diff --git a/Satellite_ECVs/Land_Hydrology&Cryosphere_ECVs/satellite_satellite-lake-water-temperature_data-completeness_q01.ipynb b/Satellite_ECVs/Land_Hydrology&Cryosphere_ECVs/satellite_satellite-lake-water-temperature_data-completeness_q01.ipynb index cd3d913..481c83f 100644 --- a/Satellite_ECVs/Land_Hydrology&Cryosphere_ECVs/satellite_satellite-lake-water-temperature_data-completeness_q01.ipynb +++ b/Satellite_ECVs/Land_Hydrology&Cryosphere_ECVs/satellite_satellite-lake-water-temperature_data-completeness_q01.ipynb @@ -2,15 +2,15 @@ "cells": [ { "cell_type": "markdown", - "id": "0", + "id": "1", "metadata": {}, "source": [ - "# Satellite observations completeness for monitor ecosystem health/ water resource management" + "# Satellite observations completeness for monitor water resource management" ] }, { "cell_type": "markdown", - "id": "1", + "id": "2", "metadata": {}, "source": [ "Production date: 12-07-2024\n", @@ -20,23 +20,55 @@ }, { "cell_type": "markdown", - "id": "2", + "id": "3", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## 🌍 Use case: Utilize satellite-derived lake water temperature data to water resources management and support climate adaptation strategies" + ] + }, + { + "cell_type": "markdown", + "id": "4", "metadata": {}, "source": [ - "## Use case: Utilize satellite-derived lake water temperature data to optimize fisheries management and monitor ecosystem health\n", - "\n", - "## Quality assessment question\n", - "* **Are satellite measurements of surface water temperature adequately comprehensive in terms of temporal coverage and data completeness to monitor the temperature dynamics of the Lake Superior (Nord America) ?**\n" + "## ❓ Quality assessment question\n", + "* **Are satellite measurements of surface water temperature adequately comprehensive in terms of temporal coverage and data completeness to monitor the temperature dynamics of the Lake Superior (Nord America)?**" ] }, { "cell_type": "markdown", - "id": "3", + "id": "1815b61b-338e-4475-ab38-31086c5e0994", "metadata": { "tags": [] }, "source": [ - "**The lake surface water temperature data from 1995 to the present, derived from satellite observations, provide a time series of water temperature for various lakes around the globe. This dataset can be utilized for multiple applications, such as water resource management to monitor water level temperature, optimizing fisheries management, or monitoring ecosystem health. In this case study, we will focus on Lake Superior, considering the mean water surface temperature for the entire available time series. The objective is to study the completeness of the time series, the data quality, and the possible presence of outliers to determine the suitability of the data for the aforementioned applications.**" + "**The lake surface water temperature data from 1995 to the present, derived from satellite observations, provide a time series of water temperature for various lakes around the globe. This dataset can be utilized for multiple applications, such as water resource management to monitor water level temperature, adapting to climate change impacts, optimizing fisheries management, or monitoring ecosystem health. In this case study, we will focus on Lake Superior, considering the mean water surface temperature for the entire available time series. The objective is to study the completeness of the time series, the data quality, and the possible presence of outliers to determine the suitability of the data for the aforementioned applications.**" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6", + "metadata": { + "tags": [] + }, + "source": [ + "## πŸ“’ Quality assessment statement\n", + "\n", + "```{admonition} These are the key outcomes of this assessment\n", + ":class: note\n", + "* The mean water lake temperature data for Lake Superior (North America) from 1997-2000 is incomplete.\n", + "* It is important to mask the data using 'quality flags' and only use data with quality flags >4, as recommended.\n", + "* Despite the missing data, the seasonal temperature variation is well represented.\n", + "* The quality of data depends on the case study and the lake considered. For some lakes, there may be less data available with a quality level higher than 4.\n", + "* This dataset has high potential for water resource management, prior considering the quality flags, missing values, and possible outliers.\n", + "```" ] }, { @@ -46,91 +78,99 @@ } }, "cell_type": "markdown", - "id": "4", + "id": "980e6c33-92b7-49e6-8e73-ee5a060d365c", "metadata": { "tags": [] }, "source": [ - "## Quality assessment statement\n", - "\n", "For surface water level monitoring, it is important to check the completeness of the data series before applying any type of statistical analysis. In the case study of mean water lake temperature over Lake Superior (1997-2000), the data series is incomplete, with 54.31% of values missing. The data are provided with 'quality flags' ranging from 0 to 5, with a minimum quality level suggested for data usage.\n", "\n", - "Quality levels 4 and 5 reflect a higher degree of confidence in the validity of the satellite estimate. The recommendation to users is to use the highest quality level in preference (4 and 5), unless they have specifically verified for a given lake that lower quality levels are fit for their application. Quality level 3 data comparison with the in-situ data shows an agreement that may be acceptable to some users; however, they have to be used with care. Quality level 1 data should never be used, and they are classified as β€œbad data”, and quality level 2 data should be thoroughly inspected if the use is strictly necessary. For Lake Superior, the data quality is good, mostly higher than 4 for the entire lake surface.\n", + "Quality levels 4 and 5 reflect a higher degree of confidence in the validity of the satellite estimate. Users are advised to use the highest quality levels (4 and 5) in preference, unless they have specifically verified that lower quality levels are suitable for their application. Quality level 3 data, compared with in-situ data, may be acceptable to some users; however, they should be used with caution. Quality level 1 data should never be used as they are classified as \"bad data,\" and quality level 2 data should be thoroughly inspected if their use is strictly necessary. For Lake Superior, the data quality is good, mostly higher than 4 for the entire lake surface (see section 4.2.4. of [PUGS](https://confluence.ecmwf.int/pages/viewpage.action?pageId=348800177) or section 3.4 of [ATBD](https://confluence.ecmwf.int/pages/viewpage.action?pageId=348800127#LSWTv4.5:AlgorithmTheoreticalBasisDocument(ATBD)-DeterminingQualityLevel)).\n", "\n", "A boxplot analysis reveals the presence of outliers in both the upper and lower parts of the data. By masking the data to include only those with quality flags higher than 4, the number of outliers is reduced. Despite the presence of missing values, the series effectively represents seasonal variation.\n", "\n", "```{figure} attachment:bd326ec5-9501-4718-9e47-9c49bf51c43d.PNG\n", "---\n", + "height: 150px\n", "---\n", - "Spatially weighted mean of water temperature for Lake Superior, considering quality flags higher than 0 or 4.\n", - "```\n", - "\n", - "Key notes:\n", - "\n", - "* The mean water lake temperature data for Lake Superior (North America) from 1997-2000 is incomplete.\n", - "* It is important to mask the data using 'quality flags' and only use data with quality flags >4, as recommended.\n", - "* Despite the missing data, the seasonal temperature variation is well represented.\n", - "* There may still be some outliers in the data series.\n", - "* The quality of data depends on the case study and the lake considered. For some lakes, there may be less data available with a quality level higher than 4.\n", - "* This dataset has high potential for water resource management, prior considering the quality flags, missing values, and possible outliers.\n" + "Figure 1: Spatially weighted mean of water temperature for Lake Superior, considering only data with quality flags of 4 or higher.\n", + "```" ] }, { "cell_type": "markdown", - "id": "5", + "id": "11", "metadata": { - "jp-MarkdownHeadingCollapsed": true + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] }, "source": [ - "## Methodology\n", - "The analysis and results are organised in the following steps, which are detailed in the sections below: \n", + "## πŸ“‹ Methodology\n", + "\n", + "The analysis and results are organised in the following steps, which are detailed in the sections below:\n", "\n", "**[](section-1)**\n", " * Download satellite water temperature data selecting boundary box of Lake Superior\n", "\n", "**[](section-2)**\n", " * Plot Lake Superior and ID\n", - "\n", - "**[](section-3)**\n", " * Inspect the quality flags\n", " * Select the data with quality flags higher than 4\n", " * Calculate percentage of missing values\n", " * Plot time series for filtered and not filtered data\n", - "\n", - "**[](section-4)**\n", - " * Boxplot for filtered (quality flag>4) and not filtered data" + " * Boxplot for filtered (quality flag>4) and not filtered data\n", + " " ] }, { "cell_type": "markdown", - "id": "6", + "id": "12", "metadata": {}, "source": [ - "## Analysis and results" + "## πŸ“ˆ Analysis and results" ] }, { "cell_type": "markdown", - "id": "7", - "metadata": {}, + "id": "13", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "(section-1)=\n", - "### 1. Data request and download" - ] - }, - { - "cell_type": "markdown", - "id": "8", - "metadata": {}, - "source": [ - "### Import packages" + "### 1. Data request and download\n", + "\n", + "#### Import packages\n", + "Import c3s_eqc_automatic_quality_control library and packages for statistical analysis" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "9", - "metadata": {}, + "execution_count": 7, + "id": "14", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [], "source": [ "import cartopy.crs as ccrs\n", @@ -146,17 +186,39 @@ }, { "cell_type": "markdown", - "id": "10", - "metadata": {}, + "id": "15", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Set variables" + "#### Set variables\n", + "Set the start and end time of the analysis and the name of the variable. We selected the region of Lake Superior specifying the coordinates of the box area." ] }, { "cell_type": "code", - "execution_count": 11, - "id": "11", - "metadata": {}, + "execution_count": 2, + "id": "16", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [], "source": [ "# Time\n", @@ -173,17 +235,39 @@ }, { "cell_type": "markdown", - "id": "12", - "metadata": {}, + "id": "689b5b9d-de1a-4ad4-a926-53d7064d2cc3", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Set the data request" + "#### Set the data request\n", + "Set the request specifying version and format of the data." ] }, { "cell_type": "code", - "execution_count": 15, - "id": "13", - "metadata": {}, + "execution_count": 3, + "id": "75119a72", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [], "source": [ "collection_id = \"satellite-lake-water-temperature\"\n", @@ -196,23 +280,45 @@ }, { "cell_type": "markdown", - "id": "14", - "metadata": {}, + "id": "6d098025-dd1f-4a71-800a-9bba5ec0477c", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Download data" + "#### Download data\n", + "Use download and transform, specifying the longitude and latitude of the selected area." ] }, { "cell_type": "code", - "execution_count": 16, - "id": "15", - "metadata": {}, + "execution_count": 4, + "id": "21671b2b", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:06<00:00, 5.47it/s]\n" + "100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 37/37 [00:05<00:00, 6.43it/s]\n" ] } ], @@ -231,22 +337,46 @@ }, { "cell_type": "markdown", - "id": "16", - "metadata": {}, + "id": "c637be98-fb57-4825-aa9a-e53fb2b7df7f", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "(section-2)=\n", - "### 2. Plot lakeid" + "### 2. Results\n", + "\n", + "#### Plot lakeid\n", + "Extract the lake id to identify the lake number" ] }, { "cell_type": "code", - "execution_count": 17, - "id": "17", - "metadata": {}, + "execution_count": 5, + "id": "a0de30b7", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -265,26 +395,47 @@ }, { "cell_type": "markdown", - "id": "18", + "id": "f4ce4202-53ec-48cb-8383-70a51c5e7b40", "metadata": {}, "source": [ - "(section-3)=\n", - "### 3. Compute and plot spatial weighten mean" + "In the dataset, the variable 'lake id' allows us to select the lake of interest. In our case, it is equal to 2 for Lake Superior." ] }, { "cell_type": "markdown", - "id": "19", - "metadata": {}, + "id": "17", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Compute spatial weighted mean" + "#### Compute spatial weighted mean\n", + "Reindexing the dataset using lake ID and minimum quality level. Calculate the spatially weighted mean of the temperature from the filtered dataset." ] }, { "cell_type": "code", - "execution_count": 18, - "id": "20", - "metadata": {}, + "execution_count": 8, + "id": "18", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [], "source": [ "# Reindex using lakeids and min_quality_level\n", @@ -304,21 +455,43 @@ }, { "cell_type": "markdown", - "id": "21", - "metadata": {}, + "id": "a0b94c2c-e40c-4cf5-b097-0f8a0966a4c1", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ - "### Plot spatial weighted mean" + "#### Plot spatial weighted mean\n", + "Plot the spatially weighted mean of lake surface temperature for the area considered. Display the data with and without quality level filtering." ] }, { "cell_type": "code", - "execution_count": 19, - "id": "22", - "metadata": {}, + "execution_count": 29, + "id": "7b40c18a-e83c-4e08-b4b3-d6dbaf82e013", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -330,40 +503,82 @@ "name": "stdout", "output_type": "stream", "text": [ - "Missing values of lake ID 2: 54.31 %\n" + "Minimum quality level 0: missing values lake ID 2 is 54.31 %\n", + "Minimum quality level 4: missing values lake ID 2 is 57.66 %\n" ] } ], "source": [ - "da.dropna(\"time\").plot(hue=\"min_quality_level\", col=\"lakeid\", figsize=(10, 6))\n", - "plt.grid()\n", + "da.plot(hue=\"min_quality_level\", col=\"lakeid\", figsize=(10, 6))\n", + "#plt.grid()\n", "plt.title(\"Spatial weighted mean\")\n", "plt.show()\n", "\n", - "# Print missing values\n", + "# Print missing values considering all data\n", "missings = da.sel(min_quality_level=0).isnull().sum(\"time\") / da.sizes[\"time\"] * 100\n", "for lakeid, missing in missings.groupby(\"lakeid\", squeeze=False):\n", - " print(f\"Missing values of lake ID {lakeid}: {float(missing.squeeze()):.2f} %\")" + " print(f\"Minimum quality level 0: missing values lake ID {lakeid} is {float(missing.squeeze()):.2f} %\")\n", + "\n", + "# Print missing values for quality level equal and more than 4\n", + "missings = da.sel(min_quality_level=4).isnull().sum(\"time\") / da.sizes[\"time\"] * 100\n", + "for lakeid, missing in missings.groupby(\"lakeid\", squeeze=False):\n", + " print(f\"Minimum quality level 4: missing values lake ID {lakeid} is {float(missing.squeeze()):.2f} %\")" ] }, { "cell_type": "markdown", - "id": "23", + "id": "8d80cb1c-d21b-4433-b056-5c465cd29e7f", "metadata": {}, "source": [ - "(section-4)=\n", - "### 4. Boxplot" + "The plot shows the spatially weighted mean of lake temperature, with all data (minimum quality level = 0) displayed in blue and data filtered to a minimum quality level of 4 shown in yellow. It is evident that filtering the data by quality flags results in fewer outliers. Despite the relatively high percentage of missing values, the seasonal variation in lake temperature is well represented." + ] + }, + { + "cell_type": "markdown", + "id": "19", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.007051, + "end_time": "2024-03-08T17:23:56.492658", + "exception": false, + "start_time": "2024-03-08T17:23:56.485607", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "#### Boxplot\n", + "Definition of boxplot to evaluate the presence of outlier in the series with and without filtering the data." ] }, { "cell_type": "code", - "execution_count": 20, - "id": "24", - "metadata": {}, + "execution_count": 10, + "id": "20", + "metadata": { + "editable": true, + "papermill": { + "duration": 3.749769, + "end_time": "2024-03-08T17:24:00.248720", + "exception": false, + "start_time": "2024-03-08T17:23:56.498951", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "hide-input" + ] + }, "outputs": [ { "data": { - "image/png": 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j7d69W1u3bs0Qi81mU4MGDST9X2LjbO9TVFSUdu7cqd27dzuU/3PGiZtxNrb0BGHHjh0O9RYuXHjdtm92rFq3bi1jjP73v//ZP1n451fFihUlSQ888IB8fX0ztPfzzz9b+jh+1apVDv90pKamas6cOSpRooSKFCliL/f19VWvXr30xRdf6P3331eVKlVUt25dp7eTVTabLUNyu2PHDsXExGRaP1euXJo0aZL+/e9/q2vXrg7Jt7PHNjPp7/n13r97lZXz0Nnfl/R/bK993ydNmpTlOH18fK57Dcmuc7t169bauXOnSpQoken59s8kOl++fGrXrp2+/PJLLV68WHFxcQ5DOdLbO3jwoPLnz59pe3fSFJJwP/RE4562c+dO+7RJZ86c0bx587RixQo98sgjioyMlCR17txZEyZMUJcuXRQbG6uKFStqw4YNevPNN9WyZUs1btxYkvTf//5X06dP19SpU3X//ffr/vvvV79+/fTyyy+rbt26DmOFvb299d577ykxMVE1a9bUzz//rNGjR6tFixaqV6/edeMdNGiQvvzyS7Vq1UqjRo1SRESElixZookTJ+q5555T6dKlJUmBgYGKiIjQggUL1KhRIwUHByskJOS6fzAGDhyoKVOmqEWLFho1apQKFiyomTNn2j8mzZXr5v9vOxtbWFiYGjdurLFjxypfvnyKiIjQqlWrNG/evEzbdeZY1a1bV7169VK3bt20efNm1a9fXwEBATp+/Lg2bNigihUr6rnnnlO+fPn0wgsvaPTo0erRo4ceffRRHTlyRCNGjLD0MXRISIgaNmyo119/XQEBAZo4caL27t2b6T8dffr00TvvvKMtW7bov//9r9PbuBWtW7fWG2+8oeHDhysqKkr79u3TqFGjFBkZaT/fM/Pee+8pMDBQffr0UWJiol588UWnj21mmjZtqvr16+ull15SUlKSatSooZ9++klfffWVU/sxbdo0devWTVOnTs3SkzvdlZXzsGbNmipTpoxeeOEFpaSkKF++fJo/f742bNjgUK9s2bIqUaKEhgwZImOMgoODtWjRIq1YsSLLcVasWFFr167VokWLFB4ersDAQJUpU8a+PDvO7VGjRmnFihWqU6eOBgwYoDJlyujy5cuKjY3V0qVL9dlnnzn8o9q9e3fNmTNH/fr1U5EiRezX43QDBw7U3LlzVb9+fQ0aNEiVKlVSWlqa/vrrLy1fvlyDBw9W7dq1XRI77kE5dksjkIMym50jb968pkqVKub99983ly9fdqh/5swZ8+yzz5rw8HDj6elpIiIizNChQ+31duzYYfz8/DLc2X358mVTvXp1U6xYMXPu3DljzNW74AMCAsyOHTtMdHS08fPzM8HBwea5554ziYmJDutndrf44cOHzZNPPmny589vvLy8TJkyZcy4ceNMamqqQ72VK1eaqlWrGh8fHyPppned79y50zRu3Nj4+vqa4OBg88wzz5gvvvjCSDLbt2+314uKijL3339/pm04G9vx48dNhw4dTHBwsMmbN6/p1KmT2bx5c6azczh7rIwxZsqUKaZ27domICDA+Pn5mRIlSpjOnTs7TF2WlpZmxo4da4oWLWq8vb1NpUqVzKJFi0xUVJTTs3P07dvXTJw40ZQoUcJ4eXmZsmXLmhkzZlx3nejoaBMcHGwuXrx40/aNufXZOa5cuWJeeOEFU7hwYePr62uqVatmvvvuuwwzMFw7xV26cePGGUlm2LBh9jJnjm1mMzzEx8eb7t27m6CgIOPv72+aNGli9u7d69TsHB9//LGR5DDlpLPSz51rXe/8jYiIMK1atbK/vt7sHJm1mT5TgxVWzsM//vjDNG3a1OTJk8eEhoaa/v37myVLlmSIb/fu3aZJkyYmMDDQ5MuXzzz66KPmr7/+ynCsnZ2dY9u2baZu3brG39//urPXWD23r5XZeXDq1CkzYMAAExkZaby8vExwcLCpXr26efXVVzP83qemppqiRYsaSebVV1/NdBuJiYnmtddeM2XKlDHe3t4mb968pmLFimbQoEEOs+wwOwesshljzG3M2YF7XteuXfXtt98qMTExp0O5qV69emnWrFk6c+aMvL29b/v276RjdT0nT55URESE+vfvr3feecepddJ7YA8cOKCIiAh5et6bHxo+9thjOnTokH799decDuW2SR+idCfMGpGVc/tOZ4xRamqqRo0apTfeeEOnTp1iXPU97N68MgPIYNSoUSpUqJCKFy+uxMRELV68WP/973/12muv5UgCfac7evSo/vzzT40bN065cuXSv//9b8ttlCxZUpLuyT/UxhitXbtW06dPz+lQcA1XnNt3qvHjx2vQoEE5HQbcBEk0AEmSl5eXxo0bp6NHjyolJUWlSpXS+++/f0/9gXSl//73vxo1apSKFSumGTNmqHDhwk6v+/DDDzv0vl477dy9wGaz6eTJkzkdhmWpqam60Qe8NptNHh4etzEi13Pm3L7R2Hvp6n0Wztxr4W6efPJJh/tW7sXfTfwfhnMAAOAi0dHR9geCZCYiIkKxsbG3L6AcEBsba78x+3qGDx+uESNG3J6AgGxCEg0AgIvs27fvuvNxS1enjbvRtIB3g7///jvDlHzXKlSokMN0dcCdiCQaAAAAsOjOG5AEAAAA5DCSaAAAAMAikmgAAADAIpJoAAAAwCKSaAAAAMAikmgAAADAIpJo4B43bdo02Ww2yw+AGDFihGw2m06fPp09geWgjz/+WCVLlpS3t7dsNpvi4+NzOqQcM3HiRE2bNi3Htj9z5kx9+OGHObZ9d7Z06VIeWALkIJJoAPiHbdu2acCAAWrQoIFWr16tmJgYBQYG5nRYOYYk2n0tXbpUI0eOzOkwgHuWZ04HAADu4OLFi/L399euXbskST179lStWrVyOKq7kzFGly9flp+fX06H4lbSz8Gc5i5xAO6OnmgADlasWKG2bduqSJEi8vX1VcmSJdW7d2+nhm3s3btXxYsXV+3atXXy5ElJUlxcnHr37q0iRYrI29tbkZGRGjlypFJSUizF9dtvv6l169YqUKCAfHx8VKhQIbVq1UpHjx6VJMXGxspms2Xaa2qz2Rw+9k4firJ161Z16NBB+fLlU4kSJRQdHa1OnTpJkmrXri2bzaauXbtaPi579+5Vx44dVbBgQfn4+Oi+++5T586ddeXKFXsdVxyXCRMmKFeuXPZjLUnvvfeebDab+vbtay9LS0tTvnz5NHjwYHvZyJEjVbt2bQUHBytPnjyqVq2aJk+erH8+xLZYsWLatWuX1q1bJ5vNJpvNpmLFitmXJyQk6IUXXlBkZKS8vb1VuHBhDRw4UElJSRmOf79+/fTZZ5+pXLly8vHx0RdffHHT/YuOjtaSJUt0+PBh+/ZtNpt9+d9//63Ro0erbNmy8vHxUWhoqLp166ZTp045tFOsWDG1bt1aixcvVtWqVeXn56dy5cpp8eLFkq4OaSpXrpwCAgJUq1Ytbd682WH9rl27Knfu3Nq1a5caNWqkgIAAhYaGql+/frp48aJDXWOMJk6cqCpVqsjPz0/58uVThw4d9Oeff2bYtwoVKmj9+vWqU6eO/P391b17d0nSnDlz1LRpU4WHh9tjHTJkiMNx7dq1qyZMmGA/vulfsbGxLvldsLIvwL2KnmgADg4ePKgHH3xQPXr0UN68eRUbG6v3339f9erV0++//y4vL69M11u3bp0eeeQR1a9fXzNnzpS/v7/i4uJUq1Yt5cqVS8OGDVOJEiUUExOj0aNHKzY2VlOnTnUqpqSkJDVp0kSRkZGaMGGCChYsqLi4OK1Zs0YXLlzI8r62b99eTzzxhJ599lklJSWpVKlSmjVrlkaPHq2pU6eqbNmyCg0NtXRctm/frnr16ikkJESjRo1SqVKldPz4cS1cuFB///23fHx8XHZcGjduLGOMVq1apY4dO0qSVq5cKT8/P61YscJeb/PmzYqPj1fjxo3tZbGxserdu7fuu+8+SdLGjRvVv39//e9//9OwYcMkSfPnz1eHDh2UN29eTZw4UZLk4+Mj6WpvZVRUlI4ePapXXnlFlSpV0q5duzRs2DD9/vvvWrlypUPC+9133+nHH3/UsGHDFBYWpgIFCtx0/yZOnKhevXrp4MGDmj9/vsOytLQ0tW3bVj/++KNeeukl1alTR4cPH9bw4cMVHR2tzZs3O/R0b9++XUOHDtWrr76qvHnzauTIkWrfvr2GDh2qVatW6c0335TNZtPLL7+s1q1b69ChQw7rJycnq2XLlurdu7eGDBmin3/+WaNHj9bhw4e1aNEie73evXtr2rRpGjBggN5++22dPXtWo0aNUp06dbR9+3YVLFjQXvf48ePq1KmTXnrpJb355pvKletqv9b+/fvVsmVLDRw4UAEBAdq7d6/efvttbdq0SatXr5Ykvf7660pKStK3336rmJgYe5vh4eE6fvz4TY/tta79XbC6L8A9yQC4p02dOtVIMocOHcqwLC0tzSQnJ5vDhw8bSWbBggX2ZcOHDzeSzKlTp8xXX31lvL29zYABA0xqaqq9Tu/evU3u3LnN4cOHHdp99913jSSza9cup2LcvHmzkWS+++6769Y5dOiQkWSmTp2aYZkkM3z48AyxDxs2LEPd9OPx66+/XndbNzouDRs2NEFBQebkyZPXXd9Vx8UYY4oUKWK6d+9ujDHmypUrJiAgwLz88stGkr39MWPGGC8vL5OYmJhpG6mpqSY5OdmMGjXK5M+f36SlpdmX3X///SYqKirDOmPHjjW5cuXKcJy+/fZbI8ksXbrUXibJ5M2b15w9e9bp/UrXqlUrExERkaF81qxZRpKZO3euQ/mvv/5qJJmJEyfayyIiIoyfn585evSovWzbtm1GkgkPDzdJSUn28u+++85IMgsXLrSXdenSxUgy48ePd9jWmDFjjCSzYcMGY4wxMTExRpJ57733HOodOXLE+Pn5mZdeesleFhUVZSSZVatW3XD/08+1devWGUlm+/bt9mV9+/Y1mf0Zd8XvgpV9Ae5VDOcA4ODkyZN69tlnVbRoUXl6esrLy0sRERGSpD179mSoP2bMGHXt2lVvvfWWxo8fb+9Nk6TFixerQYMGKlSokFJSUuxfLVq0kHS199oZJUuWVL58+fTyyy/rs88+0+7du12wp9K//vUvp+s6c1wuXryodevW6bHHHrP3YGfGVcdFkho1aqSVK1dKkn7++WddvHhRzz//vEJCQuy90StXrtSDDz6ogIAA+3qrV69W48aNlTdvXnl4eMjLy0vDhg3TmTNnHIaH3GgfKlSooCpVqjjsQ7NmzWSz2bR27VqH+g0bNlS+fPmc3i9nth8UFKSHH37YYftVqlRRWFhYhu1XqVJFhQsXtr8uV66cpKvDKv45/je9/PDhwxm2+dRTTzm8fvLJJyVJa9asscdks9nUqVMnh5jCwsJUuXLlDDHly5dPDRs2zLCdP//8U08++aTCwsLs701UVJSkzH8HXeHa3wWr+wLcixjOAcAuLS1NTZs21bFjx/T666+rYsWKCggIUFpamh544AFdunQpwzrTp09X4cKF9cQTT2RYduLECS1atOi6Q0CcnR4vb968WrduncaMGaNXXnlF586dU3h4uHr27KnXXnvtuu3fTHh4uFP1nD0u586dU2pqqooUKXLD9lx1XKSrQzq++OIL7d+/XytXrlTVqlVVoEABNWzYUCtXrtSTTz6pn3/+Wa+++qp9nU2bNqlp06aKjo7Wf/7zH/u47O+++05jxozJ9H3ObB8OHDjg9D44e6yddeLECcXHx8vb29up7QcHBzu8Tl/veuWXL192KPf09FT+/PkdysLCwiRJZ86cscdkjLnuMIfixYs7vM7smCQmJuqhhx6Sr6+vRo8erdKlS8vf319HjhxR+/btnXpvsuLaWKzuC3AvIokGYLdz505t375d06ZNU5cuXezlBw4cuO46y5Yt0+OPP66HHnpIq1atsvfOSlJISIgqVaqkMWPGZLpuoUKFnI6tYsWKmj17towx2rFjh6ZNm6ZRo0bJz89PQ4YMka+vryQ53Lwn/V+Ck5l/jtm9EWePS3BwsDw8POw3O16PK49Lo0aNJF3tbV6xYoWaNGliL3/ttde0fv16XblyxWE89OzZs+Xl5aXFixfbj5t0ddyys0JCQuTn56cpU6Zcd/k/OXusrWw/f/78WrZsWabLXT0tYUpKis6cOeOQSMfFxUmSvSwkJEQ2m00//vijfez4P11bltkxWb16tY4dO6a1a9fae58lWZqr3BW/C1b3BbgXkUQDsEv/Q3rtH8hJkyZdd52IiAj9+OOPaty4sT2RLlWqlCSpdevWWrp0qUqUKOGyj/JtNpsqV66sDz74QNOmTdPWrVslSQULFpSvr6927NjhUH/BggUu2aZ08+Pi5+enqKgoffPNNxozZkyGRDKdK49LeHi4ypcvr7lz52rLli168803JUlNmjRR79699f777ytPnjyqWbOmw/54enrKw8PDXnbp0iV99dVXGdr38fHJtPezdevWevPNN5U/f35FRkbe0j7cyI22P3v2bKWmpqp27drZtv1/mjFjhgYMGGB/PXPmTElXh4Skx/TWW2/pf//7nx577LEsbcPK72B6nUuXLjncBOmK3wVX7AtwtyOJBmBXtmxZlShRQkOGDJExRsHBwVq0aJHDTA+ZCQ8P17p169SsWTPVr19fK1asUIUKFTRq1CitWLFCderU0YABA1SmTBldvnxZsbGxWrp0qT777LObDn2Qro7PnDhxotq1a6fixYvLGKN58+YpPj7e3vOaPn5zypQpKlGihCpXrqxNmzbZE53bdVzSZ+yoXbu2hgwZopIlS+rEiRNauHChJk2apMDAQJcdl3SNGjXSxx9/LD8/P9WtW1eSFBkZqcjISC1fvlxt2rSRp+f/Xe5btWql999/X08++aR69eqlM2fO6N133820dzH9E4A5c+aoePHi8vX1VcWKFTVw4EDNnTtX9evX16BBg1SpUiWlpaXpr7/+0vLlyzV48GCXJLcVK1bUvHnz9Omnn6p69erKlSuXatSooSeeeEIzZsxQy5Yt9e9//1u1atWSl5eXjh49qjVr1qht27Z65JFHbnn76by9vfXee+8pMTFRNWvWtM/O0aJFC9WrV0+SVLduXfXq1UvdunXT5s2bVb9+fQUEBOj48ePasGGDKlasqOeee+6G26lTp47y5cunZ599VsOHD5eXl5dmzJih7du3Z3psJOntt99WixYt5OHhoUqVKsnb2/uWfxdcsS/AXS8n72oEkPOunZ1j9+7dpkmTJiYwMNDky5fPPProo+avv/667l39p06dspfFx8ebunXrmuDgYPusDadOnTIDBgwwkZGRxsvLywQHB5vq1aubV1999bqzRVxr7969pmPHjqZEiRLGz8/P5M2b19SqVctMmzbNod758+dNjx49TMGCBU1AQIB5+OGHTWxsrFOxX3s8rp11wtnjkl730UcfNfnz5zfe3t7mvvvuM127djWXL1+213HFcUm3YMECI8k0adLEobxnz55Gkvnoo48yrDNlyhRTpkwZ4+PjY4oXL27Gjh1rJk+enGGmltjYWNO0aVMTGBhoJDnMlJGYmGhee+01U6ZMGePt7W3y5s1rKlasaAYNGmTi4uLs9SSZvn37WtqndGfPnjUdOnQwQUFBxmazOcxGkZycbN59911TuXJl4+vra3Lnzm3Kli1revfubfbv32+vFxERYVq1apWh7cziSp/ZYty4cfayLl26mICAALNjxw4THR1t/Pz8THBwsHnuuecyfa+mTJliateubQICAoyfn58pUaKE6dy5s9m8ebO9TlRUlLn//vsz3eeff/7ZPPjgg8bf39+EhoaaHj16mK1bt2aYcePKlSumR48eJjQ01H5s0t87V/wuOLsvwL3KZsw/ZtYHAAAOunbtqm+//VaJiYk5HQoAN8IUdwAAAIBFjIkGkKNSU1N1ow/EbDabww1w94q7/bjc7fsH4O5HTzSAHNWoUSN5eXld96tEiRI5HWKOuNuPy520f9OmTWMoB4AMGBMNIEft27dPFy5cuO5yHx8f+ywE95K7/bjc7fsH4O5HEg0AAABYxJjoG0hLS9OxY8cUGBjo8qdtAQAAwP0YY3ThwgUVKlRIuXJdf+QzSfQNHDt2TEWLFs3pMAAAAHCbHTly5IYPviKJvoHAwEBJVw9injx5cjga3Gvi4+P1008/qW7dugoKCsrpcADgtuH6h5yUkJCgokWL2vPA6yGJvoH0IRx58uQhicZtl5aWJn9/f84/APccrn9wBzcbyssUdwAAAIBFJNEAAACARSTRAAAAgEUk0QAAAIBFJNEAAACARTmeRI8dO1Y1a9ZUYGCgChQooHbt2mnfvn0OdU6cOKGuXbuqUKFC8vf3V/PmzbV//36HOtHR0bLZbA5fTzzxxO3cFQAAANwjcjyJXrdunfr27auNGzdqxYoVSklJUdOmTZWUlCTp6lNj2rVrpz///FMLFizQb7/9poiICDVu3NheJ13Pnj11/Phx+9ekSZNyYpcAAABwl8vxeaKXLVvm8Hrq1KkqUKCAtmzZovr162v//v3auHGjdu7cqfvvv1+SNHHiRBUoUECzZs1Sjx497Ov6+/srLCzstsYPAACAe0+OJ9HXOn/+vCQpODhYknTlyhVJkq+vr72Oh4eHvL29tWHDBockesaMGZo+fboKFiyoFi1aaPjw4Td92sw/pfdgp0tMTJR09clJaWlpWd8pIAsuXLjg8B0A7hVc/5CTEhISnKrnVkm0MUbPP/+86tWrpwoVKkiSypYtq4iICA0dOlSTJk1SQECA3n//fcXFxTkkvE899ZQiIyMVFhamnTt3aujQodq+fbtWrFjh9PYnTZqkkSNHZij/6aef5O/vf+s7CGTB1q1bczoEAMgRXP+QEy5evOhUPZsxxmRzLE7r27evlixZog0bNqhIkSL28i1btuiZZ57R9u3b5eHhocaNGytXrqvDuZcuXZppW1u2bFGNGjW0ZcsWVatWzantZ9YTHRUVpcOHD/PYUdx2Fy5c0NatW1WtWjVLn6gAwJ2O6x9yUkJCgiIiInT+/Pkb5n9u0xPdv39/LVy4UOvXr3dIoCWpevXq2rZtm86fP6+///5boaGhql27tmrUqHHd9qpVqyYvLy/t37/f6SQ6PDxc4eHh9tfp3flBQUEk0cgxgYGBCgoKyukwAOC24/qHnJDeUXvTetkcx00ZY9SvXz/NmzdPq1evVmRk5HXr5s2bV6Ghodq/f782b96stm3bXrfurl27lJyc7JAUAwAAAK6Q4z3Rffv21cyZM7VgwQIFBgYqLi5O0tWE2c/PT5L0zTffKDQ0VPfdd59+//13/fvf/1a7du3UtGlTSdLBgwc1Y8YMtWzZUiEhIdq9e7cGDx6sqlWrqm7dujm2bwAAALg75XgS/emnn0q6+rCUf5o6daq6du0q6epY5eeff14nTpxQeHi4OnfurNdff91e19vbW6tWrdL48eOVmJiookWLqlWrVho+fLg8PDxu164AAADgHpHjSbQz9zUOGDBAAwYMuO7yokWLat26da4MC3C5ixcvau/evU7XP3UuXj//flC+uQMVmi/I6fXKli3LbDIAAGSzHE+igXvF3r17Vb16dcvrvWOxvpUZaQDgdqATAXcjkmjgNilbtqy2bNnidP0dh05o6KI/NPbh0qoUWdDSdgDAndCJgLsRSTRwm/j7+1u6uF/xPyqfX9NU5v6Kqla2yM1XAAA3RScC7kYk0QAAIFvRiYC7UY7PEw0AAADcaUiiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLPJ2pdPbs2Sw1HhQUpFy5yNMBAABwd3EqiQ4JCZHNZrPUsM1m06ZNm1StWrUsBQYAAAC4K6eSaEl69dVXVaJECafqpqamqmfPnlkOCgAAAHBnTifRrVu3Vq1atZyqm5qaqh49emQ5KAAAAMCdOZVE79mzR5GRkU436uHhoT179qhYsWJZjQsAAABwW04l0WXKlLHccFbWAQAAAO4ETg/nyMzJkyd1+fLlDOX33XffrTQLAAAAuDXLSfSZM2fUv39/zZs3T8nJyQ7LjDGy2WxKTU11WYAAAACAu7GcRPfo0UNr167Viy++qPLly8vb2zs74gIAAADcluUkes2aNfroo4/UuXPn7IgHAAAAcHuWHycYFBSkkJCQ7IgFAAAAuCNYTqJffPFFffzxx0pJScmOeAAAAAC3Z3k4x969e7V7926VKFFCUVFRCgoKclhus9k0fvx4V8UHAAAAuB3LSfTixYuVK9fVDuwff/wxw3KSaAAAANztLCfRhw4dyo44AAAAgDuG5THRAAAAwL3OqZ7oefPmqWHDhgoKCtK8efNuWr99+/a3HBgAAADgrpxKojt06KCNGzeqVq1a6tChww3r8sRCAAAA3O2cSqIPHTqk8PBw+88AAADAvcypJDoiIiLTnwEAAIB7keUbCx944AF99NFHiouLy454AAAAALdnOYkuXLiwhgwZoqJFi6px48aaMmWK4uPjsyE0AAAAwD1ZTqLnzp2rkydPavLkyfLx8dGzzz6rsLAwtWvXTnPmzNGlS5eyI04AAADAbWRpnujcuXOrc+fOWrJkiY4fP67x48fr/Pnz6tSpkwoWLOjqGAEAAAC3cssPW8mfP7/q1q2rBx98UKGhoUpKSnJFXAAAAIDbsvzY73QHDx7U7NmzNWvWLO3Zs0fh4eHq2LGjOnbs6Mr4AAAAALdjOYn+4IMPNGvWLG3ZskX58uXTv/71L33yySeKioqSzWbLjhgBAAAAt2J5OMewYcNUqlQpLViwQHFxcZo0aZKio6OznECPHTtWNWvWVGBgoAoUKKB27dpp3759DnVOnDihrl27qlChQvL391fz5s21f/9+hzpXrlxR//79FRISooCAALVp00ZHjx7NUkwAAADAjVhOok+cOKEZM2aodevW8vTM8mgQu3Xr1qlv377auHGjVqxYoZSUFDVt2tQ+ttoYo3bt2unPP//UggUL9NtvvykiIkKNGzd2GH89cOBAzZ8/X7Nnz9aGDRuUmJio1q1b8whyAAAAuJzlLNjf39+lASxbtszh9dSpU1WgQAFt2bJF9evX1/79+7Vx40bt3LlT999/vyRp4sSJKlCggGbNmqUePXro/Pnzmjx5sr766is1btxYkjR9+nQVLVpUK1euVLNmzZyK5fjx4zp+/Lj9dWJioiQpPj5eaWlprthdwGlJF5Ps35mLHcC9hOsfclJCQoJT9ZxKogMDA50ermGz2XT+/Hmn6mYmfd3g4GBJV4dpSJKvr6+9joeHh7y9vbVhwwb16NFDW7ZsUXJyspo2bWqvU6hQIVWoUEE///yz00n0pEmTNHLkyAzlP/30k8v/eQBu5kiiJHlq7569SjqyN6fDAYDbhusfctLFixedqudUEj148ODbctOgMUbPP/+86tWrpwoVKkiSypYtq4iICA0dOlSTJk1SQECA3n//fcXFxdl7jePi4uTt7a18+fI5tFewYEFLjyfv3bu32rRpY3+dmJioqKgo1a1bV3ny5HHBHgLO2/znCen3AypbrqxqFGf+dQD3Dq5/yEku7YkeMWLErcTitH79+mnHjh3asGGDvczLy0tz587VM888o+DgYHl4eKhx48Zq0aLFTdszxlhK/sPDwxUeHm5/nX4Qg4KCSKJx2wX4J/7/7wEKCgrK2WAA4Dbi+oeclCuXc7cM3tLDVowxOnbsmFJSUm6lGUlS//79tXDhQq1Zs0ZFihRxWFa9enVt27ZN8fHxOn78uJYtW6YzZ84oMjJSkhQWFqa///5b586dc1jv5MmTPEERAAAALpelJPqHH37QAw88IF9fX913333asWOHJKlXr16aMWOGpbaMMerXr5/mzZun1atX2xPjzOTNm1ehoaHav3+/Nm/erLZt20q6mmR7eXlpxYoV9rrHjx/Xzp07VadOnSzsIQAAAHB9lpPoWbNmqWXLloqIiNBHH33kMGtFiRIlNHXqVEvt9e3bV9OnT9fMmTMVGBiouLg4xcXF6dKlS/Y633zzjdauXWuf5q5JkyZq166d/UbCvHnz6plnntHgwYO1atUq/fbbb+rUqZMqVqxon60DAAAAcBXLSfQbb7yhgQMHas6cOerRo4fDsvvvv187d+601N6nn36q8+fPKzo62j4mOTw8XHPmzLHXOX78uJ5++mmVLVtWAwYM0NNPP61Zs2Y5tPPBBx+oXbt2euyxx1S3bl35+/tr0aJF8vDwsLqLAAAAwA1Znif6zz//VMuWLTNdFhAQYHl6O2PMTesMGDBAAwYMuGEdX19fffzxx/r4448tbR8AAACwynJPdFhYmPbuzXzOxh07digiIuKWgwIAAADcmeUk+sknn9SIESO0atUqe5nNZtPOnTv1zjvvqFOnTi4NEAAAAHA3lodzjBgxQrt27VKTJk2UP39+SVKLFi106tQptW7dWkOGDHF5kAAAAIA7sZxEe3t7a8GCBVqzZo1WrFih06dPKzg4WI0bN1bjxo21f/9+lSpVKjtiBQAAANyCU0l0165dNW3aNIeyBg0aqEGDBg5lv/32m1q0aGHpUdsAAADAncapMdGzZs1S586dbziTxvr169WgQQOFhIS4LDgAAADAHTmVRH/99df6+uuv9fTTT2eaSC9atEjNmzdXmTJltH79epcHCQAAALgTp5Lotm3b6ttvv9XcuXP15JNPOjyl8KuvvlL79u1Vt25drV69WsHBwdkWLAAAAOAOnJ7irnXr1po3b56+++47dezYUWlpafrwww/VtWtXtW3bVkuWLFFAQEB2xgoAAAC4BUuzc7Ro0UILFizQI488oooVK2rv3r3q3r27Jk2apFy5LE85DQAAANyRnEqit27dav85JCREw4cP15AhQ9S8eXM999xz2rZtm0P9atWquTRIAAAAwJ04lUTXqFFDNpstQ/myZcv0ww8/2F8bY2Sz2ZSamuq6CAEAAAA341QSvWbNmuyOAwAAALhjOJVER0VFZXccAAAAwB2DuwEBAAAAi5xKops2bap9+/Y53agxRk2bNtWBAweyHBgAAADgrpxKoleuXKmEhASnG01LS7O8DgAAAHCncHqe6AYNGliaCzqz2TwAAACAu4FTSfTw4cOz1HihQoWytB4AAADgzrI1iQYAAADuRszOAQAAAFhEEg0AAABYRBINAAAAWEQSDQAAAFhEEg0AAABY5PQ80dfas2ePNm/erCNHjqh79+4KCwvTgQMHVLBgQQUGBroyRgAAAMCtWE6iL168qB49eujrr7+WdPUR382bN1dYWJiGDh2qyMhIvfPOOy4PFAAAAHAXlodzvPDCC1q9erUWL16s8+fPyxhjX9ayZUstW7bMpQECAAAA7sZyT/S3336rcePGqXnz5kpNTXVYVqxYMcXGxroqNgAAAMAtWe6JTkxMVHh4eKbLkpKSbjkgAAAAwN1ZTqIrVaqkuXPnZrpsyZIlqlGjxi0HBQAAALgzy8M5Xn/9dbVt21YXL17Uo48+KpvNpk2bNmnWrFmaMmWKli5dmh1xAgAAAG7Dck90q1atNHv2bG3YsEHt2rWTMUZ9+vTRnDlzNGPGDDVq1Cg74gQAAADchqWe6JSUFG3fvl3169fXoUOH9Mcff+j06dMKDg5W2bJlsytGAAAAwK1Y6onOlSuXHnzwQe3YsUOSVLp0adWpU4cEGgAAAPcUy0l08eLFFR8fn03hAAAAAO7P8pjoV155RaNHj9bx48ezIx4AAADA7VmeneObb77RiRMnVLx4cVWqVEkFChSQzWazL7fZbFqwYIFLgwQAAADcieUkOjEx0WEMdGJioksDAgAAANyd5SR6zZo12REHAAAAcMewPCYaAAAAuNdZ7okeNWrUTesMGzYsS8EAAAAAdwLLSfS4ceMylF28eFHGGPn4+MjLy4skGgAAAHc1y8M5Lly4kOHr0qVLWrRokUqXLq2ffvopO+IEAAAA3IblnujMeHt7q1WrVjpx4oSeffZZEmkAAADc1Vx6Y2GRIkW0bds2VzYJAAAAuB2XJdGHDh3S22+/rRIlSriqSQAAAMAtWR7OERgY6PCEQklKTk7W33//LX9/f82bN89lwQEAAADuyHISPXjw4AxJtK+vr4oUKaIWLVooODjYZcEBAAAA7shyEj1ixIhsCAMAAAC4c1geE128eHFt374902U7d+5U8eLFbzkoAAAAwJ1Z7omOjY3VlStXMl128eJFHTly5JaDAgAA7u3Q6SQlXUnJnrbPXLR/D/zf+WzZRoCPpyJDArKlbdwbnEqiL1++bH8qoSQlJCTo7NmzGep89913KlSokOujBAAAbuPQ6SQ1eHdttm/nlUX7Je3PtvbXvBBNIo0scyqJfvvttzVq1ChJks1mU7Nmza5blzHTAADc3dJ7oD98vIpKFsjt8vZPnzuvVRt/U6MHqiokX16Xt3/gZKIGztmWbT3puDc4lUS3a9dOxYoVkzFG3bt312uvvZZhPmhvb2+VK1dOVapUyY44AQCAmylZILcqFHZ9khsfYHQ+VKpSJI+CglzfPuAKTiXRlStXVuXKlSVd7Ylu3bq18ufPn62BAQAAAO7K8o2FXbp0yY44AAAAgDuG5SRaktavX6/PP/9cf/zxhy5fvpxh+Y4dO245MAAAAMBdWZ4n+ocfflDDhg11+vRpbd68WUWLFlVISIj27dunpKQk1ahRIzviBAAAANyG5SR6+PDhGjhwoJYsWSJJeuONN7R69Wr98ccf8vb2VsOGDV0eJAAAAOBOLCfRe/bsUYsWLZQrVy7ZbDYlJSVJkiIiIjRixAiNHj3a5UECAAAA7sRyEu3r66u0tDTZbDaFh4fr4MGD9mW5c+fmiYUAAAC461m+sbBy5crat2+fmjRpokaNGmnMmDEKCQmRl5eXXnvtNVWsWDE74gQAAADchuWe6IEDB8pms0mS3nzzTQUGBqpNmzZq0aKFzpw5owkTJrg8SAAAAMCdWO6Jbtmypf3nwoULa8uWLTpw4IAuXbqksmXLytvb26UBAgAAAO7GUk/05cuXValSJf3www/2MpvNplKlSqlSpUok0AAAALgnWEqifX19dezYMXl4eGRXPAAAAIDbszwmun379vr222+zIxYAAADgjmB5THTdunX1yiuv6NixY2rRooUKFChgv9EwXfv27V0WIAAAAOBuLCfR3bp1kyQtXrxYixcvzrDcZrMpNTXV6fbGjh2refPmae/evfLz81OdOnX09ttvq0yZMvY6iYmJGjJkiL777judOXNGxYoV04ABA/Tcc8/Z60RHR2vdunUObT/++OOaPXu21V0EAAAAbshyEn3o0CGXBrBu3Tr17dtXNWvWVEpKil599VU1bdpUu3fvVkBAgCRp0KBBWrNmjaZPn65ixYpp+fLl6tOnjwoVKqS2bdva2+rZs6dGjRplf+3n5+fSWAEAAAApC0l0RESESwNYtmyZw+upU6eqQIEC2rJli+rXry9JiomJUZcuXRQdHS1J6tWrlyZNmqTNmzc7JNH+/v4KCwtzaXwAAADAtSwn0emWLVumX3/9VUeOHNFrr72m++67T+vXr1fJkiVVqFChLAd0/vx5SVJwcLC9rF69elq4cKG6d++uQoUKae3atfrjjz80fvx4h3VnzJih6dOnq2DBgmrRooWGDx+uwMBAp7d9/PhxHT9+3P46MTFRkhQfH6+0tLQs7xOQFUkXk+zf4+PjczYYAPiHCxcS///3C4qPN9nQ/gWH765vP3vjx50tISHBqXqWk+hTp06pbdu2+uWXXxQeHq7jx4/r2Wef1X333acpU6YoICAgy08tNMbo+eefV7169VShQgV7+UcffaSePXuqSJEi8vT0VK5cufTf//5X9erVs9d56qmnFBkZqbCwMO3cuVNDhw7V9u3btWLFCqe3P2nSJI0cOTJD+U8//SR/f/8s7ROQVUcSJclTe/fsVdKRvTkdDgDYpV+ftmzZopO5s287W7duzZZ2b1f8uDNdvHjRqXqWk+iBAwfq9OnT+v3331W6dGmHB6w0btxYo0ePttqkXb9+/bRjxw5t2LDBofyjjz7Sxo0btXDhQkVERGj9+vXq06ePwsPD1bhxY0lXx0Onq1ChgkqVKqUaNWpo69atqlatmlPb7927t9q0aWN/nZiYqKioKNWtW1d58uTJ8n4BWbH5zxPS7wdUtlxZ1SheMKfDAQC7PXGJ0u/bVb16dZULc30WeuHCBfvfbyufKDsru+PHnS3beqKXLFmi//znPypfvnyGWTiKFi2qo0ePWm1SktS/f38tXLhQ69evV5EiRezlly5d0iuvvKL58+erVatWkqRKlSpp27Ztevfdd+1J9LWqVasmLy8v7d+/3+kkOjw8XOHh4fbX6QcxKCiIJBq3XYB/4v//HqCgoKCcDQYA/iEw6erUtoGBgQoKypt92wkMzJbr3+2KH3emXLmce4yK5SQ6JSXFPmvGtc6dO2f50d/GGPXv31/z58/X2rVrFRkZ6bA8OTlZycnJGXbIw8PjhuOUd+3apeTkZIekGAAAAHAFy0l07dq1NWXKFLVs2TLDstmzZ6tu3bqW2uvbt69mzpypBQsWKDAwUHFxcZKkvHnzys/PT3ny5FFUVJRefPFF+fn5KSIiQuvWrdOXX36p999/X5J08OBBzZgxQy1btlRISIh2796twYMHq2rVqpbjAQAAAG7GchI9evRoNWjQQPXr11eHDh1ks9n03XffaezYsVqyZEmG8cw38+mnn0qSffq6dFOnTlXXrl0lXU3Ohw4dqqeeekpnz55VRESExowZo2effVaS5O3trVWrVmn8+PFKTExU0aJF1apVKw0fPlweHh5WdxEAAAC4IctJ9IMPPqg1a9ZoyJAhGjx4sIwxGjNmjB588EGtWrXK6fHH6Yy5+dQyYWFhmjp16nWXFy1aNMPTCgEAAIDskqV5oh988EGtW7dOly5d0rlz5xQUFMQUcAAAALhnOHf74XX4+vrKy8uLx2sDAADgnpKlJHr58uWqV6+e/Pz8FBYWJj8/P9WtW1c//PCDq+MDAAAA3I7lJHrq1Klq3ry5PDw89NZbb+mrr77SW2+9JQ8PD7Vs2VJTpkzJjjgBAAAAt2F5TPSoUaPUrVs3TZ482aF84MCB6tatm9544w11797dZQEC7uzQ6SQlXUnJnrbPXLR/D/zf+WzZRoCPpyJDMp/3HQAAXJ/lJPrkyZN64oknMl3WsWNHff3117ccFHAnOHQ6SQ3eXZvt23ll0X5J+7Ot/TUvRJNIAwBgkeUk+oEHHtDWrVvVpEmTDMu2bt2qWrVquSQwwN2l90B/+HgVlSyQ2+Xtnz53Xqs2/qZGD1RVSD7XP5b2wMlEDZyzLdt60gEAuJtZTqLffPNNdezYUZcvX1a7du1UoEABnTx5UvPnz9eXX36pWbNm6ezZs/b6wcHBLg0YcDclC+RWhcKuT3LjA4zOh0pViuRRUJDr2wcAAFmXpYetSNLIkSM1atQoe3n6Q1Pq1KnjUD81NfVW4gMAAADcjuUkesqUKbLZbNkRCwAAAHBHsJxEd+3aNRvCAAAAAO4ct/TEQgAAAOBeZLknOjk5We+9956++eYbHTlyRJcvX85QJyEhwSXBAQAAAO7IchLdp08fffnll2rTpo2aN28ub2/v7IgLAAAAcFuWk+i5c+fqgw8+UJ8+fbIjHgAAAMDtWR4THRgYqOLFi2dHLAAAAMAdwXISPXjwYE2YMEEpKTzlDAAAAPcmy8M5BgwYoGPHjqlkyZKqX7++goKCHJbbbDaNHz/eVfEBAAAAbsdyEj1jxgy9++67stlsWrVqVYYbC0miAQAAcLeznEQPHTpUHTp00Oeff648efJkR0wAAACAW7M8JvrcuXPq2bMnCTQAAADuWZaT6GbNmumXX37JjlgAAACAO4Ll4Rw9e/ZU3759lZSUpEaNGmW4sVCSqlWr5orYAAAAALdkOYlu0aKFJGns2LEaO3asbDabfZkxRjabTampqa6LEAAAAHAzlpPoNWvWZEccAAAAwB3DchIdFRWVHXEAAAAAdwzLSXS6PXv2aPPmzTpy5Ii6d++usLAwHThwQAULFlRgYKArYwQAAADciuUk+uLFi+rRo4fmzJkjm80mY4yaN2+usLAwDR06VJGRkXrnnXeyI1YAAADALVie4u6FF17Q6tWrtWTJEp0/f17GGPuyli1batmyZS4NEAAAAHA3lnuiv/32W40bN07NmzfPMAtHsWLFFBsb66rYAAAAALdkuSc6MTFR4eHhmS5LSkq65YAAAAAAd2c5ia5UqZLmzp2b6bIlS5aoRo0atxwUAAAA4M4sD+d4/fXX1bZtW128eFGPPvqobDabNm3apFmzZmnKlClaunRpdsQJAAAAuA3LPdGtWrXS7NmztWHDBrVr107GGPXp00dz5szRjBkz1KhRo+yIEwAAAHAbWZonukOHDurQoYP++OMPnT59WsHBwSpbtqyrYwMAAADckuWe6FGjRunYsWOSpNKlS6tOnTr2BPr48eMaNWqUayMEAAAA3IzlJHrkyJE6evRopsuOHTumkSNH3nJQAAAAgDuznEQbY2Sz2TJddvz4cQUFBd1qTAAAAIBbc2pM9KxZszRr1ixJks1m0+DBgzMky5cvX9bmzZtVt25dlwcJAAAAuBOnkui///5bFy5ckHS1JzopKUkeHh4Odby9vdW5c2e99NJLro8SAAAAcCNOJdFdunRRly5dJEkNGjTQp59+ymwcAAAAuGdZnuJuzZo12REHAAAAcMewfGMhAAAAcK8jiQYAAAAsIokGAAAALCKJBgAAACwiiQYAAAAssjw7hyQtX75c3377rY4eParLly87LLPZbFq1apVLggMAAADckeUkety4cXr55ZdVtGhRlS1bVgEBAdkRFwAAAOC2LCfREyZMUJ8+ffTxxx/LZrNlR0wAAACAW7M8Jvrs2bNq3749CTQAAADuWZaT6IcfflgbNmzIjlgAAACAO4Ll4Rxdu3ZVnz59dOnSJTVp0kRBQUEZ6lSrVs0VsQEAAABuyXIS3axZM0nS22+/rbffftthWIcxRjabTampqa6LEAAAAHAzlpPoNWvWZEccAAAAwB3DchIdFRWVHXEAAAAAdwyeWAgAAABY5FRPdJ48ebRmzRpVr15dgYGBN53eLiEhwSXBAQAAAO7IqSR68ODBCg8Pt//MHNEAAAC4lzmVRA8fPtz+84gRI7IrFgAAAOCOYHlM9NKlS2+4fNSoUVkOBgAAALgTWE6iO3TooHXr1mW6bMiQIRozZswtBwUAAAC4M8tJ9Kuvvqo2bdpo06ZNDuUDBw7Uhx9+qK+//tplwQEAAADuyPI80a+++qouXLigFi1aaO3atapYsaJ69+6tr776St99952aN2+eHXECAAAAbsNyEi1Jb731lhISEtS0aVPVq1dPy5Yt05IlS9SgQQNXxwcAAAC4nSwl0ZI0ceJEJSUlaeHChVq+fLkefPBBV8YFAAAAuC2nkujrPWDFGKMrV66oWbNm9jKbzabz58+7LkIAAADAzTj9sBUesAIAAABc5VQSzQNWAAAAgP9jeYq7zMTGxmrlypU6e/as5XXHjh2rmjVrKjAwUAUKFFC7du20b98+hzqJiYnq16+fihQpIj8/P5UrV06ffvqpQ50rV66of//+CgkJUUBAgNq0aaOjR4/e0n4BAAAAmbGcRA8ePFgDBw60v54/f77KlCmjpk2bqlSpUtqyZYul9tatW6e+fftq48aNWrFihVJSUtS0aVMlJSXZ6wwaNEjLli3T9OnTtWfPHg0aNEj9+/fXggUL7HUGDhyo+fPna/bs2dqwYYMSExPVunVrpaamWt1FAAAA4IYsJ9Hz589XjRo17K9feeUVtWzZUjt27FCtWrX02muvWWpv2bJl6tq1q+6//35VrlxZU6dO1V9//eWQjMfExKhLly6Kjo5WsWLF1KtXL1WuXFmbN2+WJJ0/f16TJ0/We++9p8aNG6tq1aqaPn26fv/9d61cudLqLgIAAAA3ZHmKu+PHj+u+++6TJB08eFD79u3T9OnTVaFCBQ0YMECdO3e+pYDSZ/YIDg62l9WrV08LFy5U9+7dVahQIa1du1Z//PGHxo8fL0nasmWLkpOT1bRpU/s6hQoVUoUKFfTzzz87zB5ys307fvy4/XViYqIkKT4+Xmlpabe0X7j7XLiQ+P+/X1B8vMmG9i84fHd9+9kbP4C7F9c/3M0SEhKcqmc5ic6bN69OnjwpSVqxYoWCg4NVvXp1SZK3t7cuXbpktUk7Y4yef/551atXTxUqVLCXf/TRR+rZs6eKFCkiT09P5cqVS//9739Vr149SVJcXJy8vb2VL18+h/YKFiyouLg4p7c/adIkjRw5MkP5Tz/9JH9//yzuFe5WRxIlyVNbtmzRydzZt52tW7dmS7u3K34Adx+uf7ibXbx40al6lpPo+vXra9iwYTpx4oTeffddtWvXzr5s37599l7qrOjXr5927NihDRs2OJR/9NFH2rhxoxYuXKiIiAitX79effr0UXh4uBo3bnzd9owxlqbm6927t9q0aWN/nZiYqKioKNWtW1d58uSxvkO4q+2JS5R+367q1aurXJjrr8IXLlzQ1q1bVa1aNQUGBrq8/eyOH8Ddi+sf7mbZ1hP9wQcf6Omnn9aQIUNUrVo1jRkzxr7sq6++0kMPPWS1SUlS//79tXDhQq1fv15FihSxl1+6dEmvvPKK5s+fr1atWkmSKlWqpG3btundd99V48aNFRYWpr///lvnzp1z6I0+efKk6tSp43QM4eHhCg8Pt79OP4hBQUEk0cggMOnqP2iBgYEKCsqbfdsJDFRQUJDr271N8QO4+3D9w90sVy7nbhm0nEQXLlxYq1evznTZDz/8IF9fX0vtGWPUv39/zZ8/X2vXrlVkZKTD8uTkZCUnJ2fYIQ8PD/s45erVq8vLy0srVqzQY489Junq+OadO3fqnXfesRQPAAAAcDOWk+gbyUpvbd++fTVz5kwtWLBAgYGB9jHMefPmlZ+fn/LkyaOoqCi9+OKL8vPzU0REhNatW6cvv/xS77//vr3uM888o8GDByt//vwKDg7WCy+8oIoVK95wuAcAAACQFS5NorMi/aEp0dHRDuVTp05V165dJUmzZ8/W0KFD9dRTT+ns2bOKiIjQmDFj9Oyzz9rrf/DBB/L09NRjjz2mS5cuqVGjRpo2bZo8PDxu164AAADgHpHjSbQxN59aJiwsTFOnTr1hHV9fX3388cf6+OOPXRUaAAAAkCmXPPYbAAAAuJeQRAMAAAAWZTmJPnfunH788UfNnDlT586dkyRdvnyZJ/sBAADgrmc5iU5LS9Mrr7yiokWLKioqSk8//bQOHTokSWrfvr3eeOMNlwcJAAAAuBPLSfSwYcP0ySefaNy4cdq9e7fDjYFt2rTRokWLXBogAAAA4G4sz84xbdo0vfnmm3ruueeUmprqsKxEiRI6ePCgy4IDAAAA3JHlnugzZ86oXLlymS5LS0tTcnLyLQcFAAAAuDPLSXTp0qW1YsWKTJetWbNGFSpUuOWgAAAAAHdmeTjHoEGD1LNnT3l5ealDhw6SpKNHjyomJkYfffSRpk2b5uoYAQAAALdiOYnu2rWrzp49qxEjRujNN9+UJLVr107+/v4aPXq0HnvsMZcHCQAAALiTLD32+/nnn1evXr30888/6/Tp0woODladOnWUJ08eV8cHAAAAuJ0sJdGSlDt3bjVt2tSVsQAAAAB3BMs3Fn788ccaMmRIpsuGDBmiCRMm3HJQAAAAgDuznERPnDhRJUqUyHRZ6dKlNXHixFsOCgAAAHBnlpPow4cPq1SpUpkuK168uGJjY281JgAAAMCtWU6i8+TJo0OHDmW67M8//5S/v/8tBwUAAAC4M8tJdNOmTTVy5EgdOXLEofzo0aN644031KJFC5cFBwAAALgjy7NzvPXWW3rggQdUpkwZNWzYUIUKFdKxY8e0evVqhYaGauzYsdkRJwAAAOA2LPdEFypUSNu2bdOgQYN05swZrV27VmfOnNHgwYP122+/qXDhwtkRJwAAAOA2sjRPdHBwsMaMGePqWAAAAIA7guWeaAAAAOBel6We6PXr1+vzzz/XH3/8ocuXL2dYvmPHjlsODAAAAHBXlnuif/jhBzVs2FCnT5/W5s2bVbRoUYWEhGjfvn1KSkpSjRo1siNOAAAAwG1Y7okePny4Bg4cqLffflteXl564403VK1aNR0+fFjNmzdXw4YNsyNOAADgRmyeCTqUsE+5fHO7vO0LFy7oWMox7Yvfp8DUQJe3fyghUTbPBJe3i3uL5SR6z549GjNmjHLlyiWbzaakpCRJUkREhEaMGKHhw4erU6dOLg8UAAC4D6+gX/TKpjezdyPrsq9pr6BGklpm3wZw17OcRPv6+iotLU02m03h4eE6ePCgHnroIUlS7ty5MzyEBQAA3H2S42vrvVZPqkSB7OmJ3rplq6pVr6bAQNf3RB88magBMw66vF3cWywn0ZUrV9a+ffvUpEkTNWrUSGPGjFFISIi8vLz02muvqWLFitkRJwAAcCMmJY8i85RR+fx5Xd52vEe84jzjVCaojIKCglzeftrl8zIpp1zeLu4tlm8sHDhwoGw2myTpzTffVGBgoNq0aaMWLVrozJkzmjBhgsuDBAAAANyJUz3RO3bsUOnSpeXr66uWLf9v/FDhwoW1ZcsWHThwQJcuXVLZsmXl7e2dbcECAAAA7sCpnuiqVava534uXry4tm/fbl9ms9lUqlQpVapUiQQaAAAA9wSnkuiAgAAlJFydCiY2NlZXrlzJ1qAAAAAAd+bUcI6aNWuqd+/e9lk43njjDYWGhmZa12azafLkya6LEAAAAHAzTiXRkydP1tChQ7V9+3bZbDbt2bNHsbGxmdZNv+kQAAAAuFs5lUQXK1ZMs2bNkiTlypVLM2fOVK1atbI1MAAAAMBdWZri7sqVK3rnnXfk5+eXXfEAAAAAbs9SEu3j46Nhw4bp3Llz2RUPAAAA4PYsP7GwSpUq2r17t+rXr58d8QB3FJtngg4l7FMu3+x57O2xlGPaF79Pgamuf+ztoYRE2TwTXN4uAAD3AstJ9Pjx49WpUycVKFBALVq0YGgH7mleQb/olU1vZu9G1mVf015BjSS1vGk9AADgyHIS3bBhQ/3999969NFHJUn+/v4OM3LYbDadP3/edRECbiw5vrbea/WkShTInp7orVu2qlr1agoMdH1P9MGTiRow46DL2wUA4F5gOYkePHgw09gB/59JyaPIPGVUPn9el7cd7xGvOM84lQkqo6CgIJe3n3b5vEzKKZe3CwDAvcByEj1ixIhsCAMAAAC4c1ianQMAAABAFsdE38zq1auzFAwAAABwJ7CcRF97I6EknT17Vjt27FBQUJCqVq3qsuAAAAAAd2Q5iV68eHGm5SdPnlSbNm309NNP33JQAAAAgDtz2ZjoAgUK6OWXX9Zrr73mqiYBAAAAt+TSGwvT0tJ0/PhxVzYJAAAAuB3Lwzm2bt2aoezvv//Wnj17NHLkSNWqVcslgQEAAADuynISXaNGjQw3FhpjJEm1a9fWf/7zH9dEBgAAALgpy0n0mjVrMpT5+vqqSJEiKly4sEuCAgAAANyZ5SQ6KioqO+IAAAAA7hiWbyw8fPiwfv/9d/vrK1euaMyYMerUqZOmTZvmytgAAAAAt2Q5ie7Zs6e++uor++uXX35ZI0eO1N69e9WrVy9NnDjRpQECAAAA7sZyEr19+3Y99NBDkqSUlBR98cUXevvtt7V582aNGDFCn376qcuDBAAAANyJ5SQ6ISFBefPmlST98ssvSkhI0BNPPCFJqlevnv7880/XRggAAAC4GctJdJEiRbRx40ZJ0rx581S+fHmFh4dLks6dOyd/f3/XRggAAAC4GcuzczzzzDN67bXX9M033+i3337TBx98YF+2ceNGlStXzqUBAgAAAO7GchI9ZMgQFSpUSL/++qv69Omjrl272pedO3dOPXr0cGV8AAAAgNuxnERLUufOndW5c+cM5Z999tktBwQAAAC4O8tjogEAAIB7HUk0AAAAYBFJNAAAAGARSTQAAABgEUk0AAAAYFGWkujk5GR99tlneuaZZ9S0aVPt379fkjRnzhzt2bPHpQECAAAA7sbyFHd//vmnGjdurFOnTqly5cqKiYnRhQsXJEnr16/XsmXLNHXqVJcHCgAAALgLyz3RAwYMUGhoqA4dOqS1a9fKGGNfFhUVpfXr17s0QAAAAMDdWO6JXrt2rWbNmqWQkBClpqY6LAsLC9Px48ddFhwAAADgjiz3RHt6ejr0Pv/TiRMnlDt37lsOCgAAAHBnlpPoqKgovffee0pOTraX2Ww2GWP0+eefq1GjRpbaGzt2rGrWrKnAwEAVKFBA7dq10759+xzq2Gy2TL/GjRtnrxMdHZ1h+RNPPGF19wAAAICbsjyc46233lLdunVVrlw5tW3bVjabTRMmTNDOnTu1f/9+bdq0yVJ769atU9++fVWzZk2lpKTo1VdfVdOmTbV7924FBARIUoYhIt9//72eeeYZ/etf/3Io79mzp0aNGmV/7efnZ3X3AAAAgJuynESXK1dOW7Zs0YgRIzRr1ix5eHho8eLFaty4sWbMmKESJUpYam/ZsmUOr6dOnaoCBQpoy5Ytql+/vqSrY63/acGCBWrQoIGKFy/uUO7v75+hLgAAAOBqlpPoM2fOKDIyUl988UWmy7dv367KlStnOaDz589LkoKDgzNdfuLECS1ZsiTT7c+YMUPTp09XwYIF1aJFCw0fPlyBgYFOb/v48eMOvd6JiYmSpPj4eKWlpVnZDdwDLlxI/P/fLyg+PvP7BG6t/QsO313ffvbGD+DuxfUPd7OEhASn6llOops2baq1a9dmmpxu2rRJLVq00JkzZ6w2K0kyxuj5559XvXr1VKFChUzrfPHFFwoMDFT79u0dyp966ilFRkYqLCxMO3fu1NChQ7V9+3atWLHC6e1PmjRJI0eOzFD+008/yd/f39rO4K53JFGSPLVlyxadzMb7abdu3Zot7d6u+AHcfbj+4W528eJFp+pZTqI9PT3VsmVLLV++3GHM8YYNG9SqVSu1bNnSapN2/fr1044dO7Rhw4br1pkyZYqeeuop+fr6OpT37NnT/nOFChVUqlQp1ahRQ1u3blW1atWc2n7v3r3Vpk0b++vExERFRUWpbt26ypMnj8W9wd1uT1yi9Pt2Va9eXeXCXH8VvnDhgv38tfKJirOyO34Ady+uf7ibZVtP9A8//KD69eurXbt2Wrx4sby8vLRmzRo9/PDDevTRRzV58mTLwUpS//79tXDhQq1fv15FihTJtM6PP/6offv2ac6cOTdtr1q1avLy8tL+/fudTqLDw8MVHh5uf51+EIOCgkiikUFgku3q98BABQXlzb7tBAYqKCjI9e3epvgB3H08468OcTyckKbAQJvL2z993mjzKSnveaOQXK5v/8Qlrn+4vly5nJu8znISHRQUpBUrVqh+/fp6/PHH1a1bNz3++OPq0qWLPv30U8uBGmPUv39/zZ8/X2vXrlVkZOR1606ePFnVq1d3asz1rl27lJyc7JAUAwCAW3fw5NUxxUPm/Z6NW/HUVweys30pwMdyGgTYZensKViwoFauXKmHHnpICxYs0L///W+9//77WQqgb9++mjlzphYsWKDAwEDFxcVJkvLmzeswXCQhIUHffPON3nvvvQxtHDx4UDNmzFDLli0VEhKi3bt3a/Dgwapatarq1q2bpbgAAEDmmt5/dSasEgVyy8/Lw+Xt74g9oVcW7debD5dSpWIFXd6+dDWBjgwJyJa2cW9wKokeMGBApuXly5dXUlKSUlJS7HVsNpvGjx/vdADpvdfR0dEO5VOnTlXXrl3tr2fPni1jjDp27JihDW9vb61atUrjx49XYmKiihYtqlatWmn48OHy8HD9LzcAAPey4ABvPVHrvmxrP31Wjsj8/qpQmOEWcE9OJdGLFi267rLcuXM7LLeaRF/vEeLX6tWrl3r16pXpsqJFi2rdunVObxMAAAC4FU4l0YcOHcruOAAAAIA7hnO3HwIAAACwy/JtqQcOHNAff/yhy5cvZ1h27YNQAAAAgLuJ5SQ6ISFB7du315o1ayT935hmm+3/5nFMTU11UXgAAACA+7GcRL/88ss6fvy4fvzxR9WrV0/z589Xvnz5NH36dK1evVqzZs3KjjgBt3Mp+eo/izv/dz5b2j99LuHqwwaOJigkyfUPGzjw/+d5BQAA1llOopctW6YxY8aodu3akqRChQqpZs2aql+/vl544QW99957mj17tssDBdwNDxsAAODeZfmv58mTJ1W0aFF5eHgoICBAZ86csS9r0aKF/vWvf7k0QMBd8bABAADuXZaT6KJFi+r06dOSpFKlSmnhwoVq3ry5JOnnn3+Wr6+vayME3BQPGwAA4N5lOYlu0qSJVq5cqUceeUSDBg1Sly5d9Msvv8jb21ubNm3S4MGDsyNOAAAAwG1YTqLffvttXbx4UZL09NNPK3fu3Pr222916dIlffLJJ+rdu7fLgwQAAADcieUk2t/fX/7+/vbXjzzyiB555BGXBgUAAAC4M55YCAAAAFjkVE90YGCgw8NUbsRms+n8+eyZNxcAAABwB04l0YMHD3Y6iQYAAADudk4l0SNGjMjmMAAAAIA7B2OiAQAAAItIogEAAACLSKIBAAAAi0iiAQAAAItIogEAAACLSKIBAAAAiyw/9hsAAMCKixcvau/evU7X33fohK7EHdC+Xbnkc/Gk0+uVLVtW/v7+WQkRsIwkGgAAZKu9e/eqevXqltfr9oW1+lu2bFG1atUsbwfICpJoAACQrcqWLastW7Y4Xf/UuXitjtmmhg9WUWi+IEvbAW4XkmgAAJCt/P39LfUQx8fH63LiBdWuXk1BQUHZFxhwC7ixEAAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALCIJBoAAACwiCQaAAAAsIgkGgAAALDIM6cDAO4VFy9e1N69e52uv+/QCV2JO6B9u3LJ5+JJp9crW7as/P39sxIiAABwEkk0cJvs3btX1atXt7xety+s1d+yZYuqVatmeTsAAMB5JNHAbVK2bFlt2bLF6fqnzsVrdcw2NXywikLzBVnaDgAAyF4k0cBt4u/vb6mHOD4+XpcTL6h29WoKCgrKvsAAAIBl3FgIAAAAWEQSDQAAAFhEEg0AAABYRBINAAAAWEQSDQAAAFhEEg0AAABYRBINAAAAWEQSDQAAAFhEEg0AAABYRBINAAAAWEQSDQAAAFhEEg0AAABYRBINAAAAWEQSDQAAAFhEEg0AAABY5JnTAbgzY4wkKSEhIYcjwb0oISFBFy9eVEJCgnLl4v9dAPcOrn/ISel5X3oeeD0k0Tdw4cIFSVLRokVzOBIAAADcThcuXFDevHmvu9xmbpZm38PS0tJ07NgxBQYGymaz5XQ4uMds27ZNUVFRWrdunapUqZLT4QDAbcP1DznJGKMLFy6oUKFCN/wkhJ7oG8iVK5eKFCmS02HgHpU7d2779zx58uRwNABw+3D9Q067UQ90OgYaAQAAABaRRAMAAAAWkUQDbio8PFzDhw9XeHh4TocCALcV1z/cCbixEAAAALCInmgAAADAIpJoAAAAwCKSaAAAAMAikmgAAADAIpJoAAAAwCKSaAAAAMAikmgAAADAIpJoAAAAwCKSaCCbnDlzRgUKFFBsbOxt33aHDh30/vvv3/btAoDE9Q/3BpJoIJuMHTtWDz/8sIoVKyZJ2r59uzp27KiiRYvKz89P5cqV0/jx47PU9ty5c1W+fHn5+PiofPnymj9/vsPyYcOGacyYMUpISLjV3QAAy7Lz+pdu9uzZstlsateunUM51z/cLiTRQDa4dOmSJk+erB49etjLtmzZotDQUE2fPl27du3Sq6++qqFDh+qTTz6x1HZMTIwef/xxPf3009q+fbuefvppPfbYY/rll1/sdSpVqqRixYppxowZLtsnAHBGdl7/0h0+fFgvvPCCHnrooQzLuP7hdrEZY0xOBwHcbebNm6fevXvr1KlTN6zXt29f7dmzR6tXr3a67ccff1wJCQn6/vvv7WXNmzdXvnz5NGvWLHvZyJEjtWrVKq1fv976DgBAFmXn9U+SUlNTFRUVpW7duunHH39UfHy8vvvuO4c6XP9wO9ATDWSD9evXq0aNGjetd/78eQUHB1tqOyYmRk2bNnUoa9asmX7++WeHslq1amnTpk26cuWKpfYB4FZk5/VPkkaNGqXQ0FA988wz163D9Q+3g2dOBwDcjWJjY1WoUKEb1omJidHXX3+tJUuWWGo7Li5OBQsWdCgrWLCg4uLiHMoKFy6sK1euKC4uThEREZa2AQBZlZ3Xv59++kmTJ0/Wtm3bbliP6x9uB3qigWxw6dIl+fr6Xnf5rl271LZtWw0bNkxNmjSx3L7NZnN4bYzJUObn5ydJunjxouX2ASCrsuv6d+HCBXXq1En/+c9/FBIScsO6XP9wO9ATDWSDkJAQnTt3LtNlu3fvVsOGDdWzZ0+99tprltsOCwvL0Ot88uTJDL3TZ8+elSSFhoZa3gYAZFV2Xf8OHjyo2NhYPfzww/aytLQ0SZKnp6f27dunEiVKSOL6h9uDnmggG1StWlW7d+/OUL5r1y41aNBAXbp00ZgxY7LU9oMPPqgVK1Y4lC1fvlx16tRxKNu5c6eKFCly0x4bAHCl7Lr+lS1bVr///ru2bdtm/2rTpo0aNGigbdu2qWjRova6XP9wO9ATDWSDZs2aaejQoTp37pzy5csn6f/+gDRt2lTPP/+8vTfZw8PDUm/Jv//9b9WvX19vv/222rZtqwULFmjlypXasGGDQ70ff/wxww2IAJDdsuv65+vrqwoVKjiUBQUFSVKGcq5/uB3oiQayQcWKFVWjRg19/fXX9rJvvvlGp06d0owZMxQeHm7/qlmzpsO6NptN06ZNu27bderU0ezZszV16lRVqlRJ06ZN05w5c1S7dm17ncuXL2v+/Pnq2bOny/cNAG4kO69/zuD6h9uFeaKBbLJ06VK98MIL2rlzp3Llcu7/1djYWJUqVUq7d+9WqVKlsrztCRMmaMGCBVq+fHmW2wCArOL6h3sBwzmAbNKyZUvt379f//vf/xzG6t3IsmXL1KtXr1v6AyJJXl5e+vjjj2+pDQDIKq5/uBfQEw0AAABYxJhoAAAAwCKSaAAAAMAikmgAAADAIpJoAAAAwCKSaAAAAMAikmgAAADAIpJoAG4jOjpaNptNNptNo0ePtpePGDFCuXPnttxesWLF1K9fv1uOy5l2Tp8+7ZKnrVkRGxsrm82mb7/99rZtM7tER0erdevW9tfTpk2TzWbT6dOnJUnx8fEaMWKEdu/e7fJtX7utnGCz2fTuu+/aXz/xxBP23wVXnMMAXI8kGoBbqVu3rmJiYtStW7ecDsVu/vz5euGFF3I6jAzCw8MVExOjhg0b5nQoLteqVSvFxMQoKChI0tUkeuTIkdmSRLuj0aNHKyYmRmFhYTkdCoDr4ImFANxKUFCQHnjggZwOw0HVqlVzOoRM+fj4uN2xcpXQ0FCFhobmdBg5pmTJkipZsqR8fHxyOhQA10FPNIA7TlJSkvr166cyZcrI399fxYoV07PPPqvz58/fcL1z586pdu3aqlq1qk6dOiVJ2rNnj9q2bau8efMqICBArVq10sGDBx3Wy2w4x3/+8x8VK1ZM/v7+atSokQ4cOJClfUkfkvHll1+qZ8+eCgoKUmhoqP2j/dmzZ6tMmTLKkyeP2rdvr/j4+Azr/nM4R3qsn3zyiSIiIpQ3b161a9fOvr/Ounb/Nm7cmGG4yrVDECTp3Xfflc1ms7/O6nv1zyEWsbGxioyMlCQ9+uij9mEOsbGxql69ujp16pRh/VdeeUUFCxZUcnKypf1Od+XKFb3yyiuKiIiQj4+PypUrp5kzZzrE5+npqRMnTjisd/bsWXl7e2vixIn2svRPCwICApQ3b149+eSTOnnyZJbiAuA+SKIB3HEuXryo1NRUjRkzRt9//71Gjx6tdevW6ZFHHrnuOidOnFBUVJQ8PDy0Zs0ahYaG6s8//1SdOnV09uxZTZs2TTNnztSpU6fUqFEjXbly5bptLV68WL169VKDBg00f/58NWzYUE888cQt7dNrr72mPHny6JtvvtFjjz2mF198UUOGDNH48eP1zjvvaMKECVq9erVeeumlm7a1cOFCLVq0SBMmTND48eO1du1a9e/f3+lYXLl/WXmvrhUeHq558+ZJkt58803FxMQoJiZG4eHh6tmzp+bOnevwz0Vqaqq+/PJLde7cWV5eXlmK+7HHHtOkSZM0ePBgLV68WM2bN1enTp30/fffS5Lat28vLy8vffPNNw7rzZ07V8YYPfroo5KuJtDR0dHKmzev5syZo88//1y//vqr2rRpk6W4ALgRAwBuIioqyrRq1SpD+fDhw01AQMB110tOTjYbNmwwksy+ffvs5REREaZv377m8OHDplSpUqZRo0YmMTHRvrxz584mMjLSXLp0yV528uRJExAQYCZMmJChnXS1a9c2Dz30kEMMQ4cONZLM1KlTLe3zoUOHjCTz+OOP28tSUlJMwYIFTUBAgDl9+rS9fPDgwSYoKCjDut98841DrEWKFDGXL1+2l7366qvGy8vLpKamOhWTs/snyYwbN86h3rhx48yN/rRc77269r2fOnWqkWROnTp13X01xpjz588bf39/M3HiRHvZkiVLjCSze/dup/b32m2tXr3aSDI//PCDQ71HH33U1KxZ0/66ffv2pk6dOg51GjRoYJo1a2Z/Xb9+fVOnTh2TlpZmL9u5c6ex2WxmyZIl9rLMjqUxGc89AO6DnmgAd6SvvvpKVatWVe7cueXl5aV69epJkv744w+HegcPHtRDDz2kcuXKacmSJQoICLAvW758udq2bStPT0+lpKQoJSVF+fLlU+XKlfXrr79mut3U1FRt2bIlQ09qhw4dbml/GjdubP/Zw8NDxYsXV5UqVZQ/f357eenSpRUfH6/ExMQbthUVFeUwlrZ8+fJKTk52aghBduyfs+9VVuTJk0ePP/64pkyZYi+bMmWK6tSpo3LlymWpzeXLlys4OFgNGza0nxcpKSlq1KiRfvvtN6WmpkqSOnbsqJiYGP3111+SpLi4OK1bt05PPvmkpKu98D/99JMeffRRpaam2tspU6aMwsPDr3uOAbgzkEQDuOPMnz9fnTt3Vq1atfT1119r48aNmj9/viTp8uXLDnU3bdqkv/76S927d89wk9bp06f14YcfysvLy+Hr559/1pEjRzLd9qlTp5SSkqICBQo4lBcsWPCW9il9Fop03t7emZZJGffRmbacWU9y/f5Zea+yqmfPntq8ebN27Nih06dPa9GiRXrmmWey3N7p06d19uzZDOfFs88+q5SUFB0/flyS1Lp1awUGBmr27NmSpDlz5sjb21vt2rWTdHUMfmpqqgYNGpShrWPHjl33HANwZ2B2DgB3nG+++UZVqlTRpEmT7GXr1q3LtG7Hjh3l6empJ554QosXL1ajRo3sy4KDg9WqVSv16dMnw3qBgYGZthcaGipPT88MvbrX3mB2p7Kyfz4+Pvr7778dys6ePevw2sp7lVUPPvig7r//fk2ZMkURERHy9vbWY489luX2goODFRoaqqVLl2a6PP0fDF9fX7Vr106zZ8/WSy+9pNmzZ6tVq1bKkyePpKv/zNhsNr3yyiv2xPqfQkJCshwjgJxHEg3gjnPp0iV772q6GTNmXLf+hx9+qMuXL6tNmzZatmyZHnroIUlXh1Ds3LlTVatWlYeHh1Pb9vDwULVq1TR//nwNGjTIXn43PPBEsrZ/RYoU0Z49exzKVq5c6fDa6nt1PTfrTe/Zs6dGjx6tAgUK6PHHH8/Sw3nSNW7cWO+88468vb1VqVKlG9bt2LGjvvzyS/3www/auHGj5s6da18WEBCgBx98UHv27HF4eBCAuwNJNIA7TpMmTdS3b1+NGjVKderU0ffff69Vq1bdcJ1PP/1Uly9fVqtWrbRixQrVrl1bI0eOVM2aNdWsWTP16tVLBQsWtI9rfeihh9SxY8dM23r11VfVtm1bdevWTU888YQ2b97sMP1ZuhEjRmjkyJE6dOiQihUr5opdvy2c3b8OHTroww8/VK1atVS6dGl9+eWXiouLc6iTlfcqM2FhYQoKCtKsWbMUGRkpHx8fVapUyZ5cP/300xoyZIhOnz6t//73v1nb8X/E/PDDD6t58+Z66aWXVKlSJSUlJWnXrl06cOCAQ/uNGzdWaGiounfvrjx58qhly5YObY0bN04NGzbU448/rieeeEL58uXT0aNHtWLFCnXr1k3R0dG3FCuAnMOYaAB3nN69e2vw4MH65JNP1L59e/3111+ZJnn/ZLPZNHnyZLVs2VLNmzfXb7/9ppIlS2rTpk3Knz+/+vTpo2bNmmnIkCFKSkq6YQ9kmzZt9Nlnn2nVqlVq166dVqxYoVmzZmWol5SUJB8fnwxjlN2ds/v3+uuv68knn9SIESP09NNPKzIyMsN82ll5rzKTK1cuTZkyRYcOHVKjRo1Us2ZNHTt2zL48ODhY9evXV7ly5fTggw9a3+lrfPvtt3r22Wc1ceJEtWjRQs8884yWL1+uqKgoh3qenp569NFHdezYMT3yyCPy9fV1WF6nTh1t2LBBiYmJ6tatm1q2bKlRo0bJ399fJUuWvOU4AeQcmzHG5HQQACBJ0dHRCggI0IIFC+Th4eHw0I470UMPPaSKFSs6PHjjTnX69GmFhoZq6tSp6tq1a06Hk0FCQoIKFy6sESNGaPDgwTkdzi1LS0tTWlqaSpYsqdatW+uTTz7J6ZAAXIOeaABuZenSpfLy8tKYMWNyOpRb8vfff2v79u16+eWXczqUu9qFCxf0yy+/qH///rLZbOrWrVtOh+QSTz75pLy8vHT48OGcDgXAdTAmGoDbmDRpki5cuCBJKly4cA5Hc2u8vb2VkJCQ02FkkJqaqht9AOnpeWf9WdiyZYsaNGigokWL6osvvlBwcLDD8vQe3etx10883nzzTb3wwguSlGG6QQDugeEcAHAPiY6OvuEUc3faTZA307VrV33xxRfXXb5mzRpu7gOQJSTRAHAP2bdvn723PzP/nPHibhAbG6vTp09fd3mZMmWuOyc4ANwISTQAAABgETcWAgAAABaRRAMAAAAWkUQDAAAAFpFEAwAAABaRRAMAAAAWkUQDAAAAFpFEAwAAABb9P+H3TlRQXYUQAAAAAElFTkSuQmCC", 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", 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" ] @@ -470,7 +685,7 @@ "q3 284.22052 286.284454" ] }, - "execution_count": 20, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -489,9 +704,58 @@ " )\n", "pd.DataFrame(stats)" ] + }, + { + "cell_type": "markdown", + "id": "748ba0aa-f0e5-45d6-bc8c-80a3ac60887a", + "metadata": {}, + "source": [ + "The boxplot analysis is a useful tool for comparing data quality based on quality flags. The boxplot statistics reveal that the higher quality level (4) data generally show slightly higher temperatures and greater variability compared to the lower quality level (0) data. Despite these differences, both datasets lack outliers, indicating that extreme values are not prevalent in either quality level." + ] + }, + { + "cell_type": "markdown", + "id": "23", + "metadata": { + "editable": true, + "papermill": { + "duration": 0.271597, + "end_time": "2024-03-08T17:40:01.664067", + "exception": false, + "start_time": "2024-03-08T17:40:01.392470", + "status": "completed" + }, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## ℹ️ If you want to know more\n", + "\n", + "### Key resources\n", + "\n", + "List some key resources related to this assessment. E.g. CDS entries, applications, dataset documentation, external pages.\n", + "Also list any code libraries used (if applicable).\n", + "\n", + "Code libraries used:\n", + "* [C3S EQC custom functions](https://github.com/bopen/c3s-eqc-automatic-quality-control/tree/main/c3s_eqc_automatic_quality_control), `c3s_eqc_automatic_quality_control`, prepared by [BOpen](https://www.bopen.eu/)\n", + "\n", + "Dataset documentation:\n", + "\n", + "* [ATBD](https://confluence.ecmwf.int/pages/viewpage.action?pageId=348800127#LSWTv4.5:AlgorithmTheoreticalBasisDocument(ATBD)-DeterminingQualityLevel): Algorithm Theoretical Basis Document (ATBD)\n", + "* [PUGS](https://confluence.ecmwf.int/pages/viewpage.action?pageId=348800177): Product User Guide and Specification (PUGS)\n", + "\n", + "\n" + ] } ], "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, "language_info": { "codemirror_mode": { "name": "ipython",