9VoKxGof9iC6mobXlsEY+Dm1X1aucWxoVg5cx+OpuSZFpmcff0ML2/xBy6a9OXJT04oifG9+mBFTsvY9/lUo1EIRYAx96YhCsltfCTiODrJkTy6ULE9+4BAGhS3qmpKhqbWhMEAKz87TJ2ZxTj84eHwKsTfW2k66BGRiMwDANvNxGiAyQ2i+HFv5uG5M0q7L9yp59kybjeeD0xqsMP3PfvVV8mWgjg5ydtM0BAqVRi/f4rCHvjDwx4aze+O5KDg1klOF9QaVcT1LoqP3cXvDgxEiND3TXOTR8YBFcnAYaFeiLIwxl8HhcL4kPhI24ZIn3PoGA8mhCKf04Ih1CgOSruVF4lJv3nIKT1HS8WePFmFWrlHV9D7B/VJLqYBfGh4HAYvLntIsQiHqTyZvz8eBxG9OrR4X1v77iIjcdbmqacOcDBNybA20bzJpqUKkS8eWewQ02jCit/b1nCOlAiws1qeWvTBzEdj8OAw+Pi/qGByC2rRUFlAwYESbD87o6XgwGAt2f0a/131ruTEfveHjQDEDsJUVXfiGAPZxRW1sPdWXNpj8KKaty15s7AE2rO7NooSXRBD40IQUygO8rrFEjo3QNCHlfntUoVi90Xi/DLmZbJhlwAM4cG2SxBAMD+TN1LQdyslqOfvxsOZJVSkuikS7eqcatajsn9/LDGxJn7ACAU8HHhvemtTYPZpTU4kFmC/oHqNWqWZTHlwxRcrVIfTPHWljN4937j5m4Q+0FJoosaEKS7ySu7pBrNzUDfQAkYAH5iEYaEeOBETgU2LByMu/oGWC9QLYQC7U1iHABr5w2CSMDFxL7GzRommmYPCcbEKF+ItXzbN8XtpsxQD2ewSiV+PXsDZ3JLkVtehxP5NTrv+/5sCSrkp/DZguH4K7MY5TVyzB0eapaYiOXR6CYHk3qlGIs2nAUArH1gEGYOCURWsQwnr1dieow/etigs1GpYsHlMFA0KbFufzY+O5Cjdj7Sk4ufnhoNb4mz1WMjhlGpWKzdcwmfHsyHlhXojdbfzwm/vzi+8wURk9Hopm7qdoIAgI/3ZWLmkED08ROjj5/tEud3R6/jfH4ldl0s1Tj3zJieeD3R+IUSifXUKZrQ7+09Zi3zYnEDrhVJEe7vbtZyifnR6KYu7s1f0/HX5VuokzehsFJ9SGxupQJv/ppm89FCj43shSNZmgnijcQoShB2bsORa2ZPELc986N51tAilkU1iS5s45Fs/HTqBn461bK206WVUzSu+fnUTbw9IwYCnvXnIrAsix9O5KN/gBjVbaZoiEVchPu44rFRNCnLHrEsi70ZBXjy54sWfRyVyrTVeIl1UZLooipr6vH27+p7GbgIedj5zAjMWH9n61cWLYsWCnjWrTQqVSzmfXkMp/OlGudemBCBxXf1tmo8xDChS3dZ7bEaqSGjS6Ak0QVNW3sY2SXq+0zc/nOLCfHCc2PD8FlqLngA3ru3H9wM3OCoM+RNSkxbexjXy+s6vG7lPX3xyEjzLYBIzEOlUqHXst36LzQTLoC//jnOao9HTEdJoot56OsTuFykuRGRu+jOt7JXp0bj1an6J0yZ0860m+DoadHyFwuwMIGamOxRhBkThLOAg/rGO3MlhoeKAXBwKk8KDgN8tXAYDXHuQihJdDFCHZ/EiTG2nfswZ2gwfjqZ1+E1B14dT+s02aHXtpxHZzcvTX97MoqrG9Crhwt2XCjCFwdzMLGvDzadyMP3jyVAJNA94ZPYN0oSXczb90Tj7GdHUa9QQgmAZYGxkV6YbqMkwbIsqhua4O4sAKvU/VET4iGCiE8fFPbm7e0Z+OXsrU6V8fMTIyAW8SBr4GJPZinuGxqE+4a2bOu6NLGvnruJvaMk0cWEeLvh9yWj4Sbi4Xp5HYb09NB/kxlU1jVC4sQHhwGWb8vAkgkR8HAR4L3fL+OHEwUd3uss4GD3i6OtEicx3OGsYmzU83+nz4rpUUj4eyOnYE8XBHvSDoiOhpJEFxTs2TIzeUhP8yy3oE9TsxK/pd/CpL7eGPfRISiaVdhyphC9fVyQWdxxR/W82GB8MGsAuPo6LIhVKRqbsei7s/ov1GPu3zUG4rgoSdgQy7JYuvUCDly5BQZcvHVPNKYPtL8/um3nbmDtvix8c+jO1q6NKuhNEB5OPKyaE2ONEImRTuaUdaof4vzy8fBwdTJbPMR+UZKwkd/Tb+G/e68gr6Lh77VwVFi586JdJgmRgIfK+mZUGrIfJoBIHxd8/cgw9OzhauHIiKHabu50Lr8KizaaPtv5yCujKUF0I5QkbCStUNomQbSQyZWY8NEB/PWyfY0fv2dgAKrqG5G06zKaVMDd/X3h5SbEN8da2rPDejjBw0WA0RHeeGFiJI1gsiMsy2LgOymQN6ngImDAAKiUm75MCw9AkJeb2eIj9o+ShI0czi7XWE1TwOMip6wel25Wo1+g7Xa/a49hGDySEIZH2sxxqKxVQCjgY2f6Tfz0RDwC3OmbpT05kVOGZ386h+r65tZmpcZOJAcACHYFDr05rfPBkS6F5sXbgKJJiR6umrOgZYqWP+fNp/JRp7DvdW08XYWYF9sTGx4dTgnCziiVKjz8zSlUtkkQHRkcLG79INBVB3wkoScOL59OtcRuiGoSNjDvi6M4f7ODTVpOFiK3vBbPjItEbJgn+Fz7zOU9e9D+D/aIw2HQrNJ/3TOjgvHqtP7gcO68v5QqFtnF1bh73VHc/poyIsgZK2fQar3dFSUJG8hrt6S3NodzqnA45yRc+AwuvDMVXDtNFKTrkQg5SF+ZqPUcl8MgKsAd12hfavI3+uSxsi2n81HVYPjgw7omFqNW7bVgRMTR3JTq/hLi5wKdCYIQbShJWNmybZeMvqe+SYV71h22QDTEEZ3Jq9J5rrgOyNOzUi8hbVFzkxn8eCIfy7dfBI8DhHk6o1+QO2oVSrw+tQ8ifNWHC06M8sbuy5q7tOnCAVAtVyHjlubKr4Roo2jqeNDDqt1X8MWCoVaKhnR1VJPohCJpPUKX7sLy7S07eDWrgOzyepzKq8S0/n6ob9RsVlq/MBbT+vsY/BgqADwOIODSqBJimEl9db+/AiUi3DvYtisGk66FahIm+nfKZXyamqv13C2pHGfzqzBbx7o2nz8cC6Blo56716biWrm8w8dq/nsCGyGG8HRzxqK4ntjQbvE+sZCDo29MsFFUpKuimoQJLhRW6UwQADAowA3OQv0vrYjPxd6Xxxv0mNkl1QbHR8hbM/pjersaq7dYZKNoSFdGScIEMz471uF5iasAr081bB19hmGwa0mCzklMt5XVNRoYHSEtcyXenzVQbbfAYSGeUKqMm3UtrW/E9HWHsHjjaahUBky+IA6HkoQJhgR1vGTGxsfiwDNiXkO/AA/krpoOf7EArgIOBFpuraxXgmU7t6wC6V48XAS48M5kbH82HgwAaUMTGhqNm8n/9I9nUV3fhKKqBuSV65/fQxwPJQkTxIV7qf0u5HHAARDl64zjb5i+ON/xZZMQH+4NF6FmV5GAAS2JQIzmKuRjUE9PnHxzAlbPiYGrSHM5mI7EBLrjhlSOy8U12JNZbKEoiT2jjmsTvDwpErsuFCH/75nTimYV/n1fDO4bFtzpsu8fGoSz+ZUaxz1d6b+KmM7HzbT+iInRPrhRVY9nxvVGpG/3Xf1VpVKhqr4JEie+Ua0EjoBhHaQNQyaTQSKRoLq6GmKx2OKPVyqT49ujecgskmF4mCeeGxdu1vJH/msPmpVKlNSpEOrBR/LTo+AnobWSCLEFWUMjvj+eD5m8CcumRds6HLMw9DOTkoSdamxSIjWrFJP6+VEzkxVlFdfgWmktpg2g152oa1aqcEsqd5iFLQ39zKQ2DDsl4HMxub+/rcPodj7dn43fLhQh0F2EJqUKQh4Hz4+PwNzYnrYOzS7klMjw8NcnEOzphCEhXnhlSh+HbH75+WQ+Pt53FZW1jejhwkdJbRMAYHS4J84USOHlKsSBl8eAy+XaOFLLoyRBSBv/nByJ49fLUCyVt+7F8PrWDPi4CTEuqntOaIx6Yxfa71dUVNOEU/kynM2vxJZnRtomMAvKLatDaU3LsPPbCQIADl1r6S8skSlQJlPAz8MxahUdcbyvAIR0QpiXK2JDeyDQXYRovzsdtU/8cAYncsptGJlt5JbWaCSItkpqGpFeKLVaPJbGsix+T7+FI9kdr68W4unULRIEQEmCdBMnrpfjfL7u1VFvkzcpwYBBaW0jmlUsfFwFAIBmJfDg1ydx8nqFpUO1K3WNHU+gK6uR460dF60UjeXVKpqxbn82rpTUYUiw9vlQvTwF+OmJOCtHZjuUJIjDe//3S5j31UnMWn8Mf10u0XldY1Mzolak4M+LxWBZFa6W1qK0tqXJwddNABULfLTnarea1Ng/SAKXDhqlG5pUuFZag5yyWusFZUEuAi68XYWIDfVE4gDtfYJT+gfB28QhxV0RJQni8IqrWxZQlIgYyBUt7cu3l5hgWRblNXJsPXcD0Sv+BAAoASjaLODL5QBr5w1Gb28XrJs/uNuNelr34GB0NAUvxNMZgQ6yzzmHw8FPT8Rh05NxGBLigbsi1CfOchjg+xP5aDRkf1gHQR3XxOHNGRqEE7nlkNY14/nN6fj+RD5CvJxxS9qAsppGXC2tQ0d1gxGhnojr7YW9L40Bh9O9EgQADO/l3fJ1UsvnopALJD8VDxHfsUb5cDkMhoZ44vvHhmPvpZt48sd0AICKBebGBoHT4TvGsVCSIA5vXJQvVt7dD88lt/yhn8yX4mS+tMN7XAUcvDsjGhF+EgwIcgeAbpkgAGDzqQI06fjirFACfAccAnsbwzCI66W+mu63R/MxJtIbY/p0j9Fujvu/S0gbUwYEwJWv/+2+9ZkRyFs1HRffTcTsYSGtCaI7u3tgAFz/XnUysa9688v82GCHq0W0J3YW4NQy9X04nAXd5/t193mmpFvjcTl4Ykxv/O9QDmobVXAX8SCVa66IKuDSn0R7fhInXHw3sfX3xLWH4O0qwCfzh0DiLLBhZNbzYUpm67/nDg1CbFgPG0ZjXfQXQbqNJRMi8OCInhi7JhU1WhIEAPT17/pLulja7hdG2zoEq7tyswoMABbAK1OjbB2OVRnV3LR+/XrExMRALBZDLBYjPj4eu3fvVrsmMzMTM2bMgEQigZubG+Li4lBQUKCjRGDDhg1gGEbjRy7veEtPQozFMAy8XIVoVqqgufs4MGugn0MuMUE673+PxePY0vFI7O+LZ348g4wb3WenSKP+IoKCgrBq1SqcOXMGZ86cwfjx4zFz5kxcunQJAJCTk4NRo0YhKioKqampSE9Px4oVKyASdTymWCwWo6ioSO1H3z2EmKJJycJP4gQ+V70TmguAZShBEO38JU7wd3fC0WsVmDbAH//ec8XWIVlNp1eB9fT0xJo1a7B48WLMmzcPfD4fP/zwg8H3b9iwAS+++CKkUmlnwnC4VWCJZahULAoq63HpVjW+OpSD9BsyTIjyQg8XAZ4Y3RsRvvTeIbptOJqLswWV+PiBweB28VqnxVeBVSqV2LJlC+rq6hAfHw+VSoVdu3bhtddew5QpU3D+/HmEhYXhjTfewL333tthWbW1tQgJCYFSqcSgQYPw3nvvYfDgwR3eo1AooFAoWn+XyWSmPhXSjXA4DEK9XBDq5YKp/f1RI2+CezfpfK1TNGvd9ZAYbtHIMCwaGWbrMKzK6FSYkZEBV1dXCIVCPP3009i2bRuio6NRWlqK2tparFq1ClOnTsWePXswa9YszJ49GwcPHtRZXlRUFDZs2ICdO3di06ZNEIlEGDlyJLKzszuMIykpCRKJpPUnOLjzu8KR7oXLYbpFgmBZFplFMlT8vcQIIcYwurmpsbERBQUFkEql2Lp1K77++mscPHgQ7u7uCAwMxPz58/Hzzz+3Xj9jxgy4uLhg06ZNBpWvUqkwZMgQjB49GuvWrdN5nbaaRHBwsMM1N+3LLMayXzMwIMANz42LRC9vF7i7CG0dFuliVCq2204GJNpZrLlJIBAgPLxlq85hw4bh9OnTWLt2LT755BPweDxER6tv7de3b18cOXLE4PI5HA5iY2P11iSEQiGEQsf+sPzl1HW89mvL+Oy/sirwV9ZxAMDAAFfsWDLGlqGRLsaWCeJGVT2c+Tx4/r2i7rZzNxDawwWDerp3u3WwuqJO97ywLAuFQgGBQIDY2FhkZWWpnb969SpCQkKMKi8tLQ3+/t13V7Y6RRNYlm1NEO2l36rFhcJKK0dFiPH2ZxZj1OoDGPL+Xlwpqoa8SYlPD2TjrZ0Xse9ysa3DIwYwqiaxbNkyJCYmIjg4GDU1NUhOTkZqaipSUlIAAK+++irmzp2L0aNHY9y4cUhJScFvv/2G1NTU1jIWLlyIwMBAJCUlAQBWrlyJuLg4REREQCaTYd26dUhLS8Nnn31mvmfZhfxz8zn8er4IEV4dDwGe8dlxXHhrIsTOjl2bIl3bb+l3EsHUteotCk/8cA5nlk+Elyu9h40RunQXAMDfGTj+1nSLP55RNYmSkhIsWLAAffr0wYQJE3Dy5EmkpKRg0qRJAIBZs2bhiy++wIcffogBAwbg66+/xtatWzFq1KjWMgoKClBUVNT6u1QqxZNPPom+ffti8uTJuHnzJg4dOoThw4eb6Sl2Hc1KFX493/LaZJfrn0wY+/4+1Mqb9F5HiK1InDv+Hjrs/X1WisQx3E4QAFBUDzzy9XGLP2an50nYC0eYJ7Fq1yV8cThP7djFd6bAVXTnD63tmwQAIrxE2PuK+uJjhNiL1KslWP7rJdyQNkDE40CuZR+Gfv5ueOKuMNw7hEYodqSqTo7B7/2lcTxvlWm1CUM/M7v2bBAH0z5BCAC1BHHvulSNe7LL5Th6pUjjOCH2YGCgB25IGwAA8mYVnLT0U18qqsGLv1ywcmT2r7GpGdLaOy0K2hIEAJTVKLQeNxeaWWPHzqwYr/Z7vY5F/R/acA6fPjgId8cEWiMsQgzm4SKAs4CL+saW1bIaGQbQ0XhRWaeAu5Og2w7VrZM3YeZ/9+FatXG73rmJLPsxTjUJOzKspwS8Nv8jL/9fRuu/l25NQ2yYl5a7Wjz/cxp+PJ5ryfAIMcm5FZMQG+oBT2c+5scG49en47D+Ic0VFRI/PoTRa/Z3qz3EASCntAYxK3ah3zt7jE4QACy+nwf1SdiR6vom7Ey/gRU7LoMH4NlxvVFaq8Cp7DJcl7ZUKSdFirH3qu4lSHKTpll07HnmrWq4iHjo6elisccgju94Tjnm/+9kh9esnNEPjySEWicgK6uTN2L254eRVdq51a7nDeqBVfPiTLrX4ms3EfOTOPOxID4M98QEoLy2EQIeB6PXpMLT6c43hUWjo7D36imdZdQrmuEi6mjbetNduFGFGZ8eAwC4cIFLH1h++B1xTIOCPcBhWvaM1iWul2Nu7PP29gxsPKF7+wRjJKdVYNU8sxSlEzU32SF3FyHCfd3g7SbE/cOCMGtIMP77wACcWDoe0Xo2xXG20AJu5/MqWhMEANQpgSn/SUWdgobgEuM5Cbg48+ZEjeNt68B+YsfaLiDzlhR9lu0yW4K4bdhbu/Rf1AnU3NTFtB8C2961DxLNvnFObpkM4z46rPP8mIge2LjYtCov6d5KZHKM+Ndf4AB4eVIEZg0Nwi9nbmDJ+AiH6cCurFXgvi+O4Xp5vcUew5RhsNTc5AAOXynGR3uzMLGvN+6K9EP/QIneezhm7o84lVuBB7480eE1B7MrcC63HEM66FgnRBtfsQjvzeyHXt6uGNLTHU4CHl6cGGnrsMzi9V9OY2daKRqM74s2ysnXLbudLCUJO7X30k088UMaACDtZi3+vc+wkUvm/vaVVWzYPh2zvzyJAYFibHh0OHrQMgvECAviQ20dgtm98st5/N+5Uos/TpiEA18PN4s+BiUJO/XU3wnCGMeXjjV7HEHuTgZfm3FThqHv78OV96ZafFgeIfaEZVnsPFeAf/2RiZI6bTuom9/ZpaPRw92yCQKgJGG3YkPEOJlv3G57/u7mH5Y6NsoXPm5ClBoxq1OpVAGUJEg3wLIsHvrqBI7lmr4qMweAsS1S0yJdrZIgABrdZLc2P3MXcpOmYcfTcejVQ/8oj4tva44UMQeGYXDqzYnIem8qpkZqvindRcDZ5ROR/tZkuAm5WJQQYrEhuI5kX2YJxv87FRW1ll1SgVhOXnkd5qw/1qkEARifIABgXH/Dt1/oLBrd1MWoVCx6Lfuj9XcvEXD0zSkQ8q1TKZQrmsHnccAwjMOMPrGF9QeuYfWfWejp4YRDr4/XfwOxGyzLYsvZQrz/eyZk8mazlu3nwqC4zrCPZFMX9ruNRjc5KA6HQd6q6Vj7ZybGR/tiQLCnVR9f1G4ehlLFgkvJwmhPj+2NgT3dMTzUuv9/pPP+vFSMN3+9iKaOZgKayNAE4WzF1lxKEl3UC1P62joENDarIOBRi6UpGIZBQm8aMtzVqFQsPvkr2yIJwhir7h9gtceiv3BishKZvNstxka6t4e+OoZLRTU2jWHLU8MxY1BPqz0e1SSIyYI9nW0dgsM6nVcJP7GIXmM78tGeTBzPk9o0hkOvjEZPL+uMarqNkgQhdubk9QrcqGpAkIfhc1SI5ciblJj9+VFctnENYlCgq9UTBEBJghC70zdAjPQbUvhLKEnYUmVdIyZ/tB/l9daZHKfP2geH2uRxqU+CEDsjFvHx5Ojetg7Dob3/+2Ucu1aO6gbdqxiPWrXPbhIEAIT0cLXJ41KSIIR0OxdvVWPNn1k4rWMi3HfHrqO+yb4GZdhqkAglCUKIw1i69QLmrD8GlZ4hqg+NCEF5rQJxvbVvbLRyZ6YlwuuU8prO7WJnKkoShJAuqVmpgvLvZJBWUIVNJ/NRWqPAzIEBmLr2EH48nqfz3rtj/LHz+VFw1bFJ1+Bg/cvyt9fH1wWugpZZbm2nl7o7mafr11tsmz4q6rgmhHQp8iYlrpbU4D9/ZuJKSS14DINGJVBaq4ATF9h/pWWJ7uU7LmFclA8CPTSHETMMAw8Xgdbyj2WXwklg3CoCPAbIKqlr/b1tPUbaoL50h4cTD/G9vfDHxWKDyg4Qc3BsWaJR8ZgTJQlCSJeSXijFih0XcbWkVuNcQ7t+5oq6Rq1JoiPr9l/DyVyp3uuifZ1wuaQBANCso3WLYQCWVV/pdVSEN2oVhq35xAFsmiBux0AIIV3G0J7u+M8DA9HP3w33Dw3AlGgfeLtqX3k4Jsjd6PJnDgwAT8/aSPGhEswaqn8lVrGQhzen9VVb6fW3C0U4nlNuUCxzhwYZdJ0lUU2CENKl8Hhc9A90x64XWrbtlDcpUd2gwIErpUjo7YllW87iSF49Vs6IMrrsI1fL8P4fV9CkZ+Tr8bxq9A/y0FtehK8bFo8KRbCnE57+8Vzrcbmuqkc7o3pbf/Jce7RUOCGEoGWIadgbf+i/0EhDgsXwdnPCn5dLjL535/PxiAmyzErBtFQ4IYQY4avUbIOuc+Jz0aCvqtHGuUIZAON2mQQALmCxBGEM6pMghHRrShWLfZeL4emquQOkgAu8f29/eLXp8zA0QXA7uc3Kj48P61wBZkI1CUJIt8SyLN7eeRFphVJk3JBBoKWzOibYHQ/HhSDCxwVzvzppVPlKExryPUQMkp8ahUAPJ7jayTbAlCQIId3Si5vTsCPtVuvvCi0VhDN5Ujzy7UnUGzhktbOWT49GH3/76lOlJEEI6Xa+O5qrliA6cvCqYcNVO+sfo4MxJzbUKo9lDEoShJBuJ9DdCXwugyZT2oQs4LVJvfHsBOOH7FoDdVwTQrqd2FBPhHnZz65/9pogAEoShJBuKL+yDrlldfov/Bu/kyOVOtLH2743l6IkQQjpdlZsz0CTSv91t1lyawkXrhGB2AAlCUJIt3PfkOBO3c/nmK9qca5YgX2ZxaioVZitTHOiJEEI6XYWxIfi8weHQCLigc8B3ISM1nkSuvywOBZikRE36PH4xrP48lCO2cozJxrdRAjpdjgcBtNi/DEtxh//d7YQpdVyfLr/KhoNvP/JH84h0N0ZsuIas8VUWGb80h3WQEmCENKt3Te0penpj4tFuHhL+4e+gAM0tuk6qFM0I9OMCQIApvbzN2t55kLNTYQQgpYPfl0a2/Utm3t6BQNg5jD9+1PYAiUJQggBkFvRYNJ9UT4unX7sk29O6HQZlkJJghDS7SlVplcNrpTqn2/hLuJg6zPxyFs1HXmrpmucn/flCZMf39KoT4IQ0u01GrD89+39qo01JVKMLx4dBYa5M2z26vuJOJ9Xic8OZuOmVIFZgwONL9hKKEkQQro9J6H+j8Izyyciv7wOC749hTqFEg8MCUBJbWOHCwD++uQQDOml2SEt4HEwItwLI8K9UCdvgrMBj28rRjU3rV+/HjExMRCLxRCLxYiPj8fu3bvVrsnMzMSMGTMgkUjg5uaGuLg4FBQUdFju1q1bER0dDaFQiOjoaGzbts34Z0IIISa6VVUHT2fdE+QYAEPf24fZ64+jTqHESxMjkDRnIK4UydDTQ32zoh6ilppC3qrpWhNEey4ivlotw94YlSSCgoKwatUqnDlzBmfOnMH48eMxc+ZMXLp0CQCQk5ODUaNGISoqCqmpqUhPT8eKFSsgEmnu+HTb8ePHMXfuXCxYsADp6elYsGABHnjgAZw8adwGH4QQYqp9mSWorNfdluTcbqbdf/dlY29mKYb38kRBlVzt3OGlkyHgOU53L8OyprSy3eHp6Yk1a9Zg8eLFmDdvHvh8Pn744QeD7587dy5kMplajWTq1Knw8PDApk2bDC7H0E29CSGkvf8dvIYP/8wClwHkBm5f7e3KR4C7E9Jv3JkE90RCEN6cMdBCUZqXoZ+ZJqc7pVKJ5ORk1NXVIT4+HiqVCrt27UJkZCSmTJkCHx8fjBgxAtu3b++wnOPHj2Py5Mlqx6ZMmYJjx451eJ9CoYBMJlP7IYQQU1wukqFJBbiJuHB3Mmy5jbLaJrUEAQBLpw+wRHg2ZXSSyMjIgKurK4RCIZ5++mls27YN0dHRKC0tRW1tLVatWoWpU6diz549mDVrFmbPno2DBw/qLK+4uBi+vr5qx3x9fVFcXNxhHElJSZBIJK0/wcGdW7CLENI9KZqasfNCEQDAVcSHtEEJXa1FXKblR5ufFg8Fl+s4zUy3Gf2M+vTpg7S0NJw4cQLPPPMMHnnkEVy+fBkqVcuUxJkzZ+Kll17CoEGDsHTpUtx999344osvOiyzfacNy7J6O3LeeOMNVFdXt/4UFhYa+1QIIQT7MsugVAF8LgMft5a9HZrbzLAeF+nV+m8lC4id+JgZ46dWhgsfGBmhfsxRGD3uSiAQIDw8HAAwbNgwnD59GmvXrsUnn3wCHo+H6Ohotev79u2LI0eO6CzPz89Po9ZQWlqqUbtoTygUQigUGhs+IYSo+flUy+jLcX28UV6rvsSfiMfgQJshri48QClvws4L6p9Znz00zPKB2kin60Ysy0KhUEAgECA2NhZZWVlq569evYqQEN1rksTHx2Pv3r1qx/bs2YOEhITOhkYIIR2qVzTjVG4FAGDP5VKcK5CqnZc3s/Bw4iHCxwUeTnzUNQMyFdB2tI+rgIOxUR1/qe3KjKpJLFu2DImJiQgODkZNTQ2Sk5ORmpqKlJQUAMCrr76KuXPnYvTo0Rg3bhxSUlLw22+/ITU1tbWMhQsXIjAwEElJSQCAF154AaNHj8bq1asxc+ZM7NixA/v27euw9kEIIebw0d4sNOlZra+qoRmzhwZhX2YpqhqaNM5vWDTcUuHZBaOSRElJCRYsWICioiJIJBLExMQgJSUFkyZNAgDMmjULX3zxBZKSkrBkyRL06dMHW7duxahRo1rLKCgoAIdzpwKTkJCA5ORkLF++HCtWrEDv3r2xefNmjBgxwkxPkRBCNLEsi16ehi3OdyCzFL5uQuRX1KsdD/UQYmiYpyXCsxudnidhL2ieBCHEGDJ5E/7x01kczK4w6X4PIYPzK6eZOSrrsfg8CUII6crchDzktasZGOP0iqlmjMZ+UZIghHRLDMNgdKS3Sfc+OSoMPAdaeqMj3eNZEkKIFq9M7gN3EQdcBhoT6AYFSSDQMnNuat8eWHZ3tMZxR2W/69MSQoiFSZwFWBgfhv87dwPuzgJcLrqzb3XajerWfweKeXAVCvHr8yPhIuTbIlSboY5rQkinZRZVw18sgpDPg5PAsLWP7E1pjRzDP/ir9XcGwOzBARgX5YNpAwLA4djvct6mMPQzk2oShJBO+WR/Nv6z5ypYAP+6tz8ejNM9edZeldXIMfmj/a2/cwA8khCKJRPC4eHSvVd2oCRBCOmUj/Zcbf13ZZ3ChpGYLrZNDQIAlk4Jx5Pj+tgoGvtCHdeEkE555547nbhTBwTYMBLTtd1UqK+vMxaPjrBhNPaFahKEEKOxLIvvjuYhwtcVjySE4p3fLgMAfjlTiGXT+to4OuP9sWQUjmSX4YHYnhDwumafiqVQTYIQYjSGYRDt74Y1KVdQUSvHuD4t8w3+vNTxPjD2KtTLFQ/Hh1GC0IKSBCHEaCzL4vWtGXhgWBA+T72OYzktS1u4CqlxwtFQkiCEGI1hGDwztjdyyurw8IgQeLnywQFQI9dcJZV0bZT2CSEmmTe8J+oVzXjvt0u4KVXAlc/grnAv/TeSLoWSBCHEJCzLYuj7e9HQ1LLXZ20Ti7nDgmwcFTE3am4ihBhM0axEblnL0hUMw7QmCADgcRg0qnTdSboqqkkQQgw2+/OjyC6pwVv39ENiPz+1c80qFp4uAhtFRiyFkgQhxGA5pXVoVALLt1/Cql2XNM57uXXvJSwcETU3EUIM9vMTca3/rm03kEnE40As6l4rpHYHlCQIIQYbEuKh9biIx+DK+4lWjoZYAyUJQkineThTM5OjoiRBCOm0Ipnc1iEQC6GOa0KIQZqVKmw8lmfrMIiVUU2CEGIQDsPgvV2Ztg6DWBklCUKIQfRt35leWGWlSIg1UZIghBjkSpGsw/M9uvk2n46K+iQIIXo1K1WYuvaw1nNiATAhOgBBns5WjopYA9UkCCF6Ld2arvPc2D4++O+8wVaMhlgTJQlCiF7DQz21Hhdxgbdnxlg5GmJNlCQIIXp9uOeqxjEuAB6Xix6u1BfhyChJEEI61NSsQnlto8ZxFYBXp/axfkDEqqjjmhCik1LF4ti1Mo3jXAb45+RwPJIQZoOoiDVRkiCE6PTsT2fx56USjeNOfGBspK8NIiLWRkmCEKJTdmmt1uOpr06Al5vIytEQW6A+CUKIVoUVdcgrq9M4zmNACaIboZoEIUTDiz+fwfYLms1MABDl62rlaIgtUZIghKhZ9N0ppGZpdlbfdlVHExRxTNTcRAhRk5ZX3uH5AcHad6cjjomSBCEEACCtV+DxjacgVbCtx/r5uWhcNyxIbM2wiI1RcxMhBAAQ98E+yJXqx25WNWhc9+XRfIT6ijF/eE8rRUZsiWoShBAUVtZpJAgAkCpUWq9/49cMfLznsoWjIvaAkgQhBMGems1K+ny8PxfNSu1JhDgOShKEEADAH/9IMPqeaesOo1bRbIFoiL2gJEEIAQBEB3rgxBvjjbrnakktdp6/aaGIiD2gJEEIaeUnccJ3j8Yadc+PJ/MtFA2xB5QkCCFqxvXxwc7n4w2+XsijjxFHRv+7hBANAwINnzCXcVNmwUiIrRmVJNavX4+YmBiIxWKIxWLEx8dj9+7drecXLVoEhmHUfuLi4josc8OGDRr3MAwDuVxu2jMihHRaVb3mJkO6KFWs/otIl2XUZLqgoCCsWrUK4eHhAICNGzdi5syZOH/+PPr16wcAmDp1Kr777rvWewQCgd5yxWIxsrKy1I6JRLTKJCG24uli+Jakfm58C0ZCbM2oJHHPPfeo/f7BBx9g/fr1OHHiRGuSEAqF8PPzMyoIhmGMvocQYh+KapoQunQXYgLF+L9nEiDgcW0dEjEjk/sklEolkpOTUVdXh/j4O51cqamp8PHxQWRkJJ544gmUlpbqLau2thYhISEICgrC3XffjfPnz+u9R6FQQCaTqf0QQswnQGxcDeHCTRn6v/2nhaIhtmJ0ksjIyICrqyuEQiGefvppbNu2DdHR0QCAxMRE/PTTT9i/fz8++ugjnD59GuPHj4dCodBZXlRUFDZs2ICdO3di06ZNEIlEGDlyJLKzszuMIykpCRKJpPUnODjY2KdCCOmAt+udJl9/sf5mYwBoVFL/hKNhWJY16n+1sbERBQUFkEql2Lp1K77++mscPHiwNVG0VVRUhJCQECQnJ2P27NkGla9SqTBkyBCMHj0a69at03mdQqFQSz4ymQzBwcGorq6GWEyrVBLSWe/tvIhvjhk3B6KXlxP2v2LchDxiGzKZDBKJRO9nptGrwAoEgtaO62HDhuH06dNYu3YtvvzyS41r/f39ERISordW0BaHw0FsbKzee4RCIYRCwzvXCCHGOa1nX4m2OAAmRHvjzWmaXxZJ19bppcJZltXZnFRRUYHCwkL4+/sbVV5aWhoGDBjQ2dAIISaqqmvEhVua+1tr4+8CrH5gGEZG+IDLYSwcGbE2o5LEsmXLkJiYiODgYNTU1CA5ORmpqalISUlBbW0t3nnnHcyZMwf+/v7Iy8vDsmXL4OXlhVmzZrWWsXDhQgQGBiIpKQkAsHLlSsTFxSEiIgIymQzr1q1DWloaPvvsM/M+Uxu6UVWPjBvVCHB3QkyQBAxDf0jEvg19b6/B1x5fMd2CkRBbMypJlJSUYMGCBSgqKoJEIkFMTAxSUlIwadIkNDQ0ICMjA99//z2kUin8/f0xbtw4bN68GW5ubq1lFBQUgMO5018ulUrx5JNPori4GBKJBIMHD8ahQ4cwfPhw8z1LG9lyphCf/HUVBVV3JgaunjMAc2NpsxZin2rkTXjz1wzoWwCcAyDSzwX/GB9pjbCIDRndcW2vDO2EsZZfz93AP39Jh5AH3F5J2U3EQ3wvT3y10LgF1AjRp6quEe7O/E7XUl9KPo/tabeg70Ph1ckReI4SRJdm6Gcmrd1kIbekDRgUJAGrAqb294OPqwBNzSqEebvaOjTiYPIrWvoOOlodg2VZHMgqxbXSWnT0vXDJxEh4u3bcwOApAiWIboRqEloompV4/LvTOJJTAXcBcP5d49tcWZZFs4oFh2GoM49YVGpWKfoFSNDDRYCj18rxwR+XcaW4Fl5CYPHYCHy0JxssCwR5OiHS1w2fPDgEIn7Hs6J/PZuPf265qPP8M2N64fXEvuZ+KsSKDP3MpCTRDsuyCHvjD7Vjn93XH9OHhXQ2REIs6vItKaatO6r3ukl9fQxKFCdyyvDq5rO4IVNqND8FSAQ49sakTkRLbI2am0x08Wa1xrHn/u8i8stp2Q9i35ZuvWDQdXszS3Emr0rvdXG9vXF42VSce1NzctyfL44xOj7SNVGSaMfDWft6NWP+fRh/ZtA2jcT+1CqaEbp0Fy7crOnwOg4DuAo42L1kJEZFeBlcflbpnS9IIh5w8e1JcHMybJkO0vV1ejKdo+nRwRLJT/2UhrxVgVaMhhD9DF1U77tHhmF0Hx+jR0DFhnojytcFIV7OWDljAFwpQXQrlCTaYxg8MMQfv5wr0jj1/NheNgiIEN0uF2k2j7bFABgQ6IbNTybASWjanzuXy0HKS2NNupd0fdTc1E51QxN+TdNMEADwylQazUHsy/d6FuBjAfx37hCTEwQhlCTamfvVcTTrm25KiJ14blxvnecCxEKkvDAKvX1obg4xHX29aONUbiXyK+p1ns8rq0Got5vWc4WV9fj2aC4aGpvx3r0DwOd2rfx7vawWKhYIpw+ULoNlWby+NUPj+LNjwhAT5I7J/fzUlsAhxBSUJNrwdut46fGxHx3Cf2ZHY3iYB0ql9fjySA7+zNIcGpt8+kbrv796aCgmD9C/NSvLsq0dilW1cnChwpep2dh9qQije0uwbGYsBHzz/XepVCyul9XiRG4F/rpcjANXKwAAYZ5OWPfgEPTxdcOxnHIcv16Bvn5i+Ls7QeLEh0zejBuVdZg1JIgWKrQxhmEwPMwTx3MqWucxcBjg5Sl9aQInMRuaTNfO6dxK3P/lcTNGZj55qzq32qa0vhH//vMK/rxYjLK6JgAAnwGajHwHBEmE+M+8wRge1qNT8ZDOq65vgpJlUStvRFqhFEN6eiLI09nWYZEuwGKbDjmivPI6vL/rMo5cK4fKjvsjmpqV4BuxybyiWYnvj+ZCqVLB01WId3/PRK1CqV6mCV8RblQrEK6j2Y1Yl+TveT2eLgL07EFNhcT8KEkAeHN7Bo5eq7B1GHoNW5GC9CTDahOHr5Zg0bdnoNR/qdHmDg2Ap2vXHCuvUrE4eLUUTjwO+ge7w1WoffIkIaQFNTehZZnleV+dQEOTEgWVLR3Xd/f3xu8XyywRaqcN7ynGL8/epXFcqVRi2a/p2HxW+xBec5CIeDi9fCIERtRo7IW8SYmJHx3EDWkDOAzwyuQ+eHZcuK3DIsQmqLnJCB4uAvz50mg0KVXgcRicvF6Bef87aeuwdDpVIMPp7CLERvjj6s0qLNmchnJpPcobLfu4vm5CpL46rksmCADYdv4mbkgbALQsq30mv9LGERFi/yhJtLHou1NQqYDj1+2/6en+b85Z/TFfmdgbToKumSAA4Fh2aeu/vVwF+Gz+EBtGQ0jXQEnib01KFdILq1F7exs5OyPkAAobd6pP7Odv2wCMpGhWQtbQBG83EQCAy2HAAaAC8Nvzpi9TQUh3Qn8lf+NxGCTNHoD/7MlCbgcT6myBAdBk4wQh5AKD3/8L78yIxqKEMNsGY6Cnvj8DeWMzquqb0MwCOWUtO7jxGMBXTMNECTEEJYm/MQyDewYGILG/HyLe3K13j19rYv/+MQaXAbgAGs30RG6PnK2osa8EqktlrQLHrpWjsV1yHd/HG0smRoBDk80IMQgliXZYAHwAFu4D1okLdHrYqpuIBw6Aarn5m86uldSavUxzuyVtQMKq/RrHY3wE+PbR4TaIiJCuixZ2aadZqbJZggA6nyAAINDdySIJAgCWT+9nkXLNSalqqT6172LPKLXl/ywhXRMliTZq5E14+JtTtg6j064Ut+xQxgCI7+WJZ8b0gruw880rOR8kItDOZ/WyLIsj2S3zW9onXHtqQiSkq6DmpjbqFEqMj/LB2Xz9+/+aSx8fV9yU1qO2feN5G7dH5BjDy4WPD+8biJhgdzjxuTh4tQwNpTVQdKKqwrXCyrbbz9/AD8fz0ahUIbesDsunR2HeiFAAwIErxTh5vRLPjY+Am0hzpnROWQ0e/fY0ymrlOsuXNyoh6sLDeAmxNkoSbfhJRHhuXDi+OJCNmg4+tM0pq1R/G79pkbA4k1eJ+N49IOBykBDuhctFHe+B3JHEaMP3RDbV9bIavLg5Xe3Y0m2XcKWkFoeyinC9oqW5aPPpQpx/e4radaNX70VBlf7mpHX7s/Ha1CjzBU2Ig6MkoUWz0o5X+TNQeV0zPj94HZ8fvA4AcOpEJSCupyvWLxxhpsi0++LgNazanaX13IZ2u69VNaj3t5RUNxiUIABgQKDpKwQT0h1Rn4QW/u4d7yvRFTV0Iu8Fe4jMF8jf6hTNuFpSg8yiary2JQ0fpmhPELp8vCcTLMvielkNRiRpjmTSZWwfX2NDJaRbowX+tAhdustMUTmO3KRpZttkKLu4BpM+PmSWsowlBPB/z4/EgCB3mzw+IfbC0M9Mqkm0U13fBJpmpamoWndnsC4KRSPClu5C6NJd+OLAFVwrrcGxqyWY9+VhC0TYIsyz41qgAsA9nx7F1RIZHOT7ESEWRUminfzKOocdKhnt4wJPJ9NG9gS4Oxn/eO/sbX0tV/2Zg4n/OYQHvz2DigbLvcK5lQqDrtt0qoC2XyXEAJQk2gns4MNQ1EVfLbGQg+XT+mLT0yMhEhg/ViE3aZpJj6u0Ybbt76d7babH7wrFCxMirRgNIV0XjW5qJ/2GFD1c+Kj4ew/o2xhAYx2grmLdA4PAF3Ix89PDuFVt2Dfttn48loMFIw3bnIdlWby46SyyS0wfbmsOEhchgDvrTP1zUgT+uFAEhmGwMC4U7s5dc2c9QqyNkkQ7Z/KqNBIEYNoie+YkEfFQLW8GY0Ici37o3N4TK37LMihJnMwpxxPfn4JMYbtXKrGvF/ZmlaO0Rn1I7P+dKUSEjxv+yipDzx4uNoqOkK6nizagWM682J62DkGrankzBFwGfDv9H2tSqjD3fydtmiAAoLy+Gb8/Pwr55XVqxwuq5DiSUwEPZ/peRIgx7PQjx3Z69rCffQac2/WrNipZszR5/f6PkYjr5WHUKK7MG1VIy69AWY32UU4PfXWs84GZQWFFLWZ8ekTr66RoVqGqvhkXb1ZbPzBCuij6WtVOXrtvoLZUb8KX8n7+rhCL+Dieq3v9qX+nXMH/FsZi2Pt7oWg27EESP72TBO7qLcEnDw1vbddXqVhkFZn2wSsRcuAk5KNYZnxfSXsCTstMc31PSSbXbE4khGhHSaKdXRlFtg6hU8ZEeOGJMeHYc7kE3x3NxZLxvfHsz+rrIaVmV2DAO3tMfozDOdUY9O5eAMCgABHGRwei2sRVuGsVKlQrzJAgGIDP56JOzwqGrkIe4sI8O/14hHQXlCTauFFVjzV/GrY8hLcLF2V15tj9ofP4HMBFyIO0oRmfH8rD54fyAAAnl43Ht4dzIOSiU6u/diTtlhxpt3JMvt9cYTWyQKMBT7JW0QwVS+2shBiKkkQbD3990uBr7SFBcAHMHOSHXRdLIW3Q3GRoxL8MX9OoK3IVcNDYrGrtfxDxOJA3d9xp88yY3uBZYclzQhwF/bW0kVehe/9me5yb6+kqQM8ebgj3cYWvWAg/t6459r+HCx9HXh9n9H21jSq1DuoergJ8/2hsh/e8PJkm0RFiDEoSbcwfHqzznD0u1SHgMfj4r2xcuiVDiUyBjYtHYM19MbYOy2gVdU0YtfpAp8pw5nPQ09MZG4/nd3gdh5biIMQolCTaGBTsDlchFwP83WwdikFuStU7fL87mgcfN8db5twQ9U0qHL9eib+ulOq85p8TI8HhUJIgxBiUJNqYG9sTb07vi4xO7OBmCT107BjE//sD7/aSfcmnC/HkD2cBAP+a1c8aodkFEffOulqBEhGcNXc2xbAQDyyZGGHdwAhxAJQk2skp07+dqLVV6NgxqEnFYmo/Xwj4d1Z2VfzdcbvhaJ41QrM4Q96gciUg//slulktx/JpfTWu2fDYcPMGRkg3QUminbGR3lZ5HHO98CmXStDQpDnSqqCqwUyPYFsqAFwGiPRxgaGrnL/zW6ba72IBA1chDeQjxBT0l9OOr9j8W3VqY8kFZTkMIG/qokvWauHlKsT4KB+4CDnYcCwfFXWaw33bar8kx/89O9KC0RHi2Iz6Qrt+/XrExMRALBZDLBYjPj4eu3fvbj2/aNEiMAyj9hMXF6e33K1btyI6OhpCoRDR0dHYtm2b8c/ETAqrGsDt4n2bKhaQiLruk/Bst3FHSY0CPxzPx0d7c7QmiI4WPRQAiPSTmDlCQroPo5JEUFAQVq1ahTNnzuDMmTMYP348Zs6ciUuXLrVeM3XqVBQVFbX+/PHHHx2Wefz4ccydOxcLFixAeno6FixYgAceeAAnTxo+sc1cLt2qxsu/pNvneFcjVcvt/0mIuUCQllW7K+WataC6DmpG2k5xAPz+fDyyTNwwiRDSgmE7udGvp6cn1qxZg8WLF2PRokWQSqXYvn27wffPnTsXMplMrUYydepUeHh4YNOmTQaXY+im3h25WlKDGZ8c0Ttrlxjni/n9kRDuC7GL9qa8eV8cxYk8qcnl3xPjh98vFIMF4CbgYHyUDz68bxCEAtO2aiWkOzD0M9PkPgmlUoktW7agrq4O8fHxrcdTU1Ph4+MDd3d3jBkzBh988AF8fHx0lnP8+HG89NJLasemTJmCjz/+uMPHVygUULRZGE4mk5n2RNqI9HXDVwuHYuG3pztdVnfGB/DM+DAsmRBl0BIYm55KQFmNAleKZVi6NR09PV0wto83gtydMKK3F97Ymo59V8p13t/b2xW5q6ab8RkQQm4zOklkZGQgPj4ecrkcrq6u2LZtG6KjowEAiYmJuP/++xESEoLc3FysWLEC48ePx9mzZyEUap/kVVxcDF9fX7Vjvr6+KC4u7jCOpKQkrFy50tjw9borwht8jvYmjO7gjcRIPDWmZT7BXxn5WPzTRYPvvTvKHZ8uMr6TmGEY+IhF8BGLcOyNSRrnl0zog4NXy7X+nzw3JhQvTupj9GMSQgxjdHNTY2MjCgoKIJVKsXXrVnz99dc4ePBga6Joq6ioCCEhIUhOTsbs2bO1licQCLBx40bMnz+/9dhPP/2ExYsXQy7XvsENoL0mERwc3KnmptvCl+5Cx+Nn7ri7vy9+v1jSqcezhj7eTvB0FeLT+YPRQ2zcxkql1Q1wFnDh6iTAt4ezkfTHVTS1edf4OnNw8q1EM0d8R7NShYZGJd74NQOr74vBD8dzcb2sBvcODERCpK/+AgghGizW3CQQCBAe3rLf8bBhw3D69GmsXbsWX375pca1/v7+CAkJQXZ2ts7y/Pz8NGoNpaWlGrWL9oRCoc7aSWccvVZucIIAYLEEIRECfXwl+OXZUQCABkUz5n91DPllNaj6e+8GHgCGgdoHdltCbsvChG/P6If5I0JNjsVH4tT678fuisBjd1l35jKPy4GbEwefPjQEAPD0WJo5TYi1dHqeBMuyat/o26qoqEBhYSH8/f113h8fH4+9e/eq9Uvs2bMHCQkJnQ3NJBG+ruAygNJCg4MkIg6q243e2ffSaFwqluLglXLEhrrjgWEh4LZry3cS8rD9H6N1lptbXosd5wpwtbQez42LQL9AGvZJCOk8o5LEsmXLkJiYiODgYNTU1CA5ORmpqalISUlBbW0t3nnnHcyZMwf+/v7Iy8vDsmXL4OXlhVmzZrWWsXDhQgQGBiIpKQkA8MILL2D06NFYvXo1Zs6ciR07dmDfvn04cuSIeZ+pgXzcRHAWcFFjhl16tPVttE0QPq48nFg2CRwOB+G+bpg5UPcqtPqEebnixcmaTX6O6EROBQ5kleLVKX1obwhCLMyoJFFSUoIFCxagqKgIEokEMTExSElJwaRJk9DQ0ICMjAx8//33kEql8Pf3x7hx47B582a4ud1ZVbWgoAAczp0/7ISEBCQnJ2P58uVYsWIFevfujc2bN2PEiBHme5ZGaGhUwkXEN0uS+HLBUAh5XDz0zSm148584O27o/HA8FAwtHS10f7IuIXLxTJsO38D9w/raetwCHFonZ4nYS/MMU8CAJZuTUfy6Rsm3ctlWvZQdnfi4sP7BmNE7x5q55uVKnAYhpar7qSEpL9QUSuHq5CHDY+NwIAgd1uHREiXY/F5Eo7qbL7U6HtWze6P+4YEg8fruOmDmkbMY/GoMLy3KxPcZhZVdU22DocQh0ZJop2vHxmGMWtSNY5/Mm8gZA2N8Hd3weGr5diXWYR7BgViyYRIiPg0s9eaHh0ZhsPZZXh1ahTEInoLE2JJ1Nykg7RegWM5FRgd4Q1XkZZdbAghpAuj5qZOcncWYtqAAFuHQQghNkWN5IQQQnSiJEEIIUQnam4iajYczcWHKVegUqowItwLaQVVkIi4+PShoYgJ9rR1eIQQK6OaBFGz51IJ6ptUkKuAg1fLUS1XokDaiLd3XkYj7bNBSLdDSYKoGRisfZTD5w8NAb+r7+tKCDEaDYElGgor6vHTqXzUyJtx9wB/xPXuQcuHEOJgaAgsMVlwD2csTexr6zAIIXaAmpsIIYToREmCEEKITpQkCCGE6ERJghBCiE6UJAghhOhESYIQQohOlCQIIYToREmCEEKITpQkCCGE6ERJghBCiE6UJAghhOhESYIQQohOlCQIIYTo5DCrwN5e8Vwmk9k4EkIIsX+3Pyv17RbhMEmipqYGABAcHGzjSAghpOuoqamBRCLRed5hNh1SqVS4desW3NzcOr1BjkwmQ3BwMAoLC2kDIyug19u66PW2Lnt9vVmWRU1NDQICAsDh6O55cJiaBIfDQVBQkFnLFIvFdvWf6ujo9bYuer2tyx5f745qELdRxzUhhBCdKEkQQgjRiZKEFkKhEG+//TaEQqGtQ+kW6PW2Lnq9raurv94O03FNCCHE/KgmQQghRCdKEoQQQnSiJEEIIUQnShKEEEJ06rZJIikpCbGxsXBzc4OPjw/uvfdeZGVlqV2zaNEiMAyj9hMXF2ejiLs2Q15vAMjMzMSMGTMgkUjg5uaGuLg4FBQU2CDirs2Q17v9e/v2z5o1a2wUdddlyOtdW1uL559/HkFBQXByckLfvn2xfv16G0VsuG6bJA4ePIjnnnsOJ06cwN69e9Hc3IzJkyejrq5O7bqpU6eiqKio9eePP/6wUcRdmyGvd05ODkaNGoWoqCikpqYiPT0dK1asgEgksmHkXZMhr3fb93VRURG+/fZbMAyDOXPm2DDyrsmQ1/ull15CSkoKfvzxR2RmZuKll17CP/7xD+zYscOGkRuAJSzLsmxpaSkLgD148GDrsUceeYSdOXOm7YJyYNpe77lz57IPP/ywDaNyXNpe7/ZmzpzJjh8/3opROS5tr3e/fv3Yd999V+26IUOGsMuXL7d2eEbptjWJ9qqrqwEAnp6easdTU1Ph4+ODyMhIPPHEEygtLbVFeA6n/eutUqmwa9cuREZGYsqUKfDx8cGIESOwfft2G0bpOHS9v28rKSnBrl27sHjxYmuG5bC0vd6jRo3Czp07cfPmTbAsiwMHDuDq1auYMmWKrcI0jK2zlD1QqVTsPffcw44aNUrteHJyMvv777+zGRkZ7M6dO9mBAwey/fr1Y+VyuY0idQzaXu+ioiIWAOvs7Mz+5z//Yc+fP88mJSWxDMOwqampNoy269P1/m5r9erVrIeHB9vQ0GDFyByTrtdboVCwCxcuZAGwPB6PFQgE7Pfff2+jKA1HSYJl2WeffZYNCQlhCwsLO7zu1q1bLJ/PZ7du3WqlyByTttf75s2bLAB2/vz5atfec8897Lx586wdokMx5P3dp08f9vnnn7diVI5L1+u9Zs0aNjIykt25cyebnp7OfvLJJ6yrqyu7d+9eG0VqmG6fJJ5//nk2KCiIvX79ukHXh4eHs6tWrbJwVI5L1+utUChYHo/Hvvfee2rHX3vtNTYhIcGaIToUQ97fhw4dYgGwaWlpVozMMel6vevr61k+n8/+/vvvascXL17MTpkyxZohGs1h9pMwFsuy+Mc//oFt27YhNTUVYWFheu+pqKhAYWEh/P39rRChY9H3egsEAsTGxmoMG7x69SpCQkKsGapDMOb9/c0332Do0KEYOHCgFSN0LPpe76amJjQ1NWls7sPlcqFSqawZqvFsm6Ns55lnnmElEgmbmprKFhUVtf7U19ezLMuyNTU17Msvv8weO3aMzc3NZQ8cOMDGx8ezgYGBrEwms3H0XY++15tlWfbXX39l+Xw++9VXX7HZ2dnsJ598wnK5XPbw4cM2jLxrMuT1ZlmWra6uZp2dndn169fbKFLHYMjrPWbMGLZfv37sgQMH2OvXr7PfffcdKxKJ2M8//9yGkevXbZMEAK0/3333HcuyLdXDyZMns97e3iyfz2d79uzJPvLII2xBQYFtA++i9L3et33zzTdseHg4KxKJ2IEDB7Lbt2+3TcBdnKGv95dffsk6OTmxUqnUNoE6CENe76KiInbRokVsQEAAKxKJ2D59+rAfffQRq1KpbBe4AWipcEIIITrRPAlCCCE6UZIghBCiEyUJQgghOlGSIIQQohMlCUIIITpRkiCEEKITJQlCCCE6UZIghBCiEyUJQgghOlGSIIQQohMlCUIIITpRkiCEEKLT/wP/XrY6xJpQKAAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -760,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "145a0025", "metadata": {}, "outputs": [], @@ -779,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "dc073e0c", "metadata": {}, "outputs": [ @@ -789,13 +789,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -810,7 +810,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "4adc94e2", "metadata": {}, "outputs": [ @@ -1009,8 +1009,8 @@ "" ], "text/plain": [ - " osm_id code fclass name ref oneway maxspeed \n", - "0 81194256 5121 unclassified NaN NaN B 0 \\\n", + " osm_id code fclass name ref oneway maxspeed \\\n", + "0 81194256 5121 unclassified NaN NaN B 0 \n", "1 172757595 5153 footway NaN NaN B 0 \n", "2 239479606 5147 track_grade5 NaN NaN B 0 \n", "3 239369975 5141 service NaN NaN B 0 \n", @@ -1038,7 +1038,7 @@ "[18884 rows x 11 columns]" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1059,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "051bae0f", "metadata": {}, "outputs": [ @@ -1073,7 +1073,7 @@ " 'living_street', 'primary_link', 'cycleway'], dtype=object)" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1092,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "0f02ee9b", "metadata": {}, "outputs": [ @@ -1102,13 +1102,13 @@ "" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1133,7 +1133,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "f45911a3", "metadata": {}, "outputs": [], @@ -1154,7 +1154,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "09aa03ba", "metadata": {}, "outputs": [ @@ -1164,13 +1164,13 @@ "" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1203,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1221,7 +1221,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "12991715", "metadata": {}, "outputs": [ @@ -1242,7 +1242,7 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1263,9 +1263,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "bbec2893", "metadata": {}, + "outputs": [], + "source": [ + "infra_roads_buffer = infra_roads_meters_buffer.to_crs(4326)\n" + ] + }, + { + "cell_type": "markdown", + "id": "6c62f438", + "metadata": {}, + "source": [ + "Now let us explore the buffered road geodataframe. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "46215ba9", + "metadata": {}, "outputs": [ { "data": { @@ -1284,36 +1302,18 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "infra_roads_buffer = infra_roads_meters_buffer.to_crs(4326)\n" - ] - }, - { - "cell_type": "markdown", - "id": "6c62f438", - "metadata": {}, - "source": [ - "Now let us explore the buffered road geodataframe. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "46215ba9", - "metadata": {}, - "outputs": [], "source": [ "infra_roads_buffer" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "id": "25a67574", "metadata": {}, "outputs": [ @@ -1323,13 +1323,13 @@ "" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1352,7 +1352,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "2413efa4", "metadata": {}, "outputs": [], @@ -1371,7 +1371,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "id": "bebdc637", "metadata": {}, "outputs": [], @@ -1389,7 +1389,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "id": "adf40938", "metadata": {}, "outputs": [ @@ -1410,7 +1410,7 @@ "Length: 1369, dtype: geometry" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1453,7 +1453,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "id": "922f8f34", "metadata": {}, "outputs": [], @@ -1471,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "id": "48206e91", "metadata": {}, "outputs": [ @@ -1598,8 +1598,8 @@ "" ], "text/plain": [ - " osm_id code fclass name \n", - "0 283545932 7229 farmland NaN \\\n", + " osm_id code fclass name \\\n", + "0 283545932 7229 farmland NaN \n", "1 353822382 7217 scrub NaN \n", "2 3216678 7210 nature_reserve Πρασονήσι \n", "3 283545953 7229 farmland NaN \n", @@ -1627,7 +1627,7 @@ "[6107 rows x 5 columns]" ] }, - "execution_count": 27, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1646,7 +1646,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "id": "3cf73749", "metadata": {}, "outputs": [ @@ -1659,7 +1659,7 @@ " 'quarry', 'military', 'park', 'vineyard'], dtype=object)" ] }, - "execution_count": 28, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1681,7 +1681,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "id": "8dd9bbd4", "metadata": {}, "outputs": [ @@ -1691,13 +1691,13 @@ "" ] }, - "execution_count": 29, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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ioaEBRqMR48aNQ0VFBW688UYAwLx58/Diiy+itLQUP/vZz1BQUIDy8nJMnTq18xg1NTWQy/ngFQ1eZqcHx5vtyB+WBK1KjvQkLdKTIl0VsPFgE/5SWQ2Hx4dmmxs3jh4Kq8uLSSNTkZaoDpgIJZKcHl+XT0kJIXDbi9twqq0DV+SkYM2OGhh1KvzlhxMH5BcDJ4cmCjO/JHDa6sLwZB2sHV6canciJy0BQgION9lwRU5qwPY1rU6MSBvYp3fOen37Cfz/7+2/4H2FXIZVd0/GtPzQDvy/mKpaMxqtLozNMiLTeOZyx84TbZg8MvWCbXefbMNtK7cHvGfUqbDjsethdXpg7vAhL0MfVLAOyDhTIuqeJAk0fbvc8NmZloQQaLS6MGa4EXqNCkk6FS7vYmakEWkJsHR40XDeUKiBYNR1PVbVLwn8+PVdeOuLGnz8zcDME2pxeiEJgctHpHQGKQCMSk/scvs3Pw98bP2WcZmYd3kWZj33Ge57cw8MOhVa7H1/fPViGKZEIbTlSDN+tmYPTrTaYe3wov2cZ89lMhnyhwaez3f31JFRp4LrvJmZJEmg1e4OfdHnsHZ4u/3M45OwbG0VPj/WGtYazjImqDDelIKjp22wub6rq6vHSgGg8dtfXmdNGZWKR2cVIDlBhV0n2yEJgSG9eHy1rzgFH1EI/fNAE3QqBdL1Ghh0apxqc6LB4kLR8OAvPZ3fA3N6/UjrJkhCpbsZpDKSNJg/MRv76y2455qRYa3hXC6vH26fBLPDi6QenvCyubyoqrNAKZdh8shU6LVKDDfqkKBW4t37rkZte0dA7zYceM2UKARsLi/sLh88Pj9GpCUGXJeTJNHn597rzR0YPsBDo/5n63FoVQrsr7di85FmnGx14sEZeXikpADAwD4rb3F68dT7+1E6/7Iex9keb3HgWLMdV45K7TF0gzWgE51EC4YpRZLb58epFge+rLXgB1dkhyxs3D4/vqmzQCGXISdNf2axOacXOakJIZ2YxOH2QRLigiCqaXXir59V46fX5kbspliHxw+3z9+vYWN2t69Xk2CfjzegiMKkqtYCuztwUmOX1482uxsn2hy4bWLoghQANEoFLhmShJREDf558DTm/WUbfrZmD75pCO3EPjqVAj7/hf2qEWkJ+O2tl0UsSAFAp1b0e/xtq92NcPcbec2UqJe+rGnHwle+QGayDn+663IUDjPA0uFFi60DZocXk0akQNGL3qIQAmanN2Aezp4YE1QwJqggg8Alt4+HRqlAwbCuB6aeDYzeBnqTzQWDVgVJCCgiuExyuOWkdT0CIJQYpkS99JeN1XB4/JiUk4LcIXoAQJJGCZU8ATlpcvh72fORyWQwd3h6HaZnZacmIju151B4Z3ctrslL7/V11iF6DawdPujUCiSoeaLaHwxTol4anqzF47eMxpKpozp7fnK5DAnfXosz291o83uQpFFBo5L3OF/nqHR9WGoM9imlBosr6Btcb35xEuOzkzE2ywi/JHrVGx8MGKZEvfTU98Z03vRxef042eoMON2WAUjWqbCtuhVbj7bi4Zvy+3TTI9xsLi/0GiVkMlmfRgo8s+EwrB1ejEpPhEohx+O3jMbVnA6QN6CILsbl9aPV7g64e65VXXjdMk2vgU6txPWjh+Lfr7807APs++rsxB8WZ/cD9HsyZ/xw+CSBI012fNNgxeJVO/DVeUtI99f5E2HHguj7tUkUZbQqBbQqBZpt7l4/QXP2plE0UivP9KHe3VOLrGQdbhozLKj9l5YU4KpLzjwbb9SpMSItAcON2pDUdrLVgZy0xJicdpBhSvSt7u6Em50e2N2+LteBj0UdHj8Uchl+OKXreYYvJlGjxKyxmSGu6oyMpN6H8tEmGxrMLlw7wJOvdIen+UTfWvDXz7HzRDuAM8H69s5TON5sh8cnxU2QAoBMBjRaXFAr5Z291GihU5+5BGF3++D0+HrcNi8jKWqCFGDPlAaBmlYnPj14GndfZDG33CGJeO6fh6HXKHBT0TDMvyIbXr8Ud8uFVDfbASEBiN5fENF44+5iouvXElGIbdjfiHvf2I3rCjIuum2iWolt1a3Y8E0T3ttXD4VcFndBCgBjhhvh8Z95mutivb9IcPv8cHn9kS4jaLEX/0RBmFmYgavz0nvV0zl3CrddJ9r7NUFJNCvfXYs3vjiJvafM+NvdkzGjF79oBlJPy4w8s+EQquoseOJfivDZ4WaMzjRgyiVdz3Q10BimFNeUCjn0PQyeP9fZp5qGGjT4w4IJAx6kXr/U40D/UDnQYMWeGjMAwO6Kvp5pd6pqLVhZWQ2fJLD58CYYdSq8/29TL77jAGGY0qDk9Uvw+PxI1Hw3fOn+Gbm4+bJM6LXKiAzNqaqzYOKIC2feD6XTVhf+b9epzq9r2pxh/X6hlJygglwmAyAgCeCZ28dH1Y1BXjOlQanV7oHyvIUdz04gEqkxjuEOUuDMsCiZTAaZDBidacCCydGxSF5vmFITcNsVWQCAcdnGqLs8wZ4pDUrDQjTIPNaMTE/EMz8Yj6LhhgGfdLq/PD4JW4+2IkmjwJ/uvDzqlqJmz5QGBb8k8FWtOaruXp8/L+pAuaFoaMwFKQD8z7bjqGlz4rFbijBiAKbUCxbDlAaFv24+hqVvf9XleuvAt2MvB1gsjqUcCJIk4JdEwNcA8PauWlw+Ihm3Bzkz1kBhmFJMCmZijapaC17dcrzHqeLO3smnyKr4ugHX/n4j7l61A2anBxsPNWHGM5X47EgzTrQ68Os5Y6N2uBp/NVJMuthNIiEEGsxOHGi04z/e3gez04sWuxv76y0YM9zY5T5nJ9mgyPlHVSPqzB2oM3fg5uc/Q5PNDZ8ksPDVHSjKNOCy7K7/7aIBw5SintPjg1ohh/KcMZjn34nvikGrwoyCDPz9gamwf7tgXMHQrpf7AAZmaQvq2blDteotroDPFhb3bWKWgcIwpainUyng8PgDBt9fbHo7mUwGve7MsiCRXAyOglPb3vW4V7VSjpsvC89MVaHCa6YU9WQyGW/WDAIOtw8tdk+Xn11fmAGjLjrnhz2LYUpRoc7cEXAH96xmmwv7a83d9lgofqzbW9ftZ5ePSB64QvqIYUpRIStZhzbHhb0Si9ODJrsLpy2xt4wF9d57e+vw+Lqvu/380ozur3VHC547UdToakmQEWl62D0+jErj0KV4VfF1Ix7+v33oaaXsZlt0rqd1LvZMKaqplXIkaVVRNyM8hcbGQ034tzVfdnmJ51y1MbDAHv+HUtTLHZIEXTdPLlHsara58eg7X8GgVWFmYQZ+OGVEt9u++tmxqF3t9SyZED11rmOH1WqF0WiExWKBwWCIdDlEFKT99Rbc8sct3X4+3pSMpTcVYOql6QNWUzC5wp4pEUWFTKMOz94+HrdOGN7l5/tOmeGVpAGuqvcYpkTd6Gp0AYVPaqIa8ydm484ruz/d/33FoYteX40UhilRN1IT1ZEuYVCaMCIZmm5uOLba3YjSeU4YpkQUXTRKBWYWdj2LfpPNjc+OtAxwRb3DMCWiqPPM7eNxde6Fq46mJKigUys65ziNJhxvQkRRJ0GtxN/unoz73tiNzUdaMKMgA3deacK0/CEDsoJrXzBMiSgqaVUKvLRwEtqdHgw1RP+aXdEZ8UREOPMEXCwEKcAwJYopQoioHRo02DFMiWKI3e2D1x+9A9cHM14zJeqGECLq1mZP0kb3BMmDGXumRF3wSwKbo3Q84/la7G7YXF48+/FhHGq0RbqcQYthStQFhVyGa/MGbkKN/kjXa3Co0YY/fnIEZTtrIl3OoMUwJepGtK7P3pXh3y59fbKVy7tECsOUKA7IZMCknBT8YnZhpEvpNafHF1cjE3gDiigOZBp1eOe+qyNdRlCUcnnUTlrSF+yZEp1HCIH/23UKu0+2R7qUuKZWyqNutER/BBWmK1euxLhx42AwGGAwGFBcXIwPP/wwYJsDBw5gzpw5MBqNSEpKwlVXXYWamu4vir/77ruYNGkSkpOTkZiYiAkTJmD16tV9aw1RCMhkMtw6IQsJakWkS6EYEtRpfnZ2NpYvX468vDwAwGuvvYa5c+diz549GDNmDKqrqzF16lQsWbIEv/rVr2A0GnHgwAFotd0/DpaamorHHnsMhYWFUKvV+OCDD3DPPfcgIyMDJSUl/WsdUR+plXKMzuTyN9R7/V4DKjU1FStWrMCSJUtwxx13QKVS9btnOXHiRNxyyy34zW9+0+t9uAYUEYXagKwB5ff7UVZWBofDgeLiYkiShPXr1yM/Px8lJSXIyMjAlClTsG7dul4fUwiBTz75BIcOHcK0adP6WhoR0YALOkyrqqqg1+uh0Whw7733Yu3atSgqKkJTUxPsdjuWL1+OWbNmYcOGDZg3bx7mz5+PTZs29XhMi8UCvV4PtVqNW265BS+88AJuvPHGHvdxu92wWq0BLyKKHjuOt+Gb+sHzcxn00KiCggLs3bsXZrMZ5eXlWLx4MTZt2oTk5GQAwNy5c/HQQw8BACZMmIBt27bhxRdfxPTp07s9ZlJSEvbu3Qu73Y5PPvkEDz/8MC655BJcd9113e5TWlqKX/3qV8GWT0Rh5vT48O6XdXjh0yO4Jjcdj5QUdD5UEM/6fc30hhtuQG5uLl544QUkJibiySefxOOPP975+X/+539iy5Yt2Lp1a6+P+eMf/xinTp3CRx991O02brcbbre782ur1QqTycRrpkQDzC8JKL4dMHq0yYafvr4bTo8fryyehEuH6qFRnhkVEY0Tx1xMMNdM+z1oXwgBt9sNtVqNyZMn49ChQwGfHz58GDk5OX06Zk80Gg00Gk3Q9RJR6Dg9Pty2cjtuLBqKUekJWLPjFI61OPC3uydhbJaxc7ttR1tg0CkxNis5csWGWVBhumzZMsyePRsmkwk2mw1lZWWorKxERUUFAGDp0qVYsGABpk2bhhkzZqCiogLvv/8+KisrO4+xaNEiZGVlobS0FMCZ0/VJkyYhNzcXHo8H//jHP/D6669j5cqVoWslEYVFglqJlxddgf8s/wp//ORI5/umlAQAgCQJ+IWA1eXFwUYbato6cPNlmZEqN6yCCtPTp09j4cKFaGhogNFoxLhx41BRUdF5s2jevHl48cUXUVpaip/97GcoKChAeXk5pk6d2nmMmpoayOXf3fdyOBy4//77UVtbC51Oh8LCQrzxxhtYsGBBiJpIsczm8qLD60dGUmwsXTEYZSXrUNMWOMGKTxJwuH1oc7qx+XAL7rpyBGwuL9Z/1RBwWSCe9PuaabTgONP4crTJhrKdNZhRMBTXxMhUeIPZ2i/rsGxtFX5y7ShUNzvwp7suh0wmgxACQsTWDFznGtBrpkThUGfuQGqCGkWZSZEuhXrhuoIh+OKXM2FIUKPD4++80SSTyRBj95z6jGFKUWmYQQcIQKPi8/GxQKeWw+WVvv1z4L/Z4UYrRqbroVbG97xKDFOKSnkZeuQOSYRSEd8/gPHC5vLD45egUviQqDkTK16/BJVCPiiCFOAUfBSlFHIZgzSGdHj8ONpk7wxSAJCEgMXpxSNv78PXdRYcbYrv9anYM6Wwqm62QymXISctMdKlBG3XiTaMTEtEehLHM/ek0eKCUiHD9PwhAe9rlApolAosn38ZdGoF4uNWd/cYphRWuUP0kS6hzzw+CXUWJ7yShExj/D8O2VfJCSpoe7i2rfp2Euh4vxHFMCXqxtUcktUrPQUpAKgGyeWawdFKIqIwY5gS9YPX58fXdWacanNEupSw+7rOgvVfNXR+HU8ri4YCT/OJ+sjs9KDZ5saY4caYmw2pL8ZmGTuXchFCwOz0IE3Pm3NnMUyJ+ig5QY3kBHWkyxhQCrkMDrcPNpcPXr8EtcuLJK0q0mVFBZ7mE1FQtCoFhhm1cHr8ONhghSQJbD3aEumyIo5hShRhJ1rsMXP9UQiB6iYbmqwuGLRK5GWcmTtBo7owSmKlTaHCMCWKIKvTg0ZLB97ZVYOPv2lEtE/idrzFgQ6PHwBwqr0DkhCQy2WYlJMasJ2lw4sXN1VHosSI4TVTogjp8PhRVW+FEBJOtjpRUjQs6m9kZack4KjPhgyDFhmG7ueYNepUuP+63AGsLPLYMyWKEJ1aAZVChkSVCv/fdXlIjvI74z6/hA3fNCI3/bun2pptbjg9vi63j/ZfDKHGninFjVhcsC07JQGpieqLPkUUDTx+CaMzDVCeM9Fzu9ODIUmccxZgzzSq1Js7Il1CTHrun4dRebARX9daIl1K0IYn62IiSIEz6z3lDtHjs6MtsLt92Hq0BflDGaRnMUyjRKvdjR0nWiNdRkyaO3442hwebD58Gqct/IUUDrXtTtR8+5TXdQUZ0GuUXE7mPAzTKJGm1+DWCdmRLiMmqVUKmFL1+N7lph5vivSX1eXF9uoWHG+2h+17RMKpbxfDO3uXvivDDFq4vRKOtzhwosUBj0+6YBuv/8L3BhOGKcW8rGQdJo9KxYjUhLBdMxVC4N7VuzF5ZCpGxfC0gl2xdHjhl8QFy42cS6mQo8PrhylFh6NNNnS1Pl6TzQ2rywtpkI0vPYthStQLLq+E/KFJ8Ef5ONC+GJtl7NXSyzqVHEqFHDcUDetcBaG62Q5Lhwc1rU4oZDIkaZS46+XP4XB3fYc/njFMqVdqWp0X3yiO6dQKPDVnDDTK2LhZFA46tRJu33eXAoQQ2F9vRaJaCY1KjkTNmdn0l84qDFi+ZLBgmFKvNNvdkS6BIkynUgT8MvFLAsMMWijkMgw1aJGkVUEul+GKnJRBOTJl8P36iHEOtw8JagX+vPEoatqcmJ6fgVvGZYb9+16RkxL270HRTatSwOX1dw7lUirkuHJUapfbDk8efMu8sGcaYxLUCshkMmw+3AKby4eZhRmRLokGiUSNsssxsfvrLbC7faiqNWPNjpMBlwIGE/ZMY8zZu9Vv/mTKoFlbh6LbmOFGAMC26hZsPdICg1aFW8YNj3BVA48/jTGKQUrR5lSbE5cOTcL+emukS4kI9kyJqN88Pgn7aq0wOz348OfXRrqciGCYElG/OT0+XD4iGdkpCdBrBucyJgxTIuq35AQ1fj13bKTLiCheeCMiCgGGKRFRCDBMiYhCgGFKRBQCDFMiohBgmA5Ch0/bIl0CUdzh0KhBYteJNrQ73PD6/Eg3Dr5JKIjCjT3TQaLJ5sKqrSdQebgFY799lpqIQoc900Fi+qVDsOd4KwqGG5Gg5j87Uajxp2qQkMllGJudgrkTuWgfUTjwNH+QSFArGaREYcSe6SDg9vkH9dpF9B0hBL6sacexZgcaLS7UmTtgSk3AAzPyIl1azGOYDgIMUjrrSJMdP35tF9qdXgDAwzfmY97lWRGuKj7wNJ8ozlXVWtDm8AAA7G4frK7vlmE2aJW9Xq9JCMExyj1gz5Qoju2vt+D2l7YjJy0Bz94+AU++tx9+SXR+fiKIJbzbnV6YUhLCUWZcYM+UKI7tr7Oiw+vHwUYbbv7jZ6iqswR8/t7eOpxq612gtjk80Kl5yag7DFOiODZhRHK3n2Ul6zCjIAMd3p5XExVC4O1dp5CoYZD2hKf5RHEsJy0BKQmqzhtO5yr76VUwpXZ/2u7y+vHWFzUYm2XA/jorvjd+8K04Ggz2TInimEapwO+/P/6C9/Wai9942nfKjI2HmvD4uq8xLFkLrYo9054wTIninFoZ+GMulwG/vXUsFHJZj/tNuSQNBq0KJ1qduGvKiHCWGBd4mk8U56bnD8GGh6Zh3ykz0vRqXJaVjCFJml7tu2CyCeYODwzawbniaDCC6pmuXLkS48aNg8FggMFgQHFxMT788MOAbQ4cOIA5c+bAaDQiKSkJV111FWpqaro95ssvv4xrr70WKSkpSElJwQ033IAdO3b0rTVE1KX8oUn4wSQTZhYO7XWQ+vwS9tSYA4ZSUfeCCtPs7GwsX74cu3btwq5duzBz5kzMnTsX+/fvBwBUV1dj6tSpKCwsRGVlJfbt24cnnngCWq2222NWVlbizjvvxMaNG7F9+3aMGDECN910E+rq6vrXMqIYJYSIigA7bXPjb1uPo87cgWabO9LlRD2ZEKJf/2qpqalYsWIFlixZgjvuuAMqlQqrV6/u8/H8fj9SUlLwpz/9CYsWLer1flarFUajERaLBQaDoc/fnyjS3vziJE61dQAAvn9FFvIykiJShxACPulMsA/Wm0/B5Eqfb0D5/X6UlZXB4XCguLgYkiRh/fr1yM/PR0lJCTIyMjBlyhSsW7cuqOM6nU54vV6kpqb2uJ3b7YbVag14EcWDwmEGvLipGi9uqsauE+0Rq0Mmk0GlkA/aIA1W0GFaVVUFvV4PjUaDe++9F2vXrkVRURGamppgt9uxfPlyzJo1Cxs2bMC8efMwf/58bNq0qdfH/8UvfoGsrCzccMMNPW5XWloKo9HY+TKZTME2hSgqTRyRjF/OLsSo9ET8C8d2xoygT/M9Hg9qampgNptRXl6OV155BZs2bUJycjKysrJw55134q233urcfs6cOUhMTMSaNWsueuzf//73WL58OSorKzFu3Lget3W73XC7v7uOY7VaYTKZeJpPRCETzGl+0EOj1Go18vLOzH04adIk7Ny5E88//zxeeOEFKJVKFBUVBWw/evRobNmy5aLH/e///m/87ne/wz//+c+LBikAaDQaaDS9uytJRBRu/R5nKoSA2+2GWq3G5MmTcejQoYDPDx8+jJycnB6PsWLFCvz2t7/FRx99hEmTJvW3JCKiARdUmC5btgyzZ8+GyWSCzWZDWVkZKisrUVFRAQBYunQpFixYgGnTpmHGjBmoqKjA+++/j8rKys5jLFq0CFlZWSgtLQVw5tT+iSeewFtvvYWRI0eisbERAKDX66HX60PUTCKiMBNB+NGPfiRycnKEWq0WQ4YMEddff73YsGFDwDavvvqqyMvLE1qtVowfP16sW7cu4PPp06eLxYsXd36dk5MjAFzwevLJJ4MpTVgsFgFAWCyWoPYjIupOMLnS73Gm0YLjTIko1AZknCkREX2HYUpEFAIMU6IY5HD7Lr4RDSiGKVGM8Pmlzj8najh7ZrRhmBJFKafbB0n6LkDX7DyFVjtnb4pWDFOiKOT2+vH6tmMo21kDp/vM+k0Lr8pBmv67p/5a7G54z+mtUmQxTImikEohx8j0RJxqscHm6vr6aLpeA2vHhQvlUWQwTImikFwuw8jURHR4Jbh6WIr53J4qRRbDlChKXTLUgEmj0rEzgnOaUu/xliBRlFIr5SgZmwlLh6fH7U60OJCTlgCZrOfVRim82DMlimIqhRzp+u7XUAOAlAQVgzQKMEyJYpzV5YOFN6IijmEa576us8Ds7Pk0kWKbKTUBRp0Klg4v2hwchxopDNM4tuVIC376+i4kqHlpPN5VHjwNSRJITeTd/UhhmMaxZrsLT39/HNRK/jPHo+pme+efJ+akIiVRHcFqiF2WODbv8uxIl0A9aLW70WRzY3Rm3+bfzR3y3UoUBp0qVGVRH7HLQhQhiRol/FJczM1OYJgSRYxWpcDYLGOf9nX7un8qiiKDYUoURWrbnb3arsHsCnMlFCyGKUWNnp5BHyyyUxJ6td3I9MQwV0LBYpiGmF8S8Pg4LVqwjjbZcOuft+Knr+/CZ0eaI13OgOI44PjAMA0RIQTWf9WAX5R/hZ0n2iJdTkzx+SX85oMDmJ4/BA/OzEPqIBri0+HxY+WmajTZeNoe67jUc4hIksCuk+2YOCIZSgV/RxHFg2ByheNMQ0Qul+HKUamRLoOIIoRdKCKiEGCYEhGFAMOUiCgEGKZERCHAMCUiCgGGKRFRCDBMiYhCgGFKRBQCDFMiohBgmBIRhcCgD1OvX8KhRhuOnLZFuhQahMp318Lr5yxj8WBQh6nd7cOj73yFkuc24+XPjkW6HBpEfH4Jf91cjTqLE35J4jR8cWBQh+m+U2ZkJevw+++PQ04aJ9ulgaNUyFGUaUSiWoU9NRY0Wl1oczBQYxmn4PuWJAnI5bIwVEZEsSqYXBnUPdNzMUgp0tw+P9Z/1YBla6twqq13a0FR9GCYEkUJt1eCTCZwXX46Vx+NQZwcmihCvH4JfklAq1IAANRKOWaNyeRZUoxiz5QoQvaeMmPBXz/Ha9tOAABabC6uBRXDGKZEETJ5ZCpev+dK1Js7sL/eguzURAwz6iJdFvURT/OJIsiYoMIvbx4d6TIoBNgzJSIKAYYpEVEIMEyJBpDLyyFP8YphGoN2HG9D+e7aSJdBfXB2GNT5atudnPAkxjFMY9CG/Y0oHJYU6TIohJI0KpgdXsTJ092DEsM0Bj12y2jkDdVHugzqBWuHp1cBaUxQQamQcfaoGMahUTFIJpNBo+z6dJGih9npwTf1FtS2d6Dd4cEdU3Jg1Km63La62YZL0vWQyfj0U6wKqme6cuVKjBs3DgaDAQaDAcXFxfjwww8Dtjlw4ADmzJkDo9GIpKQkXHXVVaipqen2mPv378dtt92GkSNHQiaT4bnnnutTQ4iiTXKCGleOSkOLzY1/HmxCkqb7vsumw8042epEO3umMSuoMM3Ozsby5cuxa9cu7Nq1CzNnzsTcuXOxf/9+AEB1dTWmTp2KwsJCVFZWYt++fXjiiSeg1Wq7PabT6cQll1yC5cuXY9iwYf1rDVGUaXV48HW9FS8tnNTjM/eLi0fhYIMFH+yrR117B5qsLhxvtg9gpdRf/Z7PNDU1FStWrMCSJUtwxx13QKVSYfXq1X061siRI/Hzn/8cP//5z4Pet7/zmRKFg9cvQaXoXZ/F4fbB2uFFWqIaKqUcv3y3Cg/OzEN2SkKYq6TuDMh8pn6/H2VlZXA4HCguLoYkSVi/fj3y8/NRUlKCjIwMTJkyBevWrevrt+iR2+2G1WoNeNF32hweOD2+SJcx6PU2SAEgUaNEZrIOapUCMpkMpfMvY5DGkKDDtKqqCnq9HhqNBvfeey/Wrl2LoqIiNDU1wW63Y/ny5Zg1axY2bNiAefPmYf78+di0aVPICy8tLYXRaOx8mUymkH+PWPbpwSZsO9oa6TKoH3gzKrYEfZrv8XhQU1MDs9mM8vJyvPLKK9i0aROSk5ORlZWFO++8E2+99Vbn9nPmzEFiYiLWrFlz0WMHc5rvdrvhdrs7v7ZarTCZTDzNp5CTJIFdJ9tQNNyII6dtMKUmIF2vuWC7o0025GVw/G88CetpvlqtRl5eHiZNmoTS0lKMHz8ezz//PNLT06FUKlFUVBSw/ejRo3u8m99XGo2mc1TB2RdROHj9Elrtbrzx+Unc9fIXaHN44PNLqDcHLi2SYej+RivFv36PMxVCwO12Q61WY/LkyTh06FDA54cPH0ZOTk5/vw1RxLi8fnz8TRM2HW5Ch9eP1EQ1lAo5jjTa4JcETKlnVrY1aLseQxpqknTmZFISAn4hOOY4SgQVpsuWLcPs2bNhMplgs9lQVlaGyspKVFRUAACWLl2KBQsWYNq0aZgxYwYqKirw/vvvo7KysvMYixYtQlZWFkpLSwGcuWzwzTffdP65rq4Oe/fuhV6vR15eXoiaSdR3xgQ1nl0wAa9uOY6TzQ7sOt6GWZdlYlpBxoBd1/T4JDy2tgq3Xp6FgmFJeOPzk5AEcPfVIxmm0UIE4Uc/+pHIyckRarVaDBkyRFx//fViw4YNAdu8+uqrIi8vT2i1WjF+/Hixbt26gM+nT58uFi9e3Pn18ePHBYALXtOnTw+mNGGxWAQAYbFYgtqPKBiSJAm7yzvg3/fPG4+InP/8QDz8v3uFw+0Vd/51u3h5c/WA1zHYBJMr/R5nGi04zpTildXlxcz/3oQWuxs6lQL3XZeLZz8+jH+bmYf/uKkg0uXFtWByhc/mE0W5zYebkaRVAhC455pReGBGHq4clYrJI1MjXRqdgz1TIqJuDMgTUERE9B2GKRFRCDBMiYL0yYHTnBGfLsAwJQqSTxLw+hmmFIhhShSkkjHDoFYO3I9OdZMdz2w4hHYHJ46OZgxToiinVMiw+OqRSElUR7oU6gHHmVJEdXj80Kn5OGRPctISI10C9QJ7phQxH3xVj7tX7UDF142RLoWo3ximFDE7j7fhWIsDGw828e44xTw+AUURI4SAyytBEgKJPazcSRQpfAIqijTZXCjfXYv99ZZIlxJ1ZDIZdGoFg5TiAsM0zA412vAfb+/Duj11kS6FiMKIYRpmLXY3slN0GG9KjnQpRBRGPL8Ks3HZRiyfPw5TL02PdClEFEYM0zDLHZKE3CFcsZIo3vE0P4wkScAvBT9YwueX8NF+jr0kiiUM0zCSy2VQyINfcM0nCVydmxaGiuJfm8PTuXon0UBimEYhrUqBpAFaNjje1LQ5sfSdr7DzRBvsbl+ky6FBhGFKcWWCKRlX5KTg9e0n4fNLkS6HBhHegKK4c9eUEbhryohIl0GDDHumFPU4jyfFAoYpRb2e5vH0+iV4eTpPUYBhSjHL45OwvbqlT8PPiEKNYUoxobbNCQCoaXXivz86hJpWJyQhMC0/A1oVJ5emyOMNqCC5fX5olPzhHWiZyTqcbHXA7vJi7oThGJGWEOmSiAIwTIOkkAU/CJ/6R5IEPj/WiokjUriEB0UtnuYHSangX9lAk8nOTBjDtaIomjEZKOrJZDI+EUZRj2FKUcns9GDtntpIl0HUa7xmSlGnyeZCxdeNnLCEYgrDlKJKk82FBKUci4pHcsVSiik8zaeo8WVNO2Y/9xn+tvUEgDPXSoliBXumFHFOtw/HW+xQK+To8PqRN5QrE1DsYZjSgGt3eAKet0/QKDEmKxkAsPvxGzkEimIST/NpQH1xrBXbj7V2+zmDlGIVw5QG1JWjUpGXkcjJSSjuMExpQMlkMoxM08Pr90e6FKKQYpjSgHB5/ejw+FG2owZL396LnT2c6hPFIt6AogEhkwEvbTqGlzZXw+nxo9XhxeRL0jl9HsUN9kxpQMhlMtw1xYQHZuTBlKrDbVdkweOX8I+qhkiXRhQS7JnSgFAp5FAp5Jg9diiuyEnBlFGpsHb4cPNlmZEujSgkGKY0YIw6FYw6FZK0HshkMhh0/O9H8YP/m2nAnH08dEiSJuBronjAa6ZERCHAMCUiCgGGaQw41myHx8e14YmiGcM0Bmw92oLdJ9sjXQYR9YA3oGLAwuKR8PrZMyWKZuyZxggVV0UlimpB/YSuXLkS48aNg8FggMFgQHFxMT788MOAbQ4cOIA5c+bAaDQiKSkJV111FWpqano8bnl5OYqKiqDRaFBUVIS1a9cG3xIioggKKkyzs7OxfPly7Nq1C7t27cLMmTMxd+5c7N+/HwBQXV2NqVOnorCwEJWVldi3bx+eeOIJaLXabo+5fft2LFiwAAsXLsS+ffuwcOFC3H777fjiiy/61zIiogEkE/1ctSw1NRUrVqzAkiVLcMcdd0ClUmH16tW93n/BggWwWq0BPdxZs2YhJSUFa9as6fVxrFYrjEYjLBYLDAZDUG0gIupKMLnS5wtxfr8fZWVlcDgcKC4uhiRJWL9+PfLz81FSUoKMjAxMmTIF69at6/E427dvx0033RTwXklJCbZt29bjfm63G1arNeBFRBQpQYdpVVUV9Ho9NBoN7r33XqxduxZFRUVoamqC3W7H8uXLMWvWLGzYsAHz5s3D/PnzsWnTpm6P19jYiKFDhwa8N3ToUDQ2NvZYR2lpKYxGY+fLZDIF2xQiopAJemhUQUEB9u7dC7PZjPLycixevBibNm1CcnIyAGDu3Ll46KGHAAATJkzAtm3b8OKLL2L69OndHvP8Z7SFEBd9bvuXv/wlHn744c6vrVYrA5WIIiboMFWr1cjLywMATJo0CTt37sTzzz+PF154AUqlEkVFRQHbjx49Glu2bOn2eMOGDbugF9rU1HRBb/V8Go0GGo0m2PKJiMKi34MXhRBwu91Qq9WYPHkyDh06FPD54cOHkZOT0+3+xcXF+PjjjwPe27BhA66++ur+lkZENGCC6pkuW7YMs2fPhslkgs1mQ1lZGSorK1FRUQEAWLp0KRYsWIBp06ZhxowZqKiowPvvv4/KysrOYyxatAhZWVkoLS0FAPz7v/87pk2bhqeffhpz587Fe++9h3/+85899maJiKKOCMKPfvQjkZOTI9RqtRgyZIi4/vrrxYYNGwK2efXVV0VeXp7QarVi/PjxYt26dQGfT58+XSxevDjgvbffflsUFBQIlUolCgsLRXl5eTBlCSGEsFgsAoCwWCxB70tE1JVgcqXf40yjBceZElGoDcg4UyIi+g7DlIgoBBimREQhwDAlIgoBhikRUQgwTImIQoBhSkQUAgxTIqIQYJgSEYUAw5T6xOX141iTDU63L9KlEEUFhin1iValgF6nQoKGq4UTAQzTQcsv9X9Khoyk7hdKJBpsGKaD0PEWB1745Aj211v6tL+dp/ZEF2CYDkLVTXZUN9vRaHEBADo8/qD2b7e7w1EWUUzjBa9BKFWvxl1XjsBVuWkAAJ1a0et942TGRqKQY5gOQhNHpPR5X5lMBlNaYgirIYoPPM2nblk6vAFf81opUfcYptQto04Fj0+Czy9hz6l2OD0MU6Lu8DSfeiQg0GL3YHyWEXI5f/cSdYc/HX3k9PjQbIvvu9pCCFg7vBhm1DFIiS6CPyF9IEkCP319N5a+sw9HTtsiXU7YNNvcncOniKhnPM3vgzpzB/bXW9Du9KLe3IHXfnQlMo26SJcVchkGLTIMfMqJqDcYpn1gSk3A3x+cite3n8C4bCOSdepIl0REEcYw7SNTagIeu6UIAAeyExGvmYaETCaLdAlEFGEM0wHklwQ8PinSZRBRGPA0fwAp5DIo5OzFEsUj9kyJiEKAYTrIubx+NFg6Il0GUcxjmA5y24+14qY/bA7JzPtEgxnDdJDbeLAJs8YM47Vcon7iDahBbmlJAdgpJeo/9kzjxNd1FrT2YTmRJK0KRp0qDBURDS4M0z765MBpVNX2bUG6cBibZeSpOlEEMUz7qM3hgUoZXeGVnBA4R0BVrQUP/+9elO2oAQDYXN6udiOiEOA10z76wSRTpEu4qA6vH+/uqcOHXzdi/sRsJKr5z00ULvzpimNXjkpF8SVpuDY/HWolT0KIwok/YXHOlKq7YGE8Igo99kzj3MM3FmCYkRM8E4Ube6ZxjkFKNDAYpkREIcAwJSIKAYYpEVEIMExDyOOT8OPXduFgozXSpRDRAGOYhtDKympsOdqM1ASuVko02HBoVAjNn5iFhcU5SE1kmBINNgzTEDKlJkS6BCKKEJ7mExGFAMOUiCgEGKZERCHAMCUiCoGgwnTlypUYN24cDAYDDAYDiouL8eGHH3Z+fvfdd0MmkwW8rrrqqh6P6fV68etf/xq5ubnQarUYP348Kioq+tYaIqIICepufnZ2NpYvX468vDwAwGuvvYa5c+diz549GDNmDABg1qxZWLVqVec+anXPw4Qef/xxvPHGG3j55ZdRWFiIjz76CPPmzcO2bdtw+eWXB9seIqKIkAkh+rU2ZWpqKlasWIElS5bg7rvvhtlsxrp163q9//Dhw/HYY4/hgQce6Hzv1ltvhV6vxxtvvNHr41itVhiNRlgsFhgMhmCaQETUpWBypc/XTP1+P8rKyuBwOFBcXNz5fmVlJTIyMpCfn4+f/OQnaGpq6vE4brcbWm3gNHE6nQ5btmy56H5WqzXgRUQUKUGHaVVVFfR6PTQaDe69916sXbsWRUVFAIDZs2fjzTffxKeffopnnnkGO3fuxMyZM+F2d78EcUlJCZ599lkcOXIEkiTh448/xnvvvYeGhoYe6ygtLYXRaOx8mUzRvyYTEcWvoE/zPR4PampqYDabUV5ejldeeQWbNm3qDNRzNTQ0ICcnB2VlZZg/f36Xx2tubsZPfvITvP/++5DJZMjNzcUNN9yAVatWwel0dluH2+0OCGmr1QqTycTTfCIKmbCe5qvVauTl5WHSpEkoLS3F+PHj8fzzz3e5bWZmJnJycnDkyJFujzdkyBCsW7cODocDJ0+exMGDB6HX6zFq1Kge69BoNJ2jCs6+iIgipd/jTIUQ3Z7Gt7a24tSpU8jMzLzocbRaLbKysuDz+VBeXo65c+f2tzQiogET1NCoZcuWYfbs2TCZTLDZbCgrK0NlZSUqKipgt9vx1FNP4bbbbkNmZiZOnDiBZcuWIT09HfPmzes8xqJFi5CVlYXS0lIAwBdffIG6ujpMmDABdXV1eOqppyBJEh599NHQtpSIKIyCCtPTp09j4cKFaGhogNFoxLhx41BRUYEbb7wRHR0dqKqqwuuvvw6z2YzMzEzMmDED//u//4ukpKTOY9TU1EAu/65D7HK58Pjjj+PYsWPQ6/W4+eabsXr1aiQnJ4eskURE4dbvcabRwmKxIDk5GadOneL1UyIKibM3ts1mM4xGY4/bxs18pjabDQA4RIqIQs5ms100TOOmZypJEurr65GUlASZTBbpci7q7G+8eOhJx0tb2I7oEg3tEELAZrNh+PDhAZcnuxI3PVO5XI7s7OxIlxG0eBrWFS9tYTuiS6TbcbEe6Vmcgo+IKAQYpkREIcAwjRCNRoMnn3wSGo0m0qX0W7y0he2ILrHWjri5AUVEFEnsmRIRhQDDlIgoBBimREQhwDAlIgoBhmkIlJaWYvLkyUhKSkJGRgZuvfVWHDp0KGCb81dtPftasWJFj8d+7rnnUFBQAJ1OB5PJhIceeggulyum2jHQK9D2ph12ux0PPvggsrOzodPpMHr0aKxcufKixy4vL0dRURE0Gg2Kioqwdu3acDUjbO3Yv38/brvtNowcORIymQzPPfdc2NpwVrja8vLLL+Paa69FSkoKUlJScMMNN2DHjh3hbEr3BPVbSUmJWLVqlfj666/F3r17xS233CJGjBgh7HZ75zYNDQ0Br7/97W9CJpOJ6urqbo/7xhtvCI1GI958801x/Phx8dFHH4nMzEzx85//PKba8eijj4rhw4eL9evXi+rqavGXv/xFaLVa8eWXX0asHT/+8Y9Fbm6u2Lhxozh+/Lh46aWXhEKhEOvWrev2uNu2bRMKhUL87ne/EwcOHBC/+93vhFKpFJ9//nlMtWPHjh3ikUceEWvWrBHDhg0Tf/jDH8JS/0C05a677hJ//vOfxZ49e8SBAwfEPffcI4xGo6itrQ17m87HMA2DpqYmAUBs2rSp223mzp0rZs6c2eNxHnjggQu2efjhh8XUqVNDUufFhKodmZmZ4k9/+tMF+/3whz8MSZ0X01U7xowZI379618HbDdx4kTx+OOPd3uc22+/XcyaNSvgvZKSEnHHHXeEtuBuhKod58rJyRmQMD1fONoihBA+n08kJSWJ1157LWS19hZP88PAYrEAOLMMdldOnz6N9evXY8mSJT0eZ+rUqdi9e3fnacuxY8fwj3/8A7fccktoC+5GqNrR1xVoQ6WrdkydOhV///vfUVdXByEENm7ciMOHD6OkpKTb42zfvh033XRTwHslJSXYtm1beAo/T6jaEQ3C1Ran0wmv19vt/9mwGvD4jnOSJInvfe97PfYen376aZGSkiI6Ojouerw//vGPQqVSCaVSKQCI++67L5TldiuU7bjzzjtFUVGROHz4sPD7/WLDhg1Cp9MJtVod6rIv0F073G63WLRokQAglEqlUKvV4vXXX+/xWCqVSrz55psB77355psx145zRaJnGq62CCHE/fffL3Jzc3v1sxVqDNMQu//++0VOTo44depUt9sUFBSIBx988KLH2rhxoxg6dKh4+eWXxVdffSXeffddYTKZLjgVCodQtqOpqUnMnTtXyOVyoVAoRH5+vrj//vuFTqcLZcld6q4dK1asEPn5+eLvf/+72Ldvn3jhhReEXq8XH3/8cbfHUqlU4q233gp47+x17XALZTvOFYkwDVdbzv5y37dvXzjKviiGaQg9+OCDIjs7Wxw7dqzbbTZv3iwAiL179170eFOnThWPPPJIwHurV68WOp1O+P3+ftfbnVC346yOjg5RW1srJEkSjz76qCgqKgpFud3qrh1Op1OoVCrxwQcfBLy/ZMkSUVJS0u3xTCaTePbZZwPee/bZZ8WIESNCV3QXQt2Ocw10mIarLStWrBBGo1Hs3LkzpPUGg9dMQ0AIgQcffBDvvvsuPv300x6XqX711VdxxRVXYPz48Rc9rtPpvGBCWoVCAXHml2C/6z5fuNpx1kCtQHuxdni9Xni93i7/biVJ6va4xcXF+PjjjwPe27BhA66++urQFX+OcLUjEsLZlhUrVuA3v/kNKioqMGnSpJDX3msRi/E4ct999wmj0SgqKysDhg05nc6A7SwWi0hISBArV67s8jgLFy4Uv/jFLzq/fvLJJ0VSUpJYs2aNOHbsmNiwYYPIzc0Vt99+e0y14/PPPxfl5eWiurpabN68WcycOVOMGjVKtLe3R6wd06dPF2PGjBEbN24Ux44dE6tWrRJarVb85S9/6bYdW7duFQqFQixfvlwcOHBALF++PKxDo8LVDrfbLfbs2SP27NkjMjMzxSOPPCL27Nkjjhw5EpZ2hLMtTz/9tFCr1eKdd94JOK7NZgtbW7rDMA0BAF2+Vq1aFbDdSy+9JHQ6nTCbzV0eZ/r06WLx4sWdX3u9XvHUU0+J3NxcodVqhclkEvfff3/YQihc7aisrBSjR48WGo1GpKWliYULF4q6urqwtKG37WhoaBB33323GD58uNBqtaKgoEA888wzQpKkbtshhBBvv/22KCgoECqVShQWFory8vKYa8fx48e7PO706dNjri05OTldHvfJJ58MW1u6wyn4iIhCgNdMiYhCgGFKRBQCDFMiohBgmBIRhQDDlIgoBBimREQhwDAlIgoBhikRUQgwTImIQoBhSkQUAgxTIqIQYJgSEYXA/wNQ7HMQrYH9LgAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -1719,7 +1719,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "id": "6a707830", "metadata": {}, "outputs": [ @@ -1846,8 +1846,8 @@ "" ], "text/plain": [ - " osm_id code fclass name \n", - "11 238647753 7204 industrial NaN \\\n", + " osm_id code fclass name \\\n", + "11 238647753 7204 industrial NaN \n", "78 376514386 7204 industrial NaN \n", "106 978073993 7203 residential NaN \n", "116 353804288 7203 residential NaN \n", @@ -1875,7 +1875,7 @@ "[1336 rows x 5 columns]" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1904,7 +1904,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "id": "2f5d94e7", "metadata": {}, "outputs": [], @@ -1922,7 +1922,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "id": "60b986ad", "metadata": {}, "outputs": [ @@ -1932,13 +1932,13 @@ "" ] }, - "execution_count": 32, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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5l7UWn5CuNDMjUbb/kEFVGaQEtFyQ84REKJBtaudrmvUkANbV6pflJBJpmKZemOBeDSEEHMeDZRm515pNURh8llGooWq6hqCmQlc8hCwNmqrOel/yI++JlA3L1LE0YAIMsDlHxGrvdKWG+zyvvvpqrF27Fvfddx8CgQDuuece3H333YX7//t//+94+umn8dOf/nTWc1966SW8733vK+mzECJ7hVEUBUePHsXatWvLvq5t27Dt6TlksVgMIyMj1OdJetpUPI2+kA9SSjgOh2GoLcuO7noCam4iezMlbBdBMz/448Eyqgu6J96NQdd0BC0NlprtIhASs7ojXNeF43JkXI54xgVTVSRsD2NTCfzWBcsQ8DUWRKvt82x4hZGUErZtwzAMXHrppTh69GjJ/a+99hrWrFlT9rkbN27EK6+8UnLb3XffjXg8jnvvvRcjIyMVX9c0zZo7uwnpdpGgVRgMMlucn7J4VH6mfDdCPYE1HzgBwJynXzRPSglHCCz36yV9oyxXt3NcDu45YEwFyw1U6ZoKV7LsqiRFwVK/Dl8bc3rW9Ep33XUXrr32WoyMjCAej2Pfvn0YHR3FwYMHAQB33nknbrzxRlxxxRW48sorcfDgQTz++OMYHR0tHOPWW2/F8PAwdu/eDcuy8N73vrfkNfLN/5m3E7LQeVxAUxU4Hkc6w9FX5aqZfOOxmTVULmXF5vZc8oG/+N8C2WNlXA6rTDCNpV2YCsA58G7Kxcpc8Cw+VjqdgeO5iEajWDG0DLquwvYklvf54boexqMJDAT9GI8msKy/PS3PmoLn2bNnccstt+D06dOIRCLYvHkzDh48iA996EMAgOuvvx7f/OY3sXv3bvzJn/wJNmzYgP3792Pbtm2FY5w4caIjiUsJ6RYeF3C4gD8XJKSU2T6/XLAydbXqGhvQWNBMZxxYpj7rGPUEzmxZSv+tKAx2xoVm6bB0tXCuxcK+bE21z2/A8wQSKRv+XF9oXiQcQDyRgujrRzSdwQp/BEzJLgoQQmAoEkDK4fCkildOnIPrunj/2mV1nUPV59pon2e3oHmepJtxIQuDHcUBJJFx4dPVOZP5zqzNNZOdS/Oma+qsGqPMlduYo3lfjXIBs5yJeAbxtI3VS8OIJdMIB6YzxKfTNk6OvQvDF8DwQDg3kCbBBaCpDKl0Bn6fhWTaQcCXXe2Usl2E/LV37bV8nichZG7TyxmnR4kzLi8JJEFLnzcLOq+ifsN5+fma802BMnUVpqGVBM6M7WXTyCmsEDiLz6UW2Zphdc/rD5hY0ecHY9mB43zgnIwm8PTLr0BTGJaF/RC5ua5CAtwTyGQcBPw+JFMZuEIi43J4QkKBRDKZqbnM1aLgSUiTJRJp/PtrZ5DIOMjkEmfkG3jl+vwAzLnzYzVN6EqrbGqpscYTaZwen0TKtguJPIqPU0/llzGAF8XOuQLpeDwDVVHgeQKhotycb719AoP9A1A0FbquQVUYdF2DwgDDUJDK2JBSIhjwwacpMNTs5P/jk0n88mwUSXvuJaj1onyehDRJvnnqSWB5vx+qoiKQWwkzV7NVSgnP4UBRYPU8Aa3B5nKtmKJi+dI+MMbK1jLr6VvNJvLIPs/jArYnEJgxIh7PuAgYGpYETcTSLgaCpU3tDWvPh8/nw9hEdiGMLCQWyb4/A30heFxC17IJS4DsSqShoA99g3rNCwiqRcGTkCZKOR76Qj70hebOaj6zH7C4aS6lhKYpVfcVNiKf0ENTFQT9RiEwqS3oY9VUpfwSUgm8dS6FPpOhL+Ar6R8GptPgDQ6EICUK3RxSSriuB8PQoWvTj8+/Z8si86fcawQ12wmp08yxVsYYlCpX7RQHRcYYwgFj1n0zA2cqbSOZzJTk1wQwq5Y417a/M+/PprHjUNXyr9kOIZ8O280g44rsaiMA6YybK3PpBURRGDK5+xhjha1B8hhjJdmdWomCJyF1iFdYR20Z9WX4qSZoZTJpZOwMpqJThduklGAoDaBSlu9DTbsCk/E0HIcXAqihq/BZZsunD84M6C4XJbe9Z6gfS4IW3o1lkHY8+CwdnucVLhTF5bOsuZvhWhV5SpuBgichNTo7lcSbE0nYuaTDXEhkbG/W45w5BoGqVVzLHOjvQ39fGP25hSQAClmLVIUhnrSRSDtIZVwkM7O3vwiYGhRVhWlqhWDNuWjZNKhi+dfLB/VzSackeKqqAg7AUBkClg7HE1BVFXpRP3A1FxjP4xBCIOPO/jyajfo8CanSVMqBpauIpVI4ry9QGDlXFQbVzO8KOZ1fcr6UbdWYOY1prhqiz9Ry+TMZgtrs1UlCSEgpEUs7COfWf883TarZ8u/ZsnA2QbrLBbiQsHQVPkODL7dwoN65pdlN5xRYbViIQ8GTkCrpCoOlq1i3YmnFWpCiKEhnPPis9v+05mquSpmdaB/2GRCithpxxuHIOC7OTryLsN+C39ARCoUaaup7PJuU5Ew0hZGBIF55+xyWhUyE/WbViUTKaWefLTXbCZlDvi/xV2dihR/1zB+o7biFLSIYYyWBs9oJ4vWyneqapy6fTvSR3VKjPCllSX+pECKbbFlT4KYzYEIiGAzhbCydTebhlc/VWczzONIOzx1v+v1gjKEvl0Zuw7IwRHbH+Kq9NZEoNP1bsb5/PhQ8CZlD/ke5KuLLLmUEkEw7JQM0pqFDr1Dra3V/olNlcC5uBnMucGwsXvZxM4OPoijZfkdVxdo1q7B82SBUVcFAwIKU1TWvNU2FLzeQln8/8lOWLEPDWCwNRVWwvM9XaLaX88NXTiGe23Pp3h8dRdBUK85MaAcKnoTMIf8jD/p0+E0NXEj4TL2qeZD5WpbjiZbVQEPzjDyXo6oKzl9afsM0ket/nMnSVfh80xs5mvrsRMVzKVdDzbgcCdtFxuVVbSEyHrPxW1/5MZ47Po6dl6zEkuDcc2lbjYInIfPgQiLtZLfYrSV5cP5xqsKQrLJ53Szz5fupdA6tqinr6uzj2q5ANO2iz2dgLJae9xhhv4HfGI7gwuURnDcYakUxa0IDRmRR8TwPk4kk+kOhmjZMm6s5OR9VYXXVEBtRqRnbjlVL5eRfU0qJY+NJrBsKIuLXISHhNzWEZ+QudT2OlCsQtjRkHA6fqeH3LhnG5Wv7EWjze1kJ1TzJopHJOHj212cQ8geQydUki/FcbkhguuZ2LpYqTOhuZtM7f/xqBlxqPe5cZW134My4vOR9Zoxh3dB0l4GuMiTLzJHVNRURn56dXiUEkhkX55IOzkylW7J0tB4UPMmi4HoclmVg24ZhGJqCgKXPSoChKgycS0xEU0jbHK4n4LNMWHp2Lx1XNCfQFdf+qus7re5188fNT5zPz+ss5rgc56Llm8it6Jc1NQVeheNKKREw9UIy5OLb33w3O6CVyrhI2h7eGI/Dp6vYvLq2jSJbiYInWRTyo+HZwKKAsWwyXcyYbqPrKvqCJvyWBk1l0FUGL7dR2lzb9OZV2ma3WMm6dsjCtrrxTPnUafPNp5Qyu/d5/rj5oJnvvxRCgudqzwwCrpcp2yfaiv5OxljFlHqex2Hncm/OfM5Ivx9CCLx64gwyroOBoAl/G/cnqgYFT7KgzVVrY4xBVZWS6TbJlFNYIZTfGqOW1HC1bF+RDXBKofapKayq4DvTVNJGLGUXHZOVTOFRlOx5MsZw5M2TCAf8TW2+SylnJSuphq5r0JTywTV/gXvfe1bh1GQCOprbvdEM3RXKCWmyalbBCCGRyHgI+3WYdSb2qJWUEqlUBoGArxDI6h2U6g9mpxAVZ1+v5L1rz2t6DTN7EarvmJyLsktEGWPgXOCXJycxFA5isL/zo+szUc2TLDqexzEVT+NcLAWe2x8o5MsGrnZl5AEA0zLhNjGBhaIohQGjyo/pjsGWvExuCpdbJo2clBJ9fgNrBrtzTzIKnmTRSaTSGI/FEQlYheyb+dqf44l550g2It+NwFg2E1Kzg7WUnVltU4v8wJQQEgGfAbvMJHnb4zg+nsT5Q+G2Jy+pVneWipAWye/CqLH8WvTS+w1NaVrwsYvWiMvcpmXFfYP5kfFmqqdm2czabzXyZVQUBtv2kE5nkMlk4LgcqYwD1/VgairCvu4OT9TnSXpexuUVN1YrJoREPJ3ByLKl8FtWxRoNFxIKa7wGpxUFMsaytcxWJgqpdovimRPldb39YSD7PkhMplJIp9JIC+A3zlsB2/UgcjuBhrpsdH2m7i4dIUVs24OZW1/OMF2DmRk4hRAQAiWj5IlEBoahIOjzwz9jXuHMQQuGbLDLD8DUG0zLBefi4JZPRNys2me1tc52NOtd15szKGfLyhD2++DTNXgSOH76XaS4CgiBC4f7EChaS9+NurteTBa1bBCcztY+kZuOU7y+PJ5xMVW0JUY64+S2mRAlE+ADARNgSkngzNcCVVUpSW02HYSqn8heD9fjOPluHFNJu+qJ8L1C01Q4LofjzN6uRIhsF8a5hA1dUyGkgO14iKcFwoYCn6WBse4PTd1fQrJoFAcQL5dhPD/1hkFiMGjmdkzM9o1JKeE3NEBOLwH0WQYsSy/s712c59GYURNSZjSri/9b6f5azTX4ZBoaNE2F7bhdP8hTK8YY0mkb52KpWfcpuYvfQNCEyhh0hcHxHAyEDRx/NwFNUeD1wMWEmu2kaxQHkJmjr4qiQFEUTMZSSGUyYAqDoUfgcQlD0+dIhAEkbLftiTny5gqKjDEs7/PD42LBBU8ACAaswj7qQHaKmKapcD0BXVMKuQT8Ph9ENIl3pxK4aFUfzsZdrGnjlLF6Uc2TdETa9gp7hudVM0OIex7OxGI4F4vDdj1Yhjrnsj2lAxmNasEYg66pLZ0eVa9Gy6SqCqyi4JmflpXMOOBcIJl2YDseHMdF2snAZQpePxtHoM79i9qtN0pJFhyfqUHXlJJ5jtUMePgtE+NnxjA1OQFtAdXWqg1U+cdxLmDbbsv7Sjlv7h7ojuMiEjChKAyOa0NRFUxlHAQsH06Ox3Hs5Dv4xZvvNvU1W4Wa7aTr2R6HlNl146qq4oOX/SYc1ylpEva6ajdTyzfvFYXBMLSWNvezyy6b13zOTpHKHncqnkbAtKCqDHbGgWAMQyEVRjCIuMuRStvw+8ymvXYrUPAkXa84m5FQspmPdL2zWzA0mxCipknz3dpHmu/PLDfnlDEGXdfheQKRoIVY0kEykYLNJVKewJplyyCcDFYoEmfPTeL84eUdOovqULOd9JROTOhuh3wWoV6n5/orlaKZDnlCSMSSNrTcKq5I0MTyJWGcPxSBpQgkM2kohoGg5YfDgaPH3+rEKVRtYX4TCWmiTm1d0cs8LsrMmGAIzdhuQ0rAE0DYZ2IiZUNKiZUrlyLlCiiqr+pVU51ANU/SE4rXibcbY2zWdhnzZS+qB+ccntfedeatUhw4XZfDcaf3tS+Wn3+rKioCpoGAz49UyoHCgPGpONL27En23YJqnqQnmFWsXW+lmfuTt6Im2szBmW6iz/PZeTw7/7Nf1xHyaUjZLmKOB79lgjEVnPOufG8oeBJSI2rGNy5bc89mteKc5xI6K9B1FaqqIhIM4N14BoJzqFZ3jrpTs52QGlHgrF3xfFQ7t9+SRHYQKRTwQVFU6LoKLiS4ZIjFkhgImtA11vS5ps1CwZOQOaSd7vzh9prieaz5qWcKA7xcv7GiMKRtD54QcGwXoZAPCgNM0+jKJjtAzXZC5qTVuTdPu3ViVLre7oviZC1m0a6mvtwyWzPYncFyJqp5krq4XLQ0sW+3qGU3zE7qxHSeRjJN5ZvijicKWy8LIZHOOLCd6Yz79ezK2S698c0gXUdXFWRcjoS9MKbW9JJym6W160KW3xO+EdkMWSo8LrIj7bkLlBASE2kXmjqdr7Vb9y8CqNlOGjBXNiPSOnqZdG35YNPqmQDNqOFmMi40XYWUgL8k65KC5SEfXC5gqd3/3eresE4ImVe+WZuftJ8PnI3WDoUQc45y11vTtT0Ow1BzNc7ZgVjTFFh17l/fbhQ8Celh+WatlNkcqcWDMfVKpl2cS2bmPEa9NVCNAYlECrxM10OvoeBJSBfinBcGUqqhKAx+azqjfiPLPBUAmqJWnSavEsdxS/6dDewMhqFDVVu7k2g79Eb9mJBFpvG5jfUHPldw6A1uwCaEQCZjQ0CBwgBDV7M7kkoBTVNzQZ6CJyFdTwgBLqZTpi00jiegq9P5QLUGzjMcaHzLX0VREA4HS3YlBbKDXY7jQFWzyzC7dd16NRbmN4k0zWTCRsbp/elIjLG6JrzzHmhaSilhaN2ZDzSfkao00fN0OXs1cAI1Bs/7778fmzdvRjgcRjgcxtatW/Hkk0+WPObIkSO47rrrEIlEEAqFcPnll+PEiRMVj/n9738fW7ZsQV9fHwKBAC655BI8/PDD9Z0NaSqPC6hK6UTxaMrtys3K5lNLlvZirdqzvZmaFTSjKbep83bz69n1oouWx0Whz7PX1dRsX7VqFfbs2YN169YBAL797W9j586dePHFF3HRRRfh2LFj2LZtG3bt2oW//Mu/RCQSwZEjR2BZlZsBAwMD+Iu/+Ats3LgRhmHgn//5n/HJT34SQ0ND2LFjR2NnRxpyZioNXWcI+6ez2kT83bVv0Fgsg6Fw481M0rzPNj9lynU5NC37/6mMA79l9MTFqFpMNliNGBgYwN69e7Fr1y7cdNNN0HW94Zrj+9//fnzkIx/Bl7/85aqfE4vFEIlEEI1GEQ6HG3p9AjgehyckdFXp6iWKjidm5dokneV5HJxzmKaBjOOBSQmmKDA6nJO1WtXGkrq/dZxz7Nu3D8lkElu3boUQAk888QTWr1+PHTt2YGhoCJdddhkOHDhQ9TGllPiXf/kXHD16FFdcccWcj7VtG7FYrOSPNEfa9jARzyDj8K4OnMDsJMWLmRCio10qHhdI2B40TYVpGnAcD15ul9N84HS7eK16zWSNfv7zn8tAICBVVZWRSEQ+8cQTUkopT58+LQFIv98vv/a1r8kXX3xR7t69WzLG5Ojo6JzHnJqakoFAQGqaJk3TlA8++OC85bjnnnsksnMdSv6i0Witp0RmiKUycjya7HQxqsK56HQRFhXX41JKKeNpR0op5VQiXfj/PCGmPxPH8aTXY59RNBqtKpbU3Gx3HAcnTpzA1NQU9u/fj29961s4fPgw+vr6MDw8jJtvvhmPPPJI4fHXXXcdAoEAHn300YrHFELg+PHjSCQS+Jd/+Rd8+ctfxoEDB/A7v/M7FZ9j2zZs2y78OxaLYWRkhJrtDXK5wDuTCURTDjavXtrp4pAukq/Zqqpa2OBtKp6GaRqQgsNvZTd3k7k+z4zLYfVIU71Ytc32mud5GoZRGDDasmULnn/+edx777247777oGkaNm3aVPL4Cy+8EE8//fScx1QUpXDMSy65BEeOHMHu3bvnDJ6macI0uzM9fy87PZmEwlSsHggikXERtLprgAjI/jiFkMi4HH5TmzXaLIQEY5TxvdkYY1CU7J7s8UQG/RE/IkELjDF4nJUsDeWcQwEwFk0hYmkwTWPug/eghjuMpJSwbRuGYeDSSy/F0aNHS+5/7bXXsGbNmrqOSdpDSolnf30G4/EMQroCLjnG4hmMJ7rvMxBCwHWz2zhUmtuoKPVNS5pLjQ20BSn/nioKQ3/EDyC7ph7I7pYZTdhIJtN4/eQ4lNwAUdwWEAv0vaup5nnXXXfh2muvxcjICOLxOPbt24fR0VEcPHgQAHDnnXfixhtvxBVXXIErr7wSBw8exOOPP47R0dHCMW699VYMDw9j9+7dAIDdu3djy5YtWLt2LRzHwQ9+8AN85zvfwf3339+8syRzmkiksdRv4uT4FJaGg1izJNSVtTbb8RBPJBHwWdB1FRlPgEu0pWnYje9Hp9m2C03PhhDPE5DIztJY0T/9/Vk94F9Yg0RFagqeZ8+exS233ILTp08jEolg8+bNOHjwID70oQ8BAK6//np885vfxO7du/Enf/In2LBhA/bv349t27YVjnHixImShAPJZBJ33HEHTp48CZ/Ph40bN+K73/0ubrzxxiadIpmPpesImTb8uo5l/f6uDBRCSJybOodIMAxdzzbVLV0F95r7w5RNyEq00OX7NBNpGzJtYyAcAJcSGgR8QR80Tcs27dMOfKa+YPO+NjzPs1vQPM/6vXF6ApPRc3jP8AqEQsGan9+OgMM5h+t6OBdPYrA/UjYh8GImZXu2Q86/zsw9k7Lr1bVsX6fCClsLG0b39ZnPp2UDRmThSNoujp2N46JVA1jRH4RlmUg5Hvw1JqNtx49WURSoqoKBUGBBBc5mbdzWrpoyY2xW/68Q2bXrjmPD5/MBANJpF6lMEgN6pK3layeaYbyIBUwd5w8GoCoMXu6rUGvgzGt1A4YxBk3TYFntn2HhuK1L3NuJjdsa4fF8ko/sZ57MuMi4ArquA8jXOCU8wdEfCdedU6AXUPBc5BIZDtfjCDShX6odAbQTpBQ4OT457/nlA0fxvxcSLiQ0VYGbC6BCSOgqg9/UspmdDCM3bUngXMrBibPnCslBFiJqti9yK/r9TTtWtcHNdV14Hodpmm2teXEha0pMkW9Sq4qCFQPhXPCY+/nZoCKgKEqhibtQal75905BdqTd5QLBXNIYxhhUlcHzstPIBgM6fL7unLXRLFTzXCRStoefn5jCu7FU3ceYqybFGINX5ci3ruvw+ay6AmcjtbnaM/pkXyuf+Tz/2sm0W/bR0/Mgp7fSXUjBI79thssFwFBYUVQskXGRdDzour6gzr0cCp6LxIlzCYQshr4GsoTP/DHMDGSNZC+fj5QSvI3BSEpZCIJcZP8/P1Dlt7TCY+Yy18WhF5v0isJg2x4UxmBWGEU3DQ2a8KDrC79RS8FzARNCYCqRQcr2sCRgYkXYQo+NT5RYe9cP5twOt5J6AlVxkJ5ZY83fl2+iu66HRDIz63XKbcLW6/NIuZRw3ex55ackFfMZGiRYTZvX9SoKngvYRNLGmakUJhIZAAyKojW8I2KxdgYAxhje3PORujKQ11LOagJtofnqZeeennl3EpPJFGLxeGGAJJGy8dIb43BnbLFbz3vWjkGXai8wmsJg5GqVQkhkMs6sxwQDPmhdnsqwGRZ+3XqRSKZt+EwD8bQNjUmcnEwj6DcQ8WnwW9lVHlMpF4NG++ZIZidM17e3jud5kJJBL7P0knMOKSU0bf6vbzU1vXyGoGoHd/LNcV1TwRkw2B+GwyU0Nt3UD/gMvGflQNk5qdW8TvFjmnnBq6Sa806ns7k58+evKAw+3+JNzkPBs8flp8cEcl9iz/UgVRXrlvdBnXH1Hwy3JnDma0Yzf+TZvblFXcFTUdSKfYa11D6ree18LamuPY5yu0CaMwIiYwyRQPnAUs3rlFvFkx/Fbxeem5KUb56rqlIoT8rxAI/D7y89R8dxe3JVUT0Wft16gcunCctb0hdEX8g3K3ACQDxTfpS4UZV+0J7H6/6x99rk8bkCoizqJxQVduO0y2y8xlhpk72ZgdPz+LzdAdkavoDneUjbLljuM/E8Ab+hwSoz2r5YAidAwbPnVfoxziSlRKiFuTnL/bC1BbSMshGMscLo88yLQn5gRdfL/xRbVdPUNHXeY+t6to9cURToqlroghjLpSrMn4vjcUwkbMRTDmLJ7ktj2CoUPHtcIj27w76cXhvdTaftqkfWZw52cC6qvqhUc+xm791efF4MQDKZQfFe5oX7iuaWtnuljhAStu2AMYZoLAEh8jVngaHgdI0zGktAVxUcfzeB8UQGhtp7U7DqRcGzx7geLwkW4Qr9asV6cU6hZRlVB/yZj1NVBZxz8CZMl2GMNX27XFVVC5+JqirgYBUTBucDqOu2N3gqCitkf/dZFlQ1P7cVSNgupJTI2A5CQT9c18O6wSBUhc25zfhCQ8Gzx+iaWpLhvZoaVq/VOoHZfbnVyG/PcWZ8EmnbBudeSQDtpotI/jNxPI5wwJxzag9jDGYHcmLm57F6yCYC4VxAVRVE/GY24UfucZ4n4NdUrF5SezrDXkbBs4fYjgsuJIZC01f3Tg2sVNOkbndTkzEG23ZwZuJdvP7mm3h7/ByiiUzJ/d3GaGG/cK0Xi3PxdOFzFUIW5qgGLT234mp6cQAAmKaR3W7DUDEeSyKeqH/pby+i4NlDDF2b1YScKAoO7VTdfMj2f718PhNOKoXX3joBnUkErNbV2DgXXb2SptqLhZcLkgMhX+EzUxQGXVMhBDARTUDTSjfa45wXnscUFQoAv9/X3BPochQ8e0i5H8OSoJWdc9dmnQiMefPVqLZc8hu48dodWDk01JJdG8fenSx0EfTyShrOOdLpTMnA1KzvGAPidnZQUkqJ09E00o4HxhQADJNJG6rCsHIwgmjKgdvkbVG6We9+8qRgrgTGdgsT+bZDuab/fDWq/PSaclOl6hmFL+435ZwjYady04/UrupHrZWqqvD5LKhq5VVgmqpgeCCbDd71srXNM+fOQQgOxiT6cwOWY7EkzsRSSLRoLnE3ouC5wOk9UDOaq2+02TXccsks5lO84EBVVZy/cmXh3+W2pcjrpjXpAAoT9WuVn99p6BpGlgQxvGQgl79z+uJkKioMRcNbE9GSfuaFrPt/WaRuxZ38rSKEbLj21e6BnEZfb+bzKx2vW9ak52laYzXl/HPPxmzYznSLxvEEJpNp+C2Gfp8Bv7k4FkdQ8FyApJR4+ehr+I9fHEEimap7wnilbSWKbysOzvX+MLtxFHwhamQ/Ic554bkjSwLw+6b7kg1NwXnL+gGmYngglOsPXfgWx1kuIp7nwfM8PP3s6/jVm2/AZ9W/1UW5H1u5jED15qjs5f7CxaZcMhbb9sCFxHgsAyEk/vOtKXgeL5tXYSGirEoLjKZpEELgUzddDcs0wHPN6vkCW6UtcIsD41zN03r26lnsNc5272/U7NdTFAbOBYKGin/55Wl8aNMQrEWQQT5v8ZzpIiIlCjsZVlsJmKt2Wu0Prt0p03pduy8eUmYzNTWCCwkGiVNnJ2BpDGmmAYLhN89bsqgCJ0DBc0EqbjY1c3DE87yKCYgX8v7cC0U13Tfz1U6zizQYlvRFMJXxoEmBZf2+ujL89zqqJpCqCCGqytxOels+CfNcziUzSNguAqYGTWGIJqvL7LXQ0K+BVI1zvihrGAvBzFbDXDXM+WqoA8U7sPqbv4KrV1DNk5Rlu7ywV5CUMpdRJxs4a538TaPqrSWlLLtTZ7F6Wg30uc2Ngicpy9AUuK4L1/XAGCtMsK5nUIj6Qtuh9DMpNz+3+N9zfSb5ZvvMi6TjCQqoRSh4khLZfchduK4LRVELiYXzG7lVGzgdr7fX1PeS7MWt9HMpDnyVVkRVCoT52x23NFgamtK0DP0LAQVPUpCvkXgeh6ZpMAy9sDtkrbVHj9OPrJNUVZ13LXu5zzTbssje7iuz59VimQBfDXonSEH+x2RZs7f2mK/Gme13m65taqrS9mTIpJRe17zLbELpcqvGhOju/KXtRsGTQAiJ8ck4XNfF2+dSs5rn1fRzFfeLAtkmHk2Y7z2e58FxPXhCwp2RzlBKQFKzvYCmKi1yKdvBL197HSfjKQR1Df+/39hUuC/fjKcBn4VDCFFYaaQoCtLpNHy+6QzwhqFP770+Y1aalICu01S1PAqeXWKuEdBWroH2mwbOX7UaKz0PK5b2lbxOPa9JgbZ7ZVMUTnenZAd/Zuwjn+t6KZdIWlXpsy1G7aouMVfTuNUBaUl/CGfGx/DWqbF55wuS3uR5Hs5NRgsBVFGU7Dp3ppR89zRNrTgoRBfGUlTz7BKd6B/M12illLhk43uoid7FGml9ZKefCURTSZimiWDAB9f1kHYcqIoKzkWhv5o+/+pR8FzE8uuY81tT0A+nezX62Ugp4XGBo2ffRVDXEdAUuFCwbCBSaKJzLqEokgb6qkTv0iKXn9PXrh/MO5PJtrzOQlHrip5yj3c9AU8KhINh/OYFI3C4h1AgiOElffCb03M5tdwMieygEo2qz4dqngRA+xLzrujzt/w1FlItutEE00JI6JoK09AQDvggpcR7lg8CAIwKu67OnKaW79pZKO9ps1DNkwBo32BAO15nMf3IKy1EECLbTM9OSZp+P8bjaei6XnYhRDmMMbiuu6je02pR8FygaHXP4lAuqCXSNhSFQZuxH3sy5WAo7C+bTT6b9GX2TqiZTIa+SxVQ8FygqNN/4cs3pYUQsHPzM4WQCPrMsn2WgVzuzXKLhLKryqZnW0gpkclkMJlIwzSrq6UuNvQLI13h3VhmzvtpTfVsxX2RZmGq0fR9lWjzJPfIZ9BKOxzgizNLfDUoePawVo6Iem1OKbckNHftZr4f/GLmeV42YbVofFCnEDgzNs6MjWFo6dImlXLhodF2Ula55XmtRAMS9dP17HQjrQnLJ/PdPQpj0E2Ltl2ZQ02X8/vvvx+bN29GOBxGOBzG1q1b8eSTT5Y85siRI7juuusQiUQQCoVw+eWX48SJExWP+cADD+ADH/gA+vv70d/fj6uvvho/+9nP6jubRaC4ttmtAYfmCLZPK74DHheIxWKQnt30Yy8kNQXPVatWYc+ePXjhhRfwwgsv4KqrrsLOnTvx6quvAgCOHTuGbdu2YePGjRgdHcXLL7+ML3zhC7Asq+IxR0dHcfPNN+Opp57Cs88+i9WrV+PDH/4wTp061diZLVDdGjCL9UIZO6UXLixCCJxMAaoZbHv3TS9hssFPc2BgAHv37sWuXbtw0003Qdd1PPzww3Ufj3OO/v5+/O3f/i1uvfXWqp8Xi8UQiUQQjUYRDofrfv1ek92cjXfdtsCux6G3uem/UOSXzHYK57wwGOW4HD5rce2QWW0sqbsXnnOOffv2IZlMYuvWrRBC4IknnsD69euxY8cODA0N4bLLLsOBAwdqOm4qlYLruhgYGJjzcbZtIxaLlfwtRoyxruyXosCJws6jtSoOnJ3YMyifDFtV1Y4G8W5Xc/B85ZVXEAwGYZombr/9djz22GPYtGkTxsbGkEgksGfPHlxzzTU4dOgQrr/+etxwww04fPhw1cf/8z//cwwPD+Pqq6+e83G7d+9GJBIp/I2MjNR6KgsGNZO7UzOyVJUG0vZM11KU6TR1pjF7HyOSVXOz3XEcnDhxAlNTU9i/fz++9a1v4fDhw+jr68Pw8DBuvvlmPPLII4XHX3fddQgEAnj00UfnPfb//J//E3v27MHo6Cg2b94852Nt24ZtT3dox2IxjIyMLLpmez063SwkpJtV22yvuaPMMAysW7cOALBlyxY8//zzuPfee3HfffdB0zRs2rSp5PEXXnghnn766XmP+7/+1//CV77yFfz4xz+eN3ACgGmatPKhThQ4SSWUAKR6Dc88llLCtm0YhoFLL70UR48eLbn/tddew5o1a+Y8xt69e/HlL38ZBw8exJYtWxotEulCvTDK3CrNbm4LkR3IaQUKnNWrqeZ511134dprr8XIyAji8Tj27duH0dFRHDx4EABw55134sYbb8QVV1yBK6+8EgcPHsTjjz+O0dHRwjFuvfVWDA8PY/fu3QCyTfUvfOELeOSRR3DeeefhzJkzAIBgMIhgMNik0+y8fI7EZgzuUO2g8/Ircar5HJqdZ0BRGAyFBuQ6TtbgU5/6lFyzZo00DEMODg7KD37wg/LQoUMlj3nwwQflunXrpGVZ8uKLL5YHDhwouX/79u3ytttuK/x7zZo1EsCsv3vuuaeWosloNCoByGg0WtPz2oVz3ukikBYQQkghRM3Pq/f7UM9rkdpUG0sanufZLbp5nqcQ2YQN8yWVneu+bkADTd3FdTnStotwsPIilEpkhSTHMje9ajFn5WrZgBGpXX6PoErBsVe+sBQ4W4sLCbWG91jX1Zk7B1fkcgEuJCxdhRACQghomlb4PnLOwbmAlIIGYqtEwbNNKtUoOedQVbWra5ykeq7Ls0GtDtUEzpkX4HKLEcpdpHVVQb5Y+a2HS15bVbtysUU36+6qzgInmzSARLpHvYGzWvmm9nyPIa1HwbOD6EtOqiV7IJvWYkPBk5AulnE8AJg1qHNqMtWpIpEcCp6EdCnOOfQyGfQZY4jb3qJeeNANKHiSWdqdyYeCQHmKoiCTscE5n7WH08blYTDG4Hmlt9NOl+1DwZPM0u4pSdSHVx5jDJKp2fm1rPxFRtOyP2EpJZIZ2l+9nSh4dgk5R+5HqpktXobGIHP5NecaaRdCwG9qtMtoG9E8zy5RafJ8O2oSMpeNXlEUCCEK06faXYvp9hVW7ZSf/2uUyadZ7n3Kf2a1TLInjaGaZxUarfnln1+udjnXsfM/kFYGlHyZNE0rZA/vVBCjwDmt0vzfcslIimub9B62DwXPKjT6hZwrCHaySX7y1DuYiiUKq008zytswUBab67Pfq5unJkSqQxi8SQmphLgnDZsaxf6lbTZzADayUB1amISvqJ1zPlN5JK216kiLSpzxcZq0t3lg6vP0BHw+7CkL9h1GwEuZBQ8y+jEplvtJqXE5vXrYZXZGTFg0g+w1bKJYOZfapmvgZZ7XDyRhutymKYOtcx8UNJa9I6XMddUHc75ghj9ZozBZ3X35l7dMmdRiPp2wZxLvlbpOO68j6tUC/X7rJavpSeVUfCsUbMzINXSt9Ws1+sV3dL3qiiN74JZiWlma/71fC75OZ6kM+jdb5FqfwzN2J6W9L78d6CXLm6LHQXPFqkmIOb3NWqnXgzUbos2O+sGM7smevHzWawoeHaQ67qLYnCqEfF4CkLIXJbz1r9XqUx7Zxp0S9cEqR19ck1S7Q/btm3E4wn84pdHICVolLQCISQytgPb8zAxdQ5CtKf26bdaP9Ng5gVTStk1g2OkejQnpUmqaW5lMjbOTJwDXA/vWbsWuk5vfyWKwmDoOpb06WAsXFhCuhDmMc6czUH93r2p97+JDWjn2nHGGCzLxHnDK1r+eguBEKKkSbuYVj7lp0ZRq6S7Lerg2erAmQ+aVKuoXblA2SvBs9GLcrZmSt+Zbtcb38Y2yfdFNWtggoLm4tPMvkuattTdKHgWyfdFUdBrv4UyYJLPu9kM9D3sbhQ8u9Tiq3Uw8EWYyHe+i4ZNexV1rUXd59nNFlutY7H2883VjyulhElJWroW1TxbrN1r10nvmjn/c7FdQHsNXdZajH4ApFrt3niPNIZqng2gGiVpFVp11P0oeKL+IEi1yt7UDRe9+fayWkyLAnoVfTqoLQh6Hl8wCZE7RUoJ1+Ml2ZIW2/tZnIJOCAGXL67zXwgoeNZgbGwcR359HOcmpzpdlJ7muBxCoCQLejtr8d3WYuBcQmUUPHsNBU9UnmtXXBuKxxN45Y03oKoMqqZ13Q+wl5iGBtOg7SOAbCDXdRWuN/0dXGy18F5Fo+2oPNeuuGllWRY+eNlvtbNYZJHI5ivlkFKDlABjAOeCEoN0Ofp0qqTrGtUISEtIKaHrOqQEHnvpJP70O8/g1FS608Ui86CaZxmu6xWCZTdnRcp3N9CobG/KL6BIpWwoqgpDV/HeFSH06+fB9hbu1iMLBQXPMooDZ7GZ/25XPtBKFEWh2nAPK2w/zDmYBAIAhvsDWBXxI+A3Ols4Mi+qslRQTVDshhppN5SB1C8WT+ON8XchpYAQAqrCoNKWwj2Bap6EdFA45MNmaxVSjgvP49AYA10PewNd4gjpIMYYDEND0DIQTbmQEgtin6bFgIInIUU6tZ7c4RKhgAHD0HLloL7sbkfBk/SMdgyOdWrmgs9QYekaUrYLANR07wEUPBcYKSWSySTeeec0PM/rdHGaaqEMjhVfBDIuL8mgdDaWwamJ2II514WMgucCwxjDmfF3kXEd+gF2qeLPxdLVQgYlISSmEmn4dL2DpSPVop7pBcZ1XSwfXApN0yl4dgnOBaSU0LTy6/mFEHAcDsvS8b7zhyiPZ4+gmmeVeuYLzRRomgFdp+Ql3UJVlULgdBwXGae0O0VRFFiWjslYCqmMh9NRWprZC2oKnvfffz82b96McDiMcDiMrVu34sknnyx5zJEjR3DdddchEokgFArh8ssvx4kTJyoe89VXX8XHPvYxnHfeeWCM4etf/3pdJ9JqvRCIpJTQNTWX6q17l5UuRlJKeJ6AYeiwjNkNPs4F/KYOTVMwGLSQdhZWf/VCVFPwXLVqFfbs2YMXXngBL7zwAq666irs3LkTr776KgDg2LFj2LZtGzZu3IjR0VG8/PLL+MIXvgDLsioeM5VK4YILLsCePXuwfPnyxs6mhbotEJXbpjdfRkVRaD+cMjrVekimHExMJaBVWDmUX+abyWQA4UHXFCTTGXiLcCvmXsJkg/M/BgYGsHfvXuzatQs33XQTdF3Hww8/XNexzjvvPHzmM5/BZz7zmZqfG4vFEIlEEI1GEQ6H63r9biNENnEEpSZrHiklHJfDLFP7m+s57bp4ui6HywWYlHAkQ9g33f0ihARj3XchX2iqjSV1/yo559i3bx+SySS2bt0KIQSeeOIJrF+/Hjt27MDQ0BAuu+wyHDhwoN6XmJNt24jFYiV/C42itGapnm174HxxZu0RQmIykappzmi5hDCtousq/JYO09QQ8ZcO+rlCVAyclCCm/WoOnq+88gqCwSBM08Ttt9+Oxx57DJs2bcLY2BgSiQT27NmDa665BocOHcL111+PG264AYcPH256wXfv3o1IJFL4GxkZafprdEo+VZnneS2ZtK2qDOMT5wr/7pnBsCZQVQXLB8JV195mdo9wLpC0vbLdJkBpEGskoM383KWU0Of4LlBttP1qbrY7joMTJ05gamoK+/fvx7e+9S0cPnwYfX19GB4exs0334xHHnmk8PjrrrsOgUAAjz766LzHrqXZbts2bNsu/DsWi2FkZKQrmu3NaOYJIcBFdgCIdAchJBLJNDRVgz+XMq6Rz7re5+Z/shQwW6PaZnvN8zwNw8C6desAAFu2bMHzzz+Pe++9F/fddx80TcOmTZtKHn/hhRfi6aefrvVl5mWaJkzTbPpxm6HRL3V+CwbKcdxdGAOCAR/GJ6agKNm8r7btwu/Pfg9Frlnd6qA2FU9CVxUEA/6Wvg6ZW8M/TyklbNuGYRi49NJLcfTo0ZL7X3vtNaxZs6bRl1lUZg4QnZ5KdagkZCZFYRhcEoGqqch4ohA4pZTgvHKfZDn1BFnH8aCrDMlEHN+4/wnYtlPzMUhz1FTzvOuuu3DttddiZGQE8Xgc+/btw+joKA4ePAgAuPPOO3HjjTfiiiuuwJVXXomDBw/i8ccfx+joaOEYt956K4aHh7F7924A2W6AX/7yl4X/P3XqFF566SUEg8FCDXexW9FHNYxuMB3sGHRNga6V3tfKWRGpjIOxc1GsXr4U8bREKp3Gxz52KUyTMs53jKzBpz71KblmzRppGIYcHByUH/zgB+WhQ4dKHvPggw/KdevWScuy5MUXXywPHDhQcv/27dvlbbfdVvj3G2+8IQHM+tu+fXstRZPRaFQCkNFotKbnkdk8LqQQotPF6Gqux2Uq47Tt9cbOxeTbp8fk2FRcSillNBajz6hFqo0lDc/z7BYLcZ7nXGSH909a7Nr5/kcTaaRtBz5Dg4CC/pAP6XQalmXRd6AFWj7Pk5DFSkoJx+GIxdvTFx2wDCxfEgFTNfSHfAAA06TA2WkUPNugFfMo6YfTfpxnc2+mMy50XYFpaG2ZnJ5PKhL2T88uYWxxzc/tRpSSrg06lZ2cmvbNxblAImVDYQyKYsA0jcL0pHajz7XzKHguYPQDq6yeC4th6OCcQ9d1eFxgbGISK4eWAMjWApt5kbRtB67rIpHOIODzQVEYdE2H57nQDQO6ptLn22EUPFtE5rZWUFVaIdSNEokkQqFg1Y/PJ+VIZhxYkkEyhldOjIEzFbqmwK+pCIcCDZcrH9QNQ4dh6AgE/HBcDsYAhTH4fNTX2S2oz7NFsl/wub/kk0mHEjp0SC2BE8hOjpdSQtN1WIaKN8fj0H1B/OKNMRx/+yw49zAxcQ62bSOZzmB8MoZoIg3X43AcB0dPjSOVmh5gyq+NL+63FELA8wQymQwYY3Cc7AT4F05M4tvPvgmNaptdhaYqdaFmNwFJ80QTacSSKXCmQWXA0pAFVVXBAExEk+gL+mEY6qxlmp7nwXUFJqNxjE1NIcMZ+vtDWBb0I+Az4XkefL7SvLecc6iqirTjwVdDCj3SmJatbSfVqzcILubA6XkeNE3r2sEuXVMxPDhQNtn08qWRis/TNA2aBgABTCanYOoKkikHx+NxDC9dgrDfN+uc810+FDi70+L9lbZBNUFQ5tLPVWOBNBLmlA8e7T7Xal/PbxkNZen3+SysGlqBDBcwmAvL1BEwDajq4vh8FxIKnh3GGKv6R9POpLydIKXMNlMzbltfVwgB1628Z1Cz3+dIyI8l4TCSGQ+RUAgnx84iZfOKOUJJd6L2QJeQUsLzOBSFVT1C343N2kbkz8cyNbguh2G0/trOhczN2yx9Lz0ukLJdBEy9JQk/RpYtgZQK/LoOz7QQDli071SPoZpnB8ncfjoZ28HJ02fwq9dfhxBy0a8cyU7Vac91Xc0FLNu2S2qYmqog7DdblimJMYYlYR+k50AIjoy7OLdF6WVU8+wwQ8/OE/zPl36BVNrBxve8Z8HVKLtZNGlDSEB6HBoXMNucuZ8LiWQyBTuVhKEGW57ajjQPBc8OygdJx/GwemQFNq5bC1VVSoJnt4469zrb4RiLJvHGZBxLfCrCCkdfONTWMgQDPgQDPhimAZHr74zHE+jry06PEUIU+oFJ96FLXItUu+d2fhfLzZs2wTStWSP0lQKn52UHOJw5BjqaoZbZAL3ENFSkXAlDYVBUFcuGlnesz1FXVQT8PmiaikhkOoDbtrOop611O6p5tohWZdNLVVVIOXvrjbl4PDvZWlcZIpHKcwubUWut9HzOsytnVE2Hoffm18hnMCwNDaDPb3S0qez3+wr/X/x+G4aRGzjrzfd3oaPLWheQsrbpMFJKvPPOKUg594h7K5v7yWQKP/nZi1AUpSdqpqcnE/C4wLlYCik7OxVq9dIwloSsru1jVFWFAmcXo0+mC2iaUlOg0zUVF//Ge1tYovkpCsO6NcNV17A7IZZ2EEtmEPabOBvNwK8xBEwdeo/WlEl3oW9RF+i1ASEpJTRNxwVrVne6KHMKmjoU7uHXZybRHzRgmQZMQ+90scgC0b3Vhh5WqRl7fCze0tfNDz61GmMMpml0XdCf+b67LseJyRTgpbBqSYQCJ2kqCp4tUCmoXDDU2qkw7ZzS0g2BU4jSYFm8vJELib97+jh++Oo7uOj81TTdhzQdBc826IUBlV6kKAyc80IQ1YomuP/9Cydw5FQUV1y4ivo4SUvQt6oNaNL7bM14H+KJFPw+E1IKCMEgwaAwwBMSv/veFbj+fcMwKXCSFqFvVptR4Mxq5H0QQiJlu1BVBWPnovAZGizTBGMKTFOHrjLofqOJpSVkNgqeLcK56Nr5g52WTxLNhSwk5qjueRKKwvD2RBIrB/xQGeAJhqBPp5U4pO3oG9ciFDgrKyQ8rjF7VDSVgRASugpkbBsAEA6YFDhJR1DNs0Wob7Oy/Pui1ZjBKOwz4XkcSwLZPdMJ6SQKni0iJKBS7Cyr3gtLNuMUoCj0tSWdR+2dFqmlL2+xSWU8vDMRq/rxnsdpuhfpOnQJJ20X8OnwW9V99aTMZtbP9yFT/ybpFvRN7HG9WiMrbrY73uxlpfnz4kKCsdoSpxDSDhQ8e9xCCCpGmYGjfJq+c0kHmkZfU9J9qNlOuk52G2AJgGEwZC6ICwRZeOiSTjpOCIm0Pb2dSDRlQ1VVKAqjwEm6FgVP0lGJjAtAwmdON4ICpp7NkMTo60m6F307SUcFLb1k0MtxPOi6Bi4ETfciXY2CJ2kpUcUSTFVVkU47ODsZg5pbWaBQc510OQqepKWqnZc5lUpDimwgFULAoKzvpMtR8OxCsUSmbVtqdAMuJIKWhaAv24TXa1zzTkgn0FSlLhQOWp0uQkt5ngdNm/7qqQpDwGdAURgyDodlUPAk3Y+CJ2k7TdMKOT2FEPA8AcYYPC5h0T7lpEdQs510RH7+put60HUVjEkYtGUG6SEUPElbuV529F1KCc/j4FBgO6XNeEJ6AQXPHpafBuQ4Tq75683zjM7TNQVSSiiKAk1TMZ5I4lwq07MJTsjiRcGzB+UDTX4a0OkzY/jnH48W9iZvdiDKp4VrlnyTXQgJx5Hw07Qk0oOordSDZq73XrN6FQaXLi3c3uz14Iy1Zo25lBLvWdHX9OMS0g5U8+wxlWqVfn/vTW8SgprqpHfVFDzvv/9+bN68GeFwGOFwGFu3bsWTTz5Z8pgjR47guuuuQyQSQSgUwuWXX44TJ07Medz9+/dj06ZNME0TmzZtwmOPPVb7mSwSCyXLUCqVoTydpKfV9O1dtWoV9uzZgxdeeAEvvPACrrrqKuzcuROvvvoqAODYsWPYtm0bNm7ciNHRUbz88sv4whe+AMuqXCt69tlnceONN+KWW27Byy+/jFtuuQUf//jH8dxzzzV2ZgtYtw+uVFM+v99aMBcCsjgx2eAvcWBgAHv37sWuXbtw0003Qdd1PPzww1U//8Ybb0QsFiupwV5zzTXo7+/Ho48+WvVxYrEYIpEIotEowuFwTeewENBWx4Q0R7WxpO52E+cc+/btQzKZxNatWyGEwBNPPIH169djx44dGBoawmWXXYYDBw7MeZxnn30WH/7wh0tu27FjB5555pk5n2fbNmKxWMnfQjfXdY4CJyHtVXPwfOWVVxAMBmGaJm6//XY89thj2LRpE8bGxpBIJLBnzx5cc801OHToEK6//nrccMMNOHz4cMXjnTlzBsuWLSu5bdmyZThz5syc5di9ezcikUjhb2RkpNZT6TkUIAnpHjVPVdqwYQNeeuklTE1NYf/+/bjttttw+PBh9PX1AQB27tyJz372swCASy65BM888wy++c1vYvv27RWPOTMoVNME/R//43/gz/7szwr/jsViiyKANqqR5n1+PXqrjk9IL6k5eBqGgXXr1gEAtmzZgueffx733nsv7rvvPmiahk2bNpU8/sILL8TTTz9d8XjLly+fVcscGxubVRudyTRNmKZZa/FbQggJpUeynjcS2KoJnFICFDvJYtDwXBEpJWzbhmEYuPTSS3H06NGS+1977TWsWbOm4vO3bt2KH/3oRyW3HTp0CL/927/daNHaplcCZ6sxxui9IItGTTXPu+66C9deey1GRkYQj8exb98+jI6O4uDBgwCAO++8EzfeeCOuuOIKXHnllTh48CAef/xxjI6OFo5x6623Ynh4GLt37wYA/Omf/imuuOIKfPWrX8XOnTvxj//4j/jxj388Z22V9BbOOTgXUFUVqkpzO8kCIWvwqU99Sq5Zs0YahiEHBwflBz/4QXno0KGSxzz44INy3bp10rIsefHFF8sDBw6U3L99+3Z52223ldz293//93LDhg1S13W5ceNGuX///lqKJaWUMhqNSgAyGo3W/FzSWkIImcm4nS4GIVWpNpY0PM+zWyz2eZ7dxuMCWq6W6bouNE2jgSTSE1o+z5OQuWhFzXNVpfwzZOGh4EkaNlfjRUoJxmiOKll4KHiShuUDo5SybCClwEkWIgqeXWIhdD2XC5IL4bwIKYeCZ5fotdqZy8tnlp95HvNNrCekV9E3m9RFp/maZJGjX0ADYmm300XoKM555fsoSzxZ4Ch4NiBkLe4pOPkN52YSQkKlZZpkgaPg2YBe66dsFT6j/5PWt5PFgIInaVjxenXP85BM2x0sDSHtQcGzAUKUn9e42LiuW3gfJBgM2tiNLAKLu9OuQQuxeeo4DjzPg67r0HUdnHMoijJnF4Wu69P/r6kAyveFErKQUBWBFEgpoSgKJqeimIynwTkHY2xWnyYhhGqepAhjDKqqYvmyoZLaJs1zJ2Q2+lmQEvkAOlczfWY/r5QSjuNS/y9ZVKjmSWomhICUEpqmwXVdAAyqqtDmb2RRoZpnC/ViTczxBMQ8q4PyNVPXy64w0nUNqqrSOnayqNC3vU3mC0jdQlMYeBVBP217UBSlZKSdkMWEmu0tJIRAIpmBpjIEAv5OF6cqisKgYO7+TikBJjktwSSLGtU8G1SpaZ4PMslUAr84+jpOvnN2zkQavSK/vXCvXAwIaRWqeTaoeICkeMCEMQZNUzG0dBA+nw9CMGCOGh0hpLdQ8KyDELLs6qJygVTTFISDgcJgSv65vTQynbI92K6HvoDZM2UmpNWo2V6HfPCbSz7IeB4HwMAYKzR5gel8l3Mdh3NRkhezU6P3flNDf9DqyGsT0q0oeNap2hqYpqklWYcKt+dum+s4iYwDz/Vqfs1WkFLC470xY4CQdqBmexmVmuXtfp1IoHtqe4wx6Bo12QnJo5pnB7UzK1OlbYEJIfWh4FlGM4JaIb9lFwUsx61tqhTnvKvKT0g3oeDZIsVTlroBYwymUVsvza/PTuHc1FRrCkRIj6PguYgJMXeezogmEQmF2lQaQnoLDRgtYvMl8lg+tLRNJSGk91DNsw3mq+ERQnoPBc86VTuQIoQoqeHxLsquNJVI4/RUstPFIKQnUfCsU7UDQfnAmQ+2qsK6Jj3dO9E4/vPN8dwqKEJILajPs0FcyKpSsxUH227YdVMIibVL+7E8FISmqbnbRGEZKSFkblTzbFAtOS27qe9TURiE8OAU1TolWFeVkZBuRjXPNuqmbSqklLAsCz7fdPDPXghoz3VCqkHBc5HhXEBKAU2jj56QRnRPVajHNLJssZMDRtkMT9SnSUijKHjWqZFBlU4OGAkhCwNEhJD6UfDskEyNSTpmqmc/pKTtIZ5xG3pdQkgWBc8OGIum8frbZxo6hqrWXnsMmBoifqOh1yWEZFHw7AAJ4IKVQ50uBiGkATTk2kZSSggJDARMaCoN2hDSyyh4tpmqMCise/J8EkLqQ832Nuq2BMmEkPpR8CSEkDpQ8CSEkDrUFDzvv/9+bN68GeFwGOFwGFu3bsWTTz5ZuP8Tn/hEIStP/u/yyy+f85iu6+JLX/oS1q5dC8uycPHFF+PgwYP1nQ0hhLRJTQNGq1atwp49e7Bu3ToAwLe//W3s3LkTL774Ii666CIAwDXXXIOHHnqo8BzDmHte4d13343vfve7eOCBB7Bx40b88Ic/xPXXX49nnnkG73vf+2o9n67neZxW+BCyADDZ4N6yAwMD2Lt3L3bt2oVPfOITmJqawoEDB6p+/sqVK/EXf/EX+OM//uPCbR/96EcRDAbx3e9+t+rjxGIxRCIRRKNRhMPhWk6BEEIKqo0ldfd5cs6xb98+JJNJbN26tXD76OgohoaGsH79evzhH/4hxsbG5jyObduwLKvkNp/Ph6effnre58VisZI/Qghpl5qD5yuvvIJgMAjTNHH77bfjsccew6ZNmwAA1157Lb73ve/hX//1X/FXf/VXeP7553HVVVfBtu2Kx9uxYwe+9rWv4fXXX4cQAj/60Y/wj//4jzh9+vSc5di9ezcikUjhb2RkpNZTIYSQutXcbHccBydOnMDU1BT279+Pb33rWzh8+HAhgBY7ffo01qxZg3379uGGG24oe7zx8XH84R/+IR5//HEwxrB27VpcffXVeOihh5BKpSqWw7btkqAci8UwMjLS8832arf1IIS0Rsua7YZhYN26ddiyZQt2796Niy++GPfee2/Zx65YsQJr1qzB66+/XvF4g4ODOHDgAJLJJN566y386le/QjAYxPnnnz9nOUzTLIz65/+6Ua1dyhQ4CekNDc/zlFJWbJZPTEzg7bffxooVK+Y9jmVZGB4ehud52L9/P3bu3Nlo0bpOg2NzhJAuUtNUpbvuugvXXnstRkZGEI/HsW/fPoyOjuLgwYNIJBL44he/iI997GNYsWIF3nzzTdx1111YunQprr/++sIxbr31VgwPD2P37t0AgOeeew6nTp3CJZdcglOnTuGLX/wihBD4/Oc/39wz7ZDipZhnz8Xgt0yEA9YczyCE9IKagufZs2dxyy234PTp04hEIti8eTMOHjyID33oQ0in03jllVfwne98B1NTU1ixYgWuvPJK/N//+38RCoUKxzhx4kTJRmiZTAZ33303jh8/jmAwiN/93d/Fww8/jL6+vqadZLdYNhAubMEhpaQ17oT0sIbneXaLXpznmU478PkoOTEh3aTl8zxJ4yhwEtK7KHi2wQKp3BNCilDwbAPq2yRk4aHgSQghdaDg2QLUTCdk4aPg2QQz91CnZjohCx8FzyaoZw91Qkhvo+BJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1oOBJCCF1qGnr4W6WT0Aci8U6XBJCSC/Lx5D5kpovmOAZj8cBACMjIx0uCSFkIYjH44hEIhXvXzD7tgsh8M477yAUCs3K5B6LxTAyMoK33367Z/Z0B3q33ACVvVOo7I2TUiIej2PlypVQlMo9mwum5qkoClatWjXnY8LhcM99oYDeLTdAZe8UKntj5qpx5tGAESGE1IGCJyGE1GFRBE/TNHHPPffANM1OF6UmvVpugMreKVT29lkwA0aEENJOi6LmSQghzUbBkxBC6kDBkxBC6kDBkxBC6tBTwXP37t249NJLEQqFMDQ0hI9+9KM4evRoyWMYY2X/9u7dW/G4v/M7v1P2OR/5yEe6vuwA8PWvfx0bNmyAz+fDyMgIPvvZzyKTyXR92V3XxZe+9CWsXbsWlmXh4osvxsGDB5tW7mrLnkgk8OlPfxqrVq2Cz+fDhRdeiPvvv3/eY+/fvx+bNm2CaZrYtGkTHnvssa4v96uvvoqPfexjOO+888AYw9e//vWmlbnVZX/ggQfwgQ98AP39/ejv78fVV1+Nn/3sZ00vf9VkD9mxY4d86KGH5C9+8Qv50ksvyY985CNy9erVMpFIFB5z+vTpkr//83/+j2SMyWPHjlU87sTERMlzfvGLX0hVVeVDDz3U9WX/7ne/K03TlN/73vfkG2+8IX/4wx/KFStWyM985jNdX/bPf/7zcuXKlfKJJ56Qx44dk9/4xjekZVnyP//zP9ta9v/6X/+rXLt2rXzqqafkG2+8If/u7/5OqqoqDxw4UPG4zzzzjFRVVX7lK1+RR44ckV/5ylekpmny3//937u63D/72c/k5z73Ofnoo4/K5cuXy7/+679uSnnbUfbf//3fl//7f/9v+eKLL8ojR47IT37ykzISiciTJ082/Ryq0VPBc6axsTEJQB4+fLjiY3bu3Cmvuuqqmo7713/91zIUCpV82M3WrLL/8R//8azH/Nmf/Znctm1bU8pZTrPKvmLFCvm3f/u3s573X/7Lf2lKOcspV/aLLrpIfulLXyp53Pvf/3559913VzzOxz/+cXnNNdeU3LZjxw550003NbfAOc0qd7E1a9a0JHjO1IqySyml53kyFArJb3/7200ray16qtk+UzQaBQAMDAyUvf/s2bN44oknsGvXrpqO++CDD+Kmm25CIBBouIyVNKvs27Ztw3/8x38Umi/Hjx/HD37wg6Z2OczUrLLbtg3Lskpu8/l8ePrpp5tT0DLKlX3btm34p3/6J5w6dQpSSjz11FN47bXXsGPHjorHefbZZ/HhD3+45LYdO3bgmWee6epyd0Kryp5KpeC6bsXvYct1JGQ3gRBC/t7v/d6cNayvfvWrsr+/X6bT6aqP+9xzz0kA8rnnnmtGMctqdtn/5m/+Ruq6LjVNkwDkH/3RHzWzuCWaWfabb75Zbtq0Sb722muScy4PHTokfT6fNAyj2cWWUlYuu23b8tZbb5UApKZp0jAM+Z3vfGfOY+m6Lr/3ve+V3Pa9732vJWVvZrmLtaPm2aqySynlHXfcIdeuXVvT77uZejZ43nHHHXLNmjXy7bffrviYDRs2yE9/+tM1Hfe//bf/Jt/73vc2Wrw5NbPsTz31lFy2bJl84IEH5M9//nP5/e9/X46MjMxqEjVLM8s+NjYmd+7cKRVFkaqqyvXr18s77rhD+ny+Zha5oFLZ9+7dK9evXy//6Z/+Sb788svyvvvuk8FgUP7oRz+qeCxd1+UjjzxSclu+/7mby12sHcGzVWXPX6BffvnlVhS7Kj0ZPD/96U/LVatWyePHj1d8zE9+8hMJQL700ktVHzeZTMpwOCy//vWvN6OYZTW77Nu2bZOf+9znSm57+OGHpc/nk5zzhstbrFXvezqdlidPnpRCCPn5z39ebtq0qRnFLVGp7KlUSuq6Lv/5n/+55PZdu3bJHTt2VDzeyMiI/NrXvlZy29e+9jW5evXq5hVaNr/cxVodPFtV9r1798pIJCKff/75ppa3Vj3V5ymlxKc//Wl8//vfx7/+67/i/PPPr/jYBx98EL/5m7+Jiy++uOrj/7//9/9g2zb+4A/+oBnFLdGqsqdSqVkJW1VVhcxeGBsuN9D6992yLAwPD8PzPOzfvx87d+5sRrEBzF9213Xhum7Z91AIUfG4W7duxY9+9KOS2w4dOoTf/u3f7upyt0Mry7537158+ctfxsGDB7Fly5aml70mnYvbtfujP/ojGYlE5OjoaMm0mFQqVfK4aDQq/X6/vP/++8se55ZbbpF//ud/Puv2bdu2yRtvvLGnyn7PPffIUCgkH330UXn8+HF56NAhuXbtWvnxj3+868v+7//+73L//v3y2LFj8ic/+Ym86qqr5Pnnny8nJyfbWvbt27fLiy66SD711FPy+PHj8qGHHpKWZclvfOMbFcv+05/+VKqqKvfs2SOPHDki9+zZ09SpSq0qt23b8sUXX5QvvviiXLFihfzc5z4nX3zxRfn66683pdytLPtXv/pVaRiG/Id/+IeS48bj8aaVvRY9FTwBlP2bOR/z7/7u76TP55NTU1Nlj7N9+3Z52223ldx29OhRCUAeOnSop8ruuq784he/KNeuXSsty5IjIyPyjjvuaGoAalXZR0dH5YUXXihN05RLliyRt9xyizx16lTTyl1t2U+fPi0/8YlPyJUrV0rLsuSGDRvkX/3VX0khRMWySynl3//938sNGzZIXdflxo0b5f79+7u+3G+88UbZ427fvr3ry75mzZqyx73nnnuaVvZaUEo6QgipQ0/1eRJCSLeg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXWg4EkIIXX4/wMLk0G8ktpcMAAAAABJRU5ErkJggg==", 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", 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" ] @@ -1963,7 +1963,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "id": "efe1c7bd", "metadata": {}, "outputs": [ @@ -1973,13 +1973,13 @@ "" ] }, - "execution_count": 33, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -2017,7 +2017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "eb83f594", "metadata": {}, "outputs": [], @@ -2035,7 +2035,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "id": "3b276139", "metadata": {}, "outputs": [ @@ -2056,7 +2056,7 @@ "Length: 23361, dtype: geometry" ] }, - "execution_count": 34, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -2075,7 +2075,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "id": "91d479b0", "metadata": {}, "outputs": [], @@ -2118,7 +2118,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 39, "id": "c9a91b64", "metadata": {}, "outputs": [], @@ -2138,7 +2138,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "id": "5948301c", "metadata": {}, "outputs": [ @@ -2159,7 +2159,7 @@ "Length: 23375, dtype: geometry" ] }, - "execution_count": 37, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -2186,7 +2186,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 41, "id": "8a600979", "metadata": {}, "outputs": [ @@ -2197,19 +2197,19 @@ "dtype: geometry" ] }, - "execution_count": 38, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gs_infrastrcture = gpd.GeoSeries(infra_roads_buffer.unary_union)\n", + "gs_infrastrcture = gpd.GeoSeries(infra_roads_buffer.unary_union, crs=builtup_buffer.crs)\n", "gs_infrastrcture" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 42, "id": "89660dce", "metadata": {}, "outputs": [ @@ -2220,29 +2220,29 @@ "dtype: geometry" ] }, - "execution_count": 39, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gs_builtup = gpd.GeoSeries(builtup_buffer.unary_union)\n", + "gs_builtup = gpd.GeoSeries(builtup_buffer.unary_union, crs=builtup_buffer.crs)\n", "gs_builtup" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 43, "id": "ab4614b0", "metadata": {}, "outputs": [], "source": [ - "gs_target = pd.concat([gs_infrastrcture, gs_builtup]).reset_index(drop=True)" + "gs_assets = pd.concat([gs_infrastrcture, gs_builtup]).reset_index(drop=True)" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 44, "id": "c35967db", "metadata": {}, "outputs": [ @@ -2254,31 +2254,31 @@ "dtype: geometry" ] }, - "execution_count": 41, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gs_target" + "gs_assets" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 45, "id": "2b3925cf", "metadata": {}, "outputs": [], "source": [ "data = {'code':[1, 2], \n", " 'type': ['infrastructure', 'built-up' ],\n", - " 'geometry': gs_target}\n", - "gdf_target = gpd.GeoDataFrame(data)" + " 'geometry': gs_assets}\n", + "gdf_assets = gpd.GeoDataFrame(data)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 46, "id": "ccd9cccd", "metadata": {}, "outputs": [ @@ -2331,13 +2331,13 @@ "1 2 built-up MULTIPOLYGON (((27.75075 35.87857, 27.75075 35..." ] }, - "execution_count": 43, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gdf_target" + "gdf_assets" ] }, { @@ -2350,7 +2350,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 47, "id": "66a6e8cf", "metadata": {}, "outputs": [ @@ -2360,13 +2360,13 @@ "" ] }, - "execution_count": 44, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -2377,7 +2377,7 @@ ], "source": [ "# Visualize by types\n", - "gdf_target.plot(column='type', legend=True)" + "gdf_assets.plot(column='type', legend=True)" ] }, { @@ -2390,12 +2390,12 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 48, "id": "7b37ebca", "metadata": {}, "outputs": [], "source": [ - "gdf_target.to_file('assets.gpkg')" + "gdf_assets.to_file('assets.gpkg')" ] } ], @@ -2418,7 +2418,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.10" + "version": "3.10.12" } }, "nbformat": 4,