From 61bfdc9dc07eb437fc2765c96c06cd20644dda6a Mon Sep 17 00:00:00 2001 From: xuwenyihust Date: Wed, 8 May 2024 20:04:20 +0800 Subject: [PATCH] Update notebook paths, dependencies, and Spark configuration in sg_resale_flat_prices.py, Dockerfile, and startup.py --- .gitignore | 4 +- dags/sg_resale_flat_prices.py | 5 +- docker/airflow/Dockerfile | 2 +- .../sg-resale-flat-prices.ipynb | 121 ++++++++++-------- 4 files changed, 74 insertions(+), 58 deletions(-) diff --git a/.gitignore b/.gitignore index d9d8cc1..fdba203 100644 --- a/.gitignore +++ b/.gitignore @@ -179,4 +179,6 @@ data/* */.jupyter/* */.local/* */.npm/* -*/.custom_ipython_profile/* \ No newline at end of file +*/.custom_ipython_profile/* + +*/output/* \ No newline at end of file diff --git a/dags/sg_resale_flat_prices.py b/dags/sg_resale_flat_prices.py index 2b1ac56..f2d376e 100644 --- a/dags/sg_resale_flat_prices.py +++ b/dags/sg_resale_flat_prices.py @@ -24,7 +24,10 @@ run_notebook = PapermillOperator( task_id='sg_resale_flat_prices_notebook', input_nb='/opt/airflow/examples/sg-resale-flat-prices/sg-resale-flat-prices.ipynb', - output_nb='/opt/airflow/examples/sg-resale-flat-prices/output/output-notebook-{{ execution_date }}.ipynb' + output_nb='/opt/airflow/examples/sg-resale-flat-prices/output/output-notebook-{{ execution_date }}.ipynb', + parameters={ + 'spark_master': 'spark://spark-master:7077' + }, ) run_notebook \ No newline at end of file diff --git a/docker/airflow/Dockerfile b/docker/airflow/Dockerfile index 24ffb31..eb0ff74 100644 --- a/docker/airflow/Dockerfile +++ b/docker/airflow/Dockerfile @@ -7,7 +7,7 @@ RUN apt-get update USER airflow RUN pip install --upgrade pip && \ - pip install apache-airflow-providers-papermill ipython jupyter ipykernel papermill pandas numpy matplotlib seaborn + pip install apache-airflow-providers-papermill ipython jupyter ipykernel papermill pandas numpy matplotlib seaborn pyspark # Add and install the Python 3 kernel RUN python3 -m ipykernel install --user --name python3 --display-name "Python 3" diff --git a/examples/sg-resale-flat-prices/sg-resale-flat-prices.ipynb b/examples/sg-resale-flat-prices/sg-resale-flat-prices.ipynb index 9dac5ab..ba44359 100755 --- a/examples/sg-resale-flat-prices/sg-resale-flat-prices.ipynb +++ b/examples/sg-resale-flat-prices/sg-resale-flat-prices.ipynb @@ -20,6 +20,7 @@ "metadata": {}, "outputs": [], "source": [ + "from pyspark.sql import SparkSession\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd" @@ -41,7 +42,7 @@ "
\n", "

SparkContext

\n", "\n", - "

Spark UI

\n", + "

Spark UI

\n", "\n", "
\n", "
Version
\n", @@ -57,7 +58,7 @@ " " ], "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -161,10 +162,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "8b572ee9-e290-4714-be79-f2153dfac4fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+-------------------+-------+---------+-----+----------------+------------+--------------+-----------------+-------------------+------------------+------------+\n", + "| month| town|flat_type|block| street_name|storey_range|floor_area_sqm| flat_model|lease_commence_date| remaining_lease|resale_price|\n", + "+-------------------+-------+---------+-----+----------------+------------+--------------+-----------------+-------------------+------------------+------------+\n", + "|2021-10-01 00:00:00|PUNGGOL| 4 ROOM| 661B| EDGEDALE PLAINS| 07 TO 09| 92.0|Premium Apartment| 2017|94 years 08 months| 480000.0|\n", + "|2021-10-01 00:00:00|PUNGGOL| 5 ROOM| 161A| PUNGGOL CTRL| 04 TO 06| 114.0|Premium Apartment| 2004|81 years 07 months| 480000.0|\n", + "|2021-10-01 00:00:00|PUNGGOL| 4 ROOM| 167C| PUNGGOL EAST| 10 TO 12| 92.0|Premium Apartment| 2009|86 years 06 months| 480000.0|\n", + "|2021-10-01 00:00:00|PUNGGOL| 4 ROOM| 673C|EDGEFIELD PLAINS| 16 TO 18| 90.0| Model A| 2015|93 years 03 months| 482000.0|\n", + "|2021-10-01 00:00:00|PUNGGOL| 4 ROOM| 213A| PUNGGOL WALK| 07 TO 09| 93.0| Model A| 2015|92 years 07 months| 483000.0|\n", + "+-------------------+-------+---------+-----+----------------+------------+--------------+-----------------+-------------------+------------------+------------+\n", + "only showing top 5 rows\n", + "\n" + ] + } + ], "source": [ "resale_flat_prices_df = spark.sql(\"SELECT * FROM resale_flat_prices\")\n", "resale_flat_prices_df.show(5)" @@ -172,10 +191,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "a8748e78-761a-4ff5-bd1a-f4c6d0219651", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+-------------------+---------+-------+\n", + "| col_name|data_type|comment|\n", + "+-------------------+---------+-------+\n", + "| month|timestamp| NULL|\n", + "| town| string| NULL|\n", + "| flat_type| string| NULL|\n", + "| block| string| NULL|\n", + "| street_name| string| NULL|\n", + "| storey_range| string| NULL|\n", + "| floor_area_sqm| double| NULL|\n", + "| flat_model| string| NULL|\n", + "|lease_commence_date| int| NULL|\n", + "| remaining_lease| string| NULL|\n", + "| resale_price| double| NULL|\n", + "+-------------------+---------+-------+\n", + "\n" + ] + } + ], "source": [ "spark.sql(\"DESCRIBE resale_flat_prices\").show()" ] @@ -206,29 +248,10 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "96c16c11-bd4c-45a7-839b-554bf5d230f4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+----------------+\n", - "| flat_type|\n", - "+----------------+\n", - "| 3 ROOM|\n", - "| 1 ROOM|\n", - "| 4 ROOM|\n", - "| 2 ROOM|\n", - "| EXECUTIVE|\n", - "| 5 ROOM|\n", - "|MULTI-GENERATION|\n", - "+----------------+\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "spark.sql(\"\"\"\n", " select distinct flat_type\n", @@ -246,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "9df11552-0696-49c3-87c2-a5f84ce6468d", "metadata": {}, "outputs": [], @@ -265,21 +288,10 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "09f48227-c5ae-44c0-bf6d-8b4f5a76f0ed", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(15, 5))\n", "sns.barplot(x='town', y='flat_number', hue='town', data=avg_flats_pd, palette='coolwarm')\n", @@ -309,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "id": "e93fb17b-db33-424f-968b-d6ed2bbdd521", "metadata": {}, "outputs": [], @@ -332,21 +344,10 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "id": "54d3b400-ca2b-462a-85b6-2c2bb221d4f8", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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2940hI9bMb0kPkleRB8uvsedVhOe2NJXp3IpUrvyyLJdk7HkV4bktTWXL79NN7P5rch4rluWSeG5LqijnVqRy5Zf33JJ4bksy9ryKML+lYVkuydjzKvJg+TX29oUInw1Kw7JcEstySY/73GZkZIijo2OpcYPH4V/NmLlx44Zs27ZNtmzZItnZ2dK3b18pKCiQTz/9VGrVqvWvvtjNzU1MTU1LzI65fft2iVk0IiKZmZly9OhROX78uEyYMEFERLRarQAQMzMz+eabb6Rt27YlPmdpaSmWlpb/Km1ERERERERERERERESPwwMHZp5++mn55ZdfpGvXrvLmm29Kp06dxNTUVDZs2PBQX2xhYSGNGjWSAwcOSI8ePdTjBw4ckG7dupV4v4ODgzrVTOett96S77//Xj755BMJDAx8qHQQEREREVHZe5A10bkeOhEZu+Tvdj3Q+1zb9X/MKSEiIqLy5IEDM998841MmjRJxo4dKzVr1nwkXz5lyhQZNGiQNG7cWJo3by4bN26U2NhYdamy2bNnS1xcnLz//vtiYmIiderU0fu8h4eHun4nERERERERERERERGRsXvgwMzPP/8sW7ZskcaNG0tISIgMGjRI+vXr95++vF+/fpKcnCyLFy+WW7duSZ06dWT//v0SEBAgIiK3bt1SN1UiIiIiIiIiIiIiIiIq70we9I3NmzeXd999V27duiUvvPCC7Nq1S3x8fESr1cqBAwckMzPzoRIwbtw4uXbtmuTl5cmxY8ekVatW6mvbtm2TH3/88b6fXbRokURFRT3U9xIREREREREREREREZW1B54xo2NjYyPDhw+X4cOHS3R0tGzevFmWLVsms2bNkg4dOsgXX3zxONJJRERERJUQ9yEhIiIiogf1IG1HEbYficjwHnjGTGmCg4NlxYoVcuPGDdm5c+ejShMREREREREREREREVGF9J8CMzqmpqbSvXt3zpYhIiIiIiIiIiIiIiL6G/96KTMiIiIiIiIiIiIiIno8uCxfxfdIZswQERERERERERERERHRP2NghoiIiIiIiIiIiIiIqIwwMENERERERERERERERFRGGJghIiIiIiIiIiIiIiIqI2aGTgARERERERFVPsnf7frH97i2618GKaFHjeeWiIiI6O8xMENERERERET0GD1IoEKEwQoiY8MgIxERPS4MzBA9Jnz4IiIiIiIiIiIiKjvsj6PygnvMEBERERERERERERERlRHOmCEiIiIiIjICHOFJRERERFQ5MDBDREREREREREREVEFxvyQi48OlzIiIiIiIiIiIiIiIiMoIZ8wQERERERERERFVYlxOk4iobDEwQ0RERERERERERJUGl/YiIkPjUmZERERERERERERERERlhIEZIiIiIiIiIiIiIiKiMsKlzIiIiIrhlHaqKFiWiYiIiIiIiIwTAzNERERERERERPSPuEE8EZFxqUwD8iraPYhLmREREREREREREREREZURBmaIiIiIiIiIiIiIiIjKCAMzREREREREREREREREZYSBGSIiIiIiIiIiIiIiojJiZugEEBEREZWFyrQpIhEREREREREZL86YISIiIiIiIiIiIiIiKiOcMWNgDzJ6V4QjeImIiIio8mFbmYiIiIiIKiLOmCEiIiIiIiIiIiIiIiojDMwQERERERERERERERGVEQZmiIiIiIiIiIiIiIiIyggDM0RERERERERERERERGWEgRkiIiIiIiIiIiIiIqIywsAMERERERERERERERFRGTEzdAKIiMi4JX+364He59qu/2NOCRFR6VhPERERERERUXnCGTNERERERERERERERERlhIEZIiIiIiIiIiIiIiKiMsLADBERERERERERERERURlhYIaIiIiIiIiIiIiIiKiMMDBDRERERERERERERERURhiYISIiIiIiIiIiIiIiKiMMzBAREREREREREREREZURBmaIiIiIiIiIiIiIiIjKCAMzREREREREREREREREZYSBGSIiIiIiIiIiIiIiojLCwAwREREREREREREREVEZMTN0AoiIiMqbs4smPtD7ai168zGnhIiIiIiIiIiIyhvOmCEiIiIiIiIiIiIiIiojDMwQERERERERERERERGVEQZmiIiIiIiIiIiIiIiIyggDM0RERERERERERERERGWEgRkiIiIiIiIiIiIiIqIyYvDAzFtvvSWBgYFiZWUljRo1kp9//vm+7929e7d06NBB3N3dxcHBQZo3by5ff/11GaaWiIiIiIiIiIiIiIjo4Rk0MPPhhx9KZGSkzJ07V44fPy4tW7aUzp07S2xsbKnvP3jwoHTo0EH2798vx44dkzZt2sgzzzwjx48fL+OUExERERERERERERER/XsGDcy8/vrrMmLECBk5cqSEhobKmjVrxM/PT95+++1S379mzRqZMWOGNGnSRGrWrClLly6VmjVryt69e8s45URERERERERERERERP+ewQIz+fn5cuzYMenYsaPe8Y4dO8qhQ4ce6G9otVrJzMwUFxeXx5FEIiIiIiIiIiIiIiKiR8rMUF+clJQkGo1GPD099Y57enpKfHz8A/2NVatWSXZ2tvTt2/e+78nLy5O8vDz13xkZGQ+XYCIiIiIiIiIiIiIiov/IYIEZHUVR9P4NoMSx0uzcuVMWLVokn3/+uXh4eNz3fa+++qq89NJLJY4fPXpUbG1tpWHDhnLu3DnJycmRKnaQxDvu4udwXUREku+4iqJAXKxTREQkNj1APG3jpTA5VhQzazGxDxRN6lkRETGx8RJRTEWbHSciIgX2rpKckiK5ublibm4uVby8JPZ60d91dHQUczMzSUpOFvMcCwm0LJDEQlPJ0piIuQKpYVkg53ItRETExUwj1iaQS4cPi4hIaGioJCQkSEpKipiZmUmjRo3kyJEjAkDc3d3F2dlZLly4ICIiwcHBkpKSIomJiWJiYiJNmjSRo0ePikajEVdXV7Ey00oVu5siIpKQ7SnWZrniYJkuIiJX06qLn8M1MTPRiCbTTUysPUSTfrEor3b+Ippc0ebcFhERU5c6EnfzphQUFIi1lZU4OzvLzVu3RETE1cVFNFqtpKWliYiIn7+/nD9/Xu7cuSN2dnZSvXp1OXHihIiI+Pv7F/3Od/cYqlevnly+fFmysrLExsZGQkJC5M8//xQREV9fXzEzM5Nr166JiEjdunUlNjZW0tPTxcrKSurUqSNHjx4VEZEqVaqIjY2NBDpdFhGRuEwfcbJME1uLbCnUmsr1jKrqa9rsKiLmtqLNjCnKm0N10eYlC/LSRExMxcy5jhSmnJJrmTliZ2cntjY2knC76HfwcHeXnJwcyczKEkVRJExEonPNRQNFHEy14mKmkWt55iIi4mNRKDlaRVIKTcXi8GEJDw+XqKgoyc/PFycnJ/H19ZXTp0+LiEi1atUkNzdXbt4sOleNGjWSM2fOSG5urjg4OEjVqlXl5MmTIiISEBAgGo1GzY+uzFqa5UleoaUkZHuJv2NR3lJyXESbWyja7KK/a+oUItrs64KCbFHMrMTEvrpoUs/Itcw8cXJ0FFNTU0lOKboWvKtUkdS0NMnJyRFzMzPx9vaWw3fLqJeXl9ja2srly0VpqFWrlsTHx0tKSoqYm5tLw4YN1fd6eHiIo6OjXLxYVLZCQkIkKSlJkpKS1DL7xx9/iFarFTc3N3Fzc5Pz58+LiEjNmjUlPT1dbt++LYGOOXI1vbr4O1wTUxONZOfbSnqek3jbF12Pt7M9RHsnR7Q5iXfLbF3RpkcLNPmiWNiLiXUV0aQXXTeZ5rai0WgkLb3oWvDz9ZWEhATJLygQK0tLcXV1VdMfEBAgWq1Wrt+9tuvXry+XLl2SrKwssbW1laCgIHUPLF9fXzE1NZWYmKLfPywsTK5duyYZGRliZWUltWvXlmPHjhX9vt7eYmVlJVeuXBERkTp16siNGzckLS1N/BwK5HqGvwQ6Fb2WnusoeRor8bBNEBGRm5ne4mCZIYXJsSImZmLmXFsKU06KAKJYuYhi7ijazKtFv4N9oCQlJ0vW3TIb4O8vsdevi1arFVtbW7G3s5P4hAQxz7EQX4tCuXO3zIqI1LLOlwu55lIIRexNteJmplF/l+rVq8udO3fk1t16oHHjxnL69GnJzc0VR0dH8ff3l1OnTomISNWqVaWwsFBu3LghIiINGzbUqyPMTKzFzyH2bpl1FRERF+tkERG5nuEv7ja3xcosVzTpDmJiX000qWdERFcnm4k2u+jvmjoGS0JCguSUVic7OIi5ubkkJRf93SCtIkmFppKpMREzBRJkVSBnc/6qk21MIDer1RMREdebl+SOg6vk2DmLotFIlZjTcqtqXYGJidhkpEhaWppER0cX/d2gIElNTZXExERRFEXCw8Pl2LFjUlhYKC4uLuLp6aleu7ezPcXSNFccrXR1cjXxc4gVM5NC0WS6iom1Z7E62U9Ek/dXnexcR7QZF+VaZlHZcnVxkbi79YeLi4tAq5XUu3Wyr5+fXLhwQbKzs8XOzk5q1KghUVFRRWXfz09MTEz0yuzVq1clMzNTrK2tJTQ0VK2TfXx8xMLCQq5eLSpbdevWlevXr0taWppYWlpKWFiY/PHHHyLyVx2hy+vNTB9xvFsna7SmEptRVQIdL4soIhl5DqLNNxFt5rWivDlUE21eqiAvVUQxETOXun/Vyba2Ymtrq18n5+ZKZmamKHevV12ZLa1OztUqkny3Tm7SpImcPHlS8vLyxMnJSfz8/NQyGxgYKPn5+RIXF6eWWV07wt7eXgIDA/XqZF0dEeiU8wB1skZtR5g6BYs2O05QkCWKqaWYONQUTWrRfSHVxEptR4iIVPHykvT0dLmTkyNmZmbi4+0tMbGxYp5jobYj4vKLmnxVLQskpdBUMjQmYqpAWog8dDvCw8NDzp07JyJFdXJGRoYkJBTVRSLeajsiO99W0vKcxOdunZyY7SHmpvlF9ZQUtSO06RcFmjxRzO3FxMZbNOlF142Jra+kpaf/1Y7w9ZWE27clPz9fLC0txc3NTeLi4sQ8x0I8zQtFRCShoCivNSzzJa7ATHK0JmJlAvG3KFDrqYdpR+jua7Vr15abN29KamqqmJubi4i7Wp4z8hwlp9BKPO/WybeyvMXeIkPsLLKkMNVKbUcItKJYuoiJhaNo7tbJJvaBkpycrLYjAvz95fr166LRasXWxkbs7e0l/u7v6+jkJFlZWepgpkfdjtDVyQ0aNChRR+jympLjIoAirja6OtlP3G0S79bJ9mo7QkTExNpTxMS8WJ0cJNqcW3ItM0ltR8Tcbf85ODiIpYWFJCYlFZWtu/eejFLqZGczjdiZaOV6vrlYHD780O0IEZGmTZvKn3/+KQUFBeLi4iJeXl7F6mQPsTTNF0eronJ4Na2a+NpfF3PTArlTYCMotFLbESa2viLaAtHmFJ0rU+faos28LNcy09V2hFonOzsLgL/qZB8fuZr3V5n1syiQi3efCTzMC8VEROLvlu/GOTkP1Y6wsLCQ+vXry5EjR0SkqE62s7OTS5cuSaBTjtqOsLPIEo3WRGIzAqWq42VRFJHMPAfJLrD569q1DxRtfrogL+WvOjn1tIhWI4laM7UdISLi7u4uebm5kpGZKSIiVQMC5MaNGxKXY6G2I67erZO9zQslD0V1sohIC43modsRf/esYWbirrYj8gst5Fa2twQ4XhMRkdQcZ9HA9K+8OgaL9s5NQUFmUZ3sWFM0Kafvlm8PybK4o18nZ2TInTt3xMzUVHx9feVaTIxaJ9uYQG7crZMDLAokVfNXnRxsVaCWWXd3d3FxcflX7QhdnVyjRg29OkKkitqOuFNgI6m5LuJjX/SbJd5xF3OTAnGySpPCZHO1HVFUJ9uJia2PaNJ0dbKPpKen65XZ24mJap3s7uYmN+7eH30KTUSRv+rk6pb5cqvATO5oTcTSBBJQrE5+mHbE3z1rFG9H5BTYiKdd0e8Qn1VF7CyyxM4iUwpTLNV2RFGd7Cwmls6iySi6bkzsqwoKMuVa5k21HXH9xg3RaDRFdbKDg/r7VtWYqO0IEZEQq3y5kmcu+VDEzlQrHmYauZJXVE89bDtCpPRnDf062URcbYrqzhsZfuJqnSTW5jmSrzEXaB3UdoSJtYeIqaVos67fLd81RZuTIMjPkBs5GrUdISLiYG8vlpaWap3s5ekpmflmemX2XI6FQEScTDVib1pUJ4uI1E1Le+h2RPE62dnZWby9veXMmTMS6JSjtiOc7tbJ19ICxcf+hpibFkhOgbUk57hJYfKJu2XWVwSFor1TdK6K6uQrgsIcuZUvajtCRMTZ2bno+k9NVctlUlKSxOVYqO2IC3frZHczjZgpkFt3y3ejO3ceuh1R/PnY09NTHBwc1OdjKzNntR2h1ZpITEagVHW8IooCycyzl+wCO7WeMrEPFBSkC3JTRBRFzFzCpDD1jIi2UBRLJ8m1kb/qZDc3ycvLU+vkAH9/ibt5U+JyLMTOVCvu99TJ+Sh6PhIRCbbKlxMnTjx0O+J+zxpmJm5qOyJfYyG3sorVybnOotGaiZtNYlE9dbcdgfxMUUwtxMQxWDQpp+6Wb3fJtsz9q8x6eUlmRoZk37kjpqam4ufrKzExMQIR8SgwVdsRIiL+FgWSrjGRdI2pmCiQkGJ18sO0I86eLeovrF69umRnZ6t1RpMmTcTXPlZtR6TmuIiPQ9FvlnTHXUxNCsXZKvVunVzUjkBhrijmtmJi6yeatPN3y7e3CCDX7v6Gvj4+kpiUJHl5eWJhYSEe7u5qnezs5CSaQhO1HVHdMl/iC8wk+26dXNWiQKJzLcTi8OGHbkeI3L/PMtDpjtqO8CpWJ9uaZ4m9ZaYAiog0UtsRiqWTmFi6iibj8t3yHSBSkC3a3CS5lpmntiMKNRqxsbERRwcHuXX393VzdZXcAtNS62RbE614mhfVySIiQQkJD92OuF+fZaBTjtqOcCulTi7QmEtcpu9f9ZS1h4iplWizdG2OmqLNuS3IT5cbdwrVdoTI3TrZykoSE4v6trw8PSUzK0vicixKrZMdTLUSe7d810lNfeh2xN89a9hZ2KntCJGiOtnb/oZYlFon+4hAU6xOriXazKuCwhxRzGyk0MFGr8wqiiIpujrZ21uSk5MlLsdCbUfcr06uZlkg0dHRD9WOqFGjhpQlBQDK9Bvvys/PFxsbG/n444+lR48e6vEXX3xRoqKi5KeffrrvZz/88EMZNmyYfPzxx9KlS5e//Z7SZsz4+flJenq6ODg46L33pY3XHyjtTRo4/+N7QlwS/vE9IiKO1/54oPe5tuv/QO/7NwyR32rVqz/Q+x6HB8nvg+RV5MHyy3Nbdsr63Bp7XkVYlkvzKOvlhJ9/faC/VWvRmw/0Ph2W5ZLK+tw+jnIsUvbnVqRy5bey1VPGfu3y3JbEZ4PSsZ4qief2v+O5LYn5LYlluSSe25IqyrkVqVz5ZVkuief2wWRkZIijo2OpcYPHwWB7zFhYWEijRo3kwIEDescPHDggLVq0uO/ndu7cKUOHDpUdO3b8Y1BGRMTS0lIcHBz0/kdERERERERERERERGQIBl3KbMqUKTJo0CBp3LixNG/eXDZu3CixsbEyZswYERGZPXu2xMXFyfvvvy8iRUGZwYMHyxtvvCHNmjVTp1RZW1uLo6OjwfJBRERERERERERERET0IAwamOnXr58kJyfL4sWL5datW1KnTh3Zv3+/BAQEiIjIrVu31LX7RETeeecdKSwslPHjx8v48ePV40OGDJFt27aVdfKJiIiIiIiIiIiIiIj+FYMGZkRExo0bJ+PGjSv1tXuDLT/++OPjTxAREREREREREREREdFjYrA9ZoiIiIiIiIiIiIiIiCobBmaIiIiIiIiIiIiIiIjKCAMzREREREREREREREREZYSBGSIiIiIiIiIiIiIiojLCwAwREREREREREREREVEZYWCGiIiIiIiIiIiIiIiojDAwQ0REREREREREREREVEYYmCEiIiIiIiIiIiIiIiojDMwQERERERERERERERGVEQZmiIiIiIiIiIiIiIiIyggDM0RERERERERERERERGWEgRkiIiIiIiIiIiIiIqIywsAMERERERERERERERFRGWFghoiIiIiIiIiIiIiIqIwwMENERERERERERERERFRGGJghIiIiIiIiIiIiIiIqIwzMEBERERERERERERERlREGZoiIiIiIiIiIiIiIiMoIAzNERERERERERERERERlhIEZIiIiIiIiIiIiIiKiMsLADBERERERERERERERURlhYIaIiIiIiIiIiIiIiKiMMDBDRERERERERERERERURhiYISIiIiIiIiIiIiIiKiMMzBAREREREREREREREZURBmaIiIiIiIiIiIiIiIjKCAMzREREREREREREREREZYSBGSIiIiIiIiIiIiIiojLCwAwREREREREREREREVEZYWCGiIiIiIiIiIiIiIiojDAwQ0REREREREREREREVEYYmCEiIiIiIiIiIiIiIiojDMwQERERERERERERERGVEQZmiIiIiIiIiIiIiIiIyggDM0RERERERERERERERGWEgRkiIiIiIiIiIiIiIqIywsAMERERERERERERERFRGWFghoiIiIiIiIiIiIiIqIwwMENERERERERERERERFRGGJghIiIiIiIiIiIiIiIqIwzMEBERERERERERERERlREGZoiIiIiIiIiIiIiIiMoIAzNERERERERERERERERlhIEZIiIiIiIiIiIiIiKiMsLADBERERERERERERERURlhYIaIiIiIiIiIiIiIiKiMMDBDRERERERERERERERURhiYISIiIiIiIiIiIiIiKiMMzBAREREREREREREREZURBmaIiIiIiIiIiIiIiIjKCAMzREREREREREREREREZYSBGSIiIiIiIiIiIiIiojLCwAwREREREREREREREVEZMXhg5q233pLAwECxsrKSRo0ayc8///y37//pp5+kUaNGYmVlJdWqVZMNGzaUUUqJiIiIiIiIiIiIiIj+G4MGZj788EOJjIyUuXPnyvHjx6Vly5bSuXNniY2NLfX9V69elaefflpatmwpx48flzlz5sikSZPk008/LeOUExERERERERERERER/XsGDcy8/vrrMmLECBk5cqSEhobKmjVrxM/PT95+++1S379hwwbx9/eXNWvWSGhoqIwcOVKGDx8uK1euLOOUExERERERERERERER/Xtmhvri/Px8OXbsmMyaNUvveMeOHeXQoUOlfua3336Tjh076h176qmnZPPmzVJQUCDm5uYlPpOXlyd5eXnqv9PT00VEJCMjo8R7c3MyHyjtd7JM//E9meYP9rdMsu880PvMS0nvf2WI/Jb2u5eVB8nvg+RV5MHyy3Nbdsr63Bp7XkVYlkvzKOvlrLz8B/pb/7assCyXVNbn9nGUY5GyP7cilSu/la2eMvZrl+e2JD4blI71VEk8t/8dz21JzG9JLMsl8dyWVFHOrUjlyi/Lckk8tw9G95wF4KE+/28pKKtvusfNmzfFx8dHfv31V2nRooV6fOnSpfLee+9JdHR0ic8EBQXJ0KFDZc6cOeqxQ4cOyRNPPCE3b96UKlWqlPjMokWL5KWXXno8mSAiIiIiIiIiIiIiogrh+vXr4uvr+9i/x2AzZnQURdH7N4ASx/7p/aUd15k9e7ZMmTJF/bdWq5WUlBRxdXX92+951DIyMsTPz0+uX78uDg4OZfa9hlKZ8luZ8irC/FZklSmvIsxvRVaZ8ipSufJbmfIqwvxWZJUpryKVK7+VKa8izG9FVpnyKsL8VmSVKa8ilSu/lSmvIsxvWQAgmZmZ4u3tXSbfZ7DAjJubm5iamkp8fLze8du3b4unp2epn/Hy8ir1/WZmZuLq6lrqZywtLcXS0lLvmJOT08Mn/D9ycHCoFBePTmXKb2XKqwjzW5FVpryKML8VWWXKq0jlym9lyqsI81uRVaa8ilSu/FamvIowvxVZZcqrCPNbkVWmvIpUrvxWpryKML+Pm6OjY5l9l0mZfdM9LCwspFGjRnLgwAG94wcOHNBb2qy45s2bl3j/N998I40bNy51fxkiIiIiIiIiIiIiIiJjYrDAjIjIlClTZNOmTbJlyxY5d+6cTJ48WWJjY2XMmDEiUrQM2eDBg9X3jxkzRmJiYmTKlCly7tw52bJli2zevFmmTZtmqCwQERERERERERERERE9MIPuMdOvXz9JTk6WxYsXy61bt6ROnTqyf/9+CQgIEBGRW7duSWxsrPr+wMBA2b9/v0yePFnWr18v3t7esnbtWunVq5ehsvDALC0tZeHChSWWVauoKlN+K1NeRZjfiqwy5VWE+a3IKlNeRSpXfitTXkWY34qsMuVVpHLltzLlVYT5rcgqU15FmN+KrDLlVaRy5bcy5VWE+a2IFAAwdCKIiIiIiIiIiIiIiIgqA4MuZUZERERERERERERERFSZMDBDRERERERERERERERURhiYISIiIiIiIiIiIiIiKiMMzBAREREREVVg3FaUiIiobPHeSxWJVqs1dBIqJAZmiIjosbtz546hk0BERFQpnT17VubMmSMFBQWGTgoREVGF9/bbb8u+fftEURRDJ4XokdixY4fs27ePwcbHgIEZKtcuXrwoM2bMkNzcXEMnxSB0lWJ5rRxjYmJk06ZNhk4GPWZxcXHy/PPPy759+wydFIO6fv26vP/++5V+pMnx48cr3HVfXutgIp2bN29KYWGhoZNBj5iubpo7d67cvn1bzM3NDZyi/+769evy4YcfGjoZRP/JjRs35Msvv5S8vDxDJ8WoRUdHy88//yw//PCDoZPyyJTnNmNMTIysX7/e0Mkweu+++66MHz++0lzfWVlZkpaWZuhk0GO0ceNGef7558XS0rJSBxvv3Lkj6enpEh8f/0j/LgMzlUx5bgiUJiYmRlauXFlpgzPff/+9iIgoilIuz+0bb7whr732mrz11luGTsojc/nyZTl06FC5PB+Py5UrVyQ5OVnefPNNOXDggKGTYxBarVYWL14sy5cvly1btlTa8nHy5Elp1KiRXLx40dBJeWhJSUkSFRUlH3/8sXzzzTei1WordQO1PEpMTJRffvlFDh8+zGCEiOTm5kqbNm3k6aefLle/R3R0tHz00UciUvHat4+Krm4qLCwUOzs7ESnfv9Xp06ela9eu8uabb8r//vc/QyeHHoOsrCxJTEyUmJgYQyflsTl9+rR06dJFVq1aJUeOHDF0cozWzp07ZeTIkbJ69epH3glWlm7evCmff/65rFmzRrKyssptm7GwsFDeffddee211+T11183dHKM1ubNm2Xs2LGyd+9e6dmzp6GT89hFR0fLsGHDZNu2bRIXF2fo5Dx2+fn5kpGRYehklKmtW7fK+PHjZe/evdKxY0dDJ8dgLly4IJMmTZKxY8fKl19+KSKPrk3NwEwFd/r0aenbt698+eWXcuXKFb2GQEUYtd2+fXvZu3evvPvuuxIZGVmplks6efKkdOjQQSIjI0WkfAVnjh07Jjt27JBZs2ZJmzZtZPv27bJu3TpDJ+uRWLBggbRu3Vp++eUXQyfFaLRs2VIWLFggFhYWsnz5cjWgWJmYmJjI0qVLpV69erJt2zZ59913y831+qicOHFCmjVrJnPnzpXly5cbOjkP5dSpU9KhQwcZPny4PPfcc9KlSxcJCwuTHTt2SGZmpqGTV64YqvyfO3dOevXqJcuXL5cdO3aImZmZQdJhTKysrGTDhg1y+vRpGTBgQLkIzuTn50uvXr3kwoULIiLltqOrrOTn54u9vb2IlN/AzNmzZ6V169bSqVMn2bFjh3Tt2tXQSaJHLDo6WsaMGSPjx4+Xr776ytDJeSzOnj0rLVu2lE6dOsn69eulZcuWhk6SUdq6dauMHTtWRo0aJStWrJABAwaIiJS7cnHmzBnp2bOn7N69W9LS0tQAuUj564sxMzOTESNGSO/eveWDDz6QlStXGjpJRmfnzp0yatQoefnll6VLly6GTs5jd/LkSWndurXY29tLjRo1xMfHx9BJeqwuXrwoL774onTt2lU+++wzQyenTOzYsUNGjBghL774olqmy1vd9SicOnVK2rdvL46OjtKrVy8ZNmyYiIjcvn370XwBqMLSaDTo3LkzFEXB9OnTUaNGDWzcuBGnTp3Se59WqzVQCh9eYWGh3n+PHDkCRVEwZ84c3Llzx5BJKzPZ2dnYtGkTbGxsMHnyZPW4sZ/PqKgoKIqCSZMmAQCuXLmCkSNHolmzZnjzzTcNnLpHo3v37vDy8sJPP/1k6KQYXGFhoVomT506hdq1a6NVq1b49ttvDZyysqWrq5KTkzF8+HCEh4fj3XffNfrr9VE5ceIE7OzsMHv2bL3ja9aswYEDBwyUqn/n7NmzcHR0xIwZM3DmzBncvHkTX331FSIiImBnZ4f169dXmvvPo1SW18DJkyfh6uqKadOm4cqVK+rxw4cP4/Lly2WWDmOjOwc///wz3Nzc0Lt3bxQUFBg4VX+vsLAQtWrVwnvvvWfopBil6OhovPfee+q9p0mTJli+fLnee8rT/ScjIwNt2rRR2473vlZYWGj0ZZb+3smTJ+Hj44Np06bhf//7n3o8JibGgKl6tNLS0tCqVStMmTKlxGsZGRnIz883QKqMzw8//IAqVapgy5YtescHDhwId3d3LFiwwEAp+3dOnz4NZ2dnzJw5U6/N8cknnyA+Ph5AUX9NeXP16lVERkaifv36eO211wydHKOxYcMGmJqawsvLC/Xq1cOhQ4fK5fl9UNeuXUNAQABmzZr1t+2J8tTW+DsnTpxAYGAgpkyZgo8++kg9np6ebsBUPV4bNmyAoigICgrCs88+i08++UR9raKc1wdx6dIlVKlSBVOmTNG7T69btw4RERGPpF+LgZkK7ttvv0Xz5s3x3Xff4f3330f9+vXRrl07jBo1CpcvX0ZOTg6A8nNh3bx5E7m5uQCAvLw89fjq1athYWEBU1NTjB07Vs1XRZeVlYUtW7bAwsKiXARnTp48CWtrayxcuBDAX43RihKcKV5Rd+3atdIGZ2JiYnD27Fn137rzvGbNGtjY2KB58+Zo164dvvnmG0MlsUxkZ2er/1+j0ai/w7x586AoCpo1a4YNGzYY7fX6qKSmpsLDwwOtW7fWO75s2TLY29vjhx9+MEi6/o3s7Gz06tUL48ePB6D/IF1QUIB27drBw8MDf/75JwDjrYONwcyZMzFo0CB8++23SEhI0HvtcT7A3rx5E3Xr1i3RIbZ8+XJYW1tj6tSpuHr16mP7fmMTHx+vltfiDh48CBcXF/Tq1cuoO7pzc3PRoEEDfP311wB4zd3r9ddfh6Io2LhxIwCgfv36WLdunYFT9fBu3LiBsLAwvfvFjz/+iFmzZsHT0xNhYWFYtGgRUlJSDJfIRyg6Ohpvv/22oZNRZq5cuQIfHx9MnjxZr95Zu3YtGjZsiI8//tiAqXt04uLiUL9+ffz888/qsZ9++gkLFiyAt7c3WrVqhQULFlTa+kyX77lz56Jbt256HZ49e/ZEcHAwRo8ejebNm6vPksYqMTER4eHheOGFF/SOL1++HIqioEaNGrh58yYA4w7OXLhwAbt27cLvv/8OQP/ZPTIyEmFhYVixYoUhk2gUNm7cCEVR8N133wEAGjRogJCQEPz2228V9np+66230LZtW2RmZqrHrl27hi+//BJLlizB+++/rx4v77/BxYsX4enpienTpyMrK0s9/sYbb2DIkCG4ePGiAVP3eKxbtw6KouCHH35AbGws2rdvj44dO+LTTz9V31Pez+s/0Wq10Gq1mD59Onr37o2MjAz1tSVLlsDKygqNGzdGx44d1Wv/YTEwU8HFxMSgZ8+e2L17NwDg+vXr+PPPP6EoCpo2bYpnnnkGx48fL9E5YozS09PRvn17PPXUU3oV4rJly+Di4oKDBw/iwIEDsLKywtixY9UATkXy66+/luhIycrKwubNm2FmZobIyEj1uLFVlGfPnoWbmxu6d++uHiveWV1egzNXrlzBu+++i6SkJL1yCQBPP/00PDw88OOPPxrd+XhcNBoN6tWrh9DQUJw4cUI9vnTpUri4uODXX3/Fzz//jK5du6Jdu3YVduZMfHw8AgIC8MUXX+gdX7JkCdzd3fHRRx/hueeewxNPPFHhgzNpaWmYM2cOLCws1NHtuvJQXoJzGRkZCAkJwaZNm/SO6+qvxMRE+Pn5oX///oZIXrmg1WoRHx8PCwsL+Pv7Y8SIEQgLC8OePXtKzFZ5HNfDvn37EBYWhrNnz6rnbcmSJbCxscH48ePh7++PGTNmVIrgTExMDNzd3aEoCoYMGYIZM2bg/PnzSE5OBlA0c8bX1xc9evTQGwRjaLGxsepI+szMTHh5eWH//v0GTpXxevXVV2FiYoKtW7eiXbt2GDp0KPbu3YutW7dix44d2LNnD7Zv347XXnvNaOti3UCr27dvw8fHB7NmzQIArFq1CvXr10fHjh2xbNkyjBw5EkFBQdi3b58hk/vI6EapvvHGG4ZOymOlq+sXLFiAZ599Fqmpqepruvq5RYsWePLJJ/VG6pY3unxevXoVlpaWapB0zZo1aNCgAdq2bYt58+Zh4MCBqFevHvbs2WPA1BqO7ndq2rQpRo0aBeCvZ8XZs2cjOTkZmZmZmDt3LurXr4958+YZMrl/65dffkGdOnVw+PBh9dh7770HJycnrF69Gu3bt0dISIhRB2du374Nc3NzKIoCR0dHtGvXDuPHj8fvv/+O9PR05OTkIDIyEi1atMCyZcsMnVyDSUhIQPv27fHZZ5+px7RabYUPzsyZMwetWrVS24k7duzAs88+C29vbwQGBsLW1hbjxo0zcCr/O41Gg4kTJ6JHjx56KyPMnz8ftra2MDExQY8ePfRmxZV3CQkJ6Nevn96giDNnzqBDhw7o0KFDpQrOAEDz5s0xYcIEAEXlISYmBg0aNMAvv/yCH3/8Ed26dUOHDh3+U1uagZkKJjU1VS+SBxSNzvb391eXMxg2bBh8fX3xxhtvoG/fvlAUBUOHDjX6JVjy8vKwfv16NG/eHH369AFQFKV2dnZWR0wCRZ0v9vb2GDRoUIUKzrzxxhtQFAWmpqZ4/vnnMWXKFFy6dEkdHbht2zbY29vjxRdfVD9jLBVlVFQUrKys4OXlBW9vb+zbt0+9iesi0cBfwZmIiIhyMfomMTERVapUgaIoeOKJJ9CiRQu8+eabehHzwYMHq8EZ3TVY0SUmJqJ69epo0aIFbt++jVdffRUuLi748ssv1fd899136N69Oxo3blwuZkw8jN69e8PFxUWtn3RBZF1HYlJSEvr164fWrVtjzZo1RnO9Pg4ZGRmYP38+FEVBt27d4Onpia+++gqAfj31ww8/IC0tzVDJLJVGo8G5c+fg5OSkdvoVnx2ne5geMWIEIiIiuBTJP3jttdcwffp0REdH45VXXkGdOnXQoUMHzJs3D9evX1dHSz/q62HWrFnw9/fXO/bRRx+p1+fmzZvh4+OD8ePH63UOVkRfffUVGjZsCGdnZ3To0AHPPvssXFxcUKdOHcyaNQt79uzBd999B3t7e4wZM8YoZiHn5uZi6NChCAsLw969ewEAHh4e6kNQ8U6t4mWnIterD2LRokVQFAWKoiAgIAAhISFwd3eHj48PgoOD4efnh4CAAJw7d87QSS3h5MmTGDx4MG7evImCggKsXLkSLi4u8PPzg5WVFVatWoXTp0+r7/f398fUqVMNmOJHa+3atVAUBa+//vp931NRynebNm0wbNgwAEXXckJCAiIiIvDrr7/i+PHj6N+/P1q1aoVdu3YZOKX/3pUrV/DBBx+obZvFixdDURTUrFkTlpaWeO2113Dy5EkARQNZvL298dJLLxkyyQbXuXNntG7d+r6zNhMSEtC8eXPMmDGjjFP24NatWwcPDw+9fpk9e/bg2LFjAICjR4+iTZs28PHxMeqlkEaNGgU3NzdMnjwZw4cPR48ePeDs7IwaNWpgxowZmDdvHkaOHIl69er9bV1VUUVFRSExMVGvrBZvx1bk4Mwnn3wCRVEwcuRI9OjRA05OTpg8eTJ+/vlnFBQUYPXq1Ubbvvg3CgoK0LhxY3VgCFA0M6hRo0Y4cuQIoqOj4eTkhG7duiE6OtqAKX00Tp8+jfPnz+PWrVsAisqxro19v+CMMQaWH4WCggLk5eUhMDBQ7/wDRf04Ot999x0CAwMxd+7ch/4uBmYqkGPHjiEkJATHjx8H8FdjPSMjA507d8bnn3+OgQMHwsvLS+9B5qOPPjL6tdV1F3tubi42b96MJk2aIDQ0FE5OTjh06FCJ9+/ZswdeXl5qhVIRrF69GsHBwahXrx569eqFp556Ch4eHggKCsL8+fOxadMmrF+/HqampkbVoD9x4oRemrp16wY3Nzfs27dP7cAsHpy5evUq+vfvjw4dOhj9khTXr19HZGQk3N3d0aVLF6xfvx7BwcHw8PBAeHg4IiMjcfToUdSpUwcNGzbEgQMHKlVwxsfHB66urnBzc1M7P4vn/6uvvkL//v0r1Prh9xo2bBicnJwwZMgQuLu7q52Iut8hKSkJTz/9NDp16lQhO4OLB/xzcnKwePFimJqaqstJFW/IzZ49G4qiqKMHDa34DLj8/HzUqVMHXbp0UY/p0q6ru3SjBivLNf6wdu3ahYYNGyIxMREAkJKSgmXLlkFRFHTo0AGDBw/G1atXH/n1sGrVKnh5eeHKlSv3fTgeMWIEWrduXSmCa7t370bPnj3RunVr3Lx5E6dOncK6desQHh6OatWqISgoCDVq1ICiKJg2bZqhkwugaARyv3790LJlS6xbtw4tWrTA3r17cfz4cRw+fBinTp3CyZMnceTIEezbtw/Xrl0zdJLLTEJCAr7//nts3LgRH374IeLj4/WWEVUUBUuWLEFGRgYyMzORmZmJ7OxsZGVllZjtawyioqJgYmKit1xRSkoKjh49ig8++EDv3BYWFiItLQ0dO3bEu+++a4DUPj6rVq26b3AmLy8P48aNw9atW8s+YY+IrgOzXr16GDFihN5rxTu0//jjD4SEhOgt21xejBs3Du7u7ti6dStycnKg1Wrx008/4b333tMrxxqNBunp6ejQoQM2b95swBSXve+//15d3k2j0WDGjBlwc3PDJ598UmJfWaCoLnjqqaewYcMGg6T3QezcuRPm5uZ6qwfca9WqVWjSpInRtf/vXep06NChaNCgAd555x0ARfXzBx98gCeffBLh4eFq8L969epGl5fH6f/+7/8QGhqK3r17q21anXuDM6Ghofj9998rXAf2unXr0K5dO7Rv3x7ffvut3vn/v//7PwQFBZX7/rjU1FTUrFkTixcvBvBXoKJ4P9XZs2ehKApWrVplqGQ+EroyPW3aNMTFxem9pnt20gVnOnbsqK7KVNEUX00qPz8fPXv2RP369fX60Iuv/JOeno7OnTv/p30vGZipIKKiomBra1vqZoIFBQUYMWIELCwsEBQUpDYQylvUXneD0wVnGjRogIiICPX1ezvDjPFB82Fs27ZNHWnw2muvoWvXrhg2bBgyMjJw6tQprF27FhEREahRowZ8fX1hYWEBRVHw+eefGzjlReekf//+mD9/vt7xfwrOXLt2zWg6Z//J1atXMWvWLDg4OKid7hcuXMDUqVPRsWNH+Pn5oXbt2lAUBS1btjT6mWkPIz09HbGxsfj555+RkJCgNsqSkpIQGhqKGjVq6I0gKX6tFt+HpaK4t9E9btw4KIqCV155Re+47ndISUnBjRs3yix9j1tMTAzefPNNdOrUCe3atcOYMWNw7tw5FBYWIjc3FwsXLoSiKHqdSbrp4EeOHDFcwotJSEiAp6enunRKXl4e5syZA3d3dyxbtqzU+2f//v0xefLkcndvfZyK/xbFr/unnnoK/fr1A1C094uHhweGDBmCdevWoU2bNlAUBTt27PhP3x0bG4tPP/1UvR737dsHRVGwdu3aEu/VaDQoLCzEuHHjMGnSJKNavutx+vTTT9GqVSu0bdsWsbGxAIoeQNPS0vD6668jMjISvr6+f9uxVBaKl6Nff/0Vffr0Qb169aAoCpydneHo6AhbW1vY2NjAxsYGDg4O8PDwwKVLlwyY6rJz8uRJ1K5dG40bN4arqytMTU0RFBSEl19+WS3LixcvhpmZmV5HprHWVcePH4e1tTXmzJmjd/zv2k8LFixAtWrVyu1SIrdu3cI333yDdevW4b333sONGzfU9vHKlStLBGfy8/MxadIkKIqijsAvT27duqXuS1BYWIhhw4ahZs2aem2AwsJCtYzeuXMH3bp1K7f77gwfPhw1a9bE5s2bS6xsUdz8+fNRrVq1SrGkpk58fDw6duyIxo0b49dffwVQdB+qWrUqatWqhf/973/qtaDRaJCYmIhOnToZ3UCY6OhovU7ZkydPombNmnj22WfVZ9ri+QCASZMmYeDAgUb1bJiVlYXmzZujd+/e+OOPP9TjQ4YMQbVq1bBx40a1DGdlZSE7Oxs7duzAokWL9PYXrei2bt0KW1tbbN26Va+NVPy+Wnx1kMaNG8PZ2VmvY7c8iYuLw7Zt2/Dcc89h0KBBeOWVV9Rn+KysrFIHNE2fPh0dO3Y0upUQHkR6erral5iXl4f69eujTZs26uv3Pt+kpKSgS5cu5XrJzS1btsDW1habNm1SZ3Heq/jMmU6dOqFhw4b48ccfyzKZj11ycjLatWuHYcOGqed5586dUBQF48aNK7WdOWfOHNSuXVt9lnoYDMxUAFFRUaU+wOjWCgeKOiiqV6+Ol19+uayT99DOnz+PzZs3l9pRl5ubi02bNqFJkybo06ePusyGMW9U+29ptVqkpKRAURSMGTNGPb5ixQo0bdoUL7zwAm7fvg2gaK311NRUrF+/HpGRkRg4cKChkq06f/683jqLWq1W76b9T8EZY1c8LzExMYiMjISdnR0++OADAH/duH777Tfs2bMHvXr1wqlTpwyS1sfp9OnTaN++PWrWrAl7e3u4urpi6NCh+OWXXwAUzZzx9fVFixYt9PJf0UYMxcTE4Pvvv9c7pquPCgoKMHr0aDg4OKjLd+kY00Plo3Dq1CnUrl0bXbp0QY8ePfD888/D2dkZ1apVw44dO1BQUICCggLMmzcPiqLg448/xmuvvQYrKyscPXrU0MkHUFQPFRQUYOjQobC2tlbXjI6Li0NERAT8/Pwwffp05ObmorCwEOnp6Zg/fz5cXFzK/XT9srJ79270798f3377Ldzc3Ercs/7rwAKNRoN+/fqhdu3a2Llzp3qdjRw5EhYWFti2bZve8lwFBQWYNWsWvLy8cP78+f/03cYoJiYG7733HsaNG4dFixZh586d6mt79+5F69at0apVq1IfNgzZYZSamorr16/jxx9/xIULF9T2we+//46ePXuiQYMG6obviYmJuHjxIi5fvoykpKRyP0LzQemWWZw+fTquXr2K+Ph4nDp1Cq1bt4aXlxemTp2qtldefvllWFlZGfW+JWfOnIG1tbU6MlXnjTfewLp165CXl6fXTty/fz9efPFFODs7qysGlDcnT55EaGgowsPD4e7uDgsLCwQEBGDevHlqx5AuOLN69Wrk5uZiwoQJsLa2LrHvZHmQmpqKp556Ct27d1c7eL/99luYmpqif//+OHPmTInPzJ49G8HBweV6FtzgwYMRFBSETZs2lQjOfP3115gyZUq5Lsf/xf79+9GjRw+0bNkSP/30E4Ci9qSvry/8/Pzwwgsv4Ntvv8XSpUvRtm1bhIWFqfWaMbSjtVqtui/U0qVL1eNTp06Fi4sLRo4cqXdPSktLw8yZM+Hm5maUwYydO3ciLCwMw4YN0+uHGTZsGGrUqIF33nmnxMyY8vL8/ij8/vvv8PPzw4cffljitXvbTMWDM0OHDjWK8vpvnT59Gg0bNkTbtm3Rrl07NGrUCI6OjggJCVFX3SneB5eUlIQZM2bA2dn5vh38xiw+Ph6hoaF4++231aDSxx9/DFNTU0yfPh3AX+Vd158xe/Zs1KtXr9wOtPz9999RtWrVUgNLd+7c0Qsq68rwiRMnEBkZWeH6dHT7mDVr1gwTJkxQz7VuYOmgQYPUlWAOHTqEiRMnws7O7j/fuxmYKedOnToFe3v7EmvezZ8/Hy1btkR2djY0Gg3y8vIwfvx4DBgwQJ1GbcwyMzMRFhaGRo0aoW7dupg4caI6ikYnJycH7777Lho3boz+/fsbxRroj5Kuktu6dSvs7e31Nt9atWoVmjdvjuHDh+tNtbvf3yhrGo1GXdf8//7v/wD8FXQp3iDp0aMHXF1dsX///nKxdExsbOx9RwXExsZi8uTJsLe3V4MzQMULQBR3+vRpODg44MUXX8T//vc//Pnnn5g6dSr8/f1Rs2ZNfPvttwD+2hi9VatWFfKB8/bt27CxsYGiKBg1ahS2bdtWIkis0WgwdOhQ2Nvb6+2JVZFERUXBzs4OM2fO1HsAvXHjBsLCwuDl5aVu3J2RkaG394GxBGXOnj2LefPmobCwEMnJyZg0aRLMzMzUqdoxMTF45pln4OTkBD8/P3XTXn9//3LZQfY47dixA1OmTEG7du3Qv39/fPHFF+qoUd0+VLrRR7r94O5tm/yX+vP27dt45pln8MQTT2DHjh3QarWIiYlBr169YGpqiiFDhmDbtm1YvXo1nn/+ebi4uJTLkef/5MSJEwgICECrVq3QoEEDVK1aFYqioG/fvrhw4QKAokBYmzZt0Lp1a3Vpyce118+DOnXqFCIiIhAaGqpuPPzEE0+oaT5y5Ah69+6Nli1b6q1zXZEG6PyTvLw8DBw4sMQSUEDRTMwePXrAw8NDb6mJOXPmwNXV1SiXm0lPT0eDBg0QFBSkt8TpsmXLYG5uXmI/ui+++EJd2re8jkI+d+4cnJ2dMWPGDMTGxiIpKQmXL19Gp06d4OHhgfHjx6ujktesWQNLS0vUrl0b9vb25ba+KigowIoVKxAREYHnn39e7fh6++23oSgKunbtil27dkGj0eD777/H+PHjYW9vX27usXFxcdi7dy8++uijErP/SwvO7Nu3T51hXBEHcD2oL7/8Es8++ywiIiLUZc3i4+PRs2dPVK1aFSYmJggPD8eECRP0Bj4Zi4yMDKxduxYmJiZ6S4oPHz4c7u7uCAoKwqpVqzBp0iT06dMHHh4eRlemi9/vd+/ejdDQ0BLBmeHDh6NGjRp49913y+VMiEdhx44daNu2rV7f0/79+zFt2jTUqFEDEyZM0Ntv9t4+jvIUnDl+/Djs7e0xffp0NTBeUFCAjz76CKGhoahevbreMm4zZ85Et27dEBwcjKioKEMl+z/r378/fH19sXXrVmRnZyMtLQ0vvvgiFEXBhAkTcPbsWWi1Whw7dgyTJ09+JB3zhrRr1y5EREToncsvv/wSM2fORIMGDTB48GAcPnwYgP6eMzoVpb+r+FYgS5YsQePGjTF+/Hj1+MqVK+Hq6gozMzM4ODigRo0aaNq06SNZWYCBmXIuMjISiqLgwIEDauPk1Vdfhbu7u7o5qs5XX30FRVHKxUbbGo0GPXv2RI8ePXD58mV06dIFTz75JNq2bYvffvtN7fTLycnBtm3bEBgYiKFDhxo41Y9HTEwMevbsiW7duumNZl21ahVatGiBUaNGqZXo/Ta/NYTExETMnTsXiqLoBSruDc707t0biqIYfWd1UlIS3N3dERwcjBYtWuC7774rMXLv6tWrmDJlCuzt7fVGJAOGPx+PWlpaGiIiIkpd73vHjh2oU6cOwsPD1ZFgSUlJsLOzw1NPPVXhlglKT0/HsGHDsH79ekyfPh3t27dHjRo18H//938lbtRDhw6Foih6DfaK4OTJk3BwcMDs2bMB/FXedfelzMxMhIaGonnz5upn0tLSsG7dOqMaLdipUyd1A2KgKI33BmeSk5Px9ddfY+bMmZg0aRI2b95crkfxPg7Tpk2Dn58fhg0bhv79+6Nu3bqwsrJC79691Q7UXbt2oXbt2vjtt98e+ffryl9SUpK65IluZGNaWhpefvll+Pr6ws7ODqGhoRg4cKBRlcNH5eLFi/Dw8MCcOXPUjvjr169j69atsLOzQ6dOndT2w6effoqOHTuiXr16/2kq/qOgC/pPmzYNP/74I65evYpXX30VNWrUgJ+fnzoj85dffkGvXr3Qtm3b/7z0XXmUmpqKunXrYt26dQD+Kve6NlZ6ejq8vb3VZQN1im9YamzWrFmD8PBwjB07FmlpaVi9ejVcXFxKbSNmZWXh9OnTRp2fv5Ofn4+hQ4di+PDhJV7Lzs7GgAED4OLioteeXLNmDZycnMptB5CujObn52Pt2rVo1qwZnn/+eXXz8w8++AC+vr4wMzODpaUlAgMDERERYfDlFB/UiRMnEBISgtDQULi6uqJGjRolZiIWD87k5OQgKytL3UC8svjxxx9x8ODBEvear7/+Gk8//TQiIiLU/oq8vDxkZ2fj4sWLes+PxtC5fW9nZFpamrqn16JFi9Tj77zzDnr06AE/Pz80bNgQkZGRRrlJuEajuW9wpngQafTo0XB1dcW2bdsq3PPtg1i3bh0cHBzUPTgiIyMRERGBpk2bYsKECahevTr69Omjt3pNeXTmzBlYWlpi+fLlJV4rLCzE119/jYCAADz11FPq897u3buxaNGicrusqG6gGACMGjUKHh4e2Lp1KwoLCxEfH4+FCxfC1tYWDg4OcHBwQJ06dVC/fv1yHYQCivqPvby81CVGJ0+ejBYtWqBFixYYOnQonnjiCURERJTYd6aiSEtLK7G8fkpKCpYsWYIGDRrozZz5448/sH//fqxduxa///773w6S/zcYmKkA+vbtCxcXF/z6669YsmTJfR9gMjMz1bX+jZmukXPx4kWEh4fj1KlTSE1NRXR0NEaPHg07OztERERg+/bt6nTRjz/+WJ1KWd698sorePfdd/Uu8vfffx/Ozs7q7BOd1atXo0WLFujVq5dakRrSvY2z27dvY9asWf8YnHn++eeNsoFa3NWrV9GwYUPs2LEDixcvRvv27REWFoZNmzbh4sWL6vtiY2MxdepUdZmmiurq1auoW7eu2kGmW/5JZ8OGDbCxsdHbBC05OVkd7VzRjBs3Dj169ABQNOV30aJF6NOnD3x8fPDGG2+oo0wAYOLEiUZfD/9bzz//PBRFwZEjR9Rr+95Ows8//xwmJiZ6QSljG2HTsWNHzJw5U+9Y8eDMnj17DJOwcmTlypXw9PQsMZp7zpw5qFKlCnr27Im4uDhER0ejfv36eOuttwD8906WCxcu4OOPPy7xMJiQkIDOnTsjPDxcHYWtOx4XF4c7d+7oPYhVBLoZqjNnzsSAAQMAlLzWPv30U1haWqrLMgDAhx9+iG7duhk00Jieno527dqpeybq0p2Xl4fff/8dDRs2RLVq1dTR5r///js6duyILl26GEU7qCzoOntu374NPz8/rF+/HoD+6HHdAIiXXnoJtWrVQlJSktHVtzpxcXE4ePCg+u9169ahUaNGaNasGRwcHNR2RvH0b9y4scRM+vImOzsb9erVw8qVKwGUvGfm5eWhevXq6Nq1q97nyuMo9aSkpBKztPLy8rB27Vo0adJEb+ZMdHQ0Dh06hG3btuHkyZPlJvAWFRUFGxsbzJw5E7Gxsdi1axesrKzQr18/5OXl6Q1KGjx4MGrVqoX169dXmD1RH9S3334LRVFgaWkJFxcXjB07FsuWLVMDU0ePHkWPHj3QqlUrdVkzQL+NYAzBgEuXLmHZsmX47rvv9Dr0cnNzsWrVKiiKggULFuh9RpdHYwgq6Vy8eFEvOHzvsuK7d+9GjRo1EBkZqRdomDRpkt7zb2Vy4cIFtG3bFs7OzggMDIS/vz82btyotp0+/PBDKIpSrjvrc3JyMGjQICiKogbO751JnZeXh9mzZ8PDw0NvlqsxzWR7UCkpKaUe181427p1qzrz6fLly3jnnXewcuVKHDx4sNwunbt161Z1v9eUlBQEBQXB1dUVvr6+8Pf3x6ZNm9RZn9u3b4erq2u5XJrun5w/fx62trZqW+Sbb75R96jMy8vDa6+9hsaNG2PMmDGP9d7DwEwF0aNHDyiKAgcHB+zfvx+AfqNl+fLlWLp06d9uOGhMtFotkpKS0Lt3byxZskQ9PmbMGFStWhUTJ06Evb09QkJC8NprrxkwpY/WmTNnoCgKbG1tMWfOHPVhGyganeLh4VEiKvvSSy+VWIvbEK5cuYINGzbgxIkTelN209PTMW3aNCiKgvfff189fm9HfnmwePFiNGnSBEBRo2zLli2oV68eGjRogMjISMTHx0Oj0SAzMxOzZs2qkHsV6BrlBw8eLHUJquL1TosWLdSRuuVhqbqHoesounPnDsLCwvQ2Vm7Xrh3c3d0RGhqKpk2bonXr1hX6IaZNmzYICAjADz/8UOpD5+XLl2FqalpiNqcx6dy5szoyrHj9VDw4o0u/7twbQweBscjIyMAzzzyj3rsKCwv1ysLcuXNhaWmpDjKYPXs2TE1N/3NHY2JiorosXpMmTdC0aVOsX79eXXpSt3H0k08+iffee8+oOkUepw4dOmDUqFEASpbT3NxcjB8/Hp6ennprYhs6uJGQkIDg4GDs27dPTXPxtby/+eYbvdl5QFFH3vXr1w2S3rJ2/PhxNGnSBH/++Sfy8vJQu3ZtdOzYUX393rI9c+ZMNGrUyGjrqZycHDz55JNo166d3j5tGzZsQLVq1fDMM8+U2Ah93rx5sLW1LfdtrISEBFSrVk3dMLx4O0nXib9ixQoEBQUhISHBaM/hP7lw4QLMzMwQHByMTp064eOPP9bbVHzz5s1o3rw5BgwYYJRL7D2Iy5cvw9bWFpGRkXrHq1evrrdhdHHdunVD48aNy2Wg7b+IiYlBnTp1ULt2bYwePRpDhw5FjRo1EBgYiMaNG2PLli2YMmUKevfujVatWj2WWbX/VUpKCkJCQtR2x1NPPYWuXbvi66+/xqVLl1BYWIiNGzfC0tISr7zyivq54nuqGosffvgBiqKogziAksGZ7du3w8LCQl1ijoruxRs2bMDy5cvVwIXO999/j/Dw8HI9aFir1eKHH35Au3btEBQUpLYTdW0M3X8vXrwIRVHw888/G1W5/jcuXLgAR0dHPPnkk5g9ezZ++uknvWUoJ06cCBcXF2zduvW+AZzyRrcn1r59+9RjiYmJWL16NdatW4esrCy983nw4EE0aNCgwg0sBYoCVIqiIDQ0FCEhIWjSpAkcHBzw3HPP4a233sLp06cxZ84ctG/fHtOmTXts6WBgppy5desWvvnmG3z99dclppKNGDEClpaW+Oqrr/RGfy5YsACKohh1hPPixYv44IMPSnQI7NixA87OzoiPj8fIkSNRpUoVdSptVFQU5s+fb/QzLf6tWbNmwcnJCQsXLkS3bt3Qrl07pKSk4MyZM2jdujUGDx583814DXVDTExMVNett7S0RI8ePTBixAgcOXIESUlJuHPnDl5++eVS95wpD3QdtNevX0fXrl31bmKdOnVCcHAwqlWrhrCwMLRv377ClUmdxMREeHh44Ndff8X58+dhZmaGd955B0DpMx86dOiA5557rqyTWeby8/ORn5+PKVOmqEu7DR48GF5eXoiNjUVcXBx27dqFFi1aVMjATPHOpFatWiEgIAA//vhjiZkzX331FcLCwkp0shnShQsX1BkbWq0W9erVw5o1a9R/F5eamqouH/rll1+WeVrLg+vXr8Pe3h7btm3TO168fmjSpAnat28PoGg6+Ny5c//z92o0GnXt5ylTpmDkyJF48sknYWZmhtatW2PmzJn47LPP0LBhQ3Tt2rXCL7+hy1vDhg0xZMiQEsd1Pv30U5ibmxtV58Gvv/4KRVHUuvLee0tBQQGaNm2Kvn37GiJ5BnX8+HFYWFjo7Su5efNmmJmZldhrUlf/Dh8+HGPGjEF+fr7RlvmDBw+iSZMm6Nmzp96MyrfeegsNGzbEmDFj1HbV/PnzYW1trdexX15pNBo0btwYTzzxhHrs3sDawoULUb9+/XI3kKm4//3vf1AUBcHBwWjSpAmaN28OOzs7dO7cGQsXLsSJEycwf/58dOnSBSNGjDB4cPhhrFu3Dn5+fpg8ebLaSfvqq69CURTUrVsXI0eOxKhRo/Dzzz/rLd9VUZeFuR9d+b5y5Qrq1KmDvn374vvvv0dBQQG++uordfkcLy8vmJqaQlEUvPDCCwZOdUn5+flYsGABnnjiCXTq1Amvv/46+vTpg9DQUNjY2GDYsGGYOnWq2mbUBV+NSfG+hAMHDsDFxUXvvnrvPhJ169bVCzJVFh9++CFee+01JCcnP9Ds6pycHDzzzDPo3r270d5z/87ly5fx2WefASgqA7/++iuefPJJBAUFqcGK4vej999/H6GhoeU6wLxt2zYoigJzc3MMHjwY1tbWaNCgAfr37499+/YhLy8Po0ePRs2aNfHee++V2wEEOhs2bPhXq0BkZ2ejS5cuePbZZ8tlmX4Qa9euRWBgIF599VUcOnQI//vf/zB69Gj4+PigcePG8PX1RWBgIBRFeWwD4hmYKUdOnjyJWrVqITg4GC4uLoiIiCgxWqxnz55wcXHBF198AQBYtGgRrKysjHqDyPj4eHXEyaZNm/QaCvn5+Xj++efh5eWFgIAAvU2nAOOaCvyoxMfHY/DgwXjllVcQGxuL9u3bo23btli+fDmGDRuGTp06qZuqG8ueMklJSRg3bhzCw8PRvn17rFixAk888QRq1qwJNzc3TJ06Fa+88gpGjBhRbpb4iomJwZdffqnX+NBqtejbty+6d+8OABgyZAg8PT3V63DNmjV49tlny/0ozvtJTk5GjRo11GVFunTpAh8fH3XpIN31qNFokJ+fj2effRYrVqwAYFyjw/6L2NhYvPfee9iyZUuJUXy//PIL7Ozs0KhRI3h7e5eYTWSsy8g8jHs7iYo/rOiCMz/88IPe+1588UU888wzJUaWGYpGo8HKlSuhKIoajAkJCdGbqXiv1NRUzJo1q0LuR/IoXLp0CV5eXurMseJBO11ZmDx5MurVq1eio/i/Xh8ajQbjxo2Di4sLfvnlFxQUFODXX3/FG2+8gbp16+LJJ59U2xqtW7cuNzOIH4but5w2bRp8fHz0ZiJoNBr19d27d6N27dpGNQIwPj4eHh4emD59eonRxbr/DhgwAN26dTNUEg1Ct9TCvWu9x8TEYMiQIbCwsMCkSZOQlJSEvLw8JCYmYv78+XBycsKZM2cMlOq/V7wNf+jQITRo0KBEcGbdunVo0KABJk+ejNGjR8PKyqrEvbW8SExMxKFDh3D06FF1RsyOHTtgbm6O8ePH671X99uMHDkSI0aMKPd78+3atQv+/v6YP38+fv31Vxw+fBjTp09HrVq1EBYWhipVqsDHxweKomDy5Mnlrs1YUFCA5cuXo1mzZpg+fToWLFgANzc3vPXWWzh+/DhWrVqF559/Hm5ubqhSpUqJmTWVge6+o2sLXLx4EXXr1kXbtm1x6NAh9X0JCQnqMmHTpk0zuqBk8eU1Fy5cqLf0ZlZWFnbs2IGJEyeievXqqF69utruSE1NNZpyfevWLQQGBuoNMvrmm29KBGeAovympKQgIiKiUu3lptVqERMTA0VRYGJigv79+2PYsGG4dOmSXpnU1dUZGRn46aef0LlzZ9StW1d9T3l69svPz8e0adNgbW2t9tXcG5zRBZMLCgqg0WgwYcIEDBw4sFwvyZiRkYGNGzfC3Nwcb775Jq5evYoPPvgArVq1Qq1atVClShWMHTsWiqLA3d0dO3bsMJpr+d969913YWFhUSIos3DhwhL9Gmlpafj999/RuXNn9bkNKF9l+u/cu7XCK6+8An9/fyxcuFAtz/n5+di/fz8WL16M8PBwVK1a9bH1ATAwU05ERUXB1tYW06dPx7Vr17Bu3TrY2Nhg0qRJKCws1OsU69Wrl7qOu62tbbl4gGndujXc3NxgaWmJtWvX6uVn2bJlUBRF3fixvFaE97Nu3TocOHBAXSIqNzcXy5cvR79+/dQ1a1euXIkJEyYgKCgIiqKgV69ehkyy6tSpU2r5Sk5ORmRkJNq1a4elS5cCAG7evImVK1di8ODBcHV1Rc2aNaEoCmxsbJCZmWm051Kr1aJbt24ICgrCF198oVdp37hxA/Xq1UNoaGip+yhUtL0K7tWkSRN1ZO63336LGjVqwN/fH8eOHVNv2LqRZJ6enuoanRXBiRMnULVqVTRr1gxWVlZo0KCB3gwwABg/fjz8/Pz0HjIrmlOnTiEiIgIff/yx3gyg4g8qrVq1gr+/v7p566JFi+Dm5mZ0HYS3bt3CkiVLYG9vj+XLl6NPnz6YPXs2Pv/8c+zcuRP79u3D/v37sXPnTmzYsAG///670dZbhnLnzh29Ec66h7ecnBwAf5ULXT06derUEpuR/xf3PiAMGzYMdnZ2JZbMu3jxIt5//32MGDGiQk7FLywsRH5+vt7gloMHD8LR0RFPP/00jhw5UuIzkyZNQqdOnYzqgTo3NxcdO3aEv78/9u3bV+qeVV26dFFHrFWG6/HEiRNwdnaGoijqjMPigc2LFy/ixRdfhKWlJdzd3eHj44PWrVsjMDBQb8NmY3H16lWcOHGixMbIBw8eRP369dG9e/cSM2e8vLzg4OBg1APN/s7Zs2fRqlUrdOnSRa9T/vbt23jhhRdgbm6OYcOG4ebNm8jOzkZ8fDzmz58PR0dHo7tvPqjiQWAA2LRpE3x9fTFp0iTcvn1bPf7TTz/h7bffRvv27VG7du1yl9/iAYelS5eiXr16MDU1xaefflrivX/88QfeeeedcpfH/+LHH39EYmKi3j4sunr90qVLCAsLQ8eOHfWueUD/3m5swRnd805eXh5efvllNG7cGJGRkXoDj/Ly8nDw4EGsW7cOp0+fNlRSS6XVavHss8/Czc1NHewJ/BWc6dWrl975WrBgAYKDgw26/5yhzJkzB2vWrMGePXvw3HPPwcPDAxMmTMBHH32k976FCxeidevW6Natm1o+jK3cPojTp09jwoQJ8PX1xYcffgjg/sGZOXPmwNPTs9y2qYvXMdnZ2ereUGvXrlWPJyYmYtOmTZg3bx6qVq0KFxeXcrtf7h9//AETE5MSA0G6deuGevXqIT4+Xj1WUFCA+fPno0mTJujevbtalstjmb7XvQNEiw98efXVV+Ht7Y1FixaVqO9SUlIe66A+BmbKgQsXLsDe3h4vvviiekyr1cLb2xudOnUq9TNdunSBoig4fvx42STyIekaZqtWrcK0adOwYsUKKIqCN954Q+1cKCwsRN26dTFjxgxDJvWxyMzMRNOmTeHi4oJhw4apnbmpqamoX7++ujY8UDS1dOPGjVAUxShGip44caLEdL6kpCRMmTIFDRs21JvurNFokJCQgL1792LevHlqkM2Y6TYgbtq0KT7//HO1rKampuK5556Dt7e3XtChMnQOAcCoUaMwbNgwAEXX5u7du9GgQQNYWlqiQ4cO6N69O7p161Zq0Ko8O3HiBGxsbDBnzhxkZmbi4MGD8PDwQK9evVBQUKCe/+3bt8PX1/e+y/BUBKNHj4aiKAgPD0ePHj3wwgsv4Pbt2yWWWGzZsiWCgoLw3HPPwcbGxmjLQ0JCAl5++WW4urpCURTUqlULvr6+cHR0hKenJ7y9veHp6Ql/f3/OlLnHm2++iU6dOiEsLAzjxo0DAOzduxdOTk5o06ZNiUD17du3UbduXSxbtuw/fe+1a9dw4MABvWPFHxZGjhwJW1tbvWUnS3tfRREdHY0xY8YgPDwcYWFhaNu2rTpLZteuXVAUBREREdi8eTMyMzPx559/YtasWbCzszPoMreJiYk4fPgwXn31Vbz33nvqZu5xcXEICAhASEgIduzYobcZ+rx58+Dh4VFuH4z/raioKFhbW2PIkCHo06cPfHx8cOrUKQD6ZTkzMxPnz5/H8uXLsWDBAuzevVtvySRjcePGDXUEecuWLTF8+HDs2bNHXSLlzJkzqF+/Pvr06YOvv/5a/dz27dvL7Tk/efIkXF1dMW3aNL1245EjR5CSkoLbt29j1qxZsLW1Ve87LVu2RPXq1Y0ysPZP7g24FZ85uXXrVnh7eyMyMrJEZ15mZqZeZ3B5omvrFRYWYsWKFWjUqBEmTpyoLu9TUfdZ/CcHDhyAoiho06YNIiMj1RU9itPNnOnUqZO6L5yxOX/+PL744otS24C64EyzZs0wYcKEcrMUn25VEnt7e71Ztd9//z28vLwQFhaGnj17YuDAgfDy8jL6PqXHZenSpYiIiFD//eOPP2Ly5MlQFAUjRozAunXrAADHjh3DL7/8UmJmWHl05swZjBkz5r7BmbCwMEycOBHW1tZG+2z3d4rvn1K8/yY3N1cNztw7Oxko6gO6d6/n8qKgoACXL1/GoEGDEBYWpg4c6NWrF+rWrasO+in+u8TGxuKrr76qEGVa5+zZs7C3t8esWbOwY8eOUvP06quvwtfXFy+99FKZLjfKwEw5sGTJEjg7O2P58uXqmoZLly6Foih44oknMGrUKHX6WfE1D4tvWmXsoqKi4ODggJ9++kkNPqxdu1ZtoOumj8XExBg4pY/H6tWr0b59e9ja2mLFihXIy8tDdHQ0ateujffff1/vvcX3LzFUMEDXUTBv3rwSryUkJGDKlCkIDw/HggULDJC6/05XSWdmZqJTp05o0aIFPvvsM/X4l19+CVNT0wq/CeKlS5ewcuVKHD16VO3g+eSTT1C/fn21rtFqtbh+/ToWL16MPn36oEuXLli6dGm57UApzcWLF2FnZ4eRI0fqHW/atCkCAwP1Rn4CUDcyrqh++OEHTJ48GQcPHsT333+P2rVro127dhgwYABOnjypt85w06ZNy8UggVu3bmH58uXw8vLC9OnTARTVA2lpacjIyFD/P/1l8uTJ6u/Vu3dvWFhYYPDgwQCKZrq6uLigTp062LVrF7766ivs2bMHdevWxdNPP63+jYe5hyUmJsLW1haKomD48OHYsmVLiWV+tFotRo4cCTs7uwq/H9CJEyfg4uKCgQMHYuHChZgyZQrCwsJgZWWlDpzQ7a9jYmICe3t7hISEoFGjRga9Ls+ePYt27dqhfv36cHV1haOjI8zMzLBkyRIARR1hNWvWhIODA8LCwtC9e3d07twZXl5e5bIj4GGcOXMGiqJg4cKFAIraXs8++yx8fHzUEdjl7UE5OTkZrVu3hqIomDVrFlq2bImwsDB1o9UPP/wQ77//Pho0aIAhQ4boBWfKo7i4ONSpU0dd6khn+fLlsLW1xYwZM9SlBK9du4bVq1djyZIl2Lt3L65fv26IJP8n0dHRMDMzw+jRo7Fx48YSQRqgKDjj4+ODyZMnV6hZ1ffOnGnWrBnGjRunjs6tiMtv/5Nr166hefPmmDRpEl599VXY2Nhg5MiR6oh03W8WHR2N+vXro2HDhkYXjExLS4OPjw8aNWqEjh07Ytq0abh8+bJe+yUvLw8vvfQSmjVrhsjISKMOzmg0Gr2yGBISgsDAQL0ZS0lJSZgwYQJGjhyJRYsWVahnun9y7yxdAAgPD8fMmTPVf4eEhKBly5YYMmQIateuDQcHB717VXkalHf16lV88cUXJc7x+fPn1T02du3aBaDoN/ntt9/QrFkzWFhYlItVee517tw5NGjQAP369cOVK1dKLOWbnZ2N119/vcTeUOW5/t67dy8WLVoEoGigyKhRo1CrVi21ztXNDCle5u9d6qw8lem/88EHH0BRFAwYMAC9evVCrVq1sHfv3hLbELzyyiuoWrUqZsyYgVu3bpVJ2hiYKSemT5+ORo0aYfXq1Zg/fz5cXFywdu1a/Pbbb5g1axb69u0La2trhISEGP3MkujoaLz//vuIiorSO/7yyy9j0KBBAIoilSYmJnjjjTcAFI1CqFKlSoXZJDE/Px+3b99GYmKieuzKlSt45ZVXYG1tjU6dOuGNN97AG2+8gcjISNy4caNEB5ahKkjdsnr3bjS7a9cudZaAbuZM06ZN8fLLLxsimf+abmS3bukF3e+7cOFCKIqC5s2bY8+ePeqotwEDBmDAgAFGs1/Go5aXl4cxY8bAx8cHwcHBsLW1RfPmzdGwYUN4enqqD9vFy2FFuWnfa+/evTAzM8OUKVPUwKhuU9ewsDB07twZo0ePxquvvoqMjAy89NJL6NKlC5KSkgyc8sfj9u3bqF27NlauXKkeO3DgAGxtbeHl5YXhw4frbf5+48YNQyTzX7t58yZeeeUV2NraqnnTarXlfm3/x2HatGlwc3NTO4dzcnLU/XqOHTuG7OxsbN++HS1atICdnR1MTU3RunVrjBkzRv0bD1tfZGRkYPjw4Xjrrbcwa9YsdOjQAdWqVcP27dtLBBp0+5p98803D51XYxYXF4eaNWvqdRgARcvLPf/881AURR3NefnyZRw9ehTvv/8+/vzzzxIB5bIUFRUFFxcXTJ06Fb///juAotkDU6ZMgampqdq+yMjIwPLlyzFw4ED06dMHy5cvr1Aduf/kxo0bJUZtlhacKa3DwNhm8RZf/iExMRFPPPEEwsPDcenSJaSkpODdd9/FpEmT4OzsjHbt2qmzagYMGFBiNmZ58vnnn6NevXo4f/68ek5efvll2NraYtSoUfDz88OcOXMqzBJBX3/9NWxtbdG/f38MGjQIPj4+eO+990ospbhp0yYEBARg5MiR6j6FFUHx4Myrr76KiIgIDB48uELvaXY/hYWFyMjIwPjx49Xn+UOHDmH58uWoW7cuIiIi8NZbb6kdYpcuXcLQoUON8lmic+fO6NSpE44cOYLw8HB06NABvXr1QnR0tDpQLTc3F0uXLlXvycZUB1+5ckVvfxhd2pYvXw53d3e0bNkSjo6OJZaTq2xWr16NPn36qGVQ99/Vq1dj9OjRyMjIQFhYGCIiIpCXl4fc3FzcuHED8+bNK3eDJICiQWmOjo5QFAW2trYYPHgwZs6ciWvXriE7Oxu3b9/GpEmT4O/vrxecOXToULkcOAAUbXzfsGFDPPvsswgPD0e/fv3w8ccf67WjdMuaWVhY6K0AU16NGDECTk5O6lJlf/75J0aPHg0nJye1bi5eX3Xs2BHe3t7QaDRGVY89CklJSRgzZgx27tyJ3NxcjBkzBt27d0dwcDDefPNNvYFfixcvRmhoqF5/7ePEwIyRK17JT5kyBTVq1IC1tTU++eSTEu/9+eefsWzZMqNeaiU+Pl592GratCmGDx+O06dPIzs7G4cPH0bt2rXVqXRLly6FpaWlul+JMY8++TfWrl2Lvn37wtXVFcHBwejXrx+OHj2qnutffvkFvXv3RnBwMNzd3VG1alV8/vnnBk51kVu3bsHOzg5DhgwB8FeDZenSpfDw8NCrzJKSkjB9+nQEBQWVOh3UmNy8eRNVq1ZVNz3T3YSWLFkCd3d37NmzR29ZM6Aokl69evUKG5gBoO47oFuGbtu2bRg4cCCqV6+OFi1aqDPaKmrH9c2bN9Uy/uGHH8LHxwczZ87ElClT4OLigk8//RSnT5/G3r17MX36dPj6+qJ69epo2rRphepoAPT3dwCATz/9FGFhYeoIq0GDBiEoKAhvvPGGukHi008/bbRl434NzeLLmulG7pO+H374AWZmZpg4cSKAv37LP/74Ax4eHupyVDonTpxAVFSU3oij/9rxMmHCBDz77LMAijpDXnnlFfTt2xfe3t54/fXX1c5+AKUumVNRfPrpp2jRooW6tIJWq9X7bXv16gVPT0+92dSGduLECdjZ2WHOnDkA9MtCWloaFi1aBEVR9IK7lU1OTk6JfX+KPw88aHDGWCQmJsLLywvvvvuueiwpKQkNGjRArVq19PYqu3XrFn777TfMnDkTnTt3NupnmgcxdepUVKtWTe/Y9u3b1WDxW2+9BR8fH0RGRiI1NdUoO6X/jfT0dIwfP169fhcuXIg+ffogODgY8+fPxy+//KK+d+PGjQgJCdFb196YxcXFYc+ePdi9e7caTCitLVE8ODN//nx06NChzEbcGqPt27fDwcFBrauysrIQGBiI6tWro3379nBzc8PEiRP1BjMZy3WgO79HjhxB165dER8fj5SUFPzwww8YPHgwbG1t0bt3b3W/EY1GgzfffNOongHy8/MxY8YMuLu7Y+vWrerxpUuXwsXFRV0WduDAgXByctJb1gwwviD/4/LOO+/AzMxMDUAUp9tWwMLCAu3bt7/vwBZjvg+XJjU1Fd26dUOtWrXQq1cvjB8/Hg0aNEBAQABq1qyJ119/HYsWLcILL7wAPz+/ErMoyqNDhw4hLCwM165dw/Hjx/HSSy/ByckJQ4YMwapVq/TK++LFi+Hi4lLqzM/yQJeXgoIC1K5dG507d1Zfi4qKwujRoxEaGqrulwsUBaFDQ0PVgcgV4fq/dynR0aNH620HkpaWhurVq8PR0RGtWrXC888/r267cO+MqseJgRkjdO/IsOIdW3PmzEGtWrWwdOlStaAUvwkYS0Pm7/Tu3VtdmiEiIgJdunRB586dcfHiRbRq1QqDBw9WK4GFCxfCxcWlTC+Kx2nq1Knw8vLCkiVLsHr1akybNg0+Pj4ICAjA9u3b1c2Sb968iS+++AIRERFQFAUTJkwwcMqLHDt2TB2drOvoWrJkCVxcXEqdwnv79m3MnTvXqBqopUlISECnTp3g6uqqTsvVNVj3798PoOhh88knn0Tz5s3VTaXLy0yAf+PKlSv47LPP7hsI1Wg0+OWXX1C/fn00bdpULbPlrTH6T44fPw4/Pz+9ZZB27NgBT09PmJmZYfPmzSU+k52djY0bN1aYka9A0f1IN+pRR6vV4uLFi2jXrh2+//57DB8+HF5eXuryE4WFhThz5ozRLH2QlJSE8+fPY8+ePTh//rz6QHW/+2VCQgJmz54NPz8/JCcnV4hG6aMUHR2N6dOno06dOnp7xcyZMwc+Pj7qyKL7/W7/5ffUfTY3Nxf169fH+vXr1dfat28PDw8P1KpVC+Hh4YiIiNBb+rMieumll1CzZk21HtbR/U6HDx+GtbW1uka4oaWnp6NatWqoW7euekyr1eqVibi4OLRv3x5NmjRBZmam3r2lMlyL0dHRaNSoESZNmoSffvpJ77XSgjNVq1YtMQPdGE2YMAE2NjbYvn27eiwpKQlNmjRBcHBwqdfqveW6PHr11Vfh4+ODmJiY+5bfQYMGoW3bthWmHTVz5kw0adJE/XdOTg7q1q0LW1tbREREoFOnTmrnb3mZSXLixAkEBQWhTp06cHZ2Rv369dV9QUtTfM+Zijp7ujSffvppqYMJBwwYgLVr1+LOnTuoV68e2rZti5SUFFy7dg1Lly5Fp06djKoPIzY2Vm8vievXr6NJkyZ6M8VHjRqFKlWqYMSIEbCwsEDjxo2xZcsWQyT3H0VFRWHSpEkIDg7G559/jnXr1sHFxUXvGUej0WDIkCFQFKXEvaei27BhA0xNTfHZZ5/d9z3Lly9H7dq1Dbov36Oku96SkpLQq1cvdOnSBRs3bgRQ1HZcuHAh2rdvD09PT7i5uUFRFFSrVk1vf5by4t7AytixY/Hss8+qg2tv3LgBT09PKIqCBg0aYOnSpWq7qrwGZe6tTz/44AMEBwdj06ZN6rGTJ09i9OjRqFWrFnbt2oXevXsjKChIDWSUx1lg9zp79iwGDx6M7OxsNT+JiYmoWbOm+mw0ZMgQBAYGYv/+/dixYweqVauGkJCQMj/3DMwYmbNnz8LX1xevv/663pTT4iZPnoxGjRph8eLF6ihIY2rMlCYpKUlvGli3bt1QvXp17N+/X91ELTQ0FAEBAahevbre6KmK0qDVral879q5sbGxqF27Nvz9/XHw4EG91woKCvDee++VZTJLVfzB6c8//0TXrl1RtWpVTJo0CR4eHqWu4a8L3Bhz2Sy+MXV8fDz69u0LZ2dnjB07Fp6enmq+dBV5RkYG6tevjyeffLLcblD6d1JTU+Hn54egoCAEBwdj165dpTZACwsL8e2336JJkyYICgoqscF3eRcVFQUrKyvMnj0bgH5n4O7du1GlShW8+OKLeuuRVsSNXc+ePYu+ffsiPDwc3bt3L7HEwezZs6EoCry9vXHmzBn1uDFd86dOnUKzZs0QHBwMMzMzWFtbo27dunqjdkuTmJhYZlOXy4uvv/5a7Si9fPkyZs6cieDgYLz77rtYu3YtnJ2d1VmHj7MMaDQaFBQUYOrUqXjxxRcBAIMHD4anpydiY2Nx8+ZNfPTRR2jZsqXRBAcfl9WrV8PR0VEdjX3v756ZmQlbW1u8/fbbhkheCQUFBVi7di0sLS3V/W9K89prr8HT07PS7euk1WqxbNkyODs7Y+XKlbCxsUFkZKTaWXKvqKgoPPnkk6hVqxby8vKMrrPk3vI4bdo0mJublxqcCQ0NVa9XY8vHv3Fvnj/77DMoioJ33nmn1PcWFhZi7NixmDx5stHOMH1QurZyXl4eGjRooM6QGjp0KKpWrYoffvgBe/fuve/+fMYqKioKNjY2mDFjBhISEvB///d/cHR0xJAhQ5Cfn3/f+50xtYXKytChQ6EoCvbt26d3fOnSpWjSpAlq1KiBNm3a3HcfXGP4zeLj4+Hl5aXOJNF57733ULNmTSQlJWHYsGGoUqWKOqr6jz/+wKhRo/Rm/xnarVu39AZNnj17FuPHj4ePjw9MTU3V5QXvHeA7evToEvstVGSbN2+GhYUF/ve//+kd7969O1577TX13wcOHEC1atXUZ6HyHEgvPpMCKBqQ1qdPHzRt2hTbtm1Tr8O0tDRcv34dGzZswMSJE8tlUCo5ORlubm56M3Z/+ukntGnTRl0ad+TIkeogl+nTpyM8PBw+Pj4lZi6XF7t27ULbtm3xzTffqM+yukFPnTp10utbPXXqFMaMGQNFUSpcUAYoWsata9eu6r91S5SPHz8ec+fORb9+/eDl5YU//vhD73OG2D6DgRkjs2zZMnU2SYMGDfDMM89gz549JWaMREZGomnTppg5c6bRP7hmZWXB2dkZU6ZM0Rt98vTTT6NKlSpq4y0qKgpvv/02du7cCaB8P5gVp7u5jRgxQu1E0t3Mdf+Ni4tDQEAAevTooX7u3hu+oRqrumBh8Qj7sWPH0KtXL72HzeId09OnT4ejoyPS09ON9jxevHgRw4YN0xsdk5CQoD5U3Lsxpe4GlZmZWaFmRBSXkJCAiIgIvP3223j//ffRqVMn1KpVCwsWLMCpU6f03ltQUID9+/ejVatW6vKDFUFUVBSsra3VoIzO6dOn1bK8c+dO+Pj4YPz48RV2RH5UVBScnJwwZswYTJo0CY0aNUK1atX0lpWJi4tDq1at1OUmje1aP3PmDBwcHDB9+nT89ttvyMzMxNq1a9G0aVNYWVmps+GMoSPA2K1atQqKomDUqFHqrN5Lly5h5syZ8Pf3h6Io6ujhsgpS/vbbb7Czs0PDhg3h4+NTYkP4inheNRqNXuftkSNHUKVKFQwfPlx9gNT9/oWFhbh69SrCw8NLDPooa9HR0fjf//6nPhC9/fbbMDU11QvOFJ85s3DhQjRu3NhQyTWoy5cvq0sCRkVFYcaMGQgJCUH79u2xZcuWEp3ZJ06cQGxsrIFSe3+XLl3C9OnTMWjQIMyZM0e9Hu8XnGnRogW8vLzK9R5CV69exfLlyzFnzhy9EeeDBg2CtbU1du3apTeQpaCgALNmzUKVKlXKZVvi1q1b+O677/SWHdRqtSgsLMT06dMxduxY9OnTB1WqVCmxx0zx50FjdunSJTg6OmLs2LF6x2vUqIHmzZuXep+piPeef2Ps2LGwtbXV6+jWarWoV68eatasqbcEtK7ON6b246VLl+Du7o6YmBi949evX0f37t1Rs2ZNBAYG4vDhwwBKPicag9OnT6NJkybo06cPvvrqK/X4uXPnMH78eAQGBuKDDz5Qj5fnIMN/kZCQgGrVqqFOnTp6x3v16oU6deqUeN5/7rnnUK1atXIbRL98+TIuXryo169YfJWTPn364IknnsCGDRuM6pr8LxITE9G7d2907txZb7BWq1atMH78eIwZMwZVqlRRr2egaNB0ed3XOicnR12daNSoUejbt6/ah3P8+HFYWlpixYoVep/5888/sWLFCrUOM6a67L8aPHgwBg4cCED/3vz9999DURS4u7vrBdQNWRcyMGNkUlNT0b17d2zfvh0JCQno27cvunfvjho1auCTTz7RW65g/PjxaNmypVGP6r127RoyMzOxadMmmJubY8GCBXqN8WeffRbOzs7Yt29fhbkB3EvX2VC3bl1MmzYNQOnLzy1ZsgReXl5GdSMoLCxUo+g+Pj5466231NcOHz6M7t27w8/PT103GADmz58POzs7vRucsTl58iT8/PwwcOBAdWNknRs3bmDQoEFwcHBQHySLL0lQ0W3duhXVq1dHRkYGbty4gW+++QYRERGoWbMmBgwYgHPnzqkz9fLz8yvUzKGLFy/CysoKc+fOBfDXg+Irr7yCp556Sm+E386dO1G1alUMGTLEqEbIPQpnzpyBtbU1Xn75ZfXY66+/DkVR9GbHFRYWYsCAAWjTpo0hkvm3srKy0LlzZzUYXvz+cvjwYbRr1w729vYVdu+RRykrKwtDhw5VN+UePHiwXnBm1qxZqF69OtasWaN+5lHWlaV1cunO56RJk+Dn51diX5uK6PLly5g7dy6efvppvSDYsGHD4OHhgRkzZpRY+mnevHkICQm57+jkshAVFaU32AGAXnCmeD2j1WqRlZWFgQMHYtq0aRVy49G/o7tuFixYUGIJW0tLS/j5+cHLywsbN24sMZrbmERFRcHDwwNdu3ZFnTp14OrqiieffFI9l7NmzSoRnElMTES7du3KbWDm1KlTCAoKwujRo/VGWQNFz0JdunSBubk5Ro8ejZ07d+LNN9/E4MGD4ezsXCKoXB6cOXMGERERGDJkSKnLLZ86dQpWVlZwcXEptdOjvFzX69atg5ubG+bNm6c+ny1duhSKoiA8PBwDBgzAlClT8MUXX1SYZbf/rY8++kjdM0xn9OjRJYIzr7/+Ojp06KBuGm6MZUCr1eLo0aPw8vIqdeDrnDlzoCgKjh8/XvaJe0CnTp2Ci4vLfffXO3XqFMaPH4+goCC9pdcqY0CxoKAAX3/9Nby8vNCvXz8AQN++ffWCMsXL6a5duzBgwIBy+VvdunULiqKgWbNmGDx4MLZu3VqirV48OLNp0yajvEYfhm61i+Kzxw8ePAgbGxsEBASo13NFye+JEyfg5OSEqVOnYunSpbCzs8PGjRtx48YNrFmzBr6+vvjhhx9K/WxFCsoARbM4X3jhBQB/5U13nidMmIB+/foZzcwoBmaMzJ07dzBmzBiMHz9ePZaXlwcXFxdUrVoVYWFhmDdvnjrF1JingR8/fhwuLi7qkmxbtmyBoiiYP3++XnCmW7du6l4eFW05oC1btqid+61bt0b79u3V1+6t/Hft2gVzc3Oj249l06ZNqFGjBqZNm4bAwEC94MyxY8fQtWtX+Pr6IiYmBq+//jqsrKzUfVqM0YULF1ClShXMnj37viNekpKS0Lt3b9jb26tTGyvKzfqfJCQkoFevXnobwfXs2RMhISFo2rQpatasicaNG+tNj68INBoN5s6dCw8PD701pJcuXQpHR0d1xFnxxvjmzZtRq1atCrWpa1paGurWrVsiX/PmzYOiKFiyZAlOnTqljjqKjY2FlZVViQCnoaWlpaF27drYvXu3Ghwvfu4OHDgAb29vTJkyBUDlub4f1v79+2Fra4vx48ejXbt2GDZsWImZM6GhoXrXzn9x7do1vPPOO+ro8vs9BO/atQs+Pj5qm6g8Piw/iJMnTyIoKAgTJ07Ehg0b9F67c+cOunfvDhcXFzRt2hQffPABVq9ejXHjxsHR0bHE8qll6fjx47CxsSnRaQfgvjNn5s6di6pVq1a4gPc/KV529+zZAx8fHzWgNnr0aHh5eeHXX3/FokWLUL16dYSFhSElJcXo6q5Tp07B2toaixYtgkajQWZmJt5++23Y2trqLSUye/ZsmJub67U1yuv1e+7cObi4uGDGjBl6+/Nt27ZNDTymp6djzpw58PLygrW1NUJCQtC/f3+9WajlxalTp+Ds7Izp06frzfT57rvv9Mrj7Nmz0a1bt3IZsCi+3+srr7yCBg0a4KWXXsLMmTPh6uqKTZs2ISoqCqtWrVKDEIGBgRg9erQBU20Y77zzDhRFKbE8pe530e3LefLkSTg5ORldexEoWu5IN5Pnzz//hIuLCxISEkrM6ElOTkZ4ePgja+s8arr0TZ06tcRrxZ95L168iHHjxqF27dp6z/WVkVarxbfffgtXV1c4Ojqifv366r23+Pl/+eWXcebMGfVYebtf6ZaY7NevH7Zs2QIPDw/06dMHCxcuREFBgdppHR8fj/79+6NWrVpGsZz+w4iPjy/Rhpw4cSKcnJzU7RJu3LiB5s2bY9KkSQDK/3PgvX2o69evR/v27REfH49du3ahffv2GDp0KMaOHYu+ffsiMjJSb/ZiRXHhwgW9VU+efvrpEs/6uv9u3LjRqJ43GJgxQseOHYOdnZ0ayRw8eDD8/f2xZ88ebNmyBXZ2dnjiiSfUUevGSPcwrpshonO/4IxuWayK1Nk7adIkWFhYqKP/Vq9eDWdnZ73NigsKCtTRClu2bEGHDh3uu+l6WdOlKy8vD3Xq1MGwYcOwYMEC+Pj46HUMHTt2DN27d4eiKDAzMzPqoAxQNNqpb9++eg3U27dv48SJE/joo4/UDue0tDQMGDAAiqIYtGPrcbpy5QpefvllTJo0Se+cjh07Fs2aNQMAdWN33ayoDz74AMOHDy+XnQn3U3xJwcmTJ6Np06Z48803sXz5cri6uuotA6Cju6kb+1KSD2PZsmUIDw9HZGQk7ty5g9WrV8Pa2hpPP/00XnjhBQQHB6NKlSoYM2YMpk2bhtGjR+Py5cuGTrZKo9Hg7NmzUBQFP/74I4DSl8t45pln0LJlS4OksbwoPnJq3LhxmDlzJlasWIHGjRtj+PDhaufV5cuXMWvWLDg5OalLxP0XU6ZMQc2aNbF27Vq1ri5+7or//3bt2qFt27bl/qHqfqKjo+Hm5oaZM2fqtfvWrVuHl156CUDR0gWvvfYannjiCbi6uqJ27dro37+/3mzWsnby5EnY2tpi3rx5esd37typPhgXD86sXLkSy5cvh5WVVYW9594rOzsbGRkZatktPnq1f//+GDNmDPr37w8vLy+93+TkyZNGOSDg9u3bCA4ORqNGjfSOx8fHw8fHp8ReR7qAv24D1vIoKysLPXv2xKhRo/Q6RpYuXQoTExOEhoZi0aJF6jmOi4tDTEwMsrKyyuX+fPHx8ahfv77eAEIAWLFiBRRFQadOndRju3btgre3t1HPoC9NTEwMhg4dqjdD+KWXXkJQUBCsra31loDSOXPmDN5+++1KtTdHcVu3boWpqSkWLlyod3z06NGwsbHB559/DqBoWe+nn34agPF0hKampsLV1RVz5sxBbm4uoqKi4OXlhaSkpBKzNrOzszF69Gi0bt3aaEZZF3fq1CnUqlVL3fsGKFr2dcmSJahduzZatmypttHOnTuHIUOGoEmTJkhLSzOa82EIuuBMcHAwnnrqqRKvP/3003BxcSl3M/50ivc16WYPREdHY/369WjdujVq1qyJhQsXqoNRk5OTMWrUqHK5VPmtW7dgb2+PqlWr4tNPP9XbL6dBgwbo3bu3utrHe++9Bzs7u3K5d05xu3btwqhRo/D999+rx06cOIH+/furexQePXoU69evR506daAoCszNzY2+z+5h7N69G4qiIDIyEkDRknWlDQ7TCQsL09tKwpAYmDEyuspj4sSJeOWVV9C7d294enrqTZm9deuWOg3YGJ0/fx5OTk7qKLHCwsISo8xLC84MHDiwXK6xXJqpU6fC3d1d70H60qVLaNSoEUJDQ0s8nCYmJqJu3brqsjuGlJGRUeLY1q1bMWrUKBw/fhxTpkxBlSpV9Dryf/vtN4wePbrEPiTGprCwEF27dsXzzz+vHtuzZw8GDBgAR0dHmJqaom7duuosr1u3bmH48OEV8kErKioK3t7eaNmyJapVqwZFUdQH7dzcXDRr1gz+/v7w8vIqscxGRZrZFh0djVmzZqlr9N+8eROTJk1CSEgITE1N1eViindQL1iwAEOHDgVQ/kZM/Z3ieVm1ahUaNWqEJ554Ao6Ojjh8+LD6+uXLl/HFF1+gXbt2CA8PN5rlwIovq3fr1i34+vpi4sSJJYLduny88MIL6NixY5mmsbz4/vvvSyyTumLFCnTs2BFZWVl46623SgRnzp8//587WC9fvowff/wR2dnZGD58OJo2bYo1a9aUGpzRncfly5ejTZs2eptZVhS5ubkYOHAgBgwYoFfvvvTSSzA1NYWiKJg5c6beZ65cuYLc3NwSy5qVpRs3bkBRFDz33HN6x3X7KBZ/GMzLy1NHXN/7WkV25swZdOzYEY0aNUK9evXU/Qx095oPP/wQTk5OqFWrltppYOydQQkJCRg+fDhatmyJpUuXqteobnlMXedscYsXLy7XQpxztwAAhzdJREFUAz1SUlJQrVo1vZHFe/fuhbu7Oz755BPMmTMHzZs3x5w5c4z+/D2IAwcOoHHjxnpLa2/evBk2NjZYtWoVAgIC9Do2GzdurK4WUF7y/8MPPyAkJAT9+vVTN/oGiu6BtWrVwuzZs3Hjxg0ARfchXTkvL/l7FO4NKmo0GmzevPlvgzNffvklLly4YJTPECtWrICZmRlefvllbN++HbVq1UJGRgZycnJw584dZGVlqaPL9+3bBzc3N6PcJ+nUqVMIDAxU94V966230KxZM7Rq1QoTJkzAU089BVdXV3XQaHR0tFEG+Q2hsLBQnTnTs2dP9XinTp0QEhKiltvy/Nx3+PBheHl54YsvvlCP9e3bFy4uLujatStsbW0xcODAEnuClSeZmZlo164dQkJC1OW8dPnVrXTx2WefQavVIiEhAaGhoZg3b165Xq7+/fffh5+fHxo2bIjp06erx9etW4dq1aqps1YLCgpw8+ZNdOzYEREREeU6z/dTUFCADz/8EJaWlpg6dSoGDRqEXr16Yf369VixYgU2bNiAd955B8uWLcPixYuxfPlyo1mtiIEZI6WbWeLv76+3UZWxX0BRUVGwt7fX6+QFii6S/2/vzuNqTN8/gF9PooVKi5KkkIooiRJRiqjIWgwzdrJEWUIJY9932XdjN/Z1DGNfxyhbKmQvESGV1Pn8/vA7z/ccZcYYOkvX+/X6vX5fzzmnuc95tvu5r+u+btkOqzQ4M27cOLXrEPz8888QBAG7du0C8PG7S2/iV65cQe3atWFsbIzWrVtj/vz5mDRpEhwdHcUMIkBxnfv4+HhUqlQJEREROHv2rDjQ+ddff8HCwgLHjx/Hu3fvMGzYMFSoUEGMwgNQ6CDQP8nOzhbPnenTp8PS0hJLlixBeHg4zM3N0bdvX+zbtw/p6enw9PREq1at1Hpdmbi4OOjq6orl3B4+fCgOmO3evRu5ubkIDQ1FuXLl5K4/6vbQ+fLlS9jY2KB06dIYNGiQODCWkpKC8PBwODo6Yvr06XKfGTt2rNKX6/svZGeSzZ8/H1ZWVmjbtq3c2lfSc+L169eFBnIV4fbt22jRogV+/fVXcVu3bt2gp6eHvXv3Flq2MCgoSBzUVrdj+7+YNWsWBEFAlSpVsGrVKrmBqTp16mDWrFmQSCSYM2cO6tevj169ehVYa+rfPrhKF4x2d3cX1yvIzMxEjx49PhucycnJwbx58zBt2rQCC7Sqi4yMDNSoUQMLFy4Ut125cgXVqlXD8ePHsW3bNpQqVQqjRo0Sfx9lGTSQlkQ8c+YMgI/3XhMTE/z2228A5M+5Dx8+YOPGjWqTnPNPrl69Cn19ffTv3x8xMTFo1KgRateuLfeeDx8+wMXFBT/88IOCWvnl0tLSxEHKJ0+eYNCgQXB1dcWiRYvw6NEjWFpaFroOiarLz8/HhQsXIAiCXAJPfn6+mLH+5s0bjBw5EhUqVMDu3bsV1dRvZurUqShfvrw4W+DDhw/YtGmTOCvm4sWLqFixIho3bgwA2L17t9KUCfknsgGDo0ePwt3dHe3bt5e7B44fPx7Ozs6IiIgQ+0XFrf+wc+dOdOrUCTt27CgwK3P58uXQ1NQsMFOyd+/e0NfXFxNNlTE4s3DhQmhoaMDHxweampooV64crK2tYWdnhwoVKqB8+fKoWLEifH19lWo92MTERPH8S0tLQ6dOnWBjY4OqVatCW1sbU6ZMkZsRYGhoWODZprj4p2d66cyZcuXKISgoCK1atYKtra14vKrD+hujR49Gy5YtAXxcf8PCwgLXrl3D27dvsW7dOjRq1EhpBqr/rby8PEgkEixbtgzDhw/Hrl27MHjwYPj6+mLgwIHIzMxE/fr14efnJ35mzJgxatH3jI+Px8SJE2FsbAwXFxcxGNWjRw80a9ZM7tkgJyen0Jna6iIvLw+bN2+GkZERBEFAvXr14OTkBCsrK9SoUQO1atWCnZ0dnJ2dlSqpnAMzSqxz587o0KGDynT4rl69Cj09PQwbNgzbtm1D+fLl0atXL/F16cVSau3ateKaBcoykPBfhYeHQ0NDA7Vr10aXLl3ELMD8/HzxwpeQkIDx48ejdu3asLCwQEBAAMaOHSv+DUX9Fu/fv0f//v0hCAJMTU3Rt29f1KlTB2fOnEFeXh5iYmLQokULZGVl4d69exg5ciS0tbWxZs0ahbT3Sz148AB169YVp3cmJCSgb9++qFKlCuzs7PDrr7/KLYw8adIkODk5qWXdTeBjRqulpSW8vb3ltsfFxcHExATbt28X/12yZEls2bJFEc0sEmlpaXByckL58uXRpk0b9O/fXy44ExYWBldXV0yaNAnAx2ND3YIyN2/exJo1awoMKknNnTsXzs7OCAsLE6e0S9dsURZZWVlo0aIFBEFAmzZtsHnzZgAQO+Dm5ubYsGGDuCZbZmYmxowZAxMTE7XojH9Lb9++RXh4OKpXr44KFSogNDQU9vb26NOnD86fP48FCxZgwIABAD7OUJozZ45cduZ/FRERgfbt24vH17t37woNzmRnZ2PgwIEQBEGt92FSUhKMjY2xbds2AB/PvZcvX8rNmt68eTMEQcCOHTsU1UyRRCKRC4K6urqievXq6N+/P4yNjeUGOKUuXLigNAHeoiC7BovUrl270LJlSzx8+BBPnjwRS9Zt2bIFtWrVwoULFxTU2n92584dWFlZoUePHuIsAmlwxsXFBTo6Oujfvz8AFFjrS1XJJiI9ffoUpqamGDFiRIHBZmm//9SpU3Bzc5ObZaKqZs+eDSMjI7lz9tN9OmHCBNSuXVulSrXdvXsXU6dOxf79+8X7z+eCMxMmTEC9evUwYMAAueeH4uDevXuwtLSEIAgoW7Ys6tevD1dXV8ycORNXr17F27dvsWfPHpQsWRJTpkyR+2xQUBAcHBzk1u9RlEePHmHjxo1YunSp3GzbpUuXigN5M2fOxC+//IIdO3ZgzZo1WLduHXbv3q00s8SBjxU3wsLCIAgCTp8+DQBITk7G1q1bMXv2bLm+vUQiwcOHD1G3bl21CBL/G6dOncLcuXMxevRoPH369G+fYSQSCY4dOwY9PT1Uq1ZNbYIy0u98/PhxeHt7i5UxPi01qUrXbalPZ6+9fPkSbm5u4lojFy9ehLOzM/z9/TF69GgIgqCWwcnc3FwkJyejSZMmqF69Otq2bYsdO3agc+fO4rNxYZUH1NH79+/x66+/wtTUFD169BC3yybMK8O9SBYHZpSQ9ISJiYlBvXr1VCJqnZaWBkEQMGLECAAfB3fWrl37j8GZX375BTdv3izy9n4Pffv2hYmJCW7fvo0dO3bA09MT7du3l1uU+NPp7tL6tVKKukBKHx4vXbqEkJAQGBoaYsuWLZg8eTKcnZ3RokULdOjQAQ0bNhSnPyclJWHMmDFyMyqUlY2NDezs7HDu3DkAH3//Fy9eFDoY1Lt3b/z000+FZtirg9u3b6NLly5wdHSUq5N97do16OrqitnMABAWFgY/Pz+lnK7/X0nPwQMHDqBOnTro1asXGjRogAEDBohlzaTBmUaNGqFu3bpqF5R58+YNypcvj3LlyqFXr14ICgrCvXv3CgQlZ8yYAWdnZwwdOlQ8/5XNyJEjoampiXbt2qFVq1bizJm7d++iSZMmKFGiBKysrODp6YkmTZqgYsWKBUr0sY8ePHiAsWPHws3NDREREUhKSkKrVq3Qpk0bcUbsyZMnAXzs1MrW4f+v5syZA2tra7nr76fBmTdv3mDo0KEoXbq0Wu5D2Yfi58+fw9jYWBzYLkx8fDwaN26MU6dOFUXzPishIQGhoaFo27at3IBco0aNIAgC5s6dW+Azo0aNQvXq1cWgqbp7/vw5atSoAScnJ7ntw4YNg66uLqpWrYrSpUujd+/eePjwIR48eAAjIyNMnjxZMQ3+B/n5+Rg/fjwEQYC3t7fc/fPJkycICwuDjY2NXPtVPTvzyZMnCAgIENcvy8nJQbNmzWBlZYX9+/cX+v1GjRqFJk2aFCgPqQoSEhKwZMkScVbkrVu3oK+vj549e4rv+XQgr1+/fujTp4/K9KOvXbuGypUro1OnTgXK7X0uODNq1Cg0btxYLfvHfycrKwuLFi1Cs2bN0KhRI5w5cwaDBg1C48aNoa2tDQ8PDwwcOBDBwcEQBEHuXrB582a4ubkpvOzojRs34OzsjK5duxZYKwn4X3Bm9uzZSjdwJ+v58+ewsLDA7t270atXL+jq6v5jP2Ds2LGoUaOGeJ0uDtauXQtbW1sMHjy40PWhCpOXl4crV66I13NVDMr83ZhSu3btIAiC3BhcYWtxqoIXL17Azc0NLi4uiI+PF8tX37x5E2ZmZti4caP43pEjR4rrWteuXRtv375Vue/7JfLz87FkyRI0bdoUgiDAwMAArVq1Usp1sf6Lfyov+P79e2zZsgUlS5aUm7Ut/Zyy7XsOzBSxf/NAkpOTAy0tLQwfPvw7tujbkWZqSEmnRP5TcEYd3Lx5E7Vr15bLOli3bl2hwRnZ//+5xYyL0pUrVzBo0CAxA/Dq1avo0KEDKlasiCdPnuDJkydYt24dKlWqBEEQ5BZCV+aOSmGZu5UrV8aZM2fEdsteyN+9e4fIyEiYmpqqTbDwc27evCku4r5//35kZmbC3NxcXChNatGiRahUqRLS09MV1NJvT3oNli7omZiYiKCgIBw9ehTLly+Hi4tLgeBM7969YWtrK7fWl7oYOnQoGjdujBMnTiAgIAB169ZF+/bt8fvvv8utzTJ79mxUqlQJkZGRSnXeS9uSkZGBVq1aITw8HP7+/vD29pYbYFm0aBGGDRuGbt26YcmSJSqR8FDUZK+H9+/fx+jRo1GtWjVxNszDhw8xePBgeHt7FzrA+DX3sE8/k5iYiBo1aoiZ99L9Kw3ONGjQQMzCV8egzMOHD1GnTh2cPXtW3B/jxo2DhoaGuB8+7UeMGjUK7u7uCh0gjI2NRbly5dCmTRt06tSpQLZ0w4YNUbVqVZw6dUps95gxY6Ctra3Stcz/rVevXqFfv37w8PDA+PHjAXy8turr64szFydOnIiSJUti2bJlAIAFCxYUKBekTG7evAljY2N4e3ujefPmGDhwoHj+Pn36FIMGDYKbm5vaZKf+8ccf8PT0hJeXlxigfvz4MSwtLWFvb4/NmzeL/YzHjx9jyJAh0NPTU9nFhWNiYiAIAubPn4/c3FxkZWWhX79+KFeuHIYMGSL33szMTERFRcHU1FSpZhX8ndu3b8PY2BijRo36bODs0KFDYnBGdnFlVQy0/RfSa/e7d+/E5NG+ffuKrx86dAhLly5F7dq14erqCkEQ4OLiIn5u+PDhsLGxQUZGhkLaD3wMypQtWxYRERFy98wDBw7g4MGD4r/nzp0rVvVQdCDpc+7evYtKlSrhr7/+QlZWFjp37gxdXV2cPXsWgPyY08WLFxEeHg4DAwO1fJb5nPXr10NXVxebN2+WSzobN24cfv/99y/6G6qUTJCYmIjVq1eL//60jy09Fy9cuABXV1e5Y15VvX37Fps2bULDhg1hbGyMyMhIcXbqrFmz0L17d7n7UWxsLCZNmqTSYz1/d0zKvvbixQvMnj0bgiCgbt26ajX++ujRI3To0EEsRfa57yYta6avry83Hq2MODBTRJKTk8WFl77kAi8djFi1apXSL4r56dR92RPj74Iz6uLGjRtITEwUs8lkBy3XrVsHLy8vueCMMl0UY2NjoampiWHDhhXY3qpVK1hYWIh1sp88efKPFz9l8bnM3Xr16qFq1ao4c+aM3HdYtmwZOnXqBEtLS/z111+KaHKRu3HjBkJCQmBjYwNdXV0MHTpUfE32/FSnNaCSkpIQGRmJy5cvy20PDQ1FnTp1IJFIsGDBAri6umLAgAFiuaC0tDSkpqYqosnfjfQ6dfLkSQQFBYnf7+jRo5g4cSIEQcAPP/yAGTNmiJ9Zu3Yt7t69q5D2fko2izE/Px9v375Fnz59MGnSJNy9exd+fn7w8fFRivJOyu7p06fi7ykbnHn48CGioqJQrVo1TJs2Tdwuvdf91xme9+7dQ506ddC9e3csWbIEBw4cwM2bN2FoaIgjR46I75MNzkiv09L7krrJy8uDk5MTqlWrJgYsbty4AV9fX2hpaSEmJkb8PRITEzFs2DCUKVNGob9HXFwcdHR0EBUVJX6H0NBQhIeHyw2EeHl5wdraGn/99RfGjBkDLS0ttZqB+E+kfY709HQMHToUDRo0QJMmTWBkZFQgy9nBwUHp15aRrgsFfFxbcejQoZgwYQJcXFwQGhoqV9YsPDwctra2mDNnjiKb/M0cPXoUgYGB8PDwEIMzN2/ehI2NDQwMDODo6Ahvb280atQIVapUUfmBUOkg9ezZswF8vGd07NgRenp6aNiwIVatWoWxY8eiY8eOMDExUZmgeW5uLnr37o0+ffrIbX/79i0SEhJw/PhxcTbQoUOH0KhRIzRr1kzc58WF7POS9Jx/9+4dli5dCicnJ3Tp0kXu2TcnJwdPnz7F9u3bxe3v37/H3LlzFfqMlZ6ejkaNGmHQoEFy26dOnQpBEODp6SnX91i4cKF43Cvrc2+9evXE59yUlBT8+OOPKF26tBickUgkiImJQatWrdC4cWOlWk/he7t16xYcHR2xYMECue3t27dHyZIlUbNmTRw9elTcrqz7+Evl5eWJx/LSpUvF7YV9r9TUVLi7uyv9QPW/FRUVBTc3N1hbW2PHjh04efIkvL29sXXrVkU37Zv40pJ8n27/888/5RJT1cHevXtRr149+Pn5iWPlfxeckVZyUubxHA7MFIHs7Gz4+fnBwsJCzDz/0sCEMp88z549+6LF+6TBGUtLSwQHBxdBy4rOlClT4O7ujkWLFsllAMnut/Xr18PLywtBQUFKlUEWGxsLHR0djB49utDX4+Li0KZNG5ibm4sdaWU+HqX+KXNXOnPm9OnTyM/Px/379zF+/HiEhYWpRFm2b+nGjRvo168fzMzMsH79enG7bNk9dfH8+XNUrVoVgiBAX18fUVFRWL58OYCP16jWrVtj//79AD4+pDVs2BBdu3YVB5fUhfTeI+28ZGZmwtnZGb179xbf0717d5iammLw4MGoUKECrKys5BYfV7Tbt2/D398fY8eOxdu3b8VAwdmzZ1GmTBlcuXIFN2/ehL+/P5o1a4Zdu3YptsFKbNKkSbC1tUWnTp1w+vTpAvf0Bw8eYPTo0bCzs5MrR/Rfrw+vXr3ClStXEBYWhpCQENSsWROmpqZwcXGBIAiIjo4W9yvwv+BMdna2WgWLZUl/+7y8PHh6esLKykoMIl+8eBEdOnSAIAiwt7eHjY0N6tevDzs7O4UO+j58+BAmJiYICgqS296xY0c4OTnB3t4ePj4+4iKkjRs3hiAI0NPTU5nB22+hsDK2w4cPh4WFBbp06SK+LycnBzk5OfDx8cHPP/+slANF6enpBRa+XrduHVxcXJCRkYHFixejbt26csGZR48eYeTIkeI6ZaqmsOvdwYMH0apVK3h4eIiBtTdv3mD69Ono2rUrOnXqhJiYGNy/f7+om/tNfPqdZ82aBUEQMGvWLAAfE1YWLVqEevXqwcLCAg4ODujbt69SPed8CX9/f0RERIj/3rdvH/r27YvSpUvDxMQElStXFkst7tu3D76+vnJrfKm7bdu2Ye7cuThz5kyB1969e4clS5agTp066Ny5s9i//HSMQ1lmWcfHx6NatWo4duyYeHxL17vdsGED3Nzc4OPjI1cZYsWKFUqZWS9tf4cOHeTKCj5//rxAcObhw4c4fvx4sSu7t2/fPlSpUkVu/40cORJ16tTBzp078eOPP8LJyUkuGKfqHj9+jJ9//hl6enpYvHixuL2we9jmzZthYmKCjIwMpexr/J1bt25hwoQJePHiRYHyXKdPn8bgwYMhCALCw8PRtGlTWFlZqfzz/NeU5Pt0v6tTYjwA7Ny5E82aNYOvr+8XBWeUfT1LDswUAYlEguPHj6Nx48aoVavWFwVnlKUT8zlXr15F9erVxRrL/yQzMxPLli2DnZ2d2iyUGBERAXNzc/zyyy9ISkoq8LrsPtywYQOaNGmCJk2aKMX3j4uLEwenZY0dO1Yus+TatWto06YNKlWqpBKDKP82c1e65kxOTo7cYq7FiTQ4Y29vj02bNim6Od9NRkYG+vfvDx8fHzRt2hRDhw6Fu7s7GjVqhJUrV8LHx0euLMf48ePRtGlTtRoElmbYS2eSSUur/PHHH2jQoAGSk5PRvXt3mJubix2c1NRUhISEFHqNU4TMzEyxZq6Ghgbatm2L/v37i5n3I0eOxMSJEwF8DNQEBgbC1dVVDLqx/8nKykK7du3QpEkTLFiwACYmJujVq5cYhJN26O/du4fo6GjY2dkVuGd8jStXrhTI3MzOzsabN29w+vRpjBs3Dpqampg+fbpcJ1rdHiikZEsGSuXl5cHDwwOVKlUSgzPp6en4/fffMXz4cAwePBjbtm1TeJ345ORk1KtXD4GBgeLA3dSpU6Grq4sJEyZg5cqVqF69OqytrfHgwQMAH7NVVX0GwZcqLIFJel69fPkSw4YNg5ubG8aNGye+PnbsWJQvX14pE0USExNRuXJl2NraYvv27XIDXi1atBDLoU6bNg1ubm4ICwsT97uqnr83btxAixYtEBkZiWPHjskFpU6dOgU/Pz94eHjIlbhSZbJlmz7dZ9LgzPz58wH8L4nn/v37yM7O/qJkPWWSnZ0Nf39/BAQEYP/+/RgzZgysra3x448/Yu3atTh37hxq166Nli1bioM9sgkD6u7BgwcoW7Ys2rRpA2tra4SFhRVYUy4zM1MMznTt2lWpz/MtW7ZAEAS5ffj06VMxgJGSkoK6deuibt26ShmMuXv3LhYtWoT4+Hjx3r9x40Y0bdoU2dnZ4jEqDc4YGBiozXXp35Aeg2PHjkXlypXlXrtw4YIYaP3rr7/EY1vVB+1lPXz4ENHR0QWCM9LjIycnB0OGDMG0adNUcn2/7OxsWFtbQxAEtGzZEn379hXHc2QdPHgQHh4eaNiwIQRBwODBg1U26fRblORTJ7L3mR07dqBZs2Zo1qzZPwZnlB0HZr4z2Sy506dPo0GDBnLBGdnB+/fv32POnDlKPcUK+BiU0dbWxogRI/7V5zIzMxVaV/ZbWrduHaytrQuURAIgt66J7IKYS5culZu5oShZWVmoVq0aLC0t5bZPnz4dZcqUKTCAef36dTRp0gT29vbIyclR2ovdv83c9fT0hIGBAS5cuKCI5haJL31AunHjBgYOHAhTU1Ns27btO7eq6MlmKYeHh6N58+YYPXo0MjMzMWrUKPTs2ROCIEAQBLnF7dVpbR3pTLIWLVqgXr16MDExgZ+fH+7evYunT5+KwcqqVauK1zVl7cBu3rwZgYGBaNu2LcLDwxEdHY0yZcogOjoanp6ecHZ2Fu81586dQ3BwsDg4yOSdPHkSFStWREpKCv78809MnjwZ9vb2aNKkCWbOnCmeA8+fP0doaKhcZvHXiI2NLXTtvE+PtenTp0MQBMyZM0dt+g2FSUhIQK1atdC9e3ds2rQJd+/eFfuFEokE3t7esLCwwKVLlwpdm04ZJCYmokWLFggMDETv3r1hamoql4H64MEDCIKgVLPuisLfJTBJ9+WLFy8wdOhQcQ2WsWPHQltbWykTYSQSCcaNGwc9PT1YWFigdu3aCAoKQo8ePZCeno7Vq1ejW7duYlnE6dOnw87ODhERESq5tqS0VFuzZs0gCAIqVaoEbW1t1K9fH61bt8a2bduQkZGBQ4cO4aeffkLjxo0L9CdV7Tu/ePEC9evXl3u++7QfOW3aNAiCgD/++KOIW/dtSc/BhIQEVKlSBXZ2djA1NcW6devkZjn16dMH/v7+imqmQuXm5oqlv5KTk9GxY0e4u7ujSZMmckHKzMxMrFixAubm5uLaWcpC9vg9evQoSpUqhX379hXoc0jvu5s2bYKzs7PSDdTn5uYiODgYlSpVQuXKlaGvr4/mzZvDxsYGZmZmYntlgzOtW7eGhYUFsrKyVO5a9C1s3boVmpqafzsjZuLEiQgMDJQbr1Elb968wePHj3HgwAG5kqhpaWkYPXo09PT0EBMTI27Pzs5GaGgotLW1xXVYVNH8+fPx888/Y9OmTRgyZAh0dXXRv39/sYSb9Ly/ffs2li5dCnd3d6VfGuJziltJvs9JTU2VGyMvLDjTsmVLpSm5/jU4MPOdyB4ssqVjzpw5gwYNGqBmzZriooF5eXnIzc3FoEGDoKGhgYSEBIW0+Uvcvn0bZcqUwcyZMwGo78n/T4YMGYLu3buLHbm8vDwcPnwYAwYMQOvWreUGrwrLIFP077Z//37o6emhf//+AD5muBoZGeG3334T3yPbxoSEBKWfuv81mbs+Pj5KMxPgW3r8+DGysrL+1cB6bGwshgwZIheYUAefDmY+f/4cQ4cOhYuLi1gvPTc3F+vWrcP27dvlPqMurl+/Lp4H0mvWkiVLULp0abGE3dKlS6GhoYEDBw4osql/S/aatHHjRgQEBKBVq1Z49OgRzp07h3HjxsHBwQGCIODkyZPi+4vrbLi/I5FIkJ+fj+zsbHTr1k3MgAY+DigLgiAOVE2aNAlnzpyROy++5h4mLZ/56aybz2VoSxesXLhwocLvmd/Dhw8fEBkZKQaF27ZtCy0tLQQGBmLcuHFISkpCdnY2WrRogRo1auDixYtyv48y/SYJCQlo1qwZdHR0xFJHEokEubm5ePz4MZycnMTrqzK1+3v5kgQm2eBMREQEypcvr/Tr7jx//hzDhg1D69at0aNHDxw/fhweHh4ICAgQZzLKZujOmzdP5cuX3bt3D25ubggMDMTs2bPx66+/IiAgALVq1YKhoSG6dOkCLy8v1KxZE9WrV1fp2WApKSkYPnw4atWqJTfA/mkJ1I4dOyIgIEDlBjMzMzPlZktIv9fLly9x//79QpMAunbtioEDB6pkcPFrSL+j9Lc5f/48GjVqhIcPH+Lly5fIyMhAp06dULp0aTg5OWHt2rVi1v3BgweVasbMvXv3MGnSJPEa9ObNG1haWsLf3/+ziVdDhw5FUFCQUpa8kR67iYmJ2LNnDxYuXIjg4GA4ODggICBAHLSUTUb7tOykOjt48CA6deok/vvixYuoXLky2rRpI86Akj2Hs7Ky0KpVK7lqCark9u3baNeuHWrVqgVBEFCyZEnUrVtXDNC8ePGiwMyZ0NBQ6OrqKmXyx7+xfft2ODo6igHJs2fPikkDQUFBmDdvntzMElW7V8kqjiX5ZEkkErx79w6mpqbo2LGjXOUh2fvN5s2b4ebmJi7RoIr3aw7MfAe3bt3CqFGjsHv37gKvyc6cqVmzpjggMWDAAOjo6Cj1wuNxcXEoW7YsBEEQp8bm5+er5IH/X7x//x6tWrUSb/75+fn46aef4OHhAWdnZwQHB8PY2Bh9+/ZVcEv/3sGDB6GlpQUnJyeUK1dODMrI7s9NmzapVEYFZ+4C9+/fhyAIaNiwISZMmFAgq/HvHppkZ3upur8rISPNUq5bt67SZfd9a8+fP4eRkREaN24s93vk5eXB1tZWnMX39OlTNG/eHDNmzACgvB0a2XZt2bIFTZo0QWBgoBhgTUtLE495Zf0OipSUlFTgvJg1axYsLCwAfByYK1++PLp164b09HRMmjQJDg4Ocovlfs3vevPmTejr62PUqFFy28eNG4euXbvKDZbJBoAWLFiglCVFvpX4+HiMHDkShoaG2Lx5My5cuIDIyEhYWlqiWrVqcHJyQlRUFARBQM2aNZV60P7OnTvw9fWFn5+fXObmmDFjULlyZYWXXSsq/yaBSTZhYOzYsUqdmCXtO6SlpSEsLAzu7u6YN28egI+Z6FFRUShRooRaLLKbnJyMBQsWiKVMExMTUbNmTbRs2VKcUZqdnY1ffvlFLPOoqakJbW1tlQ1EST169Ajjxo2DnZ0dfv75Z3G7bIWHsLAwtGzZUhHN+2pJSUmws7ND7969C8wMl56HsudqZmYmoqKiYGpqitu3bxdpWxVJWhJL+lvcvXsX3t7ecgFXFxcX+Pr6IjIyEsbGxrCwsMC6devE15UlODNv3jyUK1cOY8aMwb179wB8nEWho6OD4OBguXvS69evMWLECBgaGuLGjRuKavLf+ty9ZNeuXWjYsCGaN28uBsmKW/83Ly8PS5cuRcWKFdGjRw9x+4wZMyAIAjp16iTOaMzJycGdO3fQrFkzODk5yc1SVhWxsbEwMzPDoEGDsHfvXjx48AAbN26Es7MzzM3NsW/fPgAfn+3GjBkDIyMj1K5dG6VLl1bpoIzsPurQoQPatWsn/jsoKAhWVlbo0qULGjRogBIlSmDJkiUqm2xZ3EvyfWr//v3Q0dFB7969PxuciYiIgJ2dndLcg/4tDsx8Yzk5OWjZsiWqV6+OKlWqIDg4GGvWrJEb8MzPz8epU6fg7u4OJycndO/eHaVLl1bqoExsbCx0dXXRt29fDB48GAYGBuJFX5VuZP/FiRMnxOj7r7/+CkEQ4O7uDgMDA9StWxfr168Xb+5RUVFwdHTEq1evFNjif/bbb7/B2NgYzZs3L7Afo6OjIQiCyk0JLO6Zu0+fPkWNGjXQsWNHcRrzkCFDCqwfo47fXerflJBxdXXFhAkTirqJRapPnz6wt7fHokWLxMU/b9y4gVKlSmHnzp3i+wYNGgRra2ul79DIHrtbt24VgzPSATPZQQX2P9L71p49ewoEZ/z9/RESEgITExP8+OOPcrOMpAMaX0sikaB9+/bQ1tbGsWPHxH0zdepUlC1bttBZWsq+zt5/JfugmJiYiJCQELl68G/fvsWff/6JUaNGoVOnTtDS0oIgCEo/6CtNjmjevDn++usvTJ8+Hdra2krdv/2WviaBSXosKOPgwafJGtJ7w/PnzzFkyBC4uLhg2rRp4uuqutD9p0aPHo0KFSpg1qxZ4j0zMTERjo6O8PHxKZDwkp2djUuXLqnkoEhubi6ysrLw6tUrMas4NTW10OCMdP/3798fAwcOxIcPH1TmXrt48WLo6elh2bJlKFu2LHr06CF37MqKiYlBv379UKFChWJz7QKA3bt3IygoCI0aNUKfPn3EfsC8efNgY2ODpKQkODs7o3HjxmLVj9jYWMTExChtv3HGjBni+nhPnjxBfn4+YmJioKenB1tbW3Tr1g29e/eGn58fzM3NVWp/y947pIlK9evXF/dNcfPmzRusXr0atra26NKli7h90qRJKFu2LMqXL48uXbrAx8cHDRs2RP369cW+sLIev4WJi4tD6dKlxdnnsoHlp0+fwt3dHZUrVxbvR48fP8aIESNQqVIllTq+P0e6z/bs2YPAwEBkZ2eja9euMDMzE5NbHj9+jDFjxqhs+TJZxaEk3+fcv38fv/76KzIzMwF8HLcsUaJEgeCM9JjYsWMHnJ2dC127UxVwYOY7iIyMRGBgIDIzMxEREYEmTZrAzs4O69evl1uU6OLFi6hduzZKliyp1NHrO3fuQBAEjBkzBsDH7Jm+ffvCwMBAXI9EVTrmX+v48eOwtbXFyJEjxeDMoUOH8PPPP2P27NnIycmRe6ieMWMGmjVrJtbaVqR/GuA6fPgwtLW1ERISInbCx44dC11d3ULX0FEFxTVzNz8/XyyPI33gPHr0KAYOHAhXV1c0a9YM27dvV8nBgy/1NSVkbG1tMX369KJqYpGRfdAYMGAAKleujA0bNiA2NhYVK1aUmwUBfLy229raKn3ZQqBgcMbHxwft2rVT6hkFyqBNmzYwMzPDvn375B5Ix48fD0EQEBERIQ7GfjpQ/F/u8y9fvoSXlxcaNmyICxcuYMqUKTA2Ni70QUOdgzKyA92y3/Pu3bvo06cPDAwMCsy2/vDhA+7fv68y6yQlJiaiZcuWMDU1RcmSJYvNOaluCUzx8fGoU6cOpk2bJlfmVkoanHF1dcW4cePE7ao0wPV3hg0bBgcHB0yfPl0MziQlJcHR0RG+vr44duyYglv438XHx6Nr165wdnZGlSpVxMSld+/e4dWrVxg3bhyqVauGsLAwAB9nEo0bNw7GxsYqN+D16tUrWFtbY/fu3Xj06BEmTJgAV1dXuLi4YO7cuUhMTATwsV/YunVrdOnSpVjNlFm2bBn09PQQGhoKX19fmJubo2HDhnj//j3evn2Lli1bQltbG76+vuKA2KfXNWU99ydPniwGZ6Tlvv7880+0atUKrq6u8PDwQGRkpEqWtpYdlF+3bh38/PxUpq/wLXzaX8zIyMDKlStRrVo1ueDM3r17MWLECDRo0ADdunWTCyaqUp8zNTUVgiDgp59+ktsuey7evHkT5cqVQ+/evcVtT548kSsbrCru3r2LiRMnYvTo0QX6xm/fvoWdnR0MDAxQqVIllS4jKqu4leT7O507d4alpSW2bNkiVlaQDc58mgw0aNAgtGzZUmVLmHNg5huSniSZmZmoXr06duzYgffv3yMvLw8zZ86Ejo4OLCwsMG7cOHGa7NWrV5V6kPj169eQSCTYsGGD3PbiFpzJzc3F8OHD0aBBA0RGRop1iAvrhD59+hR16tQpUEdfEe7cuYPIyEjEx8f/7fsOHjwIbW1tDBkyBKNHj1b6Oudfojhn7m7duhVGRkZyJYB8fHygo6MDT09P2NjYYObMmWr30Pm1JWSio6OVPhP9a8leo/r3749KlSqhbNmy6Nmzp7hdOgD//v17pVlo/cGDB1i1ahVmzpz52ew/2f27fft2uLi4oHPnzmqXMfQtyD54du7cGcbGxti7d6+YPPD8+XOUL1/+sxnEX+Px48fYuHEjFi9ejOzsbLx48QLu7u6wsLCAvr4+Dh06BED+GJ07dy5mzJihlv2JW7duoV27dhg/fjzev39f4DveuXNHnDkj269SpUEDqdu3byMwMFBpS8J8a+qUwCRtp3T9o7lz56Js2bIICwvDli1b5N6bmpqK8PBwNGjQoECZQlUlez0KDw//bHDG39+/0ICVqrh27RoMDQ3RvXt3zJ07FxMnToSXlxdKlCiBsLAwpKen49WrV1i0aBHMzMxQrlw51KlTB05OTio7ADZ79mz06NFD7lwsW7YsLC0toaenh4kTJ4qzoaQZusXBmjVrUKJECRw+fBjAxz7hokWLoKurK86qHjlyJHR1dcVKEMp4Pbt58yb69++PI0eOFHi+mTZtGqpWrYrIyEhxME8ikShtMOnfkA3OKOPaON/Ltm3b0Lt3b8yfPx9PnjwRj813795h9erVqFatGn744Qe5z6hKMPFzMjMz0bRpU1SpUuVvx2natm2LFi1aqNz3kxUbGwtTU1MEBASgSpUqaNCggdifkvaL9+zZg8qVK4uVUFRdcSvJ90/y8vLQunVrODk5YfPmzXIzZ3R0dNCpUyfs3r0bsbGxGDFiBExNTVX6uYMDM99YXl4e8vLyEB0djX79+onb+/Xrh2rVqmHWrFmws7ODhYUF+vTpo8CW/rO0tDR4enpi8uTJ4jbZ8ieq/OD5b0gHLT98+IARI0bAzc0NUVFR4jQ56U0vNTUVFy5cQK1atRAYGCh+XpG/ya+//opSpUohPDz8HzOBDh8+LC5CrMwzuP6N4pa5K9sB69KlizhQ0r17d1haWiIuLg5xcXGIiIiAtbW1SsyM+FLqVkLmW5I9LkaMGAF9fX0sXLhQDMIo23X7xo0bcHR0RK9evcRMXVmy7ZX937t27SpWmYL/hkQikcsg0tTURLVq1bBv3z4xODNhwgT4+Ph8k9/wxo0bqF27Nrp06YIRI0aI51hGRgZatGgBW1tb/Pbbb3LH5pgxYyAIAq5fv/6f//vKJi8vD0OGDEH16tXRvHlzcXHtT+9JiYmJ6Nu3L0xMTOTKDKqiT8vlqSt1S2CSzup68OAB7O3tcejQIcTFxeHHH3+Eh4cH3N3dxZr2wMcZBv369UOTJk1UtoTOp4OZnwZnatasiblz54r3zLt378LS0hLt2rWTWx9LVaSkpKBGjRoFZhZLJBJERERAEARx/b3s7Gw8e/YM69evx6lTp1RmMfEXL17g2rVrcjP/jx49ClNTUzGw1KtXL5QvXx6XLl3C8uXL4eDgAAcHB5XMLP9acXFxMDIyQps2beS2P378GGZmZuJ6POnp6bCzsxPXIVQ2WVlZsLW1hSAIcHJygp6eHrp27YqxY8eKazEsWbIEtWrVwujRowskY6nCtfnvqHr7/6179+5BT08PgiCgRIkSqFOnDmrWrIk5c+bg+PHjyMnJwfLly1GvXj107dpV/Jz0/qaKv5e0H/3u3Ts0b94cFhYWnx3X6NChA/z8/Iqyed9UXFwcdHR0xCTntLQ0VK9eHXPnzpV73/Xr1+Ho6IhFixYBUL1AW2GKS0m+fyIbaAoODoazszM2bdokBmdOnjwJNzc3WFhYoFatWnBzc0NcXJwim/yfcWDmP8rLyys0m/HMmTPQ09PD1atX0b9/f5ibm4sXz0ePHmH9+vVKvchnfn4+Xr16hR49eqBhw4biAtFAwfIb6jKI8KkLFy7gxYsXche59+/fY8SIEahbty5Gjx4tBmdevHgBX19fuLq6olevXuL7FTXgm5aWhsuXLyM1NRVHjhyBhYUFBg8eLBecke2U5OXl4d27dzh//rxSH5dfQ50zd9++fYvHjx/jypUrSE1NldunixYtgre3N/z9/WFhYYGLFy8W+Ky6ULcSMl8rOTn5s5102evYwIEDUaVKFSxevFjpBiBu3ryJsmXLIiIiQm6Qb8+ePdi1a5f4PWT3q7oH1r7WzJkzxQV5pZ32nJwcuLm5oVWrVmjVqhWMjIzEc+XUqVMQBOE/Z4HfuHEDhoaGiIiIEAdEAGDnzp04c+YM3r17B09PT9SvX18csJ4wYQJ0dHTUOni+ZcsW2NraIicnB7/88gt69uwJfX19REZGYu/eveL7njx5guDgYFhZWSEzM7NYXcNUjbolMF27dg29evXCs2fP8OHDBwwdOhSjR48G8L8BLU1NTdja2sLa2hrLly9HfHw8cnNzxRklqub58+cwMTHBsmXL5LZ/es+sXLmymPQBfLzfqtoajFKHDh1C3bp1xYoN+fn5cvfRAQMGoHTp0v95fTFFuX79ujhgY2hoiJYtW4rn3YABA9C5c2e0b98eZmZmcrPo7969q7LH8ddKT09HaGgoGjVqhLFjx4q/0/r166GtrS0+O+Xk5GDAgAHw9PRUun6j9Ng9fPgwzMzM0KJFC/zyyy/o378/rK2tYWNjg1q1amH16tVo0KABateujbCwMJUJMrLCxcTEoG7duggNDcX8+fMxffp01KtXD3p6evDx8UFAQAB69uwJXV1ddO/eXdHN/c9k+xY5OTlo1qwZLCwsCiTTpqamwt/fHwsXLgSg3H2OwiQlJUEQBDG5VNr+4OBgBAYGolWrVvjpp5/EpQUmTpwILS0tpa5A9E+KW0m+z5EmCkokEuTn54vfbfLkyRAEQQzOSBNinj17hoSEBCQmJuLly5cKa/e3woGZ/yAhIQGDBw9GixYtMGXKlAID2kOHDoWWlhasrKzEwQbZ6abK6vr16xg7diyAj1lVgwYNgpub22eDM/fu3UPnzp3VahBBmrnr5OQEd3d3rFu3Tm6xz/Hjx8Pd3R2jRo0SM+3Onj0rPngDihssvHnzJho2bIhmzZqhbdu2AD52sAsLzgAfH7bDwsIwevRotc1wVcfvdePGDTRv3lysr2poaIiwsDCcP39efI+joyN0dXXlaoGrwjXo31CnEjL/xdWrVyEIAjZu3PjZ98gONA0ePBhly5bFihUrlCaw8erVK3h7e2PgwIFy26dOnQpBEFC3bl3s3bu30OAMk/f+/Xt0794dOjo62Lx5M4CP920XFxf4+vqKv2H79u1hYmIiBmek2bFfKz09HY0bN8agQYPk9s+0adMgCAIaN26M8+fPIzMzE15eXvD09ESHDh2gra2t1kEZqdatWyM6Olq8J507dw6lSpWCvr4+fH19sX//frx48QJv3ryRW9iSKR91S2CKjY1FiRIlxJkSwMdgqp6enjg7plevXqhQoQL27duHyZMnQ19fH40aNRIHSFRRXl4eRo0aBS0tLaxZs6bAa1Kenp5o2bJlge2qaM6cOahYsWKBBB3pNVuaILFixQpFNO8/iY2NRenSpREeHo6DBw9i3LhxMDMzQ+fOnQEABw4cgImJCapXr65y6+R8a9K+X3p6OoYOHQpXV1fMnTtXPO+liR3S4/3IkSPw8PBQmj4j8LFEaExMjDigd/jwYWhpaSE6OhrZ2dn48OED/vjjD0RERKB58+aoVKkSBEGAlZWVXOIIU36FPb9OmzYNbm5uGDRoEDIzM5GXl4fExERMmjQJbdu2Rfny5SEIAmrVqqVUx+2XunPnDiZOnIhWrVrB398fs2fPFgMxHz58EIMzsv3nqKgo1KhRo8D6G6ri+PHjEAQBI0aMEPvK06ZNg4aGBkaOHImePXvCwsICNWvWxPv373Hz5k14enqqbGCmOJbkK0xqairMzc1x4MABue2TJ09GuXLlcOjQIbRp00Ysa6aq68j8HQ7MfCVp3cPWrVsjKCgIgiDgxx9/FEsaAMCOHTugp6cnLhCpKjeEzp07y60/kJqa+o/BmeTkZKSkpBRpO7+nZcuWQRAEeHp6ok2bNvDw8IC2tja8vb0xfPhwnDt3Dt26dYOfnx/GjBlToAyCogYMb9y4gbJlyyIqKgoPHjyQ20cbNmwoEJz58OEDBg0aBEEQisXaK+ri+vXr0NfXx6BBg7B3714cP34cQ4YMgYGBAerXry9mvK9cuRKenp5qNwtKSt1KyHyt2NhYlClT5otq/Mt23iIiIpRqsdN79+7BxsYGBw8eFO+XW7ZsgSAI2LVrF5o2bQp3d3fs2bNHLTKDvpf9+/cjIyMDqampGDJkCPT19bFp0yZ4eHigefPmBdYR6tChAwRBkFs34Gv7K7du3ULVqlVx/Phx8W8sWbIEJUuWRExMDJo1awZfX1+cO3cOmZmZqFOnDnR0dFR2zYIvJT3vli1bBl9fX3G7NKP3t99+g7+/P6pUqQJXV1c+vpWcuiUw3bx5E9ra2hg3blyB16TlgIKDg2FmZobY2Fjxtb/++guPHz8uwpZ+Ow8fPsSKFSuwYMEC7Ny5EzExMdDQ0CgQnJHux6ioKJUuDZOcnCxe+9esWYNSpUqJsyE+vd5LJBKYmJh80zXHikJSUhK0tbURHR0tbsvNzcWPP/6I6tWri+vPtWjRQu46XBxJ97n0WvTixQsMHToUtWrVgiAI4gyyDx8+QCKRFLhmKcOYRmxsLARBwKxZs+S279+/H9ra2ujdu7dcu9+8eYP79+9jwYIFuHPnTlE3l/1Hz58/x9OnT3H79m2kpqaK22fNmgVHR0cMGjQIiYmJAP53XCckJODEiRPidVwZjtsvFRcXBzMzMwQFBaF169Zo164dBEGAo6MjVq9eDeDj9c3X1xcWFha4ffs2xo8fD11dXZXsU8vumz179qBUqVKIjo7G5MmTYWRkJK5LCXx8NtTU1BSTytLT04u8vd9CcSzJ9zmvXr1CcHAwypQpg99//x0AMGXKFBgZGeHgwYMAPj5LtWrVCi4uLli7dq34O6gLDsx8hbi4OJQpUwbR0dHiRSQ8PBwaGhoFats1atQIrVu3VkArv56fnx9CQ0MByK+f8k8Pnurg9OnT4kVu5cqV0NDQwMKFC/HgwQNcvnwZEydOhLOzM+rUqQMjIyNxTRZlyIJMT0+Hh4cHBg0aJLf9c8GZmzdvIjw8HDo6OhyUUSGvXr2Cu7s7hgwZUuC1devWoVKlSmjWrBlSUlJw69YtWFhYYM6cOQpo6felbiVkvta1a9ego6MjlpuROn78+Gc7LMqaWbN//34IgiBXSiQjI0Msw5eVlYUmTZrA3t4e165dU1Qzldrp06dRrlw5bNq0CcDHwbiwsDBoa2vD3t5efN+ni8ovWLDgm/z3N2zYgBIlSsida48ePcKpU6cAfBzQ9vHxgbOzM1JTU/Hq1Su1XBcoJyen0FkEb9++ReXKlbFo0SL069cP5ubmcmsgnDx5skDte6Z81CmB6fr16+IMAinZdsfExIjXj5s3byqiid9cXFwcrK2t4eTkBH19fRgYGGD69OlYuHAhBEEQZwrI6tGjB/r16/ePa9cpo9zcXDRp0gRmZmZ4+fIlHj58CGtra7Rt21a830r7Tx8+fMDTp0/RoEEDcTF4VZCfn4/IyEiUK1cO8+fPl3tt/vz5qFmzpnj+HTlyBI6OjuLgT3Fy9erVAlUEZGfOREREwMHBARMnThRfV8Y+49WrV6GrqyuuQSEl/S4HDx6EtrY2+vXrJ5a9UaVBeSZv8+bN8PLygrm5OQRBgJ2dndwaWbNnz0bt2rUxePBguRKTstdqVRqzSk5ORsWKFTF69Gi58+/EiRNwdHSEra0tduzYAeDjs1FAQAAEQYCOjo5KrhN87do1dOvWTW4W265du1C6dGkIgiDOopCew3/++ScqV66MkydPKqS931JxK8n3qffv34v9quzsbPTt2xfa2tro1q0bzMzMxH6IbHDV09MTHh4eBRLjVR0HZv6ljIwMceaErD59+kAQBJw8eRL3798XLxx79+6FnZ0dTpw4oYjmfjHZG1dAQID4YCmbJSP74Dl9+nSFtPN7GjRoENzd3eVuCvPmzRMXwZTt0P3555/YuHEjAgMDxSCWot28eRNVq1bFiRMnCs1+k+7HX375BZaWlrCyskLp0qVV8gZenN26dQu1atXCpUuXABQcYF2yZIlcsDAsLAxVq1ZFdna2yg0mfI66lZD5Wnfv3oUgCOjfv7/c9smTJ0NDQ0PMHFNmsgMEZ8+eRalSpbBp06YC1zDpfj1w4ACcnZ1VtrZ/UfD29kadOnXE8z0pKQkRERHQ09PD9u3bAfzvnvDpg+p/Hbg4ffo0tLS08Ouvv4r/nU//tjT769GjR//pv6Ws4uPj0aFDB7i4uKBNmzbirGnpb7F8+XJoa2vDxsZGLD/BA0aqRV0SmKTrs3l5eaFChQoYPHiw+Jpsuxs2bChX51yVxcXFQVdXFyNHjsTLly9x/vx5dO3aFWZmZjh58iTGjBmDEiVKYM6cOUhJSUFKSgpGjx4NMzMz3L59W9HN/2rXr19HvXr14OjoiFevXmHcuHEoW7YsQkJCCpR0GjNmDGxsbFTuGv3kyROEhYXBzc1NTNpJS0uDvr6+XBLP06dPYW5ujmHDhqlNv/hLLF68GDY2NoX2DT8ta1a/fn1MmDChqJv4Ra5fvw5dXd0CM/zWrVuHS5cuiftUGpwJDQ0VS50x1bNq1Sro6OhgwYIFOHz4MA4dOoROnTpBU1MT7du3F983a9Ys1KlTB+Hh4Srx/PN3li5dioCAAGRmZor3Ymlf4/Tp06hQoQICAwPFck5v375Fv3795Ga0qors7GyxxGDLli3lZr8cOnQIOjo6GDZsmFzpqqioKNSqVUspk13+SXEsyfc5SUlJCAsLQ48ePcRS7C9fvkRYWBgEQRDv29LvLD0XJBKJypau+zscmPkXUlJS8OTJE0RHR0NXVxe//PILAGD69OkoVaoUHBwc0L17d5QqVQpt27bFpEmTsH37dqXv3N6/fx9z5swRO+aNGjUqsGCY9ERITU1FeHg4qlWrplZZ+NJyL4Xd0BYsWABBEDBp0qQCCx5mZmaK/1vRF8qNGzdCU1NT3GeFtefdu3d4/PgxDhw4AGtr6wIzvJjyks5+OHr0KLS0tApMU5a9wdetWxc9evQAAFy6dEll68wWRt1KyPwXycnJEAQBHTp0EAMV06dPR7ly5T6b6apM3//evXuIjIwU67zn5+fDwcEBDRo0+OyirMOGDUPr1q0LlONi/5OcnIzy5cvLzZ6UzpzR09PD1q1bv9t/+9GjRzA1NUVgYOBnrzvDhg1DUFCQ2mU6AR8Huo2MjPDTTz9h6tSpMDMzQ926deVmwVy7dg3ly5cXZykp0znJPk/dEpguX76MkiVL4ueff0ZeXh6WLVsGExMTueCMtPTTsmXL4OHhgfj4eEU195t4+PAhTExMEBQUJLd9165d0NPTw6VLl5Cfn4/58+ejRIkSqFKlCurVq4eaNWuqZGkYAHLPBPHx8XBzc4OnpycyMjIQFhYGQ0ND2NnZYcGCBZgwYQL69u2LsmXLquxM+pSUFISGhqJBgwaIiIhAxYoV5e6F0sHNrVu3iqXcioMlS5ZAQ0NDzLIvjPS58cWLFxg+fDiqVKmCVatWFVUTv0hqair09PTg6+tb6Dp20hnWUocPH4YgCBg6dGhRN5V9A9KZEZ+uf5iamorZs2ejZMmS6NOnj7h9/vz5sLCwwNy5c4u4pd9Wt27d4Obm9tnXV65cWaAEsSr3JadOnQovLy9YWFjA1dVVbiH3Xbt2oVSpUggLCwMAjB07VqVLIBe3knyfc+3aNVhYWCA0NBRr1qyRC7w9e/YMoaGh0NLSwpEjRwD87zsr4wzOb4UDM1/or7/+gpWVFY4ePQoAiIyMRKlSpdCuXTuYmZnhyJEjYubviRMnMHnyZJiYmKB58+ZKX6Zj1KhRqFq1KqZNm4acnBw0bNhQDMwUJjU1FZGRkbh3714RtvL7CQ8Ph6GhYYGbm+xMEml5gylTpoiLcslShpvh2bNnoa2t/bed7vnz56NZs2YAoJaDYurq2rVr6NWrFzIyMnDp0iUIgiAu6F3YDcrd3R3dunUr4lYWDXUqIfO1cnJyxO8XHx8PAwMDBAcHY+TIkTAyMiq0PMetW7eU4jola/369ShXrhyGDBkilsj57bffYGhoiKZNm8qtjZSeno4RI0agbNmyuH79uqKarJS2bt2Ky5cvi53azMxMTJw4EU5OTmKfBQAePHggJiGsXbv2u7Vnx44dKFWqFH766Se50kevX79GREQEDA0N1XJALC4uDnp6enKlVdatWyd3vZaKiIiAvb29Wl2X1Jk6JjCdPHlSLgiTkZFRaHAG+LgAcYkSJTB79uyibuY3lZycjHr16iEwMBCnT58Wt589exYGBgbiTGTgY5B127ZtOHLkCJ4+faqI5v4nsoMcsjNThw0bBkEQ0KhRI2RkZGDLli3w9/dHhQoVULt2bXTv3l3lS9Y9ffoUoaGhMDc3R926dcXtyjx77XvaunUrBEHAmTNnAPz9oJ70epaWloaFCxcq5SBY27ZtUbt2bXF9yVmzZsHY2FhcX/PTvu6RI0dUPqhcXO3YsQMuLi5IS0sTj0XZdZGGDRsGQ0ND8dgGPh7vynjcfimJRIJ+/frB1dUVwMfn/E+Tbq9fvw49PT2VKjf5d3bv3g0nJyccO3YM9evXLzQ4U7p0aVSpUgVlypQRZ5urmuJWku9z7t27B0tLS7nvDsjfm16+fImQkBCUKlVKfJZVtnGMb40DM19AWsf002yL8ePHQxAEDB8+vNDP5ebmfjbrVxnIdtrDw8Ph7OyMyZMno0aNGhgxYgTWrFmD1atXY+3atVi5ciVWrFiBqVOn4ujRo2pzYkyaNAmCIMgN9OXn56NmzZoYP3683MNMTEwMBEHAqFGjlHJK9OPHjwvNVJbdV8OGDUNEREShCzky5RQbG4sSJUpg/Pjx4jY/Pz+Ym5uLC7dLj9O8vDzk5OSgVatWapuNrS4lZL7Ww4cPUadOHZw9e1b8frdu3YKJiQkEQcD69evF90r3fWRkJHx8fJRylsnKlSthZ2eHQYMGiYuxbty4EWZmZqhQoQLatGmDTp06oWnTpqhYsaLKZvF+LydOnIAgCHB3d8eAAQPEAcSEhATY29ujd+/ecu9/8OABunfvjr59+363NuXl5WHp0qXQ1NSEvb09evbsiZCQELRs2RLly5dXy32YlZWFatWqwdLSUm770KFDIQgCli9fjmPHjuHNmzfIz89HYmIirK2tsWHDBrW7RqsjdU9gkh6Dr1+//mxwZu7cuWoRUE1MTBQXf7916xbevHkDU1NTuWc5VT8nHz9+jKCgIBw/flxu+/Tp02FsbIyVK1eidu3acHFxEZPNnjx5AolEojaL6cr2C6dNmyZuV4dM439jxYoV4nqo0vUY/ukZ8NPfSBkGuZOTk7F48WJxsDIoKAhOTk4IDg6GoaGhWDJe9nsdOnSIkx9U3MiRI+X6VZ8et7GxsdDQ0BDL58pShuP235D9blu2bIEgCGKyrUQiQX5+vnhuXrp0CdWrV1erRLU2bdqga9euuHHjBuzt7VG/fn254Myvv/4Ka2trlX2GKI4l+T5n+vTpaN68udyasoV59eoVQkJCIAgC/vjjj6JpnAJxYOYfxMfHQ19fX1wE79OL/JgxY1CyZEkxa0NK2QcEHz58iO7du8t12vv37w9HR0cIgoCSJUvCxcUFFSpUgJmZGapUqYJq1arByspK5TOpgI+dzoyMDHh5ecHFxUVulkm9evXQrFkzceFe2X0+efJk/PTTT0Xe3i/166+/QktLq0Cm8rt37xAZGQkrKyu5LHSm3G7evAltbe0CdZR37tyJKlWqoGrVqnIDJXl5eRg3bhzMzc3Vag0OdSsh81/k5eXByckJ1apVw8WLF8V7zZ07d2BkZITWrVuLATvg45TvkiVLymUCK5ulS5fC1tYWgwYNEks+3blzBz/99BOaNm2Kpk2bYuLEiWLghv3PnTt34OrqisDAQERGRsLQ0BC7d+9Gfn4+fv/9dwiCUOCB9dOSnN/LhQsX0K5dOzg5OcHDwwOjRo2SOzbVhfRBed++fdDT0xPXfJo6dSp0dXXRqlUrhIeHw8jICA0aNEBAQAA2bdqEevXq8TGt5IpjApNscEY2IU1Vv09hEhMT4efnB09PTxgaGiI8PFx8TR0G7u/evQt3d3f4+/uLmeRTp06FkZGRmHl669Yt1K5dG46OjnI1/dVpP0vLmjVs2FAsgVucLF++HJqamoiJiUF4eDgMDAywf/9+AKq1n69duwZbW1u0bdsWe/fuFbd37twZgiBgxIgR4nkr/V5RUVGwtLRU6lLy7J+tW7cOZcqU+eyg7Pv372FmZqZ0Jff+jXfv3uHNmzeIj49Hbm4uPnz4gNevX8Pb2xt6enriOStr+PDhcHNzk7t2q4pr164hKCgI+/fvl0teOXjwIAIDA5Geno6EhATY2NgUCM68e/dOEU3+z4prSb7P8fPzQ5s2bQp9TXotz8rKQn5+PjIzMxEeHi6WPVdnHJj5G3FxcTAwMICGhoZcOYJPgzORkZEoWbKkuGiRKjh48KCYaXLq1Clxe0REBBwdHREWFiZeCDMyMsSOjuyaKqpMWo4iOTkZrVu3RtOmTbF+/XrUrVsX/v7+YgaZ7Pf+tBOrjJ3a/Px8MVPZzs4OPXr0QP/+/REYGAhTU1OVzTIojq5fvw4TExNUr15d3CabybhmzRo4ODigRIkS6NChA4KCghAUFIRy5crJleFTdepYQuZryc6M8vT0ROXKleWCM9KyZi1btkRKSgrGjh0LLS0tpTkebty4gU6dOmHHjh24fPmy3GsrVqyAjY0NQkND5TpfynidVTY7d+5E6dKlcevWLSxfvhwNGzZEr169sHXrVkRHR6NOnTqFBkSK4rdVtYzFf+vWrVuIiYkRZ9EePHgQWlpacHJygqmpqVgbGfgYENu2bRuaN28ONzc3tVy4Up0U5wSm169fi5n2I0eOVHRzvovExER4e3vDyspKnEkAqM89RzozqHXr1ujTpw/KlSsndz0CPvYZKleujPr166tFQKowKSkp6N69O5o2bVpkSQnKYN++fRAEQQxkJCUloW/fvioXnImPj4ehoSFGjRpVaBWSLl26wN7eHuvWrRMHbceMGQNtbe0C/Uymem7cuAEdHR389NNPciUlpX3LhIQEODk5yY1lqZJbt26hXbt2sLe3h6GhIWrWrImxY8fi9evX+Ouvv1CvXj2UKlUKP//8M44ePYrffvsN4eHhKFOmTKHrIiu7rKws2NnZQRAENG/eHLa2tliyZAmSkpLw4cMH1KxZU0yGv337NhwcHGBvb1/oMgKqpDiW5Puc9+/fw8/PT0x0/9ws3ejoaOzcuROAeiTMfAkOzHzG1atXUaZMGfTv3x+TJk2CnZ0dJk+eLL7+6YkSHR0NQRAKREKV2Z49e+Dp6Yl27drJ1VoODQ2Fi4sLJk+eLJa++TQTRZUNHjwY3t7e4kBKcnIyWrZsCRMTE9SqVUsMPkkHO1++fAkPDw+sXr1a/BvK/jtcvHgRHTp0gLOzMzw8PDBy5Ei1nQ6pjmJjY6GrqwsvLy9UqFBBrqSI7A3sxo0b+Pnnn+Hn5wdfX1+MHz9e7WZEqXsJmS/x9u3bAtvy8vLg4eFRaHDGxMQEZcqUgb6+vtLU4c3JyUHdunUhCAJq1aqFMmXKoE2bNnIlzLZt24aaNWti6NChBTJjlP2aW5SOHj1aYAbUkCFD0L17dwDA+fPnMWnSJFhaWsLR0RFWVlaYMWOGXGnOoiK739RtH8bGxkIQBMyaNUtu+5EjR2BsbCy3OPGnDxWyGYBMORX3BKaMjAysXbtW7foUspKSktCiRQs0b95cbkBEXSQkJKBZs2bQ0dGRu07JXo8SEhLUqr9UmNTUVLlFltWddH9+2v+7e/euSgVnsrKy0KFDBwwcOFBue25urtzakX379oWtrS127NiBUaNGQVtbW2n6vuzLnT9/Hps3b0ZMTIxcf3XFihXijALZ0l3Z2dkICAiAl5eXSg7cXrt2DQYGBhgwYABWrFiB/fv3w9/fH8bGxvD29sarV68QHx+Pfv36QUtLC7q6urC3t4e3tzfi4uIU3fx/TbqPDh8+DFNTU/j7+2PZsmWoW7cuvL29MXz4cMyaNUsucenmzZtwdXUVqymoquJUku9LDBs2DLq6uuKMxk+/46NHj9C+fXu5pJnigAMzhXj69KlcltijR48wevTofwzOTJgwQSWmWcnevHbv3i0GZ2QfPAcPHgw3NzdERUWp1SLx4eHhKFu2bIEsg/v376N169Zo3LgxNm3aJG5/8eIFqlevjqZNmxZ1U/8zVeykMODy5csoWbIkfv75Z+Tl5RVa7/3T7IKcnJyibuZ3VxxLyBQmISEBtWrVQvfu3bFp0ybcvXtXDMJIJBJ4e3vD0tISFy9eFI+LW7duwd7eXulmyF28eBE2NjZo2LAhdu/ejREjRsDR0RGVK1eGtbU1FixYgEaNGqFGjRro1auX2g8WfY29e/eidOnScHNzk1uI+8SJE/Dz88OxY8cAfLxGXL16FR4eHhAEocAaeey/ka49GBUVJbdd9sFTW1sb/fr1k7uWfZopx5RbcU1gklKn7/I5iYmJaNmyJerXr4/z588rujnf3J07d+Dr6ws/Pz+5Y5ifEdTT1atXYW9v/9n1FmWDMwcOHACgvOd5bm4uPDw85JKxDh8+jPDwcOjr66NixYpo164dAKB3794QBAFlypRRmlni7MutWrUKlpaWcHJyQsmSJeHl5SUGUzMzMzFv3jwIgoDKlSujQ4cO6NGjBzw9PeHk5CQGcVTpmvb8+XM4OzsXWPwc+Fh2skKFCmjfvr2Y6JGcnIwrV67g4cOHKjku9+ns8sOHD0NLSwsTJkxAQkICzp8/D09PT1hbW0MQBMTHx4ufVURS2bdWHEryfQnpvebKlSuoXLkyHB0dC11nZty4cahfv36xWyOMAzOfePXqFdLS0sRF5KS+NDijrJ4+fSp3IS8sONOpUydcvXpV3N6rVy80adJEbaZ+h4WFwcDAQC7LQCKRiBcE6cwZLy8vbN++HRkZGahZsyaaN28uvl+VbvrqnKmszk6ePCkXhMnIyCg0OCN77ZHuX3XZz8W5hIys3NxcREZGigu3tm3bFlpaWggMDMS4ceOQlJSE7OxstGjRAg4ODrh48aIYpFPWdc4uXboEAwMDhISEiOt4Xbx4EdOnT0fLli1hb28PQRBgbm5erDJcv8T27dsxevRonDt3DkOHDoW2tjb8/f3FjKKoqCjUqFFD7jPp6elyNdnZf3f9+nXo6uoWWPtr3bp1uHTpkngdPnjwILS1tTFw4EDxYZSphuKcwFQcxcfHo0OHDnjw4IGim/JdSMuaqevMIPZRbm4uXrx4gZCQEDRs2PBvgzMhISEwNjaWW2NV2bx+/Rr29vbo06cP4uPjMWXKFNjZ2aF9+/aYP38+Vq1aBSsrK4wfPx4AMHDgQLVaDL24WLp0KUqUKIHt27fj0aNH2LNnDwRBQEREhNz7zp49i169esHd3R1dunTBpEmTxONaWZ95Pic2NhZ16tTBjRs3xP6GNAAhkUgwfPhwlC1bFr///rsim/lNfG52+f79+6GlpYUBAwaI206dOlVgDFYdqHtJvn8rPz8fMTExqFChAqpVq4bDhw8jISEBx44dQ79+/WBgYKCSpfr+Kw7MyHj27Bk8PDzkMuDy8vLEh2xVDc7k5OTAxsYGzZs3FwfCAPkHz+3bt6NGjRoFFkdUl4Gx6Oho6OjoyC0CmJ+fDx8fHyxatEjch8nJyQgMDESjRo1QtmxZ+Pr6yr2fsaIkvfbILsb7ueCMOinuJWRkXbt2DSNHjoShoSE2b96MCxcuIDIyEpaWlqhWrRqcnJwQFRUFQRBQs2ZNsXyDMgXpPp0lcOHCBRgaGqJt27ZyA9ZZWVl48eIFVq9ejbt37yqkrcrs7NmzKFWqlPigdv78edSqVQsODg4YOHAgMjMz0bRpUwwbNqzQz/M97L9LTU2Fnp6eXJkyAJg2bRoEQcDFixfl3n/48GGesaQiOIGpePtcnXN1oe4zg4q7NWvWIDo6GsDHdXUGDRoENze3zwZn7t27h+DgYLnnXGV07NgxaGpqwsrKCnp6eli6dKm4Zl5ubi58fX3RuXNnBbeSfa39+/dDEAS5mQTJyckwMzMT16CQVdhzryo9C0tnUG/atAmamppyg/TA//odOTk5qFixIiIjI4u8jd/SP80ulyYw9e7du9CEU1VU3Ery/VvSfZuXl4cNGzagQYMGEAQBpUqVQvXq1eHh4YFr164puJWKwYGZT/z0009wdnbG7NmzxYWmZE8SaXCmZs2aYgdIFZw5cwampqYICgr6bHBmypQpMDMzQ2Zmpkrd5P5JfHw8nJycUKdOHaSnpwP4+ADm4uICHx8fcf0G6W+RnJwMDw8PuQ5BcbhQMuUmG5wZMmSIopvz3RXnEjJ37tyRm95+69YthISEwMDAQJxF9PbtW/z5558YNWoUOnXqBC0tLQiCoDR1eOPj4zFq1Ci50muAfHDGyMgIQUFBhd5rmTzpbzNjxgwEBASI9ZczMzMxZcoU1KxZExUqVEBwcDA8PDxw4cIFRTZXrbVt2xa1a9fGhg0bAACzZs2CsbExfvvtNwAFr0NHjhyRK8vAlA8nMLHiQN1nBhVHEokEeXl58PLywty5c8Xtqamp/xicefLkiUr0ux4+fIg///wTz58/l9uen5+PoKAgREdHQyKRqM0zQHEgkUiQk5ODhQsXonTp0nJjau3atYMgCLC1tUXnzp0RHByMffv2IT09XaXHpx4/fozq1avj4cOHuHz5MgRBwJEjRwAUfP7Jy8uDs7OzSj/vF8fZ5cWtJN8/+dz5+ul3PHnyJPbt24f4+PhivQYnB2b+n2ym1IABA1CrVq3PBmceP36MIUOGwNXVVaWy5GQHwmQfPKWdtF9//RV169bFu3fvFNXE72bLli3w8fFB8+bN8eDBA7i7u8s9gEtvDtKLomznT50ukEy1vX79GitWrIAgCBg1apSim/NdFPcSMhKJBOvXr4cgCBg0aJC4PSEhAX369IGBgQF2794t95kPHz7g/v37SjPY8v79e9SrVw+CIMDGxgbh4eHYunVrgfdJZ8788MMPYpCNFU42oNW8eXMcPXpUfC0vLw8PHjxAaGgoSpUqBUEQsGbNGgW1VD0lJydj8eLF4kyuoKAgcVafoaGhWHpBdmDo0KFDxa4+siorzglMrPhQ95lBxZFEIoGDgwPmzZsH4H/XrC8Jzsi+X5W8f/8e0dHRqFChAhITExXdHPYvSe+fqampWLJkCYyMjDB69Gh06dIFtWrVwqlTp3D58mUcOnQITZs2hbOzMwRBwIoVKxTc8q/35MkTVKlSBV27dkV2djacnZ3RsGFD8XzMz8+Xq5TRpEkTcc0RVQs6FsfZ5cWxJF9hHj58qJbl6IpCsQ/MSKNyn3ZKQkJCULNmzc8GZ548eYK0tLQia+e/9eDBA2zduhXz58+XW3j24sWLMDIyQnBwcIGg0tChQ+Hv7682gZkFCxZg6dKl4r+3bdsGLy8v6OjooFGjRuJ26X5NT0+Hh4cHkpOT1W7NDqY+MjIysHbtWiQkJCi6Kd8Ml5CRl5GRgVWrVqFcuXJytXcTEhLERVv3798P4OM1Shk7cjNmzMCcOXNw9OhRjBs3DgYGBvjhhx+wcOFCuf17/vx5CIKAbt268fX2E48fP8a9e/cKHOODBw9GjRo1Cv29tm/fjmnTphVVE4uFa9euwdbWFm3btpVbr6dz584QBAEjRowoMGsvKioKlpaWcuVTmfIrzglMjDHVIh3czs/Ph5OTkziLE/jfvUganKlfv77a9A02bNiAwYMHw8zMDH/99Zeim8P+pd9++w0WFhbic19aWhpiYmJgbm4ObW3tQstSP3r0CKtXr1bK550vIZFIkJ+fj9mzZ8PBwQF79uzBL7/8Al1dXTRt2rTAbLDo6GhYWlri/v37Cmrxf1ecZpcXt5J8n/PixQuUK1cOdnZ2aNCgAY4dO1bgGFbFRICiUqwDM7dv34ampia8vb0REhKC8+fP486dO+Lrw4cPR/Xq1TF79uzPBnCUUVxcHCpXrgwXFxeULVsW9vb2clMDz58/D2NjYzRr1gwHDx7EuXPnMGLECJiYmODGjRsKbPm38/LlS/Tq1QumpqZYu3atuH379u3w8vJC48aN5ep6vnz5ErVq1UKDBg0U0VzG/hV1GsDmEjKFe/XqFZYvX/7Z4IyJiQl27typwBb+vT/++AMGBga4fPkygI/Bt59//hna2tpwdXXF4sWLcevWLQDAlStXcPv2bUU2V+nMmzcP7du3R6dOncSBB+l5n52djWbNmmH69Oni+wvrm6hCf0XZxcfHw9DQEKNGjcKTJ08KvN6lSxfY29tj3bp14mD9mDFjoK2tLR77TDlxAhNjTFUdPXoUP//8sziga29vj8OHDwP43wCfdBA7JSUFYWFhsLa2xvr16xXT4G/k9u3b8PLyQtu2bcU+JFMtV65cQfXq1WFvby+Wk09NTcXixYthYmKCkSNHiu/Nyckp8HlVCs5IS+hLZWRkoHbt2ggMDERmZiZiYmJgbGyMSpUqoVevXggLC0OnTp1gZGSEK1euKKjVX6+4zS4vjiX5/k5ycjLq1KmDTZs2YcKECWjatCkcHR2xcuVKXjv2CxTrwMymTZsgCAIMDQ3h7+8PExMTVKtWDZ07d8bmzZuRkZGBnj17inVbpTNnlFlsbCx0dHQwevRopKamIjExERYWFti2bZvc+5KSkuDo6IjKlSujRo0aaNy4MWJjYxXU6u8jMTERQ4YMgYWFhVxZF+nMGdls++rVq8stgMgDWowVneJeQubhw4fYunWr2JmVfr+MjIxCgzOJiYno3LkzrKyskJmZqbSBuuHDh6NLly7ioGfHjh1hb2+PHj16wMvLCxoaGnLBBfbRyJEjUblyZWzbtk0c3JdIJGIywfv37zF9+nQEBweLA8TKegyosqysLHTo0AEDBw6U256bm4vk5GTxQbJv376wtbXFjh07MGrUKGhra+PPP/9URJPZF+IEJsaYKpLe60NCQlCjRg1MmzYNqampsLe3FzPRC5OWlob58+erRf/52bNnXP5WxcXGxsLFxQU2NjZicEY6c8bIyEiu/JOqjsncvXsXRkZGaNWqFVJSUsSZQFeuXIGWlhYWLFgAALh69SqCg4Ph7u4Od3d3DBkyRCVnjhTH2eXFsSTfP5kwYQLq1asH4ON4xerVq+Hk5ARnZ2cMHToUKSkpYsBVVc/t76VYBmZevXol1thdt24dBEHAkiVL8Ndff2Hnzp1o3rw57O3tUblyZbRs2RIaGhowNjbG4sWLlXrwIykpCdra2nLRWgDw8PDA6NGj0a1bN2zatAn37t0DALx79w63bt3CnTt3VCLo9KVkO51JSUkICwsrEJzZvn07vL290bhxY1hZWXFQhjEFK64lZKQDhNI1Wezs7ORmwrx+/brQ4ExSUpLSZxht374d7u7uyMvLQ69evWBmZiYOat65cwcxMTE8yPmJ2bNno1y5cjh9+rS4LT8/HwEBAWjRooX4sPbs2TNYWlpi8uTJimqq2svNzYWHhwcWLlwobjt8+DDCw8Ohr6+PihUrol27dgCA3r17QxAElClTRiWzHIsTTmBijKkq2Vl84eHhqFevHkaPHg0zMzP0798fY8aMwZgxYzB27FhER0cjKioK3bp1w8mTJ8XPqUNwhqkm2TGWq1evwsXFBVWrVhWDM8+fP0dMTAxMTU3Rt29fRTXzm0hMTETZsmUhCAJ8fX0xa9YsxMXFAQAiIiLg5OSECxcuiO/Pzs7Ghw8flHqs8XOK4+zy4liS7+9Iz+1Hjx6hZcuWOHDggPhaixYtYGdnhypVqqB27drw8fHh5/9CFLvAzF9//YUGDRrIPVwtXLgQGhoamDlzJoCPUdzc3FysWbMGM2bMQOXKlVGpUiWlXlwuPz8fkZGRKFeuHObOnStunzp1KjQ0NNCpUye4ubmhVKlSCA8Plxv4VBd37twRLwqyN35pcKZixYrYtGmTuP3XX3+Fg4MD2rdvL27joAxj3x+XkPkoLi4OOjo6GDNmDNLS0vDo0SOYmpqiTZs2cu+TzpypUKECunbtqqDWfp3GjRtDQ0MDFSpU4EHNvyGRSPDs2TN4eXkhJiZG3J6fn486deqgatWq8PT0RIcOHcTO7K+//ooGDRpwIOA7ef36Nezt7dGnTx/Ex8djypQpsLOzQ/v27TF//nysWrUKVlZWGD9+PABg4MCBuH79uoJbzf4OJzAxxlTVH3/8gYCAALmFlQcMGIBq1aqhRIkSqFixIpo3b466devC0dERbm5u8PT0RNOmTdVyIJCphosXL8oNvhcWnKlVq5b4fJeeno4ZM2bAz89P5YIU0vZKz7f58+djyJAhiI6ORr9+/eDs7Ix9+/bh4sWLcHBwwNixY5GXl6fS40/FdXZ5cSrJ929IJBIEBQWJYxndunWDmZmZWLJ83rx5aNOmDZcwL0SxCszExsZCW1sbw4cPL/DaggULIAgCpk6dWuDimJaWVqBGpDJ68uQJwsLC4ObmhiVLlmD69OkoV64cDh06JH6n0NBQ6OnpITk5WbGN/cbWrVuHGjVqYN++feJ3lc0ISkxMREhICJydneUWEJe9IajyTZExVcElZD66e/cuBEEQp+tLO/MeHh6oVKlSgUHA9PR0LFiwAFWrVkVKSorSP6xI23fgwAHY2tpi165dcttZQQkJCdDV1ZUbdNmzZw+Cg4Px/v17/PLLL/D19UVAQACSkpLw9OlT+Pv7Y/HixQpstXo7duwYNDU1YWVlBT09PSxduhRJSUkAPj50+vr6onPnzgpuJfsSnMDEGFNlv/76K1xdXREcHIxTp06J24cPHw4XFxdERkaKg9u5ubkFPs8zZVhRe/bsGapXr46goCBxvURAfszl7NmzqF27Nvr16yduf/v2rfi8oErPDdIBeqkTJ06gRYsWOHjwILKzs7Fo0SKULVsWM2fORPPmzVG2bFmVT1orzrPLi0NJvs9JT09HUlIS9u/fjxs3bsiN5Tx+/BiOjo6oXr06zMzMCuzrwgJVrBgFZqSlC6KiouS2v3jxQrzgL1q0CIIgYMaMGSp78qSkpCA0NBR2dnYoUaIEjh07BgDiyXLgwAFUqVJF7aKUaWlpcHV1hYeHBw4cOFBocOby5cuoWrUqdu/eXeDzqnTTZ0xVcQmZ//nzzz+hoaGBXr16idOdp0+fDkEQYGZmhi5duqBdu3ZYuHAhXrx4IWbWqFrWdmpqKmxsbApkqLOC4uLiIAiCeN+Wku3ALliwAObm5mJZktWrV2PAgAFqm3mlDB4+fIg///xTXGRZKj8/H0FBQYiOjoZEIuF+hAoozglMjDHVt2fPHnh6eqJdu3ZyJU9DQ0Ph4uKCSZMmieuvyI5l8P2JFbXz588jPT0dR44cQb169fDjjz/KDdDKHp8jRoyAh4eHXBUFQLWO25SUFFhaWiIqKgoPHjwQt0+cOBEmJiZ4/PgxgI/rqvbp0wcBAQEQBAH+/v7Iy8tTqe8qqzjOLi9OJfkKc/36dbi5uaFGjRoQBAGlS5dGrVq1cPnyZeTl5SEzMxOdO3dGhQoVcOfOHfFzqnqMF5ViEZi5efMm9PX1MWrUKLnt48aNQ9euXeVK4yxatAhaWlrixUMVpaamYvDgwXB0dMSsWbPkXpM+kL58+VJBrfv2pDfxjIwMeHt7w9XVFfv37y80OOPk5CQutsYYKzpcQqagM2fOQF9fHyEhIZgwYQKMjIywe/duXL58GVeuXMFPP/0ENzc3CIKA7t27q2yGyYYNG1C6dGlcvHhR0U1ROrL1pe/duwdra2t0794dqamp4naJRCLex06cOIEmTZrIPdRwZn/Re//+PaKjo1GhQgWlLnPLCiquCUyMMdUlOxC4e/duMTgjO3MmLCwMrq6uGDlyZKHrGzBWVJKTk1G3bl20bt0aL1++xO+//w5nZ+cCwRnpzK6lS5fCx8enQGBGlbx69Qrjx49H2bJl4ePjIzczt1u3bujWrZsYNH327BlOnjyJli1biuvOqLLiMLu8OJXk+zvScfURI0bgwoULSE9Px6JFi1CnTh2YmJiIa8scOHAAJUqUkEsgYH9P7QMzEokE7du3h46ODo4dOyaeGFOnTkXZsmXlFiaSmjFjBoyMjFSifNnnSB883dzcMG3aNAAfI/ZlypRRixsAAGzatAlDhw6Fq6srunbtiu3bt+P9+/fw9vaGu7s79u/fL5dFnJiYiNq1a2Pfvn0KbDVjxQ+XkPmfT2djnjp1CuXKlYMgCNi7d6/caxKJBNnZ2Vi5cqXYwVVFjx8/hpeXFx49eqTopiiVo0ePwsrKCtOnTxe3DR8+HCVKlMCMGTOQlpYm9/6HDx/CyckJAwYMKOqmMhkbNmzA4MGDYWZmJleag6mO4pbAxBhTPefOnRMHcoHCgzOdO3fGtWvXxO3du3dHz5491WogkKmm5cuXw8vLCx07diwQnDl37pz4vuzsbLRo0QIhISEKbO23c/PmTXTo0AE2Njbw8vLC7du3sW3bNnTr1g1Hjx6Ve686nafqPLu8uJXk+5y3b9/Cz88P4eHhAP6X/P7hwwdcu3YNXl5eMDExEZ/3O3fujB9++EGtx3W+JbUPzAAfy1w1atQIDRs2xIULFzBlyhQYGxvjyJEjBd4rjdyrwwOZNDjTqFEjuLq6qvwiW7KGDx8OKysrdOzYEb169YKtrS1KlCiBPn364OnTp2jatClcXV0RExOD+/fv4/Lly3BxcUFwcLCim85YsVTcS8i8ePFCrv4q8L8O3fnz52FkZIRu3brhzZs34mvq0ImTUuUsuO/l3r17GDx4MOrWrSsmUABAx44doampiQEDBuD8+fO4c+cOtm/fjurVqyMgIEB8nzodH6ri9u3b8PLyQtu2bXHr1i1FN4f9B8UhgYkxpprS09Ohra2NVq1ayQ1qyQ4Ebt26FTY2NgWCy9L3cB+BKYLscbdmzRp4eHjIBWfq168PLy8vLFq0CDt27EDLli1Rp04dMZlWHY7b9PR07Nu3D87OzqhSpQpGjRoFFxcXtSxr9XfUYXZ5cSvJ93devXoFe3t77NixQ9wm+93OnDkDU1NThIaGAgCioqJga2vLgZkvpLaBmbS0NFy+fBnnz58H8HFQrEGDBqhYsSL09fVx6NAhAPJlrubMmYPp06erbDS3MCkpKejRowdsbGzkFr1XZbNnz4aZmRkuX74s3sQfPnyI2bNnQ0tLC3379sWHDx/QrVs3ODg4QEtLC/Xr18dPP/0k/g1VXUOIMVVWXEvIJCUlwcjICE5OTjhw4ABu3LhR4D2nT5+GgYEBOnfuXGDxSKZeZPsX9+/fx5AhQ+Ds7CwXnJHOyBAEASVLlkSdOnXQv39/8XW+hynOs2fP5LKYmepS5wQmxphqO3fuHExNTREUFPTZ4MzQoUNhY2OD9+/fy41pcB+BKdLngjPp6en4888/0adPH5QpUwZNmjRB586dxfEc2WNYXYSHh6NFixawsLCAIAhYsWKFoptUJNRhdnlxLMn3OXl5eYiNjYUgCGI/ubD7jK+vL5o1ayb+++HDh0XWRlUnAACpmVu3blHfvn1JT0+PdHV1aePGjaStrU2vXr2i4OBgevLkCc2fP5+8vb2pRIkSREQ0duxYmjRpEl27do1q1qyp4G/wbT1//pwkEgmZmZkpuin/CQDKysqidu3aUUBAAA0ePJikh68gCPT69WtavXo1jRgxgtauXUsdO3akx48f0507d6hChQpUo0YNIiKSSCSkoaGhyK/CWLH17NkzmjJlCp04cYK6du1Kw4YNE18LDw+nCxcu0KFDh8jQ0FCBrfy2zp07R5GRkWRlZUWvX7+mhw8fUps2bahTp05kZ2cnvu/06dPUpk0batiwIW3evJlKly6twFaz7+HOnTtkaGhIxsbG4ra7d+/SokWL6Pjx49SlSxcaMWIEERHFxcXR69evKS8vj6ysrKhq1apExPcwxr6l1NRUioqKotOnT9P27dupdu3aim4SY4wREdHFixfJ39+ffHx8aOXKlaSvr09ERB8+fKCSJUvSvHnz6NixY7Rv3z4Ft5QxeQBIEAQiIlq7di2tWrWKLCwsaM6cOVShQgVKS0ujMmXKkI6ODgmCQPn5+eK4nDqQ/f4nTpygw4cP0+LFi+nSpUtkb2+v4NZ9XwkJCdSvXz8yNDSkyZMnU/Xq1RXdpK+2YsUK2rRpE5mZmdGSJUvor7/+ooiICHJwcKABAwaQu7s7ERHl5ORQ27ZtycrKipYuXargVn87mZmZVKZMGSIievnyJdWpU4datGhBc+bMIV1dXfE4lz6bhoSE0IMHD+jw4cMKbrnqUbvAzM2bN8nDw4MGDBhAISEhVLFiRdLQ0KC8vDzS1NSkly9fUqtWrYiIKCoqigICAmjixIk0depUOn36NLm4uCj4G7C/8+TJE3JwcKDNmzeTn5+f3E2PiOjp06fUsmVLsre3p02bNhX4/KfvZ4wVvdTUVJo8eTJdvnyZ2rZtSyNHjqRJkybR9OnT6ezZs+To6KjoJn5Tjx49om7dutHQoUPJx8eHDhw4QJMnTyZLS0syMjKin3/+mQwMDMjQ0JCOHz9OPXv2pLNnz5KFhYWim86+IWkCiIODA7m6ulKzZs3Iy8uLypcvT5mZmTRmzBg6c+YMtW7dmqKjowv9G3wPY+zbU5cEJsaY6jp27Bhdu3aNnj59SmPHjiU9PT0iIrp06RL5+fmRj48PLVq0iExNTYmIKDc3l9q1a0eWlpa0ZMkSRTadsULJ9lnXrFlDa9asIXNzc5o4cSLZ2tqKr6tr3/bT7/XmzRsxuKru0tLSSEtLiwwMDBTdlK/yucCiNDgTHR1N2tra1KFDBypfvjytXbuWnj59ShcvXiRNTU21OKafPXtGbdu2pdDQUOrcuTMREQUHB9Mff/xBixcvpsDAQNLS0pL7ru3atSN7e3uaMmWKIpuuktQqMPPy5Utq3bo1OTs704IFC8Tt0oNFGolPT0+n1q1bk5aWFhkZGdH+/fvpzJkzHJRRAW/fvqWqVatSeHg4RUVFyb0m3c9jxoyhXbt2UWxsLBERaWpqKqCljLG/Iw3OxMXF0fv37+natWtqdx2WndmwdOlSmjt3Lh08eFCc+VCrVi26efMmOTg4kL29PbVp04a6dOlC2dnZpKOjo8ims++gf//+tGzZMmrRogU9ffqUSpcuTdevX6emTZtSq1atyNjYmE6ePEkXLlygH374gUJDQxXdZMYYY4x9ZytXrqTRo0dTrVq16NatW6Svr0/Xr1+nkiVLEtHHmTMtW7YkR0dH+vHHH8nIyIiWL19OKSkpdOnSJbUZCGTq59PgzLp166hSpUo0ZcoUqlixooJbx9jnfS44s3jxYkpOTqZly5bR5s2bqV69emRubk7r1q0jTU1NtZn9dfPmTZowYQLFx8fT6NGjqWPHjvTu3Ttyc3Oj169f05gxY6hTp06kr69PWVlZNHXqVFq6dCmdPXuWbG1tFd18laNWgZlbt25RYGAgrVq1iho1alSg1IfsyfXixQvy8fGhpKQkOnfuHJcuUBGZmZnUpEkTKlWqFK1fv14c4JQtaRYaGkrv37+n5cuXU35+PgdmGFNS6lpC5sWLF6SpqUlly5YVO2epqanUp08f6tOnDwUGBlLPnj3p999/p2PHjtHFixfp8OHDdPDgQUpISKBy5cop+iuwb0i27zFw4EC6cOEC9erVi1q3bk3nzp2jixcv0saNG8nS0pISEhJIIpHQu3fv6NixY9SkSRMFt54xxhhj38uyZcsoNDSUtm3bRs2aNaOUlBRq0qQJ7dy5k+rVqyf2H5KTk6lbt26UlpZGxsbGVLlyZVqzZg2VLFlSbQYCmXqS7QevXr2ali9fTn379qWePXtyQJEpteJeki82NpYWLVpE586dowkTJlCHDh0oJSWFAgMDKT4+nsqVK0c2NjYEgG7fvk179+6lOnXqKLrZKkmtAjObNm2ibt26UW5urlytO1lZWVl07do1ql+/Pr1+/Zpev35NlSpVUlCL2df4448/yNfXl3788UcaO3YsVa5cWXwtLS2NPD09KSUlhaytrenHH3+kgQMHcvY5Y0pK3UrI3Llzh3x9fcnX15cmTZpEJiYm4msDBw6kmzdvkrW1NR09epR27dpFrq6uRPSx45eRkaFWa+sUd7KdeWk9eCKiHj160NmzZykiIoK6du1KWlpa9OLFC0pOTqY9e/bQhQsXqGLFirR27VoFtp4xxhhj39Pu3bupXbt2tGfPHrHUenZ2NtWuXZt8fHzo1q1b1KFDB/Lz86OqVatSTk4OvX79mkqUKEHGxsYkCIJYrp0xZSbbJ27ZsiVpamrS7t27Fdsoxr5AcSzJl5+fTxoaGiQIAqWmplKrVq0oPT2dZsyYQR06dCAioiVLllB8fDy9fv2a6tWrRwEBAXLjsuzfUau7uLW1NWlqatLOnTupffv2hS6Ou3r1atq7dy/t3r2bDAwMVLbuYXHWpEkTmj9/PoWHh9ODBw+obdu21KRJE7p9+zZNnDiRypcvT+PGjaMSJUpQ48aNOSjDmBJTp9khEomE1q9fT/fv36c7d+7QxIkTafTo0WI98EmTJlHt2rUpMTGRDh48KDdDSBAEDsqomcePH5OlpSUREZUsWZLev39PWlpatGbNGurduzdNnz6dAFCHDh3IxMSETExMqF69enILLRaWYMIYY4wx1fb+/Xs6cuQIValShe7duydu79KlC719+5b09PSodOnSNGzYMHr69CmNGTOGdHR0SFtbW3wvAA7KMJUgO3BtbW1N6enplJubS6VKlVJ00xj7W7LHbo8ePYiIaN26dTRp0iS5knyqHpR59OgR3b59m3x8fKhEiRIkkUhIEATavHkzJSYmkru7O40dO5Y+fPhAP/zwA/Xv31/RTVYranUnt7KyIn19fVq/fj3VrVuXrKysiEg+ynn//n1ycXHhwXoV179/f6pSpQoNGTKEoqKiKDs7m+rWrUvu7u60dOlSRTePMVYMaWhoULt27WjhwoVERJSQkEBTp06lqKgoKleuHGlpaVGzZs0oLS1NDMqoU3YN+5/IyEiaPn06TZo0iSpWrCjOjJFauXIl9erVi2bOnEmCIFDHjh3FBUGlQRkAHJRhjDHG1JCWlhaNHTuWtLS0aMuWLUREdObMGUpOTqYzZ85QlSpViIioa9eutHr1aho6dGiB8QvuPzJVIggCvXjxgmJjY2np0qUclGEq49PgDABavnw5/fbbb2pRkk8ikVBISAg9ePCAZsyYQf7+/qShoUFTpkyh2bNn0759+8jU1JRmzZpFEydOpJIlS4ozZ4h4PONbUKtSZkREO3fupM6dO1NwcDCNGjWKatSoQUQfS5hNmjSJNm3aRL/99hsvSKQmXr16RVlZWZSWlkYWFhZiZrq61XdkjCk3ACSRSKhEiRI0duxYysrKIl1dXTp48CA1atSIIiMjydTUlC5dukQeHh60ceNGCgoKUnSz2XfSv39/Onz4MAUFBdGpU6eoVKlSNGjQIPLw8CBzc3Pxfb169aLTp09T//79qX///nKZsIwxxhhTb6mpqTR58mQ6cOAAvX79mq5du0YWFhZiP3L58uW0cuVK2r9/v/icy5gqy8nJ4f4uU0nqXJIvLS2NgoKCKD8/n+bMmUPHjh2j2bNn04YNG8jPz4+IiOLi4mjx4sW0Z88eWrZsGbVu3VrBrVYfaheYkUgktGLFCgoNDaWqVatSgwYNSFtbm548eUIXLlygw4cPk7Ozs6Kbyb4jjtgyxorKy5cvKS8vj0xNTcVrz6pVq2jFihX0+++/06pVq+iXX34hDw8PGjlyJJUvX55atGhBpUuXpk2bNsnNomCqT3oMnDx5ktavX08RERFkaWlJAwYMIIlEQqdOnaKJEyeSnZ0dubm5ERHRDz/8QBUqVKDZs2cruPWMMcYYK2rPnj2jKVOm0NmzZ6lTp040fPhwIiLKy8sjf39/MjIyos2bN/PzLWOMKZj0WS80NJTS09Np3bp1Kjv76/nz5/TgwQPKy8uj+vXrU3p6OgUGBtLDhw/pzZs3tHXrVmrRooVc0vuVK1do3bp1FBYWRlWrVlXwN1AfaheYkbp06RLNnDmT7t69S6VLl6aGDRtSr169qFq1aopuGmOMMTWQlJREfn5+pK2tTVOnTiVbW1uys7MjIiJvb2+qV6+eWM5q37591KhRIxo3bhydPXuWbGxsyMbGRsHfgH0vGRkZ5OPjQ76+vjR16lQiIjpx4gR5e3uTg4MDaWpqkru7O4WEhJCTk5P4OU4sYIwxxoof6cyZS5cuUVBQEA0fPpwCAwPp7t27FBcXR5qamtxHYIwxJfDixQtq06YNLV26lGrWrKno5nyVW7duUd++fUlPT490dXVp48aNpK2tTS9fvqSOHTvSkydPaP78+eTj40MaGhpywRnpuqns21HbwAwRL5rLGGPs+5BIJDRmzBiaP38+6evrk7m5OVWtWpVMTExo2rRptH37djp79qxYQ3ny5Mm0du1a+uGHH2jChAmKbj77jqR9j99++42GDRtGx44do/z8fHJ0dKTg4GDq06cP3bhxgwYMGED9+vWjGTNmEBEHZRhjjLHiLDU1laZMmUJXrlyhO3fuUNmyZenGjRtUsmRJysvLI01NtVoemDHGVJYql+S7efMmeXh40IABAygkJIQqVqxIGhoa4n3m5cuX1KpVKxIEgaKioqhFixakoaHB4+vfkVoHZmQHOXjAgzHG2LeUkpJC06dPpwcPHpCRkRH98MMPFBkZSRUqVKCsrCw6duwYrVq1inr06EFERLNmzaL27dtT5cqVFdxyVhQePHhAffr0IQ8PD4qJiSFfX19asWKF2IlX5Q49Y4wxxr691NRUGjlyJD1//pz27NnDQRnGGGPfzMuXL6l169bk7OxMCxYsELdLx8ulM2PS09OpdevWpKmpSeHh4dS6dWseT/+O1DrcJXvg8EHEGGPsWzI3N6cRI0aQhYUF3b59m+7cuUOXL1+WK0+lp6cnvn/48OEclFFD+fn5hW63srIiHx8f+vnnn6l58+a0YcMGMRCTn58v/m+JRFJkbWWMMcaY8ipfvjzNmzeP9u/fz0EZxhhj31RqaiqlpKRQ+/bt5Z5BpePl0hkxxsbGtHv3bkpLS6Nly5ZRVlaWQtpbXKj1jBnGGGPse0tJSaEpU6bQ+fPn6ccff6Tw8HAiIrp37x5VqVJFsY1j383x48fJ29ubiEiu7i7R/7KOUlJSqGfPnuTj40PDhw/n2buMMcYY+yJcNoYxxti3tGnTJurWrRvl5uaSIAiF3meysrLo2rVrVL9+fXr58iW9efOGrK2tFdPgYoLv9Iwxxth/YG5uTqNHjyZ3d3favHkzTZkyhYiIqlSp8tnZFEy1nT9/nrp06ULDhg0jIqISJUrI7Wtp8MXc3JwqVapE27Ztk9vOGGOMMfZ3OCjDGGPsW7K2tiZNTU3auXMnERV+n1m9ejWNHTuWsrKyyMjIiIMyRYDv9owxxth/VL58eRo9ejS5urrSwYMHady4cUREcrMomPqoWrUqhYaG0u+//04RERFEVDA4I52QPHHiRPrrr79o06ZNCmkrY4wxxhhjjLHizcrKivT19Wn9+vX04MEDcbtsIa379++Ti4sL6ejoKKKJxRIHZhhjjLFvQBqcqVatGp07d47S09MV3ST2HQAgU1NTCgkJoR9++IEOHjxYaHBGEAS6ffs2LV26lLZu3UqdO3dWZLMZY4wxxhhjjBVTFhYWtGTJEjpy5AiNGTOGbt26RUQfn1uzsrIoKiqKduzYQT169OBKD0WI15hhjDHGvqFnz54REZGZmZmCW8K+txcvXtDKlStpw4YN5O/vTzNnzhRfi4+PJz8/P/Ly8qK1a9cSEdeLZ4wxxhhjjDGmGBKJhFasWEGhoaFUtWpVatCgAWlra9OTJ0/owoULdPjwYXJ2dlZ0M4sVDswwxhhjjH0l2eBMQEAAzZgxg+7fv0/e3t5kZ2dHhw4dIqKPM20484gxxhhjjDHGmCJdunSJZs6cSXfv3qXSpUtTw4YNqVevXlStWjVFN63Y4cAMY4wxxthnTJ06ld6+fUtTpkz57HukwZlNmzaRi4sLnTlzhqpVq0YHDx4kIp4pwxhjjDHGGGNMefAzqnLQVHQDGGOMMcaUkUQiIW1tbRo9ejSVKVOGoqKiCrwHAJmYmFDv3r1JEAQaN24c+fr60t69e8W/wR1exhhjjDHGGGPKQraaA1d3UBwOzDDGGGOMFUJDQ4MGDhxIpUuXpgEDBpBEIqHo6Ggi+l/nVdqB1dfXp5EjR1KtWrXI39+fiDgowxhjjDHGGGNM+cgGYjgoozgcmGGMMcYY+0R+fj6VKFGCSpUqRd27dyeJREKhoaFERBQdHS3Xeb116xa5u7vT5s2bOSjDGGOMMcYYY4yxf8SBGcYYY4yx/3fr1i2ytbUlTc3/dZFKlSpFPXv2JCKi0NBQAkBjxowR39+mTRtydXUVgzJExEEZxhhjjDHGGGOMfRYHZhhjjDHGiGjq1Kk0ceJEcnJyoqlTp5KVlRVVrlyZiD4GZ7p160ZEH4Mzmpqa1K1bN2rZsiXZ29vTwYMHiYhnyjDGGGOMMcYYY+yfCQCg6EYwxhhjjCnShw8faPLkyZSSkkJGRkZ06dIlys7Opo4dO1K7du3I0tKSiIjev39Pq1evprCwMMrLyyN/f3/av38/EXFQhjHGGGOMMcYYY1+GAzOMMcYYY0T022+/Uc+ePenSpUskCAIdOnSIFi5cSEZGRuTk5EQRERFkbGxMpUqVogULFlB8fDwtWbKEiDgowxhjjDHGGGOMsS/HgRnGGGOMFVsLFy6kmjVrUpMmTYiIqF+/fgSAZs6cSfr6+nTq1Cny8vIiY2NjKleuHNWrV486d+5MzZs3F/8GB2UYY4wxxhhjjDH2b/AoAmOMMcaKpcTERBo1ahSZmZmJ25o0aULXrl0jfX19SklJoeDgYOrbty+lpKTQwIED6cmTJ7Rx40a5v8NBGcYYY4wxxhhjjP0bPGOGMcYYY8XS9evXqUGDBhQbG0tVq1YVtzdo0IBMTU3p4sWL5OvrSzExMVSmTBkiInr79i3p6ekpqsmMMcYYY4wxxhhTA5ziyRhjjLFiCQCVK1eODA0NiYgoLy+PiIgiIiLo6NGjFBAQQMuXL6cyZcqQNI9FGpThvBbGGGOMMcYYY4x9LQ7MMMYYY6zY2LJlCx0/fpyIiDIyMig7O5s0NTWJiMT/7+LiQubm5mRtbU1aWloEgARBkPs7n/6bMcYYY4wxxhhj7EtpKroBjDHGGGNF4eXLl7RgwQIqXbo0GRkZkba2Nr1//55yc3Pl3lepUiUaPnw4jR8/nlq3bk21atVSUIsZY4wxxhhjjDGmjjgwwxhjjLFiwcjIiNauXUtDhgyhsWPHkoODA1WvXp2OHz9Ourq6lJubS/n5+aSjo0MpKSlkYGBA8fHxHJhhjDHGGGOMMcbYNyWAi6QzxhhjrBhJTEyk4cOH0+XLl+nZs2dkb29PKSkpVLJkSRIEgQCQhoYGBQQE0KpVqxTdXMYYY4wxxhhjjKkZDswwxhhjrNi5c+cOhYaG0rt37ygyMpL8/Pzow4cPRESUlZVFpUqVIl1dXSIikkgkpKHBy/IxxhhjjDHGGGPs2+DADGOMMcaKpcTERAoLCyMiolGjRpGnpycREeXl5ZGm5sdqrwBIEASFtZExxhhjjDHGGGPqhwMzjDHGGCu2kpKSKDw8nCQSCUVERJC3t7eim8QYY4wxxhhjjDE1x3U5GGOMMVZsVatWjebNm0fp6el05coVRTeHMcYYY4wxxhhjxQDPmGGMMcZYsZeamkrly5dXdDMYY4wxxhhjjDFWDHBghjHGGGPs//GaMowxxhhjjDHGGPveuJQZY4wxxtj/46AMY4wxxhhjjDHGvjcOzDDGGGOMMcYYY4wxxhhjjBURDswwxhhjjDHGGGOMMcYYY4wVEQ7MMMYYY4wxxhhjjDHGGGOMFREOzDDGGGOMMcYYY4wxxhhjjBURDswwxhhjjDHGGGOMMcYYY4wVEQ7MMMYYY4wxxlSSIAh/+3/du3dXdBMZY4wxxhhjrABNRTeAMcYYY4wxxr5GSkqK+L+3bt1KY8eOpYSEBHGbjo6OIprFGGOMMcYYY3+LZ8wwxhhjjDHGVFL58uXF/zMwMCBBEOS2bdq0iapWrUqlSpUiOzs72rBhg/jZYcOGUatWrcR/z5s3jwRBoAMHDojb7OzsaNmyZURE1L17d2rTpg3NmjWLzM3NydjYmAYOHEgfPnwoui/MGGOMMcYYUwscmGGMMcYYY4ypnV27dlFYWBgNGzaMbty4QSEhIdSjRw/6448/iIjIy8uLTp8+TRKJhIiITp48SSYmJnTy5EkiIkpNTaXExETy9PQU/+Yff/xBd+/epT/++IPWrVtHa9eupbVr1xb5d2OMMcYYY4ypNg7MMMYYY4wxxtTOrFmzqHv37jRgwACytbWloUOHUrt27WjWrFlERNS4cWN6+/YtXb16lQDQ6dOnadiwYXTixAki+hiEMTMzI3t7e/FvGhoa0qJFi8je3p5atmxJAQEBdOzYMUV8PcYYY4wxxpgK48AMY4wxxhhjTO3Ex8dTw4YN5bY1bNiQ4uPjiYjIwMCAateuTSdOnKDr16+ThoYGhYSEUFxcHL19+5ZOnDghN1uGiMjBwYFKlCgh/tvc3JzS0tK+/5dhjDHGGGOMqRVNRTeAMcYYY4wxxr4HQRDk/g1AbpuXlxedOHGCSpUqRZ6enmRoaEgODg509uxZOnHiBIWHh8t9vmTJkgX+vrQUGmOMMcYYY4x9KZ4xwxhjjDHGGFM71atXpzNnzshtO3fuHFWvXl38t3SdmePHj5OXlxcREXl6etKWLVsKrC/DGGOMMcYYY98Kz5hhjDHGGGOMqZ2IiAgKDg6mOnXqkI+PD+3bt4927txJv//+u/ge6Toz+/bto0mTJhHRx2BN+/btqVy5clSjRg1FNZ8xxhhjjDGmxnjGDGOMMcYYY0zttGnThubPn08zZ84kBwcHWrZsGa1Zs0acGUP0cZ0ZZ2dnMjIyEoMwjRo1IolEwrNlGGOMMcYYY9+NAACKbgRjjDHGGGOMMcYYY4wxxlhxwDNmGGOMMcYYY4wxxhhjjDHGiggHZhhjjDHGGGOMMcYYY4wxxooIB2YYY4wxxhhjjDHGGGOMMcaKCAdmGGOMMcYYY4wxxhhjjDHGiggHZhhjjDHGGGOMMcYYY4wxxooIB2YYY4wxxhhjjDHGGGOMMcaKCAdmGGOMMcYYY4wxxhhjjDHGiggHZhhjjDHGGGOMMcYYY4wxxooIB2YYY4wxxhhjjDHGGGOMMcaKCAdmGGOMMcYYY4wxxhhjjDHGiggHZhhjjDHGGGOMMcYYY4wxxooIB2YYY4wxxhhjjDHGGGOMMcaKyP8B1Mghe9XhqxMAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(20, 5))\n", "ax = sns.barplot(x='town', y='avg_price', hue='flat_type', data=avg_price_pd, palette='coolwarm')\n", @@ -360,6 +361,16 @@ "\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "aede016d-1628-415c-8858-142d89ab4690", + "metadata": {}, + "outputs": [], + "source": [ + "spark.stop()" + ] } ], "metadata": {