diff --git a/Data/Administrative/Documentation.md b/Data/Administrative/Documentation.md new file mode 100644 index 000000000..31f3a56ce --- /dev/null +++ b/Data/Administrative/Documentation.md @@ -0,0 +1,31 @@ +# User Documentation: + +**Interpreting Integrated Data and Using the Visualization Tool** + +Welcome to the user documentation for interpreting integrated data and utilizing the visualization tool for land attributes and Sustainable Development Goals (SDGs). This guide will provide you with the basics to understand the data relationships and effectively use the provided visualization tool. + +**Table of Contents** +1. Data Integration +2. Data Mapping +3. Visualization Tool +4. Interpreting Visualizations +5. Conclusion + +**1. Data Integration** +The integrated data combines information on land attributes and their relationships with SDGs. These attributes may include factors such as CO2 emissions, forest cover, renewable energy usage, biodiversity indices, land degradation rates, and more. The integration of this data allows for a comprehensive analysis of how land-related factors influence progress toward specific SDGs. + +**2. Data Mapping** +Mapping land attributes to SDGs involves identifying which attributes are relevant to each SDG. For example, some land attributes might be related to SDG 13 (Climate Action) due to their impact on climate change, while others might be associated with SDG 15 (Life on Land) due to their influence on terrestrial ecosystems. This mapping process is essential for understanding how land management practices contribute to or hinder progress toward sustainable development. + +**3. Visualization Tool** +The provided visualization tool is designed to help you better understand the relationships between land attributes and SDGs. The tool uses visual representations, such as bar charts, line graphs, or maps, to convey information. These visuals can make complex data more accessible and facilitate insights. The tool also allows you to customize the visualizations based on your specific needs. + +**4. Interpreting Visualizations** +The visualizations generated by the tool are key to interpreting integrated data effectively. Here's how to interpret the basic visualizations: + +- **Bar Charts and Line Graphs**: These are used to compare values of different land attributes in the context of specific SDGs. Each bar or line represents an attribute, and the height or position on the graph indicates its value. Colors and legends are used to denote associations with different SDGs. For example, a blue bar might represent an attribute related to SDG 13, while a green bar corresponds to SDG 15. + +- **Maps**: If the dataset includes spatial data, maps can be used to visualize geographical patterns. Different colors or shading on the map represent varying values or concentrations of land attributes. By studying these maps, you can identify spatial trends and correlations between land attributes and specific regions. + +**5. Conclusion** +Interpreting integrated data and using the visualization tool is an essential part of understanding how land attributes contribute to or impact SDGs. By analyzing the relationships and patterns revealed through the visualizations, you can make informed decisions related to land management and sustainable development efforts. This user documentation serves as a starting point for your exploration of integrated land and SDG data, and we encourage you to dive deeper into the data to derive valuable insights. \ No newline at end of file diff --git a/Data/Administrative/Task_Four_Visualization_Prototype.ipynb b/Data/Administrative/Task_Four_Visualization_Prototype.ipynb new file mode 100644 index 000000000..84fda41a5 --- /dev/null +++ b/Data/Administrative/Task_Four_Visualization_Prototype.ipynb @@ -0,0 +1,95 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "9f26fae8", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "620a6b2a", + "metadata": {}, + "outputs": [], + "source": [ + "# Sample data (replace with your own dataset)\n", + "data = {\n", + " 'Attribute': ['CO2 Emissions', 'Renewable Energy Usage', 'Forest Cover', 'Biodiversity Index'],\n", + " 'Value': [500, 30, 45, 0.78],\n", + " 'SDG13': [True, True, False, False],\n", + " 'SDG15': [False, False, True, True]\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0226c88b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.DataFrame(data)\n", + "\n", + "# Create a simple bar chart to represent relationships between attributes and SDGs\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "plt.bar(df['Attribute'], df['Value'], color=['blue' if sdg13 else 'green' for sdg13 in df['SDG13']])\n", + "plt.xlabel('Attributes')\n", + "plt.ylabel('Value')\n", + "plt.title('Mapped Relationships Between Land Attributes and SDGs')\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Adding a legend to indicate SDG13 (blue) and SDG15 (green)\n", + "plt.legend(['SDG13', 'SDG15'])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46303a99", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Data/Administrative/Task_Threee_Geospatial_Analysis.ipynb b/Data/Administrative/Task_Threee_Geospatial_Analysis.ipynb new file mode 100644 index 000000000..0d4fb58fb --- /dev/null +++ b/Data/Administrative/Task_Threee_Geospatial_Analysis.ipynb @@ -0,0 +1,1614 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4c69c077", + "metadata": {}, + "source": [ + "# DATA ANALYSIS OF NIGERIA\n", + "\n", + "This notebook analyzes the data found in moja global datasets for Nigeria and one of its state Lagos." + ] + }, + { + "cell_type": "markdown", + "id": "032e7521", + "metadata": {}, + "source": [ + "## Initialising libabries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "6ab375db", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "import io, requests\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "808c72a1", + "metadata": {}, + "source": [ + "# 1. FUNCTIONCS USED" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "260d8075", + "metadata": {}, + "outputs": [], + "source": [ + "def get_df(link): \n", + " \"\"\"\n", + " Inputs a link to a json/geojson file \n", + " and returns the dataframe\n", + " \"\"\"\n", + " try:\n", + " return gpd.read_file(link)\n", + " except Exception as e:\n", + " print(e)\n", + " print(\"Retrieving the Dataframe from url.\")\n", + " req = requests.get(link).content\n", + " return gpd.read_file(io.StringIO(req.decode('utf-8')))\n", + "\n", + "\n", + "def plot_boundary(df, ax, color='none', edgecolor='black'):\n", + " \"\"\"\n", + " Plots the administrative boundaries\n", + " \"\"\"\n", + " df.plot(ax=ax, color=color, edgecolor=edgecolor)\n", + "\n", + " \n", + "def plot_feature(df, ax, column, edgecolor='black', cmap='tab20'):\n", + " \"\"\"\n", + " Plots the features\n", + " \"\"\"\n", + " df.plot(ax=ax, column=column, edgecolor=edgecolor, cmap=cmap, legend=True)\n", + " \n", + " \n", + "def clip_df(df_complete, df_n):\n", + " \"\"\"\n", + " Clips the dataset to retain only the necessary data\n", + " \"\"\"\n", + " return df_complete.clip(df_n)\n", + "\n", + "\n", + "def column_std(df):\n", + " \"\"\"\n", + " Standardises column names\n", + " \"\"\"\n", + " return df.columns.str.lower()" + ] + }, + { + "cell_type": "markdown", + "id": "f96a0eb6", + "metadata": {}, + "source": [ + "# 2. ADMINISTRATIVE BOUNDARIES" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "49ef5a19", + "metadata": {}, + "outputs": [], + "source": [ + "#Administrative Boundaries of Nigeria and Niger\n", + "nga_bound = 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/NGA_AL2_Nigeria.json'\n", + "nga_bound_all= 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/NGA_ALL_states.json'\n", + "la_bound = 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/NGA_AL4_Lagos.json'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0230c35c", + "metadata": {}, + "outputs": [], + "source": [ + "#Dataframes of Adminitrative Boundaries files\n", + "nga_boundary = get_df(nga_bound)\n", + "nga_all = get_df(nga_bound_all)\n", + "la_boundary = get_df(la_bound)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1880b55d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " country ISO3166_2 name enname locname offname boundary \\\n", + "0 NGA Nigeria Nigeria Nigeria administrative \n", + "\n", + " adminlevel wikidata wikimedia timestamp \\\n", + "0 2 Q1033 en:Nigeria 2019-09-18 23:02:02 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((6.44714 4.30935, 6.44678 4.309... " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(type(nga_boundary))\n", + "display(nga_boundary)" + ] + }, + { + "cell_type": "markdown", + "id": "2ca8eafd", + "metadata": {}, + "source": [ + "Nigeria is a country made up of 36 states which have been plotted as seen below." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a1449b2b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the boundaries\n", + "nga_boundary = nga_boundary[['name', 'geometry']]\n", + "nga_all = nga_all[['name', 'geometry']]\n", + "la_boundary = la_boundary[['name', 'geometry']]\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 15))\n", + "ax1.set_title('ADMINISTRATIVE BOUNDARY - NIGERIA')\n", + "ax2.set_title('ADMINISTRATIVE BOUNDARY - ALL STATES')\n", + "plot_boundary(nga_boundary, ax1)\n", + "plot_feature(nga_all, ax2, 'name')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e1cbca3b", + "metadata": {}, + "source": [ + "This analysis also has Lagos as a point of focus." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d9ae9dbe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Identifying Lagos on the map of Nigeria\n", + "fig, ax = plt.subplots(1, figsize=(13, 7))\n", + "ax.set_title('LAGOS')\n", + "plot_boundary(nga_all, ax)\n", + "plot_feature(la_boundary, ax, 'name')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "58b878ff", + "metadata": {}, + "source": [ + "# 3. BIODIVERSITY HOTSPOTS" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6757f23d", + "metadata": {}, + "outputs": [], + "source": [ + "#Biodiversity Hotspots of the world\n", + "bio_hotspot = 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/CI_BiodiversityHotspots.geojson'\n", + "bio_hotspot_df = get_df(bio_hotspot)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "94d7c307", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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OBJECTIDNAMETypeShape_LengthShape_Areageometry
01Chilean Winter Rainfall and Valdivian Forestshotspot area200.70689140.754665MULTIPOLYGON (((-74.59792 -46.92502, -74.61111...
12Chilean Winter Rainfall and Valdivian Forestsouter limit191.174978186.085694POLYGON ((-70.30946 -22.96028, -70.48596 -22.7...
23Cape Floristic Regionhotspot area93.7901237.610383MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -...
34Maputaland-Pondoland-Albanyhotspot area49.63141925.366584MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -...
45New Caledoniahotspot area24.6371001.646954MULTIPOLYGON (((167.46053 -22.71228, 167.46161...
56New Caledoniaouter limit57.30471738.222164POLYGON ((164.35824 -19.10137, 164.32053 -19.0...
67Southwest Australiahotspot area60.85967233.934367MULTIPOLYGON (((117.88123 -35.17920, 117.87544...
78Succulent Karoohotspot area79.1178969.648439MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -...
89Forests of East Australiahotspot area88.12899223.473995MULTIPOLYGON (((153.49344 -27.42185, 153.48857...
910Caucasushotspot area90.68990958.514955MULTIPOLYGON (((53.64732 36.85539, 53.64686 36...
1011Himalayahotspot area146.42066669.043477MULTIPOLYGON (((83.63718 29.26756, 83.64967 29...
1112Horn of Africaouter limit120.27468273.220040MULTIPOLYGON (((39.89708 16.32164, 39.90083 16...
1213Indo-Burmahotspot area402.030896203.319990MULTIPOLYGON (((100.57087 4.86481, 100.55511 4...
1314Indo-Burmaouter limit379.920372173.578229MULTIPOLYGON (((94.68272 16.29783, 94.68811 16...
1415Irano-Anatolianhotspot area184.77229090.307526MULTIPOLYGON (((56.54563 27.72321, 56.51865 27...
1516Japanhotspot area219.24289338.182343MULTIPOLYGON (((123.79903 24.03953, 123.80211 ...
1617Japanouter limit297.049059245.457896POLYGON ((143.38627 45.62484, 142.97525 45.662...
1718Mountains of Central Asiahotspot area107.06562493.244489MULTIPOLYGON (((75.66653 36.76604, 75.63583 36...
1819Mountains of Southwest Chinahotspot area116.78685224.424047MULTIPOLYGON (((94.36492 31.26755, 94.35851 31...
1920Philippineshotspot area241.95316524.601083MULTIPOLYGON (((119.39130 4.61894, 119.39078 4...
2021Philippinesouter limit295.862968137.641924POLYGON ((127.01715 4.93909, 127.02402 4.94458...
2122Western Ghats and Sri Lankahotspot area46.06144415.733402MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9...
2223California Floristic Provincehotspot area55.59927430.098119MULTIPOLYGON (((-115.37624 28.10790, -115.3693...
2324California Floristic Provinceouter limit53.23421735.372344POLYGON ((-116.73013 31.73940, -116.73152 31.7...
2425Caribbean Islandshotspot area230.58512419.818704MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ...
2526Caribbean Islandsouter limit299.257659214.384415POLYGON ((-84.28348 17.55457, -84.19510 17.471...
2627Madrean Pine-Oak Woodlandshotspot area546.30072940.848314MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ...
2728Mesoamericahotspot area451.71915295.763513MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5...
2829Mesoamericaouter limit242.571690342.466874MULTIPOLYGON (((-106.80501 23.66897, -106.8008...
2930North American Coastal Plainhotspot area342.674109117.522193MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ...
3031New Zealandouter limit278.308656557.797119MULTIPOLYGON (((180.00000 -28.51559, 180.00000...
3132Tumbes-Choco-Magdalenahotspot area187.60969322.329914MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ...
3233East Melanesian Islandsouter limit225.092613186.226067POLYGON ((150.43369 -0.87323, 150.38155 -0.860...
3334Sundalandhotspot area339.989621121.642368MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -...
3435Eastern Afromontanehotspot area274.76666382.812834MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -...
3536Atlantic Foresthotspot area300.835113107.978149MULTIPOLYGON (((-52.09801 -32.09873, -52.09585...
3637Polynesia-Micronesiahotspot area147.0189234.015096MULTIPOLYGON (((-144.32992 -27.57666, -144.331...
3738Tumbes-Choco-Magdalenaouter limit85.277625104.249366POLYGON ((-78.29707 7.68989, -78.29916 7.69846...
3839Horn of Africahotspot area248.899010137.275957MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6...
3940Sundalandouter limit427.143229328.745439MULTIPOLYGON (((118.53144 2.15269, 118.53130 2...
4041Guinean Forests of West Africahotspot area133.08195050.525510MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4...
4142Cerradohotspot area340.748166170.556404MULTIPOLYGON (((-55.29527 -22.90017, -55.31034...
4243Polynesia-Micronesiaouter limit413.9334701909.519333MULTIPOLYGON (((-140.60948 -21.71556, -140.606...
4344Coastal Forests of Eastern Africahotspot area140.78168224.271498MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -...
4445Madagascar and the Indian Ocean Islandshotspot area85.87149951.558044MULTIPOLYGON (((44.22776 -25.22229, 44.23248 -...
4546Wallaceahotspot area277.27971827.491158MULTIPOLYGON (((122.85761 -10.96322, 122.85345...
4647Mediterranean Basinhotspot area681.817768212.727774MULTIPOLYGON (((-24.69949 14.89513, -24.70035 ...
4748New Zealandhotspot area129.42800529.364356MULTIPOLYGON (((158.96280 -54.49958, 158.96266...
4849Tropical Andeshotspot area411.682107129.491625MULTIPOLYGON (((-65.01836 -25.67424, -64.93745...
4950East Melanesian Islandshotspot area150.5677898.130046MULTIPOLYGON (((169.85451 -20.14125, 169.84250...
5051Madagascar and the Indian Ocean Islandsouter limit164.210642350.358797POLYGON ((58.15548 -3.70879, 58.13793 -3.66995...
5152Wallaceaouter limit334.190436170.498109POLYGON ((127.47139 4.80923, 127.44697 4.81936...
5253Mediterranean Basinouter limit564.971151676.679648POLYGON ((13.54803 45.79731, 13.54669 45.79722...
\n", + "
" + ], + "text/plain": [ + " OBJECTID NAME Type \\\n", + "0 1 Chilean Winter Rainfall and Valdivian Forests hotspot area \n", + "1 2 Chilean Winter Rainfall and Valdivian Forests outer limit \n", + "2 3 Cape Floristic Region hotspot area \n", + "3 4 Maputaland-Pondoland-Albany hotspot area \n", + "4 5 New Caledonia hotspot area \n", + "5 6 New Caledonia outer limit \n", + "6 7 Southwest Australia hotspot area \n", + "7 8 Succulent Karoo hotspot area \n", + "8 9 Forests of East Australia hotspot area \n", + "9 10 Caucasus hotspot area \n", + "10 11 Himalaya hotspot area \n", + "11 12 Horn of Africa outer limit \n", + "12 13 Indo-Burma hotspot area \n", + "13 14 Indo-Burma outer limit \n", + "14 15 Irano-Anatolian hotspot area \n", + "15 16 Japan hotspot area \n", + "16 17 Japan outer limit \n", + "17 18 Mountains of Central Asia hotspot area \n", + "18 19 Mountains of Southwest China hotspot area \n", + "19 20 Philippines hotspot area \n", + "20 21 Philippines outer limit \n", + "21 22 Western Ghats and Sri Lanka hotspot area \n", + "22 23 California Floristic Province hotspot area \n", + "23 24 California Floristic Province outer limit \n", + "24 25 Caribbean Islands hotspot area \n", + "25 26 Caribbean Islands outer limit \n", + "26 27 Madrean Pine-Oak Woodlands hotspot area \n", + "27 28 Mesoamerica hotspot area \n", + "28 29 Mesoamerica outer limit \n", + "29 30 North American Coastal Plain hotspot area \n", + "30 31 New Zealand outer limit \n", + "31 32 Tumbes-Choco-Magdalena hotspot area \n", + "32 33 East Melanesian Islands outer limit \n", + "33 34 Sundaland hotspot area \n", + "34 35 Eastern Afromontane hotspot area \n", + "35 36 Atlantic Forest hotspot area \n", + "36 37 Polynesia-Micronesia hotspot area \n", + "37 38 Tumbes-Choco-Magdalena outer limit \n", + "38 39 Horn of Africa hotspot area \n", + "39 40 Sundaland outer limit \n", + "40 41 Guinean Forests of West Africa hotspot area \n", + "41 42 Cerrado hotspot area \n", + "42 43 Polynesia-Micronesia outer limit \n", + "43 44 Coastal Forests of Eastern Africa hotspot area \n", + "44 45 Madagascar and the Indian Ocean Islands hotspot area \n", + "45 46 Wallacea hotspot area \n", + "46 47 Mediterranean Basin hotspot area \n", + "47 48 New Zealand hotspot area \n", + "48 49 Tropical Andes hotspot area \n", + "49 50 East Melanesian Islands hotspot area \n", + "50 51 Madagascar and the Indian Ocean Islands outer limit \n", + "51 52 Wallacea outer limit \n", + "52 53 Mediterranean Basin outer limit \n", + "\n", + " Shape_Length Shape_Area \\\n", + "0 200.706891 40.754665 \n", + "1 191.174978 186.085694 \n", + "2 93.790123 7.610383 \n", + "3 49.631419 25.366584 \n", + "4 24.637100 1.646954 \n", + "5 57.304717 38.222164 \n", + "6 60.859672 33.934367 \n", + "7 79.117896 9.648439 \n", + "8 88.128992 23.473995 \n", + "9 90.689909 58.514955 \n", + "10 146.420666 69.043477 \n", + "11 120.274682 73.220040 \n", + "12 402.030896 203.319990 \n", + "13 379.920372 173.578229 \n", + "14 184.772290 90.307526 \n", + "15 219.242893 38.182343 \n", + "16 297.049059 245.457896 \n", + "17 107.065624 93.244489 \n", + "18 116.786852 24.424047 \n", + "19 241.953165 24.601083 \n", + "20 295.862968 137.641924 \n", + "21 46.061444 15.733402 \n", + "22 55.599274 30.098119 \n", + "23 53.234217 35.372344 \n", + "24 230.585124 19.818704 \n", + "25 299.257659 214.384415 \n", + "26 546.300729 40.848314 \n", + "27 451.719152 95.763513 \n", + "28 242.571690 342.466874 \n", + "29 342.674109 117.522193 \n", + "30 278.308656 557.797119 \n", + "31 187.609693 22.329914 \n", + "32 225.092613 186.226067 \n", + "33 339.989621 121.642368 \n", + "34 274.766663 82.812834 \n", + "35 300.835113 107.978149 \n", + "36 147.018923 4.015096 \n", + "37 85.277625 104.249366 \n", + "38 248.899010 137.275957 \n", + "39 427.143229 328.745439 \n", + "40 133.081950 50.525510 \n", + "41 340.748166 170.556404 \n", + "42 413.933470 1909.519333 \n", + "43 140.781682 24.271498 \n", + "44 85.871499 51.558044 \n", + "45 277.279718 27.491158 \n", + "46 681.817768 212.727774 \n", + "47 129.428005 29.364356 \n", + "48 411.682107 129.491625 \n", + "49 150.567789 8.130046 \n", + "50 164.210642 350.358797 \n", + "51 334.190436 170.498109 \n", + "52 564.971151 676.679648 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((-74.59792 -46.92502, -74.61111... \n", + "1 POLYGON ((-70.30946 -22.96028, -70.48596 -22.7... \n", + "2 MULTIPOLYGON (((23.08672 -34.07310, 23.08538 -... \n", + "3 MULTIPOLYGON (((24.48767 -34.10045, 24.48800 -... \n", + "4 MULTIPOLYGON (((167.46053 -22.71228, 167.46161... \n", + "5 POLYGON ((164.35824 -19.10137, 164.32053 -19.0... \n", + "6 MULTIPOLYGON (((117.88123 -35.17920, 117.87544... \n", + "7 MULTIPOLYGON (((19.94758 -33.85045, 19.94773 -... \n", + "8 MULTIPOLYGON (((153.49344 -27.42185, 153.48857... \n", + "9 MULTIPOLYGON (((53.64732 36.85539, 53.64686 36... \n", + "10 MULTIPOLYGON (((83.63718 29.26756, 83.64967 29... \n", + "11 MULTIPOLYGON (((39.89708 16.32164, 39.90083 16... \n", + "12 MULTIPOLYGON (((100.57087 4.86481, 100.55511 4... \n", + "13 MULTIPOLYGON (((94.68272 16.29783, 94.68811 16... \n", + "14 MULTIPOLYGON (((56.54563 27.72321, 56.51865 27... \n", + "15 MULTIPOLYGON (((123.79903 24.03953, 123.80211 ... \n", + "16 POLYGON ((143.38627 45.62484, 142.97525 45.662... \n", + "17 MULTIPOLYGON (((75.66653 36.76604, 75.63583 36... \n", + "18 MULTIPOLYGON (((94.36492 31.26755, 94.35851 31... \n", + "19 MULTIPOLYGON (((119.39130 4.61894, 119.39078 4... \n", + "20 POLYGON ((127.01715 4.93909, 127.02402 4.94458... \n", + "21 MULTIPOLYGON (((79.82289 7.94472, 79.82361 7.9... \n", + "22 MULTIPOLYGON (((-115.37624 28.10790, -115.3693... \n", + "23 POLYGON ((-116.73013 31.73940, -116.73152 31.7... \n", + "24 MULTIPOLYGON (((-64.39832 11.72028, -64.39622 ... \n", + "25 POLYGON ((-84.28348 17.55457, -84.19510 17.471... \n", + "26 MULTIPOLYGON (((-96.61650 15.88247, -96.62143 ... \n", + "27 MULTIPOLYGON (((-87.04617 5.55242, -87.04675 5... \n", + "28 MULTIPOLYGON (((-106.80501 23.66897, -106.8008... \n", + "29 MULTIPOLYGON (((-97.73414 24.07666, -97.73487 ... \n", + "30 MULTIPOLYGON (((180.00000 -28.51559, 180.00000... \n", + "31 MULTIPOLYGON (((-80.20981 -3.43196, -80.20917 ... \n", + "32 POLYGON ((150.43369 -0.87323, 150.38155 -0.860... \n", + "33 MULTIPOLYGON (((96.93003 -12.16986, 96.93164 -... \n", + "34 MULTIPOLYGON (((32.87497 -20.07615, 32.88673 -... \n", + "35 MULTIPOLYGON (((-52.09801 -32.09873, -52.09585... \n", + "36 MULTIPOLYGON (((-144.32992 -27.57666, -144.331... \n", + "37 POLYGON ((-78.29707 7.68989, -78.29916 7.69846... \n", + "38 MULTIPOLYGON (((39.93373 -6.90581, 39.93459 -6... \n", + "39 MULTIPOLYGON (((118.53144 2.15269, 118.53130 2... \n", + "40 MULTIPOLYGON (((5.62957 -1.45728, 5.63351 -1.4... \n", + "41 MULTIPOLYGON (((-55.29527 -22.90017, -55.31034... \n", + "42 MULTIPOLYGON (((-140.60948 -21.71556, -140.606... \n", + "43 MULTIPOLYGON (((35.44340 -23.86182, 35.44595 -... \n", + "44 MULTIPOLYGON (((44.22776 -25.22229, 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(type(bio_hotspot_df))\n", + "display(bio_hotspot_df.head(100))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "777bed31", + "metadata": {}, + "outputs": [], + "source": [ + "#Standardising the column names\n", + "bio_hotspot_df.columns = column_std(bio_hotspot_df)\n", + "\n", + "#Clipping the dataset to retain data about only Nigeria\n", + "nga_bio_df = clip_df(bio_hotspot_df, nga_boundary)\n", + "nga_bio_df = nga_bio_df[['name', 'geometry']]\n", + "\n", + "#Clipping the dataset to retain data about only Lagos\n", + "la_bio_df = clip_df(nga_bio_df, la_boundary)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "aa99dd96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nigeria has the following Biodiversity Hotspots: \n", + "40 Guinean Forests of West Africa\n", + "Name: name, dtype: object\n", + "\n", + "Lagos has the following Biodiversity Hotspots: \n", + "40 Guinean Forests of West Africa\n", + "Name: name, dtype: object\n" + ] + } + ], + "source": [ + "print(\"Nigeria has the following Biodiversity Hotspots: \")\n", + "print(nga_bio_df['name'])\n", + "\n", + "print(\"\\nLagos has the following Biodiversity Hotspots: \")\n", + "print(la_bio_df['name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "582a1107", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plotting the data\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 15))\n", + "ax1.set_title('BIODIVERSITY HOTSPOTS IN NIGERIA')\n", + "ax2.set_title('BIODIVERSITY HOTSPOTS IN LAGOS')\n", + "plot_boundary(nga_boundary, ax1)\n", + "plot_feature(nga_bio_df, ax1, \"name\")\n", + "plot_feature(la_bio_df, ax2, \"name\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "78d2db7b", + "metadata": {}, + "source": [ + "# 4. FOREST COVER" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4c5ee14c", + "metadata": {}, + "outputs": [], + "source": [ + "nga_bound_gez = 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/NGA_AL2_Nigeria_GEZ.json'\n", + "la_bound_gez = 'file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/NGA_AL4_Lagos_GEZ.json'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "36b5d613", + "metadata": {}, + "outputs": [], + "source": [ + "nga_forest_df = get_df(nga_bound_gez)\n", + "la_forest_df = get_df(la_bound_gez)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "69d80f81", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " country ISO3166_2 name gez_name gez_code gez_abbrev \\\n", + "0 NGA Nigeria Tropical dry forest 13 TAwb \n", + "1 NGA Nigeria Tropical moist forest 12 TAwa \n", + "2 NGA Nigeria Tropical mountain system 16 TM \n", + "3 NGA Nigeria Tropical rainforest 11 TAr \n", + "4 NGA Nigeria Tropical shrubland 14 TBSh \n", + "5 NGA Nigeria Water 90 Water \n", + "\n", + " adminlevel geometry \n", + "0 2 POLYGON ((4.17387 12.70964, 3.91224 12.72630, ... \n", + "1 2 POLYGON ((6.12077 12.05414, 6.01167 12.05684, ... \n", + "2 2 MULTIPOLYGON (((12.00401 7.51347, 12.00703 7.5... \n", + "3 2 MULTIPOLYGON (((6.72261 4.40102, 6.72370 4.401... \n", + "4 2 POLYGON ((5.83178 13.76125, 5.78032 13.78030, ... \n", + "5 2 POLYGON ((14.19098 12.59410, 14.16116 12.72999... \n" + ] + } + ], + "source": [ + "print(nga_forest_df.head(100))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "232fc94e", + "metadata": {}, + "outputs": [], + "source": [ + "#Standardising columns\n", + "nga_forest_df.columns = column_std(nga_forest_df)\n", + "nga_forest_df = nga_forest_df[['gez_name', 'geometry']]\n", + "\n", + "la_forest_df.columns = column_std(la_forest_df)\n", + "la_forest_df = la_forest_df[['gez_name', 'geometry']]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "51ec678d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Nigeria has the following forests: \n", + "0 Tropical dry forest\n", + "1 Tropical moist forest\n", + "2 Tropical mountain system\n", + "3 Tropical rainforest\n", + "4 Tropical shrubland\n", + "5 Water\n", + "Name: gez_name, dtype: object\n", + "\n", + "Lagos has the following forests: \n", + "0 Tropical rainforest\n", + "Name: gez_name, dtype: object\n" + ] + } + ], + "source": [ + "print(\"Nigeria has the following forests: \")\n", + "print(nga_forest_df['gez_name'])\n", + "\n", + "print(\"\\nLagos has the following forests: \")\n", + "print(la_forest_df['gez_name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e5625298", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "
" + ], + "text/plain": [ + " country ISO3166_2 name SNAME mg_code IPCC adminlevel \\\n", + "0 NGA Nigeria AC 23 Acrisol 2 \n", + "1 NGA Nigeria AR 3 Arenosol 2 \n", + "2 NGA Nigeria FL 20 Fluvisol 2 \n", + "3 NGA Nigeria GL 7 Gleysol 2 \n", + "4 NGA Nigeria LX 6 Lixisol 2 \n", + "5 NGA Nigeria VR 5 Vertisol 2 \n", + "6 NGA Nigeria WAT 99 Waterbodies 2 \n", + "\n", + " geometry \n", + "0 MULTIPOLYGON (((11.51913 6.61454, 11.51960 6.6... \n", + "1 POLYGON ((5.83178 13.76125, 5.78032 13.78030, ... \n", + "2 MULTIPOLYGON (((6.44714 4.30935, 6.44678 4.309... \n", + "3 MULTIPOLYGON (((13.93739 12.53061, 13.88475 12... \n", + "4 POLYGON ((7.17539 11.91021, 7.11702 12.00231, ... \n", + "5 POLYGON ((12.95992 9.43936, 12.95996 9.43937, ... \n", + "6 POLYGON ((14.19609 12.57082, 14.16116 12.72999... " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nga_soil_df = get_df(nga_bound_wsr)\n", + "la_soil_df = get_df(la_bound_wsr)\n", + "\n", + "display(nga_soil_df.head(100))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "44466921", + "metadata": {}, + "outputs": [], + "source": [ + "#Standardising columns\n", + "nga_soil_df.columns = column_std(nga_soil_df)\n", + "nga_soil_df = nga_soil_df[['ipcc', 'geometry']]\n", + "\n", + "la_soil_df.columns = column_std(la_soil_df)\n", + "la_soil_df = la_soil_df[['ipcc', 'geometry']]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "2f6f1f2a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Soils found in NIGERIA: \n", + "0 Acrisol\n", + "1 Arenosol\n", + "2 Fluvisol\n", + "3 Gleysol\n", + "4 Lixisol\n", + "5 Vertisol\n", + "6 Waterbodies\n", + "Name: ipcc, dtype: object\n", + "\n", + "Soils found in LAGOS: \n", + "0 Acrisol\n", + "Name: ipcc, dtype: object\n" + ] + } + ], + "source": [ + "print(\"Soils found in NIGERIA: \")\n", + "print(nga_soil_df['ipcc'])\n", + "\n", + "print(\"\\nSoils found in LAGOS: \")\n", + "print(la_soil_df['ipcc'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "86bc4290", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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41POLYGON ((-34.25000 83.60000, -34.25000 83.500...
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" + ], + "text/plain": [ + " Value geometry\n", + "0 1 POLYGON ((-33.50000 83.65000, -33.50000 83.500...\n", + "1 1 POLYGON ((-37.85000 83.60000, -37.85000 83.500...\n", + "2 1 POLYGON ((-32.35000 83.60000, -32.35000 83.500...\n", + "3 1 POLYGON ((-31.25000 83.60000, -31.25000 83.500...\n", + "4 1 POLYGON ((-34.25000 83.60000, -34.25000 83.500..." + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agroeco_df = get_df(agroeco_zones)\n", + "agroeco_df.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "2b53d483", + "metadata": {}, + "outputs": [], + "source": [ + "# Replacing the data that was in codes\n", + "classification = {'1': 'Steep terrain', '2': 'Artic/Cold', '3': 'Desert/Arid', \n", + " '4': 'Irrigated Soils', '5': 'Hydromorphic soils', \n", + " '6': 'Dry, good soils', '7': 'Dry, moderate soils', '8': 'Dry, poor soils', \n", + " '9': 'Moist, good soils', '10': 'Moist, moderate soils', \n", + " '11': 'Moist, poor soils', '12': 'Sub-humid, good soils', \n", + " '13': 'Sub-humid, moderate soils', '14': 'Sub-humid, poor soils', \n", + " '15': 'Humid, good soils', '16': 'Humid, moderate soils', \n", + " '17': 'Humid, poor soils', '18': 'Water'}\n", + "\n", + "\n", + "#Standardising column names\n", + "agroeco_df.columns = column_std(agroeco_df)\n", + "\n", + "#Renaming value\n", + "agroeco_df.value = agroeco_df.value.astype('str').replace(classification)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Data/Administrative/Task_Two_Prototype.ipynb b/Data/Administrative/Task_Two_Prototype.ipynb new file mode 100644 index 000000000..eae4c7468 --- /dev/null +++ b/Data/Administrative/Task_Two_Prototype.ipynb @@ -0,0 +1,866 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "id": "6214279d", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import requests\n", + "from bs4 import BeautifulSoup\n", + "import glob" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "53082c26", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the URL of the web page with the iframe\n", + "url = \"https://unstats.un.org/sdgs/dataportal/countryprofiles/nga?goal=15&series=AG_LND_FRST,ER_PTD_FRHWTR,ER_PTD_TERR,AG_LND_FRSTBIOPHA,AG_LND_FRSTCERT,AG_LND_FRSTCHG,AG_LND_FRSTMGT,AG_LND_FRSTPRCT,AG_LND_DGRD,ER_PTD_MTN,ER_MTN_GRNCVI,ER_RSK_LST,ER_CBD_SMTA\"" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c302ac66", + "metadata": {}, + "outputs": [], + "source": [ + "# Send an HTTP GET request to the URL\n", + "response = requests.get(url)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cfe5dc86", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SDG 15 Data: Data not found\n" + ] + } + ], + "source": [ + "# Check if the request was successful\n", + "if response.status_code == 200:\n", + " # Parse the HTML content of the page\n", + " soup = BeautifulSoup(response.text, \"html.parser\")\n", + "\n", + " # Find the specific element(s) related to SDG 15\n", + " sdg15_element = soup.select('div.sdg-data-sdg15')\n", + "\n", + " # Extract the text or data from the element\n", + " sdg15_data = sdg15_element[0].csv if sdg15_element else \"Data not found\"\n", + "\n", + " print(\"SDG 15 Data:\", sdg15_data)\n", + "else:\n", + " print(\"Failed to retrieve data. Status code:\", response.status_code)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "716864a5", + "metadata": {}, + "outputs": [], + "source": [ + "# Create an empty list to store DataFrames\n", + "dfs = []\n", + "\n", + "# Specify the folder where your CSV files are located\n", + "folder_path = \"file:///home/SwizzCoder/Outreachy_SwizzCoder_2023/SDG15\"\n", + "\n", + "# Use glob to get a list of all CSV files in the folder\n", + "csv_files = glob.glob(os.path.join(folder_path, \"*.csv\"))\n", + "\n", + "# Loop through each CSV file and load it into a DataFrame\n", + "for csv_file in csv_files:\n", + " df = pd.read_csv(csv_file)\n", + " dfs.append(df)\n", + "\n", + "# Concatenate all DataFrames into a single DataFrame\n", + "df_land = pd.concat(dfs, ignore_index=True)\n", + "\n", + "# Now df_land contains data from all CSV files in the folder" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c26c9341", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data from Annual forest area change rate (%).csv:\n", + " Goal Target Indicator SeriesCode SeriesDescription \\\n", + "0 15 15.2 15.2.1 AG_LND_FRSTCHG Annual forest area change rate (%) \n", + "1 15 15.2 15.2.1 AG_LND_FRSTCHG Annual forest area change rate (%) \n", + "\n", + " GeoAreaCode GeoAreaName TimePeriod Value Time_Detail ... UpperBound \\\n", + "0 566 Nigeria 2010 -0.68 2000-2010 ... NaN \n", + "1 566 Nigeria 2020 -0.72 2010-2020 ... NaN \n", + "\n", + " LowerBound BasePeriod Source \\\n", + "0 NaN NaN FAO. Global Forest Resources Assessment 2020 \n", + "1 NaN NaN FAO. Global Forest Resources Assessment 2020 \n", + "\n", + " GeoInfoUrl FootNote [Nature] [Observation Status] \\\n", + "0 NaN Officially reported data C A \n", + "1 NaN Officially reported data C A \n", + "\n", + " [Reporting Type] [Units] \n", + "0 G PERCENT \n", + "1 G PERCENT \n", + "\n", + "[2 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Average proportion of Freshwater Key Biodiversity Areas (KBAs) covered by protected areas (%).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.1 15.1.2 ER_PTD_FRHWTR \n", + "1 15.0 15.1 15.1.2 ER_PTD_FRHWTR \n", + "2 15.0 15.1 15.1.2 ER_PTD_FRHWTR \n", + "3 15.0 15.1 15.1.2 ER_PTD_FRHWTR \n", + "4 15.0 15.1 15.1.2 ER_PTD_FRHWTR \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Average proportion of Freshwater Key Biodivers... 566.0 Nigeria \n", + "1 Average proportion of Freshwater Key Biodivers... 566.0 Nigeria \n", + "2 Average proportion of Freshwater Key Biodivers... 566.0 Nigeria \n", + "3 Average proportion of Freshwater Key Biodivers... 566.0 Nigeria \n", + "4 Average proportion of Freshwater Key Biodivers... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... GeoInfoUrl FootNote [Age] \\\n", + "0 2000.0 25.27034 2000.0 ... NaN NaN NaN \n", + "1 2001.0 25.27034 2001.0 ... NaN NaN NaN \n", + "2 2002.0 25.27034 2002.0 ... NaN NaN NaN \n", + "3 2003.0 25.27034 2003.0 ... NaN NaN NaN \n", + "4 2004.0 25.27034 2004.0 ... NaN NaN NaN \n", + "\n", + " [Freq] [Location] [Nature] [Observation Status] [Reporting Type] [Sex] \\\n", + "0 NaN NaN C A G NaN \n", + "1 NaN NaN C A G NaN \n", + "2 NaN NaN C A G NaN \n", + "3 NaN NaN C A G NaN \n", + "4 NaN NaN C A G NaN \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 25 columns]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Average proportion of Terrestrial Key Biodiversity Areas (KBAs) covered by protected areas (%).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.1 15.1.2 ER_PTD_TERR \n", + "1 15.0 15.1 15.1.2 ER_PTD_TERR \n", + "2 15.0 15.1 15.1.2 ER_PTD_TERR \n", + "3 15.0 15.1 15.1.2 ER_PTD_TERR \n", + "4 15.0 15.1 15.1.2 ER_PTD_TERR \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Average proportion of Terrestrial Key Biodiver... 566.0 Nigeria \n", + "1 Average proportion of Terrestrial Key Biodiver... 566.0 Nigeria \n", + "2 Average proportion of Terrestrial Key Biodiver... 566.0 Nigeria \n", + "3 Average proportion of Terrestrial Key Biodiver... 566.0 Nigeria \n", + "4 Average proportion of Terrestrial Key Biodiver... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... GeoInfoUrl FootNote [Age] \\\n", + "0 2000.0 68.91149 2000.0 ... NaN NaN NaN \n", + "1 2001.0 68.91149 2001.0 ... NaN NaN NaN \n", + "2 2002.0 68.91149 2002.0 ... NaN NaN NaN \n", + "3 2003.0 68.91149 2003.0 ... NaN NaN NaN \n", + "4 2004.0 68.91149 2004.0 ... NaN NaN NaN \n", + "\n", + " [Freq] [Location] [Nature] [Observation Status] [Reporting Type] [Sex] \\\n", + "0 NaN NaN C A G NaN \n", + "1 NaN NaN C A G NaN \n", + "2 NaN NaN C A G NaN \n", + "3 NaN NaN C A G NaN \n", + "4 NaN NaN C A G NaN \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 25 columns]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Forest area as a proportion of total land area (%).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.1 15.1.1 AG_LND_FRST \n", + "1 15.0 15.1 15.1.1 AG_LND_FRST \n", + "2 15.0 15.1 15.1.1 AG_LND_FRST \n", + "3 15.0 15.1 15.1.1 AG_LND_FRST \n", + "4 15.0 15.1 15.1.1 AG_LND_FRST \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Forest area as a proportion of total land area... 566.0 Nigeria \n", + "1 Forest area as a proportion of total land area... 566.0 Nigeria \n", + "2 Forest area as a proportion of total land area... 566.0 Nigeria \n", + "3 Forest area as a proportion of total land area... 566.0 Nigeria \n", + "4 Forest area as a proportion of total land area... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... UpperBound LowerBound BasePeriod \\\n", + "0 2000.0 27.33 2000.0 ... NaN NaN NaN \n", + "1 2010.0 25.54 2010.0 ... NaN NaN NaN \n", + "2 2015.0 24.64 2015.0 ... NaN NaN NaN \n", + "3 2016.0 24.46 2016.0 ... NaN NaN NaN \n", + "4 2017.0 24.28 2017.0 ... NaN NaN NaN \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 FAO. Global Forest Resources Assessment 2020 a... NaN \n", + "1 FAO. Global Forest Resources Assessment 2020 a... NaN \n", + "2 FAO. Global Forest Resources Assessment 2020 a... NaN \n", + "3 FAO. Global Forest Resources Assessment 2020 a... NaN \n", + "4 FAO. Global Forest Resources Assessment 2020 a... NaN \n", + "\n", + " FootNote [Nature] [Observation Status] [Reporting Type] \\\n", + "0 Officially reported data C A G \n", + "1 Officially reported data C A G \n", + "2 Officially reported data C A G \n", + "3 Officially reported data C A G \n", + "4 Officially reported data C A G \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from In 2020, above-ground biomass stock in forest was 134.8 tonnes per hectare..csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.2 15.2.1 AG_LND_FRSTBIOPHA \n", + "1 15.0 15.2 15.2.1 AG_LND_FRSTBIOPHA \n", + "2 15.0 15.2 15.2.1 AG_LND_FRSTBIOPHA \n", + "3 15.0 15.2 15.2.1 AG_LND_FRSTBIOPHA \n", + "4 15.0 15.2 15.2.1 AG_LND_FRSTBIOPHA \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Above-ground biomass in forest (tonnes per hec... 566.0 Nigeria \n", + "1 Above-ground biomass in forest (tonnes per hec... 566.0 Nigeria \n", + "2 Above-ground biomass in forest (tonnes per hec... 566.0 Nigeria \n", + "3 Above-ground biomass in forest (tonnes per hec... 566.0 Nigeria \n", + "4 Above-ground biomass in forest (tonnes per hec... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... UpperBound LowerBound BasePeriod \\\n", + "0 2000.0 134.77 2000.0 ... NaN NaN NaN \n", + "1 2010.0 134.77 2010.0 ... NaN NaN NaN \n", + "2 2015.0 134.77 2015.0 ... NaN NaN NaN \n", + "3 2016.0 134.77 2016.0 ... NaN NaN NaN \n", + "4 2017.0 134.77 2017.0 ... NaN NaN NaN \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 FAO. Global Forest Resources Assessment 2020 NaN \n", + "1 FAO. Global Forest Resources Assessment 2020 NaN \n", + "2 FAO. Global Forest Resources Assessment 2020 NaN \n", + "3 FAO. Global Forest Resources Assessment 2020 NaN \n", + "4 FAO. Global Forest Resources Assessment 2020 NaN \n", + "\n", + " FootNote [Nature] [Observation Status] [Reporting Type] \\\n", + "0 Officially reported data C A G \n", + "1 Officially reported data C A G \n", + "2 Officially reported data C A G \n", + "3 Officially reported data C A G \n", + "4 Officially reported data C A G \n", + "\n", + " [Units] \n", + "0 T_PER_HA \n", + "1 T_PER_HA \n", + "2 T_PER_HA \n", + "3 T_PER_HA \n", + "4 T_PER_HA \n", + "\n", + "[5 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from In 2020, the proportion of forest area within legally established protected areas was 12.9%..csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.2 15.2.1 AG_LND_FRSTPRCT \n", + "1 15.0 15.2 15.2.1 AG_LND_FRSTPRCT \n", + "2 15.0 15.2 15.2.1 AG_LND_FRSTPRCT \n", + "3 15.0 15.2 15.2.1 AG_LND_FRSTPRCT \n", + "4 15.0 15.2 15.2.1 AG_LND_FRSTPRCT \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Proportion of forest area within legally estab... 566.0 Nigeria \n", + "1 Proportion of forest area within legally estab... 566.0 Nigeria \n", + "2 Proportion of forest area within legally estab... 566.0 Nigeria \n", + "3 Proportion of forest area within legally estab... 566.0 Nigeria \n", + "4 Proportion of forest area within legally estab... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... UpperBound LowerBound BasePeriod \\\n", + "0 2000.0 12.88 2000.0 ... NaN NaN NaN \n", + "1 2010.0 12.88 2010.0 ... NaN NaN NaN \n", + "2 2015.0 12.88 2015.0 ... NaN NaN NaN \n", + "3 2016.0 12.88 2016.0 ... NaN NaN NaN \n", + "4 2017.0 12.88 2017.0 ... NaN NaN NaN \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 FAO. Global Forest Resources Assessment 2020 NaN \n", + "1 FAO. Global Forest Resources Assessment 2020 NaN \n", + "2 FAO. Global Forest Resources Assessment 2020 NaN \n", + "3 FAO. Global Forest Resources Assessment 2020 NaN \n", + "4 FAO. Global Forest Resources Assessment 2020 NaN \n", + "\n", + " FootNote [Nature] [Observation Status] [Reporting Type] \\\n", + "0 Official country data C A G \n", + "1 Official country data C A G \n", + "2 Official country data C A G \n", + "3 Official country data C A G \n", + "4 Official country data C A G \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from In 2022, forest area under an independently verified forest management certification scheme was 0.0 thousands of hectares..csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.2 15.2.1 AG_LND_FRSTCERT \n", + "1 15.0 15.2 15.2.1 AG_LND_FRSTCERT \n", + "2 15.0 15.2 15.2.1 AG_LND_FRSTCERT \n", + "3 15.0 15.2 15.2.1 AG_LND_FRSTCERT \n", + "4 15.0 15.2 15.2.1 AG_LND_FRSTCERT \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Forest area certified under an independently v... 566.0 Nigeria \n", + "1 Forest area certified under an independently v... 566.0 Nigeria \n", + "2 Forest area certified under an independently v... 566.0 Nigeria \n", + "3 Forest area certified under an independently v... 566.0 Nigeria \n", + "4 Forest area certified under an independently v... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... UpperBound LowerBound BasePeriod \\\n", + "0 2000.0 0.0 2000.0 ... NaN NaN NaN \n", + "1 2005.0 0.0 2005.0 ... NaN NaN NaN \n", + "2 2010.0 0.0 2010.0 ... NaN NaN NaN \n", + "3 2015.0 0.0 2015.0 ... NaN NaN NaN \n", + "4 2016.0 0.0 2016.0 ... NaN NaN NaN \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 No data on certified forest area in the FSC an... NaN \n", + "1 No data on certified forest area in the FSC an... NaN \n", + "2 No data on certified forest area in the FSC an... NaN \n", + "3 No data on certified forest area in the FSC an... NaN \n", + "4 No data on certified forest area in the FSC an... NaN \n", + "\n", + " FootNote [Nature] [Observation Status] [Reporting Type] \\\n", + "0 No certified forest area C A G \n", + "1 No certified forest area C A G \n", + "2 No certified forest area C A G \n", + "3 No certified forest area C A G \n", + "4 No certified forest area C A G \n", + "\n", + " [Units] \n", + "0 HA_TH \n", + "1 HA_TH \n", + "2 HA_TH \n", + "3 HA_TH \n", + "4 HA_TH \n", + "\n", + "[5 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from In 2022, the average proportion of Mountain Key Biodiversity Areas (KBAs) covered by protected areas was 72.8%..csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.4 15.4.1 ER_PTD_MTN \n", + "1 15.0 15.4 15.4.1 ER_PTD_MTN \n", + "2 15.0 15.4 15.4.1 ER_PTD_MTN \n", + "3 15.0 15.4 15.4.1 ER_PTD_MTN \n", + "4 15.0 15.4 15.4.1 ER_PTD_MTN \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Average proportion of Mountain Key Biodiversit... 566.0 Nigeria \n", + "1 Average proportion of Mountain Key Biodiversit... 566.0 Nigeria \n", + "2 Average proportion of Mountain Key Biodiversit... 566.0 Nigeria \n", + "3 Average proportion of Mountain Key Biodiversit... 566.0 Nigeria \n", + "4 Average proportion of Mountain Key Biodiversit... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... GeoInfoUrl FootNote [Age] \\\n", + "0 2000.0 72.84837 2000.0 ... NaN NaN NaN \n", + "1 2001.0 72.84837 2001.0 ... NaN NaN NaN \n", + "2 2002.0 72.84837 2002.0 ... NaN NaN NaN \n", + "3 2003.0 72.84837 2003.0 ... NaN NaN NaN \n", + "4 2004.0 72.84837 2004.0 ... NaN NaN NaN \n", + "\n", + " [Freq] [Location] [Nature] [Observation Status] [Reporting Type] [Sex] \\\n", + "0 NaN NaN C A G NaN \n", + "1 NaN NaN C A G NaN \n", + "2 NaN NaN C A G NaN \n", + "3 NaN NaN C A G NaN \n", + "4 NaN NaN C A G NaN \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 25 columns]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Mountain Green Cover Index.csv:\n", + " Goal Target Indicator SeriesCode SeriesDescription \\\n", + "0 15.0 15.4 15.4.2 ER_MTN_GRNCVI Mountain Green Cover Index \n", + "1 15.0 15.4 15.4.2 ER_MTN_GRNCVI Mountain Green Cover Index \n", + "2 15.0 15.4 15.4.2 ER_MTN_GRNCVI Mountain Green Cover Index \n", + "3 15.0 15.4 15.4.2 ER_MTN_GRNCVI Mountain Green Cover Index \n", + "4 15.0 15.4 15.4.2 ER_MTN_GRNCVI Mountain Green Cover Index \n", + "\n", + " GeoAreaCode GeoAreaName TimePeriod Value Time_Detail ... \\\n", + "0 566.0 Nigeria 2000.0 0.14 2000.0 ... \n", + "1 566.0 Nigeria 2000.0 0.14 2000.0 ... \n", + "2 566.0 Nigeria 2000.0 99.79 2000.0 ... \n", + "3 566.0 Nigeria 2000.0 99.79 2000.0 ... \n", + "4 566.0 Nigeria 2000.0 0.02 2000.0 ... \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 Food and Agriculture Organization of the Unite... NaN \n", + "1 Food and Agriculture Organization of the Unite... NaN \n", + "2 Food and Agriculture Organization of the Unite... NaN \n", + "3 Food and Agriculture Organization of the Unite... NaN \n", + "4 Food and Agriculture Organization of the Unite... NaN \n", + "\n", + " FootNote [Bioclimatic belt] [Land cover] [Mountain Elevation] \\\n", + "0 FAO estimate REMAIN_MOUNT ARTIFICIAL NaN \n", + "1 FAO estimate TOTAL ARTIFICIAL NaN \n", + "2 FAO estimate TOTAL MGCI NaN \n", + "3 FAO estimate REMAIN_MOUNT MGCI NaN \n", + "4 FAO estimate REMAIN_MOUNT HERB_AQUA_FLOOD NaN \n", + "\n", + " [Nature] [Observation Status] [Reporting Type] [Units] \n", + "0 E E G PERCENT \n", + "1 E E G PERCENT \n", + "2 E E G PERCENT \n", + "3 E E G PERCENT \n", + "4 E E G PERCENT \n", + "\n", + "[5 rows x 24 columns]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Proportion of forest area with a long-term management plan (%).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.2 15.2.1 AG_LND_FRSTMGT \n", + "1 15.0 15.2 15.2.1 AG_LND_FRSTMGT \n", + "2 15.0 15.2 15.2.1 AG_LND_FRSTMGT \n", + "3 15.0 15.2 15.2.1 AG_LND_FRSTMGT \n", + "4 15.0 15.2 15.2.1 AG_LND_FRSTMGT \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Proportion of forest area with a long-term man... 566.0 Nigeria \n", + "1 Proportion of forest area with a long-term man... 566.0 Nigeria \n", + "2 Proportion of forest area with a long-term man... 566.0 Nigeria \n", + "3 Proportion of forest area with a long-term man... 566.0 Nigeria \n", + "4 Proportion of forest area with a long-term man... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail ... UpperBound LowerBound BasePeriod \\\n", + "0 2000.0 38.05 2000.0 ... NaN NaN NaN \n", + "1 2010.0 26.88 2010.0 ... NaN NaN NaN \n", + "2 2015.0 20.25 2015.0 ... NaN NaN NaN \n", + "3 2016.0 18.38 2016.0 ... NaN NaN NaN \n", + "4 2017.0 16.50 2017.0 ... NaN NaN NaN \n", + "\n", + " Source GeoInfoUrl \\\n", + "0 FAO. Global Forest Resources Assessment 2020 NaN \n", + "1 FAO. Global Forest Resources Assessment 2020 NaN \n", + "2 FAO. Global Forest Resources Assessment 2020 NaN \n", + "3 FAO. Global Forest Resources Assessment 2020 NaN \n", + "4 FAO. Global Forest Resources Assessment 2020 NaN \n", + "\n", + " FootNote [Nature] [Observation Status] [Reporting Type] \\\n", + "0 Official country data C A G \n", + "1 Official country data C A G \n", + "2 Official country data C A G \n", + "3 Official country data C A G \n", + "4 Official country data C A G \n", + "\n", + " [Units] \n", + "0 PERCENT \n", + "1 PERCENT \n", + "2 PERCENT \n", + "3 PERCENT \n", + "4 PERCENT \n", + "\n", + "[5 rows x 21 columns]\n" + ] + }, + { + "data": { + "image/png": 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rCiGEOHXqlDA3N9fYvrMzZ84coVAoRERExDvne/z4sShevLhGe23dulUMHjxY3LhxQwghxKxZs4RSqRQ//PCDOHLkiDhw4IBYtGiReh+ekpIiHB0dRd++fTMtv06dOqJmzZrvjTddjoqHV69eiUaNGgkAAoAwNjYWDRo0ELNmzRIxMTEa876veNi/f78AIObMmSOEEOKzzz4TADQ2OCGEUKlUIiUlRf1ITU3NScjvLR58fX3Fpk2bxIkTJ8SOHTtEu3btBAAxZcoUjfkePnwolEqlGDx48HvfMzfFgxD/O/AEBgaqp8XFxQl7e3vRqVMnjdenpaWJatWqiTp16rwzlq+//loAEGfPntWY/vnnnwtJksStW7eEEP/7Yuzl5aWxjs+dOycAiD///POd76Nt8ZAxh5SUFPHjjz8KBwcHjZ2Vh4eHMDMzE48ePVJPS0hIEPb29uLTTz9VT/v444+Fubm5ePbsmXpaamqqqFChQoEVD3PmzBEpKSkiMTFRXLhwQXh7ewsA4t9//xVC/K8d+/fvr/H6GzduCABixIgRGtPTvyx9++236mk+Pj4CgNizZ4/GvMOGDRMKhUK9XtKL8G3btmnMN2fOHAFAHDp0SD0NgLC1tRWvX7/WmPfly5caX87elvHLUEREhDA3N89UmISEhAhTU1N1ASXEmwNDVrG1b99eeHp6Znqvt+VkXWmzvWXM5+1tLDc5ZfyB4c8//8x0cBZCiMDAQAFA/Pbbb0IIIXbs2CEAiMuXL2cb47vaQxupqakiJSVFDBkyRNSoUUPjb9l9Btq0aSPc3NwyHei/+OILYWZmlml+bd4rK25ubup9aFJSkrC0tBSTJk0SANSf6RkzZghjY2MRGxurEffb62P79u2Z9p/p0redjPu8SpUqiTZt2rw3xrel76M2bNgglEpltush3YfYXpYuXSoAiP3792vM9+mnn2pVPAiR/XExJCREGBkZiS+//FJjekxMjHB2dha9evXKFG9WP7YBEM7OzhptuHv3bgFAVK9eXWNfv2jRIgFAXL169Z0xp2/nCxYs0JhevXp19RfWdCkpKaJYsWKiW7du2S7vfduJk5OTiI6OVk979uyZUCgUYtasWe9cZnJysihXrpwYO3asevqECROEJEkaxZcQb7a7tz/HOTne53V9zJo1SygUCo19oRD/20dlLN61WR/v+76VUfpnaPHixRrT039MPnXqlHpaxuIho4JoTyH+d8zZsmVLpr9NnjxZSJIkAIjixYuLgIAAkZSUJCpVqiR++umndy433eHDh7PcnjMaPHiwMDY2FsHBwdnO07FjR1G9evV3LmfcuHHC3Nxc4wfh4OBgAUD88ssvWsUshBA5ur7HwcEBJ0+eRGBgIGbPno3OnTvj9u3b+Oabb+Dl5fXO3oUyEhkuU8nOnj17YGxsrH7Y2trmJOT32rRpE3x9fdG4cWN0794d+/btQ8eOHTF79myNyw08PDyQmpqK1atX5+v7v8/p06fx+vVrDBgwAKmpqeqHSqVC27ZtERgYmOkU49uOHj2KSpUqZbq+e+DAgRBC4OjRoxrTO3ToAKVSqX5etWpVANDoYSAvjh49ipYtW8LW1hZKpRLGxsb4/vvvER4ernE5AwBUr14dJUqUUD83MzND+fLlNWI5duwYWrRoAScnJ/U0pVKJjz/++L2xCCE01mlqaqpWOUyaNAnGxsYwMzNDrVq1EBISghUrVqB9+/Ya83Xv3l3j+bFjxwAg02nMOnXqoGLFiplOJVpbW+Ojjz7SmObr6wuVSoUTJ04AeLM+LS0t0aNHD4350t8j4zKbN2+OIkWKaJVnVgICApCQkJApB3d3dzRv3jzT+0mShE6dOmlMq1q16ns/TzldV3mR05yAzG27d+9e2NnZoVOnThqfp+rVq8PZ2Vl96r569eowMTHB8OHDsX79ety/fz9fcti+fTsaNmwIKysrGBkZwdjYGKtXr850aQyQ+TOQmJiII0eOoGvXrrCwsNCIv3379khMTNS4dDEn75VRixYt1De0nz59GvHx8Rg3bhyKFi2Kw4cPA3hzyUb6JTO55ezsnGmfp83nDgAuXbqEjz76CA4ODup9VP/+/ZGWlobbt2/nKI6C2F78/f1hbW2Ntm3baszXp08fjee52b8dPHgQqamp6N+/v8brzMzM4OPjk+UlKBm3hXTNmjXTaMOKFSsCANq1a6dx71f6dG2PMR07dtR4XrFiRUiShHbt2qmnGRkZoWzZspmWmZPPbrNmzTQ6U3BycoKjo6PGMlNTUzFz5kxUqlQJJiYmMDIygomJCe7cuaOxTH9/f1SpUgWVKlXSeI+MbZab431u18fevXtRpUoVVK9eXeO92rRpk+XlRtqsj9zq27evxvP06//TjwPZye/2zMrTp08BIMv76aZPn47Xr1/j5s2bCAkJQb169TBnzhwAb74nPHr0CB07doS9vT0qVaqEXbt2ZVpG+nKz6qnpbfv370ezZs3U20tW6tSpgytXrmDEiBE4ePAgoqOjM80zePBgJCQkaNxvvHbtWpiamubovotc3RxQu3ZtTJo0Cdu3b8fTp08xduxYPHz4MMtr6rKT3mAuLi4AoP6SmLEhmzZtisDAQAQGBmbaSApKv379kJqaivPnz3+Q93uX9GvZevTooVFEGRsbY86cORBC4PXr19m+Pjw8PMuectLXe3h4uMZ0BwcHjeempqYA3tzwm1fnzp1D69atAQArV67Ef//9h8DAQEyePDnL98gYS3o8b88XHh4OZ2fnTPNlNS0jf3//TOtUm95bRo8ejcDAQFy4cAH37t1DWFgYhg8fnmm+jOs9fV1n1x4Z2+Ltgihdel7p86bnn/FGbEdHRxgZGWVaZl57TcppDhYWFjAzM9OYZmpq+t4btXP6PnmRm5xsbGw0pj1//hyRkZEwMTHJ9Jl69uyZ+oeVMmXKwM/PD46Ojhg5ciTKlCmDMmXKqK9JzY2dO3eiV69ecHV1xcaNGxEQEIDAwEAMHjw4y/Wc1ecyNTUVv/zyS6bY0wvi9Phz+l4ZtWzZEiEhIbhz5w78/PxQo0YNODo6onnz5vDz80NCQgJOnz6Nli1b5np9ANrtO7ISEhKCxo0b48mTJ1i8eLH6x7L0ez9yuh8siO0lPDw8y31Dxmm52b+lH2+8vb0zvXbr1q2ZfiDMaltIZ29vr/HcxMTkndO1+fxk9/qs1puJiYnGMnP62dXmMzRu3Dh899136NKlC/755x+cPXsWgYGBqFatWqbjlDZtlpvjfW7Xx/Pnz3H16tVM72NtbQ0hRKa2zu029T5GRkaZlp3xOJeVgmjPrKT/PeP6TGdnZwdPT08YGRnhzp07mDVrFn7//XcYGxujX79+cHJywuPHjzF//nz06dMn0w8Q6ct9XxwvX76Em5vbO+f55ptvMH/+fJw5cwbt2rWDg4MDWrRoofFdtnLlyvD29sbatWsBAGlpadi4cSM6d+6c6bP0LjnqbSkrxsbG+OGHH/Dzzz+rez3Rxt9//w1JktQ3R7dq1Qrffvst/v77b/UXTOBNw9SuXRtA1o1fENLPiujCjddFixYF8KZv+ux6HMlqp5TOwcEBYWFhmaanV9Ppy/8QtmzZAmNjY+zdu1djQ8xLP8cODg549uxZpulZTcuoVq1aCAwM1JiWXlS9i5ubm/oz+S4Zv9Cnf37DwsIy7QSePn2aqS3SDyRvS88rfVkODg44e/YshBAa7/fixQukpqZmWmZee3t6O4eMssohP95Hm3WVX++VUVbvldU6LFq0KBwcHHDgwIEs3+PtX7waN26Mxo0bIy0tDefPn8cvv/yCMWPGwMnJCb17985x/Bs3bkSpUqWwdetWjdiyuyk9Y/xFihSBUqnEJ598onHj8ttKlSqVq/fKKP2GWj8/Pxw+fBitWrVST58yZQpOnDiBpKSkPBcPubV7927ExcVh586d6i4ZgTdd/OZGQWwvDg4OOHfuXKbpGfd5udm/pcezY8cOjfyzo0u9x71PXj+72S2zf//+mDlzpsb0V69eaYw34+Dg8M79ebq8Hu9zomjRojA3N8+yE5K3YyloqampCA8P1/h+l/E4l5WCaM+spK+Hd/1Im+7TTz9F//790bBhQ8TGxuLUqVP47bffYGFhgfbt26NSpUo4fPgwypcvr35N+nLft76LFSuWqWOVjIyMjDBu3DiMGzcOkZGR8PPzw7fffos2bdogNDRU3RPaoEGDMGLECNy4cQP3799HWFgYBg0a9N783pajb8dZ7QABqE8RafPFC3hzimT//v3o06eP+oxD7dq10bp1a6xcuRInT57MSVj57o8//oCxsTFq1aolaxzAm65A7ezsEBwcjNq1a2f5SP/lJistWrRAcHAwLl68qDF9w4YNkCQJzZo1K+gU1CRJgpGRkcZlUQkJCfjjjz9yvcxmzZrhyJEjGjvmtLS0LMcdycja2jpH6zKvmjdvDuDNTu9tgYGBuHHjhvqLVbqYmBj8/fffGtM2b94MhUKhLrpbtGiB2NjYTAXYhg0b1H9/n5ycXapfvz7Mzc0z5fD48WMcPXpUq/fTRk7XVV7kR04dO3ZEeHg40tLSstxG3+6lI51SqUTdunXVv2qnb6M5PdsnSZJ6wLt0z54906oHJODNr8fp45RUrVo1y/jTD+J5fa/ixYujUqVK+Ouvv3DhwgV18dCqVSu8fPkSCxcuhI2NDby9vd+5nPw8I/q29LzSlw+8+TEpuy6Y36cgthcfHx/ExMRk6rZ8y5YtGs/ftX/Lbv21adMGRkZGuHfvXrbHG32V189udst8+7MCvBkPK+MlKD4+Prh27RqCg4M1pmdss7we73OiY8eOuHfvHhwcHLJ8n5IlS+Z4mbndLjdt2qTxPL1L1KZNm2b7moJoz6ykXyZ07969d863du1a3LhxQ33ZUvqP0G9fZhYbG5vpkv30S1czXtKWUbt27XDs2DHcunVLq7jt7OzQo0cPjBw5Eq9fv9Y469inTx+YmZlh3bp1WLduHVxdXTV+tNdGjs48tGnTBm5ubujUqRMqVKgAlUqFy5cvY8GCBbCyssLo0aM15k9ISFBfK5uQkID79+9j9+7d2Lt3L3x8fDJ1T7Vx40a0adMGLVu2xMCBA9GmTRs4OjoiOjoaV69ehZ+fX7anSN/28uVL+Pv7A4C6y7T9+/er+6z38fEBAMybNw/BwcFo0aIF3Nzc8OLFC6xevRqHDh3C1KlTNSrBR48eoUyZMhgwYIDW9z38888/WQ5AlfH69HexsrLCL7/8ggEDBuD169fo0aMHHB0d8fLlS1y5cgUvX77EsmXLsn392LFjsWHDBnTo0AE//vgjPDw88O+//+K3337D559/rlEB54fsunX18fFBhw4dsHDhQvj6+mL48OEIDw/H/PnzM+18c2LKlCn4+++/0bx5c3z//fewsLDA0qVL33kfiFw8PT0xfPhw/PLLL1AoFGjXrh0ePnyI7777Du7u7hg7dqzG/A4ODvj8888REhKC8uXLY9++fVi5ciU+//xzddHdv39/LF26FAMGDMDDhw/h5eWFU6dOYebMmWjfvr1Wv+BaW1vDw8MDe/bsQYsWLWBvb4+iRYtmefCws7PDd999h2+//Rb9+/dHnz59EB4ejmnTpsHMzEw9vsqHXld5kR859e7dG5s2bUL79u0xevRo1KlTB8bGxnj8+DGOHTuGzp07o2vXrli+fDmOHj2KDh06oESJEkhMTFT/8pfeVjlpD+DNl4CdO3dixIgR6NGjB0JDQ/HTTz+hePHiuHPnjlbrYPHixWjUqBEaN26Mzz//HCVLlkRMTAzu3r2Lf/75R31vVH68V4sWLfDLL7/A3NwcDRs2BPDmzEapUqVw6NAhfPTRR1l2B/629BGkf//9d1hbW8PMzAylSpXK89npVq1awcTEBH369MHEiRORmJiIZcuWISIiIlfLK4jtZcCAAfj555/Rr18/TJ8+HWXLlsX+/ftx8OBBANqdMffy8gLwpt0HDBgAY2NjeHp6omTJkvjxxx8xefJk3L9/H23btkWRIkXw/PlznDt3DpaWlpg2bVqOY9YF+fHZzWqZ69atQ4UKFVC1alVcuHAB8+bNy3S2dMyYMVizZg3atWuHH3/8EU5OTti8eTNu3rwJ4H9tltfjfU6MGTMGf/31F5o0aYKxY8eiatWqUKlUCAkJwaFDhzB+/HjUrVs3R8vM7nP1roE4TUxMsGDBAsTGxsLb2xunT5/G9OnT0a5dOzRq1Cjb1xVEe2bFzc0NpUuXxpkzZzBq1Kgs53n58iUmTJiAZcuWqe/Ltba2Rv369TFhwgR89913OHHiBB48eJDpB4MzZ87AwcFBve6ANz/+DR48GGvWrFEPWPzjjz9i//79aNKkCb799lt4eXkhMjISBw4cwLhx41ChQgV06tQJVapUQe3atVGsWDE8evQIixYtgoeHB8qVK6devp2dHbp27Yp169YhMjISX331Vc6vtNH61mohxNatW4Wvr68oV66csLKyEsbGxqJEiRLik08+yXQHeHqPF+kPS0tLUbp0adGjRw+xfft2kZaWluV7JCYmil9++UU0atRI2NnZCSMjI2Fvby8aN24s5syZI8LDw98bZ3rPP1k9fHx81PP9/fffolGjRqJYsWLCyMhIWFtbi8aNG2fZs1BuumrN7vF2jO/rbSmdv7+/6NChg7C3txfGxsbC1dVVdOjQQavejR49eiR8fX2Fg4ODMDY2Fp6enmLevHkabZBdN6RCZO7pJCvvWudv57lmzRrh6ekpTE1NRenSpcWsWbPE6tWrM/XQ4OHhITp06JDpfXx8fDTaUAgh/vvvP1GvXj1hamoqnJ2dxYQJE8Tvv/9eYL0tZbWO3vaudkxLSxNz5swR5cuXF8bGxqJo0aKiX79+mboXTe+t7Pjx46J27drC1NRUFC9eXHz77bciJSVFY97w8HDx2WefieLFiwsjIyPh4eEhvvnmG5GYmKgxH6DZzevb/Pz8RI0aNYSpqanG5zyrrieFEGLVqlWiatWqwsTERNja2orOnTtn6klkwIABwtLSMtN7pW8f76Ptusprb0v5kZMQb3o0mT9/vqhWrZowMzMTVlZWokKFCuLTTz8Vd+7cEUIIERAQILp27So8PDyEqampcHBwED4+PuLvv//WWFZ27ZGd2bNni5IlSwpTU1NRsWJFsXLlyizX87s+Aw8ePBCDBw8Wrq6uwtjYWBQrVkw0aNBATJ8+PVfvlZ09e/YIAKJVq1Ya04cNGyYAiCVLlmR6TVb7oEWLFolSpUoJpVKp0ctQdj39DRgwQHh4eLw3vn/++Ufdhq6urmLChAnq3gGz6t3pbR9qewkJCRHdunUTVlZWwtraWnTv3l3s27cvyx7asvPNN98IFxcXoVAoMuW2e/du0axZM2FjYyNMTU2Fh4eH6NGjh0ZXoe/aFrL6nGW3/9S2p77stvPs4sjqc5DX7SRjjz8RERFiyJAhwtHRUVhYWIhGjRqJkydPZnmcunbtmmjZsqUwMzMT9vb2YsiQIWL9+vUCgLhy5YrGvNoc7/NjfcTGxoopU6YIT09P9WfTy8tLjB07VqMHQ23XhxDv/lxllB7r1atXRdOmTYW5ubmwt7cXn3/+uUZPXdm9V363Z3a+++47UaRIkUzH1HT9+vXL8vvKvXv3RKtWrYSVlZUoW7Zspu+WKpVKeHh4ZOrdLH0/krHntNDQUDF48GDh7OwsjI2NhYuLi+jVq5d4/vy5EEKIBQsWiAYNGoiiRYuqu8AdMmSIePjwYabYDh06pP5+pk2XshlJQmjZ7RERfTBNmzbFq1evcnQfEREVXjNnzsSUKVMQEhLy3hsrSTcMHz4cf/75J8LDwwv0klldNXDgQOzYsQOxsbFyh/JOT58+RalSpbBhwwatenLU1pEjR9C6dWtcv34dFSpUyLflfgh5vmGaiIiIPpxff/0VAFChQgWkpKTg6NGjWLJkCfr168fCQUf9+OOPcHFxQenSpREbG4u9e/di1apVmDJlSqEsHPSJi4sLxowZgxkzZqBnz5751pnO9OnTMXjwYL0rHAAWD0RERHrFwsICP//8Mx4+fIikpCSUKFECkyZNwpQpU+QOjbJhbGyMefPm4fHjx0hNTUW5cuWwcOHCTPeKkm6aMmUKLCws8OTJE7i7u+d5eREREfDx8cGIESPyIboPj5ctERERERGRVuQfyICIiIiIiPQCiwciIiIiItIKiwciIiIiItIKb5imXFOpVHj69Cmsra01RnkkIiIi3SWEQExMDFxcXPKt9yAqPFg8UK49ffo0X3odICIiog8vNDSU3ftSjrF4oFxLH3I+NDQUNjY2MkdDRERE2oiOjoa7u7v6OE6UEyweKNfSL1WysbFh8UBERKRneMkx5QYvdCMiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCAiIiIiIq2weCCdExIejzFbLuFZVKLcoRARERHRW1g8kM6Z9s917L78FC0WHMfqUw+QmqaSOyQiIiIiAosH0kHjWpdHjRJ2iEtOw097g9Hp1/9w4VGE3GERERERFXosHkjnVHaxxV+fNcDMrl6wNTfGjbBodF92Gt/svIrI+GS5wyMiIiIqtFg8kE5SKCT41i2Bo+N90KOWGwDgz3OhaL7AH9vPh0IIIXOERERERIWPJPgtjHIpOjoatra2iIqKgo2NTYG+17kHrzFldxBuP48FAHiXLILpXbzg6WxdoO9LRERkaD7k8ZsMD888kF6oU8oe/45qjG/aVYC5sRKBDyPQYclJzNp/A/HJqXKHR0RERFQosHggvWGsVOBTnzLwG++D1pWckKoSWOF/Hy0X+OPg9We8lImIiIiogLF4IL3jameO3/vXxuoBteFqZ46nUYn49I8LGLr+PEJfx8sdHhEREZHBYvFAeqtFRSf4jfPBiKZlYKyUcOTmC7T62R9Lj91FcirHhiAiIiLKbyweSK+ZmygxsW0F7B/dGPVK2yMxRYV5B2+h3eITCLgXLnd4RERERAaFxQMZhLKO1vhzWD38/HE1FLUywb2Xceiz8gzGbr2MlzFJcodHREREZBBYPJDBkCQJXWu44ci4puhXrwQkCdh16QlaLDiOP848QpqKN1QTERER5QXHeaBc0/V+oi+HRmLK7iBcexINAKjmZosZXb1QxdVW5siIiIjko+vHb9JtLB4o1/Rh55OmEvgj4CEWHLqNmKRUKCTgk3oeGN/GEzZmxnKHR0RE9MHpw/GbdBcvWyKDplRIGNiwFI6M98FH1VygEsD6gEdoscAfey4/4dgQRERERDnA4oEKBUcbMyzpUwMbh9RF6aKWeBmThNFbLqPf6rO4/zJW7vCIiIiI9AKLBypUGpUriv1jGmNcq/IwMVLgv7vhaLvoJBYeuoXElDS5wyMiIiLSaSweqNAxNVJiVItyODy2CXzKF0NymgpLjt5F659P4NitF3KHR0RERKSzWDxQoeXhYIl1g7yxrG9NONuYIeR1PAatDcTnGy8gLCpB7vCIiIiIdA6LByrUJElCO6/i8Bvvg6GNSkGpkLD/2jO0XOCPVSfvIzVNJXeIRERERDqDXbVSrhliV2/BT6MxZXcQLoZEAgAqOFtjRtcqqOVhL29gRERE+cQQj9/04fDMA9FbKrnYYMdnDTC7mxfsLIxx81kMui8LwNd/XUVEXLLc4RERERHJisUDUQYKhYTedUrg6Pim6FXbDQCwJTAUzRccx7bAUKhUPFlHREREhRMvW6JcKyynPQMfvsaUXddw63kMAKC2RxFM71oFFZwNN2ciIjJcheX4TQWDZx6I3sO7pD32jmqEb9tXgIWJEucfRaDDklOYue8G4pJS5Q6PiIiI6INh8UCkBWOlAsOblIHfOB+0qeyENJXA7yfuo+VCfxy49gw8gUdERESFAYsHohxwsTPHik9qY83A2nArYo6wqER8tvEChqw/j9DX8XKHR0RERFSgWDwQ5ULzCk44PNYHXzQrC2OlhKM3X6DlQn/8evQOklLT5A6PiIiIqECweCDKJXMTJb5q44n9o5ugfmkHJKWqMP/QbbRbfBKn776SOzwiIiKifMfigSiPyjpaYfOwulj0cXUUtTLF/Zdx8F11FmO2XMKLmES5wyMiIiLKNyweiPKBJEnoUsMVR8b7oH99D0gSsPvyU7RY4I8NAQ+RxrEhiIiIyABwnAfKNfYTnb2rjyMxedc1BD2JAgBUdbPF9C5VUNXNTt7AiIio0OPxm/KCZx6ICkBVNzvsHtkQP3auDGtTI1x9HIXOS//D93uuISohRe7wiIiIiHKFxQNRAVEqJPSvXxJHvvJB5+ouEALYEPAILRb4Y8/lJxwbgoiIiPQOiwcDtWzZMlStWhU2NjawsbFB/fr1sX//fvXfBw4cCEmSNB716tWTMWLD5WhthsW9a2Dz0LooXcwSr2KTMHrLZfRddRZ3X8TKHR4RERGR1lg8GCg3NzfMnj0b58+fx/nz59G8eXN07twZ169fV8/Ttm1bhIWFqR/79u2TMWLD16BsUewf3RhftS4PUyMFTt8LR7vFJzD/4C0kpnBsCCIiItJ9vGG6ELG3t8e8efMwZMgQDBw4EJGRkdi9e3eul8cbrnIvJDweP/x9DcduvQQAuNub48ePqqBZBUeZIyMiIkPH4zflBc88FAJpaWnYsmUL4uLiUL9+ffX048ePw9HREeXLl8ewYcPw4sWLdy4nKSkJ0dHRGg/KnRIOFlgz0BvL+9VEcVszhL5OwKB1gfjsjwt4Gpkgd3hEREREWeKZBwMWFBSE+vXrIzExEVZWVti8eTPat28PANi6dSusrKzg4eGBBw8e4LvvvkNqaiouXLgAU1PTLJc3depUTJs2LdN0/nKRN3FJqVjkdxtr/nszHoSFiRJjW5bHwIYlYaxkfU9ERPmLZx4oL1g8GLDk5GSEhIQgMjISf/31F1atWgV/f39UqlQp07xhYWHw8PDAli1b0K1btyyXl5SUhKSkJPXz6OhouLu7c+eTT24+i8aUXddw/lEEAKCCszWmd6mC2iXtZY6MiIgMCYsHygsWD4VIy5YtUaZMGaxYsSLLv5crVw5Dhw7FpEmTtFoedz75T6US2HHhMWbtv4GI+DfjQfSq7Yav21WEvaWJzNEREZEh4PGb8oLXRBQiQgiNMwdvCw8PR2hoKIoXL/6Bo6K3KRQSenm74+j4pujt7Q4A2Hb+MZovOI6tgSFQqVjrExERkXxYPBiob7/9FidPnsTDhw8RFBSEyZMn4/jx4+jbty9iY2Px1VdfISAgAA8fPsTx48fRqVMnFC1aFF27dpU7dAJQxNIEs7tXxV+f10cFZ2tExqdg0l9B6LkiADfCeKM6ERERyYPFg4F6/vw5PvnkE3h6eqJFixY4e/YsDhw4gFatWkGpVCIoKAidO3dG+fLlMWDAAJQvXx4BAQGwtraWO3R6Sy0Pe+z9shGmdKgICxMlLjyKQMdfTmH63mDEJqXKHR4REREVMrzngXKN10x+WGFRCfjxn2Dsv/YMAOBsY4YfOlVC2yrOkCRJ5uiIiEhf8PhNecEzD0R6oritOZb1q4W1g7xRwt4Cz6IT8fmmixi0LhAh4fFyh0dERESFAIsHIj3TzNMRh8Y2wajmZWGiVOD4rZdo9bM/lhy5g6TUNLnDIyIiIgPG4oFID5kZKzGutSf2j2mMhmUdkJSqwsLDt9Fu0Un8d/eV3OERERGRgWLxQKTHyhSzwsYhdbG4d3UUszbF/Vdx6LvqLEb9eQkvYhLlDo+IiIgMDIsHIj0nSRI6V3fFkfE+GFDfAwoJ+PvKU7SY74/1px8ijWNDEBERUT5hb0uUa+ytQTcFPY7C5N1BuPo4CgDg5WqL6V2qoJq7nbyBERGRTuDxm/KCZx6IDIyXmy12jWiIn7pUgbWZEYKeRKHLb/9hyu4gRCWkyB0eERER6TEWD0QGSKmQ8Ek9Dxwd3xRda7hCCGDjmRC0WHAcuy49Bk84EhERUW6weCAyYMWsTfHzx9WxeVhdlClmiVexyRi79Qp8V57F3RexcodHREREeobFA1Eh0KBMUewf3QQT2njC1EiBgPvhaLf4BOYdvImEZI4NQURERNph8UBUSJgYKTCyWVn4jfNB8wqOSEkTWHrsHlr97I8jN57LHR4RERHpARYPRIWMu70FVg+ojRWf1IKLrRkeRyRgyPrzGL7hPJ5EJsgdHhEREekwFg9EhZAkSWhT2RmHx/ng0yalYaSQcCj4OVou8McK/3tISVPJHSIRERHpIBYPRIWYpakRvmlfEf+Oaow6Je2RkJKGWftvouOSUwh8+Fru8IiIiEjHsHggIng6W2Prp/Uwr0dV2Fua4NbzGPRcHoAJ268gPDZJ7vCIiIhIR7B4ICIAby5l6lnbHUfG+aBPHXcAwPYLj9FioT/+PBcClYpjQxARERV2kuBoUZRLHN7esF14FIEpu6/hRlg0AKBmCTtM7+KFSi5sayIifcbjN+UFzzwQUZZqeRTBP180xJQOFWFposTFkEh0+vUUftobjNikVLnDIyIiIhmweCCibBkpFRjauDSOjG+KDl7FkaYSWH3qAVosOI59QWHgiUsiIqLChcUDEb2Xs60ZlvatiXWDvOHhYIHn0UkYsekiBq4NxKPwOLnDIyIiog+ExQMRaa2ppyMOjmmCUS3KwUSpgP/tl2j18wks9ruDpNQ0ucMjIiKiAsbigYhyxMxYiXGtyuPAmMZoVLYoklNV+NnvNtouOolTd17JHR4REREVIBYPRJQrpYtZ4Y8hdfBLnxpwtDbFg1dx6Lf6LL788xKeRyfKHR4REREVABYPRJRrkiShUzUX+I33wcAGJaGQgH+uPEWLBf5Y+98DpHFsCCIiIoPCcR4o19hPNGV07UkUJu++hiuhkQCAyi42mNHVC9Xd7WSNi4iI/ofHb8oLnnkgonxTxdUWOz9vgBldq8DGzAjXn0aj62//YfKuIETFp8gdHhEREeURiwciyldKhYS+dT1w9Kum6FbTFUIAm86GoMXC49h58THHhiAiItJjvGyJco2nPUkbZ+6HY8rua7j7IhYAULeUPaZ3qYJyTtYyR0ZEVDjx+E15wTMPRFSg6pV2wL5RjTGxrSfMjBU4++A12i0+iTkHbiIhmWNDEBER6RMWD0RU4EyMFBjRtCwOj/VBy4qOSFUJLDt+Dy0X+sMv+Lnc4REREZGWWDwQ0Qfjbm+BVQO8sbJ/bbjameNJZAKGbjiPYRvO40lkgtzhERER0XuweCCiD65VJSccHtcEn/mUgZFCwuHg52i5wB/L/e8hJU0ld3hERESUDd4wTbnGG64oP9x+HoMpu6/h3IPXAIByjlaY3qUK6pZ2kDkyIiLDxOM35QXPPBCRrMo7WWPr8HpY0LMa7C1NcOdFLD7+/QzGb7uC8NgkucMjIiKit7B4ICLZSZKE7rXccHS8D3zrloAkAX9dfIzmC/yx+WwIVCqeICUiItIFvGyJco2nPamgXAyJwJRd1xAcFg0AqFHCDtO7VEFlF1uZIyMi0n88flNesHigXOPOhwpSapoKGwIeYeHh24hNSoVCAgY0KIlxrcrD2sxY7vCIiPQWj9+UF7xsiYh0kpFSgcGNSuHIeB90rFocKgGs/e8hWi70x96rT8HfPYiIiD48Fg9EpNOcbMzwq29NbBhcByUdLPA8OglfbL6E/mvO4eGrOLnDIyIiKlRYPBCRXmhSvhgOjGmCMS3LwcRIgZN3XqH1ohNY5HcbiSlpcodHRERUKLB4ICK9YWasxJiW5XFwTBM0LlcUyakqLPK7g7aLTuDknZdyh0dERGTwWDwQkd4pVdQSGwbXwa++NeBobYqH4fH4ZPU5jNx8Ec+jE+UOj4iIyGCxeCAivSRJEjpWdcGR8T4Y3LAUFBLw79UwtFjgjzWnHiA1TSV3iERERAaHXbVSrrGrN9Il159GYcrua7gUEgkAqFTcBtO7VkHNEkXkDYyISMfw+E15wTMPRGQQKrvY4q/PGmBmVy/YmhsjOCwa3Zedxjc7gxAZnyx3eERERAaBxQMRGQyFQoJv3RI4Ot4H3Wu6QQjgz3MhaLHAHzsuPObYEERERHnE4oGIDI6DlSkW9KqGrcProZyjFcLjkvHV9iv4+PczuP08Ru7wiIiI9BaLByIyWHVLO2Df6Mb4ul0FmBsrce7Ba7RffBKz999EfHKq3OERERHpHRYPRGTQjJUKfOZTBofHNUGrSk5IVQks97+HVgtP4ND1Z3KHR0REpFdYPBBRoeBWxAIr+9fGqv614WpnjieRCRj+xwUMXR+I0NfxcodHRESkF1g8EFGh0rKSE/zG+WBE0zIwVkrwu/ECrX72x2/H7yI5lWNDEBERvQuLBwO1bNkyVK1aFTY2NrCxsUH9+vWxf/9+9d+FEJg6dSpcXFxgbm6Opk2b4vr16zJGTPThmJsoMbFtBewf3Rh1S9kjMUWFuQduocOSkzhzP1zu8IiIiHQWiwcD5ebmhtmzZ+P8+fM4f/48mjdvjs6dO6sLhLlz52LhwoX49ddfERgYCGdnZ7Rq1QoxMeyJhgqPso7W2DK8Hhb2qgYHSxPceRGL3r+fwbhtl/EqNknu8IiIiHQOR5guROzt7TFv3jwMHjwYLi4uGDNmDCZNmgQASEpKgpOTE+bMmYNPP/1Uq+VxhEoyJFHxKZh78CY2nwuBEICNmREmtq0A3zoloFBIcodHRJRvePymvOCZh0IgLS0NW7ZsQVxcHOrXr48HDx7g2bNnaN26tXoeU1NT+Pj44PTp09kuJykpCdHR0RoPIkNha2GMGV29sGtEQ1RxtUF0Yiqm7L6GrstO49qTKLnDIyIi0gksHgxYUFAQrKysYGpqis8++wy7du1CpUqV8OzZm+4pnZycNOZ3cnJS/y0rs2bNgq2trfrh7u5eoPETyaG6ux32jGyEqZ0qwdrUCFdCI/HRr6cw9e/riElMkTs8IiIiWbF4MGCenp64fPkyzpw5g88//xwDBgxAcHCw+u+SpHkphhAi07S3ffPNN4iKilI/QkNDCyx2IjkpFRIGNiyFI+N98FE1F6gEsO70Q7RY4I9/rjwFr/YkIqLCisWDATMxMUHZsmVRu3ZtzJo1C9WqVcPixYvh7OwMAJnOMrx48SLT2Yi3mZqaqntvSn8QGTJHGzMs6VMDG4fURamilngRk4Qv/7yE/mvO4cGrOLnDIyIi+uBYPBQiQggkJSWhVKlScHZ2xuHDh9V/S05Ohr+/Pxo0aCBjhES6qVG5otg/ujHGtSoPEyMFTt55hTY/n8DCw7eRmJImd3hEREQfjJHcAVDB+Pbbb9GuXTu4u7sjJiYGW7ZswfHjx3HgwAFIkoQxY8Zg5syZKFeuHMqVK4eZM2fCwsICvr6+codOpJPMjJUY1aIcOld3wfd7rsP/9kssOXIHey4/wY+dq8CnfDG5QyQiIipwLB4M1PPnz/HJJ58gLCwMtra2qFq1Kg4cOIBWrVoBACZOnIiEhASMGDECERERqFu3Lg4dOgRra2uZIyfSbR4Ollg3yBv7rz3Dj/8E41F4PAasOYf2Xs74vmNlONuayR0iERFRgeE4D5Rr7CeaCrvYpFQsOnwba08/RJpKwNJEibGtymNgg5IwUvKqUCLSTTx+U16weKBc486H6I3gp9GYsjsIF0MiAQAVi9tgepcqqOVRRN7AiIiywOM35QV/GiMiyqNKLjbY8VkDzO7mBTsLY9wIi0b3Zafxzc6riIxPljs8IiKifMPigYgoHygUEnrXKYEj43zQs5YbAODPc6FovsAf28+HcmwIIiIyCLxsiXKNpz2Jshf48DWm7LqGW89jAADeJYtgehcveDqzUwIikheP35QXPPNARFQAvEvaY++oRvi2fQVYmCgR+DACHZacxKx9NxCfnCp3eERERLnC4oGIqIAYKxUY3qQM/Mb5oE1lJ6SqBFacuI+WC/xx8PozXspERER6h8UDEVEBc7Ezx4pPamPNwNpwK2KOp1GJ+PSPCxi6/jxCX8fLHR4REZHWWDwQEX0gzSs44fBYH4xsVgbGSglHbr5Aq5/9sfTYXSSnquQOj4iI6L1YPBARfUDmJkpMaFMB+0c3Rv3SDkhMUWHewVtot/gETt97JXd4RERE78TigYhIBmUdrbF5WF0s+rg6ilqZ4N7LOPiuPIuxWy/jZUyS3OERERFlicUDEZFMJElClxquODK+KT6p5wFJAnZdeoIWC47jjzOPkKbiDdVERKRbOM4D5Rr7iSbKX1dCIzFl9zUEPYkCAFRzs8WMrl6o4morc2REZEh4/Ka8YPFAucadD1H+S1MJbDr7CPMO3EJMUioUEvBJPQ+Mb+MJGzNjucMjIgPA4zflBS9bIiLSIUqFhP71S+LIVz7oXN0FKgGsD3iEFgv8sefyE44NQUREsmLxQESkgxytzbC4dw1sGloXpYta4mVMEkZvuYx+q8/i3stYucMjIqJCisUDEZEOa1i2KPaPaYzxrcrD1EiB/+6Go92ik1h46BYSU9LkDo+IiAoZFg9ERDrO1EiJL1uUw+GxPmjmWQzJaSosOXoXrX8+gWO3XsgdHhERFSIsHoiI9EQJBwusGeiN5f1qoritGUJex2PQ2kB8vvECwqIS5A6PiIgKARYPRER6RJIktK1SHH7jfDCscSkoFRL2X3uGlgv8serkfaSmqeQOkYiIDBi7aqVcY1dvRPK7ERaNKbuv4cKjCABABWdrzOhaBbU87GWOjIh0FY/flBc880BEpMcqFrfB9k/rY273qihiYYybz2LQfVkAJu24ioi4ZLnDIyIiA8PigYhIzykUEnp5u+PI+Kb4uLY7AGDr+VA0X3Ac2wJDoVLxBDMREeUPXrZEucbTnkS66fzD15iy+xpuPosBANT2KILpXauggjO3UyLi8ZvyhmceiIgMTO2S9vjny0aY0qEiLEyUOP8oAh2WnMLMfTcQl5Qqd3hERKTHWDwQERkgY6UCQxuXxpHxPmhXxRlpKoHfT9xHy4X+OHAtDDzpTEREucHigYjIgBW3NceyfrWwdpA33O3NERaViM82XsTgdYEICY+XOzwiItIzLB6IiAqBZp6OODzWB182LwtjpYRjt16i1c/++PXoHSSlpskdHhER6QkWD0REhYSZsRLjW3viwJgmaFDGAUmpKsw/dBvtFp/E6buv5A6PiIj0AIsHIqJCpkwxK2waWheLe1dHMWtT3H8ZB99VZzFmyyW8iEmUOzwiItJhLB6IiAohSZLQuborjoz3wYD6HlBIwO7LT9FigT82BDxEGseGICKiLHCcB8o19hNNZDiCHkdh8u4gXH0cBQCo6maLGV284OVmK3NkRJTfePymvOCZByIigpebLXaNaIifOleGtZkRrj6OQtff/sOy4/c4QjUREamxeCAiIgCAUiHhk/olcXR8U3SoWhypKoE5B26i/5pzeBHNeyGIiIjFAxERZVDM2hS/9qmBuT2qwtxYiVN3X6Ht4pM4dvOF3KEREZHMWDwQEVEmkiShV2137B3VCJWK2+B1XDIGrQvET3uDOS4EEVEhxuKBiIiyVaaYFXaNbIBBDUsCAFafeoBuv53G/Zex8gZGRESyYPFARETvZGqkxA+dKmP1gNooYmGM60+j0fGXU9h+PhTssI+IqHBh8UBERFppUdEJB8Y0Qf3SDohPTsOEHVcxestlxCSmyB0aERF9ICweiIhIa042Ztg4tC4mtPGEUiHh7ytP0X7JSVwKiZA7NCIi+gBYPBARUY4oFRJGNiuL7Z/Vh1sRc4S+TkDP5QEcE4KIqBBg8UBERLlSs0QR7BvdGB05JgQRUaHB4oGIiHLNxswYv/Spgbnd/zcmRLvFJ3HsFseEICIyRCweiIgoTyRJQi9vd/zzZSNULG6D8LhkDFrLMSGIiAwRiwciIsoXZR2tsGuE5pgQ3ZdxTAgiIkPC4oGIiPKNmbHmmBDXnrwZE2LHhcccE4KIyACweNAxqamp8PPzw4oVKxATEwMAePr0KWJj+csdEemPjGNCfLX9CsZs5ZgQRET6ThL8KUhnPHr0CG3btkVISAiSkpJw+/ZtlC5dGmPGjEFiYiKWL18ud4gaoqOjYWtri6ioKNjY2MgdDhHpoDSVwHL/e1h4+DbSVAIl7C2wpE8NVHe3kzs0okKLx2/KC5550CGjR49G7dq1ERERAXNzc/X0rl274siRIzJGRkSUOxnHhAh5HY8ey05juT/HhCAi0kcsHnTIqVOnMGXKFJiYmGhM9/DwwJMnT2SKiogo7zKOCTF7P8eEICLSRywedIhKpUJaWuZuDR8/fgxra2sZIiIiyj8cE4KISP+xeNAhrVq1wqJFi9TPJUlCbGwsfvjhB7Rv316+wIiI8gnHhCAi0m8sHnTIzz//DH9/f1SqVAmJiYnw9fVFyZIl8eTJE8yZM0fr5cyaNQve3t6wtraGo6MjunTpglu3bmnMM3DgQEiSpPGoV69efqdERJQljglBRKSf2NuSjklISMCff/6JixcvQqVSoWbNmujbt6/GDdTv07ZtW/Tu3Rve3t5ITU3F5MmTERQUhODgYFhaWgJ4Uzw8f/4ca9euVb/OxMQE9vb2Wr8Pe2sgovxw5MZzfLX9CiLiU2BhosSPnauge01XSJIkd2hEBonHb8oLFg+FwMuXL+Ho6Ah/f380adIEwJviITIyErt37871crnzIaL88jw6EWO2XEbA/XAAQOfqLpjepQqszYxljozI8PD4TXlhJHcA9D8bNmx459/79++fq+VGRUUBQKazCsePH4ejoyPs7Ozg4+ODGTNmwNHRMdvlJCUlISkpSf08Ojo6V/EQEWXkZGOGjUPrqseE2HP5KS6FRHJMCCIiHcMzDzqkSJEiGs9TUlIQHx8PExMTWFhY4PXr1zlephACnTt3RkREBE6ePKmevnXrVlhZWcHDwwMPHjzAd999h9TUVFy4cAGmpqZZLmvq1KmYNm1apun85YKI8tOFRxEY9eclPIlMgJFCwldtPDG8cWkoFLyMiSg/8MwD5QWLBx13584dfP7555gwYQLatGmT49ePHDkS//77L06dOgU3N7ds5wsLC4OHhwe2bNmCbt26ZTlPVmce3N3dufMhonwXlZCCb3cF4d+rYQCARmWLYmGvanC0MZM5MiL9x+KB8oK9Lem4cuXKYfbs2Rg9enSOX/vll1/i77//xrFjx95ZOABA8eLF4eHhgTt37mQ7j6mpKWxsbDQeREQFwdbcGL/2qYE53b04JgQRkQ5h8aAHlEolnj59qvX8Qgh88cUX2LlzJ44ePYpSpUq99zXh4eEIDQ1F8eLF8xIqEVG+kSQJH3uXwD9fNuSYEEREOoKXLemQv//+W+O5EAJhYWH49ddf4e7ujv3792u1nBEjRmDz5s3Ys2cPPD091dNtbW1hbm6O2NhYTJ06Fd27d0fx4sXx8OFDfPvttwgJCcGNGze0Hs2apz2J6ENJTEnD7P03se70QwBAFVcbLOldA6WLWckbGJEe4vGb8oLFgw5RKDRPBEmShGLFiqF58+ZYsGCB1mcFsusbfe3atRg4cCASEhLQpUsXXLp0CZGRkShevDiaNWuGn376Ce7u7lrHy50PEX1ofsHPMWEHx4QgygsevykvWDxQrnHnQ0RyeBaViLFbOSYEUW7x+E15wXseiIhIrzjbvhkTYkIbTygVEvZcfooOS07hcmik3KERERk8nnmQ2bhx47Sed+HChQUYSc7xlwsikhvHhCDKOR6/KS84wrTMLl26pNV8vJ6XiCizWh5FsG90Y/WYELP338SpO684JgQRUQHhmQfKNf5yQUS6QgiBbedDMfXvYCSkpMHB0gTze1VDM09HuUMj0jk8flNe8J4HIiLSexwTgojow+CZBx0TGBiI7du3IyQkBMnJyRp/27lzp0xRZY2/XBCRLuKYEETvxuM35QXPPOiQLVu2oGHDhggODsauXbuQkpKC4OBgHD16FLa2tnKHR0SkF8yMlZj6UWWs6l8bRSyMce1JNDr+cgo7LjwGfy8jIsobFg86ZObMmfj555+xd+9emJiYYPHixbhx4wZ69eqFEiVKyB0eEZFeaVnJCftHN0H90g6IT07DV9uvYMzWy4hJTJE7NCIivcXiQYfcu3cPHTp0AACYmpoiLi4OkiRh7Nix+P3332WOjohI/3BMCCKi/MXiQYfY29sjJiYGAODq6opr164BACIjIxEfHy9naEREekupkDCyWVls+7Q+XO3MEfI6Hj2WncZy/3tQqXgZExFRTrB40AGXL18GADRu3BiHDx8GAPTq1QujR4/GsGHD0KdPH7Ro0ULGCImI9F/6mBAdqhZHqkpg9v6bGLD2HF7EJModGhGR3mBvSzpAoVCgRo0a6NKlC4YOHYrixYtDpVJh/vz5OHXqFMqWLYvvvvsORYoUkTtUDeytgYj0EceEoMKOx2/KCxYPOiAgIABr1qzBtm3bkJKSgm7dumHIkCFo1qyZ3KG9E3c+RKTP7r6IwRebL+HmszeXiw5tVAoT2nrC1Egpc2REBYvHb8oLFg86JCEhAdu2bcPatWtx8uRJlCxZEoMHD8aAAQPg5uYmd3iZcOdDRPqOY0JQYcTjN+UFiwcdde/ePaxduxYbNmxAWFgYWrVqhX379skdlgbufIjIUPgFP8eEHVcQEZ8CCxMlfupcBd1qukKSJLlDI8p3PH5TXrB40GGxsbHYtGkTvv32W0RGRiItLU3ukDRw50NEhuRZVCLGbL2EM/dfAwC6VHfBT12qwNrMWObIiPIXj9+UF+xtSQf5+/tjwIABcHZ2xsSJE9GtWzf8999/codFRGTQnG3NsGloPXzVujyUCgm7OSYEEVEmPPOgI0JDQ7Fu3TqsW7cODx48QIMGDTBkyBD06tULlpaWcoeXJf5yQUSG6sKj1xj152U8iUyAkULCV208MbxxaSgUvIyJ9B+P35QXLB50QKtWrXDs2DEUK1YM/fv3x+DBg+Hp6Sl3WO/FnQ8RGbKohBR8uzMI/waFAQAalyuKBb2qwdHaTObIiPKGx2/KC162pAPMzc3x119/4fHjx5gzZ45eFA5ERIbO1twYv/rWwJzuXjAzVuDknVdot+gkjt16IXdoRESy4ZkHyjX+ckFEhQXHhCBDwuM35QXPPBAREb1HWUdr7B7ZEAMblAQArDr1AN2Xncb9l7HyBkZE9IGxeCAiItKCmbESUz+qjFX9a6OIhTGuPYlGx19O4a8Lj8GT+ERUWLB4ICIiyoGWlZywf3QT1Cttj/jkNIzffgVjt15GTGKK3KERERU4Fg9EREQ5xDEhiKiwYvFARESUC0qFhC+al8O2T+vB1c4cIa/j0WPZaSz3vweVipcxEZFhYvFARESUB7U87LFvdGN08CqOVJXA7P03MWDtObyISZQ7NCKifMfigYiIKI84JgQRFRYsHoiIiPKBJEn42LsE9n7ZCBWcrREel4xBawMxfW8wklLT5A6PiChfsHggIiLKRxwTgogMGYsHIiKifMYxIYjIULF4ICIiKiAcE4KIDA2LByIiogLEMSGIyJCweCAiIipgHBOCiAwFiwciIqIPhGNCEJG+Y/FARET0AaWPCTG7G8eEICL9w+KBiIjoA5MkCb3rcEwIItI/LB6IiIhkkj4mxID6HgA4JgQR6T4WD0RERDIyM1ZiWucqWNm/Nuw4JgQR6TgWD0RERDqgVSUnHOCYEESk41g8EBER6QiOCUFEuo7FAxERkQ7hmBBEpMtYPBAREekgjglBRLqIxQMREZGOympMiPaLT+I4x4QgIpmweCAiItJhGceEeBWbjIFrAzHj32Akp6rkDo+IChkWD0RERHog45gQK0++GRPiwas4mSMjosKExQMREZGeyDgmRNCTKHRYchJ/XXgsd2hEVEiweCAiItIzHBOCiOTC4oGIiEgPZRwTYtelJ+j4yylc4ZgQRFSAWDwQERHpqYxjQjwKj0f3ZaexgmNCEFEBYfFARESk5zKOCTHr/8eEeBmTJHdoRGRgWDwYoFmzZsHb2xvW1tZwdHREly5dcOvWLY15hBCYOnUqXFxcYG5ujqZNm+L69esyRUxERHmV1ZgQvVYE4EU0B5UjovzD4sEA+fv7Y+TIkThz5gwOHz6M1NRUtG7dGnFx/+vOb+7cuVi4cCF+/fVXBAYGwtnZGa1atUJMTIyMkRMRUV6kjwnxzxeN4Gpnjgev4uC76ixexfIMBBHlD0kIwYsiDdzLly/h6OgIf39/NGnSBEIIuLi4YMyYMZg0aRIAICkpCU5OTpgzZw4+/fRTrZYbHR0NW1tbREVFwcbGpiBTICKiHAoJj8fHvwcgLCoRFZytsXlYPdhbmsgdFukAHr8pL3jmoRCIiooCANjb2wMAHjx4gGfPnqF169bqeUxNTeHj44PTp09nu5ykpCRER0drPIiISDeVcLDA5mH14GhtipvPYtBv1VlExifLHRYR6TkWDwZOCIFx48ahUaNGqFKlCgDg2bNnAAAnJyeNeZ2cnNR/y8qsWbNga2urfri7uxdc4ERElGelilpi87C6KGplguCwaPRfcw7RHAuCiPKAxYOB++KLL3D16lX8+eefmf4mSZLGcyFEpmlv++abbxAVFaV+hIaG5nu8RESUv8o6WmPT0HooYmGMq4+jMHDNOcQmpcodFhHpKRYPBuzLL7/E33//jWPHjsHNzU093dnZGQAynWV48eJFprMRbzM1NYWNjY3Gg4iIdJ+nszU2Dq0LW3NjXAyJxOC1gYhPZgFBRDnH4sEACSHwxRdfYOfOnTh69ChKlSql8fdSpUrB2dkZhw8fVk9LTk6Gv78/GjRo8KHDJSKiD6Cyiy3+GFIH1qZGOPfwNYauP4/ElDS5wyIiPcPiwQCNHDkSGzduxObNm2FtbY1nz57h2bNnSEhIAPDmcqUxY8Zg5syZ2LVrF65du4aBAwfCwsICvr6+MkdPREQFpaqbHdYPqQNLEyVO3wvHsA0sIIgoZ9hVqwHK7r6FtWvXYuDAgQDenJ2YNm0aVqxYgYiICNStWxdLly5V31StDXb1RkSkn849eI0Ba84hISUNzSs4Ynm/WjAx4u+JhQWP35QXLB4o17jzISLSX6fvvcKgtYFISlWhTWUn/OpbE8ZKFhCFAY/flBfcSxARERVCDcoUxcr+tWGiVODg9ecYs/UyUtNUcodFRDqOxQMREVEh1aR8MSz/pCaMlRL+vRqGCTuuIk3FCxKIKHssHoiIiAqx5hWcsNS3JowUEnZdeoKv/7oKFQsIIsoGiwciIqJCrnVlZyzuXQMKCdh+4TGm7LkG3hJJRFlh8UBEREToULU4fv64OiQJ2Hw2BNP+CWYBQUSZsHggIiIiAEDn6q6Y270qAGDd6YeYue8GCwgi0sDigYiIiNR61nbHzK5eAICVJx9g3sFbLCCISI3FAxEREWnwrVsCP3auDAD47fg9LD5yR+aIiEhXsHggIiKiTPrXL4kpHSoCABb53cHSY3dljoiIdAGLByIiIsrS0MalMaltBQDAvIO3sPLEfZkjIiK5sXggIiKibH3etAzGtSoPAJix7wbW/fdA5oiISE4sHoiIiOidRrUohy+alQUATP0nGJvOPpI5IiKSC4sHIiIieq/xrcvj0yalAQCTd13DtvOhMkdERHJg8UBERETvJUkSvm5XAYMalgQATPrrKvZcfiJvUET0wbF4ICIiIq1IkoTvO1ZC37olIAQwbtsV7AsKkzssIvqAWDwQERGR1iRJwk+dq6BHLTekqQRG/XkJfsHP5Q6LiD4QFg9ERESUIwqFhDndq+Kjai5IVQmM2HQR/rdfyh0WEX0ALB6IiIgox5QKCQt7VUO7Ks5ITlNh+IbzOH33ldxhEVEBY/FAREREuWKkVGBx7xpoWdERSakqDFl/HoEPX8sdFhEVIBYPRERElGsmRgos7VsTTcoXQ0JKGgatDcSlkAi5wyKiAsLigYiIiPLE1EiJFf1qoX5pB8QmpaL/mnO49iRK7rCIqACweCAiIqI8MzdRYtWA2qjtUQQxianot/osbj6LljssIspnLB6IiIgoX1iaGmHtIG9Uc7dDZHwK+q48i7svYuQOi4jyEYsHIiIiyjfWZsbYMKgOKrvYIDwuGb4rz+Lhqzi5wyKifMLigYiIiPKVrYUx/hhSF55O1ngRkwTflWcQ+jpe7rCIKB+weCAiIqJ8Z29pgo1D66J0MUs8jUqE76ozeBqZIHdYRJRHLB6IiIioQBSzNsXmofXg4WCB0NcJ6LvqLF5EJ8odFhHlAYsHIiIiKjDOtmbYPKweXO3M8eBVHHxXncWr2CS5wyKiXGLxQERERAXK1c4cfw6rB2cbM9x9EYt+q84iMj5Z7rCIKBdYPBAREVGBK+Fggc3D6qKolSluPovBJ6vPISohRe6wiCiHWDwQERHRB1G6mBU2D6sLe0sTBD2JwsC15xCblCp3WESUAyweiIiI6IMp72SNjUPqwtbcGJdCIjF4bSDik1lAEOkLFg9ERET0QVVyscEfQ+rA2tQI5x6+xrAN55GYkiZ3WESkBRYPRERE9MFVdbPDusF1YGGixH93w/HZxgtISmUBQaTrWDwQERGRLGp5FMGagd4wM1bg+K2X+GLzJaSkqeQOi4jegcUDERERyaZeaQes6u8NEyMFDgc/x5gtl5HKAoJIZ7F4ICIiIlk1KlcUK/rVgrFSwr9BYfhq+xWkqYTcYRFRFlg8EBERkeyaVXDEUt+aMFJI2H35KSb9dRUqFhBEOofFAxEREemE1pWdsbh3DSgkYMeFx5i8+xqEYAFBpEtYPBAREZHO6FC1OH7+uDokCfjzXAim/n2dBQSRDmHxQERERDqlc3VXzO1eFQCwPuARZvx7gwUEkY5g8UBEREQ6p2dtd8zs6gUAWHXqAeYdvMUCgkgHsHggIiIineRbtwR+7FwZAPDb8XtYfOSOzBEREYsHIiIi0ln965fElA4VAQCL/O5g6bG7MkdEVLixeCAiIiKdNrRxaUxqWwEAMO/gLaw8cV/miIgKLxYPREREpPM+b1oGY1uWBwDM2HcD6/57IHNERIUTiwciIiLSC6NalMUXzcoCAKb+E4xNZx/JHBFR4cPigYiIiPSCJEkY37o8Pm1SGgAwedc1bAsMlTkqosKFxQMRERHpDUmS8HW7ChjUsCQAYNLOq9h16bG8QREVIiweiIiISK9IkoTvO1ZCv3olIAQwftsV7L36VO6wiAoFFg9ERESkdyRJwo8fVcHHtd2hEsDoLZdx4NozucMiMngsHgzUiRMn0KlTJ7i4uECSJOzevVvj7wMHDoQkSRqPevXqyRMsERFRLigUEmZ280K3Gq5IUwl8+edFHLnxXO6wiAwaiwcDFRcXh2rVquHXX3/Ndp62bdsiLCxM/di3b98HjJCIiCjvlAoJ83pWQ6dqLkhJE/h840X4334pd1hEBstI7gCoYLRr1w7t2rV75zympqZwdnb+QBEREREVDKVCwsJe1ZCSqsKB688wfMN5rBnojYZli8odGpHB4ZmHQuz48eNwdHRE+fLlMWzYMLx48eKd8yclJSE6OlrjQUREpAuMlQos6VMDLSs6IilVhaHrz+Ps/XC5wyIyOCweCql27dph06ZNOHr0KBYsWIDAwEA0b94cSUlJ2b5m1qxZsLW1VT/c3d0/YMRERETvZmKkwNK+NeFTvhgSUtIweF0gLjyKkDssIoMiCSGE3EFQwZIkCbt27UKXLl2ynScsLAweHh7YsmULunXrluU8SUlJGsVFdHQ03N3dERUVBRsbm/wOm4iIKFcSU9IwZH0g/rsbDmtTI2wcWhfV3O3kDktnREdHw9bWlsdvyhWeeSAAQPHixeHh4YE7d+5kO4+pqSlsbGw0HkRERLrGzFiJVf29UbeUPWKSUvHJ6rO49iRK7rCIDAKLBwIAhIeHIzQ0FMWLF5c7FCIiojwzN1FizUBv1PIogujENwXEzWe8V48or1g8GKjY2FhcvnwZly9fBgA8ePAAly9fRkhICGJjY/HVV18hICAADx8+xPHjx9GpUycULVoUXbt2lTdwIiKifGJpaoR1g7xRzd0OEfEp6LfqLO6+iJU7LCK9xuLBQJ0/fx41atRAjRo1AADjxo1DjRo18P3330OpVCIoKAidO3dG+fLlMWDAAJQvXx4BAQGwtraWOXIiIqL8Y21mjA2D6qCyiw1exSbDd+UZPHwVJ3dYRHqLN0xTrvGGKyIi0hev45LR5/czuPU8Bi62Ztj6aX2421vIHZYsePymvOCZByIiIjJ49pYm2Di0LsoUs8TTqET4rjqDsKgEucMi0jssHoiIiKhQKGZtis3D6sHDwQKhrxPgu/IsXkQnyh0WkV5h8UBERESFhpONGTYPqwdXO3M8eBUH31Vn8So2+wFSiUgTiwciIiIqVFztzPHnsHpwtjHD3Rex6LfqLCLjk+UOi0gvsHggIiKiQqeEgwU2D6uLYtamuPksBp+sPofoxBS5wyLSeSweiIiIqFAqXcwKm4fWhb2lCYKeRGHAmnOITUqVOywincbigYiIiAqtck7W2DikLmzNjXEpJBKD1wYiPpkFBFF2WDwQERFRoVbJxQZ/DKkDa1MjnHv4GsM2nEdiSprcYRHpJBYPREREVOhVdbPDusF1YGmixH93w/H5xgtISmUBQZQRiwciIiIiALU8imDNQG+YGStw7NZLfLH5ElLSVHKHRaRTWDwQERER/b+6pR2wqr83TIwUOBz8HGO2XEYqCwgiNRYPRERERG9pVK4oVvSrBWOlhH+DwjBhx1WkqYTcYRHpBBYPRERERBk0q+CIX31rwkghYdelJ5i8KwgqFhBELB6IiIiIstKmsjMW9a4OhQRsCQzFD39fhxAsIKhwY/FARERElI2OVV2woFc1SBLwx5lHmP7vDRYQVKixeCAiIiJ6h6413DCrqxcAYPWpB5h38BYLCCq0WDwQERERvUfvOiXwY+fKAIDfjt/DL0fvyhwRkTxYPBARERFpoX/9kpjSoSIAYOHh21juf0/miIg+PBYPRERERFoa2rg0JrTxBADM3n8Ta049kDkiog+LxQMRERFRDoxsVhajWpQDAPy4NxgbzzySOSKiD4fFAxEREVEOjW1ZDp/6lAYATNl9DdsCQ2WOiOjDYPFARERElEOSJOHrthUwqGFJAMCknVex69JjeYMi+gBYPBARERHlgiRJ+L5jJfSrVwJCAOO3XcE/V57KHRZRgWLxQERERJRLkiThx4+qoLe3O1QCGLP1Mg5ceyZ3WEQFhsUDERERUR4oFBJmdvVCt5quSFMJfPnnRRy58VzusIgKBIsHIiIiojxSKCTM61ENnaq5ICVN4PONF+F/+6XcYRHlOxYPRERERPlAqZCwsFc1tKvijOQ0FYZvOI//7r6SOyyifMXigYiIiCifGCsVWNy7BlpWdEJSqgpD15/H2fvhcodFlG9YPBARERHlIxMjBZb2rYGmnsWQkJKGwesCceFRhNxhEeULFg9ERERE+czUSInl/WqhUdmiiEtOw8A153AlNFLusIjyjMUDERERUQEwM1ZiZf/aqFvKHjFJqfhk9VlcexIld1hEecLigYiIiKiAmJsosWagN2p7FEF0Yir6rT6Lm8+i5Q6LKNdYPBAREREVIEtTI6wd5I3q7naIjE9B35Vnced5jNxhEeUKiwciIiKiAmZtZoz1g+ugiqsNwuOS4bvqLO6/jJU7LKIcY/FARERE9AHYmhvjj8F1UcHZGi9jkuC78iwehcfJHRZRjrB4ICIiIvpAiliaYNPQuijnaIVn0YnwXXkWjyPi5Q6LSGssHoiIiIg+IAcrU2waVheli1riSWQCfFeeRVhUgtxhEWmFxQMRERHRB+ZobYbNw+rBw8ECIa/j4bvyLF5EJ8odFtF7sXggIiIikoGz7ZsCwq2IOR68ioPvqrN4FZskd1hE78TigYiIiEgmrnbm+HNYPRS3NcPdF7Hot+osXsclyx0WUbZYPBARERHJyN3eAn8OqwdHa1PcfBaDfqvOIio+Re6wiLLE4oGIiIhIZiWLWmLzsHooamWC4LBo9F9zFtGJLCBI97B4ICIiItIBZR2tsGloPRSxMMaVx1EYuOYcYpNS5Q6LSAOLByIiIiId4elsjY1D68LW3BgXQyLx0z/BcodEpIHFAxEREZEOqexii41D6sK7ZBF81cZT7nCINBjJHQARERERafJys8W2T+tDkiS5QyHSwDMPRERERDqIhQPpIhYPRERERESkFRYPRERERESkFRYPRERERESkFRYPRERERESkFRYPBurEiRPo1KkTXFxcIEkSdu/erfF3IQSmTp0KFxcXmJubo2nTprh+/bo8wRIRERGRXmDxYKDi4uJQrVo1/Prrr1n+fe7cuVi4cCF+/fVXBAYGwtnZGa1atUJMTMwHjpSIiIiI9AXHeTBQ7dq1Q7t27bL8mxACixYtwuTJk9GtWzcAwPr16+Hk5ITNmzfj008/zfJ1SUlJSEpKUj+Pjo7O/8CJiIiISGfxzEMh9ODBAzx79gytW7dWTzM1NYWPjw9Onz6d7etmzZoFW1tb9cPd3f1DhEtEREREOoLFQyH07NkzAICTk5PGdCcnJ/XfsvLNN98gKipK/QgNDS3QOImIiIhIt/CypUIs48iVQoh3jmZpamoKU1PTgg6LiIiIiHQUzzwUQs7OzgCQ6SzDixcvMp2NICIiIiJKx+KhECpVqhScnZ1x+PBh9bTk5GT4+/ujQYMGMkZGRERERLqMly0ZqNjYWNy9e1f9/MGDB7h8+TLs7e1RokQJjBkzBjNnzkS5cuVQrlw5zJw5ExYWFvD19dX6PYQQANjrEhERkT5JP26nH8eJcoLFg4E6f/48mjVrpn4+btw4AMCAAQOwbt06TJw4EQkJCRgxYgQiIiJQt25dHDp0CNbW1lq/R/qYEOx1iYiISP/ExMTA1tZW7jBIz0iCZSflkkqlwtOnT2Ftbf3OG61zKjo6Gu7u7ggNDYWNjU2+LVeXGHqOhp4fYPg5Mj/9Z+g5Mr/cE0IgJiYGLi4uUCh4BTvlDM88UK4pFAq4ubkV2PJtbGwM8oDwNkPP0dDzAww/R+an/ww9R+aXOzzjQLnFcpOIiIiIiLTC4oGIiIiIiLTC4oF0jqmpKX744QeDHpDO0HM09PwAw8+R+ek/Q8+R+RHJgzdMExERERGRVnjmgYiIiIiItMLigYiIiIiItMLigYiIiIiItMLigYiIiIiItMLigYiIiIiItMLigUhPsGM0/cc21H9sQ/3HNiTKGxYPRDru9evXAABJkmSOhHKLbaj/2Ib6j21IlD9YPJBee/LkCf777z/s2bMHcXFxSE1NlTukfHXlyhXUrl0b58+flzuUAsM21H9sQ/1m6O0HsA2J8pOR3AEQ5dbVq1fRvn172Nvb48aNG6hYsSL69OmDkSNHwsbGRu7w8uzKlSuoV68eRo8ejdq1awN4c7rdkH41YxvqP7ahfjP09gPYhkT5jWceSC+Fh4ejT58+6NevHw4cOIDXr1+jYcOG+OeffzB69GhERkbKHWKeXLt2DfXq1cPEiRMxe/ZsAG9Oud+6dUvmyPIP21D/sQ31m6G3H8A2NIQ2JB0kiPTQtWvXhIeHh7h48aJ6WlJSkli4cKGoW7euGDlypIiLi5MxwtwLDw8X1atXF56enupp/fr1EzVq1BDm5uaiUaNGYufOnSIpKUnGKPOObcg21GWFoQ0Nuf2EYBsaQhuSbuKZB9JLxsbGAIDQ0FAAQGpqKkxMTDBq1Ch89NFHOH36NI4ePSpniLlmYWGBVq1awdnZGePGjUODBg0QERGB0aNHw8/PD6ampvjxxx9x6tQpuUPNE7Yh21CXFYY2NOT2A9iGhtCGpKPkrl6IciMxMVF4e3uLDh06iJSUFCGEEKmpqeq/16tXT/Ts2VOu8HItLS1NCCFEfHy8+P7770XJkiVFmzZtxLNnzzTm8fLyEn369JErzHzBNmQb6qrC0oaG2n5CsA3T6XMbku7imQfSOyqVCqamplizZg1OnjyJESNGAACUSqW6/+6PPvoIr169gkqlkjPUHFMoFFCpVDA3N8fXX3+NsWPHYvTo0XB0dATw5lclhUKBunXrqrsd1EdsQ7ahLisMbWjI7QewDQ2hDUl3sbcl0jsKhQJCCFSpUgXr169Hv379kJiYiLlz58LJyQkAcOPGDdjb20OlUkGh0K8a+e2D3ogRI6BSqdS9ghgZGUEIgcjISFStWhWAfvYawjZkG+o6Q29DQ28/gG0I6H8bkm6ShOBQi6Tb3rVDF0LgyJEj6Nu3L9zd3WFvbw8HBwfs3bsXp0+fhpeX1weONudycsBKS0vD999/j7Vr18Lf3x/lypUr4OjyLi0tDUqlMtu/63sbRkREwMzMDObm5lrNr49tCHA7fJu+taGhb4NA4dgODX0bJP3BMpR0VlxcHNLS0hATE6Mx/e16V5IktGzZEsHBwejYsSNKlCgBFxcXnDt3Tud3likpKQCAxMREAHjvaeWdO3eiU6dOWLNmDf7991+9ONgFBwdjxowZiIuLy3YefW7D69evo1KlSti3b59W8+tjG3I71KRvbWjo2yBg+NuhoW+DpIcK/K4KolwICgoSzZs3F97e3qJy5cpixYoVGje6qVQq9U1h6f+m3yCX/q8uu3HjhhgyZIho2bKl6Nmzpzh79qwQ4k1e6d6+6U0IIR4/fizGjBkjbty48UFjza3Lly8LSZLEzJkz1dPezk8IoddteOnSJWFnZycsLCxEy5YtRXh4eKZ59L0NuR3qdxsa+jYohOFvh4a+DZJ+YvFAOufevXuiSJEiYtSoUeKXX34RkydPFqampqJ///7i3LlzmeY/e/asiIqKUj/PeHDUNUFBQcLe3l589tlnYuTIkaJbt26iQoUK4v79+1nOf/bsWREZGSmE0J+DwZUrV4SFhYWYNGmSxvT03kAytpG+teHly5eFubm5mDJlitiyZYtwcnIS165dE0Jk3Ub62IbcDjXpWxsa+jYohOFvh4a+DZL+YvFAOmfBggWiYcOGGtMOHjwoypcvL3x9fcXVq1fV0zdv3iwkSRJ//PGHXuwow8LChLe3t5gwYYJ62oULF4SXl5fYu3evEEJzh69v+QkhxJ07d4SVlZUYOHCgetqcOXPEwIEDRc+ePcW///6rMb++5Xjx4kUhSZKYPHmyepqXl5fo3r17lvPrW37puB3q73Zo6NugEIVjOzTkbZD0G+95IJ0TFxeH5ORkqFQqpKWlIS0tDa1bt8avv/6K48ePY926dep5+/Tpg88++wy1a9fWi14ybt68CSsrK/j6+qqvV61ZsyZsbW1x+fLlTPPrW34A8ODBAyQlJcHFxQXXr19HkyZNcODAAbx+/RopKSno2LEj5s+fr55fn3JMS0vDjh07MGHCBEyfPh1paWkAgKFDh+L27du4cuUKAM1rkfUpv7dxO/wffcvPkLdBoPBsh4a8DZKek7d2Icps27ZtQqlUisDAQCHEm9Ps6b+kbNu2TSgUChEQECBniLl27949sW3bNvXz9EsIWrduLX744QeZosp/27dvF66ursLZ2Vl06dJFPH36VH2ZwJIlS4RCocjytLs+yOqygAcPHgh7e/tMbZjxWmt9sn37doPdDh88eGDw26Ehb4NCCBEbG6v+v6Fuh4a8DZJ+45kH0jk9e/ZE165d0bdvX9y8eRNGRkbqHlG6dOmCChUq4MKFCzJHmTulS5dGz549Abzp1cXI6M1QK3Z2duocAWDatGk4e/asLDHmhx49emDRokUoX748Jk6ciOLFi6v7GPf19YWTkxMuXrwoc5S5Y2NjAwDqPuNVKhVKliyJCRMmYMOGDbhx44Z63nd1j6mLxFu/1Hbv3h3du3c3qO0wvSelkiVLGuR2KN5cigzgzTa4ZMkSg9sG09vQ0tJSPc3QtsN0Xbp0MbhtkAwDiweS1e3btzF+/HgMHjwYP/30Ex48eAAA+Prrr+Hu7o5+/frh5s2bMDExAfDmIGFubq51X95yezu/H3/8EQ8ePND4gva29FPv3333HaZNmwZjY+MPGWquZWzDu3fvQqVSoUePHli5ciWqV68O4H9fTGNjY+Hk5IRSpUrJGLX2svqMCiHUA1ClfyGrX78+EhMTERQUBOD9XX7qkufPnwP435ew9P9/+eWXKFmypN5vh+n5KRQK9XaWLuPAWfq4Hb7dfsD/trVu3bphzZo1er8NApptmNU+VN+3w4cPH2Lx4sWYOnUqNm7cCODNQHYjRowwiG2QDIxs5zyo0Lt+/bqwsbERHTp0EH369BFFixYVDRo0EGvWrBFCCHHy5EnRunVrUaRIEbF69Wqxfft28fXXXwt7e3tx7949maN/v6zya9SokVixYoX68oHk5GQhhBDt27cXM2bMEEuWLBGmpqbiwoULcoautexyXLZsWbaXCnz77beiSpUq4unTpx842pzTpg3fzrN///6iTJkyIj4+Xq6Qcyw4OFhIkiQ6deqknvZ2TgcPHhTt2rXT2+0wq/wy3lCa3pb6uB1ml9+7bprVp21QCO3a8G36th1evXpVuLq6ipYtWwpvb29hamoqpk2bpv67vm+DZHhYPJAskpKSRO/evcWQIUPU016+fCl69uwpvL29xdKlS4UQQoSEhIgJEyYIFxcXUalSJeHt7S0uXrwoV9hae1d+9erVE4sWLdLoKtDX11colUphbW2tN9chvy/Hn3/+WSPH48ePi88++0wUKVJEXLp0SYaIcyYnbZh+zfy2bduEt7e3Rj/suiwsLEw0bNhQ+Pj4qK+NT5eekxBC3L17V0ycOFHvtsN35ZfVl0992w5zmp++bYNC5CzH9O1Rn7bDhw8fijJlyoiJEycKlUoloqOjxYoVK0SlSpXEnTt31PPp6zZIhonFA8mmbdu2YsSIEUKI//3SGR4eLvr37y/q1asn9u3bp543NDRUREREiIiICDlCzZV35degQQPxzz//qOcdM2aMsLa2FkFBQbLEmlva5hgWFiYWL14sGjRooNG9oK7TNr/0LzGJiYkiLCxMnmBzYffu3aJ3797ixIkT4ujRo8LR0THbAkKIN8W8Pm2H78svY1//o0eP1qvtMCf5PX/+XPz88896tw3mtA2F0J/tMC0tTcyZM0e0bdtWoyOG8+fPi2LFiong4OBMr9HHYyEZHhYP9MGlpaWJ5ORk0a1bN9G5c2f19PRLeF69eiUaNGgg2rVrp/6bPvVbrW1+7du3V//t0qVLIjQ09EOHmmu5yVGfDni5yU8fBp3KKCIiQuzfv1/9PP3L2ds5p6Wl6WVuQmiX39uX+Fy7dk2vtkNt80sXExOjN9tgupzmqG+OHDkiZs2apX6uUqlEcnKyKF26tPjvv/8yza+v2yIZFhYPJJvTp08LSZLEwoUL1dOSkpKEEG++TOvLNcfZ0Sa/8+fPyxVevjD0HA39M5qRSqUSx44dy/TlbPny5eL06dPyBZZPssvvt99+E2fPnpUvsHzyrvwMpUtPQ/uMpv8gIYRmEVSmTBnh5+enfn748GEWDqQzjOS+YZsKh5CQEAQFBSEsLAzt27eHtbU16tevj+nTp2PixIkwMTHByJEj1T1JpHe7Z2trK3Pk2sltfnZ2dvIGngOGnqOhf0YBzRw7dOgAW1tbWFhYqHuNkiQJTZo0wdatW/Hxxx+jW7ducHFxwW+//Ya7d+/KHf57MT/9zg8w/BzT83v69Ck6duwIGxsbGBsbIy0tDUqlEqmpqUhKSkJqaqq6J6UpU6Zg5syZePz4MVxcXGTOgAjsbYkK3pUrV4STk5OoUaOGsLOzE+7u7uKrr74SoaGhIi0tTUyePFkolUrxzTffiDt37ojnz5+LyZMni7Jly4rnz5/LHf57GXp+Qhh+joaenxDZ53j//n0hRObLIQ4fPiwkSRL29vZ6cfaI+el3fkIYfo7vy0+lUomUlBQRFxcnPDw8xKVLl8TMmTOFlZWVeqA4Il3A4oEKVEREhKhVq5aYMGGCeP36tRBCiGnTpolGjRqJzp07i0ePHgkhhFi7dq2wtbUVbm5uonz58sLV1VUvLgcx9PyEMPwcDT0/IbLPsXHjxuKjjz5S9+qSftlEWlqaGDZsmLC0tBTXr1+XLW5tMT/9zk8Iw89R2/zS1axZU3h7ewsTExMWDqRzWDxQgXr06JHw8PAQBw8e1Ji+fv160bhxY+Hr66vuTu/x48di//794uDBg3pz06Kh5yeE4edo6PkJ8e4cmzRpInx9fTX6/D9+/LioWrWq3nxpYX76nZ8Qhp+jNvml9xD1+vVrYWtrK4yMjPSqZywqPDjCNBUopVIJc3NzPH36FACQmpoKAOjfvz/69euHoKAgHDx4EADg6uqKtm3bonXr1nBzc5Mt5pww9PwAw8/R0PMD3p1j3759ce3aNRw+fFg9f61ateDn54fatWvLEm9OMT/9zg8w/By1ye/QoUMAgCJFimDp0qUICgqCl5eXbDETZUcSIotx3ony0UcffYTQ0FAcO3YMdnZ2SE1NhZHRm3v1e/bsiSdPnuD06dMyR5l7hp4fYPg5Gnp+gPY5CiEgSZLM0eYc89Pv/ADDzzEn+5n0G8SJdBE/mZSv4uLiEBMTg+joaPW0NWvWICoqCr169UJycrJ6ZwkAbdq0gRACycnJcoSbY4aeH2D4ORp6fkDectSHL2XMT7/zAww/x9zml5SUBAAsHEin8dNJ+SY4OBjdunWDj48PKlasiE2bNkGlUqFo0aLYvHkzbt68idatW+PWrVtITEwEAJw7dw7W1tbQhxNghp4fYPg5Gnp+gOHnyPz0Oz/A8HPMS35EeuED3l9BBuz69evCwcFBjB07VmzevFmMGzdOGBsbi4sXL6rnCQoKEl5eXqJMmTKidu3aolOnTsLa2lpcvnxZxsi1Y+j5CWH4ORp6fkIYfo7MT7/zE8LwczT0/IiEEIL3PFCevX79Gn369EGFChWwePFi9fTmzZvDy8sLixcv1rhGdenSpXj8+DHMzc3x8ccfw9PTU67QtWLo+QGGn6Oh5wcYfo7MT7/zAww/R0PPjygdR5imPEtJSUFkZCR69OgB4H83epUuXRrh4eEAAEmS1CNojhw5Us5wc8zQ8wMMP0dDzw8w/ByZn37nBxh+joaeH1E63vNAeebk5ISNGzeicePGAIC0tDQAb7q1fPumL6VSiZiYGPVzfTnpZej5AYafo6HnBxh+jszvDX3NDzD8HA09P6J0LB4oX5QrVw7Am19ajI2NAbzZcT5//lw9z6xZs7By5Up1/9b60GNGOkPPDzD8HA09P8Dwc2R++p0fYPg5Gnp+RAAvW6J8plAo1Nd0SpIEpVIJAPj+++8xffp0XLp0SaN7On1j6PkBhp+joecHGH6OzE+/8wMMP0dDz48KN555oHyXfgpWqVTC3d0d8+fPx9y5c3H+/HlUq1ZN5ujyztDzAww/R0PPDzD8HJmf/jP0HA09Pyq8WPZSvku/ttPY2BgrV66EjY0NTp06hZo1a8ocWf4w9PwAw8/R0PMDDD9H5qf/DD1HQ8+PCi+eeaAC06ZNGwDA6dOnUbt2bZmjyX+Gnh9g+Dkaen6A4efI/PSfoedo6PlR4cNxHqhAxcXFwdLSUu4wCoyh5wcYfo6Gnh9g+DkyP/1n6Dkaen5UuLB4ICIiIiIirfCyJSIiIiIi0gqLByIiIiIi0gqLByIiIiIi0gqLByIiIiIi0gqLByIiIiIi0gqLByIiIiIi0gqLByIiHTd16lRUr15d7jBybd26dbCzs8vzciRJwu7du/O8HCIiyj0WD0REMpIk6Z2PgQMH4quvvsKRI0cKPJapU6eq31epVMLd3R1Dhw7Fy5cv87Tcjz/+GLdv386nKImISE5GcgdARFSYhYWFqf+/detWfP/997h165Z6mrm5OaysrGBlZfVB4qlcuTL8/PyQlpaGS5cuYciQIXjy5An279+fq+WlpKTA3Nwc5ubm+RwpERHJgWceiIhk5OzsrH7Y2tpCkqRM0zJetjRw4EB06dIFM2fOhJOTE+zs7DBt2jSkpqZiwoQJsLe3h5ubG9asWaPxXk+ePMHHH3+MIkWKwMHBAZ07d8bDhw815jEyMoKzszNcXV3RsWNHjBo1CocOHUJCQgIAYO3atahYsSLMzMxQoUIF/Pbbb+rXPnz4EJIkYdu2bWjatCnMzMywcePGLC9bWrZsGcqUKQMTExN4enrijz/+0Pj7nTt30KRJE5iZmaFSpUo4fPhw3lc2ERHlGYsHIiI9dPToUTx9+hQnTpzAwoULMXXqVHTs2BFFihTB2bNn8dlnn+Gzzz5DaGgoACA+Ph7NmjWDlZUVTpw4gVOnTsHKygpt27ZFcnJytu9jbm4OlUqF1NRUrFy5EpMnT8aMGTNw48YNzJw5E9999x3Wr1+v8ZpJkyZh1KhRuHHjBtq0aZNpmbt27cLo0aMxfvx4XLt2DZ9++ikGDRqEY8eOAQBUKhW6desGpVKJM2fOYPny5Zg0aVI+rj0iIsotXrZERKSH7O3tsWTJEigUCnh6emLu3LmIj4/Ht99+CwD45ptvMHv2bPz333/o3bs3tmzZAoVCgVWrVkGSJABvziLY2dnh+PHjaN26dab3uHnzJpYtW4Y6derA2toaP/30ExYsWIBu3boBAEqVKoXg4GCsWLECAwYMUL9uzJgx6nmyMn/+fAwcOBAjRowAAIwbNw5nzpzB/Pnz0axZM/j5+eHGjRt4+PAh3NzcAAAzZ85Eu3bt8mflERFRrvHMAxGRHqpcuTIUiv/twp2cnODl5aV+rlQq4eDggBcvXgAALly4gLt378La2lp9D4W9vT0SExNx79499euCgoJgZWUFc3NzVKpUCe7u7ti0aRNevnyJ0NBQDBkyRP16KysrTJ8+XeP1AFC7du13xn7jxg00bNhQY1rDhg1x48YN9d9LlCihLhwAoH79+jlcQ0REVBB45oGISA8ZGxtrPJckKctpKpUKwJtLgWrVqoVNmzZlWlaxYsXU//f09MTff/8NpVIJFxcXmJqaAgCeP38OAFi5ciXq1q2r8XqlUqnx3NLS8r3xp5/9SCeEUE8TQrx3fiIikgeLByKiQqBmzZrYunUrHB0dYWNjk+18JiYmKFu2bKbpTk5OcHV1xf3799G3b988xVKxYkWcOnUK/fv3V087ffo0KlasCACoVKkSQkJC8PTpU7i4uAAAAgIC8vSeRESUP1g8EBEVAn379sW8efPQuXNn/Pjjj3Bzc0NISAh27tyJCRMmaFwilJ2pU6di1KhRsLGxQbt27ZCUlITz588jIiIC48aN0zqWCRMmoFevXqhZsyZatGiBf/75Bzt37oSfnx8AoGXLlvD09ET//v2xYMECREdHY/LkybnOnYiI8g/veSAiKgQsLCxw4sQJlChRAt26dUPFihUxePBgJCQkvPNMxNuGDh2KVatWYd26dfDy8oKPjw/WrVuHUqVK5SiWLl26YPHixZg3bx4qV66MFStWYO3atWjatCkAQKFQYNeuXUhKSkKdOnUwdOhQzJgxI6cpExFRAZBEVheXEhERERERZcAzD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpBUWD0REREREpJX/A9WSIuGGrIMhAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Proportion of land that is degraded over total land area (%).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15 15.3 15.3.1 AG_LND_DGRD \n", + "1 15 15.3 15.3.1 AG_LND_DGRD \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Proportion of land that is degraded over total... 566 Nigeria \n", + "1 Proportion of land that is degraded over total... 566 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail TimeCoverage UpperBound LowerBound \\\n", + "0 2015 8.79 2000-2015 NaN NaN NaN \n", + "1 2019 23.41 2016-2019 NaN NaN NaN \n", + "\n", + " BasePeriod Source GeoInfoUrl FootNote [Nature] \\\n", + "0 NaN Federal Ministry of Environment NaN NaN C \n", + "1 NaN Federal Ministry of Environment NaN NaN C \n", + "\n", + " [Reporting Type] [Units] \n", + "0 G PERCENT \n", + "1 G PERCENT \n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Red List Index.csv:\n", + " Goal Target Indicator SeriesCode SeriesDescription GeoAreaCode \\\n", + "0 15.0 15.5 15.5.1 ER_RSK_LST Red List Index 566.0 \n", + "1 15.0 15.5 15.5.1 ER_RSK_LST Red List Index 566.0 \n", + "2 15.0 15.5 15.5.1 ER_RSK_LST Red List Index 566.0 \n", + "3 15.0 15.5 15.5.1 ER_RSK_LST Red List Index 566.0 \n", + "4 15.0 15.5 15.5.1 ER_RSK_LST Red List Index 566.0 \n", + "\n", + " GeoAreaName TimePeriod Value Time_Detail ... \\\n", + "0 Nigeria 1993.0 0.85523 1993.0 ... \n", + "1 Nigeria 1994.0 0.85503 1994.0 ... \n", + "2 Nigeria 1995.0 0.85482 1995.0 ... \n", + "3 Nigeria 1996.0 0.85453 1996.0 ... \n", + "4 Nigeria 1997.0 0.85438 1997.0 ... \n", + "\n", + " Source GeoInfoUrl FootNote \\\n", + "0 BirdLife International and IUCN (2022), based ... NaN NaN \n", + "1 BirdLife International and IUCN (2022), based ... NaN NaN \n", + "2 BirdLife International and IUCN (2022), based ... NaN NaN \n", + "3 BirdLife International and IUCN (2022), based ... NaN NaN \n", + "4 BirdLife International and IUCN (2022), based ... NaN NaN \n", + "\n", + " [Age] [Freq] [Location] [Nature] [Reporting Type] [Sex] [Units] \n", + "0 NaN NaN NaN E G NaN INDEX \n", + "1 NaN NaN NaN E G NaN INDEX \n", + "2 NaN NaN NaN E G NaN INDEX \n", + "3 NaN NaN NaN E G NaN INDEX \n", + "4 NaN NaN NaN E G NaN INDEX \n", + "\n", + "[5 rows x 24 columns]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Data from Total reported number of Standard Material Transfer Agreements (SMTAs) transferring plant genetic resources for food and agriculture to the country (number).csv:\n", + " Goal Target Indicator SeriesCode \\\n", + "0 15.0 15.6 15.6.1 ER_CBD_SMTA \n", + "1 15.0 15.6 15.6.1 ER_CBD_SMTA \n", + "2 15.0 15.6 15.6.1 ER_CBD_SMTA \n", + "3 15.0 15.6 15.6.1 ER_CBD_SMTA \n", + "4 15.0 15.6 15.6.1 ER_CBD_SMTA \n", + "\n", + " SeriesDescription GeoAreaCode GeoAreaName \\\n", + "0 Total reported number of Standard Material Tra... 566.0 Nigeria \n", + "1 Total reported number of Standard Material Tra... 566.0 Nigeria \n", + "2 Total reported number of Standard Material Tra... 566.0 Nigeria \n", + "3 Total reported number of Standard Material Tra... 566.0 Nigeria \n", + "4 Total reported number of Standard Material Tra... 566.0 Nigeria \n", + "\n", + " TimePeriod Value Time_Detail TimeCoverage UpperBound LowerBound \\\n", + "0 2012.0 366.0 2012.0 NaN NaN NaN \n", + "1 2013.0 437.0 2013.0 NaN NaN NaN \n", + "2 2014.0 560.0 2014.0 NaN NaN NaN \n", + "3 2015.0 678.0 2015.0 NaN NaN NaN \n", + "4 2016.0 792.0 2016.0 NaN NaN NaN \n", + "\n", + " BasePeriod Source GeoInfoUrl FootNote [Nature] \\\n", + "0 NaN ITPGRFA Secretariat NaN Cumulative value. C \n", + "1 NaN ITPGRFA Secretariat NaN Cumulative value. C \n", + "2 NaN ITPGRFA Secretariat NaN Cumulative value. C \n", + "3 NaN ITPGRFA Secretariat NaN Cumulative value. C \n", + "4 NaN ITPGRFA Secretariat NaN Cumulative value. C \n", + "\n", + " [Reporting Type] [Units] \n", + "0 G NUMBER \n", + "1 G NUMBER \n", + "2 G NUMBER \n", + "3 G NUMBER \n", + "4 G NUMBER \n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n" + ] + } + ], + "source": [ + "# Use glob to get a list of all CSV files in the folder\n", + "csv_files = glob.glob(os.path.join(folder_path, \"*.csv\"))\n", + "\n", + "# Loop through each CSV file and process it\n", + "for csv_file in csv_files:\n", + " # Extract the base name of the CSV file (without the path)\n", + " file_name = os.path.basename(csv_file)\n", + "\n", + " # Read the CSV file into a DataFrame\n", + " df_land = pd.read_csv(csv_file)\n", + "\n", + " # Perform operations on the DataFrame for the current CSV file\n", + " # For example, you can print the first few rows:\n", + " print(f\"Data from {file_name}:\")\n", + " print(df_land.head())\n", + "\n", + " # Create a line graph for SDG 15 with the file name as the title\n", + " plt.plot(df_land[\"TimePeriod\"], df_land[\"Value\"], label=file_name)\n", + " plt.xlabel(\"TimePeriod\")\n", + " plt.ylabel(\"Value\")\n", + " plt.title(f\"SDG 15: Life on Land - {file_name}\")\n", + " plt.xticks(rotation=45)\n", + " plt.show()\n", + "\n", + " # A separator for clarity between files\n", + " print(\"-\" * 50)" + ] + }, + { + "cell_type": "markdown", + "id": "e6f8fee7", + "metadata": {}, + "source": [ + "The Above Prototype makes use of SDG-15 as it has data on Nigeria related to the land sector repository... the SDG site didn't have data for SDG-13 and so the analysis couldn't be carried out... the link to the SDGs for Nigeria is \"https://unstats.un.org/sdgs/dataportal/countryprofiles/nga#goal-15\"" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}