From 64734017b980124e4a83533a9db25af34e772123 Mon Sep 17 00:00:00 2001 From: Victoria Neema <39700992+vikineema@users.noreply.github.com> Date: Tue, 7 Jan 2025 13:01:07 +0300 Subject: [PATCH] Add function to plot waterbodies colored by the `last_valid_obs` column. (#556) * Add plot by last valid observation function for waterbodies * Update legend * Add step to plot waterbodies by last valid observation * Update attributes description * Bump version --- Datasets/Waterbodies.ipynb | 663 +++++++++++++++------------- Tools/deafrica_tools/__init__.py | 2 +- Tools/deafrica_tools/waterbodies.py | 93 ++++ Tools/pyproject.toml | 2 +- 4 files changed, 444 insertions(+), 316 deletions(-) diff --git a/Datasets/Waterbodies.ipynb b/Datasets/Waterbodies.ipynb index c27601f26..8ce83c07f 100644 --- a/Datasets/Waterbodies.ipynb +++ b/Datasets/Waterbodies.ipynb @@ -39,7 +39,7 @@ "* The DE Africa Waterbodies Historical Extent\n", "* The DE Africa Waterbodies Surface Area Change\n", "\n", - "The DE Africa Waterbodies Historical Extent product is a static polygon-based view of the DE Africa Water Observations from Space All-Time Summary product. The historical extent represents where water has appeared in at least 5% of clear observations since 1987. It is not a capture of a water body’s true extent in any given year, but a record of where water has appeared since 1987. To be captured in the dataset, polygons must have an area of at least 4,500 metres squared (5 Landsat pixels). The historical extent polygons have been derived from the [DE Africa Water Observations from Space All-Time Summary](https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html#WOfS-All-Time-Summary) product, which provides historical surface water observations across the African continent.\n", + "The DE Africa Waterbodies Historical Extent product is a static polygon-based view of the DE Africa Water Observations from Space All-Time Summary product. The historical extent represents where water has appeared in at least 5% of clear observations since 1984. It is not a capture of a water body’s true extent in any given year, but a record of where water has appeared since 1984. To be captured in the dataset, polygons must have an area of at least 4,500 metres squared (5 Landsat pixels). The historical extent polygons have been derived from the [DE Africa Water Observations from Space All-Time Summary](https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html#WOfS-All-Time-Summary) product, which provides historical surface water observations across the African continent.\n", "\n", "For each water body, the Surface Area Change product provides the percentage of the historical extent that was classified as wet, dry, or invalid, for each [DE Africa Water Observation from Space Feature Layer](https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html#WOfS-Feature-Layer) scene that captured the water body. This can be used to identify when water bodies are increasing or decreasing in wet surface area.\n", "\n", @@ -106,6 +106,7 @@ " get_waterbody,\n", " get_time_series,\n", " display_time_series,\n", + " plot_last_valid_obs\n", ")" ] }, @@ -145,41 +146,42 @@ " \n", " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n", " <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n", - " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", - " <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>\n", + " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", + " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n", " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n", - " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n", + " <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n", " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n", " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n", " \n", " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_365bd80173087974c01b409c31864d32 {\n", + " #map_fc421f95fd08e0fb72089db6a119ed82 {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", " left: 0.0%;\n", " top: 0.0%;\n", " }\n", + " .leaflet-container { font-size: 1rem; }\n", " </style>\n", " \n", "</head>\n", "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_365bd80173087974c01b409c31864d32" ></div>\n", + " <div class="folium-map" id="map_fc421f95fd08e0fb72089db6a119ed82" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_365bd80173087974c01b409c31864d32 = L.map(\n", - " "map_365bd80173087974c01b409c31864d32",\n", + " var map_fc421f95fd08e0fb72089db6a119ed82 = L.map(\n", + " "map_fc421f95fd08e0fb72089db6a119ed82",\n", " {\n", " center: [16.158, -12.57],\n", " crs: L.CRS.EPSG3857,\n", @@ -193,33 +195,36 @@ "\n", " \n", " \n", - " var tile_layer_6f264e432ce2fc98181db409615bcac6 = L.tileLayer(\n", + " var tile_layer_14f31e319d347479c151d58a48cadc21 = L.tileLayer(\n", " "http://mt1.google.com/vt/lyrs=y\\u0026z={z}\\u0026x={x}\\u0026y={y}",\n", - " {"attribution": "Google", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_365bd80173087974c01b409c31864d32);\n", + " {"attribution": "Google", "detectRetina": false, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", + " );\n", + " \n", + " \n", + " tile_layer_14f31e319d347479c151d58a48cadc21.addTo(map_fc421f95fd08e0fb72089db6a119ed82);\n", " \n", " \n", - " var poly_line_a952fa2d1856a9046cc52da029d8de3d = L.polyline(\n", + " var poly_line_7a1128fe8c9df65a99fa233fea3e8313 = L.polyline(\n", " [[16.308, -12.72], [16.308, -12.42], [16.008000000000003, -12.42], [16.008000000000003, -12.72], [16.308, -12.72]],\n", " {"bubblingMouseEvents": true, "color": "red", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "red", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 0.8, "smoothFactor": 1.0, "stroke": true, "weight": 3}\n", - " ).addTo(map_365bd80173087974c01b409c31864d32);\n", + " ).addTo(map_fc421f95fd08e0fb72089db6a119ed82);\n", " \n", " \n", - " var lat_lng_popup_9dafdb32061b117b2eb1ef2a97d8ae51 = L.popup();\n", + " var lat_lng_popup_846da996a01857a3ad78829374ae8c38 = L.popup();\n", " function latLngPop(e) {\n", - " lat_lng_popup_9dafdb32061b117b2eb1ef2a97d8ae51\n", + " lat_lng_popup_846da996a01857a3ad78829374ae8c38\n", " .setLatLng(e.latlng)\n", " .setContent("Latitude: " + e.latlng.lat.toFixed(4) +\n", " "<br>Longitude: " + e.latlng.lng.toFixed(4))\n", - " .openOn(map_365bd80173087974c01b409c31864d32);\n", + " .openOn(map_fc421f95fd08e0fb72089db6a119ed82);\n", " }\n", - " map_365bd80173087974c01b409c31864d32.on('click', latLngPop);\n", + " map_fc421f95fd08e0fb72089db6a119ed82.on('click', latLngPop);\n", " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -300,83 +305,114 @@ " \n", " \n", " id\n", + " wb_id\n", " area_m2\n", " length_m\n", " uid\n", - " wb_id\n", " perim_m\n", + " last_obs_date\n", + " last_valid_obs_date\n", + " last_valid_obs\n", + " last_attrs_update_date\n", " geometry\n", " \n", " \n", " \n", " \n", " 0\n", - " DEAfrica_Waterbodies.54162\n", - " 824399.9998\n", - " 2001.019212\n", - " edygwzf4xr\n", - " 54162\n", - " 14100\n", - " MULTIPOLYGON (((-12.70533 16.13250, -12.70471 ...\n", + " DEAfrica_Waterbodies.edz5cm96jh\n", + " 54637\n", + " 1.865133e+08\n", + " 28031.685226\n", + " edz5cm96jh\n", + " 252960.0\n", + " 2024-10-25\n", + " 2024-09-23\n", + " 92.453085\n", + " 2024-10-30\n", + " POLYGON ((-12.62570 16.25460, -12.62540 16.254...\n", " \n", " \n", " 1\n", - " DEAfrica_Waterbodies.54165\n", - " 28800.0000\n", - " 356.527369\n", - " edygy8vvny\n", - " 54165\n", - " 1080\n", - " MULTIPOLYGON (((-12.71372 16.13446, -12.71341 ...\n", + " DEAfrica_Waterbodies.edzhjk71kk\n", + " 54753\n", + " 1.170000e+04\n", + " 250.688707\n", + " edzhjk71kk\n", + " 780.0\n", + " 2024-10-25\n", + " 2024-10-10\n", + " 0.000000\n", + " 2024-10-30\n", + " POLYGON ((-12.42240 16.19610, -12.42240 16.195...\n", " \n", " \n", " 2\n", - " DEAfrica_Waterbodies.54166\n", - " 9000.0000\n", - " 194.154974\n", - " edygybgyrw\n", - " 54166\n", - " 540\n", - " MULTIPOLYGON (((-12.70657 16.13348, -12.70564 ...\n", + " DEAfrica_Waterbodies.edzhmj7e48\n", + " 54756\n", + " 7.020000e+04\n", + " 763.987160\n", + " edzhmj7e48\n", + " 2160.0\n", + " 2024-10-25\n", + " 2024-10-09\n", + " 41.025641\n", + " 2024-10-30\n", + " POLYGON ((-12.43200 16.24800, -12.43140 16.248...\n", " \n", " \n", " 3\n", - " DEAfrica_Waterbodies.54167\n", - " 32400.0000\n", - " 482.990792\n", - " edygybz8d5\n", - " 54167\n", - " 1440\n", - " MULTIPOLYGON (((-12.69973 16.13397, -12.69942 ...\n", + " DEAfrica_Waterbodies.edz51hfxcu\n", + " 54632\n", + " 9.900000e+03\n", + " 251.530511\n", + " edz51hfxcu\n", + " 660.0\n", + " 2024-10-25\n", + " 2024-10-09\n", + " 100.000000\n", + " 2024-10-30\n", + " POLYGON ((-12.60930 16.02440, -12.60930 16.023...\n", " \n", " \n", " 4\n", - " DEAfrica_Waterbodies.54168\n", - " 194399.9999\n", - " 745.923607\n", - " edygyc2ws2\n", - " 54168\n", - " 3540\n", - " MULTIPOLYGON (((-12.71248 16.13910, -12.71217 ...\n", + " DEAfrica_Waterbodies.edz51ng7q1\n", + " 54633\n", + " 2.160000e+04\n", + " 405.960400\n", + " edz51ng7q1\n", + " 1200.0\n", + " 2024-10-25\n", + " 2024-10-09\n", + " 54.166667\n", + " 2024-10-30\n", + " POLYGON ((-12.60800 16.03520, -12.60740 16.035...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " id area_m2 length_m uid wb_id \\\n", - "0 DEAfrica_Waterbodies.54162 824399.9998 2001.019212 edygwzf4xr 54162 \n", - "1 DEAfrica_Waterbodies.54165 28800.0000 356.527369 edygy8vvny 54165 \n", - "2 DEAfrica_Waterbodies.54166 9000.0000 194.154974 edygybgyrw 54166 \n", - "3 DEAfrica_Waterbodies.54167 32400.0000 482.990792 edygybz8d5 54167 \n", - "4 DEAfrica_Waterbodies.54168 194399.9999 745.923607 edygyc2ws2 54168 \n", + " id wb_id area_m2 length_m \\\n", + "0 DEAfrica_Waterbodies.edz5cm96jh 54637 1.865133e+08 28031.685226 \n", + "1 DEAfrica_Waterbodies.edzhjk71kk 54753 1.170000e+04 250.688707 \n", + "2 DEAfrica_Waterbodies.edzhmj7e48 54756 7.020000e+04 763.987160 \n", + "3 DEAfrica_Waterbodies.edz51hfxcu 54632 9.900000e+03 251.530511 \n", + "4 DEAfrica_Waterbodies.edz51ng7q1 54633 2.160000e+04 405.960400 \n", + "\n", + " uid perim_m last_obs_date last_valid_obs_date last_valid_obs \\\n", + "0 edz5cm96jh 252960.0 2024-10-25 2024-09-23 92.453085 \n", + "1 edzhjk71kk 780.0 2024-10-25 2024-10-10 0.000000 \n", + "2 edzhmj7e48 2160.0 2024-10-25 2024-10-09 41.025641 \n", + "3 edz51hfxcu 660.0 2024-10-25 2024-10-09 100.000000 \n", + "4 edz51ng7q1 1200.0 2024-10-25 2024-10-09 54.166667 \n", "\n", - " perim_m geometry \n", - "0 14100 MULTIPOLYGON (((-12.70533 16.13250, -12.70471 ... \n", - "1 1080 MULTIPOLYGON (((-12.71372 16.13446, -12.71341 ... \n", - "2 540 MULTIPOLYGON (((-12.70657 16.13348, -12.70564 ... \n", - "3 1440 MULTIPOLYGON (((-12.69973 16.13397, -12.69942 ... \n", - "4 3540 MULTIPOLYGON (((-12.71248 16.13910, -12.71217 ... " + " last_attrs_update_date geometry \n", + "0 2024-10-30 POLYGON ((-12.62570 16.25460, -12.62540 16.254... \n", + "1 2024-10-30 POLYGON ((-12.42240 16.19610, -12.42240 16.195... \n", + "2 2024-10-30 POLYGON ((-12.43200 16.24800, -12.43140 16.248... \n", + "3 2024-10-30 POLYGON ((-12.60930 16.02440, -12.60930 16.023... \n", + "4 2024-10-30 POLYGON ((-12.60800 16.03520, -12.60740 16.035... " ] }, "execution_count": 4, @@ -394,7 +430,7 @@ "id": "55e16bad-af90-426c-ad65-41da1299cf23", "metadata": {}, "source": [ - "The returned geodataframe includes all the water bodies which are located within the bounding box. This dataset contains metadata for each water body in the dataset, including the ID, UID, WB_UID, area, perimeter and time series. See the [Waterbodies Historical Extent documentation](https://docs.digitalearthafrica.org/en/latest/data_specs/Waterbodies_specs.html#Waterbodies-Historical-Extent) for descriptions of each attribute." + "The returned geodataframe includes all the water bodies which are located within the bounding box. This dataset contains metadata for each water body in the dataset, including the `id`, unique identifier/geohash (`uid`), `wb_id`, area (`area_m2`), perimeter (`perim_m`), length of the longest side (`length_m`), the last valid observation (`last_valid_obs`), the date of the last valid observation (`last_valid_obs_date`), the date of the last observation (`last_obs`) and the date the last valid observation was updated (`last_attrs_update_date`). See the [Waterbodies Historical Extent documentation](https://docs.digitalearthafrica.org/en/latest/data_specs/Waterbodies_specs.html#Waterbodies-Historical-Extent) for descriptions of each attribute." ] }, { @@ -415,7 +451,7 @@ "outputs": [ { "data": { - "image/png": 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2euBnC6tw9oqWkUL1XyHr4iSDj6sCAJBaUIWZb+wBAHz4eyaenNUPQPMEOb+mFmH9H9lwU8jw22MTDc6/42wxHvjyGIaHe2NenPH/O406HaQS4FhOuU20VDGIyaYIgoDd5xyrNkx/GRDkifd2Z+DUxb+aJy/fT/x0/wXUNf61elaUP2vBYipW1+PRb49jWLg33votvdX9NqbkY2OKeRZbKa9txB2fHIKXiwIpuRUAAC9XJzw5qx+qG7TYlVaCD3/PxNE/Vzq7Z0JvfY0XAMpqNHjmp9O4Li4Y/55veB/68opLGq0O//ffk3hmTn8sGhVhlnJ3FYOYbEqDVodfTheJXQyykEg/dyyID0N68RnUNxr2ASi5oibloZRj9uAgaxePruDv6Yw3bo7DTe/uw8jIHrh+WDDW7sxAenG12V/LVSHDKzcOxr83pyKzpAYyaS0WxIfC2UmKdbsycd3bf+BiRR2K1A1wkkkQ3sMVC+JDcceY5qVG8yvqoBMEvLAlFdcPC8Ej17Te6/r39BL4ezrbTAgDvEdMNkYiAXqqnNvfsZuqqNWIXYQuu21kOMZG+ba5zz0TeyO8h5uVSkSt8XZTYEK0H84WVqFJB4T7uFrkdWo1TXjs2+Oob2zC1NgARAd44MPfs+DtqkCItwuO5lToZ9S7YVgI1t06DPdNjGquJZ8rwfXv7MXC9/djy8lCTI31b/O1/neiAN8fycPn+y+gsck2OoSyRkw242ReJf57LA8FV3XMoOb7Yv/ccBTHciowZ0gQ0gqrkHWpBp4uctwcH4ZbR4aLXUSTzBrUE0FeLvh034UWz0X5u+trOtZS39iE+744insm9LaJe4a2RCaT4FJ1Ax779rhFX6dG04QaTRN+TS1CmI8rgr1csOf8Jaz921Dc8sEBVP7Zc/7Lg7n46lAuXlswBD8cu2jQsXNELx9EGxmrfyynHHFh3nh+8xncNjIcfh5KfHEgBzcMC4FT1yfx6jIGMdmMrw7l4IsDOWIXwyblV9QhtUCNQnU93tudafDcUxdP4dsjeVDXNeLbe0aJNt72yIVyAM1DtdpztrAKEa3UeKvrtdDqdACs9wn57q5M/Ha2GDGBHi2COOtSDQ5mleJEXiUkEuDGYaEYHOpltbKJbXwfP7y3O9PsC6oEe7kYXba0VtOk78wV4euKUB9XvHbzEOw8W4z9maU4V1QNQQAe+ipFf4yXqxO+unskwnxc4XxVsh65UI4NB3JQVa9FZV0jfkzJxzeHc1GracK/N5/Bo9f0hbebwrwXZyIGMZEd2JlWjOzS2lafP/5nx5bnNp3BSzcOMstcvab4vx9O4ptDuQjzccWQUC8sGh2BIa2EVYO2CfsymoPNmKHhXtibUYomnWC14SUZJc33Pd/ZlYGdaSX4YPFwBHu54NlNp/HNoVzUaJo7kT16TbTRGpejefirY5gxsCeCvVyw+1xJl0I41McF/h7OSC1QY92twxDT0wN7zl3CtjOF8HCWG/SgHhSiQq2mSX8fukjdgP2ZpfB1V+K5uQPQ2KTDlpMFBiE8PtoPHs5y/HKqCA9N7WPw2r+cLsQjX6fg/2bFYkdqEf579CIENLcwAcDn+3PwR3optj48zurvmSsxiMlmhPewzP0nW3GhtKbTU1yO7t2jQ/v9dDwfv6YW4ZUbB2NqvwA4yazTDeT5eQOQX1GH5LQSZF6qQUpuBVwUMgwK8cKutGI8N3cApvYLQElVA2a8vhuXqlu/173lZCG2nCwEACwZHYGV1/az6DSX+RV1+O1sMYDm8aWpBWq8tPUsnp0zAAezyvQhDABymbRD0zXaq8ySauxMK8Evp4s63RP69jER2JdRqg/Y3LI65JY113wXfXQQffzdMSbKF6/fHAelXIqyGg1W/3wW3x3Ja/HlLL24Gv/4c5zwzIGBuKZfAGYPCsJHf2TD01mOaf0CsOLH5kk5wia64myhGn38m99jR3PK8Y/PjjR37BoeisTXdkP7ZwCPj/bD7+dLoBOAOk2TPpjFwiAmmzEysmNhY6/2Z5Z2Ooh7+bpjVGQP7MssbXffWk0T7v3iKBaPCrfakouHL5QbzJqVeakGAHA6v3mY0kNfHcPQcG9U1jW2GcJX23qqEHeNj0Swl4t5C/ynyrpG/P2Tw6huMFxYxNiQHFeFDO5KxwvhytpGqFydAAB/ZJR2eSWz9X9kt/n8+eJqnC+uhlwqweQYf2SV1sDtzy83Egng7apAWY0GffzdMXdIED7em41L1Rr9FzQXJznW/i0OGw7kQKsTEOzlAp0gIK+8DtNf24P7J/VGfaMOH/6eBQBYmtgXL287h4yS5v+T0QHuWHfrUBzIKsOy706gUF2PV7adw4pr+3XpuruCQUw24+oPQ0czOTag08fKpBLcPCK0Q0F82TeH81CjacLLNw7u9Ot2VHyET5sBW6Npwp7zrS/gEejpjFmDeiKzpBoVdY24OT4UkX7uCPNxNRgn2hlnC9WtLoUnl0o6/P/un5OjcJsNDXkxh9P5lXh20xn838xYDApWIa1Q3f5BJnJTyODtpkCwlwv6B6kwY2DzUqBhPq7wc1citbAK2/4cS+7p7IRND4zFa9vPIflcCcJ7uGHTA2Nx9EIFjuaUIz7CG34eCoR4u2LZ9BgAzZOAeLkqMDhUhSCVM84XNQd9pK8bFo0Kx47UYvxw7KK+PPPjQuCqkGNSX3/sWTYJ935+BHnltQZfSKyNQUw2Y/OJri99ZoucZBKM6+PX5Yns/Uw8vq6xCd8dycPMgYGYHNP5LwEd9cJ1A/FOcrq+5tFRswcHYc31gyzW5Ltmaxo+WhJv9LnSag3Ka9qvoQd7ucDNAddGfu3X8ziYVYZ5a/9ATKAHsi6Z9rdri4dSjrlxQbhvYhSC2mjRuHNsLxRX1ePdXZkYGemDpiYBS8ZE4NsjeXh3dwYiegxCZV0j/pYQht5GpjqN7+WDLScKUFmnQV1jE64bGoz3dmdCKZfhy4O5SC8xHPdcdMVMXs5OMqy/fYTZrrmzHO9/FtmtzWZYg9TWeDjL4eeuxP/NjLHa/dqrLfvuBD5aEo9BIV4WfZ0bhoXA2UmKf2441uFjvFyd8Oyc/hYL4U/2ZuPUReOdwtKLq3DLBwdQ1UaNeEQvHwwOUeGRa/o65L3hByf3QWqBGnnldQadpjpLJpVgUl9/DAv3xqQYv1ZbIq627XQR/jE+EksT+0Iuk6KkqgH9gzwxJNQLL29Lw65zJZBJJVg8KgIrZxs2Iff2c8cDUww7aR25UI4jF8rx0e3xSM1X47n/nUFOWS0Gh3rh2kG2Mb/0lRjEZBM2nyhARa1jrbAzJcYfr9w0GAq5FK4i1qYuVWtw83v7ccOwEDw1qx8Ucst9IfAxYRiIUi7Fh4uHY+iq7frpB7uqSF2PAE9nVNY14u2d6fh4bzbclMZ/91H+Hi2Gulzm4SzH9UNDsHxGTKv7OIKBISoEe7no5/3uijAfV9w3sTduHhFm8rEJvXxwS0I45H9+WfXzUOLbe0bBVSFHeY0GD32dAjeFDMMjvPFH+iUEeDq3OQXqY4l9cfRCBbRNOkztF4C88lq4KuVI7B8IlYs4zc9tYRCT6GoatHhrZ+tz2dobuVSCd28bhjFRvmb7EH91WxqO/TlEqTNqNU34dN8FjIrsgRkWHBJUd0UP4/YEqpwxLNyn3RC+UNrcC7u9xR92ni3Gx3uz8ckdI6ByccLv6ZfQoNVhcozpE3RMjQ3AM3P6m3ycPbpuaDBiAj3w6f4LbQ5TClI5I7+NyXbyymsR1smZt5KuH9Ri2+Uvr95uCkyN9cdrv57H+eJqpBdXI6KHK4aF+2BSjB+uHdRyKlSlXIZRV4w0WGLlCWJMxSAm0S18f3+LNUrt2S0JYZjShY5ZV2rSNS8F9/3Ri0YnPzDVY98eR29/d4uNhR0T5QuJBJBKJO0OCVHKpdiZVoxJfVufkvDFrWfxxf4LkMukGBXZA/5/dtxq0gkQBEFfg6pvbMI3h3NxMKsM54qq8NvZYn2P7Z9PFeL6d/biw8XD4fXnyj7aJh2+O5KHC0bGZkskwMJO1Ors1YL45mv96lBum2uAtxbCCpkUI3v3gMrFCSXVba+81BmCIGBXWgnKajRwU8pwdtV0KGRSvPlbOlb+eNpoENsbBjGJLqes9Ykq7I23qxPuntDbbOd75JsU/GimlW2A5t7LS787gS/+ngD3VppsO0td3wg3hRz3TugNuUyKN3acb3VfuVQCpVzWaggn/XwWVfWN2HAwR19LK69t1Afxo9+k4HS+GqE+rnjkmmiU1mjw86nmscel1Rq8uu2cwfmOXCjHsu9OwF0pR1mtBhfL63C+lcULBAE4dbESw8K9Iesmi0hnX6rp1FjapYl9cc+E3hb9PdVqmpB5qQberk5Yv2SEvpXpoal9MLaPYwx5ZBCTqC6U1qC+sePNmbauj79Hl8a8JqcVY/0f2Yjp6YEpMQH4LbXYjKVrdjy3Aj8czTP7UJy/f3wYI3r54LN9F9DQzmT6E/v64YPFzT2Zt58pQnmtBjcND0WTTsD6P7LwwZ5M/eQLly1ZfxBvLIxDdIAHjuVW4EJpLc4XV+sn47js2U2noTHy+peHyHTE8bwKNDbpIJM67v3hy9T1jVj63fEWv++2KOVSXD8sBDMGBFr8y4qbUo7/3jsatY1NLd5bw8IdY15wBjGJ6mxhVYvl8OxVsJcLHp8R0+njj+WU46GvUlBZ14hd50rw7q7M9g/qpJ+O5+PG4aFm7YiUXVqDg9llHdq3uKoBDdomFKsbcO/nR/TDi5756TQ+299yIQgAKK/VwEkmxVMbTxltUr7MHL1/3ZRySCXdozZcXa/FyVZ6lhszNTYAT82KRYSv9VbH8nZToP0ZzO0Xl0EkUfXxd4ezk/3/NxzXxxff3DOqQwseGFNZ24j/++GUfoUZSzuUXd5m03FnhJrQUSe9uBrP/HQa1/xnF+QyCZRyKV7/9Ty+PNj6oh8arQ7/+OwwNh03X1N9azYcyMGxnHJsPlFgMO7UEbkqZOjh1vEx6vdOjLRqCHcHrBGTqHLKatvsIGLLgr1cUKSux4yBPfHsnP4mDd25Wn5lHc4Xdb0mZ4odqcXILa9DDzeFWXoIJ/TywbnCqjbH5V5Wq2nClwdzAQARPVzxzKYz7XbY0wnQr0lrDYvXH0R9ow7uSjk+uSPeYZpBr/TrmSL8mlrUoiPgNf0CcE2/ACz77kSLYxx5OJdYGMQkqqxLNWZfXs1aLlbUwcNZjpXX9utSCAOAtkkw6R6dOaQVVSHtz/Dv7e+O27q4pnFVvbZDIXy1tlaVEtPlWybVDVqDL4t7zpdg6bcn4KaU4eb4MIzq3QMDglViFbPDNp8owJRYf32QVjdosfLHU0Z7Q28/U4TfjUxJqnJxMqn2TB1j/22CZLcEQcCucyXt72jDquq1Zmkq9XSRw8PMvZhN8d3hXIfqNGdur/16HhqtDtomHZZ/fxKF6npklNTg+S2pmP3W7xi6arvR4LIFJ/Mqcf+Go3h/T6Z+hMLBrDL847PDbY4Lrrvq/4NUAvz0zzEIVHVt7m9qiUFMojmYVYbkNPsOYgA4fKFjHZTa4uWqgL+neDWN0/lq7DzbtR7aYk3haQ0SNM/a9fn+Cy2acQUBqKjVIL3YurcWOipQ5Yy8slqk5Fbgif+eRFmNBoIg4I/0ji8gAgATov0Q3oP3hi3Bcd85ZPMOdbCHra27Li6ky+dQuTgZXQYy0tcNfa2wEL2Hsxy/phbjlW1p0LYz9Kg11w1te+Yre5ZRUg1BML5CmLOTFP9ZMMRmZ2/y81DipvhQAM3jqZ/aeFI/5toUxhZcsCcRyzcjYvlmsYthFO8Rk2g8nG1vztfOUNebp6fzxL7+0DYJ+P5onv5+cVmtptPTBpqivLYR3x/NAwBMiQ3AkFCvDh+bdakGF0prTJre0t5cqtZg/Es7jT738o2DbX52pxBvV8QEeuBsYRW2nDQ9hAFgUkzrM6DZA3PNZ24JJteId+/ejdmzZyMoKAgSiQQbN25ssU9qairmzJkDlUoFNzc3xMfHIyen9WEJ77//PsaNGwdvb294e3tj6tSpOHjwoME+giBg5cqV6NmzJ1xcXDB16lScP2/e4RdkXa1Nxm9vOvvBdrVr+gXgxRsGIbF/oH5bbz93qy+G8fOfq2BVN2ix4N19WPjefvyYchE/nyyAzkiHsuvf2Ysl6w/h3i+OWrWctsDfQ4lQb8t/UeqqCdF+uKeLM75tccDV0WyFyUFcU1ODwYMHY+3atUafz8jIwNixYxETE4Pk5GScOHECK1asgLNz6zf4k5OTsXDhQuzcuRP79u1DaGgopk2bhosX/1rMec2aNXjjjTewbt06HDhwAG5ubkhMTER9vWOP8XNkr+841/5OdqC8VoPGTjbnGnNLwl/zHB+5UG71KUAvf2A/vzkVB7LKsC+zFA99lYJ7vziKFT+earF/nAm1Z0cxsa8fVlzbDxvvH4PBdnL90/oHQNGJ+/iT+vphzQ2DutX829ZmcpVkxowZmDFjRqvPP/nkk5g5cybWrFmj39a7d9vfxL744guDnz/44AN8//332LFjBxYtWgRBEPDaa6/hqaeewty5cwEAn376KQICArBx40bcfPPNpl4GiSy9uBpl1e0vyG4PjlwoR1W9tstDmC6LDjS8J+yulKOnyrnVuZHNbduZQlw3NAR7M1r2Av7yYA6mxPpjcsxfi1osmx6DHV3s6GVvYgI9cedY27wn3JrUAjW0OtO+MA4P98Z7i4Y7dEc8W2DW365Op8PmzZsRHR2NxMRE+Pv7IyEhwWjzdVtqa2vR2NgIH5/mAfRZWVkoLCzE1KlT9fuoVCokJCRg3759Rs/R0NAAtVpt8CDbsXZnOmoc6J6isdDqrMe+PW7ws1QCPD6981Nnmur/fjiFOz4+ZHQaSZ3QXFO+kpOse0wFeZlEAhzIMq3HsS0YFu5jUqDeNjIcX909kiFsBWb9DRcXF6O6uhpJSUmYPn06tm3bhvnz5+O6667Drl27Onyexx9/HEFBQfrgLSxsvgcXEGC4tFxAQID+uautXr0aKpVK/wgNDe3kVZEldGalF1tWUGG+WyRXj+dV12vx/JZUzBtinQ5BTToBe9oYE5t5qQa7rxj//e2RPGsUS3QSSfN0kH88PhlvLowTuzgm02h1MOVdF+ztol9mkizL7DViAJg7dy7+9a9/YciQIVi+fDmuvfZarFu3rkPnSEpKwldffYUffvihzfvK7XniiSdQWVmpf+Tm5nb6XGRe2iYdsi7ViF0Ms7p+WNeHMF2WbyTUs0tr8LuJ4z7NwdhKUoIArPzxlNl6i9sLFycZbhgWgiAvF4TYcAet747kIddIv4LUArVJQ9Pe3ZWBzBLr3A7p7swaxL6+vpDL5ejXr5/B9tjY2DZ7TV/28ssvIykpCdu2bcOgQYP02wMDm3uRFhUZLmNWVFSkf+5qSqUSnp6eBg+yDVtOFZq02os9+PpQrtmG7xhbJ1gQgEsWWHS9PVdPXnFZdmktyms0eH7zGRzItL9m2s6o1TRhw4EcrN2Zjmd+Oo2aTkznaUkarQ7FVfXYc74E17+zF1VXfVEaHOplUjNzeW0j5r+9F4ezy1Bp5Z773Y1Zg1ihUCA+Ph5paWkG28+dO4fw8LbnsV2zZg1WrVqFrVu3Yvjw4QbP9erVC4GBgdixY4d+m1qtxoEDBzBq1CjzXQBZRR9/+54YwJjP9mVDMKnhr41z3TkCI3rZ/gIDq7ecxfG8ShzNqRCtDFIJMMrIRCiWotUJeOmXNHy8Nxt3fHwI201Y49iSvj2ci8TXdmPqK7vwY0o+iqsasO10Eb4+lIP/ncjHybxKfHckz+QFVirrGnHDun3YmHKx/Z2p00zuNV1dXY309HT9z1lZWUhJSYGPjw/CwsKwdOlSLFiwAOPHj8ekSZOwdetWbNq0CcnJyfpjFi1ahODgYKxevRoA8OKLL2LlypXYsGEDIiIi9Pd93d3d4e7uDolEgocffhj//ve/0adPH/Tq1QsrVqxAUFAQ5s2b17XfAFmdI9agFHIpXBVdHxddWdeI1IIqFFQar4nakq2nzTN+uqsWj45AiLeLVe9Vq1ycsP72eLP8zc1hRC8f/HDsInq4KXD4QjkAYG1yOnq4KXAirxKuClmnOkcqZFI8dW0s5sc57qxptsDkGvHhw4cRFxeHuLjmzgqPPPII4uLisHLlSgDA/PnzsW7dOqxZswYDBw7UD0UaO3as/hw5OTkoKPhrcPg777wDjUaDG264AT179tQ/Xn75Zf0+y5YtwwMPPIC7774b8fHxqK6uxtatW7t0H5nEsTHF8uvJWtulag32pnes53R5jQbJacVITitu8aXkdH4lbv3wAHLLbD+IbYFOADYczMGqeQPQP6j59tP0/oF4fHqM0SZ+c1G5OCGj2Hb6OYT3cMOGu0biu3tH46bhzf0VMktqcCi7HA1aHcprG6HpxHKjASolFo2KcJhZ8Noi5vSXEkGw10XoTKNWq6FSqVBZWcn7xSKb8fqedteetUcjevngy7tGQiZtezjPq9vS8MZvf7UqRfq64cMl8ejl64a96Zfwtw8OWLqodsvPQ4nK2kZoruh0JJEAz83pj68P52LJ6F6YHxcMmVSCHalF+PZwHnadK2mxklBX/frIBETZ6C2WLScLcJ+ZZjkL8XbBnmWTIJF0jyFql8PYHNNhmpI57JtOVrdguPl6GNuSg1ll+Hhvdpv7aLQ6fHPYsAk181IN3txxHjmltXjkm+OtHNl9/Xj/GIyJ6gFXhQyr5g7Aqnn9ATTXSvcsm4T1S+JRq2nC/x4YhxuGhei/CE2JDcC624bhkWuizV6mb480j8I4llOO74/kId1Kk610xH4z3vrJK6/DvgzHu5XUmuykWaLMSW0bNzio22hs0jn0LEzfHs7FolHhrfZO1QkCCtUthyf999hF/PcYO8QYo2nSYdXcAThfXI3E/oHILauFk0yCO8f2QqiPK0J9XDGxb+sLEiweHYGYnh545JvjKKkyT8/z9KJqfLYvG89uOgOtTsAXf08QrYZ8OLtM38KUX1lv9g5kv5wuxJAwL5u5H+6I+Jslq0otULc5WYS9O1tYhQe/PIZ3bh3WqeP7Bnggrcg217UVS3WDFvERPoj8cxm+UB9XLIgPxX0TO7aIgUIuxbg+fnhqViwe+irFLGXacbZY/4XyrnG9utRzu7K2EUVV9Yg2cbnL8hoN7vjkEE7nqzt1/7ejPtl3AZmXavDZnQkWe43ujk3TZFXl3WA84rYzRa025ylk0jZ7oLZ3f7m78HSW44u/J+Dnh8YZDbnHpvU1edanCdF+Rico6QonmQSzBgVB2oW/20/HL+KlX9JabK9vbML6P7JQUWs4J/u3h3Pxn+3ncNO7+3Asp8KiIXxZakEVioy05JB5MIjJqrbZyJAXS2rSCVi8/qDRyTCkUgn6BLTehHnGSCe2xP4B6NfT8TsYhvdwhULe/JGU2D8QY6J8EdvTE85Oshb7ermavsCGl6sCId7mDWJnuQzF6np89HtWh4/5I/0SPtt/wWDWql3nSrDwvf249/MjaGzSobS6Ae8kZ+DZTWfw9aHm+9HfHM5FdYMW9VodXt9x3mqLgADNk8kUq60/oUx3waZpIgvQaHVoamo5IKGxSYdvDpk23erYKF8cyi43GtL2LMBTiSJ1A64d1BM3Dg9FQi8fJL62GxdKa3Egq8zsr7duVwaOXCiHm0KGz/+egPTiajy18ZTJk1xcqapBi7s/O4IwH1f0CXDHuD5+7R4zPMIbq/53Bqv+dwZLRkfAy9UJGq0O+/7sZJXwwg5otDpU/zlz146zxbh9TC98eTAH+zNLcTi7vNPl7Yp1uzKw9pahory2o2ONmMiK5FIJ+gepTDrmoz+ysemEY469BpqHfU2I9jOo+eaU1eK2Dw+YdXGQ6AB3HH96Gg4/dQ3iwrxx4/BQ9PZzx2+PTsCL1w+Et2vnx8o2l/cgnvjvyXb3Vcpl+OrukQj1dsF7uzPxyjbDdbnLajT6EAaAQ9llGPzsNhzLqcB/j160+vrUl/18qqDVKU+paxjEZDWNTTpojdQSHdW8t/9oMcm+RCKB3MRlA7Mu1cARR/s36QQMDfNCTmmtPnBH9/aFVAJE+bujvrHJ5PVz2zI5JgBuSjlcFM2BX1ajwX8WDEGknzsWxIfh6dn90ZXhslIJEB/hjZTcCgDNnbAOZ/9Vs992uhCvbm8OXS9XBZ6fPxASSfsrkQkCzD4OujN0AnDtG3sYxhbAICar+SklH18f7j6rYJXVaGxmGkhbdTSnArvPl6BW01wDTOwfgA8WD8evj0zAk7P6IcWC81j7uCnQN/Cvnsrz4oK7tPZuT5ULHvnmONYlZwAAFr6/H6v+d0a/OMTPpwrx9s50vLr9HHamFeP1X8/b3Res8tpG3LH+EBq04n8xcCS8R0xW0dikw5aTBe3v6GA2HsvHtYP+Wke4SScgnzUKA7eODNdPoXjleOAhoV4ilahzLtcUt6cW4fp39uJcURW0OgF3fnIIn9wxAkDzohFv7DgvZjG7LK2oCos+PGhTc23bO9aIySpyy2odeiKP1py6WGlwv6+0ugFphRwnfKXP9l1AsQ0Mjfnv0TyzDAV6alYsZg3sCe2fTc77M8sw/bU92JFqGys1dcTkGH+smtsfMwcaX2b2QFYZahpYKzYXfp0hq+iOtWGgeTWlK+8T/3yqEOp621rHVkxPzYrFlNgAeLqIu6jAd0fy8Mq2lmN5O2NHajHKrxr7m3XJdhaIaI2zkxTX9AvE2KgemB8XAoVcignR/thyshA3x4fiRF6lvuf+hGg/uClbDiujzmEQk1XcFB+K/x69iEw7+EAyp7rGJsx+63dMjPZHXnmtQe2YgHNFVbhjTK8uTYjRFRkl1Xjwy2M4U6A22/3a3zu4CpfYXJxkGN27BwJUzmho1KFPgDvumWA4W1mNRovn5vbH30aE4XxxNVb+eAoPTumDgcEqNkubEVdfIos7dbESt3xwAJV1jj+rFpnu7VuGYkyUL1RWrhWnF1fhP9vPo0Grw6QYP3z4exYyS7rPF8U7xvSCh7Mc907sjSJ1PQI8nY1OnnIljVann3SF2mZK5vArDVncxYo6hrADifR1w+1je2H1llTU/rnYfC9fN+SW1ervi5rivi+OQiIBHpjcBw9P6WO12nGUv4d+goqCyroW43kdmY+bArMG9URcqBekUgnCe7h16DiGsGXwt0pEJhkT5YvbRoYj6M95m28dGYadj03EwhFhJp1HccVQIUEA3rDytI0AUFGrwdlCNW794ADKav66rzs+2g893EyfRtNeaJt0qG9sEu2WABliEJPF1fC+qEN6+5ahUMql6KlqDuTJMa0vRWjMPRMi8di0aHgo5bh2UE+4OMnwxYELlihqCz+mXMTn+y9gxAs7MP21Pci4okl6RIQPPr1jBG4eEWqVsohBXa/FB3syxS4G/YlN02RRNQ1avPVbutjFIDNRyKXw91ACAKIDPHDT8FDMGNA8xCXE2wUKubTDQ4CUTjLcPykK84eGwMdVgXNFVcgutew92sq6Rry9Mx0f7802Ose0r7sCb/4tDnnltfh8f45FyyK2P9JLcTKvEgNDTJtylcyPQUwWVatp6nY9pR3ZQ1P64P5JUfqfV80boP93nwAPJPTyaXe96YRePpjQ1w8JvZqXN7y8NOHgUC8MtvAkHr+dLcK7u/+qCQ4MVuHkxUooZFIsGhWOyTH+CPB0xqmLlajTOPY4WYkEUDqxUdQWMIjJoo5cEGelGLKMCdFtry50S0JYu0H89Oz+6Bck3siFXr7NHZMuVTfgPwuGwF0px8HsMswZ/NcMaAOCVXj3tmG4/eNDYhWzhb4BHqhu0ELTpENJVeeXJFw1bwACPJT4+lAuzuSrER3g0f5BZFEMYrIoa93zI+toay1loHkd4VkDe2JzKxO4eLs6wdddvE5QAZ7OeGpWLCQS4FB2OaL8m6/nyhC+LKPEuh3Hrjaxrx8kAHamleCafgF4+5ahaNIJEARgz/kSPPrNcVSZ2P/i1pFhWBgfCrlMimn9jc+aRdbHICaLsocZhahj5g4JMujpbIxEIsGEaL9Wg7i8thFVDVqY1q3LfEb39tX/e3JMQJv7app0kEiA2EBPlFQ3dKkWaqoXrx+Im4Y3dxbbkVoMbzcnOMmkuDzMd1r/QPxwvzuKq+oxOMQLXx/KxZpfzqK+se3788dzKyHvwsIWZBkMYrKYInU9e0w7kN5+7pB0YJ3Aa/oFwPcXJS5VGw+uB788hs0PjjN38cwuNtAT7902HNf0C0BhZT0mv5KsHzdtSROi/bAg/q+hYFP7Gf/CEOXvrq/R3zG2FzxdnPDYt8cN9lHIpXBxkmFSXz+U1mjg4iSDtknHMLYxDGKymPd2Z6K8lhN52DMPZznumdAb3q7NE0B0hLebAtcO6omP92a3eE4hk6KqXotTFysxINi2e+tOumI4VqDKGdcPDcFn+y1/q6W9+/CtmRzjj8T+AfjldBGemhWL0hoNpsb6Y1i4j36fE3kVKK5q0I8BJ9vAICaLaGzS4Q87mXOXWqeQSQ16SXdUb/+W95K9XJ3w5sI4jOvTuaAR27WDeuLrw7kthmcNC/dGSVUDcspqzfI6c4a0vF/dET5uCrx723DsTb+Ej/dm46UbB7eYNnRQiJcZSkjmxiAmi2jSCTjL5f66rZkDArFi4ymDbW//bShGR/m2coTtS4jsgQ8WDceijw4CAMJ8XBHp54a3bxkKqUSCnLJabD9ThIySapwvqsaZAjWa/pzyc0K0H1JyK9qd6jWhlw+8ujjn9ugoX4T6uHbpHGRdDGIiMjsvVwUemByFN/+czCXQ0xnRgfY/TGZcH1+8MH8gzhaq8X8zYw0WSYgO8DAYCpRZUo3Hvz+BitpGPDA5Csu+P9FmEA8OUeG+SVFmuX/LILYvDGKyiIsVdWIXgcygtEaDDQdy8LcE0+aRlkkleGByH3y2/wIqahux4tp+8HVXWqiU1iORSDr8u4j0c8dLNwzG2cIqvLs7s9WVnYK9XHDd0GDcNT4Sns7irstM4mAQk0XsOVcidhHITL48mIPrhga3u0Te1RRyKW6OD0Oxuh4Dgrvn0qMRvm6I8HXDlFh/7M8shZ+HEr+fv4Q1W9PwzJz++PlUAR6d1hdDLDyjGNk2BjERtenkxUqU12r0izuY4sEpUahv1MHHgVcy6ggnmVTfSS0m0BMn8ioxfUAgXvv1nEOv8kQdw8FkZBG1jY49T29380UnF0BwVci7fQgb88bCOPi4KfDh4njezyUGMVnGpuPGZ1Yi+5R8rljsIjgkrnxEAIOYLCCtsEr0eXrJvGYM6NhkHkRkOgYxmV2DtqnDa9KSfTiWUyF2EYgcFoOYzC6/ol7sIpCZHc+rQHmNRuxiEDkkBjGZ3Z7zHLrkKNyVctwxphdKqhowd+0faNCyEx6RuTGIyewam9gs7SgatE346Xg+ACCnrBbDV/2K+zcc5YQtRGbEICaz++/Ri2IXgcyksUkwWM6wqkGL6+KCEczVe4jMhhN6EJFJXvolDbWaJjg7yXBNK2vlElHHsUbczUQs34yI5Zstdv5tpwuh/XPFGXJMZwur8MCXx/DoNylQ13O9aaKuYhB3I1cGsKXCWF2vtch5yTa4OMkwPNwbw8O9ER3ggR2pRWIXicjusWm6G8lOmmXwc8TyzS22ddWPKbw/7MgeuSYad42PFLsYRA6FNeJuzNwhXN2gRT570zq0W0aathwiEbWPQdxNWPK+8GU1DVqUctIHh7VgeCiUctOWQiSi9rFpuhu5OozNXSM+nluBilp23nFEt40Mx6PToiGTSsQuCpHDYY24mzB36BpTpObUlo7q4al94OXK5QyJLIE14m6kK2F8uTbd1jl+Oc0etEREpmKN2AFZ4n5wdtIsoyGcWVKN+sbm+YcLKtlRy1Gl5FaIXQQih8UasQOydDP0wawyvLc7AyXVGqQWqDEwWIWYQA8UVzW0fzDZpbOFVZgSy1m0iCyBQUwmG9HLB8PCvfU14QatDo9/fwJVnMzDYe3PLMX9k6LELgaRQ2LTtIMzpZnalH1lUgnclHK4KeXwcVPgvduGQeXi1Jkikh1ILVCjhC0eRBbBIHZwpjRTd6VJWyKRYGJfv04fT7btUrUG6cXVYheDyCExiB2IpWq/HRWocjb7OYmIHB2DuJuyRIeuvDL2mnZklXWcNY3IEkwO4t27d2P27NkICgqCRCLBxo0bW+yTmpqKOXPmQKVSwc3NDfHx8cjJyWn1nKdPn8b111+PiIgISCQSvPbaay32eeaZZyCRSAweMTExpha/W7HGtJZXCvHhYvGObMPBXOi4xCWR2ZkcxDU1NRg8eDDWrl1r9PmMjAyMHTsWMTExSE5OxokTJ7BixQo4O7febFlbW4vIyEgkJSUhMDCw1f369++PgoIC/eP33383tfjdjrXDmBzX7nMl2J9VKnYxiByOycOXZsyYgRkzZrT6/JNPPomZM2dizZo1+m29e/du85zx8fGIj48HACxfvrzV/eRyeZtBTcZZYrlDY4K9WCN2dA9+mYLHp/fFmChf1Dc2wV0ph78n+wYQdYVZ7xHrdDps3rwZ0dHRSExMhL+/PxISEow2X3fG+fPnERQUhMjISNxyyy1tNnc3NDRArVYbPBydsbBtbUYsSxgb5WuV1yHxXKpuwNLvTmB00m+Y/MouHM+rFLtIRHbPrEFcXFyM6upqJCUlYfr06di2bRvmz5+P6667Drt27erSuRMSEvDxxx9j69ateOedd5CVlYVx48ahqqrK6P6rV6+GSqXSP0JDQ7v0+vbIWgFM3ZOvuwJxYV5iF4PI7pm9RgwAc+fOxb/+9S8MGTIEy5cvx7XXXot169Z16dwzZszAjTfeiEGDBiExMRFbtmxBRUUFvvnmG6P7P/HEE6isrNQ/cnNzu/T69uDK+8G8N0yWduPwUPi6K8UuBpHdM+sUl76+vpDL5ejXr5/B9tjYWLN3rPLy8kJ0dDTS09ONPq9UKqFUOvaHxJX3fi8Hb0dWSbKUvHIOX+pO+vX0FLsIRA7BrEGsUCgQHx+PtLQ0g+3nzp1DeHi4OV8K1dXVyMjIwG233WbW89oyY7VcY9vYJE3WEMTOeURmYXIQV1dXG9RCs7KykJKSAh8fH4SFhWHp0qVYsGABxo8fj0mTJmHr1q3YtGkTkpOT9ccsWrQIwcHBWL16NQBAo9HgzJkz+n9fvHgRKSkpcHd3R1RU80Tzjz32GGbPno3w8HDk5+fj6aefhkwmw8KFC7ty/XahvWbm7KRZNtEUPTjEC2E+rsgpqxW7KGQFT/90CksTYzAhmlObEnWFyfeIDx8+jLi4OMTFxQEAHnnkEcTFxWHlypUAgPnz52PdunVYs2YNBg4ciA8++ADff/89xo4dqz9HTk4OCgoK9D/n5+frz1lQUICXX34ZcXFx+Pvf/67fJy8vDwsXLkTfvn1x0003oUePHti/fz/8/Lr3h4At1X5Vrk4I5FCWbuPURTXu+PgQTrLnNFGXmFwjnjhxIgSh7dl17rjjDtxxxx2tPn9l7RgAIiIi2j3nV1991eEyOoK27vXaSg3YmBuGh+BgdpnYxSAradIJyC6twcAQldhFIbJbXI/YBhnr/dxaIHdkmzXlV7DDlj2RSSVwkklQ36gz+dhevm5YEB+K8WyaJuoSLvpgY4zNgtWRwLXmxB1tCfF2FbsIZIKBwSosHh3RqWNDvF0wJNQL1Q1a8xaKqJthjdjGXNnsbAvBaqqYQA9IJEA7dxrIRqTkViAltwKuChmGhHphb0bbc0lH+rnh72MjUavR4rZR4VDKZVYqKZHjYhDbGHsOYQAYEKyCTCKBlklsV0b39sXLNw7C4o8Otjlt5as3DcGQUC/rFYyoG2DTNJnVsZxyNDGE7U5cmBe8XBX48u6RcJJJWt0vtqeHFUtF1D0wiMmsvFwVaP1jnGxVdEBzwLoq5JgfF9zqfj8cvWitIhF1GwxiG+IIc0X38nWDVMIotifuSjkGBv81/OiWhJaz4PXxd8esQT05mxaRBfAesQ2x1/vCZJ8UMikSBwRiVGQPBKr+mojFSSaFVALorrjDUF7biNmDgjCGS10SmR2D2IZcWQu251B2UchQVc8hLbYs0NMZA0NUeHNhXIvn+gV5IibQE2cK/lrDe0ioCvER3pBJ2dpBZG5smrawiOWbO9zMfGX4mnKcrZkzOEjsIlA7HpzSB0nXDWz1+RuGhWDekCAMDfPCfRN7442FcejBJQ+JLII1YivpbG3X2AQfRF31zKbTKKlqwENT+xh9/o6xvaxcIqLuizViCzJHjZYhTJag0eoQ6sOOV0S2gEFsYcaCtK1m5yunqrTXEI6P8BG7CNQBJy9W4vHvTnD1JCKRSYT2lj1yEGq1GiqVCpWVlfD09LT66xsLXnsN2vaU12hw7Zu/4yIXgLALzk5SLEuMwd8SwuDsxCkriczBlMxhjdhCrg7eq2u6jhrCAODtpoCni5PYxaAOqm/U4bn/ncGN6/Yhr7xW7OIQdTsMYgto696wsZ7Rre1vr72mgeYJIMi+nLxYiXlr/8C+jFJU1jWKXRyiboNBLKK2asb2HMIA8LeEMLGLQJ1wqVqDhe/vx50fHxK7KETdBocvWUB7zc5Xr7B09f72vgITAK7QY+eO5pTjdH4l+gep2t+ZiLqENWIraq0Zujt15CL7oBOAZ346jfrGJrGLQuTwWCMWyeWgvTxhx9VhbO+1YqVcisT+AfjldJHYRaFOOpRdjiMXyjm/NJGFsUZsRa1NYdnWmGJ7JZFIoJRzKIy9C/HmpB9ElsYgFomjD2EiIqKOYRBbkb03N5sqikOY7F6thveIiSyN94jNyNgCDfY+DKkrloyJQFphFTafLBC7KGSihF4+8HVXwknGZQ+JLI1B3AXGOlq1tcqSsZqwsY5ajsLT2QnPzOnPILYzfh5KvLkwDv6ezmIXhahbYNN0F13Z3NxWbbi7NEdfzUkmgaczv+/Zk7+NCGMIE1kRPyG76HKN9ur7v129H+wowe3lqsDwCB/8drZY7KJQB0klbI4msiYGcRe0tsRha8+1dR7WnslWfPh7Jnp6OePGYSGQMJSJLI5BbEZdCVBHDt/wHq5iF4E6aMHwUGh1AvZnlCLS1w3DubY0kcUxiM3AkUPUHO6fFIVvDuWihkNhbJ6XmxOemBErdjGIuhV21iKL83VXwknO/2r2YPOJAjQ26cQuBlG3wk9Hsorp/QPFLgK1IybQA1//YxScZPxYILImvuPIKlSuTmIXgdoxurcvgr04tzSRtTGIySrmDg4WuwjUDneO9yYSBYOYrKKHuwJerBXbtFsSwsQuAlG3xCAmqwjwdEa0v4fYxbAbUon1glEulWDWwJ4I4GxaRKJgWxSRjVHIpXj31mGI8nfH14dyodUJFn29z/+egJGRPSz6GkTUOtaIiWzEA5Oj0NvPDXMHB2FSjD88nZ3Q08tytVS5VIK1fxuKIaFeFnsNImofa8RENuCfk6Jw28hwDAv3xrGcChy5UIZ3kjOQW1ZnkddTyKWIDnBH/yBPODvJLPIaRNQxDGIikb22YAjmDgmCRCKBv6czAjyd8fIvadhhpoUyvF2dMDkmAAAwJFSF3n7uCPVxRagPpx4lsgUMYrKaOUOCcDC7TOxi2BSlXIroAA+DxRVqGrRmfY0mnYC5Q4IwopcPa79ENohBTFbjwhBoIVDljH5BngbbHv/+BLIu1Zjl/GOjfPH+ouFwUfB3T2Sr2FmLrKbJwr1/7ZFOEAx+L2mFVcivqIe5flVOMglDmMjGMYjJajadyBe7CDYnt6wOh/5srq9vbEJ+ZR3qGs23SlWIN+8DE9k6Nk2T1cwbEow95y+JXQyb8+6uDHx9KBeHL5RhREQP9HBToLRGI3axiMhKGMRkNZ4unOLSmJ1pJfp/55bliVgSIhIDm6bJaq7pF4A5g4PELka34uOmELsIRNQOBjFZVW8/d7GL0K3E9uT83kS2jkFMVvXPyc0zSJF15JVbZmYuIjIfBjFZlUwqwZEL5WIXo9vgkDEi28cgJqtjNJjGxUnWqbWcXZxkiA5g0zSRrWOvaSIb9czsfugXpEJ4D1f4uCmQ+NpuZJZ0fMat9bfHc3lDIjvAGjGRDerl64ab4kMxopcPAjyd4SSTYsWsfpBLJS32lUqA+Ahv/c+Rvm74W0IYhod7t9iXiGwPa8RkdYOCVUgtUItdDJvW288drgrDt+ekGH/0D1bheG6FwfYlo3thaWJfvLAlFQWV9XhzYRyntSSyIybXiHfv3o3Zs2cjKKh52baNGze22Cc1NRVz5syBSqWCm5sb4uPjkZOT0+o5T58+jeuvvx4RERGQSCR47bXXjO63du1aREREwNnZGQkJCTh48KCpxScb8MTMGPi6c3xrW3afL0FFbcvZtW5JCDP4OdDTGfdP6g0XhQyr5g3AB4u5wAORvTE5iGtqajB48GCsXbvW6PMZGRkYO3YsYmJikJycjBMnTmDFihVwdnZu9Zy1tbWIjIxEUlISAgMDje7z9ddf45FHHsHTTz+No0ePYvDgwUhMTERxsXnWbCXr8XJV4KUbB4tdDJum0eqMLvyQ2D/Q4EvMjIGB6OGutGLJiMjcJIIgdLoTq0QiwQ8//IB58+bpt918881wcnLCZ5991qlzRkRE4OGHH8bDDz9ssD0hIQHx8fF46623AAA6nQ6hoaF44IEHsHz58nbPq1aroVKpUFlZCU9Pz3b3J8sqqWrAzDf2oKSqQeyi2KQV1/bDHWMiDNYpvuxgVhlScsuRWlCFl24YBLmMXT2IbI0pmWPWd7BOp8PmzZsRHR2NxMRE+Pv7IyEhwWjztSk0Gg2OHDmCqVOn6rdJpVJMnToV+/bt62KpSQx+HkosHsWJPVoT7uNqNIQBYEQvHxRU1uP6oSEMYSIHYNZ3cXFxMaqrq5GUlITp06dj27ZtmD9/Pq677jrs2rWr0+e9dOkSmpqaEBAQYLA9ICAAhYWFRo9paGiAWq02eBA5iqdn98fYPr5iF4OIzMDsNWIAmDt3Lv71r39hyJAhWL58Oa699lqsW7fOnC/VrtWrV0OlUukfoaGhVn19at+2M0ViF8Fm/e9EPgor6w22Hc4uw6VqNuUTORqzBrGvry/kcjn69etnsD02NrbNXtMdOa9MJkNRkeEHd1FRUaudu5544glUVlbqH7m5uZ1+fbKMmQN7il0Em7UxJR8z39iD5d+fQHFVPTYeu4gl6w/h/i+OorKuUeziEZEZmTWIFQoF4uPjkZaWZrD93LlzCA/v/P1AhUKBYcOGYceOHfptOp0OO3bswKhRo4weo1Qq4enpafAg23JzfGinpm7sLspqNPjqUC6mvLILK348heoGLQ5kleH+L47i4z+ykH2p47NsEZHtMnlCj+rqaqSnp+t/zsrKQkpKCnx8fBAWFoalS5diwYIFGD9+PCZNmoStW7di06ZNSE5O1h+zaNEiBAcHY/Xq1QCaO2OdOXNG/++LFy8iJSUF7u7uiIqKAgA88sgjWLx4MYYPH44RI0bgtddeQ01NDW6//fauXD+JyMtVgaFh3vjtLIegtaWqXmvw8+/pl5B1qQZuSjkifN1EKhURmYvJw5eSk5MxadKkFtsXL16Mjz/+GADw0UcfYfXq1cjLy0Pfvn3x7LPPYu7cufp9J06ciIiICP3+2dnZ6NWrV4tzTpgwwSDA33rrLbz00ksoLCzEkCFD8MYbbyAhIaFD5ebwJdtTWdeIqa/u4hCmTgrxdsEnd4zgGs9ENsiUzOnSOGJ7wiC2Per6Rsx+83dcKK0Vuyh2a2psAD5YPFzsYhDRVUQbR0xkCk9nJ6y7dRgUcv437Ky9GZew9ZTxIXxEZB/4CUiiiu3pibmDg8Quht2q1TTh/T2ZYheDiLqAQUyiu2UkZ9jqiiMXyvHqtrT2dyQim8QgJtGpXDiEqavW7crEpuP5YheDiDqBQUyiC/NxxSxO7tElmiYd13gmslMMYhKdTCrB5Bh/sYth9/ZmlIpdBCLqBAYxkYPILeMwMCJ7ZPLMWkSW0NvfHW4KGWo0TWIXxS7NGRyE27isJJFdYo2YbMKQUC+8v3g4FFxft1MmxfghPsJH7GIQUSfwU49sxujevpgXxzHFppJJJYjt6YnGJh1+PlmAxiYdyms02JnGObyJ7AGbpsmmLJseg28O54ldDJugkEsR4uWCzHZWWXpmTn/EBHriiwMX8OQPp7BwRCgOZJYht7wW/h7O8HZzwqd3JMDHTWGlkhORKVgjJpvSw02B28dEiF0Mm3DvhN74+eFxCPVxaXUfd6Uc4/v4AgDe3dU8w9aXB3OReakGjU0CLlbU4dRFNZJZOyayWQxisikSiQQL4kPh4iQTuyii++l4PhQyKR6fHtPqPmOjfBHeo/2lEB/55jiin/oZT208ac4iEpEZMIjJ5sQEevJeMYCsSzV44MtjqG2jJ/njM5pDulhdj+oGbav7AYBGq8N3R/Jw6mKlWctJRF3DICabdEsCh+IAwP9OFGDZdyeMPjc2yhd+HkoIgoA3f0tHWY2m3fPVN+qwZP1BaLQ6cxeViDqJQUw2qW+gByb29RO7GDbtVH4lpr+2GztSi/HZ/gsdPu5StQYCusUy5ER2gUFMNslJJsXCEWFiF8OmVdQ2Iq+8Dn//9LDYRSGiLmAQk83qG+ABZyf+F7WEkqoGsYtARH/ipxzZrAhfN9wcz1qxJVzz6m7EPbcN9284ipp2OnkRkWVxQg+yac4cxmQRdY1N0Op0WD49Bm5KfgwQiYk1YrJpC+JDxS6Cw+qpckGtpgn1jVxog0hMDGKyaYGezugb4CF2MRxSXnktjudVoLCyXuyiEHVrbJMim+aikEHl4iR2MRzSqN49cNNwtjgQiY1BTDatpkGLstr2J6qgjvN0luP6YSFtTp1JRNbDpmmyaW5KOV66YVCbCx+QaabEBuDp2f3ZEY7IRjCIyebFhXnj1oRwuCkYHOZQWFkPnY4zaxHZCgYx2YV/TOiNBRxTbBb7MkvRqONc00S2gkFMdmPl7H7497wB8HRm14bOclPI8MkdI6CUs3WByFbwE43syq0jw+HnocQDG45B08RanTFuChmi/N0xMESFnLI6qOsaUVLVgEkxfhgU4oUJ0VxMg8iWMIjJ7iT2D8S/5w3A28npyC6tFbs4NsVNIcObf4vD5JgAsYtCRB3EICa7dFN8KObGBeFYTgWWfXcCOWUM5FmDeuKpWbHwc1eKXRQiMgGDmOyWUi7DgGAVLlbUiV0Um7AssS96qjjMi8jesLMW2TV3pRyPTevb7Yc29fJ1g7ebQuxiEFEnMIjJ7t07sTeOrLgGq+b2F7soAIBgL+vXSmcPDoIHV1EisksMYnIIzk4y3DYqAreOFH+s8YNToqz+munFVajVcBUlInvEr9DkUFZc2w++7kpcKK3Fr2eKUCXCovePf3/S4q/Rx98d1Q1aFFTWQyGT4oX5A7muMJGdkgiC0C3mulOr1VCpVKisrISnp6fYxSEruFTdgJ9PFmDP+UvYdqaoy+dzU8hQY0O1zv+bGYO0wmp8fzQPYT6u+PLukaI0ixNRS6ZkDr9Ck8PydVfitlERuCUhHI98k4KNKfkdPjbAU4mZA3si+1INVC5O+MeE3mhs0mHZdycwrV8ALlbUo6ymAQVXrOUb5OWCMB9XbDiYA43W8pON5FfU4/n5A+CmlCEltwJOUonFX5OIzI81YuoW9qZfwt8+ONChfQcEe+KLO0dC5dq5dZDzK+rQ+OesXy9vO4dNxzv+BcAUrgoZUlZOg1QCJP18Fk9d288ir0NEpmONmKgVPm4KqOsaob1q9aFIPzc8Pj0GQ8O8oXSSwtO5cyEMNNeML5s9qKdZgzjE2wVjo3xRVqPBuGg/yKQSyKQSjO3ja7bXICLrYhBTtzCilw8+WjIco3v7oqpeiwXv7kPmpRoAwPy4YCRdP9AiCyFMjvGHl6sTKmobu3SeERE+iApwx7LEvvBybTleeMn6Q8hOmtWl1yAicTCIqVuQy6T6+ZednWT47bGJiFnxMxaOCMPTsy03/lguk6Krd25je3riy7tHQtbKPeCI5ZsZwkR2jEFM3damf45FoMrZ4q8T7O2C8i7UiPPKa3GxvA5hPVyNPs8QJrJvnNCDuq0+AR7w6MK94I66WN75ubDjwrzg5eqEem3LYVMRyzcb/TcR2RfWiIksrH+QCr+nXzL5OF93JZ6d0x+DQrxaPMfgJXIcDGIiC5vY18/kIPZ0luPHf44xOkGHsZowm6eJ7BebpoksbEpsQIttd43r1eYxswcHtRvCROQYGMREIpg+oGerzylkUtw0PNToc9lJs/SPKzGgiewXg5jIwiJ6uGJEhI/+54RePhga5oXJMf5G99c06QymziQix8YgJrKwWk0Tymo1+p+VTjJIJBKMjPRp9ZgNB3Og07U9+2xrtWMisi8MYiILc1PKMaKXD0J9XDAwWIWZAwIBABnFNQj2ckGgZ8uxzLvPleC7o3kdfg2GMZH9Yq9pIgs7kFmKnWeLUVBZj/uvi0Ji/+YgfvGGQSiv0aCirhFfHszBe7szAQDOTlLcPS4SY6M4fzRRd8AgJrIwmVQCHzcFFo+OwJTYAHi7/TVXtLebAjpBwIXSGvi4KRAT6IGbR4RhzuAgEUtMRNbEICaysBe3nsXNI8Jw28hwo8+7KuS4e3wk1tzgAaVcCmcn8y8+QUS2y+R7xLt378bs2bMRFBQEiUSCjRs3ttgnNTUVc+bMgUqlgpubG+Lj45GTk9Pmeb/99lvExMTA2dkZAwcOxJYtWwyeX7JkCSQSicFj+vTpphafyKqK1fU4k6/GidyKVvdxUcgwLNwHKhcnhjBRN2RyENfU1GDw4MFYu3at0eczMjIwduxYxMTEIDk5GSdOnMCKFSvg7Nz65Pp79+7FwoULceedd+LYsWOYN28e5s2bh1OnThnsN336dBQUFOgfX375panFJ7KqIxfKUaNpMlijmGN+iehKJjdNz5gxAzNmzGj1+SeffBIzZ87EmjVr9Nt69+7d5jlff/11TJ8+HUuXLgUArFq1Ctu3b8dbb72FdevW6fdTKpUIDAw0tchEovnuSHPPZz8PpcglISJbZdbhSzqdDps3b0Z0dDQSExPh7++PhIQEo83XV9q3bx+mTp1qsC0xMRH79u0z2JacnAx/f3/07dsX9957L0pLS81ZfCKzWz4jBksT++LIhXL9tuykWawVE5GeWYO4uLgY1dXVSEpKwvTp07Ft2zbMnz8f1113HXbt2tXqcYWFhQgIMJyPNyAgAIWFhfqfp0+fjk8//RQ7duzAiy++iF27dmHGjBloamq5PBwANDQ0QK1WGzyIrK1PgAfmDgnC3CGGvaA57peILjNrr2mdTgcAmDt3Lv71r38BAIYMGYK9e/di3bp1mDBhQqfPffPNN+v/PXDgQAwaNAi9e/dGcnIypkyZ0mL/1atX49lnn+306xGZS4i3K0K8XcUuBhHZKLPWiH19fSGXy9GvXz+D7bGxsW32mg4MDERRUZHBtqKiojbvB0dGRsLX1xfp6elGn3/iiSdQWVmpf+Tm5ppwJURERNZh1iBWKBSIj49HWlqawfZz584hPNz4GEoAGDVqFHbs2GGwbfv27Rg1alSrx+Tl5aG0tBQ9expfxUapVMLT09PgQUREZGtMbpqurq42qIVmZWUhJSUFPj4+CAsLw9KlS7FgwQKMHz8ekyZNwtatW7Fp0yYkJyfrj1m0aBGCg4OxevVqAMBDDz2ECRMm4JVXXsGsWbPw1Vdf4fDhw3jvvff0r/nss8/i+uuvR2BgIDIyMrBs2TJERUUhMTGxi78CIiIiEQkm2rlzpwCgxWPx4sX6fT788EMhKipKcHZ2FgYPHixs3LjR4BwTJkww2F8QBOGbb74RoqOjBYVCIfTv31/YvHmz/rna2lph2rRpgp+fn+Dk5CSEh4cLd911l1BYWNjhcldWVgoAhMrKSlMvmchiwh//n9hFICILMCVzJIIgtL3WmoNQq9VQqVSorKxkMzXZjIjlm9mDmsgBmZI5XAaRSEQMYSJiEBMREYmIQUxERCQiBjEREZGIGMREREQiYhATERGJiEFMREQkIgYxERGRiBjEREREImIQExERiYhBTEREJCIGMRERkYgYxERERCJiEBNZQcTyzWIXgYhsFIOYyAq4yhIRtYZBTEREJCIGMZGVsHmaiIxhEBNZCZunicgYBjEREZGIGMREREQiYhATERGJiEFMREQkIgYxERGRiBjEREREImIQExERiYhBTEREJCIGMRERkYgYxEQWxqktiagtcrELQGSPrgxXTl1JRF0hEQRBELsQ1qBWq6FSqVBZWQlPT0+xi0NERA7MlMxh0zQREZGIGMREREQiYhATERGJiEFMREQkIgYxERGRiBjEREREImIQExERiYhBTEREJCIGMRERkYgYxERERCJiEBMREYmIQUxERCQiBjEREZGIGMREREQiYhATERGJSC52Aazl8rLLarVa5JIQEZGju5w1l7OnLd0miKuqqgAAoaGhIpeEiIi6i6qqKqhUqjb3kQgdiWsHoNPpkJ+fDw8PD0gkErGL0yFqtRqhoaHIzc2Fp6en2MWxmu563UD3vfbuet1A9712R79uQRBQVVWFoKAgSKVt3wXuNjViqVSKkJAQsYvRKZ6eng75H7U93fW6ge577d31uoHue+2OfN3t1YQvY2ctIiIiETGIiYiIRMQgtmFKpRJPP/00lEql2EWxqu563UD3vfbuet1A97327nrdxnSbzlpERES2iDViIiIiETGIiYiIRMQgJiIiEhGDmIiISEQMYit5/vnnMXr0aLi6usLLy6vF88ePH8fChQsRGhoKFxcXxMbG4vXXX2/znMnJyZBIJEYfhw4d0u934sQJjBs3Ds7OzggNDcWaNWvMfXltssS1X7Z582YkJCTAxcUF3t7emDdvnsHzxn43X331lRmuqn1iXndOTg5mzZoFV1dX+Pv7Y+nSpdBqtWa4qo6x1LVHRES0+HsmJSXpn8/Ozjb6N9+/f785L69NYl07IO573ZL/3wGgoaEBQ4YMgUQiQUpKin67LfzNu6rbzKwlNo1GgxtvvBGjRo3Chx9+2OL5I0eOwN/fH59//jlCQ0Oxd+9e3H333ZDJZPjnP/9p9JyjR49GQUGBwbYVK1Zgx44dGD58OIDmaeSmTZuGqVOnYt26dTh58iTuuOMOeHl54e677zb/hRphiWsHgO+//x533XUXXnjhBUyePBlarRanTp1qsd/69esxffp0/c/GPiQsQazrbmpqwqxZsxAYGIi9e/eioKAAixYtgpOTE1544QWLXOvVLHXtAPDcc8/hrrvu0v/s4eHRYp9ff/0V/fv31//co0ePLlyNacS6drHf65a8bgBYtmwZgoKCcPz4caPPi/k37zKBrGr9+vWCSqXq0L733XefMGnSpA6fW6PRCH5+fsJzzz2n3/b2228L3t7eQkNDg37b448/LvTt27fD5zUXc157Y2OjEBwcLHzwwQdtngeA8MMPP5hQSvOz9nVv2bJFkEqlQmFhoX7bO++8I3h6ehr8P7AGc/9/Dw8PF/7zn/+0+nxWVpYAQDh27FjHC2kh1r52W3mvW+IzbsuWLUJMTIxw+vTpFn9fW/qbdxabpm1YZWUlfHx8Orz/Tz/9hNLSUtx+++36bfv27cP48eOhUCj02xITE5GWloby8nKzltec2rv2o0eP4uLFi5BKpYiLi0PPnj0xY8YMozXi+++/H76+vhgxYgQ++uijDi1LJhZzXPe+ffswcOBABAQE6LclJiZCrVbj9OnTFi1/V3T0/3tSUhJ69OiBuLg4vPTSS0ab3OfMmQN/f3+MHTsWP/30kyWKa1bmuHZ7fK935LqLiopw11134bPPPoOrq2ur+9nb3/xKbJq2UXv37sXXX3+NzZs3d/iYDz/8EImJiQaLWxQWFqJXr14G+13+gC4sLIS3t7d5CmxGHbn2zMxMAMAzzzyDV199FREREXjllVcwceJEnDt3Tv/mfu655zB58mS4urpi27ZtuO+++1BdXY0HH3zQKtdiCnNdd2FhoUEIA4Z/c1vU0f/vDz74IIYOHQofHx/s3bsXTzzxBAoKCvDqq68CANzd3fHKK69gzJgxkEql+P777zFv3jxs3LgRc+bMscalmMxc125v7/WOXLcgCFiyZAnuueceDB8+HNnZ2S32sce/eQtiV8nt2eOPPy4AaPORmppqcExHmm1Onjwp+Pr6CqtWrepwWXJzcwWpVCp89913BtuvueYa4e677zbYdrl558yZMx0+/9XEvvYvvvhCACC8++67+m319fWCr6+vsG7dulaPW7FihRASEtL+BbbCHq77rrvuEqZNm2ZwXE1NjQBA2LJliwlXa0jsazfmww8/FORyuVBfX9/qPrfddpswduxYk899JXu4dku818W+7tdff10YM2aMoNVqBUHoeDO0Of7m1sQacRc8+uijWLJkSZv7REZGmnTOM2fOYMqUKbj77rvx1FNPdfi49evXo0ePHi2+AQYGBqKoqMhg2+WfAwMDTSrblcS+9p49ewIA+vXrp9+mVCoRGRmJnJycVo9LSEjAqlWr0NDQ0Kk5bu3hugMDA3Hw4EGD4xzhb25MQkICtFotsrOz0bdv31b32b59u8nnvpI9XLsl3utiX/dvv/2Gffv2tXivDh8+HLfccgs++eQTo8eZ429uTQziLvDz84Ofn5/Zznf69GlMnjwZixcvxvPPP9/h4wRBwPr16/U9Y680atQoPPnkk2hsbNQ/t337dvTt27dLTVViX/uwYcOgVCqRlpaGsWPHAgAaGxuRnZ2N8PDwVo9LSUmBt7d3pyeat4frHjVqFJ5//nkUFxfD398fQPPf3NPT0yDATSX2tRuTkpICqVSqv87W9rn8Baaz7OHaLfFeF/u633jjDfz73//W/5yfn4/ExER8/fXXSEhIaPU4c/zNrUrsKnl3ceHCBeHYsWPCs88+K7i7uwvHjh0Tjh07JlRVVQmC0NxU4+fnJ9x6661CQUGB/lFcXKw/x4EDB4S+ffsKeXl5Buf+9ddfjTYRCYIgVFRUCAEBAcJtt90mnDp1Svjqq68EV1dXg6ZNS7PUtT/00ENCcHCw8Msvvwhnz54V7rzzTsHf318oKysTBEEQfvrpJ+H9998XTp48KZw/f154++23BVdXV2HlypUOfd1arVYYMGCAMG3aNCElJUXYunWr4OfnJzzxxBNWuW5LXfvevXuF//znP0JKSoqQkZEhfP7554Kfn5+waNEi/TEff/yxsGHDBiE1NVVITU0Vnn/+eUEqlQofffSRw1+72O91S37GXWasadoW/uZdxSC2ksWLFxu9v7Jz505BEATh6aefNvp8eHi4/hw7d+4UAAhZWVkG5164cKEwevToVl/7+PHjwtixYwWlUikEBwcLSUlJFrjC1lnq2jUajfDoo48K/v7+goeHhzB16lTh1KlT+ud//vlnYciQIYK7u7vg5uYmDB48WFi3bp3Q1NTk0NctCIKQnZ0tzJgxQ3BxcRF8fX2FRx99VGhsbLTCVTezxLUfOXJESEhIEFQqleDs7CzExsYKL7zwgsH94Y8//liIjY0VXF1dBU9PT2HEiBHCt99+a7XrFgTxrl0QxH2vW/Iz7rLWgljsv3lXcRlEIiIiEXEcMRERkYgYxERERCJiEBMREYmIQUxERCQiBjEREZGIGMREREQiYhATERGJiEFMREQkIgYxERGRiBjEREREImIQExERiYhBTEREJKL/B9QrKweypk9uAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -451,27 +487,28 @@ " \n", " <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>\n", " <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>\n", - " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>\n", - " <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>\n", - " <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>\n", + " <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>\n", + " <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>\n", + " <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js"></script>\n", " <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>\n", - " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>\n", - " <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>\n", + " <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css"/>\n", + " <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css"/>\n", " <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>\n", " <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>\n", " \n", " <meta name="viewport" content="width=device-width,\n", " initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />\n", " <style>\n", - " #map_0cce474b8fe2a0f7a410e7cfcf1440a6 {\n", + " #map_a58541c926c8f37dd2841990af1c66ef {\n", " position: relative;\n", " width: 100.0%;\n", " height: 100.0%;\n", " left: 0.0%;\n", " top: 0.0%;\n", " }\n", + " .leaflet-container { font-size: 1rem; }\n", " </style>\n", " \n", " \n", @@ -494,99 +531,101 @@ "<body>\n", " \n", " \n", - " <div class="folium-map" id="map_0cce474b8fe2a0f7a410e7cfcf1440a6" ></div>\n", + " <div class="folium-map" id="map_a58541c926c8f37dd2841990af1c66ef" ></div>\n", " \n", "</body>\n", "<script>\n", " \n", " \n", - " var map_0cce474b8fe2a0f7a410e7cfcf1440a6 = L.map(\n", - " "map_0cce474b8fe2a0f7a410e7cfcf1440a6",\n", + " var map_a58541c926c8f37dd2841990af1c66ef = L.map(\n", + " "map_a58541c926c8f37dd2841990af1c66ef",\n", " {\n", - " center: [16.151493350000003, -12.570232749999999],\n", + " center: [15.31765, -12.606],\n", " crs: L.CRS.EPSG3857,\n", " zoom: 10,\n", " zoomControl: true,\n", " preferCanvas: false,\n", " }\n", " );\n", - " L.control.scale().addTo(map_0cce474b8fe2a0f7a410e7cfcf1440a6);\n", + " L.control.scale().addTo(map_a58541c926c8f37dd2841990af1c66ef);\n", "\n", " \n", "\n", " \n", " \n", - " var tile_layer_f9c97504894a56cbd8642418686143d9 = L.tileLayer(\n", - " "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",\n", - " {"attribution": "Data by \\u0026copy; \\u003ca href=\\"http://openstreetmap.org\\"\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\"http://www.openstreetmap.org/copyright\\"\\u003eODbL\\u003c/a\\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", - " ).addTo(map_0cce474b8fe2a0f7a410e7cfcf1440a6);\n", + " var tile_layer_34790f46c63bb7e36610a609a4431404 = L.tileLayer(\n", + " "https://tile.openstreetmap.org/{z}/{x}/{y}.png",\n", + " {"attribution": "\\u0026copy; \\u003ca href=\\"https://www.openstreetmap.org/copyright\\"\\u003eOpenStreetMap\\u003c/a\\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}\n", + " );\n", + " \n", + " \n", + " tile_layer_34790f46c63bb7e36610a609a4431404.addTo(map_a58541c926c8f37dd2841990af1c66ef);\n", " \n", " \n", - " map_0cce474b8fe2a0f7a410e7cfcf1440a6.fitBounds(\n", - " [[16.0224833, -12.7202541], [16.2805034, -12.4202114]],\n", + " map_a58541c926c8f37dd2841990af1c66ef.fitBounds(\n", + " [[14.3548, -13.8682], [16.2805, -11.3438]],\n", " {}\n", " );\n", " \n", " \n", - " function geo_json_12571ee0768355cfcfccd5f5cf4c39f5_styler(feature) {\n", + " function geo_json_3ff4002361010e2223674bfe2c6bb99d_styler(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.5, "weight": 2};\n", " }\n", " }\n", - " function geo_json_12571ee0768355cfcfccd5f5cf4c39f5_highlighter(feature) {\n", + " function geo_json_3ff4002361010e2223674bfe2c6bb99d_highlighter(feature) {\n", " switch(feature.id) {\n", " default:\n", " return {"fillOpacity": 0.75};\n", " }\n", " }\n", - " function geo_json_12571ee0768355cfcfccd5f5cf4c39f5_pointToLayer(feature, latlng) {\n", + " function geo_json_3ff4002361010e2223674bfe2c6bb99d_pointToLayer(feature, latlng) {\n", " var opts = {"bubblingMouseEvents": true, "color": "#3388ff", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3388ff", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 2, "stroke": true, "weight": 3};\n", " \n", - " let style = geo_json_12571ee0768355cfcfccd5f5cf4c39f5_styler(feature)\n", + " let style = geo_json_3ff4002361010e2223674bfe2c6bb99d_styler(feature)\n", " Object.assign(opts, style)\n", " \n", " return new L.CircleMarker(latlng, opts)\n", " }\n", "\n", - " function geo_json_12571ee0768355cfcfccd5f5cf4c39f5_onEachFeature(feature, layer) {\n", + " function geo_json_3ff4002361010e2223674bfe2c6bb99d_onEachFeature(feature, layer) {\n", " layer.on({\n", " mouseout: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " geo_json_12571ee0768355cfcfccd5f5cf4c39f5.resetStyle(e.target);\n", + " geo_json_3ff4002361010e2223674bfe2c6bb99d.resetStyle(e.target);\n", " }\n", " },\n", " mouseover: function(e) {\n", " if(typeof e.target.setStyle === "function"){\n", - " const highlightStyle = geo_json_12571ee0768355cfcfccd5f5cf4c39f5_highlighter(e.target.feature)\n", + " const highlightStyle = geo_json_3ff4002361010e2223674bfe2c6bb99d_highlighter(e.target.feature)\n", " e.target.setStyle(highlightStyle);\n", " }\n", " },\n", " });\n", " };\n", - " var geo_json_12571ee0768355cfcfccd5f5cf4c39f5 = L.geoJson(null, {\n", - " onEachFeature: geo_json_12571ee0768355cfcfccd5f5cf4c39f5_onEachFeature,\n", + " var geo_json_3ff4002361010e2223674bfe2c6bb99d = L.geoJson(null, {\n", + " onEachFeature: geo_json_3ff4002361010e2223674bfe2c6bb99d_onEachFeature,\n", " \n", - " style: geo_json_12571ee0768355cfcfccd5f5cf4c39f5_styler,\n", - " pointToLayer: geo_json_12571ee0768355cfcfccd5f5cf4c39f5_pointToLayer\n", + " style: geo_json_3ff4002361010e2223674bfe2c6bb99d_styler,\n", + " pointToLayer: geo_json_3ff4002361010e2223674bfe2c6bb99d_pointToLayer,\n", " });\n", "\n", - " function geo_json_12571ee0768355cfcfccd5f5cf4c39f5_add (data) {\n", - " geo_json_12571ee0768355cfcfccd5f5cf4c39f5\n", - " .addData(data)\n", - " .addTo(map_0cce474b8fe2a0f7a410e7cfcf1440a6);\n", + " function geo_json_3ff4002361010e2223674bfe2c6bb99d_add (data) {\n", + " geo_json_3ff4002361010e2223674bfe2c6bb99d\n", + " .addData(data);\n", " }\n", - " geo_json_12571ee0768355cfcfccd5f5cf4c39f5_add({"bbox": [-12.7202541, 16.0224833, -12.4202114, 16.2805034], "features": 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"DEAfrica_Waterbodies.edz50uuvgd", "last_attrs_update_date": "2024-10-30", "last_obs_date": "2024-10-25", "last_valid_obs": 100.0, "last_valid_obs_date": "2024-10-09", "length_m": 240.0, "perim_m": 720.0, "uid": "edz50uuvgd", "wb_id": 54631}, "type": "Feature"}, {"bbox": [-12.6058, 16.0506, -12.6046, 16.0525], "geometry": {"coordinates": [[[-12.6058, 16.0525], [-12.6058, 16.0516], [-12.6055, 16.0516], [-12.6055, 16.0508], [-12.6052, 16.0508], [-12.6052, 16.0506], [-12.6046, 16.0506], [-12.6046, 16.0508], [-12.6049, 16.0508], [-12.6049, 16.0511], [-12.6052, 16.0511], [-12.6052, 16.0518], [-12.6055, 16.0518], [-12.6055, 16.0525], [-12.6058, 16.0525]]], "type": "Polygon"}, "id": "35", "properties": {"area_m2": 9900.0, "id": "DEAfrica_Waterbodies.edz534j43w", "last_attrs_update_date": "2024-10-30", "last_obs_date": "2024-10-25", "last_valid_obs": 72.72727272727273, "last_valid_obs_date": "2024-10-09", "length_m": 267.8651029674607, "perim_m": 720.0, "uid": "edz534j43w", "wb_id": 54635}, "type": "Feature"}], "type": "FeatureCollection"});\n", "\n", " \n", " \n", - " geo_json_12571ee0768355cfcfccd5f5cf4c39f5.bindTooltip(\n", + " geo_json_3ff4002361010e2223674bfe2c6bb99d.bindTooltip(\n", " function(layer){\n", " let div = L.DomUtil.create('div');\n", " \n", " let handleObject = feature=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;\n", - " let fields = ["id", "area_m2", "length_m", "uid", "wb_id", "perim_m"];\n", - " let aliases = ["id", "area_m2", "length_m", "uid", "wb_id", "perim_m"];\n", + " let fields = ["id", "wb_id", "area_m2", "length_m", "uid", "perim_m", "last_obs_date", "last_valid_obs_date", "last_valid_obs", "last_attrs_update_date"];\n", + " let aliases = ["id", "wb_id", "area_m2", "length_m", "uid", "perim_m", "last_obs_date", "last_valid_obs_date", "last_valid_obs", "last_attrs_update_date"];\n", " let table = '<table>' +\n", " String(\n", " fields.map(\n", @@ -603,11 +642,14 @@ " }\n", " ,{"className": "foliumtooltip", "sticky": true});\n", " \n", + " \n", + " geo_json_3ff4002361010e2223674bfe2c6bb99d.addTo(map_a58541c926c8f37dd2841990af1c66ef);\n", + " \n", "</script>\n", "</html>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen>" ], "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -620,6 +662,28 @@ "polygons.explore()" ] }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3e1f8e34-e9ce-4c1c-b4f7-6305605976cf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Color the waterbody polygons by their last valid observation attribute\n", + "plot_last_valid_obs(polygons)" + ] + }, { "cell_type": "markdown", "id": "6a1eb958-dd5f-4049-8658-707e93e1dc08", @@ -651,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "a4479d59-e8f6-46ee-b0d4-60c951ca7d41", "metadata": {}, "outputs": [ @@ -677,38 +741,49 @@ " \n", " \n", " id\n", + " wb_id\n", " area_m2\n", " length_m\n", " uid\n", - " wb_id\n", " perim_m\n", + " last_obs_date\n", + " last_valid_obs_date\n", + " last_valid_obs\n", + " last_attrs_update_date\n", " geometry\n", " \n", " \n", " \n", " \n", " 0\n", - " DEAfrica_Waterbodies.54637\n", + " DEAfrica_Waterbodies.edz5cm96jh\n", + " 54637\n", " 1.865133e+08\n", " 28031.685226\n", " edz5cm96jh\n", - " 54637\n", " 252960\n", - " MULTIPOLYGON (((-12.62573 16.25456, -12.62542 ...\n", + " 2024-10-25\n", + " 2024-09-23\n", + " 92.453085\n", + " 2024-10-30\n", + " POLYGON ((-12.62570 16.25460, -12.62540 16.254...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " id area_m2 length_m uid wb_id \\\n", - "0 DEAfrica_Waterbodies.54637 1.865133e+08 28031.685226 edz5cm96jh 54637 \n", + " id wb_id area_m2 length_m \\\n", + "0 DEAfrica_Waterbodies.edz5cm96jh 54637 1.865133e+08 28031.685226 \n", + "\n", + " uid perim_m last_obs_date last_valid_obs_date last_valid_obs \\\n", + "0 edz5cm96jh 252960 2024-10-25 2024-09-23 92.453085 \n", "\n", - " perim_m geometry \n", - "0 252960 MULTIPOLYGON (((-12.62573 16.25456, -12.62542 ... " + " last_attrs_update_date geometry \n", + "0 2024-10-30 POLYGON ((-12.62570 16.25460, -12.62540 16.254... " ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -730,13 +805,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "edb6b29a-b186-4efc-aa42-1f64ae24e247", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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VTAh3Q12zEu/vy8G4UFccz6/Tm2lzY7e6Uq3Fv7+/gOF+EqyYFtnhNVb/mQUfiS3ya5qxI70cv/87Cf4u+sm3rLENIwKcMOLVvXh0cihGB7l0ey4WjQlgNYkDlMitDsMwWH8wD6cL69kOxSL8dKYET1IrsN/UGgZzR/jizT+yEOnlgLN/d18CwIyhXsiqkCEhxBXbL5TpujavF+AqRoAru19mxDw0WgbPbs2ArYCHVoUGLnYC1LUoUd+iBNA+k2HeSF88PDEUHA50SyUL+Vw4iwUGE/n16lqU2JFejh3p5bptB7NrOuw3bYin7t8qjRbTPziMqzUtOHm1DuPC3DA2xFX3OMMwOJRdo+vJXJkSCU8Drf7XdlzG7kvtY4/+76bwHp2PH04XY2q0B7XISc/J5GqsO5jHdhgWo6FVyXYIAwLfhoNXd16Gv7MYizee1nvsw/25cBLz8ejkUHySmo9WZd+mDhHr1apU48czJVgYH4BbPjyC2uZ//u7qWvT/BnOrm7F2dzZ2plfAx0mEfVnVJonptZ2XsTgxCE1yNZ78MQ2VMjkA4OFJoXpJvKiuBWv/ytYlcXuhDWYM9YLARv+a/V+XKrH7UiWcxXx8df+YLhdiUqq1+OF0CYJcxfjuwQS42gtN8A57jhK5lcmma+PEBMQCG3y0aATu+eKUwccbW1V4848rHbbPivPBEB9HU4dHWPZHZiX2Z1Vjw6F81DUrIbThQqnRdllU6nKFTDdNzFhsuBzY8DiQq7T46WwpfjpbCqC9sqOIz4VcpYWfky1alWpklkrx+ZGrOJpXC7mqfUYFhwN8tGgEQtzt9Y6r0mjx6o7LCHG3w8Yl8QjqZrrZ8fxaFNe34oeHxrKexAFK5FZn/5UqtkMgA5Snowh3JwTgowN5HVpZnVkU70/rwQ8Ct4/yw01RHnjk23NwFgvwyyPjcKVChke/O9+japLGMjvOB4/dFIbFX55GWWMbPByEiPFxxILR/hALbbBk42k8szUDz2zN0HteuIc9gtzs8MjkUL1BcrsvVmCIjwQrf0lHrK8EH989EtxulkRWa7TYcroEw/2dLGawLSVyKxPqZt/9TqTf5CrNoExQS8cHI7uqCT+cLul231lxPhgT3P1gIDIwuNgJEB/kgnUH8/DtySJMH+IFId+8pUh+vVCGPZerwEF76/qFmdF4YksaUrNr8MndIzHExxGXyvV7AWK8HbHpvniI+DxIbPlQqrVoUajx0YE8fHOyEI4iPhpalXhwQki3SRxonza3+1IlzhY1IMjVDtOGeILPY7ckCyVyK6FQa3C+qBFHBnk5VlMrrmvFljPFOJ5fh8enhsGWb4PdFytwrQfxllhvvetvA1FSmDvOFDagpkkBaZvhOupOYj5WTouEDctfYNdrkqvwv7+ysWxCSIfRyMQ4cqvbL+2t+fMK1vzZ8VKLOVy/omPV39fFQ9ztcDi3Fh8sHIEnf0xDZplUt8/lChkS3tyPABcxfntsPHZmlGPVb5d0j1/rfZoQ3vmc9NKGVvg5i5FW0giNVov7xgfhfFED3vwjCyMD2W+ZUyK3El8eLcDa3dlshzHguTkIcDSvFhmlUty/+WyHx785WYTFYwNxU7Qniutbce/YQBai7LlmhRr2wt79mYe42+HxqeHYdr7U4GhhAHC3F8LewJxytqg1Wrz42yVsu1AGN3shHp/a+YjjumYF1H8PpXYWCzoMeiKdmzvcF39dMs/lPR+JCHUtSijUnVcM1I3bYIAd6eUYHeiMlSmRePrndMjkKt21cQAorm/Fgs9OoLxRrtsm4HFxa5w3hvhIOv2BnlHaiCO5tVg6Lgjv7MnG09MiEeAixrmiBjS2KnHgSjXuTmD3e8By/hJJlyqu+/AR03n8hzRklEo7fZxhgK9OFOGrE0XgcTkIcbMzSXWp/kovacSVShm+PVmMbx9MgMSW3+Pnfn2iEAW1LV1OEwpys0MPeiHNRq1lsO1CGYBrc5ydMe66/5eiuhaUNrTh97Ry7M2qQn2LEk5iPp6aFol5I3x7/WNnsCiqa0Gg6z8DvzwlIogFPKPNXBDxuYj2dsSF4ka42gkwxFcCALhQ1IByadffef4utiipb18B7WptCxKCXXDbqPYCLqdfSMaZwnpcKG7ArsxKpJc0AoDeAj/+LrZwEQvw6pyhnf7/XyyT4r/bLyJliBd2pJcjt6oZ5Y1teGXHZd0+H+zLRX51Cx6ZHAp3B3YGvtGnl5DrZPVilK1Gy2DV9ov45J5RiPTqeyUpU9hzuRLrD7YvqLPws5MQ8Dh4cEIIZsV1XT5VrtLgcrkM6V38mAGAZrkaW86UoKiuFUvGBSLKi92R6+eL/5nbnl4qxeKNp/GvSSFYmRIFAPj08FXsTC+HTP5Pt+ysYT4W36PCtjd2ZSHE3R5OYj5G+Dthy5kSo04/1GoBj7+Tn7OdAEsSAzE12hM5Ve0FZjJKG3G1tgV7L+v3AgS6iuHvLNYlcgBIK2nEhr+XHp0+xAvxQS6ID3LBXQmBuGPDiQ5/2x8tGonntmbg/b05+O+tMR1iO55fi8d/uIDaZiU+u3c0PknNQ6VMjke+O6+3X3WTAhuPFaC0oRWfLR5tlPPSW5TIrURvWlSDibRNBa2W6dEglZ64OcZTrwxkd67WtmDmh0cQ5++EjUviIRFbxv/Tipsjwedx8f6+XN0X2Nq/ruCLowWYN9wHW86UQMswWHfXSF05y10ZFXjyxzQoe7D4yYmrdThxtQ4A8Mu5Eny4cARmxBp/Jaqe2n3DAkJqLYPNxwpxc4wXhvo4orZJoZfEAaCuxXyjra1NtUyOvOpmnC9uxJ6/kyj3uuIufbE4MRBu9kK8uzdHt02p0eq66vOqm/Hg12fh5ShCQrALHp4cipnDvKHRMlBptHhvXw5+PFOCxlYViupaO/QYKdRa3XX7L44UYMZQL9w3PgiejiKsuDkCy74+ixEBTlicGIi1u7Nx54YTUGq0WJ4cgZomhV5rurFViSUbT0OlYbBsQjCcxHy9aoY8LgdejiKUXbcmOpuXmjgM09VMwIFDJpNBIpFAKpXC0dH65r1WSNuQuPoA22FYpIuvpBitazSjtBH/+uYcKrrp1jPEw0GIN+bF4uYYz+53NrGS+la8tfsKdmZ0vXIThwMsn9peGe9CSQNSO7km3p1gNzv8+NBYgzWyTW3DoXy8tfuKwTnNvk62EPG5yK/puMDQq3OGYHFikOkDtEIrfkzDr39fqjAWH4kIbSoNGloND6C8kYPIBgeemqyXYJduOt3pZ3RkgBPOFzd22L5x6ej20fYH8nChuBGTIt3xwf5cKNVaBLmK0SRXQ61lMC7UFevvGolXd17GzowK1DYr4Czm46/lE/F7ejle35WlO+bMWG+8c2cc1h/Mw0cH2gt0ifhcbHkoEcP9nXp+UrrR07xFLXJi1ZzEfKNeqx3m54ShvpI+JfLqJgVe2XEJYR72rK9fbCvg6Y3c7QzDAO/ty+l2P0McRDbwdWofrbsyJZKVJA4An6Tmd1qY5PoW0/UemhiCyH4srDGQKNXtrd1np0eZ9HW6u+YN6H+mIr0csCujHN5Otno9S9e8e2ccThfUY9uFMtyVEICXZg3B8bxavLrzMkrqW9Gi1MBHIsL7+3KxaWk8nr8lWvfcGG9HfHWiEB4OQtwzNhArfkrHnxcr8ch355CaXQOFWgs3ewGemxGNvy5V6iVxDqe9PKyIz8NT0yIxPswNXx0vxJ8XK5GaXW3URN5TlMitBFV0M2x2nA/EAuN+jBfG+3e4JtdTpQ1tSHn/ML65fwwSWJym5mYvhItd93Wte2p8mCsemRQGHycRtqeVg8tpX7TClMn7fHEDeBwO4rr5YlwY749PD1/t1bHthTas/v9Yiia5Cq/uuIx9WVXQaBncnRAAHpeDvy5Vdv/kfuJwACdbPiZFuMPX2RZqLYO5w30R7d2x5ZkY6or9WVV4+ucMaP7u369tVuDFWTE4ebUOm44V4mxhA3b8XxJ2L5+ISqkcrUo13B2E0GgZOIkFesebEuWBXZkVmB3XPtDx3rGBaJKroFRrUVLfhkBXMRbE++OXc6UderXsBDZ6y/2ODXFFkKsdhDZcVMnkqJLJDdZxNyVK5FZiv4nqFVuzKZHuCGG55WuIUq3FE1vScPI/U1mN45074vDl0QL8eKZEN92qL+4bH4SXZg3R3TfXUqVP/piGtbcN63Kf2mYFvjtV3ONj2gl4SAx107X6BruaJgV+Ptde5vSzw1fxWS9/EPVVgIsYixMD8eCEzlfau56jiI+kMHfweRwwDIOZw3wQ5+cEscAG48PcUFhXjKs1zUgvaURaSSN8nGzh62QLB1HnY1bi/J2QWSZFZpkUxfUt+M8t0fjuVDFKGlpR3aTA+eIGqDUd/24Uag3OFdVjVOA/xZC8JCK8v3BE70+EkVAitwKtSjX2Z1Fp1mv4PA54XA7ig12wdHww2+EYVN+ixLO/ZOD1eUNZq/oU4m6PN+bF4lBODUobDHcxd8fXyRaPTAo1cmTd++p4oa7YR2d2ZpTjg325egVCOuNqJ2gv0TkpFMkWMIbBUnhJRFiZEon39+VAZSBpGQuHA/hIbDE+zBVigQ0enRza696cPzIrIFdp8fKsGL2/+xgfR9hwOYj2dsRnR65i198taKENF7eP8sMb82INHs/QjIWHJ4Viy+liBLja4b8zo6FUa/H1iUJdTXcHoQ1ujfMxe4u7O5TIrUBqdk2Pri8NBtNiPLF0fBB8JLZwspAR4oYoNVr8eLYENc0KPJgUrDen2dxmxnr3uusZAPycbfHlknizXvu+Nu3og/25esU8DEmO9sS/v7/Q7TFjfSV49844hNM18Q7EAhs8PCkUmaVS3fKdxubnbIs4fyesv2tkv4/lLRF1+PF+d0Ig/JzFmBThjia5CgqVFvuyqpAc7YnRQc6dHKlzn9wzCt+eLEJGqRS3j/LD2tvjcCyvDsFudpg3wlc3V92SUCK3cAzD4PtedB0OZDOGeuGVOUPg4WBZv4a7cuBKNc4W1mPbY+MR6s5Onfzc6ubudzLgXxNDTD4//s/MCrg7CDE6qL2bMqtChie2pAFov87f3x8Ry5PDsXRcUIdrpOQfaq0WBbUdR/Uby6hAZ3xghG7naUM8MTnS3eBjkyLatzuI+Phg4XDc/cUpFNe34nRBPX48075uwKw4nx5VYIv2duzQiv/xX2NZXW+8O1Sb0MLtzKjA0UFeX11ow8WXS0bjw0UjTJrE/8yswPBX9+DxH7pv5fWGTK7G239lQ65iZx3v8k5GbneFx+UguJcL9OzPqsKdn56AthfX4/+6VIm39/xTelg/4TJo6aLbvKvHgPbu9Pkj/CiJd0Now8Pr84bih2VjEWNgoJkhcX4SuPVw+c4/L1biTGF9f0IEAHhLbPWqzHWmSa5GtUyO/JpmHMurw5XKJhTUtiC3qhlj3tiHZV+fhaoHtRKuZ8lJHKAWuUX7I7MCj28xblKxRjOGemFqtOmva54urEdjD+e49tafFyvBMGnYcO8okxy/Kwvj/fHydSUle4LP4+Dbk0UIcBEjwLXrL7HC2has+u0iTl6tg0rD4IP9uXiyBwPi9l2uwqGc9qk+F8ukqG6S6615XtusxKLPT2JJYhCeTons8Pwnf0rv8vgTwt26jZ20i/+7R8TfxbZHa4h3V/kPAJLC3BD1d48Oz4z1fBvblLpLkU1yFX7+V6LusorElo8P9ucir7rZ4Oh4a0WJ3ILVNCk6nR87WIj4XDw6Jcykr/HW7ivYfKwQbSZuMZ8urMenh/LxLzMPHksKd8PMWG+MC3PFC9su9ug5cpUWc0f4dpkID16pRmFdCzJLpXpVr4rq9Ltpvz9VjNd2XsaMWC/YC23wzPQo2PJ52JFRrisO0iRX47e0cuTdcBmgSa7Gx6l5GB/mhp0Z5br/o32XqzpUartRk1yNFoUadlRHvUeUaq1Ryq++dVssZsX5gM/jsjLQc8vfS/DyuBy8OS9Wb2zE41PDMcxPAm+J9Vye6wn6hBOLlhTmpishaizpJY1oU2kwNsQVMrkKh3NqTJ7EgfaR7B/uz8XUaA+EeZh+4NXyLRcwb6QfGluVqJC24buTPRtr4eEgxMal8XpJPL+mWe8af7VMjhe2ZRochHngSjV+PluCuSN8wedxcaVShjaVBr+ev7aoSTUcRDa4cl1thDOF9Z0uDKRlgEWfn+xR7Nfbf6Ua7+zJwYuzOtbRJh2lZlfr/SDrqznDfSHi84wQUd88NyMKQhsuIjwdOpQN5nE5ZundMzdK5Bbsk9R8tkNg3bVBUMag0TJ4YssFXYGHEHc7jAt1xaXyni+U0l8tSg3KG+VmSeTxwS5YsvE0OBz0qmeHwwECXMVwFPEhbVVhwWcnEOgqxqf3ti8IkVkqxcPfnut0JoVMrsbKXzKQMtQLlVI5vj5RpPe4oWpr19ffNpYgVzH+OzO6+x0JqmRyPPTNuT4/P8zDHk9Pi0BytKdZu9ENEfF5elXcBgMa7GbBGAzefnVHkQ3+NSkES4xUC5thGLywLVOvStPVmhZ828NWqjG9szcHMrlprsVf76e/R+v25fIMw7Rf2tl6vhRXKpuwcEwAgPYKg3d+eqLT0qfXzIz1RllDG2avO9r7FzeSssa2Xi2AM5gJbbh9LpKzMiUSe5ZPxPSh3rDhccHhWND6toMEJXILlhA8OEtIOon5+O/MGDw/Ixq2AuN00f2RWYktfyc2tqWXNOL1nb0bfNYXfS1BWiVT4Omf03HbJ8fx6s7LENpwweVwcOBKFRZ9frJHlyF2ZVZgxgdHerxAhimoNAy+O1WEhhYlfksr63D9nfyDx+X0eeGhKZEeRlt9kPQNda1bsMpBUgRGwOPC3UGIssY2uNkL8crsIZg5zLhLYl6pNF/3eU8U1Lbg57MlOJZXi//cEm2SoisjA5wR6emA7Kre1+m/vtZ8iLs9DmRV4asbusitQX5NC+764hSyKmRwENpg8bhA3RrlBJDJVSitb8OJq3UGPydRXg5YmRKJDw/kIb2k0eAxWpXdV9YjpkWJ3IIV1ZuuSIMlUWq0KGtsQ4SnPb57cKzesoXGYqzFQ4zlTGEDzhQ2AACK61ux9vY4hHkYv2BMd13gPZFb1YT8GuttzV5bNatJocYFA8tc7v57nrOXowjJMZ6sr1xnKkdza5EUrl9h8GKpFP/65hw0nVx/uVrTgj8yK9HQouz0uD2Z201MixK5hTqcU4OGFva6JdlQ1tCG8sY2kyRyS3a+uBGnCupMksh7Uoe8O2ot0z50fAColMpR26zQFTM5XVCP5T9e0JWD/ezIVUR42mNajBfCPe0xLpS90rrGll7aqEvkKo0W+TXN2Hq+DE1dfEaUGi22ni/t9PFHJofC0ZbSCNvoGrmFyq9phrKX1YesXYtSg9/Ty01y7L7UXDanb04U9braFOm9q7Ut2HSsQFdl7+092Xo13WuaFDiWV4eXfr+EpZvOYNuFzpOYNdh9sQKjXtuLUa/txcEr/6ygqNJoMf/j49iR0fe/t5uiPPDUzREQ2rA31Yy0o0RugYrrWvFKLytxDRQXy7qvGNUX/hZeYvFKZRO2nrPupGEtfJ3EaFNqsDOjvMvPm1KttfpesfggFwS4ilHXosS54gZ8uD9X94OxVamBUt33H48L4/1hw9LKfkQf/S9YoP78SrZ2DySZZlnSxFBXjOlkTrqAx4WLHbv1uINcxVBpGXx1vBCNrZ1fj+yNqdEeCKISpR1UyuRwthPAls/rtJKZg9AG6+4agaXjgswbnJG52gvx8qwhENhwwTDt8/W3nC7uU/39G/nQmu4Wgy5uEIsiNFFFqJomRacDtgJcxXhkUiie+rnr2t2mVFjXilXb28unltS34r+39r8aGZ/HpWlBBmw6VoDU7Go0dVLi1c/ZFj8sGwt/l4HxI+hiuVSv5b3qt0v9Puatw7wR4k6D3CwFtcgt0KhAy76ea0rnjLBKkiH+LmKc/M9UnHkhucOgspL6Vqz6rWc1yM1h47ECVMv+mXpY36JEfk0zpG3dd/Pm1zRj3YFcLNl4GusO5HY52niwapKrkVEq7XTpzuRozwGTxAFgYXwAvl+WYNRjljW2obmbWvfEfKhFboHOFTWwHQJrThWYJpED7S1UdwchHp8arrdUqa+zLULc7LEvq6qLZ5uPlgFqmhXwcBSBYRj8d3sm/sisxDA/CWbH+aBVqcG8Eb4Gk01edTPe3tNe7vRQTo25Q7d6vk62PV7K01rwuByMC3UDj8uBxkizDy4UN6K6SWGS+gek93rdIj98+DBmzZoFHx8fcDgcbN++vcM+WVlZmD17NiQSCezs7BAfH4/i4s5LYX7++eeYMGECnJ2d4ezsjOTkZJw+fVpvH4Zh8OKLL8Lb2xu2trZITk5Gbm5ub8O3CoO5xnqrUmPyAhOJIa56c4Wv1rRYTBIHgAeTgjHERwIAeG5rexIHgIxSKV7flYV39+bg1o+OIsdAAY9Qd3s4i/lmjXcgeG3uUCxPDseWh8biznh/tsMxiUcn93/VvYRgF6y4OQLfP5gAj0E2TdSS9TqRt7S0IC4uDuvXrzf4eH5+PpKSkhAVFYXU1FRkZGRg1apVEIk6/+WWmpqKRYsW4eDBgzhx4gT8/f0xbdo0lJWV6fZZu3YtPvzwQ2zYsAGnTp2CnZ0dUlJSIJcPrOpng3Ha2fUyy6S6Ah6m4u4gtOhBYHsuV0Gl0UKu0qCgznD3r7RNhQ/3d/whG+Zhj7sTAk0d4oAzLcYTy5MjBlSX+o3+yKzofqcuRHk54LN7R+PxqeEYF+ZGrXEL0uuu9RkzZmDGjBmdPv7CCy/glltuwdq1a3XbQkO7/iX43Xff6d3/4osvsHXrVuzfvx+LFy8GwzB4//338d///hdz5swBAHz99dfw9PTE9u3bsXDhwt6+DYv1v93Z/ZoSMhBcP6/XFErqW5FnYODbp/eOwl8XK/HrhTIDzzKf4vpWvP1XNu4ZG4jTXVxq+OtSpcFqXQO1Mpkpyc2wjC3bksLckF/Tt2qRt430w4MTgiGh3h6LZNTBblqtFrt27UJERARSUlLg4eGBhIQEg93vXWltbYVKpYKLS/t0oYKCAlRWViI5OVm3j0QiQUJCAk6cOGHwGAqFAjKZTO9mDdI6qWc8mLywLdOkx//6RCFK6jtOv3lh20WMDnKBnZEWaumPTw9fxYS1B7vcR6VhsO5gx1Z5pWxg9VKZksSWj1GBznjp9/6P5LZ0jrZ9S8KjAp3x/C1RiB5gYwcGEqMm8urqajQ3N2PNmjWYPn069uzZg3nz5mH+/Pk4dOhQj4/z7LPPwsfHR5e4KyvbrxF6euovCO/p6al77EarV6+GRCLR3fz9B+Z1r4FILDDtGMzOph3VNrdPUYuyoi+sc0UNOHm1Tm/br12U1CTtrq329cndI7H1kXH4YMEItkMyubZO5sx3p6ZJgZomhZGjIcZk9BY5AMyZMwdPPvkkhg8fjueeew633norNmzY0KNjrFmzBlu2bMG2bdu6vK7eneeffx5SqVR3KymxjCUsu1LdJIdCPfC7+Lrz2twhJj1+SxdfaL+nlyO7sverhZlSV9MRVRoGy7ekobaZvmh7Q2TDxeNTwxDi3j4VcSB0GX96KL/LKYp7LvdtQGdxfSvWHcjra1jEDIyayN3c3GBjY4OYGP1iFtHR0V2OWr/m7bffxpo1a7Bnzx4MGzZMt93LywsAUFWl/0GsqqrSPXYjoVAIR0dHvZul+/hgPqvrN1uKQzm1rL12TZPCKAuNGFN30xErZXKcLaxHeWMbdmaUty9yQrrUotTgzT+u4FRBHQ5mVxul0hnbvj1VhLs+P4m6Tn7UzRnu0+dj/3mxAks3nR7043cslVETuUAgQHx8PLKzs/W25+TkIDCw65G0a9euxWuvvYbdu3dj9OjReo8FBwfDy8sL+/fv122TyWQ4deoUEhMTjfcGWFZcb1lLbbJl49ECky5Wceswbwz3dzLZ8dlQWNeKwtoW/Pv7Cxa3ZKsl+yQ1H/dtOoO5649h24VSk8+YMKaLZVIcvFKNL45cxas7LqO+WYlL5TJsOdPe+3gktwba637U9edzoWWA1OwaPPrdOfx4pvtGGTGvXl+MbG5uRl7eP90sBQUFSEtLg4uLCwICArBy5UosWLAAEydOxJQpU7B7927s2LEDqampuucsXrwYvr6+WL16NQDgrbfewosvvojvv/8eQUFBuuve9vb2sLe3B4fDwfLly/H6668jPDwcwcHBWLVqFXx8fDB37tz+nQEL4uNE0zmA9qU3TbmiUsoQL7jYCXDHBsMDJa3RW7uvYGywK9thdMvDQYhHJodazKJAV/6+jCJtU+F0QT0EPJ7VDOpiGOC+zWc6bD9bWA+VRov/++ECVs2MQaVMDj9nW6Os4XAsrw6hJlhul/RPrxP52bNnMWXKFN39FStWAACWLFmCzZs3Y968ediwYQNWr16Nxx9/HJGRkdi6dSuSkpJ0zykuLgaX+09nwCeffAKlUonbb79d77VeeuklvPzyywCAZ555Bi0tLXjooYfQ2NiIpKQk7N69u1/X0S3Nyaumq2pG2rUq1TicU4O/LllOARhjYBjgxA2D3iyRtE2FABcx3r4jDu/vy0Fpg2V0accHuWD1/GHd72hBAlzEuGdsAGqaFKiUypFe2r6S28HsGjzy7Tm0KNRGXT/A1U6ANbcNw80xnt3vTMyKwzDMoLigJpPJIJFIIJVKLfJ6+fG8WizddGZQF4O53tJxQXhpVgw4nN4t+qG94frwjYuGlNS3djuti5jWmCAX/PRwIjJLpZi17iiA9qQ0b4QvdqSX42onNdBNyU7Aw7bHxiPC08Hsr20MMrkK0949bNKph0lhbvj2QePWbCdd62neolrrFqJZoaYkfp3NxwtxU5QHJka49/g5+TXNmPH+Eb3zOHOYN56eFklFUizIpXIpNh4t0N1/eFIolk0Ihqu9EEvHBeGOT08gr9rwSnWmMDbEBZvvGwORiVbeMwdHER8xPo5UQ2CQotXPLESYhz1cWV4T29Ks/vMKynoxmvhAVnWHH0O7Mirw6HfnAbTX6z+Wx96I+IHuX5NCIL6umM49YwOQEPzPGvACHhcrUyIR6mGP9/bm4OYYT7w6Zwj+76YwuNq31+12thPgmwfG4ODTkxFopjK6Xo4i9LLjxyI5iEzbLiuobUGF1DIuhRB9lMgtRIi7PZwpkevJqpAhoxeV7j47ctXg9qs1zXj653Qcya3Fc7+atmrcYLY4MQivzRkKAFgw2h8vzRqCVdetqz53hA8emxKG75eNxezhPvB3EWNxYhDshPoJyFtii2A3O/z22HiEm2Fg1fa0chzPax9f8Mu5Uty36TTu23QalVLrat2eLzbtqolljW1UGMZCUde6hdhzqbLT9ZEHsx/OlGDaEC/wuH1vMinUWvxyrhS/nKOKZ6YkV2lw2yg/nC2qx7PTo8DncRHkZgcBjwtwoEvq9kIbvDEvttvjOYkF+OGhsdh7uQr/2ZYJU47mqWtR4sP9ufhgfy40WgbR3o79+syZklqjxb6sajS0/rPW/PenilFmhoGDXx4twOr5sSavvkh6h/43LMTHqflGWyt4IDmcU4MXtmXi+RnRRqm+5S0RocLKWlrWorZJgVB3e73R3/ZCG9ybGIhQd3s4iHr//+dmL8SiMQHYfqHMpGvVP33d6G5PRyE+WjQC7kZcprO+RQkRn9vvBLj+YB7+vFiBi2XszHf/La0cx/PrsPfJiXASUw+ipaCudWLxtpwp6dHUqlhfSbf7TKOpM0Y13N8JSxIDsSQxEJFehkd8T4pwx10JAf16nUVjAsx2HXvGUG+EGblL/7HvzuvWlTekValGk7xjVUeNlkG1TI5qmRzbL5Thg325rCXxa2qaFGikCpQWhVrkFuB4fi1KqKpbl1787SIcRDYYH+bW6T7PTo/C0dzaLkf/f3WiyBThDUpu9kJ8vnh0ty3X3sw86MzcEb54dedl1Lcou9+5nyZF9i/e4rpWBNwwUE+u1mDruVKMDHBCSUMbRgc6640NePS786iSKfDnExP0ntfYqsTMj45a3LXpzccL8fJs066JQHqOWuQWIL+6GXVm+IKyZtVNCmw+XtjlPjlVTVBp+zaFb2SAE9bfNRL2Qvpta4iAx8WIACfMH+Gr2+buIISQb56vkGaFWnfpyU7Ag5+zrcle6+ezJVj5czo+3N9xidie2HS8AK/vvIxtF0r1apOfuFqHBZ+dxJKNp/HT2RKU1LfiYHY1VvyUhqO5tciqkOHC3wPWfjpbgq3nSiGx5VtkOeEmuZoWeLIg9K1FBowtZ4r7PCBKYsuHl0RE4xT+Zi+0gYjPRYtCg1tivTF7uA8mRbjjYpkUv14oA9A+q0DWpoJjH65990alVI6nfk7Trez1f1PD8fCkUKz58wo2HMo3+utd6wIfF+qKKC8HTI327NXAt/vGBWPex8fwxdEC7EyvwO2j/HSPXWtZv7LjssEytSeu1iHa2xHH8mqRW9WMPZcrsbePq5aZ0tbzpZgU6Y7ZcX1fiIUYDyVyMmAM93fCsby+lSktrGvFC9sy0aaiVgYA3eWJNpUGkyPdMamT7vGlm85gybgg3Du260WR+qOxTYlZw3zwn1uiAUB3/Xp5cjg2HMrHG/OGwk5gg03HCnRlSo3heH4djufXIcbbEX/c0OXdlQBXMT5fMhqPfnse+69U48TVOmh7+Atz07FC/Hq+TFcQ57IFL+LyZ2YFJXILQV3rxGqklzRi87GCTh93s+/7KOOC2hbdAhoEUKq1aFao4XzDTAF/ZzGirhvUllfdjBhv05Y1jfJyxMIxARjiI8EQH4luQZ1zRQ2YP8IXt4/yw9wRvth03xiTFEV567bua7DLVRoUX7e62MgAZzx2UxgEPC5alRrIVT275FPTpDBrVbv++PNiJdbuvgI1VaRkHSVyll0ql2JvVjXbYViF6iYFfjhdApmB0b3ENILd7PDh/lwUXlfjgMPhIMzDHm/fEYfZcT5Y/ccVVgZjjQ9zw7sLhusSu4udAPtXTIKxp38/vuUCln19FhsO5YNhGOy+WIG7Pj+pt89rOy/j5vcOIe26AkbBrnZgMLAv1Xycmo9dmRUYJEt2WCzqWmdZTlUTDufUsB2G1ciuakJBTQviLHAA0EB0vrgREyPcEfR3rXqJmI/X5w5FqLsdnMQC3D7KD9VNcojMNOitOx6OovaFdoyUWOL8nXCxTIqaJgVenj0Eai2Dh789DxGfi63nSnHb39e/G9tUUKi1WPjZCSSFuWFUoAs+Sc2DSjPwE9wTW9Iwwt+5w0h9Yj6UyFmk0mix+ThNh+qtX86VGkzkZwtNW6JysLrjusFaADAq0FnvvofDwFlK+Ebpf7ewmxVqpLx3GBLb9ksNcpUWT/2cjhalGosTg3T7y1XtVdf2DbJetlnrjuLzxaMx5rra+sR8LONn9CCVml2j+6IgPXemsB5yA4PSDG0j/bfnchUaW61jeuRvaWUmmXkQ7GaHJ2+OQOgNhWJe35WFV3ZcwuVyyx2U1h8OQhuMDnTGnaP94NDF1Expmwq/nCsxY2TketQiZ1FmmfFG2A4mfF7H358f7c/FgezB1QoyNTd7IaYPba+EV92ksOiSnK1KNeqalXjmlwyTHD/GxxFzhvvgRL7+6nlKtRabjhWa5DXZZCfgwVMiwgcLRiDWr71i4k1Rnnj423MQ2HBhw+WgVfnPD2cRn9th8RtiPnTmWSRtVcKWz6MpT72UWSbF4ZwaJIW7QSywQUl9K1qUGpMuqjFYzRnui/ggy+4uLW1oxXt7c3GxTAqF2jQjqHdlVGBXRoVJjm1J7IU2eHBCMGbF+SDUXb/34VpVvbfviEO4hz3u33wGFVI5vCUizBnui+dmRLERMgElclbdnxSMXZmVlMj74KFvziHG2xG2Ah4qpXKo+1jRjXROrdXidEG9RSfyrAoZHv3uPK0c2Ef3jA3AmYIGLJsYAj6Pgy+PFmB5coTBfUcGOuGXhxMx1FcCEZ+H1+cOxe/p5Xjq5kga6MYySuQsWfPnFWw6VmCyFsRgYMnFMgaCxlYVvj1ZhNlxPnCzF8JWwGM7JD3fnCjEpuOFUGm0uG2kH2J8HPHazo7V0ohhbvYCLE4MQkOrCreP8oO0TdXlwkNRXo5696dGeyIp3E03/Y+whxI5Sy6Vm64bkAwePhIRJkW644fTphloVCGVY8Lagwh0FWNKpIdFLZRxb2IQ7r1uxPjui52vLkY6GhXojAAXMV76e514iS1fNyq/pyiJWwZK5IRYsTfmx2JyhDtqm5W6mtw3x3hiSWIQzhc34N29OUZ5naK6Vmz+u/X7xrxYoxzTmKpkcry1+wrbYVgNoQ0Xq+cPg4jPg4hPydja0fQzQqwYj8MBh8NBpOc/ZVKfnR6JpHA3RHj2vXSqg9AGHgaWJ03NrkG1TN7n4xqDVsuAYRioNFrsSC/HjvRyzPzwSIfr5BMj3PHNA2PgZm+5o+3ZolBrseizk93vSKwCtchZ0KbUoFmhZjsMMoA8nRKJ0oZWbE8r122bPtQLIe52uFrT+4Fgvs622Lg0Ht+cLMK3J4twc4wn8qubkV4qxaGcGtwx2t+Y4ffKj2dLEOgixvv7cnG6sN7gPgEuYjw3PQrBbnbwdRajttk65sGbU0lDKy6WSTG0i+vixDpQImfBD6eLcaG4ke0wiJUT8Lh6y2suiA+ATK5GgIudbhuf2/dONx8nWzw7PQr3jQ+Cg5APBgze35eLABd2RiirNFocuFKNTw/lo/C6BUpuxOUAr88dihgfR/x0toSKLnWiVanBS79fwtZHxrEdCuknSuQs2HKmmO0QiJVzFvOx9ZFxCLlurm9iqCsSQ1319ls2MQRP/5ze4+P6OtnCw1GIwOuS9fUlWK8tJcqGr44X4vVdWXrbXO0EaGxTQaNlYMPlINZPgmhvR0z8e9nVA4OsVGpvTe5keVpiXSiRE2KFJLZ8vSTemQnhbpDY8iFt69mKcavnx+qSoKXjcoAXZkYjs0yqm+9+46j6xeMCcaGkAVUy86/OZqmivBzA5XBwuUKGXy+U4f+mhrMdEuknSuRmdjinBvl9uGZJyPWWjgvq0X6ejiLcMzYAn6Tmo7sS5JGeDhafxEPc7DArzgefHb6KcaGumD/SD/NH+qFZoTa4fOm4UDe8MnsoHv72nPmD7SMBj4vbR/shxM0OR3Jr4WonwIHsajS29n/53kBXMb6+fwzEQhucLaxHSUMb8qqbEOZh2jXliWlRIjezH8+WmGRRBzK4iHtR13plShQ2HSvUq41tiNbCa9zGeDvi+VuiMSHcDUqNVm+lLfsuzse3Jy17hcFrP8rSSxtxobgR9yUF4fkZ7ZcwHpwQAgC4WCbFip/SkFPV3OfXEfC4+PGhRHg4tl8qmRzp0b/AicWgRG5mFY1tbIdArJyrnQBzhvv06jl3jvbH5uOFXe5j6WVOx4W56f797PTe1/Xm8zhwFPFR12I5I9i/eWAMJoS394LIVRr8Z1smbh/p12G/ob4SbHkoER/uz8WTN0egpkmB3Rcr8OGBPCh7WFhKqdFib1YV7h0baNT3QNhH88gJsTIcDqfXFbVmxXnDtpvCH2otg/eMVEDG0iSGuGLX4xNwcOVkJEdbRkt0xlAvjAv958eJiM/Du3cOR3gn8/9d7AR4efYQSGz5CPOwx79vCsd7dw7v8evxuBzEeDt2vyOxOtQiN6M9lypxnqadkT5wFNlAJlfD3UGIp6cZXtSiK6MCXRDp5YC0bqZibTxWgPuTgntdqtOSbVwaDx6Xo5uq98qcoaiUncXFMnZr9f/nlmi96YN9MWOoF0YHOuNsUQMAwMtRBLWWgUKlwfO3RMNWwMXkCA/YCnjYkV6Od/dm4/PFoyEW0Ff/QEL/m2b07Smadkb65rEpYZgY4Q4fJ9s+J9m7EwK6TORxfhL4ONkio7RR1907EAhs9DsefZ1s4SOxZTWR+0hEXV7X7ykul4N37ozDazuzsC+rCk8kh+OWWG8cyqnB7Dj9yy93jPbHhHB3CHjUETvQUCI3k2qZHIUWfg2SWC4bHhfR/ewWldjyweNyOgy25HKAxYlBFrUgiqmtmBaBo3m1BgcAOon5GBfqivNFjag0UTnahBBXONsZp3RsoKsdvlgyGhfLpHjzjywM93fqkMSv8ZKIDG4n1o0SuZlUNylQXN95NSpCTG3aEC+42AlQ06Q/p/qOUf6DKokD7UtyvnNHHJ77NVM3x96GywGXw8Gn94xCQogrSupbcalchr8uVUKh1mDf5WowYKDSMDccywHZVU3ozaD/lCFexnw7ANoHxD0xNZxWVRyEKJETMojcOswbm48X6iWdhBCXzp8wgM2I9cbV2hZ8sD8XCcEueOeOON3ULADwdxHD30WM6UP/SboaLYN1B/Lw1YlC1LcocUusF969czge+OoMjuXV9eh1wzzs9abOGVNCiGv3O5EBhxI5IVYgq8I413NfmjUEaSWNulr/Q3wcMd/AdKfB4rEpYRgd6Iw4f6ceLefJ43LwRHI4RgU6454vTyHMwwGLN57G6QLDi7fc6J074hDh6QAXI3WrEwJQIjebo3m1bIdArNiO9HIsGhOAUYHO/T7WjKFeukS+MiWy38ezdn1pxY4NccHJ56eCz+PgTEE9uBxALLDRW9XQhsuBlmHA4XDw/IwoRHs7IiHYBTY02IwYGSVyM8kslbIdArFiCrUW2y6UGiWRP5AUgrf/ysEz0yMR4tZ9vXbSkQ2Pqxs4tum+eGRXNiHIzQ6XyqXYn1WNL48W4J0741Da0IbDOTW6Cm2EmAIlckKsxJFc4/TqcDnADw8lYFTg4Lw2bmwiPg9x/k4A2mu7O4r4OHm1Domhrnhg81m4OwjZDZAMeNTHQ4iVqJDKccwIl2g4HA4lcRMKcbfD9w+OhYeDCLF+EjyZ3PsCPoT0BiVyM5C2qpBf0/fFDggBAKVaiwNXaH1tSycW2EAibi/a8+a8WMT6SViOiAx0lMjNoLFNiSuVTWyHQQYAUxUoIYRYL0rkZvBJaj7bIZAB4pah3myHQAixMJTIzcDCl3kmViS3mnp2CCH6KJETYkX2Xq5iOwRCiIWhRG5i2ZVNOJxbw3YYZIAoqmvFR/tz2Q6DEGJBKJGbWGOrEhVSGqBE+uf/bgrDtBhPNCvUeHdfDn4+WwIlLY5BCAEVhCHEKvx6vgxljW0A2sdcrPwlA18cKUCwmx1emh0Db4ktyxESQthCLXIT23SskO0QyABwLYlfr6ZZgcemhFESJ2SQo0RuYm0qDdshkAHKUWQDBjQlgpDBjrrWTUip1kJOiZyYSGFdK+auP4a5w32RVtqIr+8fAz9nMdthEULMjFrkJpRb3YRTPVynmJC+0DLArxfKcLWmBQepfCshgxK1yAmxUh4OQtgL//kT3pdVjVuH+cDZTsBiVIQQc6NEbkJ7LlHxDmIabvZCbH9sPHycaKAbIYMdda2bUB6teEZM5KYod0rihBAAlMhNprpJjjN0fZyYyOggWk+cENKOErmJCHhcONry2Q6DDEAzY71xSyytgkYIaUfXyE0ku7IJedXUtU6M69HJoVg0JkBvkBshZHCjbwMT+fNiJdshkAHG18kWj08Nh4jPYzsUQogFoa51Ewn1sGc7BDLA2PA4lMQJIR1QIjeBhhYlXttxme0wCCGEDAKUyI0kr7pJt7AFj8eBqz0V5SDGVdukQHpJI9thEEIsDF0j7yO1Rot5Hx8HAIS62+FoXi2cxALMH+lLNdaJSbQoNShtaEOcvxPboRBCLAgl8j7icTnY+sg4FNS24EqlDFOiPAAA54oa8PWJIpajIwPVVSoyRAi5ASXyPuJwOBDYcBDp5YBILwfd9lnDfBDt7Yjnf81kMToyUO2+VIn/mxrOdhiEEAtC18iNjMvlIGWIF9thkAGquL4V+7Oohj8h5B+UyE1AYsvHTKq8RUygSa5GUV0r22EQQiwIJXIT4HE5cBDRVQtCCCGmR4ncBLRaBkq1lu0wCCGEDAKUyE1AqdGioK6F7TDIAHUkt4btEAghFoQSuQmI+DxEejp0vyMhfXC6oB65VU1sh0EIsRC9TuSHDx/GrFmz4OPjAw6Hg+3bt3fYJysrC7Nnz4ZEIoGdnR3i4+NRXFzc6TEvXbqE2267DUFBQeBwOHj//fc77PPyyy+Dw+Ho3aKionobPiFWr0WpwXv7ctgOgxBiIXqdyFtaWhAXF4f169cbfDw/Px9JSUmIiopCamoqMjIysGrVKohEok6P2draipCQEKxZswZeXp1P3RoyZAgqKip0t6NHj/Y2fEIGhH2Xq7H+YB7bYRBCLECvh1bPmDEDM2bM6PTxF154AbfccgvWrl2r2xYaGtrlMePj4xEfHw8AeO655zrdz8bGpstEb0mWTQzBljMlbIdBBiilRov//ZWNjw7kIjHEFRwOBxotg6/uH8N2aIQQMzPqNXKtVotdu3YhIiICKSkp8PDwQEJCgsHu977Izc2Fj48PQkJCcPfdd3fZXa9QKCCTyfRu5sTn0vADYnpylRYHs2tw4Eo1zZQgZJAyaraprq5Gc3Mz1qxZg+nTp2PPnj2YN28e5s+fj0OHDvXr2AkJCdi8eTN2796NTz75BAUFBZgwYQKamgwP+lm9ejUkEonu5u/v36/XJ8SSCWy4eGpaBNthEEJYYNSqJVpte4tgzpw5ePLJJwEAw4cPx/Hjx7FhwwZMmjSpz8e+vjt/2LBhSEhIQGBgIH766Sc88MADHfZ//vnnsWLFCt19mUxGyZwMWJGeDhgd5MJ2GIQQFhg1kbu5ucHGxgYxMTF626Ojo40+MM3JyQkRERHIyzM84EcoFEIoFBr1NXsjn1apImbk7sDeZ50Qwi6jdq0LBALEx8cjOztbb3tOTg4CAwON+VJobm5Gfn4+vL2ppjkhd472YzsEQghLet0ib25u1msFFxQUIC0tDS4uLggICMDKlSuxYMECTJw4EVOmTMHu3buxY8cOpKam6p6zePFi+Pr6YvXq1QAApVKJy5cv6/5dVlaGtLQ02NvbIywsDADw9NNPY9asWQgMDER5eTleeukl8Hg8LFq0qD/v32RC3e3ZDoEMIkdyazF9KP2oJWQw4jAMw/TmCampqZgyZUqH7UuWLMHmzZsBABs3bsTq1atRWlqKyMhIvPLKK5gzZ45u38mTJyMoKEi3f2FhIYKDgzscc9KkSbofAAsXLsThw4dRV1cHd3d3JCUl4Y033uh2ats1MpkMEokEUqkUjo6OvXnLfSJXabBk42mcKqg3+WsRYifgYXKUB16eNYS62QkZIHqat3qdyK2VuRM5ADz2/Xnsyqgwy2sRAgApQzyx7q6R4PNo+iMh1q6neYv+2k1o/ghftkMgg8xfl6pQRAv2EDKo0KLZJuQl6bwsLSHGJrDhYk6cD4LdaHwGIYMJtchN6GxhA9shEAs3JtgFIn7//wzdHYR46uYI3BzjiTaVxgiREUKsBSVyExod5Mx2CMTC3TcuCM5iQb+P4yzmIznGE1OiPGAn4BkhMkKItaCudRNyFPHhZi9EbbOC7VCIhXrku/O6f4d52COvuueFhGYM9UKQmx2a5Co8Oz0KDiK+KUIkhFg4SuQm5O8ixhAfRxzKqWE7FGLhHkgKxnMzojBx7UFUSOXd7j860Bmf3DPKDJERQiwdda0TYiH4PC5+fjgRIwOcut33znhaN4AQ0o4SuQnlVjXh5NU6tsMgVuCese0ljP2cxVgyLqjb/at60GonhAwOlMhNyEsiQqSXA9thECvgKPrnKtec4b7g8zhd7r/1fKmpQyKEWAlK5CbkIOIbZUQyGdhGBDjBTqg/XGVJYpDBfe2FNnC1E0BCnytCyN9osBshLPJ1ssVNkR4Q8fWnjImFhv80Y30leGxKGMI9qegLIaQdJXJCWBDt7YhVM6MxMtDZYF30yZHu+HB/boft1U1yBLvbwUlMU80IIe0okZtYoKuY7RCIBXGxE2C4vxPEAh7ig106XdwkxrvjAgkiPhcPTwoFn8eB0IaKvhBC2lEiN7GZsd74+kQR22EQC+EossGdo/2QHO0Jmy5WKBPacLHi5ghI21Qorm8Fn8fBcH8n3DGapp0RQvRRIifEjArrWvHKjsuobVbqppwZwuFw8PjUcDNGRgixVjRqnRAzq5DKUdrQxnYYhJABghI5ISxYSJXZCCFGQl3rJhbn74SZsd7YlVnBdijEgjzzSwbqW5VwsRNg3V0j4OFAa9cTQvqGWuQmJuLzsIBaX+QGpwvrkVfdjNMF9Zj90TF8c6IQGi3DdliEECtEidwMaAoa6UqlTI5Vv13C0k2n0aJQsx0OIcTKUCInxEIcya3F5LdTkVUhYzsUQogVoURuBn7OYiRHe7IdBrECNU0KzFl/DF8cuYqLZVK2wyGEWAFK5GbA43KwaAxdJyc9o1Rr8fquLDz9czrboRBCrAAlcjPxdKRRyaR3iupacbmcutkJIV2jRE6IhWpTafCfbZlQa7Rsh0IIsWCUyM3Ew0GIABcavU56J62kER+n5rMdBiHEglEiNxMPRxGC3OzYDoNYobzqZrZDIIRYMErkhFi4UHd7tkMghFgwSuSEEEKIFaNEbkaCLtafJoQQQvqCMosZPXlzOOyFtE4N6Z2yxla2QyCEWDDKKmY0xEeCrx8Yg/s2nYG0TcV2OMSCcTnAJ/eMQkOLkgZJEkK6RInczEYGOMPTUUiJnHRparQnUoZ4sR0GIcQKUNc6C5zEArZDIBbMTsDDv6eEsR0GIcRKUCJnwYu3xrAdArFg3k62GOLjyHYYhBArQYmcEAuTV92MLWdK2A6DEGIlKJETYoFe+v0SnvwxDcV1NGKdENI1GuzGAg8HIQJdxSiiL2lyg6G+jnh4Uiiu1rQAAGRyGhRJCOkaJXIWeDiK8K+JofjPtky2QyEWpqFFhUkR7rh1mA/boRBCrAR1rbMkmOYGEwPKGtuQWSplOwxCiBWhRM4SB5ENxAIe22EQCzMywAmOtny2wyCEWBFK5CwZ6itBpJcD22EQCxLn74RfHx2Pob4StkMhhFgRSuSEWIgwWq6UENIHlMhZNG+EL9shEAtCi+MRQvqCvjpY5C2xZTsEYkHuSghkOwRCiBWiRM6iMcEu8HehZE6AYX4SDKWyrISQPqBEziKJLR8iGxq5zpY5w33w3oI4tsOAv4stpg/1gg31rRNC+oAKwpBBaVacD1bPj0VhLbvV9SaEu+GLJaMhpB90hJA+oiYAGRQENlw8flMYJLZ8+DrZYtXMaIgFNghxt8PoQGdWYlp72zA8eXMEJXFCSL9QIicDni2fh8kR7lgxLRLLk8PhILKBh6MICrUGOzMqcLaogZW48mua4edEYyQIIf1DXetkQPOWiDB7uA+enxENALhtlB8yS6UoqW/F7RuOo0qmMNlrB7iI0dCqRJNcDaC9LK9cpcEwPwlGBjjj3sRAiAX0J0gI6R/6FmGZkE+dIqa0ZFwQHp4UqrvvKOJjeXIEKmVykyZxAHCzF2BsiAsiPB0Q7umAIT6OaFVoEOAqNunrEkIGF0rkLHsgKRhP/pjOdhgDlrdE1GGbwIaL7Momk7+2Wsvg31PC9RM3FW8jhBgZJXIyYHE5wJzhHavnbTpWgN/Ty032um72ArwyeyjGBLvA3UFostchhBCAEjkZZNQaLfJrmlEhlZvsNdwdRJga7QERn0ajE0JMjy7QsiytuJHtEAYsLQOklTTqbauQyrEvq9qkr6vSaKHUaE36GoQQcg0lcpZdKpexHcKAdvJqne7fVTK5bgS5KdkJbeAoojXFCSHmQV3rLLt7bABr85gHg+9OFcFFLMCm44UoqW/F/JG+mBjhjsM5NWyHRgghRkGJnAxoJfVteGZrhu7+1yeKWIyGEEKMj7rWWTY12hPjQl3ZDoMQQoiVokTOMkcRHzOGerEdBjGisSEubIdACBlEKJFbgFB3e7jYCdgOgxiJxJYGuhFCzIcSuQUYF+aGbx4YAzd7SuYDQX51C9shEEIGEUrkFqJNqUGzwvRTo4jp+Tp1LAtLCCGmQoncQtS3KCFXURGRgeBMIU0nJISYDyVyQgA4i/mYEO6GMI/+rWoS4WmPp1MijBQVIYR0j+aRk0Er0tMB6+4aAW8nW/A4HNgKeMivacb9m8+gqK6118dzENngs3tHI8jNzgTREkKIYdQiJ4NWYqgrwj0dYC+0ga2gfYGTUHd7vfXLDYn0dACPy9HbxuNykDLEi5I4IcTsqEVuIeyENuDzOFBpGLZDGTRuifU2uH3BaH9sOlaAnKrmDo/ZcDl4c34slGotHv3uHGRyNdYtGoHkGE/wefS7mBBifvTNYyHGh7lhapQn22EMKrnVTQa3c/9uXRsyK84HowKdkRjqih8eGotP7xmFGbHelMQJIayhbx8LsvzmcAS5itkOY9DYe7mq08duHeYDB1HHDqu374jT/TvKyxHJMfTjixDCrl4n8sOHD2PWrFnw8fEBh8PB9u3bO+yTlZWF2bNnQyKRwM7ODvHx8SguLu70mJcuXcJtt92GoKAgcDgcvP/++wb3W79+PYKCgiASiZCQkIDTp0/3NnyLFuXliPuTgtkOgwCI9HLA6EBnvW0pQzxxw6VxQghhXa8TeUtLC+Li4rB+/XqDj+fn5yMpKQlRUVFITU1FRkYGVq1aBZGo8yIZra2tCAkJwZo1a+DlZbhL88cff8SKFSvw0ksv4fz584iLi0NKSgqqq6t7+xYs2sgAZwiom9bkfJ1s8Z9borvc5+mUSPznlijMjvPBsgnBeH1uLDgcyuSEEMvCYRimz6OrOBwOtm3bhrlz5+q2LVy4EHw+H998802fjhkUFITly5dj+fLletsTEhIQHx+PdevWAQC0Wi38/f3xf//3f3juuee6Pa5MJoNEIoFUKoWjo2OfYjOX57ZmYMuZErbDGNBGBzrjl0fGdbvfzoxyfLQ/D4vHBeLuhEAzREYIIe16mreM2vTTarXYtWsXIiIikJKSAg8PDyQkJBjsfu8NpVKJc+fOITk5WbeNy+UiOTkZJ06cMPgchUIBmUymd7MW/i50ndxS3BTlgW8eHIOF8QFsh0IIIQYZNZFXV1ejubkZa9aswfTp07Fnzx7MmzcP8+fPx6FDh/p83NraWmg0Gnh66g8s8vT0RGVlpcHnrF69GhKJRHfz9/fv8+uTwUsssIGHg6jDvHFCCLEURm+RA8CcOXPw5JNPYvjw4Xjuuedw6623YsOGDcZ8qW49//zzkEqlultJifV0VX95tIDtEAa8Spkcv6WVoVXZcaGak1frUN+iZCEqQgjpPaMmcjc3N9jY2CAmJkZve3R0dJej1ntyXB6Ph6oq/elCVVVVnQ6OEwqFcHR01LtZi1nDDBcqIcZT2tCGJ7akYfr7R/DFkatobG1P3A9+dRb3bz6Dh789hzalhuUoCSGke0ZN5AKBAPHx8cjOztbbnpOTg8DAvg8UEggEGDVqFPbv36/bptVqsX//fiQmJvb5uJZq1a0x3e9EjKK4vhWv78rCHRtOYP3BPJwqqEOrUoPTBfW4+4uTkKs0uFrTDJWGVqYjhFimXpdobW5uRl5enu5+QUEB0tLS4OLigoCAAKxcuRILFizAxIkTMWXKFOzevRs7duxAamqq7jmLFy+Gr68vVq9eDaB9MNvly5d1/y4rK0NaWhrs7e0RFhYGAFixYgWWLFmC0aNHY8yYMXj//ffR0tKC++67rz/v3yLZ8Li4OyEA353qey8G6Z3c6mb87y/9H6DnixvxxJYL+OtSFY49dxN8nWxZio4QQjrX6+lnqampmDJlSoftS5YswebNmwEAGzduxOrVq1FaWorIyEi88sormDNnjm7fyZMnIygoSLd/YWEhgoM7FkKZNGmS3g+AdevW4X//+x8qKysxfPhwfPjhh0hISOhR3NY0/QwAtp4rxVM/p7MdBgEQ6yvBA0nBmDvCl+1QCCGDSE/zVr/mkVsTa0vkt350BBfLrGfK3EDn52yLdXeNxHB/J7ZDIYQMEqzMIyfGk11peEEPwo7Shja89PslaLWD4ncvIcSKUCK3UEeeuQlOYj7bYZDrpJc0okImZzsMQgjRQ4ncQnlJRPj3lDC2wyA3mLPuKNshEEKIHkrkFuzBCSGwE/DYDoNcp65FiT8zK9gOgxBCdCiRWzha1tSyMAzw5E9pOJZXy3YohBACgBK5xRPxqUVuaeQqLV7beRlFdS1sh0IIIZTILR1Nd7JMVyqbsCO9nO0wCCGEErmlGxfqipuiPNgOgxBCiIWiRG7hOBwOIjwd2A6DGLDljPWsqEcIGbgokRPSR7TUKSHEEvR60RRifjz6uWVxEkNcMTnSne0wCCGEErk1WJ4cgdomJX48S125luLTxaPgKKLKe4QQ9lFbzwrweVw8f0sUhvpa/mIvhBBCzIsSuZVwEguw/q6RbIdBANwzNgC2fB40WgbrD+ahpkkBACisbcHGowUsR0cIGWyoa92KBLiIsTgxEF+fKGI7lAGDx+XATsCDTK7u0f6jA53xwi0x4PO4OHilGv/7Kxt51c0Y4uOI//2VDZVGi49T8wAAt4/yx3MzokwZPiGEUIvcmnA4HEwf6sV2GAPKgxOCsW/FJAS4iHu0/6QId9j+Xf/+vs1nAADbLpTh9V1ZUKi10DJAbbMStc1K7MuqMlnchBByDSVyKzMmyAXTYjzZDmPAUKkZeDiKsDw5HDZcTrf7zx/l1+Njl9S34r5Np/H54avYe5mSOiHENCiRWxkbHhcLx/izHcaA8delStQ0KTB/pB/CPOy73HdypDu8HUU9PrZCrcXB7Bq88UcWXv79Ei6WSfsbLiGEdECJ3AolhbnTHGYjKWtsw4NfncHx/FrUNiu63Pe/M2PA/bvVfq6ovtev88H+3D7HSQghnaFEboUENlzcMYpa5caSXirFXZ+fQm1z55XaksLc9K6jv7Yzq9evs/dyFV7ZcalPMRJCSGcokVupsSEuCHGzYzuMQaOxTYnlP17A8fxarDuQi/TSxj4dJ6+62biBEUIGPZp+ZqVc7YV4dc5Q3PPlKbZDGRQulslwsUyG7MomKDVaMAzbERFCSDtK5FYs1lfCdgiDTn5NC9shEEKIHupat2JCPhcjApzYDoP0gqxNhRZFz4rPEEJIT3AYZnB0EspkMkgkEkilUjg6Dpya5dmVTUh5/zDbYZBecBbzwedxIeRz8djkMCwcE8B2SIQQC9TTvEUtcitnJ+SxHQLppYZWFaqbFFg6LpiSOCGk3yiRWzl7oQ2NXrdC4R72WBBPUwgJIf1HidzKOYkFiPWjQW/WpqC2BZ8dvoqDV6rRqqRr5oSQvqNEPgDc3ov638QyqLUMnMV8uNoLwOV0X+OdEEI6Q9PPBgAPh57X/yaWIdrbEXeO9oedkP4ECSH9Qy3yAYDBoJh4MGB4OYrw0qwYCG3oz48Q0n/UHBgAyhra4GYvRItCjTaVhu1wSBeWJ4fjvnHBkIj5bIdCCBkgqEkwAEyN9sSHC4ezHQbpgYRgV0rihBCjokQ+QIwLc8O8kb5woiRh0aqb5GyHQAgZYCiRDyBvzovFQxND2A6DdOGXc6Vsh0AIGWAokQ8wC+MDcP/4YLbDIAbYC20wM9ab7TAIIQMMJfIBxsVOgOU3h+OjRSPgTN3sFmVlSiSVZCWEGB2NWh+AHEV8zIrzwdWaFnywPwdamp1mUjwuB+72QkyKcEecvxMqpW3YlVkBP2cxGttUWDDaH14SIZLC3NkOlRAyAFEiH8CeSA5HaUMr/rpUCZmcyoCayoRwN2y+b4zethXTIlmKhhAy2NAypoOAXKXB4ZwalDe2YfWfV6BQa9kOaUBwsxfi88Wj4GInQKArLVxDCDEuWsaU6Ij4PEwb4oWMUiklcSP644kkjAhwpiROCGEVJfJBZHSQC9shDCju9kK2QyCEEErkg8mEcDesTImEi50AXFpwq1+mxXiyHQIhhACgRD6o+LuI8diUMJxfdTN+/3eS1SzaIbHlw97CVgm7KyEAHFp+lBBiAazjm5wY3VBfCf5zSzTbYfTI23fEYbi/E9th6DmaW4tBMk6UEGLhKJEPYkvGBSE52vK7iNcdyMXVmma2w9CZFuOJRyaHUoucEGIRLKu/kpjdp/eOwsmrdQCAHenl2HKmhOWIOkovlbL6+ilDPFHbrMS5ogYAAJ/HRVF9K1xpsBshxALQPHKiwzAMyqVyHLhSjeN5tfjzYqVJXseWz7O6ddM/u3cU6luUeO7XTABAjLcjfno40eKu3RNCBg6aR056jcPhwNfJFveODcS6u0Zi+hCvfh3P38UWE8LdwOdxEOxmh18eTsQvDydi2YRg2HA5mBDuhvFhrvBztjX4/KG+jojxtowfXdmVTVg4JgDLk8MBABGe9pC1qViOihBCqGuddILH5eCFmdHYfan3rXKxgIc35g3FLbHeENrw0KJQw4bHgdCGBwCI9ZPgX5NCYSe0AcMwUGq0UGk6dgyJ/h5V/8XRAtS3KHXbvz1ZhFaleVv0B7KrsWxiCJ6YGg6VRgstA/g4Gf4BQggh5kSJnHRK0MvpaRPC3SC04WF8mCvmjfDTbbe7oftZaMPDtU0cDkfvviEPTwrVj4vHxbqDeb2Krb8uFDdCodZCxOdhZUoU1pv59QkhpDOUyEmneFwOHIQ2EAt5GBfqhrNF9Sipb9Pbx5bPw8hAJ7y3YDjc7YVmGckd7mkPDgcw5eiOSRHumD/SFyX1rQh0tcP0oV6wua6KzuhAZ9O9OCGE9AINdiNdSitphKejEN4SWzTJVbj7i1PIuG4U+dJxQXh59hCzxzX0pb/QrDDuim4+EhFc7YW4OcYTS8cHwVFE67kTQtjT07xFLXLSpesLsTiI+Pj03lF45NvzyK9uxpJxQXh0SmjnT7Yyb98ZhyE+Egh4XNgKeGyHQwghPUKJnPSKt8QWj0wORVlDG+5PCmY7HKOqb1FCYkutcEKIdaHpZ6TXUoZ4sZ7EY30lRj/m8fw6ox+TEEJMjVrkxCpllhmv2tuiMf7IrWqmZUkJIVaJEjmxSvNG+OKbk0X9Po690AYzY32QNN/NCFERQoj5Udc6sUrjw/qfeIf7OyF15WQkhVMSJ4RYL0rkxCrdFOWBIFdxh+3D/Hp+7fypaRFwo+50QoiVo0ROrJLAhgsut2PxmaQwN0yOdO/2+UGuYkR5UT0BQoj1o0ROrJahqWJOYj7GBLt0+9yUoV5wd6DWOCHE+lEiJ1br7oRAg9sMbb/RucIGU4RECCFmR4mcWK2zhfUGtwttuN3OM79YLkVmqfGmsBFCCFsokROrNTpIvws9ZYgnAEDLMGhoVRp6io5cpcUnh/JQUt9qsvgIIcQcKJETq6TWaKFUa3HnaD+EuNnhoYkhSAxxBQBwORzcnRCI5GgP3Ds2ELZ8HgyMi8Pui5V6C8AQQog1ooIwxCrVtyrx4f5cVMrkAIC7EwIQ6Gqne/yRyaEA2hd0eXxqOG758AhqmhS6x5cnh+OmKA8M83MyZ9iEEGJ0lMiJVZLY8iHiczF3uA9sBTZ6Sfx6Wi2Di+VSuNoJ0NCiRGKoKzwcRHh4UihEfFrhjBBi/SiRE6v0xZECNCs0WHVrDFy7KOqiYRhklkqx5rZhENpw4SwWwEsiMmOkhBBiWpTIiVX6JDUfoe523baq+TwuHp8abqaoCCHE/GiwG7E6x/NqIVdpkF4qRZNczXY4hBDCql4n8sOHD2PWrFnw8fEBh8PB9u3bO+yTlZWF2bNnQyKRwM7ODvHx8SguLu7yuD///DOioqIgEokQGxuLP/74Q+/xpUuXgsPh6N2mT5/e2/DJAHCuqAFqLYNwD3uIhXSdmxAyuPU6kbe0tCAuLg7r1683+Hh+fj6SkpIQFRWF1NRUZGRkYNWqVRCJOr8uefz4cSxatAgPPPAALly4gLlz52Lu3Lm4ePGi3n7Tp09HRUWF7vbDDz/0NnwyAHx3qv1Hoau9AAIedSoRQgY3DsMwTJ+fzOFg27ZtmDt3rm7bwoULwefz8c033/T4OAsWLEBLSwt27typ2zZ27FgMHz4cGzZsANDeIm9sbDTYA9ATMpkMEokEUqkUjo60WIY1++xwPn49X4ZKmRy7n5hIg9cIIQNST/OWUZszWq0Wu3btQkREBFJSUuDh4YGEhIRuk++JEyeQnJysty0lJQUnTpzQ25aamgoPDw9ERkbikUceQV1dXafHVCgUkMlkejcyMDw0MRS7l09EsJsdeIYqvRBCyCBi1EReXV2N5uZmrFmzBtOnT8eePXswb948zJ8/H4cOHer0eZWVlfD09NTb5unpicrKSt396dOn4+uvv8b+/fvx1ltv4dChQ5gxYwY0Go3BY65evRoSiUR38/f3N86bJBbjvzOjaQUzQsigZ9TpZ1qtFgAwZ84cPPnkkwCA4cOH4/jx49iwYQMmTZrU52MvXLhQ9+/Y2FgMGzYMoaGhSE1NxdSpUzvs//zzz2PFihW6+zKZjJL5ADMqsPvlSgkhZKAzaovczc0NNjY2iImJ0dseHR3d5ah1Ly8vVFVV6W2rqqqCl5dXp88JCQmBm5sb8vLyDD4uFArh6OiodyOEEEIGGqMmcoFAgPj4eGRnZ+ttz8nJQWBg52tEJyYmYv/+/Xrb9u7di8TExE6fU1pairq6Onh7e/cvaEIIIcSK9bprvbm5Wa8VXFBQgLS0NLi4uCAgIAArV67EggULMHHiREyZMgW7d+/Gjh07kJqaqnvO4sWL4evri9WrVwMAnnjiCUyaNAnvvPMOZs6ciS1btuDs2bP47LPPdK/5yiuv4LbbboOXlxfy8/PxzDPPICwsDCkpKf08BYQQQogVY3rp4MGDDIAOtyVLluj2+fLLL5mwsDBGJBIxcXFxzPbt2/WOMWnSJL39GYZhfvrpJyYiIoIRCATMkCFDmF27dukea21tZaZNm8a4u7szfD6fCQwMZJYtW8ZUVlb2OG6pVMoAYKRSaW/fMiGEEGJ2Pc1b/ZpHbk1oHjkhhBBrwso8ckIIIYSYFyVyQgghxIpRIieEEEKsGCVyQgghxIpRIieEEEKsGCVyQgghxIpRIieEEEKsGCVyQgghxIpRIieEEEKsmFGXMbVk1wrYyWQyliMhhBBCunctX3VXgHXQJPKmpiYAoDXJCSGEWJWmpiZIJJJOHx80tda1Wi3Ky8vh4OAADofDdjj9IpPJ4O/vj5KSEqob30t07vqOzl3f0Hnru8F+7hiGQVNTE3x8fMDldn4lfNC0yLlcLvz8/NgOw6gcHR0H5YfbGOjc9R2du76h89Z3g/ncddUSv4YGuxFCCCFWjBI5IYQQYsUokVshoVCIl156CUKhkO1QrA6du76jc9c3dN76js5dzwyawW6EEELIQEQtckIIIcSKUSInhBBCrBglckIIIcSKUSInhBBCrBglcgvwxhtvYNy4cRCLxXBycurweHp6OhYtWgR/f3/Y2toiOjoaH3zwQY+OvWvXLiQkJMDW1hbOzs6YO3eu3uMcDqfDbcuWLUZ4V+bB5rkrLi7GzJkzIRaL4eHhgZUrV0KtVhvhXZmeqc5bUFBQh8/TmjVrdI8XFhYa/MydPHnSmG/PpNg6dwCQkZGBCRMmQCQSwd/fH2vXrjXW2zILU/69AoBCocDw4cPB4XCQlpam2z4QPnddGTSV3SyZUqnEHXfcgcTERHz55ZcdHj937hw8PDzw7bffwt/fH8ePH8dDDz0EHo+Hf//7350ed+vWrVi2bBnefPNN3HTTTVCr1bh48WKH/TZt2oTp06fr7hv6A7NUbJ07jUaDmTNnwsvLC8ePH0dFRQUWL14MPp+PN9980yTv1ZhMdd4A4NVXX8WyZct09x0cHDrss2/fPgwZMkR339XVtR/vxrzYOncymQzTpk1DcnIyNmzYgMzMTNx///1wcnLCQw89ZLw3aEKmPHcA8Mwzz8DHxwfp6ekGH7fmz12XGGIxNm3axEgkkh7t++ijjzJTpkzp9HGVSsX4+voyX3zxRZfHAcBs27atF1FaJnOfuz/++IPhcrlMZWWlbtsnn3zCODo6MgqFosdxs82Y541hGCYwMJB57733On28oKCAAcBcuHCh50FaKHOfu48//phxdnbW+3w9++yzTGRkZI9isCTGPncM0/43GRUVxVy6dKnDZ2wgfe4Moa51KyWVSuHi4tLp4+fPn0dZWRm4XC5GjBgBb29vzJgxw2CL/LHHHoObmxvGjBmDjRs3drtknrUzxrk7ceIEYmNj4enpqduWkpICmUyGS5cumTR+tnR33q5Zs2YNXF1dMWLECPzvf/8zeLlh9uzZ8PDwQFJSEn7//XdThGtRjHHuTpw4gYkTJ0IgEOi2paSkIDs7Gw0NDSaJ2xL05NxVVVVh2bJl+OabbyAWizvdb6B+7qhr3QodP34cP/74I3bt2tXpPlevXgUAvPzyy3j33XcRFBSEd955B5MnT0ZOTo7uD+PVV1/FTTfdBLFYjD179uDRRx9Fc3MzHn/8cbO8F3Mz1rmrrKzUS+IAdPcrKytN9wZY0pPzBgCPP/44Ro4cCRcXFxw/fhzPP/88Kioq8O677wIA7O3t8c4772D8+PHgcrnYunUr5s6di+3bt2P27NnmeCtmZ6xzV1lZieDgYL3nXP+Zc3Z2Ns0bYFFPzh3DMFi6dCkefvhhjB49GoWFhR32GfCfO7a7BAaqZ599lgHQ5S0rK0vvOT3pbsrMzGTc3NyY1157rcv9vvvuOwYA8+mnn+q2yeVyxs3NjdmwYUOnz1u1ahXj5+fX/Rs0IWs4d8uWLWOmTZum97yWlhYGAPPHH3/04t0aD9vnzZAvv/ySsbGxYeRyeaf73HvvvUxSUlKvj21M1nDubr75Zuahhx7S2+daN/Lly5d7fXxjYfvcffDBB8z48eMZtVrNMEzPu9Et4XNnLNQiN5GnnnoKS5cu7XKfkJCQXh3z8uXLmDp1Kh566CH897//7XJfb29vAEBMTIxum1AoREhICIqLizt9XkJCAl577TUoFArW6htbw7nz8vLC6dOn9Z5XVVWle4wNbJ83QxISEqBWq1FYWIjIyMhO99m7d2+vj21M1nDuvLy8dJ+xa9j+zAHsn7sDBw7gxIkTHb6vRo8ejbvvvhtfffWVwedZwufOWCiRm4i7uzvc3d2NdrxLly7hpptuwpIlS/DGG290u/+oUaMgFAqRnZ2NpKQkAIBKpUJhYSECAwM7fV5aWhqcnZ1ZXaTAGs5dYmIi3njjDVRXV8PDwwMAsHfvXjg6Our9ADAnts+bIWlpaeByubpz1Nk+1348scUazl1iYiJeeOEFqFQq8Pl8AO2fucjISFa71dk+dx9++CFef/113f3y8nKkpKTgxx9/REJCQqfPs4TPndGw3SVAGKaoqIi5cOEC88orrzD29vbMhQsXmAsXLjBNTU0Mw7R3Mbm7uzP33HMPU1FRobtVV1frjnHq1CkmMjKSKS0t1W174oknGF9fX+avv/5irly5wjzwwAOMh4cHU19fzzAMw/z+++/M559/zmRmZjK5ubnMxx9/zIjFYubFF1807wnoB7bOnVqtZoYOHcpMmzaNSUtLY3bv3s24u7szzz//vHlPQB+Z4rwdP36cee+995i0tDQmPz+f+fbbbxl3d3dm8eLFuuds3ryZ+f7775msrCwmKyuLeeONNxgul8ts3LjRvCegH9g6d42NjYynpydz7733MhcvXmS2bNnCiMVivUtAls5Uf6/XM9S1PhA+d12hRG4BlixZYvC60sGDBxmGYZiXXnrJ4OOBgYG6Yxw8eJABwBQUFOi2KZVK5qmnnmI8PDwYBwcHJjk5mbl48aLu8T///JMZPnw4Y29vz9jZ2TFxcXHMhg0bGI1GY6Z33n9snTuGYZjCwkJmxowZjK2tLePm5sY89dRTjEqlMsO77j9TnLdz584xCQkJjEQiYUQiERMdHc28+eabetfHN2/ezERHRzNisZhxdHRkxowZw/z8889mfOf9x9a5YxiGSU9PZ5KSkhihUMj4+voya9asMdO7Ng5T/b1er7NEbu2fu67QMqaEEEKIFaN55IQQQogVo0ROCCGEWDFK5IQQQogVo0ROCCGEWDFK5IQQQogVo0ROCCGEWDFK5IQQQogVo0ROCCGEWDFK5IQQQogVo0ROCCGEWDFK5IQQQogVo0ROCCGEWLH/B4W0mSM5mMkzAAAAAElFTkSuQmCC", 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" ] @@ -771,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "2a1c1555-57dd-4661-a162-bcf4ab34570c", "metadata": {}, "outputs": [ @@ -857,18 +932,6 @@ " 53.35\n", " \n", " \n", - " 1984-09-01\n", - " 80192700.0\n", - " 43.00\n", - " 96750900.0\n", - " 51.87\n", - " 9569700.0\n", - " 5.13\n", - " 186513300.0\n", - " 100.0\n", - " 53.35\n", - " \n", - " \n", " 1984-09-17\n", " 123178500.0\n", " 66.04\n", @@ -880,6 +943,18 @@ " 100.0\n", " 62.00\n", " \n", + " \n", + " 1984-10-19\n", + " 132593400.0\n", + " 71.09\n", + " 53912700.0\n", + " 28.91\n", + " 7200.0\n", + " 0.00\n", + " 186513300.0\n", + " 100.0\n", + " 66.04\n", + " \n", " \n", "\n", "" @@ -890,27 +965,27 @@ "1984-05-28 39674700.0 21.27 146836800.0 78.73 \n", "1984-07-15 99504900.0 53.35 87005700.0 46.65 \n", "1984-08-25 115645500.0 62.00 70864200.0 37.99 \n", - "1984-09-01 80192700.0 43.00 96750900.0 51.87 \n", "1984-09-17 123178500.0 66.04 62281800.0 33.39 \n", + "1984-10-19 132593400.0 71.09 53912700.0 28.91 \n", "\n", " area_invalid_m2 percent_invalid area_observed_m2 \\\n", "date \n", "1984-05-28 1800.0 0.00 186513300.0 \n", "1984-07-15 2700.0 0.00 186513300.0 \n", "1984-08-25 3600.0 0.00 186513300.0 \n", - "1984-09-01 9569700.0 5.13 186513300.0 \n", "1984-09-17 1053000.0 0.56 186513300.0 \n", + "1984-10-19 7200.0 0.00 186513300.0 \n", "\n", " percent_observed percent_wet_rolling_median \n", "date \n", "1984-05-28 100.0 NaN \n", "1984-07-15 100.0 NaN \n", "1984-08-25 100.0 53.35 \n", - "1984-09-01 100.0 53.35 \n", - "1984-09-17 100.0 62.00 " + "1984-09-17 100.0 62.00 \n", + "1984-10-19 100.0 66.04 " ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -951,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "a06eabe9-e47d-4c8d-82ca-47f2e2d47a75", "metadata": {}, "outputs": [ @@ -960,68 +1035,18 @@ "text/html": [ "