From 83f95fb5573541340a6c2452fd36a08a893b5306 Mon Sep 17 00:00:00 2001 From: marius <11855163+norandom@users.noreply.github.com> Date: Mon, 26 Aug 2024 14:58:31 +0200 Subject: [PATCH] updates to the code --- DAX40/DAX_Quant_Model.ipynb | 303227 +++++++++++++++++++-------------- 1 file changed, 171702 insertions(+), 131525 deletions(-) diff --git a/DAX40/DAX_Quant_Model.ipynb b/DAX40/DAX_Quant_Model.ipynb index 5031129..efbe156 100644 --- a/DAX40/DAX_Quant_Model.ipynb +++ b/DAX40/DAX_Quant_Model.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 1, "id": "ec60e3a9-efcc-4619-9fbd-0d09fedcf4f7", "metadata": {}, "outputs": [], @@ -50,8 +50,11 @@ " obb.user.credentials.fred_api_key = os.getenv('FRED_API_KEY') or print(\"FRED_API_KEY is not set or empty\") or None\n", " obb.user.credentials.intrinio_api_key = os.getenv('INTRINIO_API_KEY') or print(\"INTRINIO_API_KEY is not set or empty\") or None\n", " obb.user.credentials.polygon_api_key = os.getenv('POLYGON_API_KEY') or print(\"POLYGON_API_KEY is not set or empty\") or None\n", + "\n", + " return os.getenv('ECONDB_API_KEY') \n", " \n", - "read_api_keys_from_env()" + "ECONDB_API_KEY = read_api_keys_from_env()\n", + "# Need this API Key later for some data openbb doesn't support afaik" ] }, { @@ -64,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 2, "id": "c0f83ff6-d1b2-424a-9974-4d005110c9e6", "metadata": {}, "outputs": [], @@ -81,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 3, "id": "b4e2d572-5349-4644-a82c-083aff2ffcc2", "metadata": {}, "outputs": [ @@ -133,33 +136,33 @@ " \n", " \n", " \n", - " 2024-08-23\n", - " 18538.86914\n", - " 18670.44922\n", - " 18519.28906\n", - " 18633.09961\n", - " 41122500\n", - " 18590.43\n", - " 18633.09961\n", - " 41122500.0\n", - " 94.23047\n", - " 0.005083\n", + " 2024-08-26\n", + " 18589.9\n", + " 18606.84\n", + " 18554.51\n", + " 18594.33\n", + " 0\n", + " 18585.23\n", + " 18594.33\n", + " 0.0\n", + " 4.43\n", + " 0.000238\n", " \n", " \n", "\n", "" ], "text/plain": [ - " open high low close volume \\\n", - "date \n", - "2024-08-23 18538.86914 18670.44922 18519.28906 18633.09961 41122500 \n", + " open high low close volume vwap \\\n", + "date \n", + "2024-08-26 18589.9 18606.84 18554.51 18594.33 0 18585.23 \n", "\n", - " vwap adj_close unadjusted_volume change change_percent \n", - "date \n", - "2024-08-23 18590.43 18633.09961 41122500.0 94.23047 0.005083 " + " adj_close unadjusted_volume change change_percent \n", + "date \n", + "2024-08-26 18594.33 0.0 4.43 0.000238 " ] }, - "execution_count": 32, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -170,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 4, "id": "4801ef6a-4fb4-4091-8b68-74cce0b05c3c", "metadata": {}, "outputs": [ @@ -252,7 +255,7 @@ "2000-01-03 -0.0303 " ] }, - "execution_count": 33, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -263,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 5, "id": "7d0aca72-041d-461b-8000-dedce6daf3f8", "metadata": {}, "outputs": [], @@ -283,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 6, "id": "77d99141-68b3-42ce-871e-b5fc4bbcb087", "metadata": {}, "outputs": [], @@ -296,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "id": "2e82c9db-965c-459e-b2f4-5f805f65e117", "metadata": {}, "outputs": [ @@ -336,35 +339,32 @@ " \n", " \n", " \n", - " 6260\n", - " 2024-08-23\n", - " 18538.86914\n", - " 18670.44922\n", - " 18519.28906\n", - " 18633.09961\n", - " 41122500\n", - " 18590.43\n", - " 18633.09961\n", - " 41122500.0\n", - " 94.23047\n", - " 0.005083\n", + " 6261\n", + " 2024-08-26\n", + " 18589.9\n", + " 18606.84\n", + " 18554.51\n", + " 18594.33\n", + " 0\n", + " 18585.23\n", + " 18594.33\n", + " 0.0\n", + " 4.43\n", + " 0.000238\n", " \n", " \n", "\n", "" ], "text/plain": [ - " date open high low close \\\n", - "6260 2024-08-23 18538.86914 18670.44922 18519.28906 18633.09961 \n", + " date open high low close volume vwap \\\n", + "6261 2024-08-26 18589.9 18606.84 18554.51 18594.33 0 18585.23 \n", "\n", - " volume vwap adj_close unadjusted_volume change \\\n", - "6260 41122500 18590.43 18633.09961 41122500.0 94.23047 \n", - "\n", - " change_percent \n", - "6260 0.005083 " + " adj_close unadjusted_volume change change_percent \n", + "6261 18594.33 0.0 4.43 0.000238 " ] }, - "execution_count": 23, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -375,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "id": "db05b7ff-d860-498c-864c-641583d2699d", "metadata": {}, "outputs": [ @@ -440,7 +440,7 @@ "0 6876.98665 6750.759766 43072500.0 -210.96045 -0.0303 " ] }, - "execution_count": 24, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -454,20 +454,22 @@ "id": "daf6d537-f095-4a27-a2b7-b629f1e17c76", "metadata": {}, "source": [ - "# We use a Kalman Filter for estimates\n", + "# Data enrichment with Technical Analysis - why?\n", "\n", - "This is one feature we will use." + "## We use a Kalman Filter for estimates\n", + "\n", + "This is only one feature we will use later. The plot shows why." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 173, "id": "7903e92f-5636-40e6-8b37-202d5f23eeea", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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" ] @@ -482,29 +484,29 @@ "Last 5 days of complete data:\n", " close KalmanEstimate\n", "date \n", - "2024-08-20 18357.51953 18083.979993\n", "2024-08-21 18448.94922 18118.697662\n", "2024-08-22 18493.39063 18154.340301\n", "2024-08-23 18633.09961 18199.882243\n", - "2024-08-24 NaN 18199.882243\n", + "2024-08-26 18594.33000 18237.404055\n", + "2024-08-27 NaN 18237.404055\n", "\n", "Last complete day in dataset:\n", "open NaN\n", "high NaN\n", "low NaN\n", "close NaN\n", - "Name: 2024-08-24 00:00:00, dtype: float64\n", + "Name: 2024-08-27 00:00:00, dtype: float64\n", "\n", - "Next day estimate: 18199.88\n", + "Next day estimate: 18237.40\n", "Estimate uncertainty: 0.32\n", "\n", "Last month's maximum price: 18670.45\n", "\n", "Last month's minimum price: 17024.82\n", "\n", - "Data range: from 2000-01-03 to 2024-08-24\n", + "Data range: from 2000-01-03 to 2024-08-27\n", "\n", - "Current date and time: 2024-08-25 06:54:51.729938\n" + "Current date and time: 2024-08-26 11:03:39.078629\n" ] } ], @@ -625,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "de0c2354-e0aa-4034-a4bd-46e25963fd2a", "metadata": {}, "outputs": [], @@ -641,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 11, "id": "0269e523-0a5c-4e09-8805-f6a53016e90a", "metadata": {}, "outputs": [ @@ -688,18 +690,18 @@ "2024-01-01 441754.0" ] }, - "execution_count": 219, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "export_stats_usd_df.tail(1)" + "export_stats_usd_de_df.tail(1)" ] }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 12, "id": "78ff5b8d-1ab9-4688-86a0-b75e09103cd7", "metadata": {}, "outputs": [ @@ -746,13 +748,13 @@ "1991-01-01 NaN" ] }, - "execution_count": 217, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "export_stats_usd_df.head(1)" + "export_stats_usd_de_df.head(1)" ] }, { @@ -760,26 +762,30 @@ "id": "41020bb4-5100-49a7-ba3f-bdc7c0fadb01", "metadata": {}, "source": [ - "## CPI = Germany - Consumer Price Index (Level USD would be better)" + "## CPI = Germany - Consumer Price Index (Level USD)\n", + "\n", + "Here the stats timeframe is also limited. " ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 13, "id": "2396d267-0797-4225-a5fc-f61f32c93fcd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", - "consumer_price_index_de_df = pd.read_csv(\n", - " 'https://www.econdb.com/api/series/CPIDE/?token=%s&format=csv' % API_TOKEN,\n", + "API_TOKEN = os.getenv('ECONDB_API_KEY')\n", + "\n", + "consumer_price_index_usd_de_df = pd.read_csv(\n", + " 'https://www.econdb.com/api/series/CPIDE~TUSD/?token=%s&format=csv' % API_TOKEN,\n", " index_col='Date', parse_dates=['Date'])" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 14, "id": "196a05a7-3233-416c-b4cc-5de7a1c49a43", "metadata": {}, "outputs": [ @@ -804,7 +810,7 @@ " \n", " \n", " \n", - " CPIDE\n", + " CPIDE~TUSD\n", " \n", " \n", " Date\n", @@ -814,30 +820,30 @@ " \n", " \n", " 2012-03-01\n", - " 91.7\n", + " 121.23\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CPIDE\n", - "Date \n", - "2012-03-01 91.7" + " CPIDE~TUSD\n", + "Date \n", + "2012-03-01 121.23" ] }, - "execution_count": 33, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "consumer_price_index_de_df.head(1)" + "consumer_price_index_usd_de_df.head(1)" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 15, "id": "94260786-8ec3-48ae-ae1b-382df0460882", "metadata": {}, "outputs": [ @@ -862,7 +868,7 @@ " \n", " \n", " \n", - " CPIDE\n", + " CPIDE~TUSD\n", " \n", " \n", " Date\n", @@ -872,25 +878,25 @@ " \n", " \n", " 2024-07-01\n", - " 119.8\n", + " 130.25\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CPIDE\n", - "Date \n", - "2024-07-01 119.8" + " CPIDE~TUSD\n", + "Date \n", + "2024-07-01 130.25" ] }, - "execution_count": 34, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "consumer_price_index_de_df.tail(1)" + "consumer_price_index_usd_de_df.tail(1)" ] }, { @@ -903,86 +909,889 @@ }, { "cell_type": "code", - "execution_count": 39, - "id": "714e5a58-e423-45d5-960d-faee3d3312eb", + "execution_count": 16, + "id": "34687b99-1555-46e3-9e6d-eb9c67d7b878", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "# Ensure export_stats_usd_de_df and consumer_price_index_de_df have datetime index\n", + "export_stats_usd_de_df.index = pd.to_datetime(export_stats_usd_de_df.index)\n", + "consumer_price_index_usd_de_df.index = pd.to_datetime(consumer_price_index_usd_de_df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "9d29430b-cdf3-4ae0-9f3b-eb8ad9f5ad30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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REXPDE~TUSD
Date
2023-01-01442621.0
2023-04-01448084.0
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CPIDE~TUSD
Date
2024-03-01128.78
2024-04-01127.67
2024-05-01129.23
2024-06-01128.45
2024-07-01130.25
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" + ], + "text/plain": [ + " CPIDE~TUSD\n", + "Date \n", + "2024-03-01 128.78\n", + "2024-04-01 127.67\n", + "2024-05-01 129.23\n", + "2024-06-01 128.45\n", + "2024-07-01 130.25" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "consumer_price_index_usd_de_df.tail(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "bf5a79f0-a3ab-426b-a04a-da78427e092a", + "metadata": {}, + "outputs": [], + "source": [ + "# Ensure export_stats_usd_de_df and consumer_price_index_de_df have datetime index\n", + "export_stats_usd_de_df.index = pd.to_datetime(export_stats_usd_de_df.index)\n", + "consumer_price_index_usd_de_df.index = pd.to_datetime(consumer_price_index_usd_de_df.index)\n", + "\n", + "# Resample export_stats_usd_de_df to daily frequency and forward fill\n", + "export_stats_daily = export_stats_usd_de_df.resample('D').ffill()\n", + "\n", + "# Resample consumer_price_index_de_df to daily frequency and forward fill\n", + "cpi_daily = consumer_price_index_usd_de_df.resample('D').ffill()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0146d9f1-2a3c-40c2-ac28-5b1e38b2149e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CPIDE~TUSD
Date
2024-06-27128.45
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dateopenhighlowclosevolumevwapadj_closeunadjusted_volumechangechange_percent
62572024-08-2018473.2304718495.2793018349.9804718357.519534291200018419.0018357.5195342912000.0-115.71094-0.006264
62582024-08-2118358.7890618476.6308618352.1894518448.949223606810018409.1418448.9492236068100.090.160160.004911
62592024-08-2218459.2793018551.3906318458.6093818493.390634095090018490.6718493.3906340950900.034.111330.001848
62602024-08-2318538.8691418670.4492218519.2890618633.099614112250018590.4318633.0996141122500.094.230470.005083
62612024-08-2618589.9000018606.8400018554.5100018594.33000018585.2318594.330000.04.430000.000238
\n", + "
" + ], + "text/plain": [ + " date open high low close \\\n", + "6257 2024-08-20 18473.23047 18495.27930 18349.98047 18357.51953 \n", + "6258 2024-08-21 18358.78906 18476.63086 18352.18945 18448.94922 \n", + "6259 2024-08-22 18459.27930 18551.39063 18458.60938 18493.39063 \n", + "6260 2024-08-23 18538.86914 18670.44922 18519.28906 18633.09961 \n", + "6261 2024-08-26 18589.90000 18606.84000 18554.51000 18594.33000 \n", + "\n", + " volume vwap adj_close unadjusted_volume change \\\n", + "6257 42912000 18419.00 18357.51953 42912000.0 -115.71094 \n", + "6258 36068100 18409.14 18448.94922 36068100.0 90.16016 \n", + "6259 40950900 18490.67 18493.39063 40950900.0 34.11133 \n", + "6260 41122500 18590.43 18633.09961 41122500.0 94.23047 \n", + "6261 0 18585.23 18594.33000 0.0 4.43000 \n", + "\n", + " change_percent \n", + "6257 -0.006264 \n", + "6258 0.004911 \n", + "6259 0.001848 \n", + "6260 0.005083 \n", + "6261 0.000238 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdax_df.tail(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "7d49f827-6fc8-43ca-a87a-2fa1d548db12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " index open high low close \\\n", - "12271 2024-08-19 18312.50977 18454.93945 18284.85938 18421.68945 \n", - "12272 2024-08-20 18473.23047 18495.27930 18349.98047 18357.51953 \n", - "12273 2024-08-21 18358.78906 18476.63086 18352.18945 18448.94922 \n", - "12274 2024-08-22 18459.27930 18551.39063 18458.60938 18493.39063 \n", - "12275 2024-08-23 18538.86914 18670.44922 18519.28906 18633.09961 \n", + " index REXPDE~TUSD CPIDE~TUSD open high \\\n", + "18493 2024-08-20 441754.0 130.25 18473.23047 18495.27930 \n", + "18494 2024-08-21 441754.0 130.25 18358.78906 18476.63086 \n", + "18495 2024-08-22 441754.0 130.25 18459.27930 18551.39063 \n", + "18496 2024-08-23 441754.0 130.25 18538.86914 18670.44922 \n", + "18497 2024-08-26 441754.0 130.25 18589.90000 18606.84000 \n", "\n", - " volume vwap adj_close unadjusted_volume change \\\n", - "12271 43769700.0 18368.50 18421.68945 43769700.0 109.17968 \n", - "12272 42912000.0 18419.00 18357.51953 42912000.0 -115.71094 \n", - "12273 36068100.0 18409.14 18448.94922 36068100.0 90.16016 \n", - "12274 40950900.0 18490.67 18493.39063 40950900.0 34.11133 \n", - "12275 41122500.0 18590.43 18633.09961 41122500.0 94.23047 \n", + " low close volume vwap adj_close \\\n", + "18493 18349.98047 18357.51953 42912000.0 18419.00 18357.51953 \n", + "18494 18352.18945 18448.94922 36068100.0 18409.14 18448.94922 \n", + "18495 18458.60938 18493.39063 40950900.0 18490.67 18493.39063 \n", + "18496 18519.28906 18633.09961 41122500.0 18590.43 18633.09961 \n", + "18497 18554.51000 18594.33000 0.0 18585.23 18594.33000 \n", "\n", - " change_percent REXPDE~TUSD CPIDE \n", - "12271 0.005962 441754.0 119.8 \n", - "12272 -0.006264 441754.0 119.8 \n", - "12273 0.004911 441754.0 119.8 \n", - "12274 0.001848 441754.0 119.8 \n", - "12275 0.005083 441754.0 119.8 \n", - "\n", - "RangeIndex: 12276 entries, 0 to 12275\n", - "Data columns (total 13 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 index 12276 non-null datetime64[ns]\n", - " 1 open 8987 non-null float64 \n", - " 2 high 8987 non-null float64 \n", - " 3 low 8987 non-null float64 \n", - " 4 close 8987 non-null float64 \n", - " 5 volume 8987 non-null float64 \n", - " 6 vwap 8987 non-null float64 \n", - " 7 adj_close 8987 non-null float64 \n", - " 8 unadjusted_volume 8987 non-null float64 \n", - " 9 change 8987 non-null float64 \n", - " 10 change_percent 8987 non-null float64 \n", - " 11 REXPDE~TUSD 8989 non-null float64 \n", - " 12 CPIDE 4546 non-null float64 \n", - "dtypes: datetime64[ns](1), float64(12)\n", - "memory usage: 1.2 MB\n", - "None\n" + " unadjusted_volume change change_percent \n", + "18493 42912000.0 -115.71094 -0.006264 \n", + "18494 36068100.0 90.16016 0.004911 \n", + "18495 40950900.0 34.11133 0.001848 \n", + "18496 41122500.0 94.23047 0.005083 \n", + "18497 0.0 4.43000 0.000238 \n" ] } ], "source": [ "import pandas as pd\n", "\n", + "# Assuming the Date columns are the index in export_stats_daily and cpi_daily\n", + "# and 'date' column in gdax_df is not an index\n", "\n", - "# Ensure export_stats_usd_de_df and consumer_price_index_de_df have datetime index\n", - "export_stats_usd_de_df.index = pd.to_datetime(export_stats_usd_de_df.index)\n", - "consumer_price_index_de_df.index = pd.to_datetime(consumer_price_index_de_df.index)\n", + "# Set the 'date' column in gdax_df to be the index\n", + "gdax_df.set_index('date', inplace=True)\n", "\n", - "# Resample export_stats_usd_de_df to daily frequency and forward fill\n", - "export_stats_daily = export_stats_usd_de_df.resample('D').ffill()\n", + "# Merge the dataframes on the index\n", + "combined_df = pd.concat([export_stats_daily, cpi_daily, gdax_df], axis=1, join='outer')\n", "\n", - "# Resample consumer_price_index_de_df to daily frequency and forward fill\n", - "cpi_daily = consumer_price_index_de_df.resample('D').ffill()\n", + "# Forward fill missing values\n", + "combined_df.ffill(inplace=True)\n", "\n", - "# Merge all dataframes\n", - "combined_df = gdax_df.join([export_stats_daily, cpi_daily], how='outer')\n", + "# Reset the index if needed\n", + "combined_df.reset_index(inplace=True)\n", "\n", - "# Forward fill any remaining NaN values\n", - "combined_df = combined_df.ffill()\n", - "\n", - "# If you want 'date' as a column instead of index\n", - "combined_df = combined_df.reset_index()\n", - "\n", - "# Display the first few rows of the combined dataframe\n", - "print(combined_df.tail())\n", - "\n", - "# Display info about the combined dataframe\n", - "print(combined_df.info())" + "# Show the last few rows of the combined dataframe\n", + "print(combined_df.tail())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "da845b8f-06c5-4cfb-ad99-0451aa7674fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indexREXPDE~TUSDCPIDE~TUSDopenhighlowclosevolumevwapadj_closeunadjusted_volumechangechange_percent
184932024-08-20441754.0130.2518473.2304718495.2793018349.9804718357.5195342912000.018419.0018357.5195342912000.0-115.71094-0.006264
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184952024-08-22441754.0130.2518459.2793018551.3906318458.6093818493.3906340950900.018490.6718493.3906340950900.034.111330.001848
184962024-08-23441754.0130.2518538.8691418670.4492218519.2890618633.0996141122500.018590.4318633.0996141122500.094.230470.005083
184972024-08-26441754.0130.2518589.9000018606.8400018554.5100018594.330000.018585.2318594.330000.04.430000.000238
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" + ], + "text/plain": [ + " index REXPDE~TUSD CPIDE~TUSD open high \\\n", + "18493 2024-08-20 441754.0 130.25 18473.23047 18495.27930 \n", + "18494 2024-08-21 441754.0 130.25 18358.78906 18476.63086 \n", + "18495 2024-08-22 441754.0 130.25 18459.27930 18551.39063 \n", + "18496 2024-08-23 441754.0 130.25 18538.86914 18670.44922 \n", + "18497 2024-08-26 441754.0 130.25 18589.90000 18606.84000 \n", + "\n", + " low close volume vwap adj_close \\\n", + "18493 18349.98047 18357.51953 42912000.0 18419.00 18357.51953 \n", + "18494 18352.18945 18448.94922 36068100.0 18409.14 18448.94922 \n", + "18495 18458.60938 18493.39063 40950900.0 18490.67 18493.39063 \n", + "18496 18519.28906 18633.09961 41122500.0 18590.43 18633.09961 \n", + "18497 18554.51000 18594.33000 0.0 18585.23 18594.33000 \n", + "\n", + " unadjusted_volume change change_percent \n", + "18493 42912000.0 -115.71094 -0.006264 \n", + "18494 36068100.0 90.16016 0.004911 \n", + "18495 40950900.0 34.11133 0.001848 \n", + "18496 41122500.0 94.23047 0.005083 \n", + "18497 0.0 4.43000 0.000238 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df.tail(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "f2b1ee15-2879-4322-970a-3b6f954d2987", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indexREXPDE~TUSDCPIDE~TUSDopenhighlowclosevolumevwapadj_closeunadjusted_volumechangechange_percent
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indexREXPDE~TUSDCPIDE~TUSDopenhighlowclosevolumevwapadj_closeunadjusted_volumechangechange_percent
184962024-08-23441754.0130.2518538.8691418670.4492218519.2890618633.0996141122500.018590.4318633.0996141122500.094.230470.005083
184972024-08-26441754.0130.2518589.9000018606.8400018554.5100018594.330000.018585.2318594.330000.04.430000.000238
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" + ], + "text/plain": [ + " index REXPDE~TUSD CPIDE~TUSD open high \\\n", + "18496 2024-08-23 441754.0 130.25 18538.86914 18670.44922 \n", + "18497 2024-08-26 441754.0 130.25 18589.90000 18606.84000 \n", + "\n", + " low close volume vwap adj_close \\\n", + "18496 18519.28906 18633.09961 41122500.0 18590.43 18633.09961 \n", + "18497 18554.51000 18594.33000 0.0 18585.23 18594.33000 \n", + "\n", + " unadjusted_volume change change_percent \n", + "18496 41122500.0 94.23047 0.005083 \n", + "18497 0.0 4.43000 0.000238 " + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_df.tail(2)" ] }, { @@ -990,65 +1799,68 @@ "id": "5cb9f86d-5605-4388-9048-67c55ba2cf5c", "metadata": {}, "source": [ - "# Calculation of a volatility-based indicator (Lorentzian) and the Kalman estimation" + "# Calculation of a volatility-based indicator (Lorentzian) and the Kalman estimation\n", + "\n", + "Target: close price." ] }, { "cell_type": "code", - "execution_count": 195, - "id": "bd1f6548-d845-4a26-b0be-52951a332ffe", + "execution_count": 176, + "id": "ef1f435c-3292-47ef-9449-f0ece38cf7b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " index open high low close \\\n", - "12271 2024-08-19 18312.50977 18454.93945 18284.85938 18421.68945 \n", - "12272 2024-08-20 18473.23047 18495.27930 18349.98047 18357.51953 \n", - "12273 2024-08-21 18358.78906 18476.63086 18352.18945 18448.94922 \n", - "12274 2024-08-22 18459.27930 18551.39063 18458.60938 18493.39063 \n", - "12275 2024-08-23 18538.86914 18670.44922 18519.28906 18633.09961 \n", - "\n", - " volume vwap adj_close unadjusted_volume change \\\n", - "12271 43769700.0 18368.50 18421.68945 43769700.0 109.17968 \n", - "12272 42912000.0 18419.00 18357.51953 42912000.0 -115.71094 \n", - "12273 36068100.0 18409.14 18448.94922 36068100.0 90.16016 \n", - "12274 40950900.0 18490.67 18493.39063 40950900.0 34.11133 \n", - "12275 41122500.0 18590.43 18633.09961 41122500.0 94.23047 \n", - "\n", - " change_percent KalmanEstimate LorentzianIndicator REXPDE~TUSD CPIDE \n", - "12271 0.005962 18055.224170 5.594636 441754.0 119.8 \n", - "12272 -0.006264 18083.979993 5.592532 441754.0 119.8 \n", - "12273 0.004911 18118.697662 5.505103 441754.0 119.8 \n", - "12274 0.001848 18154.340301 5.395760 441754.0 119.8 \n", - "12275 0.005083 18199.882243 5.234629 441754.0 119.8 \n", - "\n", - "RangeIndex: 12276 entries, 0 to 12275\n", - "Data columns (total 15 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 index 12276 non-null datetime64[ns]\n", - " 1 open 8987 non-null float64 \n", - " 2 high 8987 non-null float64 \n", - " 3 low 8987 non-null float64 \n", - " 4 close 8987 non-null float64 \n", - " 5 volume 8987 non-null float64 \n", - " 6 vwap 8987 non-null float64 \n", - " 7 adj_close 8987 non-null float64 \n", - " 8 unadjusted_volume 8987 non-null float64 \n", - " 9 change 8987 non-null float64 \n", - " 10 change_percent 8987 non-null float64 \n", - " 11 KalmanEstimate 8987 non-null float64 \n", - " 12 LorentzianIndicator 8970 non-null float64 \n", - " 13 REXPDE~TUSD 8989 non-null float64 \n", - " 14 CPIDE 4546 non-null float64 \n", - "dtypes: datetime64[ns](1), float64(14)\n", - "memory usage: 1.4 MB\n", - "None\n" + "index 0\n", + "REXPDE~TUSD 0\n", + "CPIDE~TUSD 0\n", + "open 0\n", + "high 0\n", + "low 0\n", + "close 0\n", + "volume 0\n", + "vwap 0\n", + "adj_close 0\n", + "unadjusted_volume 0\n", + "change 0\n", + "change_percent 0\n", + "dtype: int64\n" ] } ], + "source": [ + "c_df = combined_df.copy()\n", + "c_df = c_df.tail(10 * 365)\n", + "nan_counts = c_df.isna().sum()\n", + "print(nan_counts)\n", + "\n", + "# Assuming your dataframe is named combined_df\n", + "df = c_df.copy()\n", + "df['date'] = pd.to_datetime(df['index'])\n", + "# Set 'date' as the index\n", + "df.set_index('date', inplace=True)\n", + "\n", + "# Remove the original 'index' column\n", + "df = df.drop('index', axis=1)" + ] + }, + { + "cell_type": "markdown", + "id": "2bde8947-7cff-4915-b971-a5e3372ee22f", + "metadata": {}, + "source": [ + "## Data enrichment - extra columns" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "bd1f6548-d845-4a26-b0be-52951a332ffe", + "metadata": {}, + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -1066,12 +1878,12 @@ " lorentzian = np.log(1 + atr)\n", " return lorentzian\n", "\n", - "# Assuming gdax_df is your DAX data\n", - "# Ensure gdax_df has 'date' as index and contains 'open', 'high', 'low', 'close' columns\n", + "# Assuming c_df is your DAX data\n", + "# Ensure c_df has 'date' as index and contains 'open', 'high', 'low', 'close' columns\n", "\n", "# Calculate Kalman Filter estimates\n", "kf = KalmanFilter(\n", - " initial_state_mean=gdax_df['close'].iloc[0],\n", + " initial_state_mean=c_df['close'].iloc[0],\n", " initial_state_covariance=1,\n", " transition_matrices=[1],\n", " observation_matrices=[1],\n", @@ -1079,36 +1891,56 @@ " transition_covariance=0.01\n", ")\n", "\n", - "state_means, _ = kf.filter(gdax_df['close'])\n", - "gdax_df['KalmanEstimate'] = state_means\n", + "\n", + "state_means, _ = kf.filter(c_df['close'])\n", + "c_df['KalmanEstimate'] = state_means\n", "\n", "# Calculate Lorentzian indicator\n", - "gdax_df['LorentzianIndicator'] = calculate_lorentzian(gdax_df)\n", - "\n", - "# Ensure export_stats_usd_de_df and consumer_price_index_de_df have datetime index\n", - "export_stats_usd_de_df.index = pd.to_datetime(export_stats_usd_de_df.index)\n", - "consumer_price_index_de_df.index = pd.to_datetime(consumer_price_index_de_df.index)\n", - "\n", - "# Resample export_stats_usd_de_df to daily frequency and forward fill\n", - "export_stats_daily = export_stats_usd_de_df.resample('D').ffill()\n", - "\n", - "# Resample consumer_price_index_de_df to daily frequency and forward fill\n", - "cpi_daily = consumer_price_index_de_df.resample('D').ffill()\n", - "\n", - "# Merge all dataframes\n", - "combined_df = gdax_df.join([export_stats_daily, cpi_daily], how='outer')\n", - "\n", - "# Forward fill any remaining NaN values\n", - "combined_df = combined_df.ffill()\n", - "\n", - "# If you want 'date' as a column instead of index\n", - "combined_df = combined_df.reset_index()\n", - "\n", - "# Display the first few rows of the combined dataframe\n", - "print(combined_df.tail())\n", - "\n", - "# Display info about the combined dataframe\n", - "print(combined_df.info())" + "c_df['LorentzianIndicator'] = calculate_lorentzian(c_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "id": "d577e514-5d7c-4b67-a1e1-3904ae92d53a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " index REXPDE~TUSD CPIDE~TUSD open high \\\n", + "18493 2024-08-20 441754.0 130.25 18473.23047 18495.27930 \n", + "18494 2024-08-21 441754.0 130.25 18358.78906 18476.63086 \n", + "18495 2024-08-22 441754.0 130.25 18459.27930 18551.39063 \n", + "18496 2024-08-23 441754.0 130.25 18538.86914 18670.44922 \n", + "18497 2024-08-26 441754.0 130.25 18589.90000 18606.84000 \n", + "\n", + " low close volume vwap adj_close \\\n", + "18493 18349.98047 18357.51953 42912000.0 18419.00 18357.51953 \n", + "18494 18352.18945 18448.94922 36068100.0 18409.14 18448.94922 \n", + "18495 18458.60938 18493.39063 40950900.0 18490.67 18493.39063 \n", + "18496 18519.28906 18633.09961 41122500.0 18590.43 18633.09961 \n", + "18497 18554.51000 18594.33000 0.0 18585.23 18594.33000 \n", + "\n", + " unadjusted_volume change change_percent KalmanEstimate \\\n", + "18493 42912000.0 -115.71094 -0.006264 18083.979993 \n", + "18494 36068100.0 90.16016 0.004911 18118.697662 \n", + "18495 40950900.0 34.11133 0.001848 18154.340301 \n", + "18496 41122500.0 94.23047 0.005083 18199.882243 \n", + "18497 0.0 4.43000 0.000238 18237.404055 \n", + "\n", + " LorentzianIndicator \n", + "18493 5.592532 \n", + "18494 5.505103 \n", + "18495 5.395760 \n", + "18496 5.234629 \n", + "18497 5.158095 \n" + ] + } + ], + "source": [ + "print(c_df.tail(5))" ] }, { @@ -1116,7 +1948,17 @@ "id": "ab1388dd-a79a-4c1b-be1f-3865e5ab6d86", "metadata": {}, "source": [ - "# Now we fit Prophet" + "# Now we (over)fit Prophet\n", + "\n", + "* Prophet is an ML model based on additive regression with Fourier series\n", + "* Can be used for seasonality and a piecewise linear trend. As you know, people do intraday trades, cyclical swings. That's also because Wall Street algorithms close after certain days of trade\n", + "* Besides that, there are macroeconomic seasonalities: yearly reports (with dividend etc.). The German DAX is a performance index.\n", + "\n", + "https://facebook.github.io/prophet/ \n", + "\n", + "(an actual implementation is below)\n", + "\n", + "We use 10 years \"only\". Overfit... depends. This is a difficult aspect beyond the NB." ] }, { @@ -1124,12 +1966,403 @@ "id": "7b712cba-df13-4ef7-9a20-4e83fb0ff80a", "metadata": {}, "source": [ - "## Prophet model for the next day" + "## Prophet model for the next day\n", + "\n", + "* This can infer the close price for the next day.\n", + "* Keep in mind: we did not take care of the weekends. The data is limited. Etc. pp.\n", + "* We use the consumer price index and the real-exports of goods for Germany because we know Germany exports a lot\n", + "* We do not use other data because more data isn't always better. The feature engineering, however, is key\n", + "\n", + "In conclusion: we can do better. \n", + "\n", + "This is also a model you'd retrain every day. You can automate that, after the market closes. It takes 2 mins." ] }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 198, + "id": "bf8e9169-bf40-4648-9b97-a9b7c1decc80", + "metadata": {}, + "outputs": [], + "source": [ + "df = c_df.copy()\n", + "df['date'] = pd.to_datetime(df['index'])\n", + "# Set 'date' as the index\n", + "df.set_index('date', inplace=True)\n", + "\n", + "# Remove the original 'index' column\n", + "df = df.drop('index', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "id": "38c5e441-55b3-4fc2-8a9b-88574f395f2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['REXPDE~TUSD', 'CPIDE~TUSD', 'open', 'high', 'low', 'close', 'volume',\n", + " 'vwap', 'adj_close', 'unadjusted_volume', 'change', 'change_percent',\n", + " 'KalmanEstimate', 'LorentzianIndicator'],\n", + " dtype='object')" + ] + }, + "execution_count": 199, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "markdown", + "id": "f9232300-a79a-4a6e-b120-302644a15f68", + "metadata": {}, + "source": [ + "## Training for the next-day prediction with fully-fitted 10y data\n", + "\n", + "Note: close gets inferred, features get estimated. This is synthetic data.\n", + "\n", + "Meaning: it's just another indicator." + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "id": "2704c423-ab52-4e1a-b046-178b9690ccd8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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REXPDE~TUSDCPIDE~TUSDopenhighlowvolumevwapadj_closeunadjusted_volumechangechange_percentKalmanEstimateLorentzianIndicatordsy
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\n", + "
" + ], + "text/plain": [ + " REXPDE~TUSD CPIDE~TUSD open high low \\\n", + "date \n", + "2024-08-13 441754.0 130.25 17799.66016 17817.07031 17669.64063 \n", + "2024-08-14 441754.0 130.25 17882.17969 17921.99023 17827.08008 \n", + "2024-08-15 441754.0 130.25 17977.81055 18198.08984 17909.74023 \n", + "2024-08-16 441754.0 130.25 18236.01953 18344.22070 18226.59961 \n", + "2024-08-19 441754.0 130.25 18312.50977 18454.93945 18284.85938 \n", + "2024-08-20 441754.0 130.25 18473.23047 18495.27930 18349.98047 \n", + "2024-08-21 441754.0 130.25 18358.78906 18476.63086 18352.18945 \n", + "2024-08-22 441754.0 130.25 18459.27930 18551.39063 18458.60938 \n", + "2024-08-23 441754.0 130.25 18538.86914 18670.44922 18519.28906 \n", + "2024-08-26 441754.0 130.25 18589.90000 18606.84000 18554.51000 \n", + "\n", + " volume vwap adj_close unadjusted_volume change \\\n", + "date \n", + "2024-08-13 0.0 17774.61 17812.05078 0.0 12.39062 \n", + "2024-08-14 0.0 17879.21 17885.59961 0.0 3.41992 \n", + "2024-08-15 0.0 18067.22 18183.24023 0.0 205.42968 \n", + "2024-08-16 63794900.0 18282.31 18322.40039 63794900.0 86.38086 \n", + "2024-08-19 43769700.0 18368.50 18421.68945 43769700.0 109.17968 \n", + "2024-08-20 42912000.0 18419.00 18357.51953 42912000.0 -115.71094 \n", + "2024-08-21 36068100.0 18409.14 18448.94922 36068100.0 90.16016 \n", + "2024-08-22 40950900.0 18490.67 18493.39063 40950900.0 34.11133 \n", + "2024-08-23 41122500.0 18590.43 18633.09961 41122500.0 94.23047 \n", + "2024-08-26 0.0 18585.23 18594.33000 0.0 4.43000 \n", + "\n", + " change_percent KalmanEstimate LorentzianIndicator ds \\\n", + "date \n", + "2024-08-13 0.000696 17971.884663 5.629366 2024-08-13 \n", + "2024-08-14 0.000191 17963.676804 5.581875 2024-08-14 \n", + "2024-08-15 0.011400 17984.562758 5.608979 2024-08-15 \n", + "2024-08-16 0.004737 18016.699536 5.588865 2024-08-16 \n", + "2024-08-19 0.005962 18055.224170 5.594636 2024-08-19 \n", + "2024-08-20 -0.006264 18083.979993 5.592532 2024-08-20 \n", + "2024-08-21 0.004911 18118.697662 5.505103 2024-08-21 \n", + "2024-08-22 0.001848 18154.340301 5.395760 2024-08-22 \n", + "2024-08-23 0.005083 18199.882243 5.234629 2024-08-23 \n", + "2024-08-26 0.000238 18237.404055 5.158095 2024-08-26 \n", + "\n", + " y \n", + "date \n", + "2024-08-13 17812.05078 \n", + "2024-08-14 17885.59961 \n", + "2024-08-15 18183.24023 \n", + "2024-08-16 18322.40039 \n", + "2024-08-19 18421.68945 \n", + "2024-08-20 18357.51953 \n", + "2024-08-21 18448.94922 \n", + "2024-08-22 18493.39063 \n", + "2024-08-23 18633.09961 \n", + "2024-08-26 18594.33000 " + ] + }, + "execution_count": 201, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from prophet import Prophet\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Define the expected columns\n", + "expected_columns = ['REXPDE~TUSD', 'CPIDE~TUSD', 'open', 'high', 'low', 'close', 'volume',\n", + " 'vwap', 'adj_close', 'unadjusted_volume', 'change', 'change_percent',\n", + " 'KalmanEstimate', 'LorentzianIndicator']\n", + "\n", + "# Assert that all expected columns are present in the DataFrame\n", + "assert all(col in df.columns for col in expected_columns), f\"Missing columns. Expected: {expected_columns}, Got: {df.columns.tolist()}\"\n", + "\n", + "# Remove rows with NaN values\n", + "df = df.dropna()\n", + "\n", + "df['ds'] = df.index\n", + "df['y'] = df[\"close\"]\n", + "df = df.drop(columns=['close'])\n", + "\n", + "df.tail(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 202, "id": "73e18e29-154b-43ed-947b-c0ac49e54f8f", "metadata": {}, "outputs": [ @@ -1137,15 +2370,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Using regressors: ['open', 'high', 'low', 'volume', 'vwap', 'adj_close', 'unadjusted_volume', 'change', 'change_percent', 'KalmanEstimate', 'LorentzianIndicator', 'REXPDE~TUSD', 'CPIDE']\n" + "Using regressors: ['REXPDE~TUSD', 'CPIDE~TUSD', 'open', 'high', 'low', 'volume', 'vwap', 'adj_close', 'unadjusted_volume', 'change', 'change_percent', 'KalmanEstimate', 'LorentzianIndicator']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "18:44:45 - cmdstanpy - INFO - Chain [1] start processing\n", - "18:44:52 - cmdstanpy - INFO - Chain [1] done processing\n" + "11:14:51 - cmdstanpy - INFO - Chain [1] start processing\n", + "11:14:51 - cmdstanpy - INFO - Chain [1] done processing\n", + "11:14:51 - cmdstanpy - ERROR - Chain [1] error: error during processing Operation not permitted\n", + "11:14:52 - cmdstanpy - INFO - Chain [1] start processing\n", + "11:19:29 - cmdstanpy - INFO - Chain [1] done processing\n" ] }, { @@ -1157,27 +2393,6 @@ } ], "source": [ - "from prophet import Prophet\n", - "import pandas as pd\n", - "import numpy as np\n", - "from datetime import datetime, timedelta\n", - "\n", - "# Assuming your dataframe is named combined_df\n", - "df = combined_df.copy()\n", - "\n", - "# Convert 'index' to datetime if it's not already\n", - "df['index'] = pd.to_datetime(df['index'])\n", - "\n", - "# Filter for the last 10 years of data\n", - "ten_years_ago = datetime.now() - timedelta(days=365*10)\n", - "df = df[df['index'] >= ten_years_ago]\n", - "\n", - "# Remove rows with NaN values\n", - "df = df.dropna()\n", - "\n", - "# Rename columns to match Prophet's requirements\n", - "df = df.rename(columns={'index': 'ds', 'close': 'y'})\n", - "\n", "# Define potential regressors (all columns except 'ds' and 'y')\n", "regressors = [col for col in df.columns if col not in ['ds', 'y']]\n", "\n", @@ -1214,12 +2429,12 @@ "with open('prophet_model.pkl', 'wb') as f:\n", " pickle.dump(model, f)\n", "\n", - "print(\"Model training completed and saved.\")\n" + "print(\"Model training completed and saved.\")" ] }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 203, "id": "93f6d266-070c-4fbb-a638-43c3a28c6096", "metadata": {}, "outputs": [ @@ -1229,8 +2444,8 @@ "text": [ "\n", "Model Results:\n", - "Root Mean Squared Error: 0.24804108650748838\n", - "Mean Absolute Error: 0.2048658067697176\n" + "Root Mean Squared Error: 4.8653376964947\n", + "Mean Absolute Error: 4.844596361038675\n" ] }, { @@ -1245,3600 +2460,3601 @@ "name": "Actual", "type": 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", 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", "text/html": [ - "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the results with Plotly\n", + "fig = go.Figure()\n", + "fig.add_trace(go.Scatter(x=df['ds'], y=df['y'], mode='lines', name='Actual'))\n", + "fig.add_trace(go.Scatter(x=forecast['ds'], y=forecast['yhat'], mode='lines', name='Forecast'))\n", + "fig.add_trace(go.Scatter(x=forecast['ds'], y=forecast['yhat_lower'], mode='lines', line=dict(width=0), showlegend=False))\n", + "fig.add_trace(go.Scatter(x=forecast['ds'], y=forecast['yhat_upper'], mode='lines', fill='tonexty', line=dict(width=0), name='Confidence Interval'))\n", + "\n", + "# Add the c_df[\"close\"] plot\n", + "fig.add_trace(go.Scatter(x=c_df['index'], y=c_df['close'], mode='lines', name='Close Price'))\n", + "\n", + "fig.update_layout(title='Prophet Forecast for DAX (Last 10 Years)', xaxis_title='Date', yaxis_title='Value', hovermode='x unified')\n", + "fig.update_xaxes(range=[df['ds'].min(), current_date])\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8f1ccf7d-1f3a-4348-9dbf-bef44e9f5d2d", + "metadata": {}, + "source": [ + "## Prediction of the DAX price of the next day based on the features: Real Exports DE, Volatility (Lorentzian) in addition to the prices " + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "id": "60e5c126-07b4-48d0-addd-a016247fda4c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "lines", + "name": "Historical", + "type": "scatter", + "x": [ + "2023-03-23T00:00:00", + "2023-03-24T00:00:00", + "2023-03-27T00:00:00", + "2023-03-28T00:00:00", + "2023-03-29T00:00:00", + "2023-03-30T00:00:00", + "2023-03-31T00:00:00", + "2023-04-03T00:00:00", + "2023-04-04T00:00:00", + "2023-04-05T00:00:00", + "2023-04-06T00:00:00", + "2023-04-11T00:00:00", + "2023-04-12T00:00:00", + "2023-04-13T00:00:00", + "2023-04-14T00:00:00", + "2023-04-17T00:00:00", + 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wIdtoYrhXx8bo3rah2miQjRTZEJCxLhz6zOAZbok+WLzuG4wd2AFtm72nW68kGhMvu2weaB7YlIJWskvXbzdCbdrIOWrf/5251zzp+sm5UrbNzHdTVs8Mp+cZlkVKUq7JEh3QuzU6f1wPmVlLVr4Dn8G/eRySBEiABEiABEiABHQE8qQYlhDj91oOUd5D8cKcOvt3sgRaF/+5gda9JikRN25gh2SPg3iLxUN49uAanUjSsu2K8BURJx4e8Yzph0Bn5YegITEsnrgqdT7ReVD1Jxp4Pwg379xTYeEimuWMo3iuxUMqRUJtB09YmuzM8fpt+zB35ZeYPb4XPnzv9Qw/BpoYFpEiP571S9WXn4N4oDRhcGTHIhQu5KaromVU7tamAYb0bKUTw2ll6DXWFtY21njpvW5q8+H7L2YazLKdER9NDIuXdvOy8cnOa+uvMys2TUsMi6dXRK62OaONoW0SiEiWbMJSNDEsGdFFpBpTDHmGpQ/JkCzPtX5Ivubl1DyuUk/LTN23c1P06dw0zeH7j12Ew7+dVc/lkR2Lkx0fyGi+ctVU7Y8GqWdPnkEtc7NEEUgCL038aueQf9+/WgnZrIjhtLJJSzi4hIX//M1CeLhn7MnWNsb0Nwq0zaSUERcpBa22LjkqIKHT+kWzw/E9y9W565Rtjf08yBVTOSGGNdZaZEdm1pKVz4sxzzfrkAAJkAAJkAAJkEBOEciTYlhgiadUPKZzP+2tzvDqZ5PWssFmBPWHbXPhpXf2buGar1XYrBTxOPXv2jxZ86z8EDQkhm8H3Ef9diPxxmsvqOzEUsTLOHLaal04rv4kJAusZIOVIuHINRonXXNzdOdi5VkUb5WEFP+6a4n6O6NijMB6t+VgNY5+Mh7pUxMN2lU8muiTkHER0frFWFskAir8XRNS6c3dWD6a4JJ+RPBUeaGs8izrh5xmxaZpiWHt6h19L6E2/wbtR6qwYy0jsCaGM5OcyRhb1WraX9lef5NHix6QZ0vOxWu2E++wbDrs3zI7VUI0LZGWNv+pI7vpMjwb8yUl65WIAHlmZK3iBT64bQ5qNumPDi3qYFS/tpDnSs7Vaud1TSWGtZDslJ/t9Obd4pMJ6nOmeYE1zimz0qcUtNpVUGmFtk9fvBmbd/yAb9ZORsWyJVKJYWM/D/LdlBNiWNsgkSus5CqrzKwlK58XY54Z1iEBEiABEiABEiCBnCKQZ8WwhLzK+Uc5kzm6fzv0GjlfF0aseb9E/Mh50bRKg/eqJ0sgI54w8YhJmTy8a6prhbLyQ9CQGJaznHKmU0K/JTlYSOgTvNkkSeCK8JXEOT5eHggLj1AJf/TFsNTRfqTPHNNDeW5lQyAtIZ/W+o0RWBJqLImn5IytfgkNj0CNRn11d7VmJIaNtYV4eiXUOKMzn5nhI+GoEuYt/2nnfGUN+t71rNg0LTGsne/UD63VeDXrOk5dpfXnT+uV8MwJMSwiWMSwfkIoCeEV0ZlRSemdlo2PVj0nqvnKuXpJzCWRA5m5UknbpBIWIsYlDFzOCstnS85/y/lp+dzKZpM8q1JMJYa1M8vGimERrSJetZBhTXzK5pJ7wfw6dCnFsPZMy+dOS56mVZ6zfBs2bN+v7kKXTZj02hrz3ZQTYlizj2xEyPOSmbVk5fOSU/+wsV8SIAESIAESIAESMIZAnhXDsvh5K7fjs217Uf/d6th3+KRODGthvJJZV7LVGip37z1Cky7jVLiwnBWWMNuUnjvth6B2TtZQn/J+RmJYvGft+k5V55rXzR+B1195Hod/PaOuPxGPjXhutKJ5kFOKYUkAJImA5Ed3Mc9CKkTUWCFgjBiWJEeS7OjMwTXJPM2a91DOWsqZy4zEsLG20K4ASispmMYhs3y0dmJPyTg8deHnynt67LtlcHN10Z0Dz4xN0xLDSz7boTJ4b1w0WpdlWsbWzsx6uLth7xez1HRMLYblvLAkRZIwZP3QZ7kbd+bSLeqO64plSiR7XK/eDFD1U17rJfdoy3Oubc5oQsnYbNIyiL6NJNJCuxNc80DKsy2v6ydwykgMp2Wb9O4ZzqwY1jbUJFpAstPL0Yu01ppS0Grz1Rf0GmAtVFtLzJWyrbGfB+nP1GJY3+uvZZPOzFqy8h1ozPck65AACZAACZAACZBAThHI02JYC9fV4GnhjcGh4SosMy2vliRk+vnYWbxb8xXVTM7tyo9OyU4rP7zFCyteZvE4f7V6ki6RlZb0R8KAM8ogrW/I9MSwnHecumCTSoClCUppt/27nzFp3oZkokZeF6E/bPKKVJ5hea/3qAW6LLZa2LIxD5MxYljbbBDPnmQD1opcoSNXT2mesYzEcGZsoXlRJUO2iGKtSHKkgMCH+OfaHaP4iOD96/JN5bnWL1pmZTm/KwIoKzZNSwxriZNEeM4a21M3pHauW9/bbUoxLOtUwvKrA5CMyusXjtRFO2ghwCnPe8vkNM++flIr7SyrJJeTbNB2drYqeVnXIbNUsjRjE2npe+9lLG0jRUvmpcH548BqddWTlLTEcEa2MZUYlrG1UHJ5viWKIK3z9ikFrfa9Iwna5Iy2diRBy2Ugrx/aPl9FAqRsm5nPg/a8psx4ndHnO61s0rJhcvrcZQydtExtBsnREtlAlJKZtWTl82LMdxHrkAAJkAAJkAAJkEBOEcjTYlig6Z/11T/rp4VAyg9+CY2VzLCSNOfI8XMqDFQ7w6md8dPO0EmfWiihvrg5c9EPHfpPUxmKu3xcX2VhfaF8KXXeN72iiWE5B5svnzNCQsMREPhIdy2MZMKeO6G3LlmU5rmROcv9xkU93XH63N+6K6FSeoZlXE2Iyf/L2dCM5qM/T2PEsIjQt5oNUM3E61imlBdOnPlbXZUjyct2fDZFzT0jMSxtjbWFiC45zypFvPpyrvTy9Tv4ctdP6u8aVV9E827jleDLiI+W3VmuGnq7xsso6lEQf/vdVsJRrtkSD65cyZUVm6YlhkVstO07VXnRJfz17ddfUtf2yLMpRT98OjtiWMJay/l6Q4SliBjZTJEi539lI0cL7dWSQ8l92qvnDEvz8dSEljwzVSqVU1zlbLO2UaA1ktfkHLAwN/aKJW1TI+XmgJaQLeUVUGmJ4YxsY0oxrJ2h1dZ7au/KZJnc5fW0rkeSTNSSkVqiMuReZgkxX77xW5VhWn/DLK22xn4e5HmVZ0jsLtc3Sd8fN3lXRYGkV0QMSySEbLLFxsYjKDhUfd/J8yhFzmzL2W39YuxasvJ5yal/2NgvCZAACZAACZAACRhDIE+IYU3cpBX2rHlaBMaEoZ0h975KEYGy/6dTmLNim/oRqRX5Uf9xk3dUVmbtzK78OF8zd7juOhYRupKNWn5E6icQkmzNco+q9sNy4rDOaNkwaby0inhzxaurP7b8kC3r64Nm9Wsq4SpiUr9I/xLuqRUR3y0a1oaEsHZuVQ/D+7ROVl/LnCyCSLxUIvKMKZoXOq1zj/rthcHIqSsVC62Ix3XqyO66DNMRT6NQrUEv5TFPmUDLWFtofUtmb7k6S0SYVsTrOap/W+UtNoaPeCcnL9iowsb1i/CWDZPiXp66lzNrUxHD+mdztY5EoE6avyHZmGKTuRP6oFJFX9142ubNrvXTUNY36covQ0Wzlf5zJKHXkmRJNlrqvF01mYDTRFR6VzFJP9o1SJJxXULGpU16Gaa1LOWyeSMZsw0V7UqpRVP64/1ar+qqf/P9UXw65zN1BEDCpbVy4o9L6DZ0dqprjtKzTXpiWLty7cft8zMUjPrz17zk8lp6ydu08PEd66agQpniqrmcSV/9xR71udS3y6eDOyY7R5xWW2O+m6RP2WRatPZrfLv/NyVwpaR3JZY2B00Ma39LRvAiHoVQ5cWy6jy+fgI5rY6xa5H6mf28GHpW+D4JkAAJkAAJkAAJ5CSBPCGGswtIfvA+eBSMgm6uynsm4YtZLfJDVsRwPhcn1V9OlLAnT+F/9wGcHB1Q0qdohgI3retzcmJO4omUq3O8i3moK2OyWoy1hdR7HBwG90JuqcYzlo/8yJeNEBHrsqkgoi+tYkqbioC5c/cB3Au6wbNwxtf7ZJWhJbUzpW1ygpt4hOVMv62trfLQ29hYZ2oYYz4PMkbggyC1+SSbeTlVjF1LbrdJTvFhvyRAAiRAAiRAAuZHgGLY/Gxm9IzlR2mTzmNVEi4tKZTRjVmRBEiABEiABEiABEiABEiABPIwAYrhPGxcCSmWc5gS6irhvywkQAIkQAIkQAIkQAIkQAIkQAJJBCiG8/CTIAmb5JocuZZJzo+ykAAJkAAJkAAJkAAJkAAJkAAJUAzzGSABEiABEiABEiABEiABEiABErBQAvQMW6jhuWwSIAESIAESIAESIAESIAESsGQCFMOWbH2unQRIgARIgARIgARIgARIgAQslADFsIUanssmARIgARIgARIgARIgARIgAUsmQDFsydbn2kmABEiABEiABEiABEiABEjAQglQDFuo4blsEiABEiABEiABEiABEiABErBkAhTDlmx9rp0ESIAESIAESIAESIAESIAELJQAxbCFGp7LJgESIAESIAESIAESIAESIAFLJkAxbMnW59pJgARIgARIgARIgARIgARIwEIJUAxbqOG5bBIgARIgARIgARIgARIgARKwZAIUw5Zsfa6dBEiABEiABEiABEiABEiABCyUAMWwhRqeyyYBEiABEiABEiABEiABEiABSyZAMWzJ1ufaSYAESIAESIAESIAESIAESMBCCVAMW6jhuWwSIAESIAESIAESIAESIAESsGQCFMOWbH2unQRIgARIgARIgARIgARIgAQslADFsIUanssmARIgARIgARIgARIgARIgAUsmQDFsydbn2kmABEiABEiABEiABEiABEjAQglQDFuo4blsEiABEiABEiABEiABEiABErBkAhTDlmx9rp0ESIAESIAESIAESIAESIAELJQAxbCFGp7LJgESIAESIAESIAESIAESIAFLJkAxbMnW59pJgARIgARIgARIgARIgARIwEIJUAxbqOG5bBIgARIgARIgARIgARIgARKwZAIUw5Zsfa6dBEiABEiABEiABEiABEiABCyUAMWwhRqeyyYBEiABEiABEiABEiABEiABSyZAMWzJ1ufaSYAESIAESIAESIAESIAESMBCCVAMW6jhuWwSIAESIAESIAESIAESIAESsGQCFMOWbH2unQRIgARIgARIgARIgARIgAQslADFsIUanssmARIgARIgARIgARIgARIgAUsmQDFsydbn2kmABEiABEiABEiABEiABEjAQglQDFuo4blsEiABEiABEiABEiABEiABErBkAhTDlmx9rp0ESIAESIAESIAESIAESIAELJQAxbCFGp7LJgESIAESIAESIAESIAESIAFLJkAxbMnW59pJgARIgARIgARIgARIgARIwEIJUAxbqOG5bBIgARIgARIgARIgARIgARKwZAIUw5Zsfa6dBEiABEiABEiABEiABEiABCyUAMWwhRqeyyYBEiABEiABEiABEiABEiABSyZAMWzJ1ufaSYAESIAESIAESIAESIAESMBCCVAMW6jhuWwSIAESIAESIAESIAESIAESsGQCFMOWbH2unQRIgARIgARIgARIgARIgAQslADFsIUanssmARIgARIgARIgARIgARIgAUsmQDFsydbn2kmABEiABEiABEiABEiABEjAQglQDFuo4blsEiABEiABEiABEiABEiABErBkAhTDlmx9rp0ESIAESIAESIAESIAESIAELJQAxbCFGp7LJgESIAESIAESIAESIAESIAFLJmBxYjguPh7WVtawtrZKZfeg4DDYWFujgFu+ZO/9+MsfeOn5MvBwL2DJzwrXTgIkQAIkQAIkQAIkQAIkQAJ5hoBFieHIqBh83HMierRvhIYfvKEzYsC9RxgyYRn+vHxDvVb15YqYN6EP3AvmT/q7fi8snNwPb1Z9Mc8YngshARIgARIgARIgARIgARIgAUua4S2BAAAgAElEQVQmYDFieO7KL7F+2z5l61ljeyYTwxPnbsC9h0GYNKwrHOzt0HPEPJQp5YXpoz8xKIbvBkUa9fzY2lihkKsDHoREGVWflXI3Ac8CjngcHo24+MTcPVHOziABVydbwMoK4U9jDdZlhdxJwMoKKFrQCYGPjfs+zp2r4Kw0Au75HfAkMhbRsQmEYuYEnB1sYG9ng5AnMWa+krw/fS93p7y/SK6QBNIgYDFiOCT0CaJiYtC2zxQM6dFKJ4bDnjzFGw37YPmMwXj7jZcUosO/nkH/cYvx50/rYWVllcwzLKHUo6evRo2qL6Jzq3qgGLbMzxXFcN6xO8Ww+duSYtj8bai/AorhvGNPimHzsSXFsPnYijM1LQGLEcMatrpthqN/1+Y6MfwkIhLVP+yNlbOGolb1SqraP1dv46Pun+LozsUqVFoLk36xoi86D5wB3xLFMHt8L9ja2FAMm/Z5NJveKIbNxlQGJ0oxbBBRrq9AMZzrTZSpCVIMZwpXrq5MMZyrzZNschTD5mMrztS0BCxeDAvO3qMW4PK120ok29na4uDR0zj0y5lkYnjaqO7Y9NUBFCroinkT+sLO1kZZ4klknFEWsbYGHO1s8DQ63qj6rJS7Ccg/8FGx8UhgFF/uNpQRs7O3tVJh0jEMyTSCVu6sImLY2cEWEVHGfR/nzlVwVhoBJ3sbxMQlID6Bx1DM/amws7GCtY0VomP4j2Vut2U+OTLEQgIWSIBiGED4k6dYu+V7nL90Da4uToiNi8MvJy8mC5OWZ+NpZBT2bZ6FEt5FdI9KmJHnDK2trODsaKvOQbGYP4F8TnZ4GhWHhET+WDN3azrYJW1sRcdyo8qcbZnf2Q7Gfh+b8zotYe4ujrbqvHBcPAWUudvbztYatjbWiIzmRlVut6V8h7KQgCUSoBhOw+pdB8+Ci7MjlkwbqN6VMOlGdWog8H4Qbvnfw5Zl43XXL/HMsCV+bACGSecduzNM2vxtyTBp87eh/goYJp137MkwafOxJcOkzcdWnKlpCViMGJb7hRMTEtGw42j06tgYDd9/A3Z2SSEhcm5YEmVJnT0/HMP0xZuxbeUEVKroqxPDcrVSlRfLodvQ2eq1dfNGwNnJgWeGTfs8mk1vFMNmYyqDE6UYNogo11egGM71JsrUBCmGM4UrV1emGM7V5kk2OYph87EVZ2paAhYjhodMXI4DP59KRm/PpqRkWL+d/hM9hs9V75Up6YVJw7so4asV8QwvntIfb7z2AiQrddu+U1DC2xPLpg/G/ZBooyzCq5WMwmQ2lSiGzcZUBidKMWwQUa6vQDGc602UqQlSDGcKV66uTDGcq81DMWw+5uFMc5CAxYjhjBiKR1hCoCVztLOTY6ZwM0w6U7jyTGWK4TxjSlAMm78tKYbN34b6K/ivxPDj8zcQHxoOt8plYV/AOW9BzCWroRjOJYYwYhr0DBsBiVXyJAGK4WyalWI4mwDNtDnFsJkaLo1pUwybvy0phs3fhs9CDCf2/QguCWHwe7k7vHt+nLcg5pLVUAznEkMYMQ1LEMOJiYl49DgUTo4OyOfiZAQV46qIQ+3UuX9QqnhRVChTHDbW1rqjmPo9yNhnLvqhztuvGdcxayUj8MeFK3BzdUFZX2+TkqEYziZOiuFsAjTT5hTDZmo4iuG8Yzi9lVAM5y2z/hee4XtHLqD0tqEKXIhdEdgv/iJvQcwlq6EYziWGMGIaeVkMS26gRWu/xpadh3QkSvoUQZ9OTdHwgzeMoJN+lR17j2L87M9Qu8bLqFSxNH49dRGVnyuNEX3bpGp06uw/6DJ4Jv76eUO2xjRVY0kYfPLs36q7Fyv44stVEwx2PXLaKnRv+yHK+foYrGvqCn3HLETl58qgZ4dGJu2aYjibOCmGswnQTJtTDJup4SiG847hKIbzpC1lUaYQw0GnLyMhUi+nhzXgUbOyjtmdWStR4eY3ur9vtl8IzzdfSJPpw18vJGubZ8HnwMIohnMAag51mZfFcPdhc3D33iNMG9UdL5QvhYePQ7H30An8dfkmJEFudkrnQTNR751qaN3kXdXNjduBcHJyQFGPQrleDMsx0SkLNiHiaRRmju0BW5ukqyYzKi/U7oz1C0ahWpWKhqqa/H2KYZMjNU2HFMOm4WhuvVAMm5vF0p8vw6TN35b0DJu/DfVXkF0x/PjsNfis7pUKymN7b4R82AdF61RDTP92KBD3ANeLvIPS93/CNZ/6KDZ2SKo2QSf/gfeGgfAvVA0Fx42HjZO9QdgRdx4heuksJFrbIP/YCbDLZ7pwTIOD57IKFMO5zCAZTMdkYjguGnh07b9fuK09ULhsqnG1JLk71k1RIcz6JSo6Bo4O9ggNj8DsZVtx8MjvcM3nhBYNa6NH+4ZKHH538BiOnDivwnN3HzyGimVLoF/XZqhe5Tks/WwnVmzaBZ9iHiiQPx8mDuus6ksYb/MGb0HCsjd9fRAbt+/H/YfBKF/aB1eu++s8wyLQZyzZjBNn/sZLL5RBy4a1Ubd2VTXFmUu3wNbWBtdu3sXv5y/jnRovo3+35iju5aneP3PxChas/hr/XL0Nn2KF0aFFHTVmRn2mZZTJSgxHYtbYnurtjNY7f9V2rNu6V7feZg1qqU0Amd+c5dtw/XYgPnjrVbRp9r7uRp42faYolr+cvIi//W7htcoVEP7kqWKllVWff6fmMKRnK4jn+djpP/E4JFwlNe7bpZmOCcXwf/+xMmpEimGjMOW5ShTDecekFMPmb0uKYfO3oSnFcPCIwfAO/xMPHH0Ra5dfde0Y/RjuMXfU/990q4ZSoafw0LEUEgZMQZHZHRBl5Yz77afDo8a/3uGn90PhOLkb8iWEqnb3ncvDbsxsOLq7ZAg8aNQoFA/9Q9W5UqkzfPq0y1sGysRqTC2GY0KeInjBAhR6fAkRPaajQKWSmZgNq2ZEwGRiOCoMuPzDfw/b0RWoUCfVuGu3fA8JZd77xax05zRiykolKkWMPQ4Jw4wlWzDokxZo1/x9bPhyP+as2IYureujZrVK2Hf4pPIof71mEq7duovWvSYrsffyC2VRoWwJjJ6+WhfKu/fQSQyfsgJ9OzfFW2+8hB+O/A6Zj4RJx8bFo0nnMaqdCNkbt++puge3zYV30cLoPWqBEpmDPvkIZX19MH/ldlR/5Tk1x9sB91G/3Uglfps3qIWbd+7h3F9XMW5Qxwz7NEYMZ7Revxv+aNplnAoBf75cSRT1LITERKB+uxEY2qsValWvjAM/ncaOfUdxaPt8dW2teJKltGv+AbyKuqO4dxEMGLsIh76ar7zn0TGxqNmkP2aM+QTv13oVm3f8oNbrXiA/fj5+DgtWf4Vju5fBLb8LKIb/+4+VUSNSDBuFKc9VohjOOyalGDZ/W1IMm78NTSWG7357BGUPTEW4TSEkztoIW5d/b4gIWPUlip/fAsfEp0lC9fn28OnfCUGjRqJ46Bn1mniIEwomeV5cr55A0cjLuOdUAW7Rd+GUEI5gu2KI7j8T+ct5pQk98LtfUWbvJMRYOcI+MQqR1i6InrbFYrNVm1oM3939C8rum6zYP7F2Q+SIFXAp6ZG3PgDPaDV5VQxLGPCduw+wes6wNMk+jYyCXKE6Z3xvNHivuqojXtmTZy5h52dTlRj+9fRFrJ07XL0nYdANO47WCTRpO39iHyUEpegLNjmT6+lREDPH9FDv6Z8ZPnHmEroNmY2Ni0bDxTnpe2ri3A1oUq8m2jZ7T4nhVyqVwyftGqr3vvn+KL745qCak3ikv9x9GEd3LlaCUyuG+kwLQErPsKH1pgyTXr7hW+z58TjmTeijuo+Li0fr3pPxzdrJyosu9VfOGopa1Svphm/QPknIy9njH47+jjEz1uLY7qUq6Vh8fAIuX7utNicePArBks92qLPMcqaZYvgZfTkYGpZi2BChvPk+xXDesSvFsPnbkmLY/G2ov4LshEnH9m8Ht7gHuPr+GHh99E4qMNHBEXi06UsUv7wLD3vMg/vLZREfGYMH85agTMD+VPWjrPIhfPQaxEfFwGnRULjFP0IMHBBt4wzX+OB0wV+tNQT5LhxE0dA/caViO/gM/DckMG9ZK+PVmFoMB06bjzL++5QQFo+9bE4kjFsKJ8+kCACWrBPIq2LYkGdYE7fiOZakWlL2/HAck+ZvxOl9K1OJYRFo77QYpPNsZiSGazXtj4HdW6BFw7dVv/piWEu8VeXFcsmM9s6bVdCtTYNUYvjAz6cwf9VXOLB1jgollqKFNmsdGOozK2I45XpTiuFR01fj0C9nUoWg9+7UBG9WfVGJ4S+WjoX+Ojfv+BGbvjqA/Vtmo9/YRartgG4fqbPLvUbOV0L43ZpVUMzTHWs278HW5eNR+fkyFMNZ/3jnbEuK4Zzlm1t7pxjOrZbJ/LwohjPPLLe1oBjObRbJ3nyyKoaDTl1G8fX98NChFFwWrslwElEPw+DokVxABX5/HPHX/ZK1c6jysi55VmRgMOJnj4Rn1A1dnWgrR8RZOyDOygGxNk6Is3bEUzcfFJ0wCiFHTsFr21hE2rgicemOLEORM9BuFYsbdV45y4PkUENTi+HEfi3gEh+KgD6rgc8X/y8cvgwcJi2AXX7LPZttCvPlVTH8y8kLSmBJWPNz5ZKH1T+NjEZsbBxqNO6LZdMHqYzQUsTzuvfwCRVandJTmhkxLJ7M58qWVGeMU4rhI8fPY9jkFTi+Z1maiatSeob1xfDclV/i6PHz2L1xejLTG+rTVGJ43fwReP2V51V381Zux807gVgybWCaj2FaYjgk9AnebNJPeeMlNHzf5lko4V1EieoB4xfj2HfL1BltKdKeYtgUn/Ac7INiOAfh5uKuKYZzsXEyOTWK4UwCy4XVKYZzoVGyMaWsiuE7K7ahwoV18CvXAt5DkpLBmLrEhkXi/reHYV29FjzL5IetbfojJMYnwLZ/UzgkRiJw8Ea4lU87tDqjOfr//3Uw5f9YpcKtY2duga2rs6mXlKP9mVIMB53xQ/E1fRBm6w7bJdsgtoiZMAAeUTdx1+V55J8+F9b2djm6HnPvPMI/CC4+7mkuI6+KYUli1XHADDx4FIwpI7qh0nOl8TAoGPt/OoU/L9/A4ikD0L7fNORzccSEIZ0RHBqOwROWoc7bVdU52OyIYbnKSZJnzRjTAx7ubli6fqfyOsuZYUna9X6roWhWv5Y6Fyzl9LnLiI2LU2dnMxLDJ/64hG5DZ+PTwR3RqM6bCHwQpJJONa77ZoZ9pjR8WtmkDa1XQr+rVqmI7m0b4unTKFy7FYAO/aerUPD671VHaFiECn2WRFmSSCwtMSzzEO+2sHjjtRd0IejauiTZmZwn/v7QCUxb9DnFcG7/4qEYzu0Wypn5UQznDNdn0SvF8LOgbtoxKYZNy/NZ95ZVMawlrrrWZCqK1Us6+/esy6OxY1Hi8Sn4vT0M3q3rZjidkEu3YO9eAM5F3FQ98UTnn9Iedokx6u8rL3aCT9/2GfYR27893OLu40ar2SjyTpVnvXyYUgzfWbEVFS58Br+SjeA9akASo3shsJneFwViH+B2oddRaNJEWNsavh7mmYN5RhOIGdAeMTbOsB46E84+ya/+MZkYzmXZpAW1eCLnrdquEmlpRf+eYQmVHjh+iUqIJUU8xCLuXPM5Y8P2/UpoameOHwaFoPZHg3D4qwUo4lFQnTeeP7Gv7kxs/7GLlODu0b4RHj0OxSfD5qgM0lIkbFiyW2v3DJ/90w9jZ67FLf/76n1nJ0c17nu1XlFi+NXK5dW5WikHfj4NyeYsYdJSZF6SwVkrvTo2Rv+uzZFRnykfu7TuGTa0XvHeTpy3XmV77t2xifJ6C1dJOibnr6UI25Wzhihvb3piWAsZl/PWdWtXU+0SEhIxZOIyJaalvPtmFRz+7Sy2rfhUMdVna8qPEO8ZziZNiuFsAjTT5hTDZmq4NKZNMWz+tqQYNn8b6q8gK2I4PiYeTgMbwRoJeDJ7R67xoN5ZtQ0Vzq3DNe96KDZuaLqGkszVhSZ+DGvE40bLWSjy7iu4P3EafO//jPtO5VAk0g+R1q6InvZFusm44iKikH9YIzXGldf7w6dT42f+YJhSDIcMHwyvJ3/iWpMpKFbvdd3awq7dQ/75feCcEI4rFVrDZ1C3Z77u3DiBRyf+RomNA9RzFL/oq1SbBiYTw7lx8f+bkyRnevg4BI729ijgli/VTCUE2sHBTheia4qliGf63oPHKFjAVV3jlFYRL7GEa7sXzJ8sIZah8WU9QcFhKJDfBfYpoiKy2qehMeV9GVc86PrzlXXKXCQJlhbibExfadWRTQQbG2sUdHPNaheZakcxnClcqStTDGcToJk2pxg2U8NRDOcdw+mthGI4b5k1K2I44PBFlPtqCO7mex4F5izKNUAeHr+EkpsGItjeCw6LNqY7L/9FG1D+n81JQva59ijYvCE8prVWf98f8TkiNm1A6XuHUrX3e2sovNvUS6p39AJ8tyYJ7qu+TeE1ou8z52AqMSxXKrmNaoJ4a1tELdydKhw66Ox1FF+dFBof0GcNClYqZfTao4IiEP7XNdgWzJ+pdkYPkEsq3p27AmWv7cDVko3hNap/qllZghjOJabgNHIZAYrhbBqEYjibAM20OcWwmRqOYjjvGI5iOE/aUhaVFTF8a9HneO6fTbjyXDv4DMg9mZvjY+PhOLCxCnUOnroTDu6pvVGyZqu+zdXVTUrMuVZCZJU6KHt0Hm4XegOFp01G2NVAFJnXCVZITGb3WCt7POy3HAWeLwn/9d+i/Kll6v07bq/BfeaMZ/6MmEoMB+48gjIHp2a4Lv9lX6D8nxvVfdD55iyFlfW/V85kBOLOii2ocGE9Qm0Kw27p1mfOLCcmkJiQiMQBrZAvPgQ32y+E55v/3qetjUcxnBPk2ac5EKAYzqaVKIazCdBMm1MMm6nhKIbzjuHyqBgO87uLsENHYZUQl76t7B3h3b1FnrRlVsVw0PBhKP7kPG58PBdFar+Uq9g8HjUcPqHncOX1frCKjgbiks4Aa8Xmob/y+gbZF4d7zB318q1C1VHy8UlcrTkIXu2SzgymLI/GjEGJ4NN4bO8Fmykr8WjJCnXtkJQQuyKwX/zFM+dgKjF8b8pclL57AFeq9oHP/zLzplxcQnQMYod3R8HYwEyFiT8Z0guekddUd3f7rkGBF433KsuZ5aADR+Dg6wuPt5Lumc2N5eGvF1By81A8sSkA66VfpTlFiuHcaDnO6b8gQDGcTcoUw9kEaKbNKYbN1HBpTJtnhs3flnkhTDri1kPELJsJ7/ALRhnk8eRvUl0NZFRDM6iUWc/w/d1H4btvCuSao/jl3+W6Ffov2YTylz43OK+r742Cy/FvUezpP7q6D0dtgUtJjzTbyp3JNp92Q/64IPhV7gJXv2MoGnlZV/fpih8MjpnTFdISw4/PX0fsN1/APipMDR9va48EG3sk2Doiwc4BiXaOgJ0DCnzUGC7FC6s62pVKgQPWw+05n3Sn/eDIBZTaNhTRVk54Mn4jnIoVzHCJ4bceosjMtro6V17tCZ9MbDTdnb0MZW98iwibArBKR2TmNGND/UfcfgD7OYPV/dt+ZVvCe2gPimFD0Pi+RRGgGM6muSmGswnQTJtTDJup4SiG847h9FaSF8RwwJwVKHd9ByTs9bbXu4h3S1sAFbp2FIWjb+Faw8ko9uEbedKemRHD4Tfuw21ODzgmPsWVmkPg065+rmPy4Mh5lNo2TIn1274NkOiYdH+mfrGysYZ3n/YImL8K5fy+Vm89dCwFlwUZ35f88OgFlNw6FMF2xZRHVEqoracSPnIXb8FKvs+UR0oxfG/KLJS++6NRc/KrPRzeH9dB0B+XUXxtP92VSoYaa4nHbhauBc8pn2ZYPWDNVyh3ZrXymEoI8R23V+E+c6ahIdT7EXceodD09rBBvPo7fPF+2NjlrkzWcpWS/az+cIt7iMf23ogfMifdzRV6ho0yOyvlQQIUw9k0KsVwNgGaaXOKYTM1HMVw3jFcHhLDksDHZXxrOCRG4fHkHXD0SD+Dpv/STSj/1+epPDzhN+7hyd83UKyB+QvkzIjh4JHD4R12Djc8aqLI5Am58vmOj4zBvRUbULhLOzgUTC2E9ScduOcYynyftI4r5T+Gz+DuBtcUO6A93GKTrmYRwRPuWhIlg47hWr3xKNbkLYPtc7KCvhgOWPcNyv2+EhE2brhbug7sXq2uMucmRkUjPioSCXItS1QUbG7+hdL3DuuuUPJfvhnlL24wOimYXEnlMqWz2iC58dFMFHn/1XSXGDa0H4o+vYyr749B2R+nq3qaR/3Bj78j/uRRFO7fG3b5nVL1EThtvi4sXd68O2gDClTwzkmcBvuOfBCGJ4vnIa7qe8r29z+dBN+HvyLAtTKcRk6Go3v6zx/FsEG8rJBHCVAMZ9OwFMPZBGimzSmGzdRwFMN5x3B5SAxr96de86mPYmOHZGij+4f+gO/XoxDo8jzc5iZlTQ7cdwLe383AXc/qKDpxjNnbODNi2Ln3B2q9obN2pylYzA1GdNATFBzXTE37Ztv58KxVyeAS/Fd/ifJn16p6NzxrI9bNE+X9tuNK5S7w6f1vCLDBjnKggiaGb5+9icILusE2MQ632s2DR830z9cG/X4Fxdf1VVdKuc5fjpBhA+EVcQk3ms9AkQ9eM2qWWjIxSYplNWcDbJ0cUrWLehiGQp9+hCgrZyQs34WQ4UPg9eQirjedhqJ1q+HhuAlqUyHMxh3BrcYkOxMsZ/uLzu+k+gyx81T3HN9sPQ+ebz+7c8OBu46i2MFFcE4IQwwccOvt/ih3ZK6KSHg6ZWu6yds0MBTDRj1arJQHCVAMZ9OoFMPZBGimzSmGzdRwFMN5x3B5RAwnxMQCg9vAJT4U9wZvgJsBz1JsWCTcRibdHyserIC5K1Du2g71t4TKOizeZPY2NlYMB527iuKreiPYzgsOi9O/tsjcgDw69hcS4+KNTsj01P8x3Kd+DDkucLlyV1gXKIhyR+fhetH3UHTCqGe6fE0M3+jTX52Hv+71AYqOH2FwTtomh5yNF8GqPe8GG/6vgmRPjhjaE55RN+BX5iN4D+uVqum9STNV4jI/32bwHtEHAau+RLlza3HNuw4KdOsO98mtkrXxK9kIRQb2VML63sTpKH3/J1wv9p6qUzrwEK6+MxJerd43doomq6d5g0W4p1WuPN8BPv07GhyPYtggIlbIowQohrNpWIrhbAI00+YUw2ZqOIrhvGO4PCKG/bfsR/lf5Aqdaig8bZpR9nkyuBc8o67Br3Rzdc5YvwRP3wWHgs5G9ZNbKxkrhgO2HVCer5ueb8Fz0vjcupz/ZF7+c1fCOiYSzo2aI/ZJhLrbWPOs/icTSGcQEcPR94PhMPoj5a18MnlrhscAtG7Ch/ZFkadXdM/4rQLV4DHDuM+H1kfQ734ovq6P+vPe0E3IX7aYbpb3D52B79cjEW5TEIkzNsDW1RlP74ci/8R2sEc0rhd5R4ndm4VrIvaF11H86HIVdi1ZuoNqdUKZw7ORAGs8HL4RYd/tQ7l/tuBKpc7w6dPuP8Wt7w2WfAM3X+kCz1YNED++NwrF3EWktQtiZm2FXb7UYd4pJ/osxXBiVCJir8ciISQBVvZWsHG3ga2v7X/KkoMZR8Dvhj/CnzzFK5XKIz4+AdExsXBOI/LCUG9PI6Nhb28LW5tnf86eYtiQtQy8TzGcTYBm2pxi2EwNRzGcdwyXB8SweK+ihnSDe/QdXP94DorWftko+9yduQRlb+3W1fV7cyCcLxyCd/ifuPnRDHi+b1woqVGDPYNKxorhu3OWo+z1nbjyUjf49Gr9DGaaO4eMC3+K/COaIA52iFmx12STlGRd1g72cK9e0eg+RQzf2XEExfdMQkD+Kig4a7ZRbe9OX4Syd/aohHJyR7Pf6/3h3SkpIiIzRfPg+lXtDe+uzVXTuMhoJA7vDLf4R7hWZxyKNXtb16V2V7H2wo1Ws1HknSqQbO+xS6fB68lfurpXi38IrzGD4P/5HpQ/tgja35mZX3bq3p2+AGXvJNk3wPVF2HwyHPnLeam/Qy7dgsfSPrhRpTN8Pmlp1DDPSgzHP4jHk61PkBCWkGyeds/ZIV/jfIC9UdNPt5J/4EPUbTNcvf/rriUo6JaUk2H+qu0IDn2CKSO6ZmuAkdNWoXvbD1HON/0s5++2HIz7D4PVOIUKuKq6LRvVRv13q2dr7LQa669X3vcp5oE2zd5D51b1TDLW8o278M/VW1g8ZQCO//4Xug+bg992LUUBt7TvUJdB123dC59ihVG3djU1h8ioGLxWrweWTBuId9+sYpJ5ZacTiuHs0JOECUGRRvVga2OFQq4OeBASZVR9VsrdBCiGc7d9MjM7Xq2UGVq5s665ZpO+t/8USu8ai4eOpeGyYJXRcP2/OoTyh5My3j5yKAnHuasQuHANyl37Blde7ASfvu2T9fVkcI+kcNH/Zec1eqBnVNFYMRwyYii8JPS2+QwUNfIs6TNa0n8+bGK/lnCJD8GDsVuRzyfpeqLslMD9J1Bm13gkJv7/GdlpOw2eP9XGEjF8Y9oS+F7bCWPDdaVtwOa9KPfrAt2UU3p2jV2L//YfUP6n2bhdsBoKT0/yLAfMW41yV79CgOtLKDh7brKuJNmZ1bC2yJcQmurYgWxe3d20C6VOrYF1YjxCJmyDU9EC0NjcLlAVhWckJeHK6SJebPcJLRBr5YBb1bvDq0NjSEZy/RK4+yg8P3gdNk7GqclnIYbFExy2OgyJ0YlpIhPvsGs7V8Aq60Q1cSgitFn9WhjSMyn8fd7K7QgJy74YfqF2Z6xfMArVqqS/SSRiuGOLuni35isICQ3HLycvQETl8D6tTSZSNULaejctHoPChdzwx4XLGD/7M8wY8wka13kz6yD/11JfDD+JiMQt//uoULZ4hh7eAeMXo2LZkujTqYnqJSEhUQlqHy9P5M/37COZKIaz+W+l5/IAACAASURBVFhQDGcToJk2pxg2U8OlMW2KYfO3pbmK4eCRI+AddhZ+H4yGd/N3jTZE2LV7KDq3g6p/q918eNSshLs7f0bZg9Nwq1B1eEybqutLP9HPVd+m8BrR1+hxnlVFY8Wwbe+GKqQ1ZMYu2Bd49j+onhWvtMbVkkFpns3szu3u9IUoe+d71c2VGgPh06GhUV2KGH7Qtyc8I/1wo+UsFHn3FaPaaefBpbJkyHZctMGodikriWgsPLGFelnO2If+eRvFlnVTf98f8TlcfYum6vfBz+cQc/EC7CtVhmca0RrymQo/9rvOU/34/DX4rOylNqacFyYlMsvp4r/2a5T/YxVuudeAx9RJWR7O+lY87E7Fwzo0EQVHFshyP1ltGP55OOJuxmXY3LmBMxxeTZ0AzdgxNXE4a2xPiBf3p68XwrNwgVRi+PfzlzFn+TZcvx2ID956FW2avY9KFX3x3cFj+HL3T5g7oTeKehRCbGwchk5ejldeLI/HIWH/83p6oED+fGjWoBZaN0n9XS5ieNAnLZKJ0b2HTmL4lBX4btMMlC5RDJ9/fRDrv9ynPMgi3Ns0fQ+9OzXB6XOXsXjdN1g9Z5guHPnI8fP4/JuDWD17GKytk+8UaOvdv2U2int5Kkx9xyxEoQL5lRe8TZ8p6NG+IX45eRF/+93C1JHd4ORgjxlLNuPEmb/x0gtl0LJhbdStXTXpcxMZhdnLtuH7Qyfg6GAHZydHJX7FM3zt1l2Mmb4GW5aPh42NNQLvB2HOii9x+tzfsLOzxfu1XsWrlctj3KzPVFuvIoVRrrSPGrN9v2kYO7A9nitXEqHhEZi9bCsOHvkdrvmc0KJhbTVHCaEW/kdOnIebqwt2HzyGimVLoF/XZqhe5TljHwGD9SiGDSLKuALFcDYBmmlzimEzNVwa06YYNn9bmqMY1s67htm6w3bJtkwbIephOJ7efYRCLyXdIxt69R6Kzeugrq2xWpp0T60U/yWbUP7S5+r/7+Z7HgXmJGWgzs3FGDGsrTfUxgN2S7fk5uU8k7lp4vXKGwPg07GRUXO4u/0HWF86DbzxAYrWTfohrCt9m8M5ITzpmXKrgkIzk4c7y33PofsPwSpRL9TV1h4lOzWB/aAk4Rw+/3ujvZSJ8Qlw7NdA3eF7tUxzeA3rbdQa0qoUMfgTeETdVNmenXatRJFIP/i93B3ePT/Ocp/6DSMfhcN9fHMV0h27PGnDIKfLkyG94Rl5FVfrjIVXs9qZHy4RsDsZB9sz/wrRguMLZr6f7LRIBIJnBgMZa2HYP28Pl48yvpIso2lo4vDYd8vQd/RCPFeuBMYO7JBMDN8OeID67UZgaK9WqFW9Mg78dBo79h3Foe3zERefgC6DZsLW1gZr5w3H4rXf4Odj57Bt5acIuPcITbuMw4i+bfB8uZIo6llIJ0D155SWGE5MTES1Br0xZkA75bEWIShjFPfywJ2AB+g/bjGWzxiM6q88h1pNB2DcoA5oUjfJs9t18Cy8WNFX5+XWHyulGI6Lj0fzruNRu8bLqr54sqW0a/4BvIq6492ar6LXiLl4+YWy6NCiDm7cvqdE+sFtc+FdtDAmzd+II8fPoW/nZijr642Vm3bDzs5GieG/Lt9Eq54Tcf7QOkjkRJMuY+FZuCC6tWmgvL9rNu/BvAl9MHTScpTw9lTrzOfipASwzEO81yKWR0xZiX+u3lbzkw2GGUu2qM2Dds3fx4Yv92POim3o0ro+alarhH2HT6pxv16T9U2glM8LxXB2PsgMk84mPfNtTjFsvrZLOXOKYfO3ZW4Xw+Kdirh8Swc6+vZtlP8tSZTeaDkbRd41zZkp6z5NVJKfe8O/QP7SRVT/UQM7qUQ6UiSBUezS3anCKXPbE2CMGL67+1eU3Tcp256x3LZ2U83Hf903KP/7Slwt3Qxew5OSSBkqCf1aIl98CB7Zl4DjgnWw/l/UrXbVUaitB9ziHqpugqfsgENhV8Q+icSDFRtSJXLTxrru2xSlb3yL+87l4TpvmaEpJHv/7oyFcAr2R3zTLihc44VMtdWv7D9vJcpf/Qahtp5wi3uARw4l4LxwXZb7S6uhXZ8P1dnmx9N2wLFQ+veEm2LQsKuBKDqvoxLfkfN2pHltlKFxrAMS4LArJlm1/1oMJzxKQOiKUENThbW7Ndz6uBmsl14FfTHsd90fnQbOgHhNt+/+WRcmvXzDt9jz43El3KTExcWjde/J+GbtZOWJFG9tw46jVSj0qbP/YPuqCfAtkZSQzdgw6ZSeYWn7cc9JeP3V5zG4R9K57ms3A3Dpyi08fByC9dv2oXu7hujUsq4633zyzN/4ctUE5blu1HE09m2erQRmyqKtt3fHJso7KyHZl6/dwbfrpypxK/NdOWsoalVPurbtxJlL6DZkNjYuGg0XZ0f12sS5G9CkXk20bPg2Xv6gu/IoN2+QdGe5fpi0vhg+ffYfdX547xezUNIn6d8fraQMk9a4iRiWzYmq9XthzvjeaPBe0hnqmUu34OSZS9j52VQlhn89fRFr5yad+75xO1DZ4tjuZXDLn/VNEv35UQxn+eOV1JCe4WwCNNPmFMNmarg0pk0xbP62zK1iWO4xDfp8G0r67VbhvCnLldf7wycLSYHSs9ijMWNRIvgUrtYdB6+mb+Px2WvwWd1L3aMaZZtP3YUa2Hcd3F4skauNbowYDli8EeX+/gJXXuwIn75JIeMs/xK4d+AUSn87FnfcXoP7zBkG0YT8eRNeyz7R1fvrnfHwbZX049d/0QaU/2cz/Mq2gOPjWyj++DSuvj0UXq3r4dHo0SgR8ruqJyH60UXLq/+3DbmP0ncP6vrzK9Mc3tnw7hpcQAYVNBZaldudFqPw66YLsZR+nw7qhsLRt3Gn9yq4Vy6dnekabKs9+zeK1EaRiWMN1k+rgv13MbC5kzxh1X8thiGe4VnBQGzGSzClZ1hCbXsMnwsP9wIqbFg7Mzxq+moc+uUMKpQpnmwyEqb8ZtUX1Ws79h5VZ29FuErCLK1kVQxrnuFPB3dEozo1lACUUGlJKFWyeFHsPXQCHT6qozyitwPuo367kcobuueH47jpfw/Lpg9KE5wmhkXsyhpLFS+qPLKyZiky3y+WjkWVF8slW5f2t9bpO29WQZ23X0O9tiN0odzyXnpieNf+39QaTu9bmWpeGYlhCQkXcasvomWN4pGWvlKK4QePQvBOi0E49NV8FbZuikIxnE2KFMPZBGimzSmGzdRwaUybYtj8bZlbxfCjMWNQIvi0AhzgWhn6WWAiilaAz5B/xYcprKAfEq3f33WvOrCKjYTvw19w9d2R8Gr539+FKvO5f/gs4v75NxuvvGZVwB1ebesnW74xYjhk+AB4Pfkb15tNQ9E6SRlKWf4loAsjty0CuyVfGEQTsHE3yp1YovOePrEpgFDnkqpdwYjrKkRazqfHBd5T1wpJeH+Ycwn4hJ1Vmy33205VZ9f1S/CIYfAOP69eulp/Arwa1zQ4j5yokBAdA+dBjWGNeFzzqY9iY4eYfJigUaNRPPR3XG86DUXr5uzzqF07da3RZBRr8EaW1uK4IRpWT5MnrfrPxbCEzv+HZ4YlTFrE8MV/bqB1r0l447UXUMzTXXk9JZnWzTuBKrtxWkWuAZI2EnIs1wqJx1KSU0kRcblu/gi8/srz6doiozPD4qWWc7hvNRuAzxaM1J2F7TVyHqpXeV6JYSki4gsVzK9E+/yJfXWe3ZSDpnVmWL9OSjEs54+HTV6B43uWpUqCFRsXj5ff76a8ssJLSnpi+NeTF9XZ5CM7FunYaOMqMVymBPp0bqqbihYmXbaUN2o07qvEvYRyS1n62U7sPXxCCWSK4Sx9xP/bRhTD/y3v3DIaxXBusUT250ExnH2Gz7qH3CiGJXzUbXjSVTD3R2yGq2/qcDZTcwvcfxJldo1L1a38QI+9eR0Vzq3Df5lEK+LOI7gU/zeT8cNxE1Ay6Fiq+d3weAuFR4/UnSc1JIZF3DgOagqbxFiEzmTyrPSeI/veDWCLWDxZ+L26Eimt8mjspygwahSCZ81StpHNEtfjO9S5Wv0igjdh+S5EB0cgatpoFIv4W/e2lsQtZf9if/vZAxFS6Dm49hto1P3Cpv5MaP3JtVAxV6/BvUkdOLqbJrRSf66B0xegzJ29uFJjEHw6/Os1zIn12PepD9vEOITN3qXuR85KyS1iWGWTXhMGuWc4rWJb0hauHUyTTVoTwzKOiDMRlRL6K2L4zMUr6NB/OmaO6YH671VHaFgEfjj6O16rXEGdkxXPcUDgI6yZOwyfDJsLO1sbrJ47TIlHOb9btUpFdG/bEE+fRqUZupsym/TRExewYtMuTBjSCa0av4OwJ0/xRsM+KrFUnberQpJ5iUCV7MuaGD786xl1jliuSpIQ6ZSJszR+mRXDkrzq/VZDlfd40CcfqW4kaVdsXJxKgCWs5D7hkX3bKC7isZWzxinPDMsmQZ3Ww9HwgzcgIdpy/nnTVwfU2d/VX3yn1iSbDRFPo1SCMP0zw5JMK5+LIyYM6Yzg0HAMnrBMcZAz3BTDWfmEG2gjuzrWVtZpPkSSMS02Nj7Vg/zjL3/gpefL6EIM9IegGM4BI5lBlxTDZmAkI6dIMWwkqFxcLTeK4cDvfkOZvRMR6PI83OY++6RVkiG31JfDcTffC3CZMANBxy7mmEf13r4TKP7dFMRZOeBRl5lwfy0pdDa2Xxt1t6uE2ybaOwGJ8Sjxz7fqnPPdfM+hwJzFqp4hMXzv4GmU3jkG95wrIP+8pbn4yXy2U9Ou1LrTcyXcXy6TajL3Js9E6cBDuF3odRQJPgeHxCgETfgKCdGxeHorMFl9G7d8KPTSv+G/93/8A077NyCiZgsUa/rvPb0pB5Fs0vZ2Ngh5kvx86rMlY/rRtfuJ/Sq2hffALqYf4H89hvoFotj8jgizKQzbpVuzPE6uCJP+3+wTghMQsScieVZpK8DxDUc4veUE2GV5maqhJg6P71muu8bH74a/SnyliWGpJ2HQkrhJtIAUOfe6ctYQdUZ41rKt2L1xOop5FkLgg8do3GmMEqkiVkVUT5y3Ho9DwpUIlEzHKUta9wx/3ORdXcZmqS938crZYCllSnohOiZWZZTu/HHS/cCal3ZUv7Yq0VV6JbNiWPo5+6cfxs5cq65JkiKeatkYeK/WK+q9HsPnKS7yumwOeLi7KTF86cpNtOyRlEBLNgbk3uGxs9bq7lR+pVJ5fL5kjDrnO2TiMly57q/CsyVMW8SwvCd15P2B45eo7NRSxEMs47vmc8aG7ftx7PSfKpu2lIdBIaj90SAc/moBiniYJumbRYVJyyXPH/eciB7tG6mdC63IwfipCzeplOJS5LC8ZHeTbGdS5GD3wsn9dOcG9B9AiuHsfUmZa2uKYXO1XOp5Uwybvy1zpRieOg9lAvbjcuWuKN67zTOHLB69gmOSQtTEy2eNOETO/gZ2+ZISppiy+M9fg/J+ST/qZKyH3efBydtDXXGTMuOuJAPKt6C/utc1cNAGuFXwNiiG785ZjrLXM3dvrSnXZy593Z8wFb4PjuBq3fHwapp0/lcrAVv3o9zRecleC7L3gdOi9SZdnqWIYS07/HWvD1B0/AiTMtTvTLvT+I7bq3CfmXTXeFaKjX8C7Hc/2wRaKectCbVib8bC2sUatqVsYeWUjcuFswIFgJzjDQoOU4mnJKTa2CKeU/FouhfMDyv5BymLRbym4iUW0Z2ynDz7t/JC63u4szhMus3ESyxXR6VchwjxB4+C1RlduULJUBGGjg72uoRcWn15Pb+ri/Ksp1XkPLCDg12m2BuaizHvW4wYnrvyS5WZTYrcNaYvhiWltxyil3h1K2srTJq3EQ+DglW2NSkUw8Y8SpZVh2I479ibYtj8bZnbxLBcMWHVvwWcE8Lg32slCr2U2iv3LKhHD+iEgrFJO+9SrnwwHj7Nk4skU8xLS6r0wNEXnlE3cKPIO0is8T5K7xwL//wvo9CsOcmGuTdlNkrf/QFaQjFDnuHIQV3hHn0Htzougscb6Z/TM8VazLkP7Qz5lUqd4dOnnW4pj8/fgM/KHurvO95vo3jAEfX/V0s2hteo/iZdsqWI4QdHLqDUtqFpPt+mBBqwejvKnV2TqSzh6Y1vdzwOtmef4dVKpgRjAX3JeVy5tkhCq1lMS8BixHBI6BNExcSgbZ8pGNKjVTIxLLHqEg4xbVR3RXfnvl+w5LMdygWfUgzLrsbo6atRo+qL6NyqHrNJm/Z5NJveKIbNxlQGJ0oxbBBRrq+Q28Two1N/o8T6AQizcYft0szfIZxTwOWqmkRbB5XIq9z1b3Ct8NsoNiX1GePsjh/XrzXyxwfhTtelKP5ZP0Rau8D/hRYod3EjrpRrlSpxWMCXB1Hu5zm4VfhNeEyZmKFnWM6hekxvo/pMWLJTbWCzpE0gYMdhlPthBq4XfQ9FJ4xSlWLDIoFxn8At9j4CS70Lt5Gj4b/6SyA6Gm4N68LVN/mVKNllayliOPRvfxRb3AXBdl5wWLwxu9jSbX9vylyUvnvAZGeTrR4nwPZ8PMRTXGhQUrZhltxHQDzPuw/+ppJreRX9Nw9D7pupec7IYsSwZp66bYajf9fmycSwdihdYuPlAPmc5dvQtXUDtGiYdA5G8wzLBdedB85Qd4vNHt9LxcczTNo8H/zszppiOLsEc097iuHcY4usziQ3ieEnEVYInzUVZR7+jKulmsBrZL+sLivH2kXeC4H7pJYqZDl85k445k+dXOnuln2wvnYBqP5Ops4WRwVFoNC4poi0dkXish3QvLjhNoXgGv8Y1xpMQLFGybMKa/OJtnJE3NLdKFzAEU8iYxEdmwB57/GOPToWtvduwPfhUdzwrI0ik7J2rUyOgc1lHWtXa8n9ug+eS8pI63TrgsoAHeRcGs4zFiHR3vRh8voYLEUMx8fGw3VAPSTABpHL9uXYJk3YsP4oGvEPbradD89aybN3Z/fx83J3ym4XbE8CZkmAYliuvLj3CJ8Mm4PypYvjt9N/wtHBDusXjFKHxDUxLF5jyYpWqKAr5k3oq4t3j41Lfk9bek+B/FizsbZCXHzaGfPM8umx4Enb2lghPiERiTSn2T8FWkbGhAQaM9ca04DzT962sbZGXIJx38c5tc6/9v+D/F+MR6H4pCQkQV0XocQHVXJquGz1e7VHLxQLv4SbDSbhhQ7vJOsrJiwSYb2bwykhAnfcq6Pi0uRhzRkNfOuHMyj82SAEur2EsiuX4K/xC1Dq6k5dk8iJ21C4gleqLvw7tUHBmAAE91uJkrVegISaizX/nLoSvn9tSVX/znsjULFbw2wxyOuN4yJjEN0t9TVaUdYucJixAfmKm9YLnBZP+X6Vz6f8e5nXy8P2jeCcEIq4WTvhVtw9R5b7uF1dOCRGInHBd8hXJOlqH1MVO1vDZ0FNNRb7IYHcRIBiGMDHPSfh7Rovq6xwkhp8wtwN+OXkBd2dW+IZliKZ1PZtnoUS3v/+A/IgJCnrnKEiQtjNxR6Pw6MNVeX7ZkCgkKsDQiNiLOIfeDMwR7am6OJgA1hZISLq37NT2eqQjU1PwNDvaCvAw80RD438PjZmggETZ8DjwR+ItCuEp/mKIbb0y3B57SW462XU1e/n8dmrcFs9VAnI2wWrwbFzHxSo6GPMUM+kzu31O1H2xDLcdKsGr9nTk83h1tIvUO7iBvWaZK11XG58qPet9d+i3ImluObbFMVH9UPA/pPw3ZnkwZXQZpsVu9Jc751pi1Dm9nfwe7k7XhreERHRcYgMi4TVkNZwSgjH1TLNkej4b0Ibj1ZN4VzMtGLgmRgihwe9s2o7EqIik43iXPU1eNRIujM0p4ujnTXs7GwQ/jQ2p4d65v0HD+ytrqTy774UntUqmnw+T249QKFpbRFhUwB2K742ef8S8cZCApZIwOLFsGRuq9agF5ZMHYB3a76inoG/Lt9Eq54T8e36qSjn66PCpBvVqYHA+0G45X8PW5aNRwG3fKouw6Qt8WMDMEw679idYdLmb8ucCJOOGdABBWLvpYLz1NoVwS7/XjGjVXCPuArHhIj/9B7f7Fguwj8IHtNaqy4khDmwfD1Y2SbdYeLz19dK1EsYtV1iDIKn7oSDe9K/eYbK3ekLUfbO9/CrNQTebetDuxNY7ru94/Ya3GfOSLOLwN1HUWbfFITbFES4S0lEVXwD8bBGuVPLcM+pAvLP5xVKhtjnxvctJUxa2Gv3aF9rMBHFGr1pcnPcP/QHfL8ehYD8L6HgrLkm759h0iZHyg7NhIDFiGG5X1jCrhp2HI1eHRuj4ftvqNTpUuQcsW+Jopg1rhecHR2wcM3X+OnYWXWnmJwL1s4My91Y3YbOVm3WzRsBZycHimEzedBNPU2KYVMTfXb9UQw/O/amGtnUYlg7wyrXAt1vPQWxt+/Axu8cPIPOwiU+NN1p3yz8JjynTDTVsnK8n4Ate1H02EZ1ljdluV3gNVgnxMEn7BxutpoNz3eMC/cOHTYQxSIu4XaXJSj8P+9Y0KhRKB76BzK6gzU66AkKjkt9P6fMK6fERY4D5gCwJDF8d/YylL3xLa5U7QOfNO6aze7j4L9+J8qfWg6/ko3gPWpAdrtL1Z5i2ORI2aGZELAYMTxk4vL/Y+88oKOovjD+bXqvpBcIKRRBBEEFRBEQRAFB6V1AQHrvPbSA9CIdBelIl6aggn9AKYIgSBII6b33stn/mYlZEzchW2Z2Z3bvHM+R7Lx7333fN7vJb+fNe7j08++VbDm3r2wxrCdhkfhq32l242xmQ+nmTeqxU6YbNyj79p+B4Y3B49Gy+StgVqXuPzYYvl6u2LJ8MhIzlJv2zDxjykytVXZatUiuH4Mtk2BYf6wnGBa/l1zDcNyZXxFwYTGiHFqg1orKU4jTH75ASXpWlaI5tqgHE0tmtWZxHbH7zkKWmV6paOu2bZB38RK76nRY08/hNbK3UoMyHtMV5rIC5Gw4DyOzsjvN2RHMM9QS2Pq5vjRHyq3HkBWVwDQvG/bn1rFfPKSZecJiA3+r8yo1KGqktgKGBMMxO48h6N4OhAX2hNeUUWprVl1g/NLV8I+9jLC3xsNrSDfO8xMMcy4pJRSJAgYDw8r4wUyZLimRwt5O+Y22aZq0MsrqXxuCYf3xlGBY/F6qCsMxG79Brb49YOFqV+XgY9fsQGD4MYQ2GgzvsYPEL5CaIyjf8ui523twXzSHzVKQnIWUg8fhPXGYQtasZwlw/3IQ0s08Ya4BwDL7DCeGJyI/ZC4yX+sM70G0UJaaFuo8zJBgOP7kL/C/vBQRru/CbTG3W5aVb93EGBr9+VdwbhbAubcEw5xLSglFogDBsIZGEQxrKKBIwwmGRWpcFWUTDIvfS1VgOO3Bc3hvGwVmCnT0WyNgVqd2JQFc3nkVGdMmwjP3sUrTg8WvouIIUu+Hw2f7F0g184Hlhj1sg+S58+CTdgdpcw/CytupUlDsruMIvLsdzzw7wWP+NLUlYWC4fGulkvxCUd5tV3vwehZoSDCccvMJfPdNQLxVA9iv2cipk+WfSRHuHeC2cCanucuT6SsMx8Qns49D/vf4fEAXTPq8Jy9acpGUqXvt9qPyrVy5yEk5qlaAYFjDK4NgWEMBRRpOMCxS4wiG9ce4CiNRBYbLn+urTgjmbnDQo33s6cyQMzC1M+y9N62+eJ/VIuvLs0j47jKCbm5ifw7z/wRe076oJGPx+AGwL0nCi4Hr4dpa/dWKK8KwXl6wBjQoQ4LhnKhkuK7oz67AbrL5EGcux353FYE/rkCBxAZ5i/fBwsWWs9wVE+k7DO/6cjrcXf/9As/ezgZODvxoyYVBzCOcPT9fiPs/7JKvccRFXsqhqADBsIZXBcGwhgKKNJxgWKTGEQzrj3FqwLA0vwgm08q26nka1AcWKS9gUly+PV4pvLIfyrMmWfjBZt0OvdRLlUHlTBkN1/xnCGs2EnX++JpdXZo5mJWms4OPwsK57LGixF/uw+/wdKSZecFiQ9m2TOoeBMPqKie8OEOCYWaRVqsxHVkTcjZdhLGpscaGFGflw3T2QFiVZiG01SR4D/pI45zVJdB3GL54cBV8PCuvWyCVlmLP4fM4dOoKsnPy0b5NM8weN4B9XDI8IhZzV+7CrPH9sf/4ZSSlZODbzXNx58FTrN56GM+j4vH+O6+jX48OaFzfj5WV2XVm9VdHcPv+ExZgO7R5HXMmDGTj9x65gMTkdBbA+3Vvjy+GfAyJRILouCSs3HwQv//xNyzMTdHy9VewdOZw9B+7lF3TqEFgbRgbGWHOxIFo0tCfN/8NOTHBsIbuEwxrKKBIwwmGRWocwbD+GKcGDMd99xMCflxe7VY9sSs3IjDyLJv5mc+H8JgzWS/1UmVQCcGrUTfusjwkzK8HTHKS4Zf8K8Jrd4Npq3fZc5JLx+Cbdgthb46B19CqV4VWtl+CYWWVEn47Q4Jhxo2iCQPhUJyIhOnfwq6um8YGxa3eioDnJ5FoFQSb1ZshMZJonJNvGJZlZaDw4ne81VldYomdA8w/+FThdPk0aWZatLNj2ToRZqYm6PNxOxw79zNWbTmM6WP6wsPVCRt2fQdPd2dsDJ6Ah0+eo+8XS+Dm4ohPP3wHFhbmeP+d5ug8YAamju6NNm++iks/3caJC9dw5ehads2hjz+bC9dajhje70OUlsqw88A5FqAv/3IHJibG8PF0QXRsEsbP24itKybj3ZZNMHL6lzA2NmanbGdl5+L4979gweQhuPzLbcwL2Q3mjjYTG+TvA3tb5dc00roBIu6QYFhD8wiGNRRQpOEEwyI1jmBYf4yrMJLyZ1XLX2L+cMx28kepTwCsGjWAU7NA9lTqrJnwybyHsJYT4DW4a5VaZE8ZA7OSHKR1+gIeH7XUS71UGVT8qZ9hfPdnlFjao9TaEd4ThyLzcTQ8NikuoCWFMbJXnICZg5UqXSi0JRjWSD5BBRsaDKfPmMLOMHkxYB1c7tF/yAAAIABJREFU326ktBcx+85CklN52zZZSTGCnhxkc8SO2QnHxnWUzqdOQ67uDJfGvEDWlIHqlKBRjJFXbditO1AtDLd4rT6srSzY89aWFuyzuP3GBKN+gC8WThnCvv7j9buYOH8TbpzZgqjYRBaGfz+/TR639etTOPfjTaxZOIZtzwAw0+a7XUuQnpGNEdNW4/y3IajtrfhFyLMXsXgcGonktAzsPXwBIwZ0wZBenTBw3DLUcrJn7yC71nKQ10/TpDW6HFQKJhhWSS7FxgTDGgoo0nCCYZEaV0XZtICWuL2MO/kTAi5X3v7ovyNKM/OGRCaFY3E8eypt6Sn59F5xj1531ces3QnrhKeVCsj1fgXeEz7TuCiCYY0lFEwCQ4PhhEUrUDfxKsLenw2vT9op5UPy2i2oHXaq2rZ8bdX03w65gmGh3hmuapp0m+7jMWVUb/To3IaVg5nm3KHPVJzYHYyiomIWdB/9tJedzswcs5bvYLdhrefvU0k+ZspzQlIaO9359oVtCl4yrzNTpdu1boraPu44f+UWBn3aEZ/17cxOj561fDs7hdrbwwUjBnyEXl3aslOk6Zlhpd5CGjciGNZQQoJhDQUUaTjBsEiNIxjWH+OYlY1v/IXa+yeV/RHTdT7sP3wHBam5yPozFMVhYTCJeQK7zEg4F0WzbfKNbBHzWj94fd5Lr3TQt8EQDOuPo4YGwzHrdiMo9DCevjYcPqP61mhk0p5DqHN7DwolFohs3A8SCyvA3AwSc0sYWZhDYm4O55avwMS67I4mnwdXMMxnjerkLp8mXRUM9xg2D63faIxpo/uwqW/e+Yu9u/vT8fVITE5TgOE1247iRXQ8Ni2bqFDKzzfuY+yc9fjlxAb2Tm/5kZqehXd6TMCedTPxZtMG7MujZ67Bm00bsjDMHMyzyxFR8fjh+h1s3nMS5/atQGFRMT4dsQD3Lu+E+T97tqszfoqpWQGC4Zo1emkLgmENBRRpOMGwSI2romy6MyxOL5nFsKQzh7HP54UF9ETzZZMQn5Zf5WCSfvoD0pw8eHRtLc7BGljVBMP6Y7jBwfC35xD0vw0I9+kCzzmKwFTR2YzjZ+B5ZRNKYYSovqvg+m4TnRpviDDMgCfzzO/6xePg5uKEpev3IT4pDcd2LMKjvyMUYPjew1AMGr8cK+eMROf2byIzKxc/XLuD5q/Wg7OTHTr2nY4u77fEF4M/Zp/z3XfsEob1+xAtu4xhF8Xq+G4LdgGuaUu+wpghH7MwzAB2zy7vwtfLFX+HR7F3g4/vXIw6Ph5o/sFIFqJfbeAPmUwGK0tznV4j+to5wbCGzhIMayigSMMJhkVqHMGw3hgXs3YXgsKOINPEFUar98Db06FaGNabQRvIQAiG9cdoQ4Ph7IgEuK4ajEKJJQpXHq52a7bsiz/C7XQIa3R4+9nw7KnclGo+rwxDhOG8/ALMWbGLBVrmYJ713bR0AvzreOEhA8OjF1eaJs20OXH+GlZsOggmtjxmW8gU+Hq5sXeW54bsYqc8M0ezxkHYv2kOdh86z+4ZzBz+tT3Zu77MitJD+3yA8XM34Or//mDPMYt19e/RASP6l60azsD6V/tOs/9mFtJq2Vz9Lev4vHbEnptgWEMHCYY1FFCk4QTDIjWOYFgvjMsKjYX7uqHsWCIHrIFrm1fh7mhJMKwX7gIEw3piJABDg2HGuaT5S1An5TpCm42EdzWPZJiM6QIzWSFCmwyD9+h+gjBcX2FYGXEzs3NRUFDEwqgyB3OXlpn+zGyfVNUKz8w5C3Mz+cJbTM7cvAJkMTOUKux1XN5XQWERsrLzKi2gVX4uv6AIRcXFtJK0Msao2YZgWE3hysMIhjUUUKThBMMiNY5gWPTGJf/6J9wOzoeFLA/hdT6G58xxYNY2IRgWvbXyARAM64+XhgjDqXdC4bN7LLKMnSFZd0Bhv+GCmEQ4LRuIHGMHGG0+JhizDRmGBWMCFaITBQiGNZSdYFhDAUUaTjAsUuMIhkVtXOaTGHhsLFutOLxOd3jOHMv+m2BY1LYqFE8wrD9+GiIMM+5lTJ8Ez5y/EPbuNHj17VTJ0KQLv6LOmcWIsWsGp5CyqdJCOAiGheAC1aALBQiGNVSdYFhDAUUaTjAsUuMIhkVtXOz6PQh8egjP3dvDfeEs+VgIhkVtK8GwftlXaTSGCsNx5/6HgO8XgdnWzXzdHkiMyrbmYY64rfsR8HAfwgJ6wWvqSMG4TzAsGCuoEC0rQDCsoeAEwxoKKNJwgmGRGkcwLFrjZKUySCf2g11JKiL6fgm3CiuvEgyL1tYqC6c7w/rjp6HCMPN5VTxpMByKE/CsazA8PnxLbmrK/IXwTbmB0Haz4N2rvWDMJhgWjBVUiJYVIBjWUHCCYQ0FFGk4wbBIjSMYFq1xSdceoM6hacgycYbxhkOV7rQQDIvWVoJh/bJOYTSGCsOMEDH7ziLo5kbE2TSCw+p1cm2KJwyCfXECYsfsgGNjP8FcAQTDgrGCCtGyAgTDGgpOMKyhgCINJxgWqXEEw6I1Ln75OvhHn0dogwHwnlC2knT5QTAsWlsJhvXLOoLhCgqU5BfCdFo/WJZmI3r4Vjg3D0RJbgHspnWFFMYo2HweEmMjwVwBBMOCsYIK0bICBMMaCk4wrKGAIg0nGBapcQTDgjcuducxWIX9plBnrZynMJcVIHH6ftjWdScYFryT6hdI06TV105okYZ8Z5jxImbTPgQ93o9I51ZwWboYKb/+Cd8DU5FoFQTbNVsEZRfBsKDsoGK0qADBsIZiEwxrKKBIwwmGRWocwbCgjYtduwOBYdVvNRJn3RAOX25QGAPdGRa0rSoXRzCssmSCDTB0GM5PyoLzwk9Zf+In7EXO73cReGszwr07w3PuFEH5RjAsKDuoGC0qQDCsodgEwxoKKNJwgmGRGkcwLFjjYrYdRtCD3Wx9YW+OgUWjRjC2MoOxpQWMrSxgam0GUxvLKusnGBasrWoVRjCslmyCDDJ0GGZMiVuxHgFR3+OZ1wesR/6xFxHacjy8B3cTlGeGDMNSaSkKi4phZWnOuyfFJVJIpVJYmJup3dfdP0Nhb2uNAD8vtXNQ4L8KEAxreDUQDGsooEjDCYZFahzBsGCNy5w2Hh65fyO83Ux49uqgUp0EwyrJJfjGBMOCt0jpAgmGgazQWLivq7zOQdSg9ajV6hWlddRGQ32F4Zj4ZHTqNx0XD66Cj6erXMrFa79BYWERls/+HDfv/IUR01bjf6c3w8Heplq5f7n5AA+fPMe4YT3UtmTznpO48utdnNyzVO0cY+esx6sN/DFqUFe1c1AgwTBn1wDBMGdSiioRwbCo7HppsbaWJoBEguy8Yv0ZlMhGIpOWwmLchzCGFBkrTsPMwUqlERAMqySX4BsTDAveIqULJBgukypl7gL4pt1EgcQK8bVeh/P0aTCxVe1zTmnR1WxoaDC86MuvUVBUhJVzRiInNx+RMYmoF+ADE2PjahU8cOJHXPzpd+zfNEdNlYGklAxk5+TCv476d3UJhtWWv8pAujOsoZ4EwxoKKNJwgmGRGldF2QTDuvcy49ELeG75HBmmHjDbuE/lggiGVZZM0AEEw4K2R6XiCIbL5Ep/+AJFSWlwa99MJf202diQYfhZZBzmLN+Jg1vnw9jYCLfuPsa6HcfwPCoeLs726NG5DTq+2wIDxy1FWkY2GtUr2xLrm42z2enVq7YcwuVf7sDWxhI9u7TFyIFdWKg+e/kG7v8Vjiav+OPcDzcR6OeNhvXqgJnmvGDyYDbHvYehWLfjOP4Oj4K3Ry0M6tkRn3z4DmYu244btx+x/fnX9sTYz3qgU9sWbAzBMLfvDIJhDfUkGNZQQJGGEwyL1DiCYUEaF3v8CgKvrMQLlzZwXbJA5RoJhlWWTNABBMOCtkel4giGVZJLp425guGcXODKNanWx2JrI0G7NopbVZVPk+7foz3sbf+dAs1MVa4X4MveGf7r6Qv0HrUID67sRkmJFK93GslOQf6o/Vt4EZ2IW/f+wuSRvbFux1H8du8J5v8Dss0aB2H28h0syE4Z1RtpGVlYsekgJn3eEwM+6YCvj1zE6q8O49WG/ujQ5nV4uDojJS0DP9+4jz3rZiIqNhGdB8xk4feTD9vgRXQCC8+Lp32GAyd+QICfN5wd7PDzzfssnN84swX2dtYEwxxfXTqD4fTMbPz0vz8Qm5CCdq2b4ZV6dfD9lVtwdrTDW80acjxM/tIRDPOnrZAzEwwL2R3VaqM7w6rpxUfr2DU7EBh+DE9fHQafL/qp3AXBsMqSCTqAYFjQ9qhUHMGwSnLptDFXMByfCMxfrv3HjjzcgOA5pgoalsNw+zbNYGv979T0Ow+eomnjQAUYLigowpsffYEJwz/FoJ7vw8rSQp7zv9Ok8/IL0KLzaKye/wU+bP8m227l5oP47d5j9plgBoYv/XIbBzbPg5GRhD2/79glOQwzzw8fOXMV105uhIT5RVbhYBb1evosigVtZmr1pj0ncGT7QvauNN0Z5vatohMYjk9KQ7chc8BcROyFM2ckunZshTXbjuLUxev46bv1L52zz60EmmUjGNZMP7FGEwyL1TnFugmGde9l2qwZ8M78AxGfLIfb+2XTwFQ5CIZVUUv4bQmGhe+RshUSDCurlO7bcQXDQr0z/N8FtCo+M1zxzjAzvfngyStYtmE/a0rTRoHsnd7mTerhvzAcERWPLoNn4/y3Iajt7ca2Z6ZDM4tz3b6wjYXhX28/xK4vp8sNrgjDzFRo5giZO6rSBZCbV4DRM9eyINzu7absHeWdB87h0Nb57F1mgmFu3y86geGtX5/C1f/9gQ3B47F4zdfo+n4rFobLL8b/XrDcDpnbbATD3OoplmwEw2JxquY6CYZr1ojvFkZjesBClqPW4llMbQTDfDuk3fwEw9rVm8/eCIb5VJfb3FzBMLdVaZ6tutWkXwbDTK8FhUV4+iwa3xy9hNv3n+Dn7zbgyJmfcP7KLXy7eS5bWGZWLlp1G4styyehbavX2NeYu73nr95iAbkmGP5y2xFcu/kAZ75ZXmmgV67fw4T5G3Hj7BZ2CyXmeKXtUIJhzS+HKjPoBIbb9ZqMzwd0Qb/u7TFy+pdyGC6/qA5vW4jG9cseThf6QTAsdIf4qY9gmB9ddZGVYFgXqv/bZ/aLJLiFDECWSS2YbDqkVjEEw2rJJtgggmHBWqNyYQTDKkumswCC4bJnhpNTMnD60v/Q5+P32GeMD5+++s/zupvx8O/nGDVjLS4cCGEX2nKws8Gg8cthY22BhVOGgnkEdPLCLexiW1NH964RhpmFuoZPXcUuptW1Y2vEJ6Wyi2YxC20xr5/YHQx3Fyf2MVLmTjXdGebn7aETGO43JhjNGgVi+pi+lWD49v2/MXTSSvxyYgNqOdnzM2KOsxIMcyyoSNIRDIvEKCXKJBhWQiQ1m2Q+ikJRWkalaIfXAmFqZyl/Lf77G/A/txBRTi1Ra9kStXoiGFZLNsEGEQwL1hqVCyMYVlkynQUYGgxX3Gf4cegL9BpZBsPpGdkYMnEFu9USczQIrI3xwz7Buy2boEQqxbg563H9t4fsuTsXdyAhKRUT528CsyI1czB3iJnHP21trPD10Yss3O5YPU3u6/7jl9k1k5gFtJiDabN662H5+dGDu2Hs0B6YsmgLfrh2h329Xeum7Izaw18tQOMGdTF+7gb2/yMH0j7DXLxhdALDuw5+j+37z2LpzOE4cvoqO0U6oI4Xu4y4vZ0N+80HXwdzIRtJjOQPsivTz4/X76JJQ3+4ODsoNCcYVkZB/WtDMKw/nhIM8+NlQWourOb3h4Usr1IH2cZOSHxvNDw/fY99PWHJStSNv4KwxkPgNWagWsUQDKslm2CDCIYFa43KhREMqyyZzgL0FYbVFTQrJw9SqRSO9rYKKTKzc2FmagpLCzP5OWaRK3NzU/m0ZlX6ZRbLSk3PgoOdNczM/l0ELCUtk70DXVUNquSnti9XQCcwzADprGU7cOHqb5Wq8/ZwwdYVkzTaiPplw80vKEKfUYvYb1K6vN9S3rRN9/HsPl7/PU7vXYYAPy92pbj1S8ahdYtGBMP0jmIVIBjWnwuBYJgfL2NXbkRg5FlkmLoj16JsYRHLwmQ4FZV9e55m5okiE1u45z1FgcQG6RM3w76el1rFEAyrJZtggwiGBWuNyoURDKssmc4CCIZ1Jj11rGMFdALD5WN+9DQCf4dFISc3H77ebmj5+iuVvmXhUhvmIfW9hy+wKZlV2yrCcHRcEkpLZfLumOkS05Z8havH1sHNxZFgmEsj9CQXwbCeGAmAYJh7L7PC4uC69jM2cdKUvbAL9JR3Enf0B9T69Rs4FJdNQSuUWCJ5xBo4NQtUuxCCYbWlE2QgwbAgbVGrKIJhtWTTSRDBsE5kp04FoIBOYVib48/IzEFBURH6jwnGlJG9K8Hwf+sYPXMNXJwdETxjGHuq4p1hZhoDs8F2qxaNMLT3B6Bp0tp0UTh9EQwLxwtNKyEYrqxg6s3HKC0ugcs7r9YobeIPdyDNzIT9W6/B2ttZ3j5lzlz4pv+OcL/u8JwxViGPtFiKhO9+hOOto8jtOQkubzeusa+XNSAY1kg+wQUTDAvOErULIhhWWzqtBxIMa11y6lAgCugEhrfsPYk//gqvVoINS8bD2urfTa651KpTv+nsg/AV7wxXzF++iNcPh7+Ep3utSjDcqL4fhk5cAT9fD6yaP5rdCzkhvWyv5JoOE2MJHKzNkJJVWFNTOi8CBWrZmSMjtwgl0n9nFIigbCqxCgVsLEwACZCTX2Lw+mQ9T4RryABWh+cfLoTnx22q1aS0sBilk/rCpjQTz3w+hNe8KWzbxGt/ovaBKSiQWKFg2SFYOJdtC8HnwcCwq70FEjOU+zzmsxbKrbkCTrZmyM0vQWFJqebJKINOFbAyM4apqREyc4t1Wgd1XrMC7o78/N1dc8/UghTQrQI6gWFmuvLDvyMURn7p59/hX9sTzNZKVpbmvCjzMhiWyWToO3oJmr0ahJlj+8n7Z+4ML5s1AsxG2U6OtlizcCxMTYzZ8xWnV9dUsJGRRKX2NeWj87pTgLzUnfZc98yAFEPDzPtf345H207C0tMd/t3+XSPhZWN8uGw7aj/8lm0SZ9sY9XduRfS1R3Cs5wMbt8or/D/efRbeP6xi2+YZ2cHt23PsvyOGDUKtgkhEtRyDRhP//RzlW1t6T/KtsPbySyQSyCAD8x8dIldAwny66ufnq8idUSif+QylgxQwRAV0AsPVCb3161Ps0uFHty9SabVnVYx7GQwzq0Yzy6P/d2snBobZP/jyC9i9xXy9yhaDYf9gTM1XqnvmzrCTrTmS6M6FUnoJvRFNkxa6Q8rXJ+Zp0gmLV6JuwpVKg80ydkaK2+twTH4Ix+J4dnGq7Nk7Ye1TNtPlZUfJuL6wk6bKm/z9yhDU/+sbZBrXQvawJZWe682fNAzOhdHytlGD1qPwRSQCr69DpokrTDcdqKk7zs7TNGnOpBREIpomLQgbOCmCpklzIqNWktA0aa3ITJ0IUAFBwXBYRAy6fzYP5/aVTUXm46gOhpkVrrsNmYPO7d5kp1FXPBgYZrZ/ik9MRWRMAg5umQ8HexuCYT4MEklOgmGRGKVEmWKEYVmpDInBIQogXN1wE6zqwXrlBhibGqMoIw/JJy7CyMUNZh6usPJ1g6WrHZKu3kOdYzPBwHRiUCcEPjmokC7Wtgn7mqS0GJ65j5Fj7IC4uh0RFHYUz7w6wiH5CZyLovGsyxJ4fKTc3WglLKqxCcFwjRKJqgHBsKjsemmxBMPi8ZJgWDxeUaXcKiAoGL517zGGT1nF3hl+pV4dTkfKwC7zB2SXwbPBbGjdpUNLmJqayPs4cf4aVmw6iB+PrlHYI6x8Aa2mjQIxfGrZtMDda2awU7npzjCnNokmGcGwaKyqsVCxwXDc8auw/P0svLIfsWOLHr4Fzs2D5OPMi0lD2nenILGwhmu/biidN4q9QxzadAS8R/ZB2qzp8M68X0mXYokZTGVF7GuhrwyG86cfwXlJH/bnsJYTIMtIQ9CTsunTFY+wxkNh3qI5fPeMk78c5dQStZYtqVF3LhsQDHOppu5zEQzr3gOuKiAY5kpJ/vMQDPOvMfUgTAV0AsMHTvyAx6GRckWYZ/WYDax/vnEfDQJr4/jOxZyrNWXRVjDPJFc8yu9AFxYVo0PvKRjcqxM+H9BFoW8GhjcGj0fL5q+AWZW6/9hg+Hq5YsvyyUjMUG5BLJomzbmlOk1IMKxT+TntXEwwHL39MOrd3y0ff3j72fDs2e6leqT89hS+X5fBapzNK/DM+Qv5RrZIs67LrHoAq4IUFpbLj8QZ38LWzw1xq7bA9O22cGn1Cnsq7UEEpJmV92O3fzUAZg5WkI7rA1tpGnKN7VG4+ButLJpVcdAEw5y+JXSejGBY5xZwVgDBMGdS8p6IYJh3iakDgSqgExhet+MY7v4ZWkkSWxsrvNuyCdq1bgbXWg4ClUuxLLozLBqrOC2UYJhTOXWaTEwwnLBoOeom/oTQVz+Dc/fOsPRwVEq7pF/+hMeRuTCXFUAKY8QOWYdabzWoFJsfn46CpHQ4NmEgWbUj5dZjFP1yFcbNW8GtfTPVgjloTTDMgYgCSkEwLCAzNCyFYFhDAbUYTjCsRbGpK0EpoBMYFpQCGhZDMKyhgCINJxgWqXFVlC0mGC5ftCpuwh44NPBRyYS0P57Badd0xHUYD88e76kUK/TGBMNCd0i1+giGVdNLyK0JhoXsTuXaCIbF4xVVyq0CBMMa6kkwrKGAIg0nGFbeuPizv8L01iUU2ThD5uYLl08+YKfWCuUQCwyXFhXDeuJHkEqMUbjpe0iMjVSWsDA9F+aO/O/7q3JhGgYQDGsooMDCCYYFZogG5RAMayCelkMJhrUsOHUnGAW0BsPb95/Fn0+eKTXw1fNHw8pSHJt/EwwrZaneNSIYrtrS5Gt/VjpReO82gp4ervRagcQK0W8MhVldfxhZW8KmjgfMnctWZ+f7KM7KR35SBopSMlCcnglZRgaMsjOB7DQgOwNSa0d4TS/bSk1oR8rvT+C7dwISrOvD7stNQitPp/UQDOtUfs47JxjmXFKdJSQY1pn0KndMMKyyZBSgJwpoDYZ3fHsWD588V0q2kHmjCIaVUooa6UoBgmFF5eNP/QL/S0urtCTcpwtKbR1hGfcYPhl3a7QttOFAeI8fgpRbT1By6RSk7nVh6u8P1w7Na4wtb1CQnI3Ur7+F04A+sPR0QtzydQiIPv/SeGZV5eKt3yvdhzYbxhz4HkG/rke4z0fwnDNJm10Lvi+CYcFbpFKBBMMqySXoxgTDgranUnEEw+LxiirlVgGtwTC3ZQsnG90ZFo4X2qyEYFhR7eQ5c1E7/XckWQSg2LRsKm6psQlkHw9GrbcaygPiT19D6eP7MM9OgHVuAuyKE+Xb+pQ3YlY7Ll75LbKD58q3EGLOPfP6AB7zpiI3JhV5z2Ortbw4ORXuV7fApjSTXeE40eV11E24yrbPMnFGnrkLCi2cUGzlBIm9IyCRwPXxWdhK0xE/fg/sG778edzYPadQkpIE5+FDYONsrlBH8q9/Mgs1VzrKV15W9TotyS+EiaU5YlduRGDkWYS+NR7eQ7qpmkav2xMM65e9BMP64yfBsHi8JBgWj1dUKbcK6BSGc3LzkV+guDVRLSd7SJi/bkRwEAyLwCQeSiQYrixqflIWnBb2RInEFPkhx2Biq/4zwVlTxsE9/ymiHJrDN+MOso2dkODVGoFRZ9lOGbi1lmYq5WqmiSvsS5LkbZ91XQKPD1tWii1/Zjh8+iL4Jf2MsLbT4dWn40vzF0wcAqeiOGQaOSOmbmeYWRqzUO054CNk/h0Djw2fKcSH1e4Kr1kTlKq7YqPsKWNgNHkJijcEwzP3MaIGrUetf7Y7UjmZngYQDOuXsQTD+uMnwbB4vCQYFo9XVCm3CugEhhOT0zFh3kY8ehpR5WhunN0Ce1txLPJCMMztBSmWbATDZU7FbDsE548/QNr3VxB4dzuee7SH+4JZGtkY//0N+J9bKM8R+sYYeH/WA/FnrsH/QrD89Xir+ig1VrwrW94g77V28Or/IWJ2HIHf/X2I7r4Q7h3fUKitHIafbDyEoLvbURO0Jv3yAHUOT6tyjGlLTyH11EUE3tmGTONayLHyYtt5ZT9g/x87ZiccG9dRWp+kH++gznezkWLuC7vCRJihEJkhZ2BqZ6l0DkNoSDCsXy4TDOuPnwTD4vGSYFg8XlGl3CqgExhevPYb/HjtDj4f0AUhWw5h6czhcLS3xdrtR+Hu6oQtKybD1MSY25HylI1gmCdhBZ6WYBjICo+H+5rBKJRYosjIgp1iHNFrFdzaNdXIPVmpDAWTh8G5KAbZxo6QrD0AIzNTNmf89zchffoI9j0+hq2fq9L9FKbmVLtIVzkMP7v8B+ocmIxEy0DYrt1abe7EBUvhl/wLQhsNgWn9hih+/Ai2L27DI+9vhLaeCOs/r8Ir+yHC28+CZ8/2bJ64VVsQEHEKsbaN4bhqrdJ1Jy1YgjrJ1+Xt0009Yb7xG6XjDaUhwbB+OU0wrD9+EgyLx0uCYfF4RZVyq4BOYLjHsHno8n4rDPr0fTTt+DnOfLMc/rU98cvNBxgzex1+P78N1la0mjS3VlM2LhUgGAZi1u1GUOi/K0Uzz+IabzgEiZHmjzgwz9wW/nEfpg0bwa19My6tU8hVDsPpqTmwm9KFPZ+64ChKV81Axqsfwa33BzCxLvs8YhblcljQCxKZFGkLjrALc5VDuv+5BYizaQSP7EeQSYyQteKkfAspZhq59aJBsJDlIbTpCHiP7FPjmApSc+E0rzvbrnxq+Itab8M1+N+75jUmMZAGBMP6ZTTBsP74STAsHi8JhsXjFVXKrQI6geFO/aZjeP+P0LtrW7ToPBqr5o/Ce62aIiY+Gcy5g1vno0lDf25HylPmz5v0AAAgAElEQVQ2ujPMk7ACT0swDJSO6wUbaQbC282EzW+nke3dFF6ThgncOcXyKu4znDN5NFwLniHJwp/9P3PkGdki3bou+2+z4ky4FLxApOMbcFm+TJ5MVlgC48mfsrDLHDF2zeAUElKps5g9pxB0ewv72vMui+H+UauXahWz9ySCft+KKIcWMOr7OYpi4uH8blOY2tAU6f8KRzAsurfdSwsmGNYfPwmGxeMlwbB4vKJKuVVAJzDcb0wwmr4SgBlj+2HKoi3IyMzBmkVjcPbyDXba9I9H18LDteyOi9APgmGhO8RPfYYOw3HnbyLg7ALEWzWA/ZqNrMiF6bkwdxTHs/4Vr4qKMBy3bC0CYi6UjUdiiVxTR3ahrP8ezz9aDPculWE2Yclq1I2/zDatbsXnuJWbEBB5pgyYR++AUxM/JCxeCdP8dBT4N4dpUJB88UDLk5vhWhCBZ53mwqN7W34uZD3JSjCsJ0b+MwyCYf3xk2BYPF4SDIvHK6qUWwV0AsMbd3+Hp8+isWX5JDx4/Az9x/y7KE6nti2wdtFYbkfJYzaCYR7FFXBqQ4fhlLkL4Jt2E2HvTIVXvw8E7FTNpVWE4fK9fCsCbcqNvyArkVZK5PLOqwqJEy7fRt2Tc9jXU+f/O4X6vw0Z+K2bcIVdqKvWqOFwnFM2Fbqqo1BigaI138HY0qzmgRhwC4Jh/TKfYFh//CQYFo+XBMPi8Yoq5VYBrcFwVk4eiotL4OxopzCCsIgY3Lr7GPX8fdHitXqi2VaJGQjBMLcXpFiyGTIMM8+/Oi/8lL1zWrjmGLsHrpiPijCcHZGE7EOHYCQtgvv86SoPK/nan5CYmVTaV/m/SbLC4uC+dgiYvZSj3/wMQTc3stOyc+19YJaXXql5bt3X4T26n8p1GFoAwbB+OU4wrD9+EgyLx0uCYfF4RZVyq4DWYPjewzAMGr8MbVu9hm4dW+Odt5rA0kL8dzsIhrm9IMWSzZBhOGbbYQQ92I1nXh/AY95UsVhWbZ0VYVhbg2H2DnbLD2O3TKpVGIXQ92bAu/f72upe7/ohGNYvSwmG9cdPgmHxeEkwLB6vqFJuFdAaDGdm5+LomZ9w8sJ1RMYkwsrSAl3eb4kuHVqiaaNAGHGwAi230iiXjWBYOZ30rZWhwjCz7VHJxIGwL0lCRL81cKtiurDYvNYFDMfuOIrAP3ayUhVLzJAfcgwmtlZik04w9RIMC8YKTgohGOZERkEkIRgWhA1KFUEwrJRM1EgPFdAaDFfU7nHoC5y/+htOX/wVaRnZcHNxxKcfvoPO7d9CXV8PUclMMCwquzgr1lBhOPHqPfgdmwkut1HizBQ1E+kChnMjk+Gysj9b8XO3dnBfNFvN6imMUYBgWL+uA4Jh/fGTYFg8XhIMi8crqpRbBXQCw+VDKJFKcef+U3x/5RZOnL/Gvtyonh++3jBbNFOoCYa5vSDFkk3fYTgvJg25z2MU7bh4BLXTf0dow0HwHj9YLHa9tE5dwDBTELNytWVmHEq6DYbL24oLcumFuFoaBMGwloTWUjcEw1oSWgvdEAxrQWSOuiAY5khISiM6BXQKwxWh+Kf//YE5K3YhL78AN85ugb2tOLZoIRgW3TXPScH6DsNxIZsR8OJ0tVolztgPWz93TrTUdRJdwbCux61P/RMM65ObAMGw/vhJMCweLwmGxeMVVcqtAjqDYZlMhkd/R7DTpY+f+4WFYCcHW3z8wduYMOwTmJmZcjtSnrIRDPMkrMDT6jsM500azi7sFGP/GorNbCEzsYDUzAIwNQec3OD1WfXbAQncOoXyCIbF5phivQTD4vew4ggIhvXHT4Jh8XhJMCwer6hSbhXQOgwzi2dduPobu5BWTHwyO5quHVuh6/ut8GazBjAxNuZ2hDxnIxjmWWCBptdnGC5/npXZ47Zk8xlIRLq4nbKXDsGwskoJtx3BsHC9UacygmF1VBNmDMGwMH2pqiqCYfF4RZVyq4DWYDgqNgnTl3yFR08j2BG82bQBund+G+1aN4ONtSW3o9JiNoJhLYotoK70GYZjD11E4LU1iKzVGi7BiwSkOj+lEAzzo6s2sxIMa1Nt/vsiGOZfY231QDCsLaU174dgWHMNKYM4FdAaDDP7DM8L2YVeXdrig3ZvwsPVSZyK/adqgmG9sFHlQegzDCcsWo66iT8htNVEeA/qorI2YgsgGBabY4r1EgyL38OKIyAY1h8/CYbF4yXBsHi8okq5VUBrMFxaKhPtXsIvk5xgmNsLUizZ9BmGjcb0gIUsB/GTv4F9kKdYLFG7ToJhtaUTTCDBsGCs4KQQgmFOZBREEoJhQdigVBEEw0rJRI30UAGtwbAeascOiWBYX519+bj0FYZT74fDZ/sXyDRxgemmgwZhLsGw+G0mGBa/h3RnWL88LB8NwbB4fCUYFo9XVCm3ChAMa6gnwbCGAoo0XF9hOHFBMPySryHMtyu8Zk8QqTuqlU0wrJpeQmxNMCxEV9Svie4Mq6+d0CIJhoXmSPX1EAyLxyuqlFsFCIY11JNgWEMBRRqujzAcu3IjAiPPogjmSBq9EU5N6orUHdXKJhhWTS8htiYYFqIr6tdEMKy+dkKLJBgWmiMEw+JxhCrVlgIEwxoqTTCsoYAiDdc3GE44dwN1v1/IuvGiz2q4tn1NpM6oXjbBsOqaCS2CYFhojmhWD8GwZvoJKZpgWEhuvLwWujMsHq+oUm4VMDgYLpFKYSQxqnYxr+LiEiSlZsDFyR5mZqas2j9ev4smDf3h4uygoD7BMLcXpFiy6RsMxy9dDf/Yywh7fRS8RvQUiw2c1EkwzImMOk1CMKxT+TnvnGCYc0l1lpBgWGfSq9wxwbDKklGAnihgUDCcX1CEPqMWYeTArujyfstKFkZExWPB6r249zCUfX3+5MHo+3E79t8tOo/G+iXj0LpFI4JhPbnwNR2GvsGwbFxPWEszET9hL+wbeGsqj6jiCYZFZVeVxRIMi9/DiiMgGNYfPwmGxeMlwbB4vKJKuVXAYGD4y21HsPfwBVa9kLmjKsFwYnI62vWajM7t3kT/Hu3RILAOCgoL4WhvSzDM7fWmN9n0CYbLV5BON/WA+cZ9euORsgMhGFZWKeG2IxgWrjfqVEYwrI5qwowhGBamL1VVRTAsHq+oUm4VMBgYzsjMQUFREfqPCcaUkb0rwfCqLYdw9ocb+Om79TAxNlZQuOKd4dT0LMxevgOtWjTC0N4f0NZK3F6PosmmTzAcvf0w6t3fjXC/7vCcMVY0HnBVKMEwV0rqLg/BsO6056NngmE+VNVNToJh3eiuTq8Ew+qoRjH6oIDBwHC5WZ36Tcf4YZ9UguFuQ+bA0sIcHm7OiE9MRYPA2hg9pBvcXZzYsHIYblTfD0MnroCfrwdWzR/NgjM9M6wPbwPVxyAWGM6PS0PB+mB4ZT+qNMhEy0BYr1gPI3MzpM+cBq+sB3jeYzncO7ZQXQyRRxAMi9xAAATD4vew4ggIhvXHT4Jh8XhJMCwer6hSbhUgGAbwStuheLNpA/To3AZmZibYeeB75OUX4PTeZTA1NWFheNmsEdh37BKcHG2xZuFYmJqU3UFOzy5SyhEjI8DG0hRZucVKtadGwlbAztoUOfnFKC0Vbp3RF36Dy4nlsCzNrrLICI/2cBw2Ag7L+qFYYgaTXReFOxgeK7MwM2JpqqBQymMvlFojBSQvj2ZO21ubISNXuc9jjWqhYN4VsLEwQWGxFMVSWVlf//yP946pA84VMDM1gomxEfIKSjjPTQm5VcDR1ozbhJSNFBCJAgTD/8DwxuAJaN+mGWsbs5hWl8GzcWJ3MOr5+7AwzBwMIF84EAJfLze5vXmFNX/Ap/z5Aq5N/GBmYoSCYvqDWyTvjZeWaWFqjKKSUpTKhPdXWkl+EcJXbEHdiNPsGF64tYXvnGmwcLJhf057Eguz5cNghkL5GKOc30TA+hB9sEblMZgaG7ExxVIBf7Oh8qj0LKCmt5kEsDQzQb4Sn8d6poxeDsfczBjFzOdr6T/G1/BliF6KoCeDMjGSsLt3ML8v6RC2AlbmJsIukKojBXhSgGAYQM/PF+Kj9m/hs76dWZmfvYhFt6FzcXjbQjSu78fCcNeOrdgp1JExCTi4ZT4c7MvAoqpp0rHbj8BrVB/2fOrtp3DfOwXpk3egbgt/JGUU8GQlpdWmAkKdJl1aIkX6vDnwybyHIpgj8t3x8OrbSUGa+FM/w//SMjAs/9y7I+w/HwkrN3ttSiiYvmiatGCsULsQmiattnSCDKRp0oK0Ra2iaJq0WrLpJIimSetEdupUAAoYDAwz+wvLSmXsHd/Rg7uhS4eW7BRo5thz+Dy70jQDvzbWlli3/Riu/HoXlw+vgaWFmfyZ4aaNAjF86io2ZveaGbCyNFeA4ZTrD+B7cBribBqipMdIuH47DxayHDz3fB+vrllAMCyAi56LEnQFwwmLVwISQGrtCNg7Q2LvAGMnJ5jWcoSlqwMyd+1C3bjLKJRYIG3cVtg39Kl2uDFfHYTVmy3g1CyQC0lEm4NgWLTWyQsnGBa/hxVHQDCsP34SDIvHS4Jh8XhFlXKrgMHA8JRFW3Hp598rqXduX9liWEVFxZizchcuXP2NPe/m4oj1i8fh1Yb+7M/MneGNwePRsvkrYFal7j82GL5ertiyfDISM/6dasq0TVz2JfxiLim4VApjYOVxFPxzR5lbG//NJs0vQlrwYpiUVK6roHU3eHz8Dl/dGlxeXcBwyu9/w3fv+Bq1Zq61qL4hcH23SY1tqQFAMCz+q4BgWPweEgzrl4floyEYFo+vBMPi8Yoq5VYBg4FhZWTLyslDbm4+3F2dIGH+ulLiqDhNWlJcBMnEXrCQ5SHeugE8cp8gyrEFCh28ERhxEhH1+8Bt4gglsqrfJPqrQ6j35x6FBFFOb6DWsmXqJ6bISgroAobjVm5CQOQZxNi/hjyvxuyqMpKcTJjlpcG0IA1WhemwLklDZIdp8PzkPXJMSQUIhpUUSsDNCIYFbI4apdGdYTVEE2gIwbBAjamiLIJh8XhFlXKrAMGwhnpWhOGk01dR5+IKJFoFwXbNFsRs+Bpuw/ugIDkLbqsGokBihYQ+S/4FbRNjWHjUgq3fvwtyaVJOXmImbBYPZmE8/O1JMPXxQWlxCfyOz2RXCy7e+r0m6Sm2ggLahmFpQQlMpzBftOQgesRmOL9ej/zgSAGCYY6E1GEagmEdis9D1wTDPIiqo5QEwzoSXo1uCYbVEI1C9EIBgmENbawIw8zCRV6ptxH25hh4De1RKXPigmD4JV+rsrd0Uw+UzloPS8+yfY1rOopz8pF8/n/w7N2hUtPYFRsRGHUWMXavwSlktfxc5tTx8Mj7Gy8+XQHXDs1rSk/nlVBA2zAcd/oaAi4GI9miDqzX7VSiQmqirAIEw8oqJdx2BMPC9UadygiG1VFNmDEEw8L0paqqCIbF4xVVyq0CBMMa6lkOw6UZmbCZ3ZPNlrLouMLKvIXx6ci/9wg5sXGQpCbCLDsRVnlJsCtKhLksH2lm3pAs2ARz57JVqqs72NWC58+FV8Z9JI7fKV8gKT8hA86Le7FhMaO3w6lJXXmKmM37EfTXPoT7dYfnjLEajpjCGQW0DcPps6bDK/M+Qt8YC+/PupMJHCpAMMyhmDpKRTCsI+F56pZgmCdhdZCWYFgHoqvZJcGwmsJRmOgVIBjW0MJyGE45fgG+V9Yi2uF1OK9YqZDVxFgCJ1tzhdWkS3ILkD9/Ctzyw5Bh6o7UDp/Do1v1C13FB38J/7iyBbqSLPxhuWoLjE2NEXvwPAKvr0Ok4xtwWV752eCU35/Ad+8EZJk4w2TTYTY2LmQzIJXC5tNPYVfPW0MVDC9cWzAszcpDfsh8uKb9CSmMkbX8O5g7Whue4DyOmGCYR3G1lJpgWEtCa6kbgmEtCa2FbgiGtSAyR10QDHMkJKURnQIEwxpaVg7DaQvmwTv5t2rv3FUHw0z3zDPFpcumoFZhJFsNs0CSyScDUfwsAnhwC0alJezrktJieOY+Zv+dY+wAG2kGwhoPgdeYgUiZPRu+GXcQ/t5MhenTbOzY7rAszUXCpL0olUrhualsIa+w10bI90TWUAqDCtcWDGfMmALP7IfsnsHR3ebBo/NbBqWzNgZLMKwNlfntg2CYX321nZ1gWNuK89cfwTB/2nKdmWCYa0Upn1gUIBjW0CkWhgsLYDa5B0xkJUicsR+2fu4KWV8Gw2xjqRRx35yC1939LLS+7Ah9azysGjeA984xbLPIQetRe/8k9t+ZIWdgamepEJ6wZBXqxv+A5+7tUGpmiYCossW0Ih3egMsKWmVa1ctAGzCc/TwBbqsHsQuvpX2xEQ6Na6taJrVXQgGCYSVEEngTgmGBG6RieQTDKgom4OYEwwI25z+lEQyLxyuqlFsFCIY11JOB4fQrN+F1fAGSLPxgs25HlRlrhOF/opi7xGk79yIg+hyyTF2Q/eanKPEJlOeUGRvBtXUj9ueYDXsQ9Pch+bmXgW3q7afw2TNOobZ8I2vItpzSUAXDC9cGDDOrkQf9fQDPPTvCff50wxNZSyMmGNaS0Dx2QzDMo7g6SE0wrAPReeqSYJgnYXlISzDMg6iUUhQKEAxraBMDw0kr16BO5EWE1esHr0nDNILh8uCciETY1LDlkrRYioIZY+BS8JwNC2szBV79O1c7orijPyLgpxD2fKRzK1jnxKBWYRRiRu+AUxM/DZUwrHC+YVhWKoN0Yj/YlaQioudKuLV/3bAE1uJoCYa1KDZPXREM8ySsjtISDOtIeB66JRjmQVSeUhIM8yQspRW8AgTDGlp0O3gnvB6fhJU0C1FDNqLWWw04gWFly8p8EgOHzeOQbeYB03mra1yNOnblRgRGnkVErxCU3voF/tHnwUy79h7STdkuqZ0WVpNOuvYAdQ5NQ46RPbDhCIxMjEl3nhQgGOZJWC2mJRjWotha6IpgWAsia6kLgmEtCc1BNwTDHIhIKUSpAMGwhrZl9H6bzZBnZAds+a7abMpOk9awnBrDma2ZkpavgfuCGYg9dBGB19YgwrUt3BbPrTGWGvyrAN93huOWr0NA9HmEBfSE19RRJD2PChAM8yiullITDGtJaC11QzCsJaG10A3BsBZE5qgLgmGOhKQ0olOAYFhDy35ftJ3NYOTlA89P3hM8DFcsMPPvGHhs+AzZxk4w3nxEQyUMK5xvGM6fOAzORdGIHrYZzi3qGZa4Wh4twbCWBeehO4JhHkTVYUqCYR2Kz3HXBMMcC8pjOoJhHsWl1IJWgGBYQ3vKt1aqKY1Q7gz/t07ZuJ6wlmaiUGKBVOsAyCT/TsfN9WkM7/FDahqaQZ7nE4ZLi4phM/FDyCBB7obvYWRmapAaa2vQBMPaUpq/fgiG+dNWF5kJhnWhOj99EgzzoysfWQmG+VCVcopBAYJhDV0SOwzHfn0KTvfPwLkwWkEJWmm6+ouDTxhOuf0UvnvGIdm8DqzX79TwCqXwmhQgGK5JIeGfJxgWvkeqVEgwrIpawm5LMCxsfypWRzAsHq+oUm4VIBjWUE+xw3D58Jk9bQtikuRqWJ7cDNeCCER8uhJuHWgl4/9eJnzCcOzhSwj85Us892gP9wWzNLxCKbwmBQiGa1JI+OcJhoXvkSoVEgyropaw2xIMC9sfgmHx+EOV8qcAwbCG2uoLDP9Xhpgt3yLo0Td45vMhPOZM1lAl1cOLs/JhamepeqCWIviE4bhVWxAQcQphTT+H18jeWhqR4XZDMCx+7wmGxe9hxREQDOuPnwTD4vGS7gyLxyuqlFsFCIY11FNfYTjtwTN4bxuNfCNbSDcc0+rWPlnh8TDdPJd9ZrZ45CLYN/TR0CXuw/mE4YwZU+GZ/Seef7IC7u835754ylhJAYJh8V8QBMPi95BgWL88LB8NwbB4fCUYFo9XVCm3ChAMa6invsIwI0vx+AGwL0lCRO9VcHuvqYZKKRee9OMduJ8IhoUsTx4Q9u40ePXtpFwCLbXiE4aNx3SFuawAyfMOwdqrlpZGZLjdEAyL33uCYfF7SDCsXx4SDIvPT4Jh8XlGFXOjAMGwhjrqMwzHrN2JoLCjCK/zMTxnjtNQKeXCJWM/gWVpNiLc2qK0qAT+6b8i19geks3HlUugpVZ8wXB2ZDLcVvZHgcQGpVtPamk0ht0NwbD4/ScYFr+HBMP65SHBsPj8JBgWn2dUMTcKEAxrqKM+w3DKrcfw/WYisoydYbL5sIJSsSs3IjDybKXXmWnVpWuPQmJuorKyeXFpqBXch93mSbq1LG/xuL6wl6Yiee5hWHs7q5yTrwC+YDj+4i34n56PaPvX4bxyJV/lU94KChAMi/9yIBgWv4cEw/rlIcGw+PwkGBafZ1QxNwoQDGuooz7DsKxUhtIJfWArTUfUZxtR640GcrUyH0fDfeMwMH+E/vd41jUYHh++pbKyCT/fR90j0xFn8wocVq9n45NnzUHtzNt49tFieHRppXJOvgLUheHinHxk3AuDsa01nJr6K5QX/dVB1PtzL8ICesFr6ki+yqe8BMN6dQ0QDOuVnaAFtPTHT3pmWDxeEgyLxyuqlFsFCIY11FOfYZiRpnxl49B6/eA9aZhcrfQZk+GV/Qjh/p/Ac9oX7Osxu79D0J1tiHBtC7fFc1VWNuabMwi6tQnhPh/Bc84kNj5q3V7UDz2IsAYD4TVhiMo5+QpQF4aZfZ0Df9uCEpgiZ8VxmDlYVSoxd940uKQ+QHjH2fDs0Y6v8ikvwbBeXQMEw3plJ8GwHtlJMCweMwmGxeMVVcqtAgTDGuqp7zCcdP0h6hycglQzH1hu2MOqFXfqGgIuBbMrTRetOCDfAik/IQNOi3qhxMgM+SHHYGJbGfRqkrp82nXoG2Pg/VmPMsA+/SuCLi5GlOMbqLV8WU0ptHZeXRgunDQUjoWxbJ2hb42H95Bu8przwyPhvGYECiRWKFx5WNBbS2lNaC10RNOktSAyz10QDPMssJbT051hLQvOY3cEwzyKy3FqgmGOBaV0olGAYFhDq/QdhitOlU6c8S1s/dwgHcdMnU5DeJsp8OzfuZKCGdOnwDPnIULfmwHv3u+rpG55bESvELi1a8bGZoQlwXPtAOQbWUO25ZRK+fhsrA4MZ997DLedE+VlJVn4wWbdDvnPCSEbUPfFOYTV/RRe00fzWT7lrqAAwbD4LweCYfF7WHEEBMP64yfBsHi8JBgWj1dUKbcKEAxrqKe+wzAjT/lU6bC6n0BmboWgJ98iydIfNmu3KagXs+8sgm5uRLR9czivXKGSuuUrSf93SyHJ2O6wLM1F4qyDsK3tIs9ZlJGHlPO/wCj8AZxSHqJw6vpK51XqXMXG6sBw8orVqB11GeF+3eEafR12JakIf28mTN1dIZPJ4HlkLsxkhSj/0kHFkqi5mgoQDKspnIDCCIYFZAYHpRAMcyCiQFIQDAvECCXKIBhWQiRqopcKEAxraKshwHDagwi4bJ8Ic1m+XK2oIRtQ662GCuoVpObCdn5vmMqKkLb0FCycrSu1iTv2IwKuhijERQ1aD9/9kyqtJF3eKGXWbPhm3sGzDxfBo2tr9mVpfhGy50+HZ+5jea7Q10fBe0RPDR1VLlxVGC7OzofJrEGwLs1E7JidyL32K4IefaPQ2YtabeAavEC5IqgVJwoQDHMio06TEAzrVH7OOycY5lxSnSUkGNaZ9Cp3TDCssmQUoCcKEAxraKQhwDAjUeaTGFh+NQsOxYnsHsBui6pfICtl7nz4pt1CWLuZ8OrVoZLCiQuWwC/5uoLqaWaecCqKQ6xtYziuWlvpfPSGvaj390E88+wEk3c7lp27eAy1028hzdQTaS6NEBB3ucpYDe2tNrwiDOfHpSHt1PnKbS2s4TWs7Lln5ohdvQ2Bz79DrG0jOK5ah/z4dBSsU3wGurTnCDi/UZ+vsilvFQoQDIv/siAYFr+HFUdAMKw/fhIMi8dLgmHxeEWVcqsAwbCGehoKDDMyMXd981YtguXE2bD0dKpWuZgD3yPo1/WIcH0XbovnyduVFhXDbGIPmKEQaUu+g4WLHXIjk+G8ciCMUMq2C/ftAs/Z/z5Xy7wWd+ZXBFxYrNBfnpEdcqZsgoWnM6ymdodxaQnSg0/AwsVWQ1drDi+H4fTwBFisnQz7kmSFoLCAnvCaOgqp98Lhs7Nsxe248bvg0LB2zR1QC60pQDCsNal564hgmDdpdZKYYFgnsvPSKcEwL7LykpRgmBdZKakIFCAY1tAkQ4JhZaXKi0lDrWV9UARzFG06DSMTYzY08cpd+B2fhQSrerBbs1meLm7FBgREnWN/Dn1zHLyHflypq9zoFBRtWqnYfa8RcGxRdhdVfjf63Wnw6ttJ2VLVbsfAcMTdCFiuHQ+b0kwkWNZDlt8bZfmKCxEUdpT9Z6xdE9jmxbDPB4c2GQbv0f3U7pMC+VGAYJgfXbWZlWBYm2rz3xfBMP8aa6sHgmFtKa15PwTDmmtIGcSpgMHBcIlUCiOJEYyMJEo79uP1u2jS0B8uzg4KMQTDVcuYPWUM3PLDUHFl6LiQzQh4cRqhjYfCe8wAeSBzd9gxZDBMZCV43mc13Nu+prQ35Q1jD11E4LU1iHRuBZelineRVU5YQwADw38s3YHAv/Yjxu412M5fAlMbS3lU/Olr8L8YLP851rYJHFd9yXUZlI8DBQiGORBRxykIhnVsAMfdEwxzLKgO0xEM61B8FbsmGFZRMGquNwoYFAznFxShz6hFGDmwK7q831Ju4pXr9zBh/kYFU+9d3glzM1O06Dwa65eMQ+sWjQiGlbz0Y7ceQODDr1FkZIliiRmSXJrBKfkh7KUpiB2zA46N/SplyngcCXMne1i6K37hoEyXBcnZcFrwCds0felJmDvbKBOmdhsGhp98MRk+GZUX9qqYMPbwJcgS42H3QQfY1fNWuy8K5FcBgmF+9dVGdoJhbaisvT4IhrWnNd89EQzzrTB3+fVDdE4AACAASURBVAmGudOSMolLAYOB4S+3HcHewxdYd0LmjqoEw8yd39nLd+L4zsp3FH29XCGRSAiG1bimU+8+hc+ucQqRWcbOMNl8WI2MNYekzpoJn8x7SLLwh8WStTCxtao5SM0WDAyn9O8EC1me/PlnNVNRmI4VIBjWsQEcdE8wzIGIAkpBMCwgMzQshWBYQwG1GE4wrEWxqStBKWAwMJyRmYOCoiL0HxOMKSN7K8Dw4jVf4/qpTVWaU/HOcGp6FmYv34FWLRphaO8PQNOkq7+e45euQWndBjDz9kbJ9R/hH3OB3WPXc8ZYXt4EBclZKFk+Da4FEYizbgiHLzfw0g+TVBaZAOuVg5Bp4grTTQd464cS868AwTD/GvPdA8Ew3wprNz/BsHb15rM3gmE+1eU2N8Ewt3pSNvEoYDAwXG5Jp37TMX7YJwowPHH+JnzcqTXMzc3QvEk9dGrbAibGZQs/lcNwo/p+GDpxBfx8PbBq/mj2PMGw8hd74tU/YGRhBpdWrygfpGJLZsVro8Wj4VCcgPjxe2Df0EfFDMo1Tz3xI3x+CFFYMVu5aGolJAUIhoXkhnq1EAyrp5tQowiGheqM6nURDKuuma4iCIZ1pTz1q2sFCIYBPPw7Apd+/h32ttaIS0zF0TM/oX+P9pg7cZAchpfNGoF9xy7BydEWaxaOhek/KyTnFZYo5SEz3drc1AgFRVKl2lMj9RUIm7UMtWN/QGTHWQgc9IH6iV4SGbpgLepEnEHEm2NRb1wvXvqgpNpRwNTYiO2oWFq2vRcd4lTA0swE+UXKfR6Lc4SGU7W5qTFKSkohlckMZ9B6OlITIwmMjIxQVEJ/+wjdYitzE6GXSPWRArwoQDBchawnzl/D/FV78ODKbvbuL3NnmDny8gtw4UAIfL3c5FEZucVKGWMsAawtTZGVp1x7pZJSoyoVePbVMfj/vhXPAz5F3bmKzy1zIVvymM/hkh+O+OGb4fE2f3e6uaiVcrxcAQtTI0AioS+qRHyhMHsD2FubQtnPYxEP1SBKt7EwQWGxFMVSgmGxG25mYgQTYyMoe+NA7OMVc/0O1qZiLp9qJwXUVoBguArprv/2EKNnrsHdSztgYW7GwnDXjq0Qn5iKyJgEHNwyHw72ZasV0zRpta893gITr/0Jv0NTEWvbGI6r1nLeT0l+IWyndEUpjFCw/hwk9G0q5xprMyFNk9am2vz0RdOk+dFVV1lpmrSulOe+X5omzb2mfGWkadJ8KUt5ha6AwcAws7+wrFSGLoNnY/TgbujSoSVMTcumhBw8eQX1/H3QMKgOMrNzMH3JNnYa9J51M9nz5c8MN20UiOFTV7Gv7V4zA1aW5gTDArzCS3ILYDetK4pgjuLNZyD5ZxpsdaUWZeRBYiKptE/wy4aV9PN91DkyHfFW9WG/pupF1wQoC5VUjQIEw+K/NAiGxe9hxREQDOuPnwTD4vGSYFg8XlGl3CpgMDA8ZdFW9rngise5fWWLYa3dfhS7D52Xn3q1oT9Wzx8Nbw8XOQxvDB6Pls1fAbMqdf+xwWC2XdqyfDISMwqVcsTEWAInW3MkZRQo1Z4aaaZA4YQhcCyOQ9z43XBo6KuQjAHmxGMXYPX4f/DKfoBnnebBo/u7SnWaPG8haqfeQPirQ+H5xQClYqiRcBUgGBauN8pWRjCsrFLiaEcwLA6flKmSYFgZlYTRhmBYGD5QFdpXwGBguCZpCwqLkJyaAVtrK/kU6JpimPM0TVoZlbTfJnHhUvgl/YLQdrPg3au9QgFxq7YgIOKU/PUI9w5wW1g2E+BlR8bDSHhsGYESIzPkrzwGEzv+9jKuqRY6z40CBMPc6KjLLATDulSf+74JhrnXVFcZCYZ1pbzq/RIMq64ZReiHAgTDGvpIMKyhgDyFR28/jHr3dyOs7qfwml62AFr5kXLrMXy/mchOo45qNwkBV0OQb2QL2ZYTNVaTsHgl6iZcQUT9vvCaMgIltMBLjZoJvQHBsNAdqrk+guGaNRJTC4JhMbn18loJhsXjJcGweLyiSrlVgGBYQz0JhjUUkKdwZk9jv2MzkGBZD4XdR1bqxfa7tXAqikXY66PgNaIn8iYNR63CKLwYuB6uratfGTo7IgmuqwZCKjGGydqTKLK2JBjmyT9tpiUY1qba/PRFMMyPrrrKSjCsK+W575dgmHtN+cpIMMyXspRX6AoQDGvoEMGwhgLyFF6YngvHOd2rzZ5sUQeWq7fByMQYMet2ISj0CEKD+sJ78vBqY2JXbkRg5FmE1+6G11ZOR1p2IcEwT/5pMy3BsDbV5qcvgmF+dNVVVoJhXSnPfb8Ew9xryldGgmG+lKW8QleAYFhDhwiGNRSQx/DEBUtgLC2G1NgMMhNzlJqYQ2ZqDpiawfK99+DUxI/tPeV/f8H320lINq8D6/U7q6woPykL9ov6wEgmQ/KMffBv6kswzKN32kxNMKxNtfnpi2CYH111lZVgWFfKc98vwTD3mvKVkWCYL2Upr9AVIBjW0CGCYQ0FFEA4s+WWZHxPWJVmIWXuEVh5OylUVX73+JlXJ3jMmwZXBwuCYQF4x0UJBMNcqKjbHATDutWf694JhrlWVHf5CIZ1p72qPRMMq6oYtdcXBQiGNXSSYFhDAQUSHrd8AwKizyHHyB7ZY9fBvqGPvLKYb8+h9o3tMJcVIGHKN7AL9CQYFohvXJRBMMyFirrNQTCsW/257p1gmGtFdZePYFh32qvaM8GwqopRe31RgGBYQycJhjUUUCDhJfmFyFy8ED6Zd6utKLR+P3hPHMaepzvDAjGOgzIIhjkQUccpCIZ1bADH3RMMcyyoDtMRDOtQfBW7JhhWUTBqrjcKEAxraCXBsIYCCihcVliClOBg1E69UamqNDMvZPWeBtfWjeSvEwwLyDgNSyEY1lBAAYQTDAvABA5LIBjmUEwdpyIY1rEBKnRPMKyCWNRUrxQgGNbQToJhDQUUaTjBsEiNq6JsgmHxe0kwLH4PK46AYFh//CQYFo+XBMPi8Yoq5VYBgmEN9SQY1lBAkYYTDIvUOIJh/TGuwkgIhvXLVoJh/fGTYFg8XhIMi8crqpRbBQiGNdSTYFhDAUUaTjAsUuMIhvXHOIJhvfSSGRTBsP5YSzAsHi8JhsXjFVXKrQIEwxrqSTCsoYAiDScYFqlxBMP6YxzBsF56STCsX7YSDIvHT4Jh8XhFlXKrAMGwhnoSDGsooEjDCYZFahzBsP4YRzCsl14SDOuXrQTD4vGTYFg8XlGl3CpAMKyhngTDGgoo0nCCYZEaRzCsP8YRDOullwTD+mUrwbB4/CQYFo9XVCm3ChAMa6gnwbCGAoo0nGBYpMYRDOuPcQTDeuklwbB+2UowLB4/CYbF4xVVyq0CBMMa6kkwrKGAIg0nGBapcQTD+mMcwbBeekkwrF+2EgyLx0+CYfF4RZVyqwDBMLd6UjZSgBQgBUgBUoAUIAVIAVKAFCAFSAERKEAwLAKTqERSgBQgBUgBUoAUIAVIAVKAFCAFSAFuFSAY5lZPykYKkAKkAClACpACpAApQAqQAqQAKSACBQiG/zEpNT0LZqYmsLWx4s220lIZ0jKyYGpqAntb6yr7yc7JQ4lUCkd7W4Xzmdm5KCwshmstB4VzMpkM6Zk5yMnNh5uLI8zNTHkbByUuU4DxKTk1E04OtlXqzfidlJqOWk72MDE2riRbTddCYVExklMzYGVpweangz8F8guKkJ6RBXdXZxgZSRQ6KioqZt9bzPtOIql8vqZrgL+qKfN/FajpPcW0V/fzldTWjQIv+53HVPSy92ZN72vdjEg/emV8uXH7ET547w2Fz8TyEdb02ajJ70f9UJFGQQqQAkJRwKBhmPkw3v7tGVy48hueRcaxnjDwMXZodwzt8wGnHt288xcmzN+EvPwCNm+L1+pj2hd90KieH/sz8/rMpdtx9X9/sD+/2tAfm5ZOYEEqJS0TgycsR2RMInvOv7YnPh/QBV07tmJ//vPxM4ydsx5pGdnyMcyZMAA9OrfhdAxCThYTn4xO/aazJf56epP8y4S124+yIBM8Yxin5e88cA7rdx6X5+zUtgUWThkKe7uyLzl+ufkA05Z8Jfd74dSh6N21LXuupmthXshunLxwXZ67WeMg9lpwsLfhdAxCT/b0WTQ+GT5ffk3fvrCN85LHz90gf88xXzp0/6ANpo7uzfbDfMH01b4z2LL3JPszc37z8klo0tCf/bmma6C82NiEFHT/bB76dW+HKaPKchvCUf6eZD7jjmxfKB/yk7BI9Px8IVo2fwW7vix7z2p61PSe0uTztWJtzPt6zOx12LpiMt5t2UTTskUTP3/VHpw4fw3bQqaizZuN5XWXv3/2b5qLZo0DORtPTb/zanpvvux9XbFIQ31vVtRAnc/Zv56+QO9Ri/Dgym6FL3qV+WzU5Pdjee3MFyHDp65GfkEhju9czNm1R4lIAVLA8BQwaBg+fPoqgtftY3/BM7/IM7JycOPOIzwOjcTCKUM4vRpu3XuM5JQMvNOyCQoKirBk3TdgYPyrlZPZfnYd/B7Hzv4M5o8KSwszfDFrHfx8PViIS0rJwKmL19GtU2tYW1pg//HL2HvkIq6d3Mi2ffD4GcKex6Dd283YO9vb9p3Gtn1ncO/yToO5Q1z+hzcDLMyXAOXQsWbbUdZXrmH42Lmf4ePpiiYNAxAdl4ThU0IwvN9H7JcozB2Jd3pMwLhhPTDgkw74+cZ9TJy/CZcOrYa3hwtquha27z+Lt99ojCB/H8QnpmDA2KUY1LMjRg7syuk1KfRkzPuDgZgrv97D0vX7wQcMb95zEh3btoCvlytu3X3Mfql0+KsFaNygLv54FIaB45Zh/6Y5aFy/LjbuPoHvr9zEj0fWsneQX3YNlGvL3Ilk/GO+bBve70ODhGFGi73rZuGNpvVZWWYu245zP9zkFIZrek9p8vla7iUDDcz1wFyThgrDzBdzzPuBOZ5HxaPr4Nnsv7mG4Zp+59X03nzZ+5rem5U/+dX5nK0Jhvn8/chUz3wZwnxpfOrir2gQWJtgWOi/zKk+UkDgChg0DM8I3saC0o7V06q16c6Dp1i99TD7i//9d15Hvx4d0Lh+2d3cfmOC0bp5I1z59S7+396dx/lY9X8c/9hbZN+TUtrLUiQiIoQpSbKTtbFlv8eSGmVJ2ZWyVIgKUSRClrhtKSnc+UU3ilJKIUuW2/14H7/r23e+vvOdmZi5Z1yv81eZ73Y9zznXdX3O+ZxzffPvPW6m9uluLeyyS7MkWO0fLF5jvQdPCIysaqZEs4ua8VVZtOJT6x47zrYsf+OcNCQv8NNNiW5OQsvMD1bY2Ndm27J3R1mmjHHTcxP8YWn0BZ7J0H5PuJvt5e+OcmmtocHw8jVf2Mjxs1xwIrv+3ZrbDdcWdtblSt9i9aPOzt6qaHYhqlo5q1H5rgRVNHOy98f99vrIGDcrrNmjLxZPtMz/n65eq2mMC4ybPFLtnM8KbQvBLzh58pRVqd/NOrd6xB576L4Ef8fF+ILFn3xm/Z6fFAiGVb9K0VMmhLIkOras6/qOyvMvvWUZM2awb3f9YOq795UvaZ1bP+IGLhJTZN2wThU38KC28/WO3YHZS92g3/doV3fjpRuw0BLcBvQ3pQl26jvKCuTNbYf+OGqFC+bxZTCsdr/r+33uPKuZuOoNe7p+tmff/oBtQnVa5Mr8dvDwH7Zmw1Zr9HBVq1W1bMTqvNDnVy1ZaBA9wLq3e8wGjJhiw55u77uZYQUgyliZ9lI/K3Xb9c4hU8aMNn3OkkAwfHagdqH9tP83l0mhumrfoo5r/+16DrOnujZzA00q6k86x774dHs3GBWphF7zkto3g/s1fTO8dPB59uSp09a040B7oX+0XV04v3vDuMnvu8F2DcwmFAxHOjdeiOujsnIWLF1nUdXK28Jl6wmGE3Nx4zUIIBCvgK+D4QVL11uv515xJ/fK5Uq6mbjg9Znf7f3Zajb5h0ubrFi2uC1avsHmLFxpS2eOcAHqrZUfd2nOrRvXdus7lTab2PRkBcI7du4NnMTL1Iy2gTGtAzf1//pml9VvF2trPnj5nPXFuiHRqOiq98fG+b2ff/WNzVu82lat/8p6RDew2lXv9k3T926W5NWxzyi7+foi1q9LszjBsLzrtOznBhzuvbu4TZu9xDZs2maL3h5mb7+/1GbOW24fvfWCq1vvYr9i9ijLm/vcNdpxAtZTp61Go55Wu2o511Y0GDF5xkJbMG1o4GW66bvmqoKBFNzg94e2Bf1NKWCvv7PQPln3peXNnd0G925rWS+/1Df1GXygocGwbr6LFS1suXNksxVrN9nICbNszbyXXYq6MioUBHdtW8+9ZsSrM63sHTcnKgjVMgQNWnizfkpzz5k9q2tHXlGfDzcrqJvH4Dag1w8eM9127Nxj41/oYTGDJvg2GJ4/dYhFNe9jM8fH2ocfr7X/nDlj2bJeZhu3bA8EwwnV6cp1X7pBqRK3Xudm6RNKyb2Q51dlejzeZYi7BijbQ+dqPwbDObJlNS2Z10BibI/HrXK9rrZw+lCr2SQmEAyrr2ow6qpCee37vT9b56fGBPqL+qaur4N6t3HdSRkwS1Z+lqhAJvSal5S+Gdqv6ZsJB8O6/pSq3tZmT3rWbipWxL2h75CJlitnNusZ3SBJwXDoufF8r49qY8+NnGKzJg6wlWu/dNdb0qR9eWvAQSNwwQR8HQxr5kYzCEopVjClck+Z26xXh4Z2fdHCbiR0/sdrbfgzHdzfTp06bQ3bPxu4QOjG2Bsl198HjX7TDh85Zs/3bRexgrxZC62X07o5jbjfdl/LODfZ3+7aaw893s8+njHcCubPHfi87Tv3WOMOA61F/Rruxiy4KPXww6XrbMu2f1t084fCzkJesJaTyj4oOBhWyniLLkNcYDtz3opAmvSY12bbhx+vc+nKKto0TenMLw3uYrfeUNTN+nn1qUDmlwO/24jYjgke6TPD3jANrHz45vNuNlopmR8t/zTOBVo3b1kvu9Riez4e5/NC24L3R92AazZ0247dli9PThvSt50VzJcrwd9yMb4gNBg+ffo/9n/ffmfbdnznZpfGvj7HrUnVwJRuuBUoeRkWsz9cadNmL7b3Xh8YkebI0ePWtNNAy3r5ZTZ5VG/LkCG9tes1zG68rkicAQwFQqrD0IGm0DagwZXJMz5yAaCCdGUe+HVmWANUWnetwaj1X3zt+t+8RavjBMMJ1emN111lXds+mqjmfSHPr0ohVd9VUQCs9Hg/B8NN6t1vVet3t3vvLmH58+S0Pk82sTuqt42TJq1rl5Ya7T/wu73xzkJr0yTKXa+8GUENXF1++SV2X72u7lr7UPV7ItZruGteYvtmuH5N30zZYPhCXh83b9tprboNdRlYytDTADbBcKJOi7wIAQQiCPg6GA520cyuTrRKL86cKZO7udbswtJVG003YsFFaV8KmkODYa1B1sXfC7bCua/esMXdZGtNcnDaq26wNGJevVJp97ZwM8NKMWzWeZDbfEszhbphD1c0Q6wNtxQMJjY9NK33kuBgWDt1y1gzurlyZAsEw6pPleDBCqXPKXBSOt+T/cdYruzZ3A1ehTqdbdSznVw9RyoaMHl58vv2zqvPBNLnEzvyHV9bCP4+DZS07TXMCuTN5TIH/FiCg2Hd3EbHjHCBcJUKpaxgvtxuI6u3x/V3m86FBsNabjBi/KyIfVIDD136j7F9Px+wqWP6BjYqUxCkmay+TzYNsIebGQ7XBrSZm9ILi11zpXuv1j0rxTB4KcTFXpfBffLgoSMuy0ZLSdT/ZObNDCe1TiO5Xejzq5ca/2hUJbdfg8qUWYuscvmSLojz0vMv9rrUEgDNDCvzxdtMSzP+hQrkiRMMa5mCUqWr3FPKrr6qgEtlbVavurVsWNMtG1CKvPZWKFQgt/3jufG26v0xdkmWzPHyxXfNS0zfjK9f0zdTLhi+0NdH7fGy9vOtLpPP3Sdt3+1mqetHVXLp+Mn5NJCLvY9zfAj4WcDXwfDRY3+es75XacZ9Bk+0TUsmuQ1zdn3/o40d1CVsGwkNhnWToM2UNLMUrnjrgBXUhO70rDXDekxBm8a13VtD1wxrVqVlt+fdJlla5xr6qJ7g79NOnJUe6RJn1vpib+ShwbAGNhpGD3Az7wqYtIGW1n5rgzRvllA34XfVirYRsR1cCqbSyxVoqX4027jkneHxDjhoxmj4qzPcqPSU0b3tlhuuCRB7MyBqQ3qMlopuwJrXrx6YrY/UFkLravCYaW7N+oXaeTettQXNumt2QRtoaXBKgxbBywfUD/9uMKy1jE8+NcaOHfvTpTMH79itdYmagfb2FAhdMxypDcyYu8z0+BGvaKMXDcw8WK2cNahTJa1Vwd/6vaF9UoOFZUvd7DYGDA6Gk1qn8f2Y5Di/arMsLacILqMnzXZ7CUTdX86lTvuhBAfD3+39yf756RZrXLeq6RFw3sywBn+UaaNZO9WzSnTMcCtb6hYXDKsoa0a7UmsjQZ0zI832R7rmJdQ3I/Vr+mb4Fht8nlVqc8n7Wwc2E9Q7kpImnVzXR12jtRu9V7R5qJ6moaVuTetVc08DoSCAAAJJFfB1MNym54tW/OZrXcpjwfx53Pq+QaOnuU2PtDnVxs3fWLPOg91MRs2qZU2zG1rjVLr4jVas6JVuZthLmVy1frNbx6uRc23AE1rmLlrtLia9OzV2Aa1XtCZRJ3DNbr07/xOXbqYNuBSUebtJe48+0O/UZkDp05+dEdbr9DxirafSbOidJW609OnS2ciJ77r072WzRvhmpDT0xls+Cpp0o/1IrXtdMKzHr6jOFfyWL32bTZ21yMZNmWveumDNXCh1Txsz6SbNS7UN16m8xx9pJ/Jrry4YeIme8XzixCkrU/MJi+nYyBqH2U06UlvQTcSEaR+4wZLChfK5DIE2PV50gyRPNPPPbtLe80WzZMlkA4ZPNrN0rt6043PrHi/YnNeec7PlWhag5Ql/JxjWYJgGTFTvIwd0CqzJVv9SSvpfO9b2c5v+jJ70rpvp8naTjtQGQger/J4mHfpc9eBgOKl1Gq4/Juf5NfT7/Jwm7T12zDMJDoZ1TSwX1cENJlavVMat3dcMbocWdQLBsDdQq/d7u+uHq8+ErnmR+ubxP09E7Neh3+fHvukZxHee1d9173Nn8RusVaNa9sXm7fbU0ElW54EKiVoznFzXx9BglzTppN7y83oEEAgn4OtgWJu2vPb2ArfzpVeU/qYdoRXUqGgUe8jYtwLPi9Xo96tDu5t2N1UwrDRK7/m+GimP6dQ47KztsyOnmkakQ4s3S6xZSt04aKMYFa1/1Iy01qBqt0Rv3Vrw+72UQ81Ong0Yzhb9dqVR333nLb5p9V4wvHb+OLc5j4rWmun5rl4wrH97Zepc02M3VHRh1UBH1Yp/DU4oONb6xmWzRgbaQDhEzfR668yD/65Ns9RG9LxobZrlFe2iqlRslUhtQTeRWu8cPPr98AMV7OnuLXzzmCwZeemu+m+lqmtg4bprrnSPI+se+7IblFJROqasvcchKU1aN3B/ZVhsMD1rOtzSBfV7pcmHFvVpbU6nFPWX3njP7SngtZcJL/ZwO+mqJNQGgj/Xjzfc4fqkZxIcDCe1TsP1x+Q8v4Z+n1+DYQ3chj4nOzgY1lp9XU/V31S007v+rvOeHjnnFS1hyZI5U7wZV3pdQte8SH0zoX4dWp9+7JueQXznWf192T83uowc3d/omqY6q3BXcTfg7y3jiu85wwmdG//u9TE0o45gONzZkH9DAIGkCvg6GPaw9CxQpVXlyZU9bMChC682W1LKa/AMh5cmfW2RQqYZrEhrnxJbMRqp1eN09FuSUjS79euBQ3bGzli+3DndRi+U8AKaOdAMRYF8uSKmm5+vnzYF2rf/gOXLnSOQLp3Yz9TgyK+/HbQ8uXIk6lFdif3ctPQ69Uvt7B1uF23Vn9bMKzMiuYvay4HfDlmBfLnpV8mInRJ1+nfPr8l42BfdR+vcpetpuA3/9O+aPfY2jzzfg6dvnq+gWaTzrHdf4U0OnP+3/fUJ53N9vJC/g89CAAEECIbPow2Erhk+j4/irQgggAACCFzUAtp87K05H9vC6S8wsHRR1zQHhwACCKQdAYLh86grrVNTCmdSZ3HP4yt5KwIIIIAAAmlSQBsgKbtKO79TEEAAAQQQSA0CBMOpoRb4DQgggAACCCCAAAIIIIAAAikqQDCcotx8GQIIIIAAAggggAACCCCAQGoQIBhODbXAb0AAAQQQQAABBBB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+ "image/png": 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