diff --git a/notebooks/btcusdt_dataset.ipynb b/notebooks/btcusdt_dataset.ipynb index 0596dd3..282bfe3 100644 --- a/notebooks/btcusdt_dataset.ipynb +++ b/notebooks/btcusdt_dataset.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -58,12 +58,14 @@ " logging.info(\"Inserted %d new intervals.\", num_new_intervals)\n", " logging.info(\"Fixed %d intervals.\", num_fixed_intervals)\n", "\n", - " return pd.DataFrame(preprocessed_data)" + " result = pd.DataFrame(preprocessed_data)\n", + " result = result.reset_index(drop=True)\n", + " return result" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -98,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -109,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -117,7 +119,7 @@ "output_type": "stream", "text": [ "INFO:root:================================================================================\n", - "INFO:root:Loading dataset '../data/btc-usdt-5m.csv' with interval 0 days 00:05:00\n", + "INFO:root:Loading dataset '../data/raw_data/btc-usdt-5m.csv' with interval 0 days 00:05:00\n", "INFO:root:Inserted 1715 new intervals.\n", "INFO:root:Fixed 17 intervals.\n", "INFO:root:There is the same interval between all open times: 0 days 00:05:00\n", @@ -147139,22 +147141,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:05:00 4261.48 4261.48 4261.48 4261.48 \n", - "2 2017-08-17 04:10:00 4261.48 4261.48 4261.48 4261.48 \n", - "3 2017-08-17 04:15:00 4261.48 4264.88 4261.48 4261.48 \n", - "4 2017-08-17 04:20:00 4264.88 4266.29 4264.88 4266.29 \n", + " open_time open_price ... volume close_time\n", + "0 2017-08-17 04:00:00 4261.48 ... 2.189061 2017-08-17 04:04:59.999\n", + "1 2017-08-17 04:05:00 4261.48 ... 0.000000 2017-08-17 04:09:59.999\n", + "2 2017-08-17 04:10:00 4261.48 ... 0.000000 2017-08-17 04:14:59.999\n", + "3 2017-08-17 04:15:00 4261.48 ... 0.484666 2017-08-17 04:19:59.999\n", + "4 2017-08-17 04:20:00 4264.88 ... 2.328570 2017-08-17 04:24:59.999\n", "\n", - " volume close_time \n", - "0 2.189061 2017-08-17 04:04:59.999 \n", - "1 0.000000 2017-08-17 04:09:59.999 \n", - "2 0.000000 2017-08-17 04:14:59.999 \n", - "3 0.484666 2017-08-17 04:19:59.999 \n", - "4 2.328570 2017-08-17 04:24:59.999 " + "[5 rows x 7 columns]" ] }, - "execution_count": 23, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -147166,7 +147163,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 64, "metadata": {}, "outputs": [ { @@ -147174,7 +147171,7 @@ "output_type": "stream", "text": [ "INFO:root:================================================================================\n", - "INFO:root:Loading dataset '../data/btc-usdt-15m.csv' with interval 0 days 00:15:00\n", + "INFO:root:Loading dataset '../data/raw_data/btc-usdt-15m.csv' with interval 0 days 00:15:00\n", "INFO:root:Inserted 565 new intervals.\n", "INFO:root:Fixed 16 intervals.\n", "INFO:root:There is the same interval between all open times: 0 days 00:15:00\n", @@ -197732,22 +197729,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:15:00 4261.48 4270.41 4261.32 4261.45 \n", - "2 2017-08-17 04:30:00 4280.00 4310.07 4267.99 4310.07 \n", - "3 2017-08-17 04:45:00 4310.07 4313.62 4291.37 4308.83 \n", - "4 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4304.31 \n", + " open_time open_price ... volume close_time\n", + "0 2017-08-17 04:00:00 4261.48 ... 2.189061 2017-08-17 04:14:59.999\n", + "1 2017-08-17 04:15:00 4261.48 ... 9.119865 2017-08-17 04:29:59.999\n", + "2 2017-08-17 04:30:00 4280.00 ... 21.923552 2017-08-17 04:44:59.999\n", + "3 2017-08-17 04:45:00 4310.07 ... 13.948531 2017-08-17 04:59:59.999\n", + "4 2017-08-17 05:00:00 4308.83 ... 5.101153 2017-08-17 05:14:59.999\n", "\n", - " volume close_time \n", - "0 2.189061 2017-08-17 04:14:59.999 \n", - "1 9.119865 2017-08-17 04:29:59.999 \n", - "2 21.923552 2017-08-17 04:44:59.999 \n", - "3 13.948531 2017-08-17 04:59:59.999 \n", - "4 5.101153 2017-08-17 05:14:59.999 " + "[5 rows x 7 columns]" ] }, - "execution_count": 25, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -197759,7 +197751,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -197767,7 +197759,7 @@ "output_type": "stream", "text": [ "INFO:root:================================================================================\n", - "INFO:root:Loading dataset '../data/btc-usdt-30m.csv' with interval 0 days 00:30:00\n", + "INFO:root:Loading dataset '../data/raw_data/btc-usdt-30m.csv' with interval 0 days 00:30:00\n", "INFO:root:Inserted 275 new intervals.\n", "INFO:root:Fixed 16 intervals.\n", "INFO:root:There is the same interval between all open times: 0 days 00:30:00\n", @@ -223513,22 +223505,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.32 4261.45 \n", - "1 2017-08-17 04:30:00 4280.00 4313.62 4267.99 4308.83 \n", - "2 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4320.00 \n", - "3 2017-08-17 05:30:00 4320.00 4320.00 4291.37 4315.32 \n", - "4 2017-08-17 06:00:00 4330.29 4330.29 4309.37 4311.02 \n", + " open_time open_price ... volume close_time\n", + "0 2017-08-17 04:00:00 4261.48 ... 11.308926 2017-08-17 04:29:59.999\n", + "1 2017-08-17 04:30:00 4280.00 ... 35.872083 2017-08-17 04:59:59.999\n", + "2 2017-08-17 05:00:00 4308.83 ... 21.048648 2017-08-17 05:29:59.999\n", + "3 2017-08-17 05:30:00 4320.00 ... 2.186268 2017-08-17 05:59:59.999\n", + "4 2017-08-17 06:00:00 4330.29 ... 3.566277 2017-08-17 06:29:59.999\n", "\n", - " volume close_time \n", - "0 11.308926 2017-08-17 04:29:59.999 \n", - "1 35.872083 2017-08-17 04:59:59.999 \n", - "2 21.048648 2017-08-17 05:29:59.999 \n", - "3 2.186268 2017-08-17 05:59:59.999 \n", - "4 3.566277 2017-08-17 06:29:59.999 " + "[5 rows x 7 columns]" ] }, - "execution_count": 26, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -223547,7 +223534,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -223568,14 +223555,14 @@ "\n", "\n", "# VIX daily data https://www.cboe.com/tradable_products/vix/vix_historical_data/\n", - "vix_data = pd.read_csv(\"../data/VIX_History.csv\", usecols=[\"DATE\", \"CLOSE\"])\n", + "vix_data = pd.read_csv(\"../data/raw_data/VIX_History.csv\", usecols=[\"DATE\", \"CLOSE\"])\n", "vix_data.rename(columns=lambda x: x.lower().replace(\" \", \"_\"), inplace=True)\n", "vix_data['date'] = pd.to_datetime(vix_data['date'])" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -297234,15 +297221,6 @@ 12.23, 12.23, 12.23, - 12.23, - 12.23, - 12.23, - 12.23, - 12.23, - 12.23, - 12.23, - 12.23, - 12.23, 11.63, 11.63, 11.63, @@ -297300,6 +297278,7 @@ 11.55, 11.55, 11.55, + 11.55, 12.12, 12.12, 12.12, @@ -297386,7 +297365,6 @@ 12.12, 12.12, 12.12, - 12.12, 10.73, 10.73, 10.73, @@ -297444,6 +297422,7 @@ 10.58, 10.58, 10.58, + 10.58, 10.5, 10.5, 10.5, @@ -297674,7 +297653,6 @@ 9.78, 9.78, 9.78, - 9.78, 9.67, 9.67, 9.67, @@ -297790,7 +297768,7 @@ 9.59, 9.59, 9.59, - 10.21, + 9.59, 10.21, 10.21, 10.21, @@ -297876,6 +297854,7 @@ 9.87, 9.87, 9.87, + 9.87, 9.55, 9.55, 9.55, @@ -297991,7 +297970,7 @@ 9.51, 9.51, 9.51, - 9.51, + 9.45, 9.45, 9.45, 9.45, @@ -298106,7 +298085,7 @@ 9.19, 9.19, 9.19, - 9.19, + 9.65, 9.65, 9.65, 9.65, @@ -298250,7 +298229,6 @@ 10.08, 10.08, 10.08, - 10.08, 9.85, 9.85, 9.85, @@ -298308,7 +298286,7 @@ 9.91, 9.91, 9.91, - 9.61, + 9.91, 9.61, 9.61, 9.61, @@ -298452,6 +298430,7 @@ 10.31, 10.31, 10.31, + 10.31, 10.07, 10.07, 10.07, @@ -298682,7 +298661,6 @@ 11.23, 11.23, 11.23, - 11.23, 11.3, 11.3, 11.3, @@ -298798,7 +298776,7 @@ 9.8, 9.8, 9.8, - 10.5, + 9.8, 10.5, 10.5, 10.5, @@ -298884,6 +298862,7 @@ 10.2, 10.2, 10.2, + 10.2, 9.93, 9.93, 9.93, @@ -298999,7 +298978,7 @@ 9.14, 9.14, 9.14, - 9.14, + 9.4, 9.4, 9.4, 9.4, @@ -299114,7 +299093,7 @@ 10.5, 10.5, 10.5, - 10.5, + 11.29, 11.29, 11.29, 11.29, @@ -299258,7 +299237,6 @@ 11.59, 11.59, 11.59, - 11.59, 13.13, 13.13, 13.13, @@ -299316,6 +299294,7 @@ 11.76, 11.76, 11.76, + 11.76, 11.43, 11.43, 11.43, @@ -299402,7 +299381,6 @@ 11.43, 11.43, 11.43, - 11.43, 10.65, 10.65, 10.65, @@ -299460,6 +299438,7 @@ 9.73, 9.73, 9.73, + 9.73, 9.88, 9.88, 9.88, @@ -299690,7 +299669,6 @@ 10.7, 10.7, 10.7, - 10.7, 11.28, 11.28, 11.28, @@ -299835,7 +299813,7 @@ 11.68, 11.68, 11.68, - 11.68, + 11.33, 11.33, 11.33, 11.33, @@ -300123,7 +300101,6 @@ 10.49, 10.49, 10.49, - 10.49, 9.42, 9.42, 9.42, @@ -300268,7 +300245,6 @@ 10.03, 10.03, 10.03, - 10.03, 9.72, 9.72, 9.72, @@ -300326,6 +300302,7 @@ 9.62, 9.62, 9.62, + 9.62, 9.9, 9.9, 9.9, @@ -300441,7 +300418,7 @@ 9.9, 9.9, 9.9, - 9.9, + 10.25, 10.25, 10.25, 10.25, @@ -300672,9 +300649,6 @@ 9.77, 9.77, 9.77, - 9.77, - 9.77, - 9.15, 9.15, 9.15, 9.15, @@ -300818,7 +300792,7 @@ 9.22, 9.22, 9.22, - 9.52, + 9.22, 9.52, 9.52, 9.52, @@ -301106,7 +301080,7 @@ 11.91, 11.91, 11.91, - 12.22, + 11.91, 12.22, 12.22, 12.22, @@ -301250,7 +301224,7 @@ 11.03, 11.03, 11.03, - 11.1, + 11.03, 11.1, 11.1, 11.1, @@ -301538,7 +301512,7 @@ 13.47, 13.47, 13.47, - 17.31, + 13.47, 17.31, 17.31, 17.31, @@ -301683,47 +301657,6 @@ 29.98, 29.98, 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 27.73, 27.73, 27.73, 27.73, @@ -305698,20 +305631,6 @@ 13.77, 13.77, 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, - 13.77, 17.33, 17.33, 17.33, @@ -305914,16 +305833,6 @@ 16.09, 16.09, 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 16.09, - 15.6, 15.6, 15.6, 15.6, @@ -306009,6 +305918,7 @@ 16.14, 16.14, 16.14, + 16.14, 14.97, 14.97, 14.97, @@ -306239,7 +306149,7 @@ 12.58, 12.58, 12.58, - 12.58, + 12.18, 12.18, 12.18, 12.18, @@ -306383,7 +306293,7 @@ 12.06, 12.06, 12.06, - 12.06, + 12.1, 12.1, 12.1, 12.1, @@ -306527,7 +306437,7 @@ 12.86, 12.86, 12.86, - 12.86, + 12.62, 12.62, 12.62, 12.62, @@ -306815,7 +306725,7 @@ 13.15, 13.15, 13.15, - 13.15, + 12.19, 12.19, 12.19, 12.19, @@ -306959,7 +306869,7 @@ 11.27, 11.27, 11.27, - 11.27, + 10.93, 10.93, 10.93, 10.93, @@ -307247,7 +307157,7 @@ 13.45, 13.45, 13.45, - 13.45, + 12.64, 12.64, 12.64, 12.64, @@ -307391,7 +307301,7 @@ 12.86, 12.86, 12.86, - 12.86, + 12.25, 12.25, 12.25, 12.25, @@ -307535,7 +307445,7 @@ 11.99, 11.99, 11.99, - 11.99, + 12.16, 12.16, 12.16, 12.16, @@ -307823,7 +307733,7 @@ 13.91, 13.91, 13.91, - 13.91, + 14.65, 14.65, 14.65, 14.65, @@ -307967,7 +307877,7 @@ 14.16, 14.16, 14.16, - 14.16, + 13.22, 13.22, 13.22, 13.22, @@ -308255,7 +308165,7 @@ 11.8, 11.8, 11.8, - 11.8, + 11.68, 11.68, 11.68, 11.68, @@ -308399,7 +308309,7 @@ 12.42, 12.42, 12.42, - 12.42, + 12.89, 12.89, 12.89, 12.89, @@ -308543,7 +308453,7 @@ 12.12, 12.12, 12.12, - 12.12, + 12, 12, 12, 12, @@ -308831,7 +308741,7 @@ 22.96, 22.96, 22.96, - 22.96, + 24.98, 24.98, 24.98, 24.98, @@ -308975,11 +308885,6 @@ 21.3, 21.3, 21.3, - 21.3, - 21.3, - 21.3, - 21.3, - 21.3, 17.62, 17.62, 17.62, @@ -309037,6 +308942,7 @@ 17.4, 17.4, 17.4, + 17.4, 20.06, 20.06, 20.06, @@ -309152,7 +309058,7 @@ 19.89, 19.89, 19.89, - 19.89, + 19.64, 19.64, 19.64, 19.64, @@ -309267,7 +309173,7 @@ 24.22, 24.22, 24.22, - 24.22, + 24.16, 24.16, 24.16, 24.16, @@ -309411,7 +309317,6 @@ 23.35, 23.35, 23.35, - 23.35, 21.23, 21.23, 21.23, @@ -309469,6 +309374,7 @@ 19.34, 19.34, 19.34, + 19.34, 19.51, 19.51, 19.51, @@ -309555,7 +309461,6 @@ 19.51, 19.51, 19.51, - 19.51, 19.96, 19.96, 19.96, @@ -309613,6 +309518,7 @@ 19.91, 19.91, 19.91, + 19.91, 16.36, 16.36, 16.36, @@ -309757,15 +309663,6 @@ 17.36, 17.36, 17.36, - 17.36, - 17.36, - 17.36, - 17.36, - 17.36, - 17.36, - 17.36, - 17.36, - 17.36, 20.45, 20.45, 20.45, @@ -309823,7 +309720,7 @@ 20.02, 20.02, 20.02, - 21.25, + 20.02, 21.25, 21.25, 21.25, @@ -309967,7 +309864,7 @@ 18.14, 18.14, 18.14, - 20.1, + 18.14, 20.1, 20.1, 20.1, @@ -310255,7 +310152,7 @@ 18.49, 18.49, 18.49, - 18.79, + 18.49, 18.79, 18.79, 18.79, @@ -310399,7 +310296,7 @@ 16.44, 16.44, 16.44, - 20.74, + 16.44, 20.74, 20.74, 20.74, @@ -310687,7 +310584,7 @@ 20.65, 20.65, 20.65, - 21.63, + 20.65, 21.63, 21.63, 21.63, @@ -310975,7 +310872,7 @@ 30.11, 30.11, 30.11, - 36.07, + 30.11, 36.07, 36.07, 36.07, @@ -311263,7 +311160,7 @@ 23.22, 23.22, 23.22, - 25.45, + 23.22, 25.45, 25.45, 25.45, @@ -311407,7 +311304,7 @@ 21.4, 21.4, 21.4, - 20.47, + 21.4, 20.47, 20.47, 20.47, @@ -311695,7 +311592,7 @@ 18.06, 18.06, 18.06, - 17.8, + 18.06, 17.8, 17.8, 17.8, @@ -311839,7 +311736,7 @@ 20.8, 20.8, 20.8, - 19.52, + 20.8, 19.52, 19.52, 19.52, @@ -311983,7 +311880,7 @@ 17.42, 17.42, 17.42, - 18.87, + 17.42, 18.87, 18.87, 18.87, @@ -312271,7 +312168,7 @@ 15.38, 15.38, 15.38, - 16.37, + 15.38, 16.37, 16.37, 16.37, @@ -312415,7 +312312,7 @@ 15.97, 15.97, 15.97, - 15.43, + 15.97, 15.43, 15.43, 15.43, @@ -312703,7 +312600,7 @@ 14.46, 14.46, 14.46, - 13.51, + 14.46, 13.51, 13.51, 13.51, @@ -312847,6 +312744,7 @@ 15.17, 15.17, 15.17, + 15.17, 14.7, 14.7, 14.7, @@ -312904,7 +312802,7 @@ 14.7, 14.7, 14.7, - 14.7, + 13.57, 13.57, 13.57, 13.57, @@ -313019,7 +312917,6 @@ 14.63, 14.63, 14.63, - 14.63, 14.74, 14.74, 14.74, @@ -313107,13 +313004,6 @@ 16.59, 16.59, 16.59, - 16.59, - 16.59, - 16.59, - 16.59, - 16.59, - 16.59, - 16.59, 16.05, 16.05, 16.05, @@ -315015,18 +314905,6 @@ 16.04, 16.04, 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, - 16.04, 20.55, 20.55, 20.55, @@ -315660,7 +315538,6 @@ 18.86, 18.86, 18.86, - 18.86, 16.97, 16.97, 16.97, @@ -315920,7 +315797,7 @@ 15.91, 15.91, 15.91, - 15.91, + 15.82, 15.82, 15.82, 15.82, @@ -316064,7 +315941,7 @@ 15.35, 15.35, 15.35, - 15.35, + 15.15, 15.15, 15.15, 15.15, @@ -316352,7 +316229,7 @@ 15.82, 15.82, 15.82, - 15.82, + 15.08, 15.08, 15.08, 15.08, @@ -316496,7 +316373,7 @@ 12.93, 12.93, 12.93, - 12.93, + 12.57, 12.57, 12.57, 12.57, @@ -316640,7 +316517,7 @@ 13.28, 13.28, 13.28, - 13.28, + 13.96, 13.96, 13.96, 13.96, @@ -316928,7 +316805,7 @@ 13.97, 13.97, 13.97, - 13.97, + 13.53, 13.53, 13.53, 13.53, @@ -317072,7 +316949,7 @@ 13.53, 13.53, 13.53, - 13.53, + 12.61, 12.61, 12.61, 12.61, @@ -317360,7 +317237,7 @@ 17.87, 17.87, 17.87, - 17.87, + 17.61, 17.61, 17.61, 17.61, @@ -317504,7 +317381,7 @@ 20.17, 20.17, 20.17, - 20.17, + 19.49, 19.49, 19.49, 19.49, @@ -317648,16 +317525,6 @@ 17.97, 17.97, 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, - 17.97, 21.09, 21.09, 21.09, @@ -317773,7 +317640,7 @@ 21.18, 21.18, 21.18, - 18.47, + 21.18, 18.47, 18.47, 18.47, @@ -317917,7 +317784,7 @@ 17.5, 17.5, 17.5, - 15.8, + 17.5, 15.8, 15.8, 15.8, @@ -318061,7 +317928,7 @@ 19.87, 19.87, 19.87, - 19.32, + 19.87, 19.32, 19.32, 19.32, @@ -318349,7 +318216,7 @@ 17.33, 17.33, 17.33, - 16.27, + 17.33, 16.27, 16.27, 16.27, @@ -318493,7 +318360,7 @@ 15.27, 15.27, 15.27, - 15.2, + 15.27, 15.2, 15.2, 15.2, @@ -318781,7 +318648,7 @@ 14.05, 14.05, 14.05, - 15.32, + 14.05, 15.32, 15.32, 15.32, @@ -318925,7 +318792,7 @@ 17.05, 17.05, 17.05, - 15.96, + 17.05, 15.96, 15.96, 15.96, @@ -319069,7 +318936,7 @@ 17.22, 17.22, 17.22, - 16.24, + 17.22, 16.24, 16.24, 16.24, @@ -319357,7 +319224,7 @@ 18.64, 18.64, 18.64, - 17.57, + 18.64, 17.57, 17.57, 17.57, @@ -319501,7 +319368,7 @@ 14.57, 14.57, 14.57, - 13.54, + 14.57, 13.54, 13.54, 13.54, @@ -319789,7 +319656,7 @@ 13.71, 13.71, 13.71, - 12.65, + 13.71, 12.65, 12.65, 12.65, @@ -319933,7 +319800,7 @@ 13.2, 13.2, 13.2, - 12.33, + 13.2, 12.33, 12.33, 12.33, @@ -320077,7 +319944,7 @@ 12.3, 12.3, 12.3, - 12.83, + 12.3, 12.83, 12.83, 12.83, @@ -320193,9 +320060,6 @@ 12.73, 12.73, 12.73, - 12.73, - 12.73, - 12.07, 12.07, 12.07, 12.07, @@ -320339,6 +320203,7 @@ 12.68, 12.68, 12.68, + 12.68, 13, 13, 13, @@ -320396,7 +320261,7 @@ 13.05, 13.05, 13.05, - 13.05, + 12.05, 12.05, 12.05, 12.05, @@ -320540,9 +320405,6 @@ 12.86, 12.86, 12.86, - 12.86, - 12.86, - 12.86, 12.78, 12.78, 12.78, @@ -322732,7 +322594,6 @@ 17.97, 17.97, 17.97, - 17.97, 16.05, 16.05, 16.05, @@ -322992,7 +322853,7 @@ 13.74, 13.74, 13.74, - 13.74, + 14.15, 14.15, 14.15, 14.15, @@ -323136,14 +322997,7 @@ 13.68, 13.68, 13.68, - 13.68, - 13.68, - 13.68, - 13.68, - 13.68, - 13.68, - 13.68, - 13.68, + 14.83, 14.83, 14.83, 14.83, @@ -323431,9 +323285,7 @@ 39.16, 39.16, 39.16, - 39.16, - 39.16, - 39.16, + 40.11, 40.11, 40.11, 40.11, @@ -323577,7 +323429,6 @@ 36.82, 36.82, 36.82, - 36.82, 31.99, 31.99, 31.99, @@ -323808,6 +323659,7 @@ 53.9, 53.9, 53.9, + 53.9, 75.47, 75.47, 75.47, @@ -323923,7 +323775,7 @@ 57.83, 57.83, 57.83, - 57.83, + 82.69, 82.69, 82.69, 82.69, @@ -324009,7 +323861,6 @@ 76.45, 76.45, 76.45, - 76.45, 72, 72, 72, @@ -324125,7 +323976,7 @@ 66.04, 66.04, 66.04, - 61.59, + 66.04, 61.59, 61.59, 61.59, @@ -324240,7 +324091,7 @@ 61, 61, 61, - 65.54, + 61, 65.54, 65.54, 65.54, @@ -324384,6 +324235,7 @@ 53.54, 53.54, 53.54, + 53.54, 57.06, 57.06, 57.06, @@ -324441,7 +324293,7 @@ 50.91, 50.91, 50.91, - 50.91, + 46.8, 46.8, 46.8, 46.8, @@ -324585,7 +324437,6 @@ 46.7, 46.7, 46.7, - 46.7, 43.35, 43.35, 43.35, @@ -324816,6 +324667,7 @@ 40.84, 40.84, 40.84, + 40.84, 40.11, 40.11, 40.11, @@ -324931,10 +324783,7 @@ 38.15, 38.15, 38.15, - 38.15, - 38.15, - 38.15, - 38.15, + 43.83, 43.83, 43.83, 43.83, @@ -325020,7 +324869,6 @@ 41.98, 41.98, 41.98, - 41.98, 41.38, 41.38, 41.38, @@ -325136,7 +324984,7 @@ 35.93, 35.93, 35.93, - 33.29, + 35.93, 33.29, 33.29, 33.29, @@ -325251,7 +325099,7 @@ 34.15, 34.15, 34.15, - 37.19, + 34.15, 37.19, 37.19, 37.19, @@ -325395,6 +325243,7 @@ 33.61, 33.61, 33.61, + 33.61, 34.12, 34.12, 34.12, @@ -325452,7 +325301,7 @@ 31.44, 31.44, 31.44, - 31.44, + 27.98, 27.98, 27.98, 27.98, @@ -325596,7 +325445,6 @@ 33.04, 33.04, 33.04, - 33.04, 35.28, 35.28, 35.28, @@ -325827,6 +325675,7 @@ 27.99, 27.99, 27.99, + 27.99, 29.53, 29.53, 29.53, @@ -326028,7 +325877,6 @@ 27.62, 27.62, 27.62, - 27.62, 28.59, 28.59, 28.59, @@ -326144,7 +325992,7 @@ 27.51, 27.51, 27.51, - 28.23, + 27.51, 28.23, 28.23, 28.23, @@ -326259,7 +326107,7 @@ 25.81, 25.81, 25.81, - 24.52, + 25.81, 24.52, 24.52, 24.52, @@ -326432,6 +326280,7 @@ 27.57, 27.57, 27.57, + 27.57, 40.79, 40.79, 40.79, @@ -326460,7 +326309,7 @@ 40.79, 40.79, 40.79, - 40.79, + 36.09, 36.09, 36.09, 36.09, @@ -326604,7 +326453,6 @@ 33.67, 33.67, 33.67, - 33.67, 33.47, 33.47, 33.47, @@ -326778,10 +326626,6 @@ 31.77, 31.77, 31.77, - 31.77, - 31.77, - 31.77, - 31.77, 31.37, 31.37, 31.37, @@ -326868,7 +326712,7 @@ 32.22, 32.22, 32.22, - 34.73, + 32.22, 34.73, 34.73, 34.73, @@ -327012,7 +326856,7 @@ 30.43, 30.43, 30.43, - 28.62, + 30.43, 28.62, 28.62, 28.62, @@ -327156,7 +327000,7 @@ 27.68, 27.68, 27.68, - 27.94, + 27.68, 27.94, 27.94, 27.94, @@ -327444,7 +327288,7 @@ 27.76, 27.76, 27.76, - 28, + 27.76, 28, 28, 28, @@ -327588,7 +327432,7 @@ 24.46, 24.46, 24.46, - 24.84, + 24.46, 24.84, 24.84, 24.84, @@ -327876,7 +327720,7 @@ 24.76, 24.76, 24.76, - 24.46, + 24.76, 24.46, 24.46, 24.46, @@ -328020,7 +327864,7 @@ 23.76, 23.76, 23.76, - 22.99, + 23.76, 22.99, 22.99, 22.99, @@ -328164,7 +328008,7 @@ 22.21, 22.21, 22.21, - 22.13, + 22.21, 22.13, 22.13, 22.13, @@ -328452,7 +328296,7 @@ 22.54, 22.54, 22.54, - 22.72, + 22.54, 22.72, 22.72, 22.72, @@ -328596,7 +328440,7 @@ 22.37, 22.37, 22.37, - 22.03, + 22.37, 22.03, 22.03, 22.03, @@ -328884,7 +328728,7 @@ 33.6, 33.6, 33.6, - 30.75, + 33.6, 30.75, 30.75, 30.75, @@ -329028,7 +328872,7 @@ 31.46, 31.46, 31.46, - 28.81, + 31.46, 28.81, 28.81, 28.81, @@ -329172,7 +329016,7 @@ 26.87, 26.87, 26.87, - 25.85, + 26.87, 25.85, 25.85, 25.85, @@ -329460,7 +329304,7 @@ 28.58, 28.58, 28.58, - 28.51, + 28.58, 28.51, 28.51, 28.51, @@ -329604,7 +329448,7 @@ 26.19, 26.19, 26.19, - 26.27, + 26.19, 26.27, 26.27, 26.27, @@ -329892,7 +329736,7 @@ 26.36, 26.36, 26.36, - 25, + 26.36, 25, 25, 25, @@ -330036,7 +329880,7 @@ 26.07, 26.07, 26.07, - 26.4, + 26.07, 26.4, 26.4, 26.4, @@ -330180,7 +330024,7 @@ 27.41, 27.41, 27.41, - 29.18, + 27.41, 29.18, 29.18, 29.18, @@ -330468,7 +330312,7 @@ 40.28, 40.28, 40.28, - 37.59, + 40.28, 37.59, 37.59, 37.59, @@ -330612,7 +330456,7 @@ 37.13, 37.13, 37.13, - 35.55, + 37.13, 35.55, 35.55, 35.55, @@ -330900,7 +330744,7 @@ 25.35, 25.35, 25.35, - 23.1, + 25.35, 23.1, 23.1, 23.1, @@ -331044,7 +330888,7 @@ 22.71, 22.71, 22.71, - 23.84, + 22.71, 23.84, 23.84, 23.84, @@ -331188,6 +331032,7 @@ 23.7, 23.7, 23.7, + 23.7, 22.66, 22.66, 22.66, @@ -331216,8 +331061,6 @@ 22.66, 22.66, 22.66, - 22.66, - 21.64, 21.64, 21.64, 21.64, @@ -331852,11 +331695,6 @@ 22.89, 22.89, 22.89, - 22.89, - 22.89, - 22.89, - 22.89, - 22.89, 22.5, 22.5, 22.5, @@ -332001,7 +331839,6 @@ 21.57, 21.57, 21.57, - 21.57, 25.16, 25.16, 25.16, @@ -332088,7 +331925,7 @@ 23.31, 23.31, 23.31, - 23.31, + 21.53, 21.53, 21.53, 21.53, @@ -332232,7 +332069,7 @@ 21.7, 21.7, 21.7, - 21.7, + 23.08, 23.08, 23.08, 23.08, @@ -332520,7 +332357,7 @@ 22.37, 22.37, 22.37, - 22.37, + 21.56, 21.56, 21.56, 21.56, @@ -332664,7 +332501,7 @@ 23.33, 23.33, 23.33, - 23.33, + 22.21, 22.21, 22.21, 22.21, @@ -333096,7 +332933,7 @@ 37.21, 37.21, 37.21, - 37.21, + 30.21, 30.21, 30.21, 30.21, @@ -333240,7 +333077,7 @@ 30.24, 30.24, 30.24, - 30.24, + 25.56, 25.56, 25.56, 25.56, @@ -333327,8 +333164,6 @@ 21.77, 21.77, 21.77, - 21.77, - 21.77, 20.87, 20.87, 20.87, @@ -333501,7 +333336,7 @@ 21.99, 21.99, 21.99, - 21.25, + 21.99, 21.25, 21.25, 21.25, @@ -333645,7 +333480,7 @@ 19.97, 19.97, 19.97, - 21.46, + 19.97, 21.46, 21.46, 21.46, @@ -333933,9 +333768,7 @@ 28.89, 28.89, 28.89, - 27.95, - 27.95, - 27.95, + 28.89, 27.95, 27.95, 27.95, @@ -334050,6 +333883,7 @@ 23.35, 23.35, 23.35, + 23.35, 24.1, 24.1, 24.1, @@ -334107,7 +333941,6 @@ 26.67, 26.67, 26.67, - 26.67, 28.57, 28.57, 28.57, @@ -334223,7 +334056,7 @@ 24.66, 24.66, 24.66, - 25.47, + 24.66, 25.47, 25.47, 25.47, @@ -334338,7 +334171,7 @@ 21.91, 21.91, 21.91, - 20.69, + 21.91, 20.69, 20.69, 20.69, @@ -334482,6 +334315,7 @@ 19.79, 19.79, 19.79, + 19.79, 19.23, 19.23, 19.23, @@ -334539,7 +334373,7 @@ 21.58, 21.58, 21.58, - 21.58, + 20.95, 20.95, 20.95, 20.95, @@ -334683,7 +334517,6 @@ 20.3, 20.3, 20.3, - 20.3, 21.2, 21.2, 21.2, @@ -334914,7 +334747,7 @@ 19.4, 19.4, 19.4, - 17.33, + 19.4, 17.33, 17.33, 17.33, @@ -335058,6 +334891,7 @@ 17.91, 17.91, 17.91, + 17.91, 18.12, 18.12, 18.12, @@ -335115,7 +334949,6 @@ 17.16, 17.16, 17.16, - 17.16, 16.95, 16.95, 16.95, @@ -335231,6 +335064,7 @@ 16.69, 16.69, 16.69, + 16.69, 16.91, 16.91, 16.91, @@ -335259,10 +335093,6 @@ 16.91, 16.91, 16.91, - 16.91, - 16.65, - 16.65, - 16.65, 16.65, 16.65, 16.65, @@ -335349,6 +335179,7 @@ 16.57, 16.57, 16.57, + 16.57, 16.25, 16.25, 16.25, @@ -335435,12 +335266,6 @@ 16.25, 16.25, 16.25, - 16.25, - 16.25, - 16.25, - 16.25, - 16.25, - 16.25, 17.29, 17.29, 17.29, @@ -335556,7 +335381,7 @@ 18.71, 18.71, 18.71, - 18.71, + 17.33, 17.33, 17.33, 17.33, @@ -335700,7 +335525,7 @@ 17.56, 17.56, 17.56, - 17.56, + 17.28, 17.28, 17.28, 17.28, @@ -335844,7 +335669,7 @@ 18.61, 18.61, 18.61, - 18.61, + 18.31, 18.31, 18.31, 18.31, @@ -336132,7 +335957,7 @@ 27.59, 27.59, 27.59, - 27.59, + 23.13, 23.13, 23.13, 23.13, @@ -336276,7 +336101,7 @@ 19.72, 19.72, 19.72, - 19.72, + 21.34, 21.34, 21.34, 21.34, @@ -336564,7 +336389,7 @@ 16.74, 16.74, 16.74, - 16.74, + 16.76, 16.76, 16.76, 16.76, @@ -336708,7 +336533,7 @@ 17.9, 17.9, 17.9, - 17.9, + 17.48, 17.48, 17.48, 17.48, @@ -337140,7 +336965,7 @@ 18.15, 18.15, 18.15, - 18.15, + 17.75, 17.75, 17.75, 17.75, @@ -337284,7 +337109,7 @@ 17.89, 17.89, 17.89, - 17.89, + 16.66, 16.66, 16.66, 16.66, @@ -337572,7 +337397,7 @@ 15.48, 15.48, 15.48, - 15.48, + 15.07, 15.07, 15.07, 15.07, @@ -337716,7 +337541,7 @@ 16.44, 16.44, 16.44, - 16.44, + 16.2, 16.2, 16.2, 16.2, @@ -337860,7 +337685,7 @@ 16.18, 16.18, 16.18, - 16.18, + 16.17, 16.17, 16.17, 16.17, @@ -338148,7 +337973,7 @@ 17.91, 17.91, 17.91, - 17.91, + 17.69, 17.69, 17.69, 17.69, @@ -338292,7 +338117,7 @@ 17.58, 17.58, 17.58, - 17.58, + 19.36, 19.36, 19.36, 19.36, @@ -338580,11 +338405,6 @@ 17.28, 17.28, 17.28, - 17.28, - 16.15, - 16.15, - 16.15, - 16.15, 16.15, 16.15, 16.15, @@ -338729,7 +338549,6 @@ 16.79, 16.79, 16.79, - 16.79, 16.06, 16.06, 16.06, @@ -338960,6 +338779,7 @@ 21.57, 21.57, 21.57, + 21.57, 21.67, 21.67, 21.67, @@ -339075,7 +338895,7 @@ 18.56, 18.56, 18.56, - 18.56, + 17.15, 17.15, 17.15, 17.15, @@ -339161,7 +338981,6 @@ 16.79, 16.79, 16.79, - 16.79, 18.84, 18.84, 18.84, @@ -339277,7 +339096,7 @@ 16.39, 16.39, 16.39, - 16.19, + 16.39, 16.19, 16.19, 16.19, @@ -339536,6 +339355,7 @@ 18.14, 18.14, 18.14, + 18.14, 17.96, 17.96, 17.96, @@ -339593,7 +339413,7 @@ 18.8, 18.8, 18.8, - 18.8, + 20.95, 20.95, 20.95, 20.95, @@ -339737,7 +339557,6 @@ 19.46, 19.46, 19.46, - 19.46, 18.18, 18.18, 18.18, @@ -339969,8 +339788,6 @@ 20.87, 20.87, 20.87, - 20.87, - 20.87, 18.63, 18.63, 18.63, @@ -355609,8 +355426,6 @@ 25.51, 25.51, 25.51, - 25.51, - 25.51, 24.15, 24.15, 24.15, @@ -355668,6 +355483,7 @@ 21.38, 21.38, 21.38, + 21.38, 22.26, 22.26, 22.26, @@ -355725,7 +355541,7 @@ 22.61, 22.61, 22.61, - 22.61, + 21.74, 21.74, 21.74, 21.74, @@ -355869,7 +355685,6 @@ 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17.21, 17.21, 17.21, @@ -357540,6 +357355,7 @@ 19.14, 19.14, 19.14, + 19.14, 17.95, 17.95, 17.95, @@ -357626,7 +357442,7 @@ 17.95, 17.95, 17.95, - 17.95, + 17.46, 17.46, 17.46, 17.46, @@ -357741,7 +357557,7 @@ 15.65, 15.65, 15.65, - 15.65, + 14.6, 14.6, 14.6, 14.6, @@ -357885,7 +357701,6 @@ 13.96, 13.96, 13.96, - 13.96, 13.94, 13.94, 13.94, @@ -358116,6 +357931,7 @@ 13.88, 13.88, 13.88, + 13.88, 14.5, 14.5, 14.5, @@ -358231,7 +358047,7 @@ 13.54, 13.54, 13.54, - 13.54, + 14.19, 14.19, 14.19, 14.19, @@ -358317,7 +358133,6 @@ 13.2, 13.2, 13.2, - 13.2, 12.91, 12.91, 12.91, @@ -358433,7 +358248,7 @@ 13.44, 13.44, 13.44, - 14.25, + 13.44, 14.25, 14.25, 14.25, @@ -358548,7 +358363,7 @@ 13.54, 13.54, 13.54, - 13.59, + 13.54, 13.59, 13.59, 13.59, @@ -358692,6 +358507,7 @@ 13.7, 13.7, 13.7, + 13.7, 14.18, 14.18, 14.18, @@ -358749,7 +358565,7 @@ 15.44, 15.44, 15.44, - 15.44, + 14.83, 14.83, 14.83, 14.83, @@ -358893,7 +358709,6 @@ 14.84, 14.84, 14.84, - 14.84, 13.54, 13.54, 13.54, @@ -359124,6 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04:09:59.999 11.74\n", + "2 2017-08-17 04:10:00 4261.48 ... 2017-08-17 04:14:59.999 11.74\n", + "3 2017-08-17 04:15:00 4261.48 ... 2017-08-17 04:19:59.999 11.74\n", + "4 2017-08-17 04:20:00 4264.88 ... 2017-08-17 04:24:59.999 11.74\n", "\n", - " volume close_time vix_close_price \n", - "0 2.189061 2017-08-17 04:04:59.999 11.74 \n", - "1 0.000000 2017-08-17 04:09:59.999 11.74 \n", - "2 0.000000 2017-08-17 04:14:59.999 11.74 \n", - "3 0.484666 2017-08-17 04:19:59.999 11.74 \n", - "4 2.328570 2017-08-17 04:24:59.999 11.74 " + "[5 rows x 8 columns]" ] }, - "execution_count": 28, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -370625,7 +370607,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -395652,9 +395634,6 @@ 12.23, 12.23, 12.23, - 12.23, - 12.23, - 12.23, 11.63, 11.63, 11.63, @@ -395674,7 +395653,7 @@ 11.55, 11.55, 11.55, - 12.12, + 11.55, 12.12, 12.12, 12.12, @@ -395722,7 +395701,7 @@ 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12, 12, 12, 12, @@ -399450,7 +399407,7 @@ 11.61, 11.61, 11.61, - 11.61, + 14.22, 14.22, 14.22, 14.22, @@ -399498,7 +399455,7 @@ 15.69, 15.69, 15.69, - 15.69, + 15.95, 15.95, 15.95, 15.95, @@ -399517,7 +399474,7 @@ 22.96, 22.96, 22.96, - 22.96, + 24.98, 24.98, 24.98, 24.98, @@ -399565,8 +399522,6 @@ 21.3, 21.3, 21.3, - 21.3, - 21.3, 17.62, 17.62, 17.62, @@ -399586,7 +399541,7 @@ 17.4, 17.4, 17.4, - 20.06, + 17.4, 20.06, 20.06, 20.06, @@ -399634,7 +399589,7 @@ 19.64, 19.64, 19.64, - 20.71, + 19.64, 20.71, 20.71, 20.71, @@ -399730,7 +399685,7 @@ 19.34, 19.34, 19.34, - 19.51, + 19.34, 19.51, 19.51, 19.51, @@ -399778,7 +399733,7 @@ 19.91, 19.91, 19.91, - 16.36, + 19.91, 16.36, 16.36, 16.36, @@ -399827,9 +399782,6 @@ 17.36, 17.36, 17.36, - 17.36, - 17.36, - 20.45, 20.45, 20.45, 20.45, @@ -399848,7 +399800,7 @@ 20.02, 20.02, 20.02, - 21.25, + 20.02, 21.25, 21.25, 21.25, @@ -399896,7 +399848,7 @@ 18.14, 18.14, 18.14, - 20.1, + 18.14, 20.1, 20.1, 20.1, @@ -399973,7 +399925,7 @@ 18.9, 18.9, 18.9, - 19.02, + 18.9, 19.02, 19.02, 19.02, @@ -399992,7 +399944,7 @@ 18.49, 18.49, 18.49, - 18.79, + 18.49, 18.79, 18.79, 18.79, @@ -400040,7 +399992,7 @@ 16.44, 16.44, 16.44, - 20.74, + 16.44, 20.74, 20.74, 20.74, @@ -400069,7 +400021,7 @@ 21.19, 21.19, 21.19, - 23.23, + 21.19, 23.23, 23.23, 23.23, @@ -400117,6 +400069,7 @@ 21.76, 21.76, 21.76, + 21.76, 21.46, 21.46, 21.46, @@ -400126,7 +400079,7 @@ 21.46, 21.46, 21.46, - 21.46, + 20.65, 20.65, 20.65, 20.65, @@ -400174,7 +400127,6 @@ 24.52, 24.52, 24.52, - 24.52, 25.58, 25.58, 25.58, @@ -400232,7 +400184,7 @@ 30.11, 30.11, 30.11, - 36.07, + 30.11, 36.07, 36.07, 36.07, @@ -400261,7 +400213,7 @@ 30.41, 30.41, 30.41, - 29.96, + 30.41, 29.96, 29.96, 29.96, @@ -400328,7 +400280,7 @@ 23.22, 23.22, 23.22, - 25.45, + 23.22, 25.45, 25.45, 25.45, @@ -400376,7 +400328,7 @@ 21.4, 21.4, 21.4, - 20.47, + 21.4, 20.47, 20.47, 20.47, @@ -400405,7 +400357,7 @@ 19.5, 19.5, 19.5, - 18.19, + 19.5, 18.19, 18.19, 18.19, @@ -400453,6 +400405,7 @@ 18.6, 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13.71, 13.71, 13.71, @@ -403208,7 +403151,7 @@ 13.11, 13.11, 13.11, - 13.11, + 13.2, 13.2, 13.2, 13.2, @@ -403227,7 +403170,6 @@ 12.33, 12.33, 12.33, - 12.33, 13.22, 13.22, 13.22, @@ -403266,7 +403208,7 @@ 12.3, 12.3, 12.3, - 12.83, + 12.3, 12.83, 12.83, 12.83, @@ -403295,6 +403237,7 @@ 12.62, 12.62, 12.62, + 12.62, 12.73, 12.73, 12.73, @@ -403304,8 +403247,7 @@ 12.73, 12.73, 12.73, - 12.73, - 12.73, + 12.07, 12.07, 12.07, 12.07, @@ -403353,7 +403295,6 @@ 12.68, 12.68, 12.68, - 12.68, 13, 13, 13, @@ -403363,7 +403304,7 @@ 13, 13, 13, - 13.05, + 13, 13.05, 13.05, 13.05, @@ -403411,6 +403352,7 @@ 12.46, 12.46, 12.46, + 12.46, 12.86, 12.86, 12.86, @@ -403420,8 +403362,7 @@ 12.86, 12.86, 12.86, - 12.86, - 12.86, + 12.78, 12.78, 12.78, 12.78, @@ -403469,7 +403410,7 @@ 12.34, 12.34, 12.34, - 12.34, + 11.87, 11.87, 11.87, 11.87, @@ -403565,7 +403506,7 @@ 14.8, 14.8, 14.8, - 14.8, + 14.52, 14.52, 14.52, 14.52, @@ -403613,7 +403554,7 @@ 15.86, 15.86, 15.86, - 15.86, + 15.68, 15.68, 15.68, 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14.83, @@ -404384,7 +404322,6 @@ 39.16, 39.16, 39.16, - 39.16, 40.11, 40.11, 40.11, @@ -404452,7 +404389,7 @@ 39.62, 39.62, 39.62, - 41.94, + 39.62, 41.94, 41.94, 41.94, @@ -404500,7 +404437,7 @@ 47.3, 47.3, 47.3, - 53.9, + 47.3, 53.9, 53.9, 53.9, @@ -404548,7 +404485,7 @@ 57.83, 57.83, 57.83, - 82.69, + 57.83, 82.69, 82.69, 82.69, @@ -404644,7 +404581,7 @@ 63.95, 63.95, 63.95, - 61, + 63.95, 61, 61, 61, @@ -404692,7 +404629,7 @@ 57.08, 57.08, 57.08, - 53.54, + 57.08, 53.54, 53.54, 53.54, @@ -404836,7 +404773,7 @@ 37.76, 37.76, 37.76, - 40.84, + 37.76, 40.84, 40.84, 40.84, @@ -404894,7 +404831,6 @@ 43.83, 43.83, 43.83, - 43.83, 45.41, 45.41, 45.41, @@ -404981,7 +404917,7 @@ 31.23, 31.23, 31.23, - 34.15, + 31.23, 34.15, 34.15, 34.15, @@ -405029,7 +404965,7 @@ 35.97, 35.97, 35.97, - 33.61, + 35.97, 33.61, 33.61, 33.61, @@ -405125,7 +405061,7 @@ 32.61, 32.61, 32.61, - 31.89, + 32.61, 31.89, 31.89, 31.89, @@ -405173,7 +405109,7 @@ 30.53, 30.53, 30.53, - 27.99, + 30.53, 27.99, 27.99, 27.99, @@ -405317,7 +405253,7 @@ 25.66, 25.66, 25.66, - 25.81, + 25.66, 25.81, 25.81, 25.81, @@ -405365,7 +405301,7 @@ 25.81, 25.81, 25.81, - 27.57, + 25.81, 27.57, 27.57, 27.57, @@ -405461,6 +405397,7 @@ 32.94, 32.94, 32.94, + 32.94, 35.12, 35.12, 35.12, @@ -405489,8 +405426,6 @@ 35.12, 35.12, 35.12, - 35.12, - 31.77, 31.77, 31.77, 31.77, @@ -405587,7 +405522,7 @@ 28.62, 28.62, 28.62, - 28.62, + 27.68, 27.68, 27.68, 27.68, @@ -405635,7 +405570,7 @@ 27.94, 27.94, 27.94, - 27.94, + 29.43, 29.43, 29.43, 29.43, @@ -405731,7 +405666,7 @@ 28, 28, 28, - 28, + 25.68, 25.68, 25.68, 25.68, @@ -405779,7 +405714,7 @@ 24.84, 24.84, 24.84, - 24.84, + 24.32, 24.32, 24.32, 24.32, @@ -405827,7 +405762,7 @@ 25.84, 25.84, 25.84, - 25.84, + 24.74, 24.74, 24.74, 24.74, @@ -405923,7 +405858,7 @@ 22.99, 22.99, 22.99, - 22.99, + 22.65, 22.65, 22.65, 22.65, @@ -405971,7 +405906,7 @@ 22.13, 22.13, 22.13, - 22.13, + 24.03, 24.03, 24.03, 24.03, @@ -406067,7 +406002,7 @@ 22.72, 22.72, 22.72, - 22.72, + 22.54, 22.54, 22.54, 22.54, @@ -406115,7 +406050,7 @@ 22.03, 22.03, 22.03, - 22.03, + 23.27, 23.27, 23.27, 23.27, @@ -406163,7 +406098,7 @@ 22.96, 22.96, 22.96, - 22.96, + 26.41, 26.41, 26.41, 26.41, @@ -406259,7 +406194,7 @@ 28.81, 28.81, 28.81, - 28.81, + 29.71, 29.71, 29.71, 29.71, @@ -406307,7 +406242,7 @@ 25.85, 25.85, 25.85, - 25.85, + 25.59, 25.59, 25.59, 25.59, @@ -406403,7 +406338,7 @@ 28.51, 28.51, 28.51, - 28.51, + 26.38, 26.38, 26.38, 26.38, @@ -406451,7 +406386,7 @@ 26.27, 26.27, 26.27, - 26.27, + 26.37, 26.37, 26.37, 26.37, @@ -406499,7 +406434,7 @@ 27.63, 27.63, 27.63, - 27.63, + 27.96, 27.96, 27.96, 27.96, @@ -406595,7 +406530,7 @@ 26.4, 26.4, 26.4, - 26.4, + 26.97, 26.97, 26.97, 26.97, @@ -406643,7 +406578,7 @@ 29.18, 29.18, 29.18, - 29.18, + 29.35, 29.35, 29.35, 29.35, @@ -406739,7 +406674,7 @@ 37.59, 37.59, 37.59, - 37.59, + 38.02, 38.02, 38.02, 38.02, @@ -406787,7 +406722,7 @@ 35.55, 35.55, 35.55, - 35.55, + 29.57, 29.57, 29.57, 29.57, @@ -406835,7 +406770,7 @@ 24.86, 24.86, 24.86, - 24.86, + 25.75, 25.75, 25.75, 25.75, @@ -406931,7 +406866,7 @@ 23.84, 23.84, 23.84, - 23.84, + 23.11, 23.11, 23.11, 23.11, @@ -406979,7 +406914,6 @@ 22.66, 22.66, 22.66, - 22.66, 21.64, 21.64, 21.64, @@ -407047,7 +406981,7 @@ 20.57, 20.57, 20.57, - 20.77, + 20.57, 20.77, 20.77, 20.77, @@ -407066,7 +407000,7 @@ 21.17, 21.17, 21.17, - 21.28, + 21.17, 21.28, 21.28, 21.28, @@ -407114,7 +407048,7 @@ 21.3, 21.3, 21.3, - 20.68, + 21.3, 20.68, 20.68, 20.68, @@ -407143,6 +407077,7 @@ 22.52, 22.52, 22.52, + 22.52, 23.31, 23.31, 23.31, @@ -407171,7 +407106,6 @@ 23.31, 23.31, 23.31, - 23.31, 24.72, 24.72, 24.72, @@ -407192,7 +407126,6 @@ 22.89, 22.89, 22.89, - 22.89, 22.5, 22.5, 22.5, @@ -407250,7 +407183,7 @@ 25.16, 25.16, 25.16, - 25.16, + 24.23, 24.23, 24.23, 24.23, @@ -407269,7 +407202,7 @@ 23.31, 23.31, 23.31, - 23.31, + 21.53, 21.53, 21.53, 21.53, @@ -407317,7 +407250,6 @@ 21.7, 21.7, 21.7, - 21.7, 23.08, 23.08, 23.08, @@ -407337,6 +407269,7 @@ 22.77, 22.77, 22.77, + 22.77, 22.75, 22.75, 22.75, @@ -407375,7 +407308,7 @@ 22.75, 22.75, 22.75, - 22.75, + 26.97, 26.97, 26.97, 26.97, @@ -407394,7 +407327,6 @@ 25.34, 25.34, 25.34, - 25.34, 25.07, 25.07, 25.07, @@ -407404,7 +407336,7 @@ 25.07, 25.07, 25.07, - 22.37, + 25.07, 22.37, 22.37, 22.37, @@ -407452,7 +407384,7 @@ 24.08, 24.08, 24.08, - 23.33, + 24.08, 23.33, 23.33, 23.33, @@ -407481,6 +407413,7 @@ 23.25, 23.25, 23.25, + 23.25, 24.34, 24.34, 24.34, @@ -407519,7 +407452,7 @@ 24.34, 24.34, 24.34, - 24.34, + 23.24, 23.24, 23.24, 23.24, @@ -407538,7 +407471,7 @@ 21.58, 21.58, 21.58, - 21.58, + 21.32, 21.32, 21.32, 21.32, @@ -407586,7 +407519,7 @@ 23.19, 23.19, 23.19, - 23.19, + 23.02, 23.02, 23.02, 23.02, @@ -407605,7 +407538,6 @@ 37.21, 37.21, 37.21, - 37.21, 30.21, 30.21, 30.21, @@ -407644,7 +407576,7 @@ 33.09, 33.09, 33.09, - 30.24, + 33.09, 30.24, 30.24, 30.24, @@ -407673,7 +407605,7 @@ 22.91, 22.91, 22.91, - 21.77, + 22.91, 21.77, 21.77, 21.77, @@ -407923,7 +407855,7 @@ 23.35, 23.35, 23.35, - 23.35, + 24.1, 24.1, 24.1, 24.1, @@ -407942,7 +407874,6 @@ 26.67, 26.67, 26.67, - 26.67, 28.57, 28.57, 28.57, @@ -407981,7 +407912,7 @@ 24.66, 24.66, 24.66, - 25.47, + 24.66, 25.47, 25.47, 25.47, @@ -408010,7 +407941,7 @@ 22.56, 22.56, 22.56, - 21.91, + 22.56, 21.91, 21.91, 21.91, @@ -408058,7 +407989,7 @@ 20.03, 20.03, 20.03, - 19.79, + 20.03, 19.79, 19.79, 19.79, @@ -408077,7 +408008,7 @@ 19.23, 19.23, 19.23, - 21.58, + 19.23, 21.58, 21.58, 21.58, @@ -408125,7 +408056,7 @@ 18.88, 18.88, 18.88, - 20.3, + 18.88, 20.3, 20.3, 20.3, @@ -408154,7 +408085,7 @@ 19.81, 19.81, 19.81, - 18.86, + 19.81, 18.86, 18.86, 18.86, @@ -408202,7 +408133,7 @@ 19.61, 19.61, 19.61, - 19.4, + 19.61, 19.4, 19.4, 19.4, @@ -408250,7 +408181,7 @@ 17.33, 17.33, 17.33, - 17.91, + 17.33, 17.91, 17.91, 17.91, @@ -408269,7 +408200,7 @@ 18.12, 18.12, 18.12, - 17.16, + 18.12, 17.16, 17.16, 17.16, @@ -408317,6 +408248,7 @@ 16.69, 16.69, 16.69, + 16.69, 16.91, 16.91, 16.91, @@ -408326,8 +408258,6 @@ 16.91, 16.91, 16.91, - 16.91, - 16.65, 16.65, 16.65, 16.65, @@ -408347,6 +408277,7 @@ 16.99, 16.99, 16.99, + 16.99, 16.57, 16.57, 16.57, @@ -408356,8 +408287,6 @@ 16.57, 16.57, 16.57, - 16.57, - 16.25, 16.25, 16.25, 16.25, @@ -408406,7 +408335,6 @@ 18.68, 18.68, 18.68, - 18.68, 17.5, 17.5, 17.5, @@ -408416,7 +408344,7 @@ 17.5, 17.5, 17.5, - 18.71, + 17.5, 18.71, 18.71, 18.71, @@ -408464,6 +408392,7 @@ 17.64, 17.64, 17.64, + 17.64, 17.56, 17.56, 17.56, @@ -408473,7 +408402,7 @@ 17.56, 17.56, 17.56, - 17.56, + 17.28, 17.28, 17.28, 17.28, @@ -408521,7 +408450,7 @@ 18.61, 18.61, 18.61, - 18.61, + 18.31, 18.31, 18.31, 18.31, @@ -408550,7 +408479,7 @@ 19.15, 19.15, 19.15, - 19.15, + 18.39, 18.39, 18.39, 18.39, @@ -408598,7 +408527,7 @@ 19.66, 19.66, 19.66, - 19.66, + 21.84, 21.84, 21.84, 21.84, @@ -408617,7 +408546,7 @@ 27.59, 27.59, 27.59, - 27.59, + 23.13, 23.13, 23.13, 23.13, @@ -408665,7 +408594,7 @@ 19.72, 19.72, 19.72, - 19.72, + 21.34, 21.34, 21.34, 21.34, @@ -408694,7 +408623,7 @@ 20.67, 20.67, 20.67, - 20.67, + 20.15, 20.15, 20.15, 20.15, @@ -408742,7 +408671,7 @@ 18.84, 18.84, 18.84, - 18.84, + 17.36, 17.36, 17.36, 17.36, @@ -408761,7 +408690,7 @@ 16.74, 16.74, 16.74, - 16.74, + 16.76, 16.76, 16.76, 16.76, @@ -408809,7 +408738,7 @@ 17.9, 17.9, 17.9, - 17.9, + 17.48, 17.48, 17.48, 17.48, @@ -408886,7 +408815,7 @@ 17.89, 17.89, 17.89, - 17.89, + 16.1, 16.1, 16.1, 16.1, @@ -408934,7 +408863,7 @@ 16.39, 16.39, 16.39, - 16.39, + 17.02, 17.02, 17.02, 17.02, @@ -408953,7 +408882,7 @@ 18.15, 18.15, 18.15, - 18.15, + 17.75, 17.75, 17.75, 17.75, @@ -409001,7 +408930,7 @@ 17.89, 17.89, 17.89, - 17.89, + 16.66, 16.66, 16.66, 16.66, @@ -409030,7 +408959,7 @@ 15.97, 15.97, 15.97, - 15.97, + 15.62, 15.62, 15.62, 15.62, @@ -409078,7 +409007,7 @@ 16.02, 16.02, 16.02, - 16.02, + 15.83, 15.83, 15.83, 15.83, @@ -409097,7 +409026,7 @@ 15.48, 15.48, 15.48, - 15.48, + 15.07, 15.07, 15.07, 15.07, @@ -409145,7 +409074,7 @@ 16.44, 16.44, 16.44, - 16.44, + 16.2, 16.2, 16.2, 16.2, @@ -409193,7 +409122,7 @@ 16.18, 16.18, 16.18, - 16.18, + 16.17, 16.17, 16.17, 16.17, @@ -409222,7 +409151,7 @@ 16.33, 16.33, 16.33, - 16.33, + 17.01, 17.01, 17.01, 17.01, @@ -409270,7 +409199,7 @@ 22.5, 22.5, 22.5, - 22.5, + 19.73, 19.73, 19.73, 19.73, @@ -409289,7 +409218,7 @@ 17.91, 17.91, 17.91, - 17.91, + 17.69, 17.69, 17.69, 17.69, @@ -409337,7 +409266,7 @@ 17.58, 17.58, 17.58, - 17.58, + 19.36, 19.36, 19.36, 19.36, @@ -409366,7 +409295,7 @@ 17.7, 17.7, 17.7, - 17.7, + 18.24, 18.24, 18.24, 18.24, @@ -409414,7 +409343,7 @@ 18.04, 18.04, 18.04, - 18.04, + 17.97, 17.97, 17.97, 17.97, @@ -409433,8 +409362,6 @@ 17.28, 17.28, 17.28, - 17.28, - 16.15, 16.15, 16.15, 16.15, @@ -409483,7 +409410,7 @@ 16.79, 16.79, 16.79, - 16.79, + 16.06, 16.06, 16.06, 16.06, @@ -409531,7 +409458,7 @@ 15.45, 15.45, 15.45, - 15.45, + 16.12, 16.12, 16.12, 16.12, @@ -409627,7 +409554,7 @@ 16.79, 16.79, 16.79, - 16.79, + 18.84, 18.84, 18.84, 18.84, @@ -409675,7 +409602,7 @@ 16.19, 16.19, 16.19, - 16.19, + 16.48, 16.48, 16.48, 16.48, @@ 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@@ -415811,7 +415736,7 @@ 17.94, 17.94, 17.94, - 15.65, + 17.94, 15.65, 15.65, 15.65, @@ -415859,7 +415784,7 @@ 14.73, 14.73, 14.73, - 13.96, + 14.73, 13.96, 13.96, 13.96, @@ -415888,7 +415813,7 @@ 13.65, 13.65, 13.65, - 13.83, + 13.65, 13.83, 13.83, 13.83, @@ -415936,6 +415861,7 @@ 14.61, 14.61, 14.61, + 14.61, 13.88, 13.88, 13.88, @@ -415945,7 +415871,7 @@ 13.88, 13.88, 13.88, - 13.88, + 14.5, 14.5, 14.5, 14.5, @@ -415993,7 +415919,7 @@ 14.19, 14.19, 14.19, - 14.19, + 13.88, 13.88, 13.88, 13.88, @@ -416012,7 +415938,6 @@ 13.2, 13.2, 13.2, - 13.2, 12.91, 12.91, 12.91, @@ -416051,7 +415976,7 @@ 13.44, 13.44, 13.44, - 14.25, + 13.44, 14.25, 14.25, 14.25, @@ -416080,7 +416005,7 @@ 13.43, 13.43, 13.43, - 13.54, + 13.43, 13.54, 13.54, 13.54, @@ -416128,7 +416053,7 @@ 13.57, 13.57, 13.57, - 13.7, + 13.57, 13.7, 13.7, 13.7, @@ -416147,7 +416072,7 @@ 14.18, 14.18, 14.18, - 15.44, + 14.18, 15.44, 15.44, 15.44, @@ -416195,7 +416120,7 @@ 15.07, 15.07, 15.07, - 14.84, + 15.07, 14.84, 14.84, 14.84, @@ -416224,7 +416149,7 @@ 13.61, 13.61, 13.61, - 13.34, + 13.61, 13.34, 13.34, 13.34, @@ -416272,6 +416197,7 @@ 13.3, 13.3, 13.3, + 13.3, 13.76, 13.76, 13.76, @@ -416281,7 +416207,7 @@ 13.76, 13.76, 13.76, - 13.76, + 13.99, 13.99, 13.99, 13.99, @@ -416329,7 +416255,7 @@ 13.91, 13.91, 13.91, - 13.91, + 13.86, 13.86, 13.86, 13.86, @@ -416348,7 +416274,6 @@ 13.19, 13.19, 13.19, - 13.19, 14.41, 14.41, 14.41, @@ -416387,7 +416312,7 @@ 13.33, 13.33, 13.33, - 13.63, + 13.33, 13.63, 13.63, 13.63, @@ -416416,7 +416341,7 @@ 16.09, 16.09, 16.09, - 15.92, + 16.09, 15.92, 15.92, 15.92, @@ -416464,7 +416389,7 @@ 15.77, 15.77, 15.77, - 15.99, + 15.77, 15.99, 15.99, 15.99, @@ -416483,7 +416408,7 @@ 15.96, 15.96, 15.96, - 15.85, + 15.96, 15.85, 15.85, 15.85, @@ -416531,7 +416456,7 @@ 14.82, 14.82, 14.82, - 16.46, + 14.82, 16.46, 16.46, 16.46, @@ -416560,7 +416485,7 @@ 17.89, 17.89, 17.89, - 17.3, + 17.89, 17.3, 17.3, 17.3, @@ -416608,6 +416533,7 @@ 16.97, 16.97, 16.97, + 16.97, 15.98, 15.98, 15.98, @@ -416617,7 +416543,7 @@ 15.98, 15.98, 15.98, - 15.98, + 17.2, 17.2, 17.2, 17.2, @@ -416665,7 +416591,6 @@ 15.08, 15.08, 15.08, - 15.08, 14.45, 14.45, 14.45, @@ -416675,7 +416600,7 @@ 14.45, 14.45, 14.45, - 13.88, + 14.45, 13.88, 13.88, 13.88, @@ -416723,7 +416648,7 @@ 13.09, 13.09, 13.09, - 13.82, + 13.09, 13.82, 13.82, 13.82, @@ -416752,7 +416677,7 @@ 14.45, 14.45, 14.45, - 14.4, + 14.45, 14.4, 14.4, 14.4, @@ -416800,7 +416725,7 @@ 13.8, 13.8, 13.8, - 14.23, + 13.8, 14.23, 14.23, 14.23, @@ -416819,7 +416744,7 @@ 13.48, 13.48, 13.48, - 12.82, + 13.48, 12.82, 12.82, 12.82, @@ -416867,7 +416792,7 @@ 14, 14, 14, - 14.11, + 14, 14.11, 14.11, 14.11, @@ -416896,7 +416821,7 @@ 17.54, 17.54, 17.54, - 17.2, + 17.54, 17.2, 17.2, 17.2, @@ -416944,6 +416869,7 @@ 18.94, 18.94, 18.94, + 18.94, 18.22, 18.22, 18.22, @@ -416953,7 +416879,7 @@ 18.22, 18.22, 18.22, - 18.22, + 17.34, 17.34, 17.34, 17.34, @@ -417001,7 +416927,7 @@ 17.61, 17.61, 17.61, - 17.61, + 19.78, 19.78, 19.78, 19.78, @@ -417020,7 +416946,6 @@ 18.58, 18.58, 18.58, - 18.58, 18.49, 18.49, 18.49, @@ -417059,7 +416984,7 @@ 17.45, 17.45, 17.45, - 17.7, + 17.45, 17.7, 17.7, 17.7, @@ -417088,7 +417013,7 @@ 16.09, 16.09, 16.09, - 16.69, + 16.09, 16.69, 16.69, 16.69, @@ -417136,7 +417061,7 @@ 17.21, 17.21, 17.21, - 17.88, + 17.21, 17.88, 17.88, 17.88, @@ -417155,7 +417080,7 @@ 19.22, 19.22, 19.22, - 21.4, + 19.22, 21.4, 21.4, 21.4, @@ -417203,7 +417128,7 @@ 20.37, 20.37, 20.37, - 18.97, + 20.37, 18.97, 18.97, 18.97, @@ -417232,7 +417157,7 @@ 20.68, 20.68, 20.68, - 21.27, + 20.68, 21.27, 21.27, 21.27, @@ -417280,6 +417205,7 @@ 18.14, 18.14, 18.14, + 18.14, 16.87, 16.87, 16.87, @@ -417289,7 +417215,7 @@ 16.87, 16.87, 16.87, - 16.87, + 15.66, 15.66, 15.66, 15.66, @@ -417337,7 +417263,7 @@ 14.89, 14.89, 14.89, - 14.89, + 14.81, 14.81, 14.81, 14.81, @@ -417356,7 +417282,6 @@ 14.45, 14.45, 14.45, - 14.45, 15.29, 15.29, 15.29, @@ -417395,7 +417320,7 @@ 14.17, 14.17, 14.17, - 14.76, + 14.17, 14.76, 14.76, 14.76, @@ -417424,7 +417349,7 @@ 14.18, 14.18, 14.18, - 14.32, + 14.18, 14.32, 14.32, 14.32, @@ -417472,7 +417397,7 @@ 13.41, 13.41, 13.41, - 13.35, + 13.41, 13.35, 13.35, 13.35, @@ -417491,7 +417416,7 @@ 12.85, 12.85, 12.85, - 12.8, + 12.85, 12.8, 12.8, 12.8, @@ -417568,7 +417493,7 @@ 12.92, 12.92, 12.92, - 12.63, + 12.92, 12.63, 12.63, 12.63, @@ -417616,6 +417541,7 @@ 12.85, 12.85, 12.85, + 12.85, 12.97, 12.97, 12.97, @@ -417625,7 +417551,7 @@ 12.97, 12.97, 12.97, - 12.97, + 13.06, 13.06, 13.06, 13.06, @@ -417673,7 +417599,7 @@ 12.63, 12.63, 12.63, - 12.63, + 12.07, 12.07, 12.07, 12.07, @@ -417692,7 +417618,6 @@ 12.19, 12.19, 12.19, - 12.19, 12.48, 12.48, 12.48, @@ -417731,7 +417656,7 @@ 12.28, 12.28, 12.28, - 12.56, + 12.28, 12.56, 12.56, 12.56, @@ -417760,7 +417685,7 @@ 13.67, 13.67, 13.67, - 13.65, + 13.67, 13.65, 13.65, 13.65, @@ -417808,7 +417733,7 @@ 13.03, 13.03, 13.03, - 12.99, + 13.03, 12.99, 12.99, 12.99, @@ -417827,7 +417752,7 @@ 12.43, 12.43, 12.43, - 12.47, + 12.43, 12.47, 12.47, 12.47, @@ -417875,7 +417800,7 @@ 12.45, 12.45, 12.45, - 13.2, + 12.45, 13.2, 13.2, 13.2, @@ -417904,7 +417829,7 @@ 14.13, 14.13, 14.13, - 13.35, + 14.13, 13.35, 13.35, 13.35, @@ -417952,6 +417877,7 @@ 12.76, 12.76, 12.76, + 12.76, 12.69, 12.69, 12.69, @@ -417961,7 +417887,7 @@ 12.69, 12.69, 12.69, - 12.69, + 12.44, 12.44, 12.44, 12.44, @@ -418009,7 +417935,7 @@ 13.25, 13.25, 13.25, - 13.25, + 13.84, 13.84, 13.84, 13.84, @@ -418028,7 +417954,6 @@ 14.79, 14.79, 14.79, - 14.79, 14.13, 14.13, 14.13, @@ -418067,7 +417992,7 @@ 13.3, 13.3, 13.3, - 13.19, + 13.3, 13.19, 13.19, 13.19, @@ -418096,7 +418021,7 @@ 13.14, 13.14, 13.14, - 13.45, + 13.14, 13.45, 13.45, 13.45, @@ -418144,7 +418069,7 @@ 13.6, 13.6, 13.6, - 13.31, + 13.6, 13.31, 13.31, 13.31, @@ -418163,7 +418088,7 @@ 14.35, 14.35, 14.35, - 13.88, + 14.35, 13.88, 13.88, 13.88, @@ -418211,7 +418136,7 @@ 13.67, 13.67, 13.67, - 13.06, + 13.67, 13.06, 13.06, 13.06, @@ -418240,7 +418165,7 @@ 12.79, 12.79, 12.79, - 12.93, + 12.79, 12.93, 12.93, 12.93, @@ -418288,6 +418213,7 @@ 15.85, 15.85, 15.85, + 15.85, 14.38, 14.38, 14.38, @@ -418297,7 +418223,7 @@ 14.38, 14.38, 14.38, - 14.38, + 14.01, 14.01, 14.01, 14.01, @@ -418345,7 +418271,7 @@ 14.71, 14.71, 14.71, - 14.71, + 15.42, 15.42, 15.42, 15.42, @@ -418364,7 +418290,6 @@ 15.34, 15.34, 15.34, - 15.34, 14.54, 14.54, 14.54, @@ -418403,7 +418328,7 @@ 13.75, 13.75, 13.75, - 13.74, + 13.75, 13.74, 13.74, 13.74, @@ -418432,7 +418357,7 @@ 13.84, 13.84, 13.84, - 13.4, + 13.84, 13.4, 13.4, 13.4, @@ -418480,7 +418405,7 @@ 13.49, 13.49, 13.49, - 14.46, + 13.49, 14.46, 14.46, 14.46, @@ -418499,7 +418424,7 @@ 14.5, 14.5, 14.5, - 14.44, + 14.5, 14.44, 14.44, 14.44, @@ -418547,7 +418472,7 @@ 15.22, 15.22, 15.22, - 13.84, + 15.22, 13.84, 13.84, 13.84, @@ -418576,7 +418501,7 @@ 14.4, 14.4, 14.4, - 14.41, + 14.4, 14.41, 14.41, 14.41, @@ -418624,6 +418549,7 @@ 13.82, 13.82, 13.82, + 13.82, 13.04, 13.04, 13.04, @@ -418633,7 +418559,7 @@ 13.04, 13.04, 13.04, - 13.04, + 12.92, 12.92, 12.92, 12.92, @@ -418681,7 +418607,7 @@ 13.19, 13.19, 13.19, - 13.19, + 13.24, 13.24, 13.24, 13.24, @@ -418700,7 +418626,6 @@ 12.78, 12.78, 12.78, - 12.78, 13.01, 13.01, 13.01, @@ -418739,7 +418664,7 @@ 13.01, 13.01, 13.01, - 13.65, + 13.01, 13.65, 13.65, 13.65, @@ -418768,7 +418693,7 @@ 14.33, 14.33, 14.33, - 16.35, + 14.33, 16.35, 16.35, 16.35, @@ -418816,7 +418741,7 @@ 15.19, 15.19, 15.19, - 14.98, + 15.19, 14.98, 14.98, 14.98, @@ -418835,7 +418760,7 @@ 15.8, 15.8, 15.8, - 14.91, + 15.8, 14.91, 14.91, 14.91, @@ -418883,7 +418808,7 @@ 19.23, 19.23, 19.23, - 18.4, + 19.23, 18.4, 18.4, 18.4, @@ -418912,7 +418837,7 @@ 18, 18, 18, - 18.71, + 18, 18.71, 18.71, 18.71, @@ -418960,6 +418885,7 @@ 15.69, 15.69, 15.69, + 15.69, 15.97, 15.97, 15.97, @@ -418969,7 +418895,7 @@ 15.97, 15.97, 15.97, - 15.97, + 15.37, 15.37, 15.37, 15.37, @@ -419017,7 +418943,6 @@ 14.67, 14.67, 14.67, - 14.67, 15.65, 15.65, 15.65, @@ -419027,7 +418952,7 @@ 15.65, 15.65, 15.65, - 15.39, + 15.65, 15.39, 15.39, 15.39, @@ -419104,7 +419029,7 @@ 13, 13, 13, - 12.69, + 13, 12.69, 12.69, 12.69, @@ -419152,7 +419077,7 @@ 13.6, 13.6, 13.6, - 13.42, + 13.6, 13.42, 13.42, 13.42, @@ -419171,7 +419096,7 @@ 12.45, 12.45, 12.45, - 12.42, + 12.45, 12.42, 12.42, 12.42, @@ -419219,7 +419144,7 @@ 12.15, 12.15, 12.15, - 11.86, + 12.15, 11.86, 11.86, 11.86, @@ -419248,7 +419173,7 @@ 12.77, 12.77, 12.77, - 11.93, + 12.77, 11.93, 11.93, 11.93, @@ -419296,6 +419221,7 @@ 12.92, 12.92, 12.92, + 12.92, 14.28, 14.28, 14.28, @@ -419305,7 +419231,7 @@ 14.28, 14.28, 14.28, - 14.28, + 14.47, 14.47, 14.47, 14.47, @@ -419353,7 +419279,7 @@ 13.11, 13.11, 13.11, - 13.11, + 13.16, 13.16, 13.16, 13.16, @@ -419372,7 +419298,6 @@ 12.63, 12.63, 12.63, - 12.63, 12.58, 12.58, 12.58, @@ -419411,7 +419336,7 @@ 12.22, 12.22, 12.22, - 12.74, + 12.22, 12.74, 12.74, 12.74, @@ -419440,7 +419365,7 @@ 12.04, 12.04, 12.04, - 11.94, + 12.04, 11.94, 11.94, 11.94, @@ -419488,7 +419413,7 @@ 12.75, 12.75, 12.75, - 12.3, + 12.75, 12.3, 12.3, 12.3, @@ -419507,7 +419432,7 @@ 12.48, 12.48, 12.48, - 13.28, + 12.48, 13.28, 13.28, 13.28, @@ -419555,7 +419480,7 @@ 13.33, 13.33, 13.33, - 12.84, + 13.33, 12.84, 12.84, 12.84, @@ -419584,7 +419509,7 @@ 12.24, 12.24, 12.24, - 12.44, + 12.24, 12.44, 12.44, 12.44, @@ -419632,6 +419557,7 @@ 12.03, 12.03, 12.03, + 12.03, 12.09, 12.09, 12.09, @@ -419641,7 +419567,7 @@ 12.09, 12.09, 12.09, - 12.09, + 12.26, 12.26, 12.26, 12.26, @@ -419689,7 +419615,7 @@ 12.37, 12.37, 12.37, - 12.37, + 12.51, 12.51, 12.51, 12.51, @@ -419708,7 +419634,6 @@ 12.85, 12.85, 12.85, - 12.85, 12.92, 12.92, 12.92, @@ -419747,7 +419672,7 @@ 12.46, 12.46, 12.46, - 13.12, + 12.46, 13.12, 13.12, 13.12, @@ -419776,7 +419701,7 @@ 14.48, 14.48, 14.48, - 15.93, + 14.48, 15.93, 15.93, 15.93, @@ -419824,7 +419749,7 @@ 14.91, 14.91, 14.91, - 14.72, + 14.91, 14.72, 14.72, 14.72, @@ -419843,6 +419768,7 @@ 18.04, 18.04, 18.04, + 18.04, 18.46, 18.46, 18.46, @@ -419852,7 +419778,63 @@ 18.46, 18.46, 18.46, - 18.46, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, 16.39, 16.39, 16.39, @@ -421182,22 +421164,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:15:00 4261.48 4270.41 4261.32 4261.45 \n", - "2 2017-08-17 04:30:00 4280.00 4310.07 4267.99 4310.07 \n", - "3 2017-08-17 04:45:00 4310.07 4313.62 4291.37 4308.83 \n", - "4 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4304.31 \n", + " open_time open_price ... close_time vix_close_price\n", + "0 2017-08-17 04:00:00 4261.48 ... 2017-08-17 04:14:59.999 11.74\n", + "1 2017-08-17 04:15:00 4261.48 ... 2017-08-17 04:29:59.999 11.74\n", + "2 2017-08-17 04:30:00 4280.00 ... 2017-08-17 04:44:59.999 11.74\n", + "3 2017-08-17 04:45:00 4310.07 ... 2017-08-17 04:59:59.999 11.74\n", + "4 2017-08-17 05:00:00 4308.83 ... 2017-08-17 05:14:59.999 11.74\n", "\n", - " volume close_time vix_close_price \n", - "0 2.189061 2017-08-17 04:14:59.999 11.74 \n", - "1 9.119865 2017-08-17 04:29:59.999 11.74 \n", - "2 21.923552 2017-08-17 04:44:59.999 11.74 \n", - "3 13.948531 2017-08-17 04:59:59.999 11.74 \n", - "4 5.101153 2017-08-17 05:14:59.999 11.74 " + "[5 rows x 8 columns]" ] }, - "execution_count": 29, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" } @@ -421211,7 +421188,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -433732,8 +433709,6 @@ 12.23, 12.23, 12.23, - 12.23, - 12.23, 11.63, 11.63, 11.63, @@ -433743,6 +433718,7 @@ 11.55, 11.55, 11.55, + 11.55, 12.12, 12.12, 12.12, @@ -433757,7 +433733,6 @@ 12.12, 12.12, 12.12, - 12.12, 10.73, 10.73, 10.73, @@ -433767,6 +433742,7 @@ 10.58, 10.58, 10.58, + 10.58, 10.5, 10.5, 10.5, @@ -433805,7 +433781,6 @@ 9.78, 9.78, 9.78, - 9.78, 9.67, 9.67, 9.67, @@ -433825,7 +433800,7 @@ 9.59, 9.59, 9.59, - 10.21, + 9.59, 10.21, 10.21, 10.21, @@ -433839,6 +433814,7 @@ 9.87, 9.87, 9.87, + 9.87, 9.55, 9.55, 9.55, @@ -433858,7 +433834,7 @@ 9.51, 9.51, 9.51, - 9.51, + 9.45, 9.45, 9.45, 9.45, @@ -433877,7 +433853,7 @@ 9.19, 9.19, 9.19, - 9.19, + 9.65, 9.65, 9.65, 9.65, @@ -433901,7 +433877,6 @@ 10.08, 10.08, 10.08, - 10.08, 9.85, 9.85, 9.85, @@ -433911,7 +433886,7 @@ 9.91, 9.91, 9.91, - 9.61, + 9.91, 9.61, 9.61, 9.61, @@ -433935,6 +433910,7 @@ 10.31, 10.31, 10.31, + 10.31, 10.07, 10.07, 10.07, @@ -433973,7 +433949,6 @@ 11.23, 11.23, 11.23, - 11.23, 11.3, 11.3, 11.3, @@ -433993,7 +433968,7 @@ 9.8, 9.8, 9.8, - 10.5, + 9.8, 10.5, 10.5, 10.5, @@ -434007,6 +433982,7 @@ 10.2, 10.2, 10.2, + 10.2, 9.93, 9.93, 9.93, @@ -434026,7 +434002,7 @@ 9.14, 9.14, 9.14, - 9.14, + 9.4, 9.4, 9.4, 9.4, @@ -434045,7 +434021,7 @@ 10.5, 10.5, 10.5, - 10.5, + 11.29, 11.29, 11.29, 11.29, @@ -434069,7 +434045,6 @@ 11.59, 11.59, 11.59, - 11.59, 13.13, 13.13, 13.13, @@ -434079,6 +434054,7 @@ 11.76, 11.76, 11.76, + 11.76, 11.43, 11.43, 11.43, @@ -434093,7 +434069,6 @@ 11.43, 11.43, 11.43, - 11.43, 10.65, 10.65, 10.65, @@ -434103,6 +434078,7 @@ 9.73, 9.73, 9.73, + 9.73, 9.88, 9.88, 9.88, @@ -434141,7 +434117,6 @@ 10.7, 10.7, 10.7, - 10.7, 11.28, 11.28, 11.28, @@ -434161,7 +434136,7 @@ 11.43, 11.43, 11.43, - 11.68, + 11.43, 11.68, 11.68, 11.68, @@ -434175,6 +434150,7 @@ 11.02, 11.02, 11.02, + 11.02, 10.16, 10.16, 10.16, @@ -434194,7 +434170,7 @@ 9.58, 9.58, 9.58, - 9.58, + 9.34, 9.34, 9.34, 9.34, @@ -434213,7 +434189,7 @@ 10.49, 10.49, 10.49, - 10.49, + 9.42, 9.42, 9.42, 9.42, @@ -434237,7 +434213,6 @@ 10.03, 10.03, 10.03, - 10.03, 9.72, 9.72, 9.72, @@ -434276,6 +434251,7 @@ 10.47, 10.47, 10.47, + 10.47, 10.18, 10.18, 10.18, @@ -434309,7 +434285,6 @@ 9.15, 9.15, 9.15, - 9.15, 9.22, 9.22, 9.22, @@ -434329,7 +434304,7 @@ 9.22, 9.22, 9.22, - 9.52, + 9.22, 9.52, 9.52, 9.52, @@ -434377,7 +434352,7 @@ 11.91, 11.91, 11.91, - 12.22, + 11.91, 12.22, 12.22, 12.22, @@ -434401,7 +434376,7 @@ 11.03, 11.03, 11.03, - 11.1, + 11.03, 11.1, 11.1, 11.1, @@ -434449,7 +434424,7 @@ 13.47, 13.47, 13.47, - 17.31, + 13.47, 17.31, 17.31, 17.31, @@ -434474,13 +434449,6 @@ 29.98, 29.98, 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 29.98, - 27.73, 27.73, 27.73, 27.73, @@ -434504,7 +434472,7 @@ 29.06, 29.06, 29.06, - 25.61, + 29.06, 25.61, 25.61, 25.61, @@ -434523,6 +434491,7 @@ 19.13, 19.13, 19.13, + 19.13, 19.46, 19.46, 19.46, @@ -434542,7 +434511,7 @@ 19.46, 19.46, 19.46, - 19.46, + 20.6, 20.6, 20.6, 20.6, @@ -434556,7 +434525,7 @@ 18.72, 18.72, 18.72, - 18.72, + 16.49, 16.49, 16.49, 16.49, @@ -434580,7 +434549,6 @@ 18.59, 18.59, 18.59, - 18.59, 19.85, 19.85, 19.85, @@ -434619,6 +434587,7 @@ 17.76, 17.76, 17.76, + 17.76, 16.54, 16.54, 16.54, @@ -434638,7 +434607,7 @@ 14.64, 14.64, 14.64, - 14.64, + 15.78, 15.78, 15.78, 15.78, @@ -434652,7 +434621,6 @@ 17.23, 17.23, 17.23, - 17.23, 16.59, 16.59, 16.59, @@ -434672,7 +434640,7 @@ 15.8, 15.8, 15.8, - 19.02, + 15.8, 19.02, 19.02, 19.02, @@ -434691,7 +434659,7 @@ 23.34, 23.34, 23.34, - 24.87, + 23.34, 24.87, 24.87, 24.87, @@ -434715,6 +434683,7 @@ 22.5, 22.5, 22.5, + 22.5, 22.87, 22.87, 22.87, @@ -434748,7 +434717,6 @@ 21.1, 21.1, 21.1, - 21.1, 20.06, 20.06, 20.06, @@ -434787,6 +434755,7 @@ 20.24, 20.24, 20.24, + 20.24, 18.49, 18.49, 18.49, @@ -434806,7 +434775,7 @@ 17.41, 17.41, 17.41, - 17.41, + 16.56, 16.56, 16.56, 16.56, @@ -434820,7 +434789,6 @@ 15.6, 15.6, 15.6, - 15.6, 15.96, 15.96, 15.96, @@ -434840,7 +434808,7 @@ 16.88, 16.88, 16.88, - 16.34, + 16.88, 16.34, 16.34, 16.34, @@ -434859,7 +434827,7 @@ 16.24, 16.24, 16.24, - 15.41, + 16.24, 15.41, 15.41, 15.41, @@ -434883,6 +434851,7 @@ 15.49, 15.49, 15.49, + 15.49, 15.97, 15.97, 15.97, @@ -434892,7 +434861,7 @@ 15.9, 15.9, 15.9, - 15.9, + 14.77, 14.77, 14.77, 14.77, @@ -434916,7 +434885,6 @@ 14.71, 14.71, 14.71, - 14.71, 13.42, 13.42, 13.42, @@ -434955,12 +434923,12 @@ 13.42, 13.42, 13.42, - 13.43, - 13.43, - 13.43, - 13.43, - 13.43, 13.42, + 13.43, + 13.43, + 13.43, + 13.43, + 13.43, 13.42, 13.42, 13.42, @@ -434979,6 +434947,7 @@ 13.08, 13.08, 13.08, + 13.08, 13.22, 13.22, 13.22, @@ -434988,7 +434957,6 @@ 12.58, 12.58, 12.58, - 12.58, 12.53, 12.53, 12.53, @@ -435027,7 +434995,7 @@ 15.43, 15.43, 15.43, - 13.46, + 15.43, 13.46, 13.46, 13.46, @@ -435051,6 +435019,7 @@ 12.4, 12.4, 12.4, + 12.4, 11.64, 11.64, 11.64, @@ -435060,7 +435029,7 @@ 12.13, 12.13, 12.13, - 12.13, + 12.18, 12.18, 12.18, 12.18, @@ -435084,7 +435053,6 @@ 12.34, 12.34, 12.34, - 12.34, 12.94, 12.94, 12.94, @@ -435123,6 +435091,7 @@ 12.79, 12.79, 12.79, + 12.79, 14.64, 14.64, 14.64, @@ -435142,9 +435111,6 @@ 13.77, 13.77, 13.77, - 13.77, - 13.77, - 13.77, 17.33, 17.33, 17.33, @@ -435154,7 +435120,7 @@ 15.92, 15.92, 15.92, - 17.91, + 15.92, 17.91, 17.91, 17.91, @@ -435179,8 +435145,6 @@ 16.09, 16.09, 16.09, - 16.09, - 15.6, 15.6, 15.6, 15.6, @@ -435194,6 +435158,7 @@ 16.14, 16.14, 16.14, + 16.14, 14.97, 14.97, 14.97, @@ -435213,7 +435178,7 @@ 13.37, 13.37, 13.37, - 13.37, + 12.69, 12.69, 12.69, 12.69, @@ -435232,7 +435197,7 @@ 12.58, 12.58, 12.58, - 12.58, + 12.18, 12.18, 12.18, 12.18, @@ -435256,7 +435221,6 @@ 12.06, 12.06, 12.06, - 12.06, 12.1, 12.1, 12.1, @@ -435266,6 +435230,7 @@ 12.87, 12.87, 12.87, + 12.87, 12.86, 12.86, 12.86, @@ -435280,7 +435245,6 @@ 12.86, 12.86, 12.86, - 12.86, 12.62, 12.62, 12.62, @@ -435290,6 +435254,7 @@ 12.41, 12.41, 12.41, + 12.41, 12.29, 12.29, 12.29, @@ -435328,7 +435293,6 @@ 13.15, 13.15, 13.15, - 13.15, 12.19, 12.19, 12.19, @@ -435348,7 +435312,7 @@ 11.64, 11.64, 11.64, - 11.27, + 11.64, 11.27, 11.27, 11.27, @@ -435362,6 +435326,7 @@ 10.85, 10.85, 10.85, + 10.85, 11.27, 11.27, 11.27, @@ -435381,7 +435346,7 @@ 13.16, 13.16, 13.16, - 13.16, + 14.78, 14.78, 14.78, 14.78, @@ -435400,7 +435365,7 @@ 13.45, 13.45, 13.45, - 13.45, + 12.64, 12.64, 12.64, 12.64, @@ -435424,7 +435389,6 @@ 12.86, 12.86, 12.86, - 12.86, 12.25, 12.25, 12.25, @@ -435434,6 +435398,7 @@ 12.41, 12.41, 12.41, + 12.41, 11.99, 11.99, 11.99, @@ -435448,7 +435413,6 @@ 11.99, 11.99, 11.99, - 11.99, 12.16, 12.16, 12.16, @@ -435458,6 +435422,7 @@ 12.5, 12.5, 12.5, + 12.5, 12.25, 12.25, 12.25, @@ -435496,7 +435461,6 @@ 13.91, 13.91, 13.91, - 13.91, 14.65, 14.65, 14.65, @@ -435516,7 +435480,7 @@ 14.88, 14.88, 14.88, - 14.16, + 14.88, 14.16, 14.16, 14.16, @@ -435530,6 +435494,7 @@ 13.14, 13.14, 13.14, + 13.14, 12.37, 12.37, 12.37, @@ -435549,7 +435514,7 @@ 12.07, 12.07, 12.07, - 12.07, + 13.68, 13.68, 13.68, 13.68, @@ -435568,7 +435533,7 @@ 11.8, 11.8, 11.8, - 11.8, + 11.68, 11.68, 11.68, 11.68, @@ -435592,7 +435557,6 @@ 12.42, 12.42, 12.42, - 12.42, 12.89, 12.89, 12.89, @@ -435602,6 +435566,7 @@ 12.41, 12.41, 12.41, + 12.41, 12.12, 12.12, 12.12, @@ -435616,7 +435581,6 @@ 12.12, 12.12, 12.12, - 12.12, 12, 12, 12, @@ -435626,6 +435590,7 @@ 12.05, 12.05, 12.05, + 12.05, 11.61, 11.61, 11.61, @@ -435664,7 +435629,6 @@ 22.96, 22.96, 22.96, - 22.96, 24.98, 24.98, 24.98, @@ -435684,7 +435648,7 @@ 21.31, 21.31, 21.31, - 21.3, + 21.31, 21.3, 21.3, 21.3, @@ -435819,7 +435783,6 @@ 17.36, 17.36, 17.36, - 17.36, 20.45, 20.45, 20.45, @@ -435834,7 +435797,6 @@ 21.25, 21.25, 21.25, - 21.25, 19.98, 19.98, 19.98, @@ -435854,7 +435816,7 @@ 18.14, 18.14, 18.14, - 20.1, + 18.14, 20.1, 20.1, 20.1, @@ -435873,7 +435835,7 @@ 20.8, 20.8, 20.8, - 21.52, + 20.8, 21.52, 21.52, 21.52, @@ -435892,6 +435854,7 @@ 18.9, 18.9, 18.9, + 18.9, 19.02, 19.02, 19.02, @@ -435906,7 +435869,7 @@ 18.79, 18.79, 18.79, - 18.79, + 18.07, 18.07, 18.07, 18.07, @@ -435935,7 +435898,7 @@ 20.74, 20.74, 20.74, - 20.74, + 21.19, 21.19, 21.19, 21.19, @@ -435954,7 +435917,6 @@ 23.23, 23.23, 23.23, - 23.23, 22.64, 22.64, 22.64, @@ -435964,6 +435926,7 @@ 21.76, 21.76, 21.76, + 21.76, 21.46, 21.46, 21.46, @@ -436002,7 +435965,6 @@ 25.58, 25.58, 25.58, - 25.58, 28.38, 28.38, 28.38, @@ -436022,6 +435984,7 @@ 30.11, 30.11, 30.11, + 30.11, 36.07, 36.07, 36.07, @@ -436031,7 +435994,7 @@ 36.07, 36.07, 36.07, - 36.07, + 30.41, 30.41, 30.41, 30.41, @@ -436055,7 +436018,7 @@ 28.34, 28.34, 28.34, - 28.34, + 25.42, 25.42, 25.42, 25.42, @@ -436074,7 +436037,7 @@ 25.45, 25.45, 25.45, - 25.45, + 21.38, 21.38, 21.38, 21.38, @@ -436098,7 +436061,6 @@ 20.47, 20.47, 20.47, - 20.47, 19.98, 19.98, 19.98, @@ -436108,6 +436070,7 @@ 19.5, 19.5, 19.5, + 19.5, 18.19, 18.19, 18.19, @@ -436122,7 +436085,6 @@ 18.19, 18.19, 18.19, - 18.19, 19.07, 19.07, 19.07, @@ -436132,6 +436094,7 @@ 18.6, 18.6, 18.6, + 18.6, 19.04, 19.04, 19.04, @@ -436170,7 +436133,6 @@ 19.52, 19.52, 19.52, - 19.52, 18.89, 18.89, 18.89, @@ -436190,7 +436152,7 @@ 17.42, 17.42, 17.42, - 18.87, + 17.42, 18.87, 18.87, 18.87, @@ -436204,6 +436166,7 @@ 17.66, 17.66, 17.66, + 17.66, 16.57, 16.57, 16.57, @@ -436223,7 +436186,7 @@ 16.14, 16.14, 16.14, - 16.14, + 15.73, 15.73, 15.73, 15.73, @@ -436242,7 +436205,7 @@ 16.37, 16.37, 16.37, - 16.37, + 15.72, 15.72, 15.72, 15.72, @@ -436266,7 +436229,6 @@ 15.43, 15.43, 15.43, - 15.43, 15.65, 15.65, 15.65, @@ -436276,6 +436238,7 @@ 16.22, 16.22, 16.22, + 16.22, 14.91, 14.91, 14.91, @@ -436295,7 +436258,7 @@ 14.91, 14.91, 14.91, - 14.91, + 14.88, 14.88, 14.88, 14.88, @@ -436343,7 +436306,7 @@ 14.7, 14.7, 14.7, - 14.7, + 13.57, 13.57, 13.57, 13.57, @@ -436362,7 +436325,6 @@ 14.63, 14.63, 14.63, - 14.63, 14.74, 14.74, 14.74, @@ -436372,6 +436334,7 @@ 15.74, 15.74, 15.74, + 15.74, 16.59, 16.59, 16.59, @@ -436391,8 +436354,6 @@ 16.05, 16.05, 16.05, - 16.05, - 16.05, 14.33, 14.33, 14.33, @@ -436402,6 +436363,7 @@ 13.77, 13.77, 13.77, + 13.77, 13.41, 13.41, 13.41, @@ -436411,7 +436373,7 @@ 13.5, 13.5, 13.5, - 13.5, + 12.88, 12.88, 12.88, 12.88, @@ -436435,7 +436397,6 @@ 13.56, 13.56, 13.56, - 13.56, 13.91, 13.91, 13.91, @@ -436474,6 +436435,7 @@ 15.15, 15.15, 15.15, + 15.15, 14.43, 14.43, 14.43, @@ -436493,7 +436455,7 @@ 13.71, 13.71, 13.71, - 13.71, + 13.4, 13.4, 13.4, 13.4, @@ -436507,7 +436469,6 @@ 13.74, 13.74, 13.74, - 13.74, 13.58, 13.58, 13.58, @@ -436527,7 +436488,7 @@ 12.82, 12.82, 12.82, - 13.18, + 12.82, 13.18, 13.18, 13.18, @@ -436546,7 +436507,7 @@ 13.02, 13.02, 13.02, - 12.01, + 13.02, 12.01, 12.01, 12.01, @@ -436570,6 +436531,7 @@ 12.18, 12.18, 12.18, + 12.18, 12.6, 12.6, 12.6, @@ -436603,7 +436565,6 @@ 12.28, 12.28, 12.28, - 12.28, 13.14, 13.14, 13.14, @@ -436642,6 +436603,7 @@ 14.8, 14.8, 14.8, + 14.8, 14.42, 14.42, 14.42, @@ -436661,7 +436623,7 @@ 12.87, 12.87, 12.87, - 12.87, + 15.44, 15.44, 15.44, 15.44, @@ -436675,7 +436637,6 @@ 19.4, 19.4, 19.4, - 19.4, 19.1, 19.1, 19.1, @@ -436696,8 +436657,6 @@ 16.04, 16.04, 16.04, - 16.04, - 20.55, 20.55, 20.55, 20.55, @@ -436716,7 +436675,7 @@ 15.29, 15.29, 15.29, - 15.96, + 15.29, 15.96, 15.96, 15.96, @@ -436740,6 +436699,7 @@ 14.95, 14.95, 14.95, + 14.95, 14.75, 14.75, 14.75, @@ -436749,7 +436709,6 @@ 16.92, 16.92, 16.92, - 16.92, 15.85, 15.85, 15.85, @@ -436769,7 +436728,7 @@ 15.85, 15.85, 15.85, - 17.5, + 15.85, 17.5, 17.5, 17.5, @@ -436817,7 +436776,7 @@ 15.93, 15.93, 15.93, - 16.3, + 15.93, 16.3, 16.3, 16.3, @@ -436841,7 +436800,7 @@ 15.99, 15.99, 15.99, - 15.91, + 15.99, 15.91, 15.91, 15.91, @@ -436865,7 +436824,7 @@ 15.28, 15.28, 15.28, - 15.35, + 15.28, 15.35, 15.35, 15.35, @@ -436913,7 +436872,7 @@ 16.21, 16.21, 16.21, - 15.82, + 16.21, 15.82, 15.82, 15.82, @@ -436937,7 +436896,7 @@ 14.06, 14.06, 14.06, - 12.93, + 14.06, 12.93, 12.93, 12.93, @@ -436985,7 +436944,7 @@ 12.93, 12.93, 12.93, - 12.39, + 12.93, 12.39, 12.39, 12.39, @@ -437009,7 +436968,7 @@ 12.86, 12.86, 12.86, - 13.97, + 12.86, 13.97, 13.97, 13.97, @@ -437033,7 +436992,7 @@ 14.45, 14.45, 14.45, - 13.53, + 14.45, 13.53, 13.53, 13.53, @@ -437081,7 +437040,7 @@ 16.12, 16.12, 16.12, - 17.87, + 16.12, 17.87, 17.87, 17.87, @@ -437105,7 +437064,7 @@ 24.59, 24.59, 24.59, - 20.17, + 24.59, 20.17, 20.17, 20.17, @@ -437134,8 +437093,6 @@ 17.97, 17.97, 17.97, - 17.97, - 17.97, 21.09, 21.09, 21.09, @@ -437145,6 +437102,7 @@ 17.52, 17.52, 17.52, + 17.52, 22.1, 22.1, 22.1, @@ -437183,7 +437141,6 @@ 15.8, 15.8, 15.8, - 15.8, 16.68, 16.68, 16.68, @@ -437203,7 +437160,7 @@ 19.87, 19.87, 19.87, - 19.32, + 19.87, 19.32, 19.32, 19.32, @@ -437217,6 +437174,7 @@ 19.35, 19.35, 19.35, + 19.35, 17.88, 17.88, 17.88, @@ -437255,7 +437213,7 @@ 16.27, 16.27, 16.27, - 16.27, + 15, 15, 15, 15, @@ -437279,7 +437237,6 @@ 15.2, 15.2, 15.2, - 15.2, 14.61, 14.61, 14.61, @@ -437289,6 +437246,7 @@ 14.22, 14.22, 14.22, + 14.22, 13.74, 13.74, 13.74, @@ -437303,7 +437261,6 @@ 13.74, 13.74, 13.74, - 13.74, 14.67, 14.67, 14.67, @@ -437313,6 +437270,7 @@ 14.44, 14.44, 14.44, + 14.44, 13.95, 13.95, 13.95, @@ -437351,7 +437309,6 @@ 15.96, 15.96, 15.96, - 15.96, 16.07, 16.07, 16.07, @@ -437371,7 +437328,7 @@ 17.22, 17.22, 17.22, - 16.24, + 17.22, 16.24, 16.24, 16.24, @@ -437385,6 +437342,7 @@ 20.56, 20.56, 20.56, + 20.56, 19.12, 19.12, 19.12, @@ -437404,7 +437362,7 @@ 17.04, 17.04, 17.04, - 17.04, + 17.86, 17.86, 17.86, 17.86, @@ -437423,7 +437381,7 @@ 17.57, 17.57, 17.57, - 17.57, + 15.58, 15.58, 15.58, 15.58, @@ -437447,7 +437405,6 @@ 13.54, 13.54, 13.54, - 13.54, 13.68, 13.68, 13.68, @@ -437457,6 +437414,7 @@ 13.79, 13.79, 13.79, + 13.79, 14.25, 14.25, 14.25, @@ -437471,7 +437429,6 @@ 14.25, 14.25, 14.25, - 14.25, 14, 14, 14, @@ -437481,6 +437438,7 @@ 14.46, 14.46, 14.46, + 14.46, 14.01, 14.01, 14.01, @@ -437519,7 +437477,6 @@ 12.33, 12.33, 12.33, - 12.33, 13.22, 13.22, 13.22, @@ -437539,7 +437496,7 @@ 12.3, 12.3, 12.3, - 12.83, + 12.3, 12.83, 12.83, 12.83, @@ -437553,6 +437510,7 @@ 12.62, 12.62, 12.62, + 12.62, 12.73, 12.73, 12.73, @@ -437572,7 +437530,6 @@ 12.07, 12.07, 12.07, - 12.07, 12.69, 12.69, 12.69, @@ -437587,7 +437544,7 @@ 13, 13, 13, - 13.05, + 13, 13.05, 13.05, 13.05, @@ -437611,12 +437568,12 @@ 12.46, 12.46, 12.46, + 12.46, 12.86, 12.86, 12.86, 12.86, - 12.86, - 12.86, + 12.78, 12.78, 12.78, 12.78, @@ -437640,7 +437597,7 @@ 12.34, 12.34, 12.34, - 12.34, + 11.87, 11.87, 11.87, 11.87, @@ -437688,7 +437645,7 @@ 14.8, 14.8, 14.8, - 14.8, + 14.52, 14.52, 14.52, 14.52, @@ -437712,7 +437669,7 @@ 15.86, 15.86, 15.86, - 15.86, + 15.68, 15.68, 15.68, 15.68, @@ -437760,7 +437717,7 @@ 12.5, 12.5, 12.5, - 12.5, + 12.51, 12.51, 12.51, 12.51, @@ -437808,7 +437765,7 @@ 13.43, 13.43, 13.43, - 13.43, + 14.82, 14.82, 14.82, 14.82, @@ -437856,7 +437813,7 @@ 13.45, 13.45, 13.45, - 13.45, + 12.54, 12.54, 12.54, 12.54, @@ -437880,7 +437837,7 @@ 12.32, 12.32, 12.32, - 12.32, + 12.39, 12.39, 12.39, 12.39, @@ -437928,7 +437885,7 @@ 12.98, 12.98, 12.98, - 12.98, + 14.56, 14.56, 14.56, 14.56, @@ -437952,7 +437909,7 @@ 16.28, 16.28, 16.28, - 16.28, + 16.39, 16.39, 16.39, 16.39, @@ -437976,7 +437933,6 @@ 18.84, 18.84, 18.84, - 18.84, 17.97, 17.97, 17.97, @@ -437986,6 +437942,7 @@ 16.05, 16.05, 16.05, + 16.05, 15.15, 15.15, 15.15, @@ -438024,7 +437981,6 @@ 13.74, 13.74, 13.74, - 13.74, 14.15, 14.15, 14.15, @@ -438049,7 +438005,6 @@ 13.68, 13.68, 13.68, - 13.68, 14.83, 14.83, 14.83, @@ -438059,6 +438014,7 @@ 14.38, 14.38, 14.38, + 14.38, 15.56, 15.56, 15.56, @@ -438078,7 +438034,7 @@ 17.08, 17.08, 17.08, - 17.08, + 25.03, 25.03, 25.03, 25.03, @@ -438097,7 +438053,6 @@ 39.16, 39.16, 39.16, - 39.16, 40.11, 40.11, 40.11, @@ -438117,7 +438072,7 @@ 33.42, 33.42, 33.42, - 36.82, + 33.42, 36.82, 36.82, 36.82, @@ -438165,7 +438120,7 @@ 75.47, 75.47, 75.47, - 57.83, + 75.47, 57.83, 57.83, 57.83, @@ -438189,7 +438144,7 @@ 75.91, 75.91, 75.91, - 76.45, + 75.91, 76.45, 76.45, 76.45, @@ -438213,7 +438168,7 @@ 66.04, 66.04, 66.04, - 61.59, + 66.04, 61.59, 61.59, 61.59, @@ -438261,7 +438216,7 @@ 57.06, 57.06, 57.06, - 50.91, + 57.06, 50.91, 50.91, 50.91, @@ -438285,7 +438240,7 @@ 45.24, 45.24, 45.24, - 46.7, + 45.24, 46.7, 46.7, 46.7, @@ -438333,7 +438288,7 @@ 40.11, 40.11, 40.11, - 38.15, + 40.11, 38.15, 38.15, 38.15, @@ -438362,7 +438317,6 @@ 41.98, 41.98, 41.98, - 41.98, 41.38, 41.38, 41.38, @@ -438382,7 +438336,7 @@ 35.93, 35.93, 35.93, - 33.29, + 35.93, 33.29, 33.29, 33.29, @@ -438396,6 +438350,7 @@ 31.23, 31.23, 31.23, + 31.23, 34.15, 34.15, 34.15, @@ -438415,7 +438370,7 @@ 37.19, 37.19, 37.19, - 37.19, + 35.97, 35.97, 35.97, 35.97, @@ -438434,7 +438389,7 @@ 31.44, 31.44, 31.44, - 31.44, + 27.98, 27.98, 27.98, 27.98, @@ -438458,7 +438413,6 @@ 33.04, 33.04, 33.04, - 33.04, 35.28, 35.28, 35.28, @@ -438468,6 +438422,7 @@ 32.61, 32.61, 32.61, + 32.61, 31.89, 31.89, 31.89, @@ -438482,7 +438437,6 @@ 31.89, 31.89, 31.89, - 31.89, 29.3, 29.3, 29.3, @@ -438492,6 +438446,7 @@ 30.53, 30.53, 30.53, + 30.53, 27.99, 27.99, 27.99, @@ -438530,7 +438485,6 @@ 27.62, 27.62, 27.62, - 27.62, 28.59, 28.59, 28.59, @@ -438550,7 +438504,7 @@ 27.51, 27.51, 27.51, - 28.23, + 27.51, 28.23, 28.23, 28.23, @@ -438564,6 +438518,7 @@ 25.66, 25.66, 25.66, + 25.66, 25.81, 25.81, 25.81, @@ -438583,7 +438538,7 @@ 24.52, 24.52, 24.52, - 24.52, + 25.81, 25.81, 25.81, 25.81, @@ -438602,7 +438557,7 @@ 40.79, 40.79, 40.79, - 40.79, + 36.09, 36.09, 36.09, 36.09, @@ -438626,7 +438581,6 @@ 33.67, 33.67, 33.67, - 33.67, 33.47, 33.47, 33.47, @@ -438636,7 +438590,7 @@ 32.94, 32.94, 32.94, - 35.12, + 32.94, 35.12, 35.12, 35.12, @@ -439443,7 +439397,7 @@ 21.28, 21.28, 21.28, - 21.28, + 20.79, 20.79, 20.79, 20.79, @@ -439467,7 +439421,7 @@ 20.68, 20.68, 20.68, - 20.68, + 22.27, 22.27, 22.27, 22.27, @@ -439491,7 +439445,7 @@ 23.31, 23.31, 23.31, - 23.31, + 24.72, 24.72, 24.72, 24.72, @@ -439501,7 +439455,6 @@ 22.89, 22.89, 22.89, - 22.89, 22.5, 22.5, 22.5, @@ -439540,7 +439493,7 @@ 23.31, 23.31, 23.31, - 23.31, + 21.53, 21.53, 21.53, 21.53, @@ -439564,7 +439517,7 @@ 21.7, 21.7, 21.7, - 21.7, + 23.08, 23.08, 23.08, 23.08, @@ -439612,7 +439565,7 @@ 22.37, 22.37, 22.37, - 22.37, + 21.56, 21.56, 21.56, 21.56, @@ -439636,7 +439589,7 @@ 23.33, 23.33, 23.33, - 23.33, + 22.21, 22.21, 22.21, 22.21, @@ -439708,7 +439661,7 @@ 37.21, 37.21, 37.21, - 37.21, + 30.21, 30.21, 30.21, 30.21, @@ -439732,7 +439685,7 @@ 30.24, 30.24, 30.24, - 30.24, + 25.56, 25.56, 25.56, 25.56, @@ -439761,7 +439714,7 @@ 20.87, 20.87, 20.87, - 20.87, + 21.24, 21.24, 21.24, 21.24, @@ -439780,7 +439733,7 @@ 21.25, 21.25, 21.25, - 21.25, + 19.97, 19.97, 19.97, 19.97, @@ -439804,7 +439757,6 @@ 21.46, 21.46, 21.46, - 21.46, 21.5, 21.5, 21.5, @@ -439814,6 +439766,7 @@ 22.49, 22.49, 22.49, + 22.49, 22.05, 22.05, 22.05, @@ -439828,7 +439781,6 @@ 22.05, 22.05, 22.05, - 22.05, 23.45, 23.45, 23.45, @@ -439838,6 +439790,7 @@ 23.11, 23.11, 23.11, + 23.11, 21.34, 21.34, 21.34, @@ -439862,7 +439815,6 @@ 27.95, 27.95, 27.95, - 27.95, 23.35, 23.35, 23.35, @@ -439872,7 +439824,7 @@ 24.1, 24.1, 24.1, - 26.67, + 24.1, 26.67, 26.67, 26.67, @@ -439896,7 +439848,7 @@ 24.66, 24.66, 24.66, - 25.47, + 24.66, 25.47, 25.47, 25.47, @@ -439944,7 +439896,7 @@ 19.23, 19.23, 19.23, - 21.58, + 19.23, 21.58, 21.58, 21.58, @@ -439968,7 +439920,7 @@ 18.88, 18.88, 18.88, - 20.3, + 18.88, 20.3, 20.3, 20.3, @@ -440040,7 +439992,7 @@ 18.12, 18.12, 18.12, - 17.16, + 18.12, 17.16, 17.16, 17.16, @@ -440064,7 +440016,7 @@ 16.69, 16.69, 16.69, - 16.91, + 16.69, 16.91, 16.91, 16.91, @@ -440098,7 +440050,6 @@ 16.25, 16.25, 16.25, - 16.25, 17.29, 17.29, 17.29, @@ -440637,7 +440588,6 @@ 16.15, 16.15, 16.15, - 16.15, 16.72, 16.72, 16.72, @@ -440887,7 +440837,6 @@ 22.56, 22.56, 22.56, - 22.56, 23.14, 23.14, 23.14, @@ -440907,7 +440856,7 @@ 21.15, 21.15, 21.15, - 22.96, + 21.15, 22.96, 22.96, 22.96, @@ -440921,6 +440870,7 @@ 21, 21, 21, + 21, 19.54, 19.54, 19.54, @@ -440940,7 +440890,7 @@ 18.77, 18.77, 18.77, - 18.77, + 20, 20, 20, 20, @@ -440959,7 +440909,7 @@ 16.86, 16.86, 16.86, - 16.86, + 16.3, 16.3, 16.3, 16.3, @@ -440983,7 +440933,6 @@ 15.7, 15.7, 15.7, - 15.7, 15.49, 15.49, 15.49, @@ -440993,6 +440942,7 @@ 15.01, 15.01, 15.01, + 15.01, 15.43, 15.43, 15.43, @@ -441007,7 +440957,6 @@ 15.43, 15.43, 15.43, - 15.43, 15.24, 15.24, 15.24, @@ -441017,6 +440966,7 @@ 15.98, 15.98, 15.98, + 15.98, 16.98, 16.98, 16.98, @@ -441055,7 +441005,6 @@ 15.1, 15.1, 15.1, - 15.1, 15.44, 15.44, 15.44, @@ -441075,7 +441024,7 @@ 16.48, 16.48, 16.48, - 17.22, + 16.48, 17.22, 17.22, 17.22, @@ -441089,6 +441038,7 @@ 18.73, 18.73, 18.73, + 18.73, 17.66, 17.66, 17.66, @@ -441108,7 +441058,7 @@ 16.29, 16.29, 16.29, - 16.29, + 16.49, 16.49, 16.49, 16.49, @@ -441127,7 +441077,7 @@ 17.59, 17.59, 17.59, - 17.59, + 17.91, 17.91, 17.91, 17.91, @@ -441151,7 +441101,6 @@ 19.38, 19.38, 19.38, - 19.38, 18.58, 18.58, 18.58, @@ -441161,7 +441110,7 @@ 18.58, 18.58, 18.58, - 28.62, + 18.58, 28.62, 28.62, 28.62, @@ -441185,6 +441134,7 @@ 27.19, 27.19, 27.19, + 27.19, 31.12, 31.12, 31.12, @@ -441223,7 +441173,6 @@ 19.9, 19.9, 19.9, - 19.9, 21.58, 21.58, 21.58, @@ -441243,7 +441192,7 @@ 18.69, 18.69, 18.69, - 20.31, + 18.69, 20.31, 20.31, 20.31, @@ -441257,6 +441206,7 @@ 19.29, 19.29, 19.29, + 19.29, 20.57, 20.57, 20.57, @@ -441276,7 +441226,7 @@ 21.57, 21.57, 21.57, - 21.57, + 22.87, 22.87, 22.87, 22.87, @@ -441319,7 +441269,6 @@ 17.54, 17.54, 17.54, - 17.54, 16.95, 16.95, 16.95, @@ -441329,6 +441278,7 @@ 17.33, 17.33, 17.33, + 17.33, 17.22, 17.22, 17.22, @@ -441343,7 +441293,6 @@ 17.22, 17.22, 17.22, - 17.22, 16.6, 16.6, 16.6, @@ -441353,6 +441302,7 @@ 16.91, 16.91, 16.91, + 16.91, 19.73, 19.73, 19.73, @@ -441391,7 +441341,6 @@ 17.62, 17.62, 17.62, - 17.62, 20.31, 20.31, 20.31, @@ -441425,6 +441374,7 @@ 23.85, 23.85, 23.85, + 23.85, 25.59, 25.59, 25.59, @@ -441444,7 +441394,7 @@ 28.85, 28.85, 28.85, - 28.85, + 29.9, 29.9, 29.9, 29.9, @@ -441463,7 +441413,7 @@ 30.49, 30.49, 30.49, - 30.49, + 27.66, 27.66, 27.66, 27.66, @@ -441487,7 +441437,6 @@ 21.96, 21.96, 21.96, - 21.96, 22.09, 22.09, 22.09, @@ -441497,6 +441446,7 @@ 24.35, 24.35, 24.35, + 24.35, 23.22, 23.22, 23.22, @@ -441511,7 +441461,6 @@ 23.22, 23.22, 23.22, - 23.22, 22.86, 22.86, 22.86, @@ -441521,6 +441470,7 @@ 21.44, 21.44, 21.44, + 21.44, 19.96, 19.96, 19.96, @@ -441559,7 +441509,6 @@ 24.29, 24.29, 24.29, - 24.29, 28.11, 28.11, 28.11, @@ -441593,6 +441542,7 @@ 31.02, 31.02, 31.02, + 31.02, 30.32, 30.32, 30.32, @@ -441612,7 +441562,7 @@ 27.59, 27.59, 27.59, - 27.59, + 30.15, 30.15, 30.15, 30.15, @@ -441631,7 +441581,7 @@ 30.48, 30.48, 30.48, - 30.48, + 31.98, 31.98, 31.98, 31.98, @@ -441655,7 +441605,6 @@ 35.13, 35.13, 35.13, - 35.13, 32.45, 32.45, 32.45, @@ -441665,6 +441614,7 @@ 30.23, 30.23, 30.23, + 30.23, 30.75, 30.75, 30.75, @@ -441679,7 +441629,6 @@ 30.75, 30.75, 30.75, - 30.75, 31.77, 31.77, 31.77, @@ -441689,6 +441638,7 @@ 29.83, 29.83, 29.83, + 29.83, 26.67, 26.67, 26.67, @@ -441727,7 +441677,6 @@ 23.57, 23.57, 23.57, - 23.57, 21.67, 21.67, 21.67, @@ -441747,7 +441696,7 @@ 20.81, 20.81, 20.81, - 19.63, + 20.81, 19.63, 19.63, 19.63, @@ -441761,6 +441710,7 @@ 19.33, 19.33, 19.33, + 19.33, 20.56, 20.56, 20.56, @@ -441780,7 +441730,7 @@ 19.63, 19.63, 19.63, - 19.63, + 18.57, 18.57, 18.57, 18.57, @@ -441799,7 +441749,7 @@ 21.55, 21.55, 21.55, - 21.55, + 21.16, 21.16, 21.16, 21.16, @@ -441823,7 +441773,6 @@ 24.26, 24.26, 24.26, - 24.26, 21.82, 21.82, 21.82, @@ -441857,6 +441806,7 @@ 21.37, 21.37, 21.37, + 21.37, 20.32, 20.32, 20.32, @@ -441895,7 +441845,6 @@ 31.6, 31.6, 31.6, - 31.6, 29.99, 29.99, 29.99, @@ -441915,7 +441864,7 @@ 33.4, 33.4, 33.4, - 32.34, + 33.4, 32.34, 32.34, 32.34, @@ -441929,6 +441878,7 @@ 25.42, 25.42, 25.42, + 25.42, 31.2, 31.2, 31.2, @@ -441948,7 +441898,7 @@ 30.19, 30.19, 30.19, - 30.19, + 34.75, 34.75, 34.75, 34.75, @@ -441967,7 +441917,7 @@ 31.77, 31.77, 31.77, - 31.77, + 28.87, 28.87, 28.87, 28.87, @@ -441991,7 +441941,6 @@ 26.1, 26.1, 26.1, - 26.1, 30.96, 30.96, 30.96, @@ -442001,6 +441950,7 @@ 29.35, 29.35, 29.35, + 29.35, 29.43, 29.43, 29.43, @@ -442015,7 +441965,6 @@ 29.43, 29.43, 29.43, - 29.43, 28.48, 28.48, 28.48, @@ -442025,6 +441974,7 @@ 29.45, 29.45, 29.45, + 29.45, 28.37, 28.37, 28.37, @@ -442063,7 +442013,6 @@ 25.69, 25.69, 25.69, - 25.69, 24.72, 24.72, 24.72, @@ -442083,7 +442032,7 @@ 24.79, 24.79, 24.79, - 25.07, + 24.79, 25.07, 25.07, 25.07, @@ -442097,6 +442046,7 @@ 23.96, 23.96, 23.96, + 23.96, 26.09, 26.09, 26.09, @@ -442116,7 +442066,7 @@ 27.75, 27.75, 27.75, - 27.75, + 34.02, 34.02, 34.02, 34.02, @@ -442135,7 +442085,7 @@ 32.95, 32.95, 32.95, - 32.95, + 31.13, 31.13, 31.13, 31.13, @@ -442159,7 +442109,6 @@ 30.19, 30.19, 30.19, - 30.19, 28.95, 28.95, 28.95, @@ -442169,6 +442118,7 @@ 29.05, 29.05, 29.05, + 29.05, 27.23, 27.23, 27.23, @@ -442183,7 +442133,6 @@ 27.23, 27.23, 27.23, - 27.23, 26.95, 26.95, 26.95, @@ -442193,6 +442142,7 @@ 28.36, 28.36, 28.36, + 28.36, 28.16, 28.16, 28.16, @@ -442231,7 +442181,6 @@ 26.73, 26.73, 26.73, - 26.73, 26.08, 26.08, 26.08, @@ -442251,7 +442200,7 @@ 24.64, 24.64, 24.64, - 26.17, + 24.64, 26.17, 26.17, 26.17, @@ -442265,6 +442214,7 @@ 26.82, 26.82, 26.82, + 26.82, 26.4, 26.4, 26.4, @@ -442284,7 +442234,7 @@ 24.23, 24.23, 24.23, - 24.23, + 25.3, 25.3, 25.3, 25.3, @@ -442303,7 +442253,7 @@ 23.11, 23.11, 23.11, - 23.11, + 23.03, 23.03, 23.03, 23.03, @@ -442327,7 +442277,6 @@ 24.69, 24.69, 24.69, - 24.69, 23.24, 23.24, 23.24, @@ -442337,6 +442286,7 @@ 22.33, 22.33, 22.33, + 22.33, 21.33, 21.33, 21.33, @@ -442351,7 +442301,6 @@ 21.33, 21.33, 21.33, - 21.33, 22.84, 22.84, 22.84, @@ -442361,6 +442310,7 @@ 23.93, 23.93, 23.93, + 23.93, 21.95, 21.95, 21.95, @@ -442399,7 +442349,6 @@ 19.74, 19.74, 19.74, - 19.74, 20.2, 20.2, 20.2, @@ -442419,7 +442368,7 @@ 19.53, 19.53, 19.53, - 19.95, + 19.53, 19.95, 19.95, 19.95, @@ -442433,6 +442382,7 @@ 19.9, 19.9, 19.9, + 19.9, 19.56, 19.56, 19.56, @@ -442452,7 +442402,7 @@ 20.6, 20.6, 20.6, - 20.6, + 23.8, 23.8, 23.8, 23.8, @@ -442471,7 +442421,6 @@ 21.78, 21.78, 21.78, - 21.78, 25.56, 25.56, 25.56, @@ -442486,7 +442435,7 @@ 25.56, 25.56, 25.56, - 26.21, + 25.56, 26.21, 26.21, 26.21, @@ -442505,7 +442454,7 @@ 25.56, 25.56, 25.56, - 25.47, + 25.56, 25.47, 25.47, 25.47, @@ -442529,6 +442478,7 @@ 26.91, 26.91, 26.91, + 26.91, 24.64, 24.64, 24.64, @@ -442567,7 +442517,6 @@ 26.16, 26.16, 26.16, - 26.16, 26.27, 26.27, 26.27, @@ -442587,7 +442536,7 @@ 26.3, 26.3, 26.3, - 25.76, + 26.3, 25.76, 25.76, 25.76, @@ -442601,6 +442550,7 @@ 27.99, 27.99, 27.99, + 27.99, 27.35, 27.35, 27.35, @@ -442620,7 +442570,7 @@ 29.92, 29.92, 29.92, - 29.92, + 32.26, 32.26, 32.26, 32.26, @@ -442639,7 +442589,7 @@ 31.84, 31.84, 31.84, - 31.84, + 31.62, 31.62, 31.62, 31.62, @@ -442663,7 +442613,6 @@ 29.07, 29.07, 29.07, - 29.07, 28.55, 28.55, 28.55, @@ -442673,6 +442622,7 @@ 30.52, 30.52, 30.52, + 30.52, 31.36, 31.36, 31.36, @@ -442687,7 +442637,6 @@ 31.36, 31.36, 31.36, - 31.36, 32.45, 32.45, 32.45, @@ -442697,6 +442646,7 @@ 33.63, 33.63, 33.63, + 33.63, 33.57, 33.57, 33.57, @@ -442735,7 +442685,6 @@ 30.76, 30.76, 30.76, - 30.76, 29.98, 29.98, 29.98, @@ -442755,7 +442704,7 @@ 29.69, 29.69, 29.69, - 29.85, + 29.69, 29.85, 29.85, 29.85, @@ -442769,6 +442718,7 @@ 27.28, 27.28, 27.28, + 27.28, 27.39, 27.39, 27.39, @@ -442788,7 +442738,7 @@ 25.75, 25.75, 25.75, - 25.75, + 25.88, 25.88, 25.88, 25.88, @@ -442807,7 +442757,7 @@ 25.3, 25.3, 25.3, - 25.3, + 24.55, 24.55, 24.55, 24.55, @@ -442831,7 +442781,6 @@ 25.54, 25.54, 25.54, - 25.54, 26.09, 26.09, 26.09, @@ -442841,6 +442790,7 @@ 23.53, 23.53, 23.53, + 23.53, 22.52, 22.52, 22.52, @@ -442855,7 +442805,6 @@ 22.52, 22.52, 22.52, - 22.52, 23.73, 23.73, 23.73, @@ -442865,6 +442814,7 @@ 24.54, 24.54, 24.54, + 24.54, 24.11, 24.11, 24.11, @@ -442903,7 +442853,6 @@ 20.35, 20.35, 20.35, - 20.35, 20.42, 20.42, 20.42, @@ -442923,7 +442872,7 @@ 20.5, 20.5, 20.5, - 22.21, + 20.5, 22.21, 22.21, 22.21, @@ -442937,6 +442886,7 @@ 20.58, 20.58, 20.58, + 20.58, 19.84, 19.84, 19.84, @@ -442956,7 +442906,7 @@ 19.06, 19.06, 19.06, - 19.06, + 20.75, 20.75, 20.75, 20.75, @@ -442975,7 +442925,7 @@ 22.29, 22.29, 22.29, - 22.29, + 22.83, 22.83, 22.83, 22.83, @@ -442999,7 +442949,6 @@ 22.55, 22.55, 22.55, - 22.55, 21.14, 21.14, 21.14, @@ -443009,6 +442958,7 @@ 22.83, 22.83, 22.83, + 22.83, 22.62, 22.62, 22.62, @@ -443023,7 +442973,6 @@ 22.62, 22.62, 22.62, - 22.62, 22.42, 22.42, 22.42, @@ -443033,6 +442982,7 @@ 21.48, 21.48, 21.48, + 21.48, 20.07, 20.07, 20.07, @@ -443071,7 +443021,6 @@ 22.14, 22.14, 22.14, - 22.14, 21.44, 21.44, 21.44, @@ -443105,6 +443054,7 @@ 22.01, 22.01, 22.01, + 22.01, 22.46, 22.46, 22.46, @@ -443124,7 +443074,7 @@ 21.13, 21.13, 21.13, - 21.13, + 21.97, 21.97, 21.97, 21.97, @@ -443143,7 +443093,7 @@ 18.83, 18.83, 18.83, - 18.83, + 18.35, 18.35, 18.35, 18.35, @@ -443167,7 +443117,6 @@ 19.36, 19.36, 19.36, - 19.36, 20.34, 20.34, 20.34, @@ -443177,6 +443126,7 @@ 20.52, 20.52, 20.52, + 20.52, 19.85, 19.85, 19.85, @@ -443191,7 +443141,6 @@ 19.85, 19.85, 19.85, - 19.85, 19.81, 19.81, 19.81, @@ -443201,6 +443150,7 @@ 19.2, 19.2, 19.2, + 19.2, 19.08, 19.08, 19.08, @@ -443239,7 +443189,6 @@ 17.87, 17.87, 17.87, - 17.87, 18.73, 18.73, 18.73, @@ -443259,7 +443208,7 @@ 18.33, 18.33, 18.33, - 19.43, + 18.33, 19.43, 19.43, 19.43, @@ -443273,6 +443222,7 @@ 19.63, 19.63, 19.63, + 19.63, 20.71, 20.71, 20.71, @@ -443292,7 +443242,7 @@ 20.53, 20.53, 20.53, - 20.53, + 20.34, 20.34, 20.34, 20.34, @@ -443311,7 +443261,7 @@ 20.17, 20.17, 20.17, - 20.17, + 20.02, 20.02, 20.02, 20.02, @@ -443335,7 +443285,6 @@ 22.87, 22.87, 22.87, - 22.87, 22.29, 22.29, 22.29, @@ -443345,6 +443294,7 @@ 21.14, 21.14, 21.14, + 21.14, 21.67, 21.67, 21.67, @@ -443359,7 +443309,6 @@ 21.67, 21.67, 21.67, - 21.67, 20.95, 20.95, 20.95, @@ -443369,6 +443318,7 @@ 20.7, 20.7, 20.7, + 20.7, 20.58, 20.58, 20.58, @@ -443407,7 +443357,6 @@ 19.11, 19.11, 19.11, - 19.11, 22.61, 22.61, 22.61, @@ -443427,7 +443376,7 @@ 24.8, 24.8, 24.8, - 26.52, + 24.8, 26.52, 26.52, 26.52, @@ -443441,6 +443390,7 @@ 26.14, 26.14, 26.14, + 26.14, 22.99, 22.99, 22.99, @@ -443460,7 +443410,6 @@ 25.51, 25.51, 25.51, - 25.51, 24.15, 24.15, 24.15, @@ -443470,6 +443419,7 @@ 21.38, 21.38, 21.38, + 21.38, 22.26, 22.26, 22.26, @@ -443479,7 +443429,7 @@ 22.61, 22.61, 22.61, - 22.61, + 21.74, 21.74, 21.74, 21.74, @@ -443503,7 +443453,6 @@ 19.97, 19.97, 19.97, - 19.97, 19.12, 19.12, 19.12, @@ -443542,7 +443491,7 @@ 19.08, 19.08, 19.08, - 18.4, + 19.08, 18.4, 18.4, 18.4, @@ -443566,6 +443515,7 @@ 18.97, 18.97, 18.97, + 18.97, 19.1, 19.1, 19.1, @@ -443575,7 +443525,6 @@ 19.09, 19.09, 19.09, - 19.09, 17.8, 17.8, 17.8, @@ -443595,7 +443544,7 @@ 17.07, 17.07, 17.07, - 16.95, + 17.07, 16.95, 16.95, 16.95, @@ -443614,7 +443563,7 @@ 17.17, 17.17, 17.17, - 16.77, + 17.17, 16.77, 16.77, 16.77, @@ -443638,6 +443587,7 @@ 18.76, 18.76, 18.76, + 18.76, 18.84, 18.84, 18.84, @@ -443647,7 +443597,7 @@ 17.03, 17.03, 17.03, - 17.03, + 15.78, 15.78, 15.78, 15.78, @@ -443671,7 +443621,6 @@ 17.78, 17.78, 17.78, - 17.78, 18.34, 18.34, 18.34, @@ -443710,6 +443659,7 @@ 16.94, 16.94, 16.94, + 16.94, 16.93, 16.93, 16.93, @@ -443729,7 +443679,7 @@ 17.03, 17.03, 17.03, - 17.03, + 17.12, 17.12, 17.12, 17.12, @@ -443743,7 +443693,6 @@ 16.87, 16.87, 16.87, - 16.87, 16.05, 16.05, 16.05, @@ -443763,7 +443712,7 @@ 16.81, 16.81, 16.81, - 17.21, + 16.81, 17.21, 17.21, 17.21, @@ -443782,6 +443731,7 @@ 19.14, 19.14, 19.14, + 19.14, 17.95, 17.95, 17.95, @@ -443796,7 +443746,7 @@ 17.95, 17.95, 17.95, - 17.95, + 17.46, 17.46, 17.46, 17.46, @@ -443815,7 +443765,7 @@ 15.65, 15.65, 15.65, - 15.65, + 14.6, 14.6, 14.6, 14.6, @@ -443839,7 +443789,6 @@ 13.96, 13.96, 13.96, - 13.96, 13.94, 13.94, 13.94, @@ -443878,6 +443827,7 @@ 13.88, 13.88, 13.88, + 13.88, 14.5, 14.5, 14.5, @@ -443897,7 +443847,7 @@ 13.54, 13.54, 13.54, - 13.54, + 14.19, 14.19, 14.19, 14.19, @@ -443911,7 +443861,6 @@ 13.2, 13.2, 13.2, - 13.2, 12.91, 12.91, 12.91, @@ -443931,7 +443880,7 @@ 13.44, 13.44, 13.44, - 14.25, + 13.44, 14.25, 14.25, 14.25, @@ -443950,7 +443899,7 @@ 13.54, 13.54, 13.54, - 13.59, + 13.54, 13.59, 13.59, 13.59, @@ -443974,6 +443923,7 @@ 13.7, 13.7, 13.7, + 13.7, 14.18, 14.18, 14.18, @@ -443983,7 +443933,7 @@ 15.44, 15.44, 15.44, - 15.44, + 14.83, 14.83, 14.83, 14.83, @@ -444007,7 +443957,6 @@ 14.84, 14.84, 14.84, - 14.84, 13.54, 13.54, 13.54, @@ -444046,6 +443995,7 @@ 13.76, 13.76, 13.76, + 13.76, 13.99, 13.99, 13.99, @@ -444065,7 +444015,7 @@ 13.6, 13.6, 13.6, - 13.6, + 13.91, 13.91, 13.91, 13.91, @@ -444079,7 +444029,6 @@ 13.19, 13.19, 13.19, - 13.19, 14.41, 14.41, 14.41, @@ -444099,7 +444048,7 @@ 13.33, 13.33, 13.33, - 13.63, + 13.33, 13.63, 13.63, 13.63, @@ -444118,7 +444067,7 @@ 15.92, 15.92, 15.92, - 17.1, + 15.92, 17.1, 17.1, 17.1, @@ -444142,6 +444091,7 @@ 15.99, 15.99, 15.99, + 15.99, 15.96, 15.96, 15.96, @@ -444151,7 +444101,7 @@ 15.85, 15.85, 15.85, - 15.85, + 14.84, 14.84, 14.84, 14.84, @@ -444175,7 +444125,6 @@ 16.46, 16.46, 16.46, - 16.46, 16.78, 16.78, 16.78, @@ -444214,6 +444163,7 @@ 15.98, 15.98, 15.98, + 15.98, 17.2, 17.2, 17.2, @@ -444233,7 +444183,7 @@ 15.68, 15.68, 15.68, - 15.68, + 15.08, 15.08, 15.08, 15.08, @@ -444247,7 +444197,6 @@ 13.88, 13.88, 13.88, - 13.88, 13.57, 13.57, 13.57, @@ -444267,7 +444216,7 @@ 13.09, 13.09, 13.09, - 13.82, + 13.09, 13.82, 13.82, 13.82, @@ -444286,7 +444235,7 @@ 14.4, 14.4, 14.4, - 13.84, + 14.4, 13.84, 13.84, 13.84, @@ -444310,6 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14.91, + 14.89, 14.89, 14.89, 14.89, @@ -444583,7 +444533,6 @@ 14.45, 14.45, 14.45, - 14.45, 15.29, 15.29, 15.29, @@ -444603,7 +444552,7 @@ 14.17, 14.17, 14.17, - 14.76, + 14.17, 14.76, 14.76, 14.76, @@ -444622,7 +444571,7 @@ 14.32, 14.32, 14.32, - 13.8, + 14.32, 13.8, 13.8, 13.8, @@ -444646,6 +444595,7 @@ 13.35, 13.35, 13.35, + 13.35, 12.85, 12.85, 12.85, @@ -444655,7 +444605,6 @@ 12.8, 12.8, 12.8, - 12.8, 12.46, 12.46, 12.46, @@ -444670,7 +444619,7 @@ 12.46, 12.46, 12.46, - 12.69, + 12.46, 12.69, 12.69, 12.69, @@ -444718,6 +444667,7 @@ 12.97, 12.97, 12.97, + 12.97, 13.06, 13.06, 13.06, @@ -444737,7 +444687,7 @@ 12.35, 12.35, 12.35, - 12.35, + 12.63, 12.63, 12.63, 12.63, @@ -444751,7 +444701,6 @@ 12.19, 12.19, 12.19, - 12.19, 12.48, 12.48, 12.48, @@ -444771,7 +444720,7 @@ 12.28, 12.28, 12.28, - 12.56, + 12.28, 12.56, 12.56, 12.56, @@ -444790,6 +444739,7 @@ 13.65, 13.65, 13.65, + 13.65, 13.03, 13.03, 13.03, @@ -444809,7 +444759,7 @@ 13.03, 13.03, 13.03, - 13.03, + 12.99, 12.99, 12.99, 12.99, @@ -444823,7 +444773,6 @@ 12.47, 12.47, 12.47, - 12.47, 12.45, 12.45, 12.45, @@ -444843,7 +444792,7 @@ 12.45, 12.45, 12.45, - 13.2, + 12.45, 13.2, 13.2, 13.2, @@ -444886,6 +444835,7 @@ 12.69, 12.69, 12.69, + 12.69, 12.44, 12.44, 12.44, @@ -444905,7 +444855,7 @@ 12.7, 12.7, 12.7, - 12.7, + 13.25, 13.25, 13.25, 13.25, @@ -444919,7 +444869,6 @@ 14.79, 14.79, 14.79, - 14.79, 14.13, 14.13, 14.13, @@ -444939,7 +444888,7 @@ 13.3, 13.3, 13.3, - 13.19, + 13.3, 13.19, 13.19, 13.19, @@ -444958,7 +444907,7 @@ 13.45, 13.45, 13.45, - 13.26, + 13.45, 13.26, 13.26, 13.26, @@ -444982,6 +444931,7 @@ 13.31, 13.31, 13.31, + 13.31, 14.35, 14.35, 14.35, @@ -444991,7 +444941,7 @@ 13.88, 13.88, 13.88, - 13.88, + 13.85, 13.85, 13.85, 13.85, @@ -445015,7 +444965,6 @@ 13.06, 13.06, 13.06, - 13.06, 12.83, 12.83, 12.83, @@ -445054,6 +445003,7 @@ 14.38, 14.38, 14.38, + 14.38, 14.01, 14.01, 14.01, @@ -445073,7 +445023,7 @@ 14.24, 14.24, 14.24, - 14.24, + 14.71, 14.71, 14.71, 14.71, @@ -445087,7 +445037,6 @@ 15.34, 15.34, 15.34, - 15.34, 14.54, 14.54, 14.54, @@ -445107,7 +445056,7 @@ 13.75, 13.75, 13.75, - 13.74, + 13.75, 13.74, 13.74, 13.74, @@ -445126,7 +445075,7 @@ 13.4, 13.4, 13.4, - 13.11, + 13.4, 13.11, 13.11, 13.11, @@ -445150,6 +445099,7 @@ 14.46, 14.46, 14.46, + 14.46, 14.5, 14.5, 14.5, @@ -445159,7 +445109,7 @@ 14.44, 14.44, 14.44, - 14.44, + 14.74, 14.74, 14.74, 14.74, @@ -445183,7 +445133,6 @@ 13.84, 13.84, 13.84, - 13.84, 13.75, 13.75, 13.75, @@ -445222,6 +445171,7 @@ 13.04, 13.04, 13.04, + 13.04, 12.92, 12.92, 12.92, @@ -445241,7 +445191,7 @@ 13.06, 13.06, 13.06, - 13.06, + 13.19, 13.19, 13.19, 13.19, @@ -445255,7 +445205,6 @@ 12.78, 12.78, 12.78, - 12.78, 13.01, 13.01, 13.01, @@ -445275,7 +445224,7 @@ 13.01, 13.01, 13.01, - 13.65, + 13.01, 13.65, 13.65, 13.65, @@ -445294,7 +445243,7 @@ 16.35, 16.35, 16.35, - 16.03, + 16.35, 16.03, 16.03, 16.03, @@ -445318,6 +445267,7 @@ 14.98, 14.98, 14.98, + 14.98, 15.8, 15.8, 15.8, @@ -445327,7 +445277,7 @@ 14.91, 14.91, 14.91, - 14.91, + 17.31, 17.31, 17.31, 17.31, @@ -445351,7 +445301,6 @@ 18.4, 18.4, 18.4, - 18.4, 18.21, 18.21, 18.21, @@ -445390,6 +445339,7 @@ 15.97, 15.97, 15.97, + 15.97, 15.37, 15.37, 15.37, @@ -445409,7 +445359,7 @@ 15.03, 15.03, 15.03, - 15.03, + 14.67, 14.67, 14.67, 14.67, @@ -445423,7 +445373,6 @@ 15.39, 15.39, 15.39, - 15.39, 14.68, 14.68, 14.68, @@ -445462,7 +445411,7 @@ 12.69, 12.69, 12.69, - 12.55, + 12.69, 12.55, 12.55, 12.55, @@ -445486,6 +445435,7 @@ 13.42, 13.42, 13.42, + 13.42, 12.45, 12.45, 12.45, @@ -445495,7 +445445,7 @@ 12.42, 12.42, 12.42, - 12.42, + 11.99, 11.99, 11.99, 11.99, @@ -445519,7 +445469,6 @@ 11.86, 11.86, 11.86, - 11.86, 12.29, 12.29, 12.29, @@ -445558,6 +445507,7 @@ 14.28, 14.28, 14.28, + 14.28, 14.47, 14.47, 14.47, @@ -445577,7 +445527,7 @@ 12.92, 12.92, 12.92, - 12.92, + 13.11, 13.11, 13.11, 13.11, @@ -445591,7 +445541,6 @@ 12.63, 12.63, 12.63, - 12.63, 12.58, 12.58, 12.58, @@ -445611,7 +445560,7 @@ 12.22, 12.22, 12.22, - 12.74, + 12.22, 12.74, 12.74, 12.74, @@ -445630,7 +445579,7 @@ 11.94, 11.94, 11.94, - 12.66, + 11.94, 12.66, 12.66, 12.66, @@ -445654,6 +445603,7 @@ 12.3, 12.3, 12.3, + 12.3, 12.48, 12.48, 12.48, @@ -445663,7 +445613,7 @@ 13.28, 13.28, 13.28, - 13.28, + 13.2, 13.2, 13.2, 13.2, @@ -445687,7 +445637,6 @@ 12.84, 12.84, 12.84, - 12.84, 12.55, 12.55, 12.55, @@ -445726,6 +445675,7 @@ 12.09, 12.09, 12.09, + 12.09, 12.26, 12.26, 12.26, @@ -445745,7 +445695,7 @@ 12.48, 12.48, 12.48, - 12.48, + 12.37, 12.37, 12.37, 12.37, @@ -445759,7 +445709,6 @@ 12.85, 12.85, 12.85, - 12.85, 12.92, 12.92, 12.92, @@ -445779,7 +445728,7 @@ 12.46, 12.46, 12.46, - 13.12, + 12.46, 13.12, 13.12, 13.12, @@ -445798,7 +445747,7 @@ 15.93, 15.93, 15.93, - 16.52, + 15.93, 16.52, 16.52, 16.52, @@ -445822,6 +445771,7 @@ 14.72, 14.72, 14.72, + 14.72, 18.04, 18.04, 18.04, @@ -445831,7 +445781,34 @@ 18.46, 18.46, 18.46, - 18.46, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, + 16.39, 16.39, 16.39, 16.39, @@ -446956,22 +446933,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.32 4261.45 \n", - "1 2017-08-17 04:30:00 4280.00 4313.62 4267.99 4308.83 \n", - "2 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4320.00 \n", - "3 2017-08-17 05:30:00 4320.00 4320.00 4291.37 4315.32 \n", - "4 2017-08-17 06:00:00 4330.29 4330.29 4309.37 4311.02 \n", + " open_time open_price ... close_time vix_close_price\n", + "0 2017-08-17 04:00:00 4261.48 ... 2017-08-17 04:29:59.999 11.74\n", + "1 2017-08-17 04:30:00 4280.00 ... 2017-08-17 04:59:59.999 11.74\n", + "2 2017-08-17 05:00:00 4308.83 ... 2017-08-17 05:29:59.999 11.74\n", + "3 2017-08-17 05:30:00 4320.00 ... 2017-08-17 05:59:59.999 11.74\n", + "4 2017-08-17 06:00:00 4330.29 ... 2017-08-17 06:29:59.999 11.74\n", "\n", - " volume close_time vix_close_price \n", - "0 11.308926 2017-08-17 04:29:59.999 11.74 \n", - "1 35.872083 2017-08-17 04:59:59.999 11.74 \n", - "2 21.048648 2017-08-17 05:29:59.999 11.74 \n", - "3 2.186268 2017-08-17 05:59:59.999 11.74 \n", - "4 3.566277 2017-08-17 06:29:59.999 11.74 " + "[5 rows x 8 columns]" ] }, - "execution_count": 30, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -446992,7 +446964,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -447013,14 +446985,14 @@ "\n", "\n", "# VFED effective rates https://fred.stlouisfed.org/series/FEDFUNDS\n", - "fed_data = pd.read_csv('../data/FEDFUNDS.csv', usecols=[\"DATE\", \"FEDFUNDS\"])\n", + "fed_data = pd.read_csv('../data/raw_data/FEDFUNDS.csv', usecols=[\"DATE\", \"FEDFUNDS\"])\n", "fed_data.rename(columns=lambda x: x.lower().replace(\" \", \"_\"), inplace=True)\n", "fed_data['date'] = pd.to_datetime(fed_data['date'])" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -522292,15 +522264,6 @@ 1.15, 1.15, 1.15, - 1.15, - 1.15, - 1.15, - 1.15, - 1.15, - 1.15, - 1.15, - 1.15, - 1.15, 1.16, 1.16, 1.16, @@ -524058,9 +524021,6 @@ 1.3, 1.3, 1.3, - 1.3, - 1.41, - 1.41, 1.41, 1.41, 1.41, @@ -524954,48 +524914,6 @@ 1.41, 1.41, 1.41, - 1.41, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, 1.42, 1.42, 1.42, @@ -529316,30 +529234,6 @@ 1.82, 1.82, 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.91, 1.91, 1.91, 1.91, @@ -532882,18 +532776,6 @@ 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11.74 1.16 \n", - "4 2.328570 2017-08-17 04:24:59.999 11.74 1.16 " + "[5 rows x 9 columns]" ] }, - "execution_count": 33, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -594076,7 +594043,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -619641,9 +619608,6 @@ 1.15, 1.15, 1.15, - 1.15, - 1.15, - 1.15, 1.16, 1.16, 1.16, @@ -620527,21 +620491,6 @@ 1.41, 1.41, 1.41, - 1.41, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, 1.42, 1.42, 1.42, @@ -621108,6 +621057,7 @@ 1.51, 1.51, 1.51, + 1.51, 1.69, 1.69, 1.69, @@ -621693,15 +621643,6 @@ 1.7, 1.7, 1.7, - 1.7, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.82, 1.82, 1.82, 1.82, @@ -623171,10 +623112,6 @@ 2.19, 2.19, 2.19, - 2.19, - 2.2, - 2.2, - 2.2, 2.2, 2.2, 2.2, @@ -623760,6 +623697,7 @@ 2.27, 2.27, 2.27, + 2.27, 2.4, 2.4, 2.4, @@ -624326,9 +624264,6 @@ 2.4, 2.4, 2.4, - 2.4, - 2.41, - 2.41, 2.41, 2.41, 2.41, @@ -625212,11 +625147,6 @@ 2.39, 2.39, 2.39, - 2.39, - 2.39, - 2.39, - 2.39, - 2.38, 2.38, 2.38, 2.38, @@ -625802,10 +625732,7 @@ 2.4, 2.4, 2.4, - 2.13, - 2.13, - 2.13, - 2.13, + 2.4, 2.13, 2.13, 2.13, @@ -627572,9 +627499,6 @@ 1.55, 1.55, 1.55, - 1.55, - 1.58, - 1.58, 1.58, 1.58, 1.58, @@ -627854,8 +627778,6 @@ 1.58, 1.58, 1.58, - 1.58, - 0.65, 0.65, 0.65, 0.65, @@ -628739,8 +628661,6 @@ 0.05, 0.05, 0.05, - 0.05, - 0.08, 0.08, 0.08, 0.08, @@ -629326,7 +629246,6 @@ 0.09, 0.09, 0.09, - 0.09, 0.1, 0.1, 0.1, @@ -629624,8 +629543,7 @@ 0.1, 0.1, 0.1, - 0.09, - 0.09, + 0.1, 0.09, 0.09, 0.09, @@ -631364,11 +631282,6 @@ 0.08, 0.08, 0.08, - 0.08, - 0.07, - 0.07, - 0.07, - 0.07, 0.07, 0.07, 0.07, @@ -632251,6 +632164,7 @@ 0.06, 0.06, 0.06, + 0.06, 0.08, 0.08, 0.08, @@ -632836,8 +632750,6 @@ 0.1, 0.1, 0.1, - 0.1, - 0.09, 0.09, 0.09, 0.09, @@ -634874,7 +634786,6 @@ 0.08, 0.08, 0.08, - 0.08, 0.2, 0.2, 0.2, @@ -638676,7 +638587,6 @@ 4.65, 4.65, 4.65, - 4.65, 4.83, 4.83, 4.83, @@ -639262,6 +639172,7 @@ 5.06, 5.06, 5.06, + 5.06, 5.08, 5.08, 5.08, @@ -639847,7 +639758,63 @@ 5.12, 5.12, 5.12, - 5.12, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, 5.33, 5.33, 5.33, @@ -644639,22 +644606,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:15:00 4261.48 4270.41 4261.32 4261.45 \n", - "2 2017-08-17 04:30:00 4280.00 4310.07 4267.99 4310.07 \n", - "3 2017-08-17 04:45:00 4310.07 4313.62 4291.37 4308.83 \n", - "4 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4304.31 \n", + " open_time open_price ... vix_close_price effective_rates\n", + "0 2017-08-17 04:00:00 4261.48 ... 11.74 1.16\n", + "1 2017-08-17 04:15:00 4261.48 ... 11.74 1.16\n", + "2 2017-08-17 04:30:00 4280.00 ... 11.74 1.16\n", + "3 2017-08-17 04:45:00 4310.07 ... 11.74 1.16\n", + "4 2017-08-17 05:00:00 4308.83 ... 11.74 1.16\n", "\n", - " volume close_time vix_close_price effective_rates \n", - "0 2.189061 2017-08-17 04:14:59.999 11.74 1.16 \n", - "1 9.119865 2017-08-17 04:29:59.999 11.74 1.16 \n", - "2 21.923552 2017-08-17 04:44:59.999 11.74 1.16 \n", - "3 13.948531 2017-08-17 04:59:59.999 11.74 1.16 \n", - "4 5.101153 2017-08-17 05:14:59.999 11.74 1.16 " + "[5 rows x 9 columns]" ] }, - "execution_count": 34, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -644668,7 +644630,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -657458,8 +657420,6 @@ 1.15, 1.15, 1.15, - 1.15, - 1.15, 1.16, 1.16, 1.16, @@ -658036,13 +657996,6 @@ 1.42, 1.42, 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, - 1.42, 1.51, 1.51, 1.51, @@ -658484,6 +658437,7 @@ 1.7, 1.7, 1.7, + 1.7, 1.82, 1.82, 1.82, @@ -658628,11 +658582,6 @@ 1.82, 1.82, 1.82, - 1.82, - 1.82, - 1.82, - 1.82, - 1.91, 1.91, 1.91, 1.91, @@ -659367,8 +659316,6 @@ 2.2, 2.2, 2.2, - 2.2, - 2.2, 2.27, 2.27, 2.27, @@ -659517,7 +659464,7 @@ 2.27, 2.27, 2.27, - 2.4, + 2.27, 2.4, 2.4, 2.4, @@ -659950,7 +659897,6 @@ 2.41, 2.41, 2.41, - 2.41, 2.42, 2.42, 2.42, @@ -660244,8 +660190,6 @@ 2.39, 2.39, 2.39, - 2.39, - 2.38, 2.38, 2.38, 2.38, @@ -660538,9 +660482,7 @@ 2.4, 2.4, 2.4, - 2.13, - 2.13, - 2.13, + 2.4, 2.13, 2.13, 2.13, @@ -661563,8 +661505,6 @@ 1.58, 1.58, 1.58, - 1.58, - 1.58, 0.65, 0.65, 0.65, @@ -662151,7 +662091,6 @@ 0.08, 0.08, 0.08, - 0.08, 0.09, 0.09, 0.09, @@ -663184,7 +663123,6 @@ 0.09, 0.09, 0.09, - 0.09, 0.08, 0.08, 0.08, @@ -663319,8 +663257,6 @@ 0.08, 0.08, 0.08, - 0.08, - 0.07, 0.07, 0.07, 0.07, @@ -664204,7 +664140,6 @@ 0.09, 0.09, 0.09, - 0.09, 0.08, 0.08, 0.08, @@ -665808,7 +665743,6 @@ 1.68, 1.68, 1.68, - 1.68, 2.33, 2.33, 2.33, @@ -666250,6 +666184,7 @@ 3.08, 3.08, 3.08, + 3.08, 3.78, 3.78, 3.78, @@ -667560,7 +667495,34 @@ 5.12, 5.12, 5.12, - 5.12, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, + 5.33, 5.33, 5.33, 5.33, @@ -670419,22 +670381,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.32 4261.45 \n", - "1 2017-08-17 04:30:00 4280.00 4313.62 4267.99 4308.83 \n", - "2 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4320.00 \n", - "3 2017-08-17 05:30:00 4320.00 4320.00 4291.37 4315.32 \n", - "4 2017-08-17 06:00:00 4330.29 4330.29 4309.37 4311.02 \n", + " open_time open_price ... vix_close_price effective_rates\n", + "0 2017-08-17 04:00:00 4261.48 ... 11.74 1.16\n", + "1 2017-08-17 04:30:00 4280.00 ... 11.74 1.16\n", + "2 2017-08-17 05:00:00 4308.83 ... 11.74 1.16\n", + "3 2017-08-17 05:30:00 4320.00 ... 11.74 1.16\n", + "4 2017-08-17 06:00:00 4330.29 ... 11.74 1.16\n", "\n", - " volume close_time vix_close_price effective_rates \n", - "0 11.308926 2017-08-17 04:29:59.999 11.74 1.16 \n", - "1 35.872083 2017-08-17 04:59:59.999 11.74 1.16 \n", - "2 21.048648 2017-08-17 05:29:59.999 11.74 1.16 \n", - "3 2.186268 2017-08-17 05:59:59.999 11.74 1.16 \n", - "4 3.566277 2017-08-17 06:29:59.999 11.74 1.16 " + "[5 rows x 9 columns]" ] }, - "execution_count": 35, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -670455,7 +670412,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -670477,14 +670434,14 @@ "# Fear/Greed index from https://alternative.me/crypto/fear-and-greed-index/\n", "# fear_greed_data = pd.DataFrame(requests.get(\"https://api.alternative.me/fng/?limit=0\").json()['data'])\n", "# fear_greed_data.to_csv('../data/btcusdt_5m/fear_greed.csv', index=False)\n", - "feargreed_data = pd.read_csv(\"../data/fear_greed.csv\", usecols=[\"timestamp\", \"value\"])\n", + "feargreed_data = pd.read_csv(\"../data/raw_data/fear_greed.csv\", usecols=[\"timestamp\", \"value\"])\n", "feargreed_data['timestamp'] = pd.to_datetime(feargreed_data['timestamp'], unit='s')\n", "feargreed_data = feargreed_data.sort_values('timestamp').reset_index(drop=True)" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -748435,19 +748392,6 @@ 30, 30, 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 30, - 15, 15, 15, 15, @@ -748592,47 +748536,6 @@ 8, 8, 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 36, 36, 36, 36, @@ -752578,20 +752481,6 @@ 17, 17, 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 17, - 15, - 15, 15, 15, 15, @@ -752794,16 +752683,6 @@ 22, 22, 22, - 22, - 22, - 22, - 22, - 22, - 22, - 22, - 22, - 22, - 27, 27, 27, 27, @@ -752889,6 +752768,7 @@ 31, 31, 31, + 31, 33, 33, 33, @@ -753004,7 +752884,7 @@ 34, 34, 34, - 34, + 38, 38, 38, 38, @@ -753148,7 +753028,7 @@ 33, 33, 33, - 33, + 29, 29, 29, 29, @@ -753292,7 +753172,7 @@ 39, 39, 39, - 39, + 42, 42, 42, 42, @@ -753436,7 +753316,7 @@ 46, 46, 46, - 46, + 44, 44, 44, 44, @@ -753580,7 +753460,7 @@ 47, 47, 47, - 47, + 54, 54, 54, 54, @@ -754156,7 +754036,7 @@ 21, 21, 21, - 21, + 19, 19, 19, 19, @@ -754300,7 +754180,7 @@ 19, 19, 19, - 19, + 21, 21, 21, 21, @@ -754444,7 +754324,7 @@ 19, 19, 19, - 19, + 18, 18, 18, 18, @@ -754588,7 +754468,7 @@ 17, 17, 17, - 17, + 21, 21, 21, 21, @@ -754732,7 +754612,7 @@ 17, 17, 17, - 17, + 14, 14, 14, 14, @@ -754876,7 +754756,7 @@ 15, 15, 15, - 15, + 18, 18, 18, 18, @@ -755020,7 +754900,7 @@ 24, 24, 24, - 24, + 28, 28, 28, 28, @@ -755164,7 +755044,7 @@ 24, 24, 24, - 24, + 31, 31, 31, 31, @@ -755452,7 +755332,7 @@ 34, 34, 34, - 34, + 35, 35, 35, 35, @@ -755596,7 +755476,7 @@ 37, 37, 37, - 37, + 34, 34, 34, 34, @@ -755740,7 +755620,7 @@ 28, 28, 28, - 28, + 19, 19, 19, 19, @@ -755884,11 +755764,6 @@ 20, 20, 20, - 20, - 20, - 20, - 20, - 20, 24, 24, 24, @@ -755946,6 +755821,7 @@ 23, 23, 23, + 23, 26, 26, 26, @@ -756061,7 +755937,7 @@ 21, 21, 21, - 21, + 27, 27, 27, 27, @@ -756176,7 +756052,6 @@ 25, 25, 25, - 25, 29, 29, 29, @@ -756234,6 +756109,7 @@ 33, 33, 33, + 33, 35, 35, 35, @@ -756320,7 +756196,6 @@ 31, 31, 31, - 31, 32, 32, 32, @@ -756378,6 +756253,7 @@ 29, 29, 29, + 29, 36, 36, 36, @@ -756464,7 +756340,7 @@ 41, 41, 41, - 41, + 42, 42, 42, 42, @@ -756608,15 +756484,6 @@ 47, 47, 47, - 47, - 52, - 52, - 52, - 52, - 52, - 52, - 52, - 52, 52, 52, 52, @@ -756732,7 +756599,7 @@ 56, 56, 56, - 49, + 56, 49, 49, 49, @@ -756876,7 +756743,7 @@ 26, 26, 26, - 28, + 26, 28, 28, 28, @@ -757020,7 +756887,7 @@ 12, 12, 12, - 15, + 12, 15, 15, 15, @@ -757164,7 +757031,7 @@ 14, 14, 14, - 18, + 14, 18, 18, 18, @@ -757308,7 +757175,7 @@ 17, 17, 17, - 12, + 17, 12, 12, 12, @@ -757452,7 +757319,7 @@ 11, 11, 11, - 14, + 11, 14, 14, 14, @@ -757596,7 +757463,7 @@ 14, 14, 14, - 10, + 14, 10, 10, 10, @@ -757740,7 +757607,7 @@ 23, 23, 23, - 21, + 23, 21, 21, 21, @@ -757884,7 +757751,7 @@ 31, 31, 31, - 25, + 31, 25, 25, 25, @@ -758028,7 +757895,7 @@ 21, 21, 21, - 24, + 21, 24, 24, 24, @@ -758172,7 +758039,7 @@ 30, 30, 30, - 33, + 30, 33, 33, 33, @@ -758460,7 +758327,7 @@ 22, 22, 22, - 21, + 22, 21, 21, 21, @@ -758604,7 +758471,7 @@ 28, 28, 28, - 29, + 28, 29, 29, 29, @@ -758748,7 +758615,7 @@ 27, 27, 27, - 33, + 27, 33, 33, 33, @@ -758892,7 +758759,7 @@ 39, 39, 39, - 35, + 39, 35, 35, 35, @@ -759036,7 +758903,7 @@ 23, 23, 23, - 22, + 23, 22, 22, 22, @@ -759180,7 +759047,7 @@ 14, 14, 14, - 18, + 14, 18, 18, 18, @@ -759324,7 +759191,7 @@ 46, 46, 46, - 38, + 46, 38, 38, 38, @@ -759468,7 +759335,7 @@ 43, 43, 43, - 38, + 43, 38, 38, 38, @@ -759612,7 +759479,7 @@ 59, 59, 59, - 61, + 59, 61, 61, 61, @@ -759756,7 +759623,7 @@ 40, 40, 40, - 39, + 40, 39, 39, 39, @@ -759900,7 +759767,7 @@ 44, 44, 44, - 36, + 44, 36, 36, 36, @@ -760016,13 +759883,6 @@ 56, 56, 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, 54, 54, 54, @@ -761866,18 +761726,6 @@ 71, 71, 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, - 71, 76, 76, 76, @@ -762569,7 +762417,6 @@ 66, 66, 66, - 66, 42, 42, 42, @@ -762685,7 +762532,7 @@ 27, 27, 27, - 27, + 62, 62, 62, 62, @@ -762829,7 +762676,7 @@ 60, 60, 60, - 60, + 63, 63, 63, 63, @@ -762973,7 +762820,7 @@ 84, 84, 84, - 84, + 83, 83, 83, 83, @@ -763117,7 +762964,7 @@ 83, 83, 83, - 83, + 84, 84, 84, 84, @@ -763261,7 +763108,7 @@ 92, 92, 92, - 92, + 62, 62, 62, 62, @@ -763405,7 +763252,7 @@ 63, 63, 63, - 63, + 79, 79, 79, 79, @@ -763549,7 +763396,7 @@ 67, 67, 67, - 67, + 74, 74, 74, 74, @@ -763693,7 +763540,7 @@ 33, 33, 33, - 33, + 65, 65, 65, 65, @@ -763837,7 +763684,7 @@ 19, 19, 19, - 19, + 40, 40, 40, 40, @@ -763981,7 +763828,7 @@ 42, 42, 42, - 42, + 40, 40, 40, 40, @@ -764125,7 +763972,7 @@ 47, 47, 47, - 47, + 16, 16, 16, 16, @@ -764269,7 +764116,7 @@ 57, 57, 57, - 57, + 61, 61, 61, 61, @@ -764413,7 +764260,7 @@ 66, 66, 66, - 66, + 45, 45, 45, 45, @@ -764529,16 +764376,6 @@ 59, 59, 59, - 59, - 59, - 59, - 59, - 59, - 59, - 59, - 59, - 59, - 45, 45, 45, 45, @@ -764682,7 +764519,7 @@ 13, 13, 13, - 31, + 13, 31, 31, 31, @@ -764826,7 +764663,7 @@ 39, 39, 39, - 11, + 39, 11, 11, 11, @@ -764970,7 +764807,7 @@ 33, 33, 33, - 41, + 33, 41, 41, 41, @@ -765114,7 +764951,7 @@ 24, 24, 24, - 20, + 24, 20, 20, 20, @@ -765258,7 +765095,7 @@ 43, 43, 43, - 41, + 43, 41, 41, 41, @@ -765546,7 +765383,7 @@ 39, 39, 39, - 38, + 39, 38, 38, 38, @@ -765690,7 +765527,7 @@ 31, 31, 31, - 41, + 31, 41, 41, 41, @@ -765834,7 +765671,7 @@ 39, 39, 39, - 15, + 39, 15, 15, 15, @@ -765978,7 +765815,7 @@ 33, 33, 33, - 27, + 33, 27, 27, 27, @@ -766122,7 +765959,7 @@ 30, 30, 30, - 31, + 30, 31, 31, 31, @@ -766266,7 +766103,7 @@ 37, 37, 37, - 41, + 37, 41, 41, 41, @@ -766410,151 +766247,151 @@ 37, 37, 37, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 39, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 40, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, 37, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 39, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 40, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, 37, 37, 37, @@ -766698,7 +766535,7 @@ 20, 20, 20, - 24, + 20, 24, 24, 24, @@ -766842,7 +766679,7 @@ 54, 54, 54, - 53, + 54, 53, 53, 53, @@ -766986,7 +766823,7 @@ 56, 56, 56, - 49, + 56, 49, 49, 49, @@ -767102,8 +766939,6 @@ 54, 54, 54, - 54, - 54, 42, 42, 42, @@ -767161,7 +766996,6 @@ 38, 38, 38, - 38, 39, 39, 39, @@ -767248,6 +767082,7 @@ 39, 39, 39, + 39, 38, 38, 38, @@ -767305,7 +767140,6 @@ 41, 41, 41, - 41, 38, 38, 38, @@ -767421,9 +767255,7 @@ 38, 38, 38, - 32, - 32, - 32, + 38, 32, 32, 32, @@ -769641,7 +769473,6 @@ 59, 59, 59, - 59, 56, 56, 56, @@ -769901,7 +769732,7 @@ 61, 61, 61, - 61, + 65, 65, 65, 65, @@ -769959,13 +769790,6 @@ 63, 63, 63, - 63, - 63, - 63, - 63, - 63, - 63, - 63, 64, 64, 64, @@ -770052,7 +769876,7 @@ 49, 49, 49, - 49, + 53, 53, 53, 53, @@ -770196,7 +770020,7 @@ 43, 43, 43, - 43, + 46, 46, 46, 46, @@ -770340,9 +770164,6 @@ 39, 39, 39, - 39, - 39, - 39, 40, 40, 40, @@ -770429,7 +770250,7 @@ 39, 39, 39, - 38, + 39, 38, 38, 38, @@ -770573,6 +770394,7 @@ 39, 39, 39, + 39, 38, 38, 38, @@ -770630,7 +770452,6 @@ 33, 33, 33, - 33, 17, 17, 17, @@ -770717,6 +770538,7 @@ 17, 17, 17, + 17, 14, 14, 14, @@ -770774,7 +770596,6 @@ 10, 10, 10, - 10, 8, 8, 8, @@ -770861,6 +770682,7 @@ 9, 9, 9, + 9, 8, 8, 8, @@ -770918,7 +770740,6 @@ 11, 11, 11, - 11, 12, 12, 12, @@ -771005,6 +770826,7 @@ 9, 9, 9, + 9, 11, 11, 11, @@ -771062,7 +770884,6 @@ 10, 10, 10, - 10, 12, 12, 12, @@ -771149,6 +770970,7 @@ 14, 14, 14, + 14, 12, 12, 12, @@ -771206,7 +771028,6 @@ 8, 8, 8, - 8, 12, 12, 12, @@ -771322,7 +771143,7 @@ 12, 12, 12, - 14, + 12, 14, 14, 14, @@ -771466,7 +771287,7 @@ 12, 12, 12, - 20, + 12, 20, 20, 20, @@ -771610,7 +771431,7 @@ 15, 15, 15, - 10, + 15, 10, 10, 10, @@ -771725,6 +771546,7 @@ 18, 18, 18, + 18, 13, 13, 13, @@ -771782,7 +771604,6 @@ 15, 15, 15, - 15, 18, 18, 18, @@ -771841,9 +771662,7 @@ 16, 16, 16, - 16, - 16, - 16, + 15, 15, 15, 15, @@ -771958,7 +771777,6 @@ 19, 19, 19, - 19, 20, 20, 20, @@ -772016,6 +771834,7 @@ 24, 24, 24, + 24, 21, 21, 21, @@ -772073,7 +771892,6 @@ 28, 28, 28, - 28, 26, 26, 26, @@ -772160,7 +771978,7 @@ 44, 44, 44, - 40, + 44, 40, 40, 40, @@ -772304,6 +772122,7 @@ 40, 40, 40, + 40, 42, 42, 42, @@ -772361,7 +772180,6 @@ 49, 49, 49, - 49, 55, 55, 55, @@ -772448,6 +772266,7 @@ 48, 48, 48, + 48, 40, 40, 40, @@ -772505,7 +772324,6 @@ 39, 39, 39, - 39, 41, 41, 41, @@ -772592,6 +772410,7 @@ 44, 44, 44, + 44, 41, 41, 41, @@ -772649,7 +772468,6 @@ 40, 40, 40, - 40, 50, 50, 50, @@ -772736,6 +772554,7 @@ 52, 52, 52, + 52, 49, 49, 49, @@ -772793,7 +772612,6 @@ 42, 42, 42, - 42, 40, 40, 40, @@ -772880,7 +772698,7 @@ 41, 41, 41, - 39, + 41, 39, 39, 39, @@ -773024,6 +772842,7 @@ 48, 48, 48, + 48, 51, 51, 51, @@ -773081,7 +772900,6 @@ 50, 50, 50, - 50, 56, 56, 56, @@ -773168,36 +772986,36 @@ 54, 54, 54, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, - 53, 54, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, + 53, 54, 54, 54, @@ -773312,6 +773130,7 @@ 52, 52, 52, + 52, 54, 54, 54, @@ -773369,7 +773188,6 @@ 52, 52, 52, - 52, 38, 38, 38, @@ -773456,6 +773274,7 @@ 40, 40, 40, + 40, 37, 37, 37, @@ -773513,7 +773332,6 @@ 39, 39, 39, - 39, 38, 38, 38, @@ -773600,6 +773418,7 @@ 39, 39, 39, + 39, 38, 38, 38, @@ -773657,11 +773476,6 @@ 37, 37, 37, - 37, - 38, - 38, - 38, - 38, 38, 38, 38, @@ -773777,7 +773591,7 @@ 43, 43, 43, - 40, + 43, 40, 40, 40, @@ -773921,7 +773735,7 @@ 44, 44, 44, - 42, + 44, 42, 42, 42, @@ -774065,7 +773879,7 @@ 38, 38, 38, - 40, + 38, 40, 40, 40, @@ -774209,7 +774023,7 @@ 41, 41, 41, - 44, + 41, 44, 44, 44, @@ -774353,7 +774167,7 @@ 44, 44, 44, - 43, + 44, 43, 43, 43, @@ -774785,7 +774599,7 @@ 76, 76, 76, - 75, + 76, 75, 75, 75, @@ -774929,7 +774743,7 @@ 72, 72, 72, - 75, + 72, 75, 75, 75, @@ -775073,7 +774887,7 @@ 79, 79, 79, - 78, + 79, 78, 78, 78, @@ -775217,7 +775031,7 @@ 78, 78, 78, - 79, + 78, 79, 79, 79, @@ -775361,7 +775175,7 @@ 80, 80, 80, - 75, + 80, 75, 75, 75, @@ -775505,7 +775319,7 @@ 78, 78, 78, - 75, + 78, 75, 75, 75, @@ -775649,7 +775463,7 @@ 79, 79, 79, - 75, + 79, 75, 75, 75, @@ -775793,7 +775607,7 @@ 79, 79, 79, - 40, + 79, 40, 40, 40, @@ -775937,7 +775751,7 @@ 41, 41, 41, - 38, + 41, 38, 38, 38, @@ -776081,6 +775895,7 @@ 38, 38, 38, + 38, 39, 39, 39, @@ -776109,7 +775924,6 @@ 39, 39, 39, - 39, 47, 47, 47, @@ -776225,7 +776039,7 @@ 49, 49, 49, - 48, + 49, 48, 48, 48, @@ -776369,7 +776183,7 @@ 43, 43, 43, - 39, + 43, 39, 39, 39, @@ -776513,7 +776327,7 @@ 43, 43, 43, - 45, + 43, 45, 45, 45, @@ -776657,7 +776471,7 @@ 40, 40, 40, - 42, + 40, 42, 42, 42, @@ -776801,7 +776615,7 @@ 46, 46, 46, - 48, + 46, 48, 48, 48, @@ -776945,7 +776759,7 @@ 56, 56, 56, - 53, + 56, 53, 53, 53, @@ -777233,7 +777047,7 @@ 74, 74, 74, - 73, + 74, 73, 73, 73, @@ -777377,7 +777191,7 @@ 70, 70, 70, - 67, + 70, 67, 67, 67, @@ -777665,7 +777479,7 @@ 88, 88, 88, - 82, + 88, 82, 82, 82, @@ -777809,7 +777623,7 @@ 87, 87, 87, - 89, + 87, 89, 89, 89, @@ -777953,7 +777767,7 @@ 86, 86, 86, - 91, + 86, 91, 91, 91, @@ -778097,6 +777911,7 @@ 94, 94, 94, + 94, 90, 90, 90, @@ -778125,8 +777940,6 @@ 90, 90, 90, - 90, - 88, 88, 88, 88, @@ -778761,11 +778574,6 @@ 91, 91, 91, - 91, - 91, - 91, - 91, - 91, 92, 92, 92, @@ -778852,8 +778660,7 @@ 95, 95, 95, - 95, - 95, + 93, 93, 93, 93, @@ -778997,7 +778804,7 @@ 93, 93, 93, - 93, + 86, 86, 86, 86, @@ -779141,7 +778948,7 @@ 92, 92, 92, - 92, + 91, 91, 91, 91, @@ -779285,7 +779092,7 @@ 94, 94, 94, - 94, + 93, 93, 93, 93, @@ -779429,7 +779236,7 @@ 91, 91, 91, - 91, + 93, 93, 93, 93, @@ -779573,7 +779380,7 @@ 84, 84, 84, - 84, + 78, 78, 78, 78, @@ -779861,7 +779668,7 @@ 40, 40, 40, - 40, + 74, 74, 74, 74, @@ -780005,7 +779812,7 @@ 78, 78, 78, - 78, + 55, 55, 55, 55, @@ -780149,7 +779956,7 @@ 77, 77, 77, - 77, + 76, 76, 76, 76, @@ -780236,8 +780043,6 @@ 80, 80, 80, - 80, - 80, 81, 81, 81, @@ -780266,7 +780071,7 @@ 81, 81, 81, - 84, + 81, 84, 84, 84, @@ -780410,7 +780215,7 @@ 92, 92, 92, - 93, + 92, 93, 93, 93, @@ -780554,7 +780359,7 @@ 93, 93, 93, - 95, + 93, 95, 95, 95, @@ -780842,6 +780647,7 @@ 79, 79, 79, + 79, 55, 55, 55, @@ -780870,9 +780676,6 @@ 55, 55, 55, - 55, - 56, - 56, 56, 56, 56, @@ -780959,7 +780762,7 @@ 38, 38, 38, - 78, + 38, 78, 78, 78, @@ -781103,6 +780906,7 @@ 77, 77, 77, + 77, 76, 76, 76, @@ -781189,7 +780993,6 @@ 81, 81, 81, - 81, 68, 68, 68, @@ -781247,6 +781050,7 @@ 73, 73, 73, + 73, 70, 70, 70, @@ -781304,7 +781108,6 @@ 74, 74, 74, - 74, 78, 78, 78, @@ -781420,7 +781223,7 @@ 71, 71, 71, - 72, + 71, 72, 72, 72, @@ -781535,6 +781338,7 @@ 73, 73, 73, + 73, 70, 70, 70, @@ -781592,7 +781396,6 @@ 66, 66, 66, - 66, 65, 65, 65, @@ -781679,6 +781482,7 @@ 54, 54, 54, + 54, 65, 65, 65, @@ -781736,7 +781540,6 @@ 74, 74, 74, - 74, 72, 72, 72, @@ -781823,7 +781626,7 @@ 76, 76, 76, - 74, + 76, 74, 74, 74, @@ -781967,6 +781770,7 @@ 71, 71, 71, + 71, 75, 75, 75, @@ -782024,7 +781828,6 @@ 72, 72, 72, - 72, 73, 73, 73, @@ -782111,6 +781914,7 @@ 70, 70, 70, + 70, 76, 76, 76, @@ -782197,10 +782001,6 @@ 74, 74, 74, - 74, - 74, - 74, - 74, 75, 75, 75, @@ -782258,69 +782058,64 @@ 79, 79, 79, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 76, - 79, - 79, - 79, - 79, 79, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, + 76, 79, 79, 79, @@ -782465,7 +782260,7 @@ 65, 65, 65, - 65, + 55, 55, 55, 55, @@ -782609,7 +782404,7 @@ 50, 50, 50, - 50, + 59, 59, 59, 59, @@ -782753,7 +782548,7 @@ 66, 66, 66, - 66, + 61, 61, 61, 61, @@ -782897,7 +782692,7 @@ 64, 64, 64, - 64, + 67, 67, 67, 67, @@ -783041,7 +782836,7 @@ 68, 68, 68, - 68, + 31, 31, 31, 31, @@ -783185,7 +782980,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -783329,7 +783124,7 @@ 12, 12, 12, - 12, + 14, 14, 14, 14, @@ -783473,7 +783268,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -783617,7 +783412,7 @@ 20, 20, 20, - 20, + 23, 23, 23, 23, @@ -783761,7 +783556,7 @@ 17, 17, 17, - 17, + 15, 15, 15, 15, @@ -783905,7 +783700,7 @@ 21, 21, 21, - 21, + 28, 28, 28, 28, @@ -784049,7 +783844,7 @@ 33, 33, 33, - 33, + 26, 26, 26, 26, @@ -784193,7 +783988,7 @@ 23, 23, 23, - 23, + 10, 10, 10, 10, @@ -784337,7 +784132,7 @@ 20, 20, 20, - 20, + 22, 22, 22, 22, @@ -784481,7 +784276,7 @@ 28, 28, 28, - 28, + 21, 21, 21, 21, @@ -784625,7 +784420,7 @@ 20, 20, 20, - 20, + 28, 28, 28, 28, @@ -784769,7 +784564,7 @@ 20, 20, 20, - 20, + 25, 25, 25, 25, @@ -784913,7 +784708,7 @@ 22, 22, 22, - 22, + 15, 15, 15, 15, @@ -785057,7 +784852,7 @@ 10, 10, 10, - 10, + 21, 21, 21, 21, @@ -785201,7 +784996,7 @@ 26, 26, 26, - 26, + 32, 32, 32, 32, @@ -785489,12 +785284,6 @@ 50, 50, 50, - 50, - 52, - 52, - 52, - 52, - 52, 52, 52, 52, @@ -785581,6 +785370,7 @@ 74, 74, 74, + 74, 65, 65, 65, @@ -785638,7 +785428,7 @@ 71, 71, 71, - 71, + 70, 70, 70, 70, @@ -785782,7 +785572,6 @@ 71, 71, 71, - 71, 72, 72, 72, @@ -785869,7 +785658,7 @@ 73, 73, 73, - 70, + 73, 70, 70, 70, @@ -786042,7 +785831,7 @@ 79, 79, 79, - 73, + 79, 73, 73, 73, @@ -786157,6 +785946,7 @@ 78, 78, 78, + 78, 72, 72, 72, @@ -786243,7 +786033,6 @@ 73, 73, 73, - 73, 71, 71, 71, @@ -786330,7 +786119,7 @@ 74, 74, 74, - 72, + 74, 72, 72, 72, @@ -786445,6 +786234,7 @@ 79, 79, 79, + 79, 47, 47, 47, @@ -786502,7 +786292,6 @@ 45, 45, 45, - 45, 46, 46, 46, @@ -786589,6 +786378,7 @@ 32, 32, 32, + 32, 44, 44, 44, @@ -786646,7 +786436,6 @@ 30, 30, 30, - 30, 49, 49, 49, @@ -786733,6 +786522,7 @@ 48, 48, 48, + 48, 50, 50, 50, @@ -786790,7 +786580,6 @@ 53, 53, 53, - 53, 50, 50, 50, @@ -786878,8 +786667,6 @@ 21, 21, 21, - 21, - 21, 27, 27, 27, @@ -802461,8 +802248,6 @@ 51, 51, 51, - 51, - 64, 64, 64, 64, @@ -802577,6 +802362,7 @@ 68, 68, 68, + 68, 62, 62, 62, @@ -802634,7 +802420,6 @@ 57, 57, 57, - 57, 61, 61, 61, @@ -802750,6 +802535,7 @@ 64, 64, 64, + 64, 59, 59, 59, @@ -802778,7 +802564,6 @@ 59, 59, 59, - 59, 57, 57, 57, @@ -802865,6 +802650,7 @@ 63, 63, 63, + 63, 61, 61, 61, @@ -802951,7 +802737,7 @@ 63, 63, 63, - 63, + 62, 62, 62, 62, @@ -803066,7 +802852,6 @@ 64, 64, 64, - 64, 61, 61, 61, @@ -803153,6 +802938,7 @@ 62, 62, 62, + 62, 68, 68, 68, @@ -803210,7 +802996,6 @@ 65, 65, 65, - 65, 61, 61, 61, @@ -803326,6 +803111,7 @@ 68, 68, 68, + 68, 69, 69, 69, @@ -803354,7 +803140,6 @@ 69, 69, 69, - 69, 58, 58, 58, @@ -803441,6 +803226,7 @@ 52, 52, 52, + 52, 50, 50, 50, @@ -803498,7 +803284,6 @@ 53, 53, 53, - 53, 56, 56, 56, @@ -803585,6 +803370,7 @@ 53, 53, 53, + 53, 56, 56, 56, @@ -803642,7 +803428,6 @@ 59, 59, 59, - 59, 64, 64, 64, @@ -803729,6 +803514,7 @@ 60, 60, 60, + 60, 63, 63, 63, @@ -803786,7 +803572,6 @@ 55, 55, 55, - 55, 64, 64, 64, @@ -803873,6 +803658,7 @@ 61, 61, 61, + 61, 60, 60, 60, @@ -803930,7 +803716,6 @@ 64, 64, 64, - 64, 60, 60, 60, @@ -804046,7 +803831,7 @@ 52, 52, 52, - 49, + 52, 49, 49, 49, @@ -804161,6 +803946,7 @@ 50, 50, 50, + 50, 54, 54, 54, @@ -804218,7 +804004,6 @@ 50, 50, 50, - 50, 51, 51, 51, @@ -804305,6 +804090,7 @@ 48, 48, 48, + 48, 52, 52, 52, @@ -804362,7 +804148,6 @@ 49, 49, 49, - 49, 50, 50, 50, @@ -804449,6 +804234,7 @@ 51, 51, 51, + 51, 49, 49, 49, @@ -804506,7 +804292,6 @@ 48, 48, 48, - 48, 50, 50, 50, @@ -804622,7 +804407,7 @@ 51, 51, 51, - 52, + 51, 52, 52, 52, @@ -804737,6 +804522,7 @@ 52, 52, 52, + 52, 53, 53, 53, @@ -804794,7 +804580,6 @@ 44, 44, 44, - 44, 53, 53, 53, @@ -804881,6 +804666,7 @@ 50, 50, 50, + 50, 49, 49, 49, @@ -804967,7 +804753,6 @@ 47, 47, 47, - 47, 45, 45, 45, @@ -805025,6 +804810,7 @@ 46, 46, 46, + 46, 41, 41, 41, @@ -805111,7 +804897,6 @@ 47, 47, 47, - 47, 49, 49, 49, @@ -805169,6 +804954,7 @@ 47, 47, 47, + 47, 49, 49, 49, @@ -805226,7 +805012,6 @@ 59, 59, 59, - 59, 65, 65, 65, @@ -805313,6 +805098,7 @@ 62, 62, 62, + 62, 64, 64, 64, @@ -805370,7 +805156,6 @@ 55, 55, 55, - 55, 59, 59, 59, @@ -805457,6 +805242,7 @@ 54, 54, 54, + 54, 56, 56, 56, @@ -805514,7 +805300,6 @@ 59, 59, 59, - 59, 63, 63, 63, @@ -805601,6 +805386,7 @@ 64, 64, 64, + 64, 61, 61, 61, @@ -805658,7 +805444,6 @@ 56, 56, 56, - 56, 55, 55, 55, @@ -805745,6 +805530,7 @@ 55, 55, 55, + 55, 56, 56, 56, @@ -805802,7 +805588,6 @@ 57, 57, 57, - 57, 64, 64, 64, @@ -805889,6 +805674,7 @@ 60, 60, 60, + 60, 56, 56, 56, @@ -805946,7 +805732,6 @@ 57, 57, 57, - 57, 54, 54, 54, @@ -806033,36 +805818,36 @@ 50, 50, 50, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, - 56, 50, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, + 56, 50, 50, 50, @@ -806177,6 +805962,7 @@ 55, 55, 55, + 55, 50, 50, 50, @@ -806263,7 +806049,7 @@ 51, 51, 51, - 51, + 52, 52, 52, 52, @@ -806378,7 +806164,6 @@ 50, 50, 50, - 50, 53, 53, 53, @@ -806465,6 +806250,7 @@ 52, 52, 52, + 52, 54, 54, 54, @@ -806522,7 +806308,6 @@ 50, 50, 50, - 50, 49, 49, 49, @@ -806609,6 +806394,7 @@ 54, 54, 54, + 54, 50, 50, 50, @@ -806666,7 +806452,6 @@ 53, 53, 53, - 53, 51, 51, 51, @@ -806753,6 +806538,7 @@ 54, 54, 54, + 54, 50, 50, 50, @@ -806810,7 +806596,6 @@ 53, 53, 53, - 53, 52, 52, 52, @@ -806897,6 +806682,7 @@ 37, 37, 37, + 37, 39, 39, 39, @@ -806954,36 +806740,36 @@ 37, 37, 37, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, 37, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, 37, 37, 37, @@ -807098,7 +806884,6 @@ 39, 39, 39, - 39, 38, 38, 38, @@ -807214,7 +806999,7 @@ 39, 39, 39, - 49, + 39, 49, 49, 49, @@ -807329,7 +807114,7 @@ 39, 39, 39, - 40, + 39, 40, 40, 40, @@ -807473,36 +807258,36 @@ 41, 41, 41, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, - 46, 41, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, + 46, 41, 41, 41, @@ -807617,6 +807402,7 @@ 30, 30, 30, + 30, 41, 41, 41, @@ -807703,7 +807489,6 @@ 45, 45, 45, - 45, 43, 43, 43, @@ -807905,6 +807690,7 @@ 43, 43, 43, + 43, 47, 47, 47, @@ -807962,7 +807748,6 @@ 44, 44, 44, - 44, 47, 47, 47, @@ -808049,6 +807834,7 @@ 44, 44, 44, + 44, 46, 46, 46, @@ -808106,7 +807892,6 @@ 48, 48, 48, - 48, 47, 47, 47, @@ 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+ 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, + 30, 47, 47, 47, @@ -816113,6 +815898,7 @@ 50, 50, 50, + 50, 44, 44, 44, @@ -816170,7 +815956,6 @@ 29, 29, 29, - 29, 26, 26, 26, @@ -816257,36 +816042,36 @@ 28, 28, 28, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, - 27, 28, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, + 27, 28, 28, 28, @@ -816401,6 +816186,7 @@ 25, 25, 25, + 25, 33, 33, 33, @@ -816458,7 +816244,6 @@ 52, 52, 52, - 52, 65, 65, 65, @@ -816545,6 +816330,7 @@ 61, 61, 61, + 61, 60, 60, 60, @@ -816586,7 +816372,178 @@ 74, 74, 74, - 74 + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 74, + 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open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:05:00 4261.48 4261.48 4261.48 4261.48 \n", - "2 2017-08-17 04:10:00 4261.48 4261.48 4261.48 4261.48 \n", - "3 2017-08-17 04:15:00 4261.48 4264.88 4261.48 4261.48 \n", - "4 2017-08-17 04:20:00 4264.88 4266.29 4264.88 4266.29 \n", + " open_time open_price ... effective_rates fear_greed_index\n", + "0 2017-08-17 04:00:00 4261.48 ... 1.16 30\n", + "1 2017-08-17 04:05:00 4261.48 ... 1.16 30\n", + "2 2017-08-17 04:10:00 4261.48 ... 1.16 30\n", + "3 2017-08-17 04:15:00 4261.48 ... 1.16 30\n", + "4 2017-08-17 04:20:00 4264.88 ... 1.16 30\n", "\n", - " volume close_time vix_close_price effective_rates \\\n", - "0 2.189061 2017-08-17 04:04:59.999 11.74 1.16 \n", - "1 0.000000 2017-08-17 04:09:59.999 11.74 1.16 \n", - "2 0.000000 2017-08-17 04:14:59.999 11.74 1.16 \n", - "3 0.484666 2017-08-17 04:19:59.999 11.74 1.16 \n", - "4 2.328570 2017-08-17 04:24:59.999 11.74 1.16 \n", - "\n", - " fear_greed_index \n", - "0 30 \n", - "1 30 \n", - "2 30 \n", - "3 30 \n", - "4 30 " + "[5 rows x 10 columns]" ] }, - "execution_count": 37, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -817553,7 +817498,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -844011,10 +843956,6 @@ 30, 30, 30, - 30, - 30, - 30, - 30, 15, 15, 15, @@ -844063,20 +844004,6 @@ 8, 8, 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 8, - 36, 36, 36, 36, @@ -844105,7 +844032,7 @@ 44, 44, 44, - 54, + 44, 54, 54, 54, @@ -844124,7 +844051,7 @@ 31, 31, 31, - 42, + 31, 42, 42, 42, @@ -844153,7 +844080,7 @@ 55, 55, 55, - 71, + 55, 71, 71, 71, @@ -844172,7 +844099,7 @@ 67, 67, 67, - 74, + 67, 74, 74, 74, @@ -844201,7 +844128,7 @@ 67, 67, 67, - 74, + 67, 74, 74, 74, @@ -844220,7 +844147,7 @@ 54, 54, 54, - 44, + 54, 44, 44, 44, @@ -844249,7 +844176,7 @@ 31, 31, 31, - 33, + 31, 33, 33, 33, @@ -844268,7 +844195,7 @@ 37, 37, 37, - 44, + 37, 44, 44, 44, @@ -844297,7 +844224,7 @@ 38, 38, 38, - 47, + 38, 47, 47, 47, @@ -844316,7 +844243,7 @@ 56, 56, 56, - 44, + 56, 44, 44, 44, @@ -844345,7 +844272,7 @@ 59, 59, 59, - 37, + 59, 37, 37, 37, @@ -844364,7 +844291,7 @@ 39, 39, 39, - 37, + 39, 37, 37, 37, @@ -844393,26 +844320,26 @@ 40, 40, 40, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, - 41, 40, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, + 41, 40, 40, 40, @@ -844441,7 +844368,7 @@ 33, 33, 33, - 31, + 33, 31, 31, 31, @@ -844508,7 +844435,7 @@ 28, 28, 28, - 32, + 28, 32, 32, 32, @@ -844537,6 +844464,7 @@ 31, 31, 31, + 31, 24, 24, 24, @@ -844565,7 +844493,6 @@ 18, 18, 18, - 18, 12, 12, 12, @@ -844604,7 +844531,7 @@ 11, 11, 11, - 22, + 11, 22, 22, 22, @@ -844633,7 +844560,7 @@ 17, 17, 17, - 19, + 17, 19, 19, 19, @@ -844652,7 +844579,7 @@ 20, 20, 20, - 17, + 20, 17, 17, 17, @@ -844681,6 +844608,7 @@ 18, 18, 18, + 18, 20, 20, 20, @@ -844690,7 +844618,7 @@ 20, 20, 20, - 20, + 18, 18, 18, 18, @@ -844738,7 +844666,6 @@ 23, 23, 23, - 23, 26, 26, 26, @@ -844748,7 +844675,7 @@ 26, 26, 26, - 24, + 26, 24, 24, 24, @@ -844777,7 +844704,7 @@ 26, 26, 26, - 32, + 26, 32, 32, 32, @@ -844796,7 +844723,7 @@ 31, 31, 31, - 28, + 31, 28, 28, 28, @@ -844825,7 +844752,7 @@ 64, 64, 64, - 47, + 64, 47, 47, 47, @@ -844844,7 +844771,7 @@ 55, 55, 55, - 54, + 55, 54, 54, 54, @@ -844873,7 +844800,7 @@ 59, 59, 59, - 56, + 59, 56, 56, 56, @@ -844892,7 +844819,7 @@ 52, 52, 52, - 55, + 52, 55, 55, 55, @@ -844921,7 +844848,7 @@ 63, 63, 63, - 67, + 63, 67, 67, 67, @@ -844940,7 +844867,7 @@ 56, 56, 56, - 62, + 56, 62, 62, 62, @@ -844969,6 +844896,7 @@ 63, 63, 63, + 63, 41, 41, 41, @@ -844978,7 +844906,7 @@ 41, 41, 41, - 41, + 44, 44, 44, 44, @@ -845026,7 +844954,6 @@ 32, 32, 32, - 32, 31, 31, 31, @@ -845036,7 +844963,7 @@ 31, 31, 31, - 37, + 31, 37, 37, 37, @@ -845065,7 +844992,7 @@ 32, 32, 32, - 41, + 32, 41, 41, 41, @@ -845084,7 +845011,7 @@ 30, 30, 30, - 26, + 30, 26, 26, 26, @@ -845113,7 +845040,7 @@ 25, 25, 25, - 23, + 25, 23, 23, 23, @@ -845132,7 +845059,7 @@ 19, 19, 19, - 22, + 19, 22, 22, 22, @@ -845161,7 +845088,7 @@ 38, 38, 38, - 25, + 38, 25, 25, 25, @@ -845180,7 +845107,7 @@ 24, 24, 24, - 27, + 24, 27, 27, 27, @@ -845209,7 +845136,7 @@ 41, 41, 41, - 26, + 41, 26, 26, 26, @@ -845228,7 +845155,7 @@ 42, 42, 42, - 38, + 42, 38, 38, 38, @@ -845257,6 +845184,7 @@ 39, 39, 39, + 39, 24, 24, 24, @@ -845266,7 +845194,7 @@ 24, 24, 24, - 24, + 15, 15, 15, 15, @@ -845295,7 +845223,7 @@ 19, 19, 19, - 19, + 17, 17, 17, 17, @@ -845314,7 +845242,6 @@ 26, 26, 26, - 26, 22, 22, 22, @@ -845324,7 +845251,7 @@ 22, 22, 22, - 23, + 22, 23, 23, 23, @@ -845353,7 +845280,7 @@ 32, 32, 32, - 34, + 32, 34, 34, 34, @@ -845372,6 +845299,7 @@ 37, 37, 37, + 37, 28, 28, 28, @@ -845381,11 +845309,6 @@ 28, 28, 28, - 28, - 17, - 17, - 17, - 17, 17, 17, 17, @@ -845415,7 +845338,7 @@ 16, 16, 16, - 16, + 21, 21, 21, 21, @@ -845434,7 +845357,7 @@ 18, 18, 18, - 18, + 20, 20, 20, 20, @@ -845463,10 +845386,6 @@ 22, 22, 22, - 22, - 22, - 22, - 22, 27, 27, 27, @@ -845495,6 +845414,7 @@ 31, 31, 31, + 31, 33, 33, 33, @@ -845514,7 +845434,6 @@ 37, 37, 37, - 37, 34, 34, 34, @@ -845543,6 +845462,7 @@ 38, 38, 38, + 38, 39, 39, 39, @@ -845562,7 +845482,7 @@ 37, 37, 37, - 37, + 29, 29, 29, 29, @@ -845581,7 +845501,6 @@ 33, 33, 33, - 33, 29, 29, 29, @@ -845601,7 +845520,7 @@ 29, 29, 29, - 32, + 29, 32, 32, 32, @@ -845620,6 +845539,7 @@ 36, 36, 36, + 36, 39, 39, 39, @@ -845629,7 +845549,7 @@ 39, 39, 39, - 39, + 42, 42, 42, 42, @@ -845658,7 +845578,7 @@ 47, 47, 47, - 47, + 43, 43, 43, 43, @@ -845677,7 +845597,7 @@ 46, 46, 46, - 46, + 44, 44, 44, 44, @@ -845706,7 +845626,7 @@ 54, 54, 54, - 54, + 53, 53, 53, 53, @@ -845725,7 +845645,7 @@ 47, 47, 47, - 47, + 54, 54, 54, 54, @@ -845754,7 +845674,7 @@ 53, 53, 53, - 53, + 48, 48, 48, 48, @@ -845802,7 +845722,7 @@ 31, 31, 31, - 31, + 23, 23, 23, 23, @@ -845850,7 +845770,7 @@ 19, 19, 19, - 19, + 21, 21, 21, 21, @@ -845898,7 +845818,7 @@ 16, 16, 16, - 16, + 18, 18, 18, 18, @@ -845917,7 +845837,7 @@ 21, 21, 21, - 21, + 19, 19, 19, 19, @@ -845946,7 +845866,7 @@ 27, 27, 27, - 27, + 26, 26, 26, 26, @@ -845965,7 +845885,7 @@ 19, 19, 19, - 19, + 21, 21, 21, 21, @@ -845994,7 +845914,7 @@ 19, 19, 19, - 19, + 22, 22, 22, 22, @@ -846013,7 +845933,7 @@ 19, 19, 19, - 19, + 18, 18, 18, 18, @@ -846042,7 +845962,7 @@ 19, 19, 19, - 19, + 22, 22, 22, 22, @@ -846061,7 +845981,7 @@ 17, 17, 17, - 17, + 21, 21, 21, 21, @@ -846090,7 +846010,7 @@ 19, 19, 19, - 19, + 26, 26, 26, 26, @@ -846109,7 +846029,7 @@ 17, 17, 17, - 17, + 14, 14, 14, 14, @@ -846138,7 +846058,7 @@ 18, 18, 18, - 18, + 13, 13, 13, 13, @@ -846157,7 +846077,7 @@ 15, 15, 15, - 15, + 18, 18, 18, 18, @@ -846186,7 +846106,7 @@ 20, 20, 20, - 20, + 23, 23, 23, 23, @@ -846205,7 +846125,7 @@ 24, 24, 24, - 24, + 28, 28, 28, 28, @@ -846234,7 +846154,6 @@ 21, 21, 21, - 21, 24, 24, 24, @@ -846263,6 +846182,7 @@ 31, 31, 31, + 31, 35, 35, 35, @@ -846282,7 +846202,7 @@ 38, 38, 38, - 38, + 43, 43, 43, 43, @@ -846330,7 +846250,7 @@ 42, 42, 42, - 42, + 37, 37, 37, 37, @@ -846349,7 +846269,7 @@ 34, 34, 34, - 34, + 35, 35, 35, 35, @@ -846378,7 +846298,7 @@ 36, 36, 36, - 36, + 29, 29, 29, 29, @@ -846397,7 +846317,7 @@ 37, 37, 37, - 37, + 34, 34, 34, 34, @@ -846426,7 +846346,7 @@ 26, 26, 26, - 26, + 31, 31, 31, 31, @@ -846445,7 +846365,7 @@ 28, 28, 28, - 28, + 19, 19, 19, 19, @@ -846474,7 +846394,6 @@ 15, 15, 15, - 15, 18, 18, 18, @@ -846484,8 +846403,7 @@ 18, 18, 18, - 20, - 20, + 18, 20, 20, 20, @@ -846514,7 +846432,7 @@ 23, 23, 23, - 26, + 23, 26, 26, 26, @@ -846562,7 +846480,7 @@ 27, 27, 27, - 24, + 27, 24, 24, 24, @@ -846610,7 +846528,7 @@ 33, 33, 33, - 35, + 33, 35, 35, 35, @@ -846658,7 +846576,7 @@ 29, 29, 29, - 36, + 29, 36, 36, 36, @@ -846706,7 +846624,7 @@ 42, 42, 42, - 48, + 42, 48, 48, 48, @@ -846745,9 +846663,7 @@ 52, 52, 52, - 52, - 52, - 52, + 54, 54, 54, 54, @@ -846766,7 +846682,7 @@ 52, 52, 52, - 52, + 56, 56, 56, 56, @@ -846785,7 +846701,6 @@ 49, 49, 49, - 49, 28, 28, 28, @@ -846805,7 +846720,7 @@ 23, 23, 23, - 24, + 23, 24, 24, 24, @@ -846824,7 +846739,7 @@ 26, 26, 26, - 28, + 26, 28, 28, 28, @@ -846853,26 +846768,26 @@ 15, 15, 15, - 14, - 14, - 14, - 14, - 14, - 14, - 14, - 14, - 14, - 14, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, - 12, 15, + 14, + 14, + 14, + 14, + 14, + 14, + 14, + 14, + 14, + 12, + 12, + 12, + 12, + 12, + 12, + 12, + 12, + 12, + 12, 15, 15, 15, @@ -846901,7 +846816,7 @@ 17, 17, 17, - 11, + 17, 11, 11, 11, @@ -846920,7 +846835,7 @@ 14, 14, 14, - 18, + 14, 18, 18, 18, @@ -846949,7 +846864,7 @@ 13, 13, 13, - 15, + 13, 15, 15, 15, @@ -846968,7 +846883,7 @@ 17, 17, 17, - 12, + 17, 12, 12, 12, @@ -846997,6 +846912,7 @@ 13, 13, 13, + 13, 11, 11, 11, @@ -847025,7 +846941,6 @@ 14, 14, 14, - 14, 19, 19, 19, @@ -847045,6 +846960,7 @@ 15, 15, 15, + 15, 14, 14, 14, @@ -847073,7 +846989,6 @@ 10, 10, 10, - 10, 11, 11, 11, @@ -847093,7 +847008,7 @@ 13, 13, 13, - 17, + 13, 17, 17, 17, @@ -847112,7 +847027,7 @@ 23, 23, 23, - 21, + 23, 21, 21, 21, @@ -847141,7 +847056,7 @@ 35, 35, 35, - 28, + 35, 28, 28, 28, @@ -847160,7 +847075,7 @@ 31, 31, 31, - 25, + 31, 25, 25, 25, @@ -847189,7 +847104,7 @@ 26, 26, 26, - 29, + 26, 29, 29, 29, @@ -847208,7 +847123,7 @@ 21, 21, 21, - 24, + 21, 24, 24, 24, @@ -847237,7 +847152,7 @@ 26, 26, 26, - 24, + 26, 24, 24, 24, @@ -847256,7 +847171,7 @@ 30, 30, 30, - 33, + 30, 33, 33, 33, @@ -847285,7 +847200,7 @@ 36, 36, 36, - 31, + 36, 31, 31, 31, @@ -847333,7 +847248,7 @@ 37, 37, 37, - 19, + 37, 19, 19, 19, @@ -847352,7 +847267,7 @@ 22, 22, 22, - 21, + 22, 21, 21, 21, @@ -847381,7 +847296,7 @@ 27, 27, 27, - 24, + 27, 24, 24, 24, @@ -847400,7 +847315,7 @@ 28, 28, 28, - 29, + 28, 29, 29, 29, @@ -847429,7 +847344,7 @@ 35, 35, 35, - 30, + 35, 30, 30, 30, @@ -847448,7 +847363,7 @@ 27, 27, 27, - 33, + 27, 33, 33, 33, @@ -847477,7 +847392,7 @@ 35, 35, 35, - 41, + 35, 41, 41, 41, @@ -847496,7 +847411,7 @@ 39, 39, 39, - 35, + 39, 35, 35, 35, @@ -847525,7 +847440,7 @@ 22, 22, 22, - 17, + 22, 17, 17, 17, @@ -847544,7 +847459,7 @@ 23, 23, 23, - 22, + 23, 22, 22, 22, @@ -847573,7 +847488,7 @@ 27, 27, 27, - 21, + 27, 21, 21, 21, @@ -847592,7 +847507,7 @@ 14, 14, 14, - 18, + 14, 18, 18, 18, @@ -847621,7 +847536,7 @@ 42, 42, 42, - 40, + 42, 40, 40, 40, @@ -847640,6 +847555,7 @@ 46, 46, 46, + 46, 38, 38, 38, @@ -847649,7 +847565,7 @@ 38, 38, 38, - 38, + 48, 48, 48, 48, @@ -847697,7 +847613,6 @@ 38, 38, 38, - 38, 63, 63, 63, @@ -847717,6 +847632,7 @@ 65, 65, 65, + 65, 59, 59, 59, @@ -847745,7 +847661,6 @@ 61, 61, 61, - 61, 63, 63, 63, @@ -847765,6 +847680,7 @@ 69, 69, 69, + 69, 47, 47, 47, @@ -847774,7 +847690,7 @@ 47, 47, 47, - 47, + 40, 40, 40, 40, @@ -847803,7 +847719,6 @@ 39, 39, 39, - 39, 42, 42, 42, @@ -847813,7 +847728,7 @@ 42, 42, 42, - 41, + 42, 41, 41, 41, @@ -847832,7 +847747,7 @@ 44, 44, 44, - 36, + 44, 36, 36, 36, @@ -847861,6 +847776,7 @@ 42, 42, 42, + 42, 56, 56, 56, @@ -847870,9 +847786,6 @@ 56, 56, 56, - 56, - 54, - 54, 54, 54, 54, @@ -848488,10 +848401,6 @@ 71, 71, 71, - 71, - 71, - 71, - 71, 76, 76, 76, @@ -848741,7 +848650,7 @@ 27, 27, 27, - 27, + 34, 34, 34, 34, @@ -848760,7 +848669,6 @@ 27, 27, 27, - 27, 62, 62, 62, @@ -848780,7 +848688,7 @@ 62, 62, 62, - 46, + 62, 46, 46, 46, @@ -848799,6 +848707,7 @@ 61, 61, 61, + 61, 60, 60, 60, @@ -848808,7 +848717,7 @@ 60, 60, 60, - 60, + 63, 63, 63, 63, @@ -848837,7 +848746,7 @@ 75, 75, 75, - 75, + 80, 80, 80, 80, @@ -848856,7 +848765,7 @@ 84, 84, 84, - 84, + 83, 83, 83, 83, @@ -848885,7 +848794,7 @@ 81, 81, 81, - 81, + 84, 84, 84, 84, @@ -848904,7 +848813,7 @@ 83, 83, 83, - 83, + 84, 84, 84, 84, @@ -848933,7 +848842,7 @@ 87, 87, 87, - 87, + 95, 95, 95, 95, @@ -848952,7 +848861,7 @@ 92, 92, 92, - 92, + 62, 62, 62, 62, @@ -848981,7 +848890,7 @@ 78, 78, 78, - 78, + 65, 65, 65, 65, @@ -849000,7 +848909,7 @@ 63, 63, 63, - 63, + 79, 79, 79, 79, @@ -849029,7 +848938,7 @@ 67, 67, 67, - 67, + 72, 72, 72, 72, @@ -849048,7 +848957,7 @@ 67, 67, 67, - 67, + 74, 74, 74, 74, @@ -849077,7 +848986,7 @@ 83, 83, 83, - 83, + 62, 62, 62, 62, @@ -849096,7 +849005,7 @@ 33, 33, 33, - 33, + 65, 65, 65, 65, @@ -849125,7 +849034,7 @@ 16, 16, 16, - 16, + 34, 34, 34, 34, @@ -849144,7 +849053,7 @@ 19, 19, 19, - 19, + 40, 40, 40, 40, @@ -849173,7 +849082,6 @@ 34, 34, 34, - 34, 42, 42, 42, @@ -849202,6 +849110,7 @@ 40, 40, 40, + 40, 20, 20, 20, @@ -849221,7 +849130,7 @@ 42, 42, 42, - 42, + 24, 24, 24, 24, @@ -849240,7 +849149,7 @@ 47, 47, 47, - 47, + 16, 16, 16, 16, @@ -849269,7 +849178,7 @@ 22, 22, 22, - 22, + 31, 31, 31, 31, @@ -849288,7 +849197,6 @@ 57, 57, 57, - 57, 61, 61, 61, @@ -849308,7 +849216,7 @@ 61, 61, 61, - 62, + 61, 62, 62, 62, @@ -849327,6 +849235,7 @@ 64, 64, 64, + 64, 66, 66, 66, @@ -849336,7 +849245,7 @@ 66, 66, 66, - 66, + 45, 45, 45, 45, @@ -849365,7 +849274,6 @@ 60, 60, 60, - 60, 59, 59, 59, @@ -849376,9 +849284,6 @@ 59, 59, 59, - 59, - 59, - 45, 45, 45, 45, @@ -849407,7 +849312,7 @@ 45, 45, 45, - 11, + 45, 11, 11, 11, @@ -849426,7 +849331,7 @@ 13, 13, 13, - 31, + 13, 31, 31, 31, @@ -849455,7 +849360,7 @@ 14, 14, 14, - 30, + 14, 30, 30, 30, @@ -849474,7 +849379,7 @@ 39, 39, 39, - 11, + 39, 11, 11, 11, @@ -849503,7 +849408,7 @@ 33, 33, 33, - 39, + 33, 39, 39, 39, @@ -849522,7 +849427,7 @@ 33, 33, 33, - 41, + 33, 41, 41, 41, @@ -849551,7 +849456,7 @@ 32, 32, 32, - 20, + 32, 20, 20, 20, @@ -849570,7 +849475,7 @@ 24, 24, 24, - 20, + 24, 20, 20, 20, @@ -849599,7 +849504,7 @@ 28, 28, 28, - 41, + 28, 41, 41, 41, @@ -849618,7 +849523,7 @@ 43, 43, 43, - 41, + 43, 41, 41, 41, @@ -849647,7 +849552,7 @@ 39, 39, 39, - 43, + 39, 43, 43, 43, @@ -849695,6 +849600,7 @@ 39, 39, 39, + 39, 38, 38, 38, @@ -849704,7 +849610,7 @@ 38, 38, 38, - 38, + 39, 39, 39, 39, @@ -849733,7 +849639,6 @@ 38, 38, 38, - 38, 41, 41, 41, @@ -849743,7 +849648,7 @@ 41, 41, 41, - 38, + 41, 38, 38, 38, @@ -849762,7 +849667,7 @@ 31, 31, 31, - 41, + 31, 41, 41, 41, @@ -849791,7 +849696,7 @@ 37, 37, 37, - 41, + 37, 41, 41, 41, @@ -849810,7 +849715,7 @@ 39, 39, 39, - 15, + 39, 15, 15, 15, @@ -849839,7 +849744,7 @@ 24, 24, 24, - 32, + 24, 32, 32, 32, @@ -849858,7 +849763,7 @@ 33, 33, 33, - 27, + 33, 27, 27, 27, @@ -849887,7 +849792,7 @@ 39, 39, 39, - 37, + 39, 37, 37, 37, @@ -849906,7 +849811,7 @@ 30, 30, 30, - 31, + 30, 31, 31, 31, @@ -849935,7 +849840,7 @@ 27, 27, 27, - 39, + 27, 39, 39, 39, @@ -849954,7 +849859,7 @@ 37, 37, 37, - 41, + 37, 41, 41, 41, @@ -850002,7 +849907,7 @@ 37, 37, 37, - 39, + 37, 39, 39, 39, @@ -850050,7 +849955,7 @@ 41, 41, 41, - 37, + 41, 37, 37, 37, @@ -850079,7 +849984,7 @@ 39, 39, 39, - 33, + 39, 33, 33, 33, @@ -850098,7 +850003,7 @@ 20, 20, 20, - 24, + 20, 24, 24, 24, @@ -850127,7 +850032,7 @@ 50, 50, 50, - 52, + 50, 52, 52, 52, @@ -850146,7 +850051,7 @@ 54, 54, 54, - 53, + 54, 53, 53, 53, @@ -850175,7 +850080,7 @@ 49, 49, 49, - 51, + 49, 51, 51, 51, @@ -850194,7 +850099,7 @@ 56, 56, 56, - 49, + 56, 49, 49, 49, @@ -850223,8 +850128,7 @@ 53, 53, 53, - 54, - 54, + 53, 54, 54, 54, @@ -850243,6 +850147,7 @@ 42, 42, 42, + 42, 38, 38, 38, @@ -850252,7 +850157,7 @@ 38, 38, 38, - 38, + 39, 39, 39, 39, @@ -850281,7 +850186,7 @@ 39, 39, 39, - 39, + 38, 38, 38, 38, @@ -850300,7 +850205,7 @@ 41, 41, 41, - 41, + 38, 38, 38, 38, @@ -850358,7 +850263,6 @@ 32, 32, 32, - 32, 30, 30, 30, @@ -850397,7 +850301,7 @@ 21, 21, 21, - 21, + 17, 17, 17, 17, @@ -850445,7 +850349,7 @@ 31, 31, 31, - 31, + 38, 38, 38, 38, @@ -850493,7 +850397,7 @@ 24, 24, 24, - 24, + 21, 21, 21, 21, @@ -850541,7 +850445,7 @@ 32, 32, 32, - 32, + 26, 26, 26, 26, @@ -850589,7 +850493,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -850637,7 +850541,7 @@ 21, 21, 21, - 21, + 23, 23, 23, 23, @@ -850685,7 +850589,7 @@ 25, 25, 25, - 25, + 22, 22, 22, 22, @@ -850733,7 +850637,7 @@ 37, 37, 37, - 37, + 40, 40, 40, 40, @@ -850829,7 +850733,7 @@ 51, 51, 51, - 51, + 44, 44, 44, 44, @@ -850877,7 +850781,7 @@ 49, 49, 49, - 49, + 56, 56, 56, 56, @@ -850925,7 +850829,7 @@ 51, 51, 51, - 51, + 53, 53, 53, 53, @@ -850973,7 +850877,7 @@ 49, 49, 49, - 49, + 40, 40, 40, 40, @@ -851021,7 +850925,7 @@ 54, 54, 54, - 54, + 57, 57, 57, 57, @@ -851069,7 +850973,6 @@ 57, 57, 57, - 57, 59, 59, 59, @@ -851089,6 +850992,7 @@ 56, 56, 56, + 56, 53, 53, 53, @@ -851098,7 +851002,7 @@ 53, 53, 53, - 53, + 61, 61, 61, 61, @@ -851146,7 +851050,6 @@ 57, 57, 57, - 57, 52, 52, 52, @@ -851156,7 +851059,7 @@ 52, 52, 52, - 61, + 52, 61, 61, 61, @@ -851186,8 +851089,6 @@ 63, 63, 63, - 63, - 63, 64, 64, 64, @@ -851312,7 +851213,6 @@ 39, 39, 39, - 39, 40, 40, 40, @@ -851332,7 +851232,7 @@ 38, 38, 38, - 39, + 38, 39, 39, 39, @@ -851380,7 +851280,7 @@ 41, 41, 41, - 39, + 41, 39, 39, 39, @@ -851428,7 +851328,7 @@ 16, 16, 16, - 17, + 16, 17, 17, 17, @@ -851476,7 +851376,7 @@ 12, 12, 12, - 9, + 12, 9, 9, 9, @@ -851572,7 +851472,7 @@ 13, 13, 13, - 14, + 13, 14, 14, 14, @@ -851620,7 +851520,7 @@ 10, 10, 10, - 12, + 10, 12, 12, 12, @@ -851716,7 +851616,7 @@ 22, 22, 22, - 15, + 22, 15, 15, 15, @@ -851764,7 +851664,7 @@ 15, 15, 15, - 18, + 15, 18, 18, 18, @@ -851822,7 +851722,6 @@ 15, 15, 15, - 15, 17, 17, 17, @@ -851861,7 +851760,7 @@ 20, 20, 20, - 24, + 20, 24, 24, 24, @@ -851909,7 +851808,7 @@ 26, 26, 26, - 44, + 26, 44, 44, 44, @@ -851957,7 +851856,7 @@ 44, 44, 44, - 40, + 44, 40, 40, 40, @@ -852005,7 +851904,7 @@ 56, 56, 56, - 48, + 56, 48, 48, 48, @@ -852053,7 +851952,7 @@ 40, 40, 40, - 44, + 40, 44, 44, 44, @@ -852101,7 +852000,7 @@ 50, 50, 50, - 52, + 50, 52, 52, 52, @@ -852149,7 +852048,7 @@ 43, 43, 43, - 41, + 43, 41, 41, 41, @@ -852245,7 +852144,7 @@ 48, 48, 48, - 54, + 48, 54, 54, 54, @@ -852293,7 +852192,7 @@ 53, 53, 53, - 52, + 53, 52, 52, 52, @@ -852341,7 +852240,7 @@ 38, 38, 38, - 40, + 38, 40, 40, 40, @@ -852389,7 +852288,7 @@ 40, 40, 40, - 39, + 40, 39, 39, 39, @@ -852428,7 +852327,6 @@ 38, 38, 38, - 38, 41, 41, 41, @@ -852467,7 +852365,7 @@ 40, 40, 40, - 40, + 43, 43, 43, 43, @@ -852563,7 +852461,7 @@ 40, 40, 40, - 40, + 43, 43, 43, 43, @@ -852611,7 +852509,7 @@ 44, 44, 44, - 44, + 41, 41, 41, 41, @@ -852659,7 +852557,7 @@ 43, 43, 43, - 43, + 41, 41, 41, 41, @@ -852707,7 +852605,7 @@ 44, 44, 44, - 44, + 50, 50, 50, 50, @@ -852755,7 +852653,7 @@ 55, 55, 55, - 55, + 58, 58, 58, 58, @@ -852851,7 +852749,7 @@ 75, 75, 75, - 75, + 79, 79, 79, 79, @@ -852899,7 +852797,7 @@ 78, 78, 78, - 78, + 84, 84, 84, 84, @@ -852947,7 +852845,7 @@ 79, 79, 79, - 79, + 82, 82, 82, 82, @@ -852995,7 +852893,7 @@ 75, 75, 75, - 75, + 81, 81, 81, 81, @@ -853043,7 +852941,7 @@ 75, 75, 75, - 75, + 76, 76, 76, 76, @@ -853139,7 +853037,7 @@ 40, 40, 40, - 40, + 41, 41, 41, 41, @@ -853235,7 +853133,7 @@ 39, 39, 39, - 39, + 47, 47, 47, 47, @@ -853283,7 +853181,7 @@ 48, 48, 48, - 48, + 52, 52, 52, 52, @@ -853331,7 +853229,7 @@ 39, 39, 39, - 39, + 46, 46, 46, 46, @@ -853379,7 +853277,7 @@ 45, 45, 45, - 45, + 49, 49, 49, 49, @@ -853475,7 +853373,7 @@ 48, 48, 48, - 48, + 53, 53, 53, 53, @@ -853523,7 +853421,7 @@ 53, 53, 53, - 53, + 56, 56, 56, 56, @@ -853571,7 +853469,7 @@ 55, 55, 55, - 55, + 56, 56, 56, 56, @@ -853619,7 +853517,7 @@ 73, 73, 73, - 73, + 76, 76, 76, 76, @@ -853667,7 +853565,7 @@ 67, 67, 67, - 67, + 74, 74, 74, 74, @@ -853715,7 +853613,7 @@ 71, 71, 71, - 71, + 74, 74, 74, 74, @@ -853763,7 +853661,7 @@ 82, 82, 82, - 82, + 90, 90, 90, 90, @@ -853811,7 +853709,7 @@ 89, 89, 89, - 89, + 90, 90, 90, 90, @@ -853859,7 +853757,7 @@ 91, 91, 91, - 91, + 94, 94, 94, 94, @@ -853907,7 +853805,6 @@ 90, 90, 90, - 90, 88, 88, 88, @@ -853927,6 +853824,7 @@ 94, 94, 94, + 94, 93, 93, 93, @@ -853936,7 +853834,7 @@ 93, 93, 93, - 93, + 86, 86, 86, 86, @@ -853955,7 +853853,6 @@ 87, 87, 87, - 87, 89, 89, 89, @@ -853975,7 +853872,7 @@ 88, 88, 88, - 95, + 88, 95, 95, 95, @@ -854023,7 +853920,7 @@ 93, 93, 93, - 95, + 93, 95, 95, 95, @@ -854042,7 +853939,7 @@ 94, 94, 94, - 95, + 94, 95, 95, 95, @@ -854071,7 +853968,7 @@ 94, 94, 94, - 89, + 94, 89, 89, 89, @@ -854090,7 +853987,7 @@ 90, 90, 90, - 91, + 90, 91, 91, 91, @@ -854120,7 +854017,6 @@ 91, 91, 91, - 91, 92, 92, 92, @@ -854149,7 +854045,6 @@ 95, 95, 95, - 95, 93, 93, 93, @@ -854188,7 +854083,7 @@ 88, 88, 88, - 93, + 88, 93, 93, 93, @@ -854217,6 +854112,7 @@ 94, 94, 94, + 94, 93, 93, 93, @@ -854226,7 +854122,7 @@ 93, 93, 93, - 93, + 91, 91, 91, 91, @@ -854245,7 +854141,7 @@ 92, 92, 92, - 92, + 91, 91, 91, 91, @@ -854274,7 +854170,6 @@ 95, 95, 95, - 95, 94, 94, 94, @@ -854313,7 +854208,7 @@ 94, 94, 94, - 93, + 94, 93, 93, 93, @@ -854332,7 +854227,7 @@ 95, 95, 95, - 91, + 95, 91, 91, 91, @@ -854361,7 +854256,7 @@ 93, 93, 93, - 94, + 93, 94, 94, 94, @@ -854380,7 +854275,7 @@ 90, 90, 90, - 84, + 90, 84, 84, 84, @@ -854409,6 +854304,7 @@ 83, 83, 83, + 83, 88, 88, 88, @@ -854418,7 +854314,7 @@ 88, 88, 88, - 88, + 84, 84, 84, 84, @@ -854447,7 +854343,7 @@ 79, 79, 79, - 79, + 80, 80, 80, 80, @@ -854466,7 +854362,6 @@ 78, 78, 78, - 78, 75, 75, 75, @@ -854476,7 +854371,7 @@ 75, 75, 75, - 40, + 75, 40, 40, 40, @@ -854505,7 +854400,7 @@ 70, 70, 70, - 74, + 70, 74, 74, 74, @@ -854524,7 +854419,7 @@ 71, 71, 71, - 78, + 71, 78, 78, 78, @@ -854553,6 +854448,7 @@ 77, 77, 77, + 77, 76, 76, 76, @@ -854562,7 +854458,7 @@ 76, 76, 76, - 76, + 78, 78, 78, 78, @@ -854581,7 +854477,6 @@ 77, 77, 77, - 77, 76, 76, 76, @@ -854601,7 +854496,7 @@ 78, 78, 78, - 80, + 78, 80, 80, 80, @@ -854832,7 +854727,6 @@ 56, 56, 56, - 56, 55, 55, 55, @@ -854842,7 +854736,7 @@ 55, 55, 55, - 38, + 55, 38, 38, 38, @@ -854909,7 +854803,7 @@ 76, 76, 76, - 81, + 76, 81, 81, 81, @@ -854938,7 +854832,7 @@ 68, 68, 68, - 73, + 68, 73, 73, 73, @@ -854957,7 +854851,7 @@ 70, 70, 70, - 74, + 70, 74, 74, 74, @@ -854986,6 +854880,7 @@ 76, 76, 76, + 76, 71, 71, 71, @@ -855014,7 +854909,6 @@ 72, 72, 72, - 72, 71, 71, 71, @@ -855034,7 +854928,7 @@ 75, 75, 75, - 73, + 75, 73, 73, 73, @@ -855053,7 +854947,7 @@ 70, 70, 70, - 66, + 70, 66, 66, 66, @@ -855082,7 +854976,7 @@ 60, 60, 60, - 54, + 60, 54, 54, 54, @@ -855101,7 +854995,7 @@ 65, 65, 65, - 74, + 65, 74, 74, 74, @@ -855130,7 +855024,7 @@ 72, 72, 72, - 76, + 72, 76, 76, 76, @@ -855178,6 +855072,7 @@ 74, 74, 74, + 74, 71, 71, 71, @@ -855187,7 +855082,6 @@ 71, 71, 71, - 71, 75, 75, 75, @@ -855197,7 +855091,7 @@ 75, 75, 75, - 72, + 75, 72, 72, 72, @@ -855245,8 +855139,7 @@ 76, 76, 76, - 74, - 74, + 76, 74, 74, 74, @@ -855275,7 +855168,7 @@ 75, 75, 75, - 79, + 75, 79, 79, 79, @@ -855294,6 +855187,7 @@ 78, 78, 78, + 78, 76, 76, 76, @@ -855303,8 +855197,6 @@ 76, 76, 76, - 76, - 79, 79, 79, 79, @@ -855353,7 +855245,7 @@ 65, 65, 65, - 65, + 55, 55, 55, 55, @@ -855382,7 +855274,7 @@ 31, 31, 31, - 31, + 27, 27, 27, 27, @@ -855401,7 +855293,7 @@ 50, 50, 50, - 50, + 59, 59, 59, 59, @@ -855430,7 +855322,7 @@ 51, 51, 51, - 51, + 68, 68, 68, 68, @@ -855449,7 +855341,7 @@ 66, 66, 66, - 66, + 61, 61, 61, 61, @@ -855478,7 +855370,7 @@ 48, 48, 48, - 48, + 65, 65, 65, 65, @@ -855497,7 +855389,7 @@ 64, 64, 64, - 64, + 67, 67, 67, 67, @@ -855526,7 +855418,7 @@ 72, 72, 72, - 72, + 61, 61, 61, 61, @@ -855545,7 +855437,7 @@ 68, 68, 68, - 68, + 31, 31, 31, 31, @@ -855574,7 +855466,7 @@ 27, 27, 27, - 27, + 20, 20, 20, 20, @@ -855593,7 +855485,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -855622,7 +855514,7 @@ 11, 11, 11, - 11, + 19, 19, 19, 19, @@ -855641,7 +855533,7 @@ 12, 12, 12, - 12, + 14, 14, 14, 14, @@ -855689,7 +855581,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -855718,7 +855610,7 @@ 10, 10, 10, - 10, + 18, 18, 18, 18, @@ -855737,7 +855629,7 @@ 20, 20, 20, - 20, + 23, 23, 23, 23, @@ -855766,7 +855658,7 @@ 27, 27, 27, - 27, + 24, 24, 24, 24, @@ -855785,7 +855677,7 @@ 17, 17, 17, - 17, + 15, 15, 15, 15, @@ -855814,7 +855706,6 @@ 14, 14, 14, - 14, 21, 21, 21, @@ -855843,17 +855734,17 @@ 28, 28, 28, - 23, - 23, - 23, - 23, - 23, - 23, - 23, - 23, - 23, - 23, 28, + 23, + 23, + 23, + 23, + 23, + 23, + 23, + 23, + 23, + 23, 28, 28, 28, @@ -855872,6 +855763,7 @@ 38, 38, 38, + 38, 33, 33, 33, @@ -855881,7 +855773,7 @@ 33, 33, 33, - 33, + 26, 26, 26, 26, @@ -855910,7 +855802,7 @@ 23, 23, 23, - 23, + 21, 21, 21, 21, @@ -855929,7 +855821,7 @@ 23, 23, 23, - 23, + 10, 10, 10, 10, @@ -855958,7 +855850,7 @@ 22, 22, 22, - 22, + 27, 27, 27, 27, @@ -855977,7 +855869,6 @@ 20, 20, 20, - 20, 22, 22, 22, @@ -855987,7 +855878,7 @@ 22, 22, 22, - 25, + 22, 25, 25, 25, @@ -856035,6 +855926,7 @@ 21, 21, 21, + 21, 24, 24, 24, @@ -856054,7 +855946,7 @@ 27, 27, 27, - 27, + 29, 29, 29, 29, @@ -856073,7 +855965,7 @@ 20, 20, 20, - 20, + 28, 28, 28, 28, @@ -856121,7 +856013,7 @@ 20, 20, 20, - 20, + 25, 25, 25, 25, @@ -856150,7 +856042,7 @@ 21, 21, 21, - 21, + 20, 20, 20, 20, @@ -856169,7 +856061,7 @@ 22, 22, 22, - 22, + 15, 15, 15, 15, @@ -856198,7 +856090,7 @@ 24, 24, 24, - 24, + 19, 19, 19, 19, @@ -856217,7 +856109,7 @@ 10, 10, 10, - 10, + 21, 21, 21, 21, @@ -856246,7 +856138,7 @@ 22, 22, 22, - 22, + 27, 27, 27, 27, @@ -856265,7 +856157,7 @@ 26, 26, 26, - 26, + 32, 32, 32, 32, @@ -856294,7 +856186,7 @@ 50, 50, 50, - 50, + 53, 53, 53, 53, @@ -856342,7 +856234,7 @@ 48, 48, 48, - 48, + 42, 42, 42, 42, @@ -856361,8 +856253,6 @@ 50, 50, 50, - 50, - 52, 52, 52, 52, @@ -856411,7 +856301,7 @@ 71, 71, 71, - 71, + 70, 70, 70, 70, @@ -856459,7 +856349,7 @@ 71, 71, 71, - 71, + 72, 72, 72, 72, @@ -856507,7 +856397,7 @@ 70, 70, 70, - 70, + 78, 78, 78, 78, @@ -856555,7 +856445,7 @@ 73, 73, 73, - 73, + 75, 75, 75, 75, @@ -856651,7 +856541,7 @@ 72, 72, 72, - 72, + 73, 73, 73, 73, @@ -856699,7 +856589,7 @@ 45, 45, 45, - 45, + 46, 46, 46, 46, @@ -856747,7 +856637,7 @@ 30, 30, 30, - 30, + 49, 49, 49, 49, @@ -856795,7 +856685,7 @@ 53, 53, 53, - 53, + 50, 50, 50, 50, @@ -856824,7 +856714,6 @@ 21, 21, 21, - 21, 27, 27, 27, @@ -862028,7 +861917,6 @@ 64, 64, 64, - 64, 63, 63, 63, @@ -862048,7 +861936,7 @@ 66, 66, 66, - 68, + 66, 68, 68, 68, @@ -862067,7 +861955,7 @@ 62, 62, 62, - 57, + 62, 57, 57, 57, @@ -862115,7 +862003,7 @@ 64, 64, 64, - 59, + 64, 59, 59, 59, @@ -862144,6 +862032,7 @@ 60, 60, 60, + 60, 63, 63, 63, @@ -862153,7 +862042,7 @@ 63, 63, 63, - 63, + 61, 61, 61, 61, @@ -862182,26 +862071,26 @@ 63, 63, 63, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, + 62, 63, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, - 62, 63, 63, 63, @@ -862220,7 +862109,6 @@ 64, 64, 64, - 64, 61, 61, 61, @@ -862240,7 +862128,7 @@ 61, 61, 61, - 62, + 61, 62, 62, 62, @@ -862259,7 +862147,7 @@ 68, 68, 68, - 65, + 68, 65, 65, 65, @@ -862307,6 +862195,7 @@ 68, 68, 68, + 68, 69, 69, 69, @@ -862316,7 +862205,6 @@ 69, 69, 69, - 69, 58, 58, 58, @@ -862336,7 +862224,7 @@ 63, 63, 63, - 52, + 63, 52, 52, 52, @@ -862355,7 +862243,7 @@ 50, 50, 50, - 53, + 50, 53, 53, 53, @@ -862403,6 +862291,7 @@ 56, 56, 56, + 56, 59, 59, 59, @@ -862412,7 +862301,6 @@ 59, 59, 59, - 59, 64, 64, 64, @@ -862432,7 +862320,7 @@ 64, 64, 64, - 60, + 64, 60, 60, 60, @@ -862451,6 +862339,7 @@ 63, 63, 63, + 63, 55, 55, 55, @@ -862460,7 +862349,7 @@ 55, 55, 55, - 55, + 64, 64, 64, 64, @@ -862489,7 +862378,7 @@ 61, 61, 61, - 61, + 60, 60, 60, 60, @@ -862508,7 +862397,6 @@ 64, 64, 64, - 64, 60, 60, 60, @@ -862528,6 +862416,7 @@ 51, 51, 51, + 51, 52, 52, 52, @@ -862556,7 +862445,6 @@ 49, 49, 49, - 49, 48, 48, 48, @@ -862576,7 +862464,7 @@ 48, 48, 48, - 50, + 48, 50, 50, 50, @@ -862595,7 +862483,7 @@ 54, 54, 54, - 50, + 54, 50, 50, 50, @@ -862643,6 +862531,7 @@ 52, 52, 52, + 52, 49, 49, 49, @@ -862652,7 +862541,7 @@ 49, 49, 49, - 49, + 50, 50, 50, 50, @@ -862681,7 +862570,6 @@ 51, 51, 51, - 51, 49, 49, 49, @@ -862691,7 +862579,7 @@ 49, 49, 49, - 48, + 49, 48, 48, 48, @@ -862720,26 +862608,26 @@ 52, 52, 52, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, - 51, 52, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, + 51, 52, 52, 52, @@ -862768,6 +862656,7 @@ 53, 53, 53, + 53, 52, 52, 52, @@ -862777,7 +862666,7 @@ 52, 52, 52, - 52, + 53, 53, 53, 53, @@ -862796,7 +862685,6 @@ 44, 44, 44, - 44, 53, 53, 53, @@ -862835,7 +862723,7 @@ 49, 49, 49, - 47, + 49, 47, 47, 47, @@ -862864,6 +862752,7 @@ 45, 45, 45, + 45, 46, 46, 46, @@ -862873,7 +862762,7 @@ 46, 46, 46, - 46, + 41, 41, 41, 41, @@ -862902,7 +862791,7 @@ 47, 47, 47, - 47, + 49, 49, 49, 49, @@ -862921,7 +862810,7 @@ 47, 47, 47, - 47, + 49, 49, 49, 49, @@ -862940,7 +862829,6 @@ 59, 59, 59, - 59, 65, 65, 65, @@ -862960,7 +862848,7 @@ 65, 65, 65, - 62, + 65, 62, 62, 62, @@ -862979,7 +862867,7 @@ 64, 64, 64, - 55, + 64, 55, 55, 55, @@ -863008,7 +862896,7 @@ 62, 62, 62, - 54, + 62, 54, 54, 54, @@ -863027,7 +862915,7 @@ 56, 56, 56, - 59, + 56, 59, 59, 59, @@ -863056,7 +862944,7 @@ 62, 62, 62, - 64, + 62, 64, 64, 64, @@ -863075,7 +862963,7 @@ 61, 61, 61, - 56, + 61, 56, 56, 56, @@ -863104,7 +862992,7 @@ 58, 58, 58, - 55, + 58, 55, 55, 55, @@ -863123,7 +863011,7 @@ 56, 56, 56, - 57, + 56, 57, 57, 57, @@ -863152,6 +863040,7 @@ 57, 57, 57, + 57, 60, 60, 60, @@ -863161,7 +863050,7 @@ 60, 60, 60, - 60, + 56, 56, 56, 56, @@ -863180,7 +863069,6 @@ 57, 57, 57, - 57, 54, 54, 54, @@ -863200,7 +863088,7 @@ 56, 56, 56, - 50, + 56, 50, 50, 50, @@ -863219,7 +863107,7 @@ 56, 56, 56, - 50, + 56, 50, 50, 50, @@ -863248,6 +863136,7 @@ 54, 54, 54, + 54, 55, 55, 55, @@ -863257,7 +863146,7 @@ 55, 55, 55, - 55, + 50, 50, 50, 50, @@ -863286,7 +863175,7 @@ 51, 51, 51, - 51, + 52, 52, 52, 52, @@ -863324,7 +863213,6 @@ 50, 50, 50, - 50, 53, 53, 53, @@ -863344,7 +863232,7 @@ 53, 53, 53, - 52, + 53, 52, 52, 52, @@ -863363,7 +863251,7 @@ 54, 54, 54, - 50, + 54, 50, 50, 50, @@ -863392,7 +863280,7 @@ 49, 49, 49, - 54, + 49, 54, 54, 54, @@ -863411,7 +863299,7 @@ 50, 50, 50, - 53, + 50, 53, 53, 53, @@ -863459,7 +863347,7 @@ 50, 50, 50, - 53, + 50, 53, 53, 53, @@ -863488,7 +863376,7 @@ 50, 50, 50, - 37, + 50, 37, 37, 37, @@ -863507,7 +863395,7 @@ 39, 39, 39, - 37, + 39, 37, 37, 37, @@ -863555,6 +863443,7 @@ 41, 41, 41, + 41, 39, 39, 39, @@ -863564,7 +863453,7 @@ 39, 39, 39, - 39, + 38, 38, 38, 38, @@ -863612,7 +863501,6 @@ 49, 49, 49, - 49, 52, 52, 52, @@ -863632,7 +863520,7 @@ 40, 40, 40, - 39, + 40, 39, 39, 39, @@ -863680,7 +863568,7 @@ 42, 42, 42, - 41, + 42, 41, 41, 41, @@ -863699,6 +863587,7 @@ 46, 46, 46, + 46, 41, 41, 41, @@ -863708,7 +863597,7 @@ 41, 41, 41, - 41, + 40, 40, 40, 40, @@ -863737,7 +863626,7 @@ 30, 30, 30, - 30, + 41, 41, 41, 41, @@ -863766,7 +863655,7 @@ 45, 45, 45, - 45, + 43, 43, 43, 43, @@ -863804,7 +863693,7 @@ 46, 46, 46, - 46, + 47, 47, 47, 47, @@ -863833,7 +863722,6 @@ 43, 43, 43, - 43, 47, 47, 47, @@ -863843,7 +863731,7 @@ 47, 47, 47, - 44, + 47, 44, 44, 44, @@ -863872,7 +863760,7 @@ 46, 46, 46, - 44, + 46, 44, 44, 44, @@ -863891,7 +863779,7 @@ 46, 46, 46, - 48, + 46, 48, 48, 48, @@ -863920,6 +863808,7 @@ 48, 48, 48, + 48, 50, 50, 50, @@ -863948,7 +863837,6 @@ 49, 49, 49, - 49, 48, 48, 48, @@ -863968,7 +863856,7 @@ 50, 50, 50, - 49, + 50, 49, 49, 49, @@ -864016,7 +863904,7 @@ 47, 47, 47, - 45, + 47, 45, 45, 45, @@ -864035,7 +863923,7 @@ 44, 44, 44, - 47, + 44, 47, 47, 47, @@ -864064,6 +863952,7 @@ 47, 47, 47, + 47, 52, 52, 52, @@ -864073,7 +863962,6 @@ 52, 52, 52, - 52, 50, 50, 50, @@ -864083,7 +863971,7 @@ 50, 50, 50, - 52, + 50, 52, 52, 52, @@ -864112,6 +864000,7 @@ 63, 63, 63, + 63, 53, 53, 53, @@ -864140,7 +864029,6 @@ 66, 66, 66, - 66, 72, 72, 72, @@ -864160,6 +864048,7 @@ 71, 71, 71, + 71, 70, 70, 70, @@ -864169,84 +864058,84 @@ 70, 70, 70, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 66, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 65, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, + 68, 70, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 66, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 72, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 65, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, - 68, 70, 70, 70, @@ -864265,7 +864154,6 @@ 74, 74, 74, - 74, 68, 68, 68, @@ -864275,7 +864163,7 @@ 68, 68, 68, - 66, + 68, 66, 66, 66, @@ -864323,7 +864211,7 @@ 73, 73, 73, - 72, + 73, 72, 72, 72, @@ -864352,7 +864240,7 @@ 60, 60, 60, - 70, + 60, 70, 70, 70, @@ -864371,7 +864259,7 @@ 63, 63, 63, - 69, + 63, 69, 69, 69, @@ -864400,6 +864288,7 @@ 69, 69, 69, + 69, 71, 71, 71, @@ -864409,7 +864298,7 @@ 71, 71, 71, - 71, + 62, 62, 62, 62, @@ -864438,7 +864327,6 @@ 66, 66, 66, - 66, 73, 73, 73, @@ -864467,7 +864355,7 @@ 66, 66, 66, - 68, + 66, 68, 68, 68, @@ -864496,6 +864384,7 @@ 74, 74, 74, + 74, 71, 71, 71, @@ -864505,7 +864394,7 @@ 71, 71, 71, - 71, + 74, 74, 74, 74, @@ -864524,7 +864413,6 @@ 73, 73, 73, - 73, 74, 74, 74, @@ -864544,6 +864432,7 @@ 75, 75, 75, + 75, 72, 72, 72, @@ -864572,7 +864461,6 @@ 72, 72, 72, - 72, 73, 73, 73, @@ -864611,7 +864499,7 @@ 67, 67, 67, - 65, + 67, 65, 65, 65, @@ -864640,6 +864528,7 @@ 70, 70, 70, + 70, 67, 67, 67, @@ -864649,7 +864538,7 @@ 67, 67, 67, - 67, + 73, 73, 73, 73, @@ -864668,7 +864557,6 @@ 65, 65, 65, - 65, 73, 73, 73, @@ -864688,7 +864576,7 @@ 74, 74, 74, - 70, + 74, 70, 70, 70, @@ -864707,7 +864595,7 @@ 74, 74, 74, - 70, + 74, 70, 70, 70, @@ -864736,7 +864624,7 @@ 73, 73, 73, - 71, + 73, 71, 71, 71, @@ -864784,7 +864672,7 @@ 68, 68, 68, - 67, + 68, 67, 67, 67, @@ -864803,7 +864691,7 @@ 65, 65, 65, - 71, + 65, 71, 71, 71, @@ -864832,6 +864720,7 @@ 68, 68, 68, + 68, 72, 72, 72, @@ -864841,7 +864730,7 @@ 72, 72, 72, - 72, + 70, 70, 70, 70, @@ -864870,7 +864759,7 @@ 71, 71, 71, - 71, + 76, 76, 76, 76, @@ -864889,7 +864778,6 @@ 73, 73, 73, - 73, 76, 76, 76, @@ -864899,7 +864787,7 @@ 76, 76, 76, - 71, + 76, 71, 71, 71, @@ -864928,26 +864816,26 @@ 60, 60, 60, - 52, - 52, - 52, - 52, - 52, - 52, - 52, - 52, - 52, - 52, - 64, - 64, - 64, - 64, - 64, - 64, - 64, - 64, - 64, 60, + 52, + 52, + 52, + 52, + 52, + 52, + 52, + 52, + 52, + 64, + 64, + 64, + 64, + 64, + 64, + 64, + 64, + 64, + 64, 60, 60, 60, @@ -864976,7 +864864,7 @@ 51, 51, 51, - 52, + 51, 52, 52, 52, @@ -864995,7 +864883,7 @@ 56, 56, 56, - 55, + 56, 55, 55, 55, @@ -865024,7 +864912,7 @@ 48, 48, 48, - 52, + 48, 52, 52, 52, @@ -865043,7 +864931,7 @@ 49, 49, 49, - 55, + 49, 55, 55, 55, @@ -865072,6 +864960,7 @@ 55, 55, 55, + 55, 61, 61, 61, @@ -865081,7 +864970,7 @@ 61, 61, 61, - 61, + 60, 60, 60, 60, @@ -865110,7 +864999,6 @@ 63, 63, 63, - 63, 60, 60, 60, @@ -865139,7 +865027,7 @@ 60, 60, 60, - 64, + 60, 64, 64, 64, @@ -865168,7 +865056,7 @@ 66, 66, 66, - 72, + 66, 72, 72, 72, @@ -865187,7 +865075,7 @@ 74, 74, 74, - 71, + 74, 71, 71, 71, @@ -865216,7 +865104,7 @@ 79, 79, 79, - 74, + 79, 74, 74, 74, @@ -865264,6 +865152,7 @@ 72, 72, 72, + 72, 75, 75, 75, @@ -865273,7 +865162,6 @@ 75, 75, 75, - 75, 72, 72, 72, @@ -865283,7 +865171,7 @@ 72, 72, 72, - 78, + 72, 78, 78, 78, @@ -865312,7 +865200,7 @@ 76, 76, 76, - 72, + 76, 72, 72, 72, @@ -865331,7 +865219,7 @@ 74, 74, 74, - 72, + 74, 72, 72, 72, @@ -865360,7 +865248,7 @@ 82, 82, 82, - 80, + 82, 80, 80, 80, @@ -865408,26 +865296,26 @@ 82, 82, 82, - 90, - 90, - 90, - 90, - 90, - 90, - 90, - 90, - 90, - 90, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, 82, + 90, + 90, + 90, + 90, + 90, + 90, + 90, + 90, + 90, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, 82, 82, 82, @@ -865456,6 +865344,7 @@ 84, 84, 84, + 84, 79, 79, 79, @@ -865465,7 +865354,7 @@ 79, 79, 79, - 79, + 82, 82, 82, 82, @@ -865494,7 +865383,7 @@ 81, 81, 81, - 81, + 88, 88, 88, 88, @@ -865513,7 +865402,7 @@ 83, 83, 83, - 83, + 81, 81, 81, 81, @@ -865532,7 +865421,6 @@ 79, 79, 79, - 79, 77, 77, 77, @@ -865552,7 +865440,7 @@ 79, 79, 79, - 74, + 79, 74, 74, 74, @@ -865571,7 +865459,7 @@ 78, 78, 78, - 75, + 78, 75, 75, 75, @@ -865600,7 +865488,7 @@ 74, 74, 74, - 75, + 74, 75, 75, 75, @@ -865619,7 +865507,7 @@ 81, 81, 81, - 83, + 81, 83, 83, 83, @@ -865648,26 +865536,26 @@ 79, 79, 79, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, - 75, 79, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, + 75, 79, 79, 79, @@ -865696,7 +865584,7 @@ 71, 71, 71, - 70, + 71, 70, 70, 70, @@ -865715,7 +865603,7 @@ 79, 79, 79, - 75, + 79, 75, 75, 75, @@ -865744,26 +865632,26 @@ 76, 76, 76, - 80, - 80, - 80, - 80, - 80, - 80, - 80, - 80, - 80, - 80, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, - 78, 76, + 80, + 80, + 80, + 80, + 80, + 80, + 80, + 80, + 80, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, + 78, 76, 76, 76, @@ -865811,7 +865699,7 @@ 74, 74, 74, - 65, + 74, 65, 65, 65, @@ -865840,6 +865728,7 @@ 57, 57, 57, + 57, 66, 66, 66, @@ -865868,7 +865757,6 @@ 72, 72, 72, - 72, 73, 73, 73, @@ -865888,6 +865776,7 @@ 71, 71, 71, + 71, 72, 72, 72, @@ -865916,7 +865805,6 @@ 70, 70, 70, - 70, 67, 67, 67, @@ -865936,6 +865824,7 @@ 65, 65, 65, + 65, 67, 67, 67, @@ -865964,7 +865853,6 @@ 54, 54, 54, - 54, 43, 43, 43, @@ -865984,7 +865872,7 @@ 48, 48, 48, - 67, + 48, 67, 67, 67, @@ -866003,7 +865891,7 @@ 69, 69, 69, - 71, + 69, 71, 71, 71, @@ -866032,7 +865920,7 @@ 64, 64, 64, - 55, + 64, 55, 55, 55, @@ -866051,7 +865939,7 @@ 66, 66, 66, - 53, + 66, 53, 53, 53, @@ -866080,7 +865968,7 @@ 57, 57, 57, - 66, + 57, 66, 66, 66, @@ -866099,7 +865987,7 @@ 64, 64, 64, - 70, + 64, 70, 70, 70, @@ -866128,6 +866016,7 @@ 73, 73, 73, + 73, 72, 72, 72, @@ -866137,7 +866026,7 @@ 72, 72, 72, - 72, + 70, 70, 70, 70, @@ -866185,7 +866074,7 @@ 74, 74, 74, - 74, + 76, 76, 76, 76, @@ -866204,7 +866093,6 @@ 75, 75, 75, - 75, 74, 74, 74, @@ -866291,7 +866179,7 @@ 73, 73, 73, - 75, + 73, 75, 75, 75, @@ -866320,7 +866208,7 @@ 77, 77, 77, - 72, + 77, 72, 72, 72, @@ -866339,7 +866227,7 @@ 75, 75, 75, - 72, + 75, 72, 72, 72, @@ -866368,6 +866256,7 @@ 72, 72, 72, + 72, 70, 70, 70, @@ -866377,7 +866266,6 @@ 70, 70, 70, - 70, 74, 74, 74, @@ -866416,7 +866304,7 @@ 71, 71, 71, - 74, + 71, 74, 74, 74, @@ -866435,7 +866323,7 @@ 64, 64, 64, - 60, + 64, 60, 60, 60, @@ -866464,7 +866352,7 @@ 53, 53, 53, - 55, + 53, 55, 55, 55, @@ -866483,7 +866371,7 @@ 51, 51, 51, - 30, + 51, 30, 30, 30, @@ -866512,7 +866400,7 @@ 40, 40, 40, - 47, + 40, 47, 47, 47, @@ -866531,7 +866419,7 @@ 30, 30, 30, - 47, + 30, 47, 47, 47, @@ -866560,7 +866448,7 @@ 51, 51, 51, - 50, + 51, 50, 50, 50, @@ -866579,7 +866467,7 @@ 44, 44, 44, - 29, + 44, 29, 29, 29, @@ -866608,7 +866496,7 @@ 29, 29, 29, - 28, + 29, 28, 28, 28, @@ -866627,7 +866515,7 @@ 27, 27, 27, - 28, + 27, 28, 28, 28, @@ -866675,7 +866563,7 @@ 33, 33, 33, - 52, + 33, 52, 52, 52, @@ -866704,6 +866592,7 @@ 69, 69, 69, + 69, 61, 61, 61, @@ -866713,7 +866602,7 @@ 61, 61, 61, - 61, + 60, 60, 60, 60, @@ -866742,7 +866631,7 @@ 74, 74, 74, - 74, + 70, 70, 70, 70, @@ -866761,7 +866650,7 @@ 71, 71, 71, - 71, + 69, 69, 69, 69, @@ -866790,7 +866679,63 @@ 68, 68, 68, - 68, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, 72, 72, 72, @@ -868122,29 +868067,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.48 4261.48 \n", - "1 2017-08-17 04:15:00 4261.48 4270.41 4261.32 4261.45 \n", - "2 2017-08-17 04:30:00 4280.00 4310.07 4267.99 4310.07 \n", - "3 2017-08-17 04:45:00 4310.07 4313.62 4291.37 4308.83 \n", - "4 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4304.31 \n", + " open_time open_price ... effective_rates fear_greed_index\n", + "0 2017-08-17 04:00:00 4261.48 ... 1.16 30\n", + "1 2017-08-17 04:15:00 4261.48 ... 1.16 30\n", + "2 2017-08-17 04:30:00 4280.00 ... 1.16 30\n", + "3 2017-08-17 04:45:00 4310.07 ... 1.16 30\n", + "4 2017-08-17 05:00:00 4308.83 ... 1.16 30\n", "\n", - " volume close_time vix_close_price effective_rates \\\n", - "0 2.189061 2017-08-17 04:14:59.999 11.74 1.16 \n", - "1 9.119865 2017-08-17 04:29:59.999 11.74 1.16 \n", - "2 21.923552 2017-08-17 04:44:59.999 11.74 1.16 \n", - "3 13.948531 2017-08-17 04:59:59.999 11.74 1.16 \n", - "4 5.101153 2017-08-17 05:14:59.999 11.74 1.16 \n", - "\n", - " fear_greed_index \n", - "0 30 \n", - "1 30 \n", - "2 30 \n", - "3 30 \n", - "4 30 " + "[5 rows x 10 columns]" ] }, - "execution_count": 38, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -868158,7 +868091,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -881395,8 +881328,6 @@ 30, 30, 30, - 30, - 15, 15, 15, 15, @@ -881421,13 +881352,6 @@ 8, 8, 8, - 8, - 8, - 8, - 8, - 8, - 8, - 36, 36, 36, 36, @@ -881446,6 +881370,7 @@ 54, 54, 54, + 54, 31, 31, 31, @@ -881455,7 +881380,6 @@ 42, 42, 42, - 42, 35, 35, 35, @@ -881470,6 +881394,7 @@ 71, 71, 71, + 71, 67, 67, 67, @@ -881479,7 +881404,6 @@ 74, 74, 74, - 74, 63, 63, 63, @@ -881494,6 +881418,7 @@ 74, 74, 74, + 74, 54, 54, 54, @@ -881503,7 +881428,6 @@ 44, 44, 44, - 44, 39, 39, 39, @@ -881518,6 +881442,7 @@ 33, 33, 33, + 33, 37, 37, 37, @@ -881527,7 +881452,6 @@ 44, 44, 44, - 44, 41, 41, 41, @@ -881542,6 +881466,7 @@ 47, 47, 47, + 47, 56, 56, 56, @@ -881551,7 +881476,6 @@ 44, 44, 44, - 44, 55, 55, 55, @@ -881566,6 +881490,7 @@ 37, 37, 37, + 37, 39, 39, 39, @@ -881575,7 +881500,6 @@ 37, 37, 37, - 37, 39, 39, 39, @@ -881595,7 +881519,7 @@ 41, 41, 41, - 40, + 41, 40, 40, 40, @@ -881614,7 +881538,7 @@ 31, 31, 31, - 29, + 31, 29, 29, 29, @@ -881638,6 +881562,7 @@ 36, 36, 36, + 36, 28, 28, 28, @@ -881647,7 +881572,6 @@ 32, 32, 32, - 32, 30, 30, 30, @@ -881667,7 +881591,7 @@ 24, 24, 24, - 18, + 24, 18, 18, 18, @@ -881686,6 +881610,7 @@ 16, 16, 16, + 16, 11, 11, 11, @@ -881700,7 +881625,6 @@ 22, 22, 22, - 22, 17, 17, 17, @@ -881710,6 +881634,7 @@ 19, 19, 19, + 19, 20, 20, 20, @@ -881719,7 +881644,6 @@ 17, 17, 17, - 17, 21, 21, 21, @@ -881734,6 +881658,7 @@ 20, 20, 20, + 20, 18, 18, 18, @@ -881767,7 +881692,6 @@ 24, 24, 24, - 24, 25, 25, 25, @@ -881782,6 +881706,7 @@ 32, 32, 32, + 32, 31, 31, 31, @@ -881791,7 +881716,6 @@ 28, 28, 28, - 28, 29, 29, 29, @@ -881806,6 +881730,7 @@ 47, 47, 47, + 47, 55, 55, 55, @@ -881815,7 +881740,6 @@ 54, 54, 54, - 54, 61, 61, 61, @@ -881830,6 +881754,7 @@ 56, 56, 56, + 56, 52, 52, 52, @@ -881839,7 +881764,6 @@ 55, 55, 55, - 55, 56, 56, 56, @@ -881854,6 +881778,7 @@ 67, 67, 67, + 67, 56, 56, 56, @@ -881863,7 +881788,6 @@ 62, 62, 62, - 62, 53, 53, 53, @@ -881878,6 +881802,7 @@ 41, 41, 41, + 41, 44, 44, 44, @@ -881897,7 +881822,7 @@ 40, 40, 40, - 40, + 32, 32, 32, 32, @@ -881911,7 +881836,6 @@ 37, 37, 37, - 37, 31, 31, 31, @@ -881926,6 +881850,7 @@ 41, 41, 41, + 41, 30, 30, 30, @@ -881935,7 +881860,6 @@ 26, 26, 26, - 26, 27, 27, 27, @@ -881950,108 +881874,108 @@ 23, 23, 23, - 19, - 19, - 19, - 19, - 19, - 22, - 22, - 22, - 22, - 22, - 16, - 16, - 16, - 16, - 16, - 38, - 38, - 38, - 38, - 38, - 25, - 25, - 25, - 25, - 24, - 24, - 24, - 24, - 24, - 27, - 27, - 27, - 27, - 27, - 40, - 40, - 40, - 40, - 40, - 41, - 41, - 41, - 41, - 41, - 26, - 26, - 26, - 26, - 42, - 42, - 42, - 42, - 42, - 38, - 38, - 38, - 38, - 38, - 40, - 40, - 40, - 40, - 40, - 39, - 39, - 39, - 39, - 39, - 24, - 24, - 24, - 24, - 15, - 15, - 15, - 15, - 15, - 19, - 19, - 19, - 19, - 19, - 19, - 19, - 19, - 19, - 19, - 17, - 17, - 17, - 17, - 17, - 26, - 26, - 26, - 26, - 22, - 22, - 22, - 22, - 22, 23, + 19, + 19, + 19, + 19, + 19, + 22, + 22, + 22, + 22, + 16, + 16, + 16, + 16, + 16, + 38, + 38, + 38, + 38, + 38, + 25, + 25, + 25, + 25, + 25, + 24, + 24, + 24, + 24, + 24, + 27, + 27, + 27, + 27, + 40, + 40, + 40, + 40, + 40, + 41, + 41, + 41, + 41, + 41, + 26, + 26, + 26, + 26, + 26, + 42, + 42, + 42, + 42, + 42, + 38, + 38, + 38, + 38, + 40, + 40, + 40, + 40, + 40, + 39, + 39, + 39, + 39, + 39, + 24, + 24, + 24, + 24, + 24, + 15, + 15, + 15, + 15, + 15, + 19, + 19, + 19, + 19, + 19, + 19, + 19, + 19, + 19, + 17, + 17, + 17, + 17, + 17, + 26, + 26, + 26, + 26, + 26, + 22, + 22, + 22, + 22, + 22, 23, 23, 23, @@ -882070,6 +881994,7 @@ 34, 34, 34, + 34, 37, 37, 37, @@ -882079,9 +882004,6 @@ 28, 28, 28, - 28, - 17, - 17, 17, 17, 17, @@ -882101,7 +882023,7 @@ 21, 21, 21, - 18, + 21, 18, 18, 18, @@ -882121,8 +882043,6 @@ 22, 22, 22, - 22, - 27, 27, 27, 27, @@ -882141,6 +882061,7 @@ 33, 33, 33, + 33, 37, 37, 37, @@ -882155,7 +882076,6 @@ 34, 34, 34, - 34, 38, 38, 38, @@ -882165,6 +882085,7 @@ 39, 39, 39, + 39, 37, 37, 37, @@ -882179,7 +882100,7 @@ 33, 33, 33, - 33, + 29, 29, 29, 29, @@ -882203,7 +882124,6 @@ 39, 39, 39, - 39, 42, 42, 42, @@ -882213,6 +882133,7 @@ 44, 44, 44, + 44, 47, 47, 47, @@ -882227,7 +882148,6 @@ 46, 46, 46, - 46, 44, 44, 44, @@ -882237,6 +882157,7 @@ 49, 49, 49, + 49, 54, 54, 54, @@ -882251,7 +882172,7 @@ 47, 47, 47, - 47, + 54, 54, 54, 54, @@ -882280,7 +882201,7 @@ 39, 39, 39, - 39, + 36, 36, 36, 36, @@ -882304,7 +882225,7 @@ 25, 25, 25, - 25, + 23, 23, 23, 23, @@ -882328,7 +882249,7 @@ 18, 18, 18, - 18, + 21, 21, 21, 21, @@ -882347,7 +882268,6 @@ 21, 21, 21, - 21, 19, 19, 19, @@ -882357,6 +882277,7 @@ 24, 24, 24, + 24, 27, 27, 27, @@ -882371,7 +882292,6 @@ 19, 19, 19, - 19, 21, 21, 21, @@ -882381,6 +882301,7 @@ 18, 18, 18, + 18, 19, 19, 19, @@ -882395,12 +882316,12 @@ 19, 19, 19, + 18, + 18, + 18, + 18, + 18, 19, - 18, - 18, - 18, - 18, - 18, 19, 19, 19, @@ -882419,7 +882340,6 @@ 17, 17, 17, - 17, 21, 21, 21, @@ -882429,6 +882349,7 @@ 18, 18, 18, + 18, 19, 19, 19, @@ -882443,12 +882364,12 @@ 17, 17, 17, + 14, + 14, + 14, + 14, + 14, 17, - 14, - 14, - 14, - 14, - 14, 17, 17, 17, @@ -882467,7 +882388,6 @@ 15, 15, 15, - 15, 18, 18, 18, @@ -882477,6 +882397,7 @@ 14, 14, 14, + 14, 20, 20, 20, @@ -882491,7 +882412,6 @@ 24, 24, 24, - 24, 28, 28, 28, @@ -882501,6 +882421,7 @@ 25, 25, 25, + 25, 21, 21, 21, @@ -882515,7 +882436,6 @@ 24, 24, 24, - 24, 31, 31, 31, @@ -882525,6 +882445,7 @@ 35, 35, 35, + 35, 38, 38, 38, @@ -882544,7 +882465,7 @@ 37, 37, 37, - 37, + 42, 42, 42, 42, @@ -882563,7 +882484,6 @@ 34, 34, 34, - 34, 35, 35, 35, @@ -882573,6 +882493,7 @@ 33, 33, 33, + 33, 36, 36, 36, @@ -882587,7 +882508,6 @@ 37, 37, 37, - 37, 34, 34, 34, @@ -882597,6 +882517,7 @@ 29, 29, 29, + 29, 26, 26, 26, @@ -882611,7 +882532,6 @@ 28, 28, 28, - 28, 19, 19, 19, @@ -882621,6 +882541,7 @@ 13, 13, 13, + 13, 15, 15, 15, @@ -882635,7 +882556,6 @@ 20, 20, 20, - 20, 24, 24, 24, @@ -882761,8 +882681,7 @@ 52, 52, 52, - 52, - 52, + 54, 54, 54, 54, @@ -882781,7 +882700,6 @@ 49, 49, 49, - 49, 28, 28, 28, @@ -882791,6 +882709,7 @@ 23, 23, 23, + 23, 24, 24, 24, @@ -882805,7 +882724,6 @@ 28, 28, 28, - 28, 21, 21, 21, @@ -882815,6 +882733,7 @@ 15, 15, 15, + 15, 14, 14, 14, @@ -882829,7 +882748,6 @@ 15, 15, 15, - 15, 9, 9, 9, @@ -882839,6 +882757,7 @@ 17, 17, 17, + 17, 11, 11, 11, @@ -882853,7 +882772,6 @@ 18, 18, 18, - 18, 19, 19, 19, @@ -882863,6 +882781,7 @@ 13, 13, 13, + 13, 15, 15, 15, @@ -882877,7 +882796,6 @@ 12, 12, 12, - 12, 19, 19, 19, @@ -882887,6 +882805,7 @@ 13, 13, 13, + 13, 11, 11, 11, @@ -882901,7 +882820,6 @@ 14, 14, 14, - 14, 19, 19, 19, @@ -882911,6 +882829,7 @@ 15, 15, 15, + 15, 14, 14, 14, @@ -882925,7 +882844,6 @@ 10, 10, 10, - 10, 11, 11, 11, @@ -882935,6 +882853,7 @@ 13, 13, 13, + 13, 17, 17, 17, @@ -882949,7 +882868,6 @@ 21, 21, 21, - 21, 27, 27, 27, @@ -882959,6 +882877,7 @@ 35, 35, 35, + 35, 28, 28, 28, @@ -882973,7 +882892,6 @@ 25, 25, 25, - 25, 33, 33, 33, @@ -882983,6 +882901,7 @@ 26, 26, 26, + 26, 29, 29, 29, @@ -882997,7 +882916,6 @@ 24, 24, 24, - 24, 23, 23, 23, @@ -883007,6 +882925,7 @@ 26, 26, 26, + 26, 24, 24, 24, @@ -883021,7 +882940,6 @@ 33, 33, 33, - 33, 48, 48, 48, @@ -883031,6 +882949,7 @@ 36, 36, 36, + 36, 31, 31, 31, @@ -883045,7 +882964,6 @@ 39, 39, 39, - 39, 42, 42, 42, @@ -883055,6 +882973,7 @@ 37, 37, 37, + 37, 19, 19, 19, @@ -883069,7 +882988,6 @@ 21, 21, 21, - 21, 16, 16, 16, @@ -883079,6 +882997,7 @@ 27, 27, 27, + 27, 24, 24, 24, @@ -883093,7 +883012,6 @@ 29, 29, 29, - 29, 31, 31, 31, @@ -883103,6 +883021,7 @@ 35, 35, 35, + 35, 30, 30, 30, @@ -883117,7 +883036,6 @@ 33, 33, 33, - 33, 37, 37, 37, @@ -883127,6 +883045,7 @@ 35, 35, 35, + 35, 41, 41, 41, @@ -883141,7 +883060,6 @@ 35, 35, 35, - 35, 21, 21, 21, @@ -883151,6 +883069,7 @@ 22, 22, 22, + 22, 17, 17, 17, @@ -883165,7 +883084,6 @@ 22, 22, 22, - 22, 19, 19, 19, @@ -883175,6 +883093,7 @@ 27, 27, 27, + 27, 21, 21, 21, @@ -883189,7 +883108,6 @@ 18, 18, 18, - 18, 37, 37, 37, @@ -883199,6 +883117,7 @@ 42, 42, 42, + 42, 40, 40, 40, @@ -883213,7 +883132,7 @@ 38, 38, 38, - 38, + 48, 48, 48, 48, @@ -883237,7 +883156,6 @@ 38, 38, 38, - 38, 63, 63, 63, @@ -883247,6 +883165,7 @@ 65, 65, 65, + 65, 59, 59, 59, @@ -883261,7 +883180,6 @@ 61, 61, 61, - 61, 63, 63, 63, @@ -883271,6 +883189,7 @@ 69, 69, 69, + 69, 47, 47, 47, @@ -883290,7 +883209,7 @@ 39, 39, 39, - 39, + 42, 42, 42, 42, @@ -883309,7 +883228,6 @@ 36, 36, 36, - 36, 35, 35, 35, @@ -883319,6 +883237,7 @@ 42, 42, 42, + 42, 56, 56, 56, @@ -883329,8 +883248,6 @@ 54, 54, 54, - 54, - 55, 55, 55, 55, @@ -883349,6 +883266,7 @@ 56, 56, 56, + 56, 54, 54, 54, @@ -883363,7 +883281,6 @@ 55, 55, 55, - 55, 54, 54, 54, @@ -883373,7 +883290,7 @@ 58, 58, 58, - 56, + 58, 56, 56, 56, @@ -883397,6 +883314,7 @@ 56, 56, 56, + 56, 50, 50, 50, @@ -883406,7 +883324,6 @@ 44, 44, 44, - 44, 46, 46, 46, @@ -883421,6 +883338,7 @@ 44, 44, 44, + 44, 49, 49, 49, @@ -883430,7 +883348,6 @@ 50, 50, 50, - 50, 57, 57, 57, @@ -883445,6 +883362,7 @@ 62, 62, 62, + 62, 60, 60, 60, @@ -883454,7 +883372,6 @@ 71, 71, 71, - 71, 61, 61, 61, @@ -883469,12 +883386,12 @@ 65, 65, 65, - 69, - 69, - 69, - 69, - 69, 65, + 69, + 69, + 69, + 69, + 69, 65, 65, 65, @@ -883493,6 +883410,7 @@ 65, 65, 65, + 65, 42, 42, 42, @@ -883502,7 +883420,6 @@ 62, 62, 62, - 62, 51, 51, 51, @@ -883517,6 +883434,7 @@ 50, 50, 50, + 50, 61, 61, 61, @@ -883526,7 +883444,6 @@ 64, 64, 64, - 64, 61, 61, 61, @@ -883541,6 +883458,7 @@ 62, 62, 62, + 62, 61, 61, 61, @@ -883550,7 +883468,6 @@ 68, 68, 68, - 68, 65, 65, 65, @@ -883565,6 +883482,7 @@ 41, 41, 41, + 41, 42, 42, 42, @@ -883574,7 +883492,6 @@ 40, 40, 40, - 40, 42, 42, 42, @@ -883589,6 +883506,7 @@ 51, 51, 51, + 51, 50, 50, 50, @@ -883598,7 +883516,6 @@ 63, 63, 63, - 63, 66, 66, 66, @@ -883613,6 +883530,7 @@ 57, 57, 57, + 57, 69, 69, 69, @@ -883622,7 +883540,6 @@ 63, 63, 63, - 63, 69, 69, 69, @@ -883633,8 +883550,7 @@ 71, 71, 71, - 71, - 71, + 76, 76, 76, 76, @@ -883653,7 +883569,6 @@ 78, 78, 78, - 78, 77, 77, 77, @@ -883663,6 +883578,7 @@ 75, 75, 75, + 75, 65, 65, 65, @@ -883672,7 +883588,6 @@ 67, 67, 67, - 67, 70, 70, 70, @@ -883687,6 +883602,7 @@ 68, 68, 68, + 68, 69, 69, 69, @@ -883696,7 +883612,6 @@ 65, 65, 65, - 65, 64, 64, 64, @@ -883711,6 +883626,7 @@ 67, 67, 67, + 67, 70, 70, 70, @@ -883725,7 +883641,6 @@ 71, 71, 71, - 71, 73, 73, 73, @@ -883735,6 +883650,7 @@ 61, 61, 61, + 61, 62, 62, 62, @@ -883744,7 +883660,6 @@ 63, 63, 63, - 63, 66, 66, 66, @@ -883764,7 +883679,7 @@ 34, 34, 34, - 27, + 34, 27, 27, 27, @@ -883788,7 +883703,7 @@ 61, 61, 61, - 60, + 61, 60, 60, 60, @@ -883812,7 +883727,7 @@ 80, 80, 80, - 84, + 80, 84, 84, 84, @@ -883836,7 +883751,7 @@ 84, 84, 84, - 83, + 84, 83, 83, 83, @@ -883860,7 +883775,7 @@ 95, 95, 95, - 92, + 95, 92, 92, 92, @@ -883884,7 +883799,7 @@ 65, 65, 65, - 63, + 65, 63, 63, 63, @@ -883908,7 +883823,7 @@ 72, 72, 72, - 67, + 72, 67, 67, 67, @@ -883932,7 +883847,7 @@ 62, 62, 62, - 33, + 62, 33, 33, 33, @@ -883956,7 +883871,7 @@ 34, 34, 34, - 19, + 34, 19, 19, 19, @@ -884004,7 +883919,7 @@ 24, 24, 24, - 47, + 24, 47, 47, 47, @@ -884028,7 +883943,7 @@ 31, 31, 31, - 57, + 31, 57, 57, 57, @@ -884052,7 +883967,7 @@ 64, 64, 64, - 66, + 64, 66, 66, 66, @@ -884077,8 +883992,6 @@ 59, 59, 59, - 59, - 45, 45, 45, 45, @@ -884092,6 +884005,7 @@ 45, 45, 45, + 45, 11, 11, 11, @@ -884106,7 +884020,6 @@ 31, 31, 31, - 31, 20, 20, 20, @@ -884116,6 +884029,7 @@ 14, 14, 14, + 14, 30, 30, 30, @@ -884130,7 +884044,6 @@ 11, 11, 11, - 11, 5, 5, 5, @@ -884140,6 +884053,7 @@ 33, 33, 33, + 33, 39, 39, 39, @@ -884154,7 +884068,6 @@ 41, 41, 41, - 41, 30, 30, 30, @@ -884164,6 +884077,7 @@ 32, 32, 32, + 32, 20, 20, 20, @@ -884178,7 +884092,6 @@ 20, 20, 20, - 20, 24, 24, 24, @@ -884188,6 +884101,7 @@ 28, 28, 28, + 28, 41, 41, 41, @@ -884202,7 +884116,6 @@ 41, 41, 41, - 41, 43, 43, 43, @@ -884212,6 +884125,7 @@ 39, 39, 39, + 39, 43, 43, 43, @@ -884226,36 +884140,36 @@ 41, 41, 41, + 38, + 38, + 38, + 38, + 38, + 39, + 39, + 39, + 39, + 39, + 38, + 38, + 38, + 38, + 38, + 39, + 39, + 39, + 39, + 39, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, + 38, 41, - 38, - 38, - 38, - 38, - 38, - 39, - 39, - 39, - 39, - 38, - 38, - 38, - 38, - 38, - 39, - 39, - 39, - 39, - 39, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, - 38, 41, 41, 41, @@ -884274,7 +884188,7 @@ 41, 41, 41, - 41, + 37, 37, 37, 37, @@ -884298,7 +884212,6 @@ 15, 15, 15, - 15, 12, 12, 12, @@ -884308,6 +884221,7 @@ 24, 24, 24, + 24, 32, 32, 32, @@ -884322,7 +884236,6 @@ 27, 27, 27, - 27, 38, 38, 38, @@ -884332,6 +884245,7 @@ 39, 39, 39, + 39, 37, 37, 37, @@ -884346,7 +884260,6 @@ 31, 31, 31, - 31, 32, 32, 32, @@ -884356,6 +884269,7 @@ 27, 27, 27, + 27, 39, 39, 39, @@ -884370,7 +884284,6 @@ 41, 41, 41, - 41, 39, 39, 39, @@ -884385,6 +884298,7 @@ 38, 38, 38, + 38, 37, 37, 37, @@ -884394,7 +884308,7 @@ 39, 39, 39, - 39, + 40, 40, 40, 40, @@ -884423,7 +884337,7 @@ 37, 37, 37, - 37, + 39, 39, 39, 39, @@ -884442,7 +884356,6 @@ 24, 24, 24, - 24, 53, 53, 53, @@ -884452,6 +884365,7 @@ 50, 50, 50, + 50, 52, 52, 52, @@ -884466,7 +884380,6 @@ 53, 53, 53, - 53, 50, 50, 50, @@ -884476,6 +884389,7 @@ 49, 49, 49, + 49, 51, 51, 51, @@ -884490,7 +884404,6 @@ 49, 49, 49, - 49, 54, 54, 54, @@ -884500,6 +884413,7 @@ 53, 53, 53, + 53, 54, 54, 54, @@ -884514,7 +884428,6 @@ 38, 38, 38, - 38, 39, 39, 39, @@ -884534,7 +884447,7 @@ 38, 38, 38, - 41, + 38, 41, 41, 41, @@ -884558,7 +884471,7 @@ 38, 38, 38, - 32, + 38, 32, 32, 32, @@ -884587,7 +884500,7 @@ 21, 21, 21, - 21, + 17, 17, 17, 17, @@ -884611,7 +884524,7 @@ 31, 31, 31, - 31, + 38, 38, 38, 38, @@ -884635,7 +884548,7 @@ 24, 24, 24, - 24, + 21, 21, 21, 21, @@ -884659,7 +884572,7 @@ 32, 32, 32, - 32, + 26, 26, 26, 26, @@ -884683,7 +884596,7 @@ 27, 27, 27, - 27, + 21, 21, 21, 21, @@ -884707,7 +884620,7 @@ 21, 21, 21, - 21, + 23, 23, 23, 23, @@ -884731,7 +884644,7 @@ 25, 25, 25, - 25, + 22, 22, 22, 22, @@ -884755,7 +884668,7 @@ 37, 37, 37, - 37, + 40, 40, 40, 40, @@ -884803,7 +884716,7 @@ 51, 51, 51, - 51, + 44, 44, 44, 44, @@ -884827,7 +884740,7 @@ 49, 49, 49, - 49, + 56, 56, 56, 56, @@ -884851,7 +884764,7 @@ 51, 51, 51, - 51, + 53, 53, 53, 53, @@ -884875,7 +884788,7 @@ 49, 49, 49, - 49, + 40, 40, 40, 40, @@ -884899,7 +884812,7 @@ 54, 54, 54, - 54, + 57, 57, 57, 57, @@ -884923,7 +884836,6 @@ 57, 57, 57, - 57, 59, 59, 59, @@ -884933,6 +884845,7 @@ 56, 56, 56, + 56, 53, 53, 53, @@ -884971,7 +884884,6 @@ 61, 61, 61, - 61, 65, 65, 65, @@ -884996,7 +884908,6 @@ 49, 49, 49, - 49, 53, 53, 53, @@ -885006,6 +884917,7 @@ 50, 50, 50, + 50, 44, 44, 44, @@ -885020,7 +884932,7 @@ 43, 43, 43, - 43, + 46, 46, 46, 46, @@ -885044,7 +884956,6 @@ 39, 39, 39, - 39, 40, 40, 40, @@ -885088,7 +884999,7 @@ 38, 38, 38, - 33, + 38, 33, 33, 33, @@ -885112,7 +885023,7 @@ 14, 14, 14, - 10, + 14, 10, 10, 10, @@ -885136,7 +885047,7 @@ 8, 8, 8, - 11, + 8, 11, 11, 11, @@ -885160,7 +885071,7 @@ 11, 11, 11, - 10, + 11, 10, 10, 10, @@ -885184,7 +885095,7 @@ 12, 12, 12, - 8, + 12, 8, 8, 8, @@ -885208,7 +885119,7 @@ 12, 12, 12, - 14, + 12, 14, 14, 14, @@ -885232,7 +885143,7 @@ 12, 12, 12, - 20, + 12, 20, 20, 20, @@ -885256,7 +885167,7 @@ 15, 15, 15, - 10, + 15, 10, 10, 10, @@ -885280,7 +885191,7 @@ 13, 13, 13, - 15, + 13, 15, 15, 15, @@ -885314,7 +885225,7 @@ 19, 19, 19, - 19, + 20, 20, 20, 20, @@ -885333,7 +885244,7 @@ 28, 28, 28, - 28, + 26, 26, 26, 26, @@ -885357,7 +885268,6 @@ 40, 40, 40, - 40, 45, 45, 45, @@ -885367,6 +885277,7 @@ 44, 44, 44, + 44, 40, 40, 40, @@ -885381,7 +885292,6 @@ 49, 49, 49, - 49, 55, 55, 55, @@ -885391,6 +885301,7 @@ 56, 56, 56, + 56, 48, 48, 48, @@ -885405,7 +885316,6 @@ 39, 39, 39, - 39, 41, 41, 41, @@ -885415,6 +885325,7 @@ 40, 40, 40, + 40, 44, 44, 44, @@ -885429,7 +885340,7 @@ 40, 40, 40, - 40, + 50, 50, 50, 50, @@ -885453,7 +885364,6 @@ 42, 42, 42, - 42, 40, 40, 40, @@ -885463,6 +885373,7 @@ 43, 43, 43, + 43, 41, 41, 41, @@ -885477,7 +885388,6 @@ 39, 39, 39, - 39, 41, 41, 41, @@ -885492,6 +885402,7 @@ 48, 48, 48, + 48, 51, 51, 51, @@ -885501,7 +885412,6 @@ 50, 50, 50, - 50, 56, 56, 56, @@ -885511,6 +885421,7 @@ 48, 48, 48, + 48, 54, 54, 54, @@ -885530,7 +885441,7 @@ 54, 54, 54, - 54, + 53, 53, 53, 53, @@ -885549,7 +885460,7 @@ 52, 52, 52, - 52, + 38, 38, 38, 38, @@ -885573,7 +885484,6 @@ 39, 39, 39, - 39, 38, 38, 38, @@ -885583,6 +885493,7 @@ 40, 40, 40, + 40, 39, 39, 39, @@ -885597,7 +885508,6 @@ 37, 37, 37, - 37, 38, 38, 38, @@ -886366,7 +886276,7 @@ 87, 87, 87, - 87, + 89, 89, 89, 89, @@ -886414,7 +886324,7 @@ 95, 95, 95, - 95, + 86, 86, 86, 86, @@ -886438,12 +886348,11 @@ 91, 91, 91, - 91, 95, 95, 95, 95, - 91, + 95, 91, 91, 91, @@ -886487,7 +886396,7 @@ 93, 93, 93, - 93, + 86, 86, 86, 86, @@ -886511,7 +886420,7 @@ 92, 92, 92, - 92, + 91, 91, 91, 91, @@ -886535,7 +886444,7 @@ 94, 94, 94, - 94, + 93, 93, 93, 93, @@ -886559,7 +886468,7 @@ 91, 91, 91, - 91, + 93, 93, 93, 93, @@ -886583,7 +886492,7 @@ 84, 84, 84, - 84, + 78, 78, 78, 78, @@ -886631,7 +886540,7 @@ 40, 40, 40, - 40, + 74, 74, 74, 74, @@ -886655,7 +886564,7 @@ 78, 78, 78, - 78, + 55, 55, 55, 55, @@ -886679,7 +886588,7 @@ 77, 77, 77, - 77, + 76, 76, 76, 76, @@ -886703,7 +886612,6 @@ 84, 84, 84, - 84, 86, 86, 86, @@ -886713,6 +886621,7 @@ 83, 83, 83, + 83, 95, 95, 95, @@ -886727,7 +886636,7 @@ 93, 93, 93, - 93, + 92, 92, 92, 92, @@ -886756,7 +886665,7 @@ 95, 95, 95, - 95, + 91, 91, 91, 91, @@ -886775,7 +886684,7 @@ 91, 91, 91, - 91, + 94, 94, 94, 94, @@ -886799,7 +886708,6 @@ 55, 55, 55, - 55, 56, 56, 56, @@ -886843,7 +886751,7 @@ 76, 76, 76, - 81, + 76, 81, 81, 81, @@ -886867,7 +886775,7 @@ 70, 70, 70, - 74, + 70, 74, 74, 74, @@ -886891,7 +886799,7 @@ 71, 71, 71, - 72, + 71, 72, 72, 72, @@ -886915,7 +886823,7 @@ 70, 70, 70, - 66, + 70, 66, 66, 66, @@ -886939,7 +886847,7 @@ 65, 65, 65, - 74, + 65, 74, 74, 74, @@ -886987,7 +886895,7 @@ 75, 75, 75, - 72, + 75, 72, 72, 72, @@ -887011,7 +886919,7 @@ 76, 76, 76, - 74, + 76, 74, 74, 74, @@ -887040,7 +886948,6 @@ 76, 76, 76, - 76, 79, 79, 79, @@ -887574,7 +887481,6 @@ 52, 52, 52, - 52, 69, 69, 69, @@ -887810,7 +887716,6 @@ 33, 33, 33, - 33, 28, 28, 28, @@ -887820,6 +887725,7 @@ 27, 27, 27, + 27, 26, 26, 26, @@ -887834,7 +887740,6 @@ 24, 24, 24, - 24, 20, 20, 20, @@ -887844,6 +887749,7 @@ 27, 27, 27, + 27, 54, 54, 54, @@ -887858,7 +887764,6 @@ 54, 54, 54, - 54, 59, 59, 59, @@ -887868,6 +887773,7 @@ 68, 68, 68, + 68, 76, 76, 76, @@ -887882,7 +887788,7 @@ 72, 72, 72, - 72, + 71, 71, 71, 71, @@ -887906,7 +887812,6 @@ 70, 70, 70, - 70, 71, 71, 71, @@ -887916,6 +887821,7 @@ 78, 78, 78, + 78, 79, 79, 79, @@ -887930,7 +887836,6 @@ 75, 75, 75, - 75, 82, 82, 82, @@ -887940,6 +887845,7 @@ 84, 84, 84, + 84, 75, 75, 75, @@ -887954,7 +887860,6 @@ 73, 73, 73, - 73, 72, 72, 72, @@ -887964,6 +887869,7 @@ 76, 76, 76, + 76, 73, 73, 73, @@ -887978,7 +887884,6 @@ 70, 70, 70, - 70, 73, 73, 73, @@ -887993,6 +887898,7 @@ 74, 74, 74, + 74, 73, 73, 73, @@ -888002,7 +887908,7 @@ 76, 76, 76, - 76, + 73, 73, 73, 73, @@ -888026,12 +887932,12 @@ 75, 75, 75, + 84, + 84, + 84, + 84, + 84, 75, - 84, - 84, - 84, - 84, - 84, 75, 75, 75, @@ -888050,12 +887956,12 @@ 72, 72, 72, + 74, + 74, + 74, + 74, + 74, 72, - 74, - 74, - 74, - 74, - 74, 72, 72, 72, @@ -888074,7 +887980,6 @@ 54, 54, 54, - 54, 34, 34, 34, @@ -888084,6 +887989,7 @@ 43, 43, 43, + 43, 49, 49, 49, @@ -888098,7 +888004,6 @@ 33, 33, 33, - 33, 42, 42, 42, @@ -888108,6 +888013,7 @@ 32, 32, 32, + 32, 47, 47, 47, @@ -888122,7 +888028,6 @@ 27, 27, 27, - 27, 33, 33, 33, @@ -888132,6 +888037,7 @@ 40, 40, 40, + 40, 34, 34, 34, @@ -888146,7 +888052,6 @@ 31, 31, 31, - 31, 25, 25, 25, @@ -888156,6 +888061,7 @@ 18, 18, 18, + 18, 16, 16, 16, @@ -888170,7 +888076,6 @@ 28, 28, 28, - 28, 29, 29, 29, @@ -888180,6 +888085,7 @@ 24, 24, 24, + 24, 16, 16, 16, @@ -888194,12 +888100,12 @@ 28, 28, 28, + 21, + 21, + 21, + 21, + 21, 28, - 21, - 21, - 21, - 21, - 21, 28, 28, 28, @@ -888218,7 +888124,6 @@ 24, 24, 24, - 24, 29, 29, 29, @@ -888228,6 +888133,7 @@ 25, 25, 25, + 25, 27, 27, 27, @@ -888242,7 +888148,6 @@ 34, 34, 34, - 34, 41, 41, 41, @@ -888252,6 +888157,7 @@ 39, 39, 39, + 39, 37, 37, 37, @@ -888266,7 +888172,6 @@ 41, 41, 41, - 41, 27, 27, 27, @@ -888276,6 +888181,7 @@ 22, 22, 22, + 22, 28, 28, 28, @@ -888295,7 +888201,7 @@ 29, 29, 29, - 29, + 23, 23, 23, 23, @@ -888314,7 +888220,6 @@ 18, 18, 18, - 18, 10, 10, 10, @@ -888329,6 +888234,7 @@ 23, 23, 23, + 23, 21, 21, 21, @@ -888338,7 +888244,7 @@ 22, 22, 22, - 22, + 21, 21, 21, 21, @@ -888362,7 +888268,7 @@ 22, 22, 22, - 22, + 24, 24, 24, 24, @@ -888386,12 +888292,12 @@ 13, 13, 13, + 11, + 11, + 11, + 11, + 11, 13, - 11, - 11, - 11, - 11, - 11, 13, 13, 13, @@ -888410,7 +888316,7 @@ 20, 20, 20, - 20, + 24, 24, 24, 24, @@ -888434,7 +888340,6 @@ 26, 26, 26, - 26, 28, 28, 28, @@ -888449,6 +888354,7 @@ 20, 20, 20, + 20, 33, 33, 33, @@ -888458,7 +888364,6 @@ 37, 37, 37, - 37, 45, 45, 45, @@ -888468,6 +888373,7 @@ 48, 48, 48, + 48, 54, 54, 54, @@ -888482,7 +888388,7 @@ 50, 50, 50, - 50, + 44, 44, 44, 44, @@ -888506,7 +888412,6 @@ 51, 51, 51, - 51, 52, 52, 52, @@ -888516,6 +888421,7 @@ 30, 30, 30, + 30, 25, 25, 25, @@ -888530,12 +888436,12 @@ 25, 25, 25, + 20, + 20, + 20, + 20, + 20, 25, - 20, - 20, - 20, - 20, - 20, 25, 25, 25, @@ -888559,7 +888465,7 @@ 26, 26, 26, - 26, + 20, 20, 20, 20, @@ -888578,7 +888484,6 @@ 39, 39, 39, - 39, 33, 33, 33, @@ -888593,6 +888498,7 @@ 22, 22, 22, + 22, 23, 23, 23, @@ -888602,7 +888508,6 @@ 21, 21, 21, - 21, 22, 22, 22, @@ -888612,6 +888517,7 @@ 28, 28, 28, + 28, 22, 22, 22, @@ -888626,12 +888532,12 @@ 21, 21, 21, + 23, + 23, + 23, + 23, + 23, 21, - 23, - 23, - 23, - 23, - 23, 21, 21, 21, @@ -888650,7 +888556,6 @@ 25, 25, 25, - 25, 28, 28, 28, @@ -888660,6 +888565,7 @@ 31, 31, 31, + 31, 30, 30, 30, @@ -888674,7 +888580,6 @@ 31, 31, 31, - 31, 40, 40, 40, @@ -888684,6 +888589,7 @@ 47, 47, 47, + 47, 51, 51, 51, @@ -888698,7 +888604,6 @@ 60, 60, 60, - 60, 56, 56, 56, @@ -888708,6 +888613,7 @@ 55, 55, 55, + 55, 52, 52, 52, @@ -888722,12 +888628,12 @@ 52, 52, 52, + 48, + 48, + 48, + 48, + 48, 52, - 48, - 48, - 48, - 48, - 48, 52, 52, 52, @@ -888746,7 +888652,6 @@ 34, 34, 34, - 34, 37, 37, 37, @@ -888756,6 +888661,7 @@ 30, 30, 30, + 30, 34, 34, 34, @@ -888770,7 +888676,6 @@ 20, 20, 20, - 20, 25, 25, 25, @@ -888780,6 +888685,7 @@ 28, 28, 28, + 28, 22, 22, 22, @@ -888794,7 +888700,6 @@ 28, 28, 28, - 28, 24, 24, 24, @@ -888814,11 +888719,12 @@ 27, 27, 27, + 27, 26, 26, 26, 26, - 26, + 24, 24, 24, 24, @@ -888842,7 +888748,6 @@ 21, 21, 21, - 21, 24, 24, 24, @@ -888852,6 +888757,7 @@ 23, 23, 23, + 23, 20, 20, 20, @@ -888866,7 +888772,6 @@ 28, 28, 28, - 28, 27, 27, 27, @@ -888876,6 +888781,7 @@ 21, 21, 21, + 21, 27, 27, 27, @@ -888890,7 +888796,6 @@ 23, 23, 23, - 23, 18, 18, 18, @@ -888900,6 +888805,7 @@ 11, 11, 11, + 11, 10, 10, 10, @@ -888914,7 +888820,6 @@ 12, 12, 12, - 12, 10, 10, 10, @@ -888924,6 +888829,7 @@ 9, 9, 9, + 9, 10, 10, 10, @@ -888938,7 +888844,6 @@ 8, 8, 8, - 8, 12, 12, 12, @@ -888958,7 +888863,7 @@ 13, 13, 13, - 14, + 13, 14, 14, 14, @@ -888972,6 +888877,7 @@ 12, 12, 12, + 12, 11, 11, 11, @@ -888986,7 +888892,6 @@ 12, 12, 12, - 12, 13, 13, 13, @@ -888996,6 +888901,7 @@ 14, 14, 14, + 14, 10, 10, 10, @@ -889010,36 +888916,36 @@ 17, 17, 17, + 13, + 13, + 13, + 13, + 13, + 10, + 10, + 10, + 10, + 10, + 14, + 14, + 14, + 14, + 14, + 10, + 10, + 10, + 10, + 10, + 13, + 13, + 13, + 13, + 15, + 15, + 15, + 15, + 15, 17, - 13, - 13, - 13, - 13, - 13, - 10, - 10, - 10, - 10, - 14, - 14, - 14, - 14, - 14, - 10, - 10, - 10, - 10, - 10, - 13, - 13, - 13, - 13, - 13, - 15, - 15, - 15, - 15, - 15, 17, 17, 17, @@ -889058,7 +888964,6 @@ 12, 12, 12, - 12, 14, 14, 14, @@ -889068,6 +888973,7 @@ 11, 11, 11, + 11, 8, 8, 8, @@ -889082,7 +888988,6 @@ 7, 7, 7, - 7, 9, 9, 9, @@ -889097,7 +889002,7 @@ 6, 6, 6, - 9, + 6, 9, 9, 9, @@ -889121,7 +889026,7 @@ 11, 11, 11, - 14, + 11, 14, 14, 14, @@ -889140,6 +889045,7 @@ 10, 10, 10, + 10, 13, 13, 13, @@ -889154,12 +889060,12 @@ 11, 11, 11, + 14, + 14, + 14, + 14, + 14, 11, - 14, - 14, - 14, - 14, - 14, 11, 11, 11, @@ -889183,7 +889089,7 @@ 18, 18, 18, - 18, + 20, 20, 20, 20, @@ -889202,7 +889108,6 @@ 22, 22, 22, - 22, 16, 16, 16, @@ -889212,6 +889117,7 @@ 15, 15, 15, + 15, 18, 18, 18, @@ -889226,7 +889132,6 @@ 21, 21, 21, - 21, 24, 24, 24, @@ -889236,6 +889141,7 @@ 20, 20, 20, + 20, 30, 30, 30, @@ -889250,7 +889156,6 @@ 34, 34, 34, - 34, 33, 33, 33, @@ -889260,6 +889165,7 @@ 31, 31, 31, + 31, 30, 30, 30, @@ -889274,7 +889180,6 @@ 26, 26, 26, - 26, 28, 28, 28, @@ -889284,6 +889189,7 @@ 32, 32, 32, + 32, 39, 39, 39, @@ -889298,7 +889204,6 @@ 39, 39, 39, - 39, 33, 33, 33, @@ -889308,6 +889213,7 @@ 31, 31, 31, + 31, 34, 34, 34, @@ -889327,7 +889233,7 @@ 31, 31, 31, - 31, + 30, 30, 30, 30, @@ -889346,7 +889252,6 @@ 31, 31, 31, - 31, 41, 41, 41, @@ -889356,6 +889261,7 @@ 42, 42, 42, + 42, 46, 46, 46, @@ -889370,7 +889276,6 @@ 45, 45, 45, - 45, 44, 44, 44, @@ -889380,6 +889285,7 @@ 41, 41, 41, + 41, 30, 30, 30, @@ -889394,12 +889300,12 @@ 29, 29, 29, + 27, + 27, + 27, + 27, + 27, 29, - 27, - 27, - 27, - 27, - 27, 29, 29, 29, @@ -889418,7 +889324,6 @@ 25, 25, 25, - 25, 27, 27, 27, @@ -889433,6 +889338,7 @@ 28, 28, 28, + 28, 24, 24, 24, @@ -889442,7 +889348,6 @@ 27, 27, 27, - 27, 23, 23, 23, @@ -889452,6 +889357,7 @@ 20, 20, 20, + 20, 25, 25, 25, @@ -889466,7 +889372,6 @@ 20, 20, 20, - 20, 23, 23, 23, @@ -889476,6 +889381,7 @@ 22, 22, 22, + 22, 24, 24, 24, @@ -889490,7 +889396,6 @@ 22, 22, 22, - 22, 28, 28, 28, @@ -889500,6 +889405,7 @@ 26, 26, 26, + 26, 25, 25, 25, @@ -889514,7 +889420,6 @@ 27, 27, 27, - 27, 28, 28, 28, @@ -889524,6 +889429,7 @@ 20, 20, 20, + 20, 22, 22, 22, @@ -889538,7 +889444,7 @@ 21, 21, 21, - 21, + 23, 23, 23, 23, @@ -889567,7 +889473,7 @@ 24, 24, 24, - 24, + 21, 21, 21, 21, @@ -889586,7 +889492,6 @@ 22, 22, 22, - 22, 21, 21, 21, @@ -889596,6 +889501,7 @@ 20, 20, 20, + 20, 24, 24, 24, @@ -889610,7 +889516,6 @@ 20, 20, 20, - 20, 25, 25, 25, @@ -889620,6 +889525,7 @@ 26, 26, 26, + 26, 23, 23, 23, @@ -889639,7 +889545,7 @@ 22, 22, 22, - 22, + 24, 24, 24, 24, @@ -889706,7 +889612,6 @@ 22, 22, 22, - 22, 20, 20, 20, @@ -889716,6 +889621,7 @@ 33, 33, 33, + 33, 32, 32, 32, @@ -889735,12 +889641,11 @@ 34, 34, 34, - 34, 31, 31, 31, 31, - 30, + 31, 30, 30, 30, @@ -889764,6 +889669,7 @@ 38, 38, 38, + 38, 40, 40, 40, @@ -889778,7 +889684,6 @@ 31, 31, 31, - 31, 29, 29, 29, @@ -889788,6 +889693,7 @@ 22, 22, 22, + 22, 25, 25, 25, @@ -889802,7 +889708,6 @@ 22, 22, 22, - 22, 24, 24, 24, @@ -889812,6 +889717,7 @@ 22, 22, 22, + 22, 23, 23, 23, @@ -889831,7 +889737,7 @@ 23, 23, 23, - 23, + 24, 24, 24, 24, @@ -889850,7 +889756,7 @@ 22, 22, 22, - 22, + 20, 20, 20, 20, @@ -889874,7 +889780,6 @@ 28, 28, 28, - 28, 26, 26, 26, @@ -889884,6 +889789,7 @@ 29, 29, 29, + 29, 27, 27, 27, @@ -889898,7 +889804,7 @@ 27, 27, 27, - 27, + 26, 26, 26, 26, @@ -889922,7 +889828,6 @@ 25, 25, 25, - 25, 26, 26, 26, @@ -889932,12 +889837,12 @@ 27, 27, 27, - 26, - 26, - 26, - 26, - 26, 27, + 26, + 26, + 26, + 26, + 26, 27, 27, 27, @@ -889956,6 +889861,7 @@ 31, 31, 31, + 31, 29, 29, 29, @@ -889970,7 +889876,7 @@ 26, 26, 26, - 26, + 29, 29, 29, 29, @@ -889994,7 +889900,7 @@ 27, 27, 27, - 27, + 29, 29, 29, 29, @@ -890042,7 +889948,6 @@ 27, 27, 27, - 27, 26, 26, 26, @@ -890057,6 +889962,7 @@ 29, 29, 29, + 29, 26, 26, 26, @@ -890090,7 +889996,6 @@ 30, 30, 30, - 30, 31, 31, 31, @@ -890100,6 +890005,7 @@ 46, 46, 46, + 46, 52, 52, 52, @@ -890114,7 +890020,6 @@ 51, 51, 51, - 51, 52, 52, 52, @@ -890124,6 +890029,7 @@ 45, 45, 45, + 45, 51, 51, 51, @@ -890138,7 +890044,6 @@ 53, 53, 53, - 53, 50, 50, 50, @@ -890148,6 +890053,7 @@ 52, 52, 52, + 52, 51, 51, 51, @@ -890162,12 +890068,12 @@ 55, 55, 55, + 52, + 52, + 52, + 52, + 52, 55, - 52, - 52, - 52, - 52, - 52, 55, 55, 55, @@ -890186,7 +890092,7 @@ 56, 56, 56, - 56, + 60, 60, 60, 60, @@ -890210,7 +890116,6 @@ 56, 56, 56, - 56, 54, 54, 54, @@ -890220,6 +890125,7 @@ 58, 58, 58, + 58, 55, 55, 55, @@ -890234,7 +890140,6 @@ 49, 49, 49, - 49, 50, 50, 50, @@ -890244,6 +890149,7 @@ 48, 48, 48, + 48, 50, 50, 50, @@ -890258,7 +890164,6 @@ 62, 62, 62, - 62, 61, 61, 61, @@ -890273,6 +890178,7 @@ 60, 60, 60, + 60, 58, 58, 58, @@ -890282,7 +890188,6 @@ 60, 60, 60, - 60, 59, 59, 59, @@ -890292,6 +890197,7 @@ 56, 56, 56, + 56, 53, 53, 53, @@ -890306,7 +890212,6 @@ 51, 51, 51, - 51, 50, 50, 50, @@ -890316,6 +890221,7 @@ 53, 53, 53, + 53, 50, 50, 50, @@ -890335,7 +890241,7 @@ 50, 50, 50, - 50, + 47, 47, 47, 47, @@ -890354,7 +890260,6 @@ 50, 50, 50, - 50, 44, 44, 44, @@ -890364,6 +890269,7 @@ 34, 34, 34, + 34, 33, 33, 33, @@ -890378,7 +890284,6 @@ 49, 49, 49, - 49, 56, 56, 56, @@ -890388,6 +890293,7 @@ 50, 50, 50, + 50, 52, 52, 52, @@ -890402,7 +890308,6 @@ 64, 64, 64, - 64, 63, 63, 63, @@ -890417,6 +890322,7 @@ 68, 68, 68, + 68, 62, 62, 62, @@ -890426,7 +890332,6 @@ 57, 57, 57, - 57, 61, 61, 61, @@ -890446,11 +890351,11 @@ 64, 64, 64, + 64, 59, 59, 59, 59, - 59, 57, 57, 57, @@ -890465,6 +890370,7 @@ 63, 63, 63, + 63, 61, 61, 61, @@ -890479,7 +890385,7 @@ 63, 63, 63, - 63, + 62, 62, 62, 62, @@ -890498,7 +890404,6 @@ 64, 64, 64, - 64, 61, 61, 61, @@ -890513,6 +890418,7 @@ 62, 62, 62, + 62, 68, 68, 68, @@ -890522,7 +890428,6 @@ 65, 65, 65, - 65, 61, 61, 61, @@ -890542,11 +890447,11 @@ 68, 68, 68, + 68, 69, 69, 69, 69, - 69, 58, 58, 58, @@ -890561,6 +890466,7 @@ 52, 52, 52, + 52, 50, 50, 50, @@ -890570,7 +890476,6 @@ 53, 53, 53, - 53, 56, 56, 56, @@ -890585,6 +890490,7 @@ 53, 53, 53, + 53, 56, 56, 56, @@ -890594,7 +890500,6 @@ 59, 59, 59, - 59, 64, 64, 64, @@ -890609,6 +890514,7 @@ 60, 60, 60, + 60, 63, 63, 63, @@ -890618,7 +890524,6 @@ 55, 55, 55, - 55, 64, 64, 64, @@ -890633,6 +890538,7 @@ 61, 61, 61, + 61, 60, 60, 60, @@ -890642,7 +890548,6 @@ 64, 64, 64, - 64, 60, 60, 60, @@ -890662,7 +890567,7 @@ 52, 52, 52, - 49, + 52, 49, 49, 49, @@ -890681,6 +890586,7 @@ 50, 50, 50, + 50, 54, 54, 54, @@ -890690,7 +890596,6 @@ 50, 50, 50, - 50, 51, 51, 51, @@ -890705,6 +890610,7 @@ 48, 48, 48, + 48, 52, 52, 52, @@ -890714,7 +890620,6 @@ 49, 49, 49, - 49, 50, 50, 50, @@ -890729,6 +890634,7 @@ 51, 51, 51, + 51, 49, 49, 49, @@ -890738,7 +890644,6 @@ 48, 48, 48, - 48, 50, 50, 50, @@ -890758,7 +890663,7 @@ 51, 51, 51, - 52, + 51, 52, 52, 52, @@ -890777,6 +890682,7 @@ 52, 52, 52, + 52, 53, 53, 53, @@ -890786,7 +890692,6 @@ 44, 44, 44, - 44, 53, 53, 53, @@ -890801,6 +890706,7 @@ 50, 50, 50, + 50, 49, 49, 49, @@ -890815,7 +890721,6 @@ 47, 47, 47, - 47, 45, 45, 45, @@ -890825,6 +890730,7 @@ 46, 46, 46, + 46, 41, 41, 41, @@ -890839,7 +890745,6 @@ 47, 47, 47, - 47, 49, 49, 49, @@ -890849,6 +890754,7 @@ 47, 47, 47, + 47, 49, 49, 49, @@ -890858,7 +890764,6 @@ 59, 59, 59, - 59, 65, 65, 65, @@ -890873,6 +890778,7 @@ 62, 62, 62, + 62, 64, 64, 64, @@ -890882,7 +890788,6 @@ 55, 55, 55, - 55, 59, 59, 59, @@ -890897,6 +890802,7 @@ 54, 54, 54, + 54, 56, 56, 56, @@ -890906,7 +890812,6 @@ 59, 59, 59, - 59, 63, 63, 63, @@ -890921,6 +890826,7 @@ 64, 64, 64, + 64, 61, 61, 61, @@ -890930,7 +890836,6 @@ 56, 56, 56, - 56, 55, 55, 55, @@ -890945,6 +890850,7 @@ 55, 55, 55, + 55, 56, 56, 56, @@ -890954,7 +890860,6 @@ 57, 57, 57, - 57, 64, 64, 64, @@ -890969,6 +890874,7 @@ 60, 60, 60, + 60, 56, 56, 56, @@ -890978,7 +890884,6 @@ 57, 57, 57, - 57, 54, 54, 54, @@ -890993,12 +890898,12 @@ 50, 50, 50, - 56, - 56, - 56, - 56, - 56, 50, + 56, + 56, + 56, + 56, + 56, 50, 50, 50, @@ -891017,6 +890922,7 @@ 55, 55, 55, + 55, 50, 50, 50, @@ -891031,7 +890937,7 @@ 51, 51, 51, - 51, + 52, 52, 52, 52, @@ -891050,7 +890956,6 @@ 50, 50, 50, - 50, 53, 53, 53, @@ -891065,6 +890970,7 @@ 52, 52, 52, + 52, 54, 54, 54, @@ -891074,7 +890980,6 @@ 50, 50, 50, - 50, 49, 49, 49, @@ -891089,6 +890994,7 @@ 54, 54, 54, + 54, 50, 50, 50, @@ -891098,7 +891004,6 @@ 53, 53, 53, - 53, 51, 51, 51, @@ -891113,6 +891018,7 @@ 54, 54, 54, + 54, 50, 50, 50, @@ -891122,7 +891028,6 @@ 53, 53, 53, - 53, 52, 52, 52, @@ -891137,6 +891042,7 @@ 37, 37, 37, + 37, 39, 39, 39, @@ -891146,12 +891052,12 @@ 37, 37, 37, + 38, + 38, + 38, + 38, + 38, 37, - 38, - 38, - 38, - 38, - 38, 37, 37, 37, @@ -891170,7 +891076,6 @@ 39, 39, 39, - 39, 38, 38, 38, @@ -891190,7 +891095,7 @@ 39, 39, 39, - 49, + 39, 49, 49, 49, @@ -891209,7 +891114,7 @@ 39, 39, 39, - 40, + 39, 40, 40, 40, @@ -891233,12 +891138,12 @@ 41, 41, 41, - 46, - 46, - 46, - 46, - 46, 41, + 46, + 46, + 46, + 46, + 46, 41, 41, 41, @@ -891257,6 +891162,7 @@ 30, 30, 30, + 30, 41, 41, 41, @@ -891271,7 +891177,6 @@ 45, 45, 45, - 45, 43, 43, 43, @@ -891305,6 +891210,7 @@ 43, 43, 43, + 43, 47, 47, 47, @@ -891314,7 +891220,6 @@ 44, 44, 44, - 44, 47, 47, 47, @@ -891329,6 +891234,7 @@ 44, 44, 44, + 44, 46, 46, 46, @@ -891338,7 +891244,6 @@ 48, 48, 48, - 48, 47, 47, 47, @@ -891358,7 +891263,7 @@ 50, 50, 50, - 49, + 50, 49, 49, 49, @@ -891377,7 +891282,7 @@ 49, 49, 49, - 50, + 49, 50, 50, 50, @@ -891401,6 +891306,7 @@ 45, 45, 45, + 45, 44, 44, 44, @@ -891410,7 +891316,6 @@ 47, 47, 47, - 47, 45, 45, 45, @@ -891425,12 +891330,12 @@ 52, 52, 52, - 50, - 50, - 50, - 50, - 50, 52, + 50, + 50, + 50, + 50, + 50, 52, 52, 52, @@ -891454,7 +891359,7 @@ 53, 53, 53, - 66, + 53, 66, 66, 66, @@ -891473,6 +891378,7 @@ 70, 70, 70, + 70, 65, 65, 65, @@ -891482,7 +891388,6 @@ 72, 72, 72, - 72, 68, 68, 68, @@ -891497,6 +891402,7 @@ 66, 66, 66, + 66, 72, 72, 72, @@ -891506,7 +891412,6 @@ 65, 65, 65, - 65, 68, 68, 68, @@ -891521,6 +891426,7 @@ 74, 74, 74, + 74, 68, 68, 68, @@ -891530,7 +891436,6 @@ 66, 66, 66, - 66, 69, 69, 69, @@ -891545,6 +891450,7 @@ 70, 70, 70, + 70, 73, 73, 73, @@ -891554,7 +891460,6 @@ 72, 72, 72, - 72, 69, 69, 69, @@ -891569,6 +891474,7 @@ 70, 70, 70, + 70, 63, 63, 63, @@ -891578,7 +891484,6 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90, 90, + 90, 75, 75, 75, @@ -892106,7 +892012,6 @@ 82, 82, 82, - 82, 81, 81, 81, @@ -892121,6 +892026,7 @@ 79, 79, 79, + 79, 82, 82, 82, @@ -892135,7 +892041,6 @@ 81, 81, 81, - 81, 88, 88, 88, @@ -892145,60 +892050,60 @@ 83, 83, 83, - 81, - 81, - 81, - 81, - 81, - 79, - 79, - 79, - 79, - 79, - 77, - 77, - 77, - 77, - 77, - 79, - 79, - 79, - 79, - 79, - 74, - 74, - 74, - 74, - 78, - 78, - 78, - 78, - 78, - 75, - 75, - 75, - 75, - 75, - 73, - 73, - 73, - 73, - 73, - 74, - 74, - 74, - 74, - 74, - 75, - 75, - 75, - 75, - 81, - 81, - 81, - 81, - 81, 83, + 81, + 81, + 81, + 81, + 81, + 79, + 79, + 79, + 79, + 77, + 77, + 77, + 77, + 77, + 79, + 79, + 79, + 79, + 79, + 74, + 74, + 74, + 74, + 74, + 78, + 78, + 78, + 78, + 78, + 75, + 75, + 75, + 75, + 73, + 73, + 73, + 73, + 73, + 74, + 74, + 74, + 74, + 74, + 75, + 75, + 75, + 75, + 75, + 81, + 81, + 81, + 81, + 81, 83, 83, 83, @@ -892222,7 +892127,7 @@ 75, 75, 75, - 79, + 75, 79, 79, 79, @@ -892241,6 +892146,7 @@ 70, 70, 70, + 70, 79, 79, 79, @@ -892250,7 +892156,6 @@ 75, 75, 75, - 75, 78, 78, 78, @@ -892265,6 +892170,7 @@ 80, 80, 80, + 80, 78, 78, 78, @@ -892274,7 +892180,6 @@ 76, 76, 76, - 76, 79, 79, 79, @@ -892289,6 +892194,7 @@ 72, 72, 72, + 72, 74, 74, 74, @@ -892298,7 +892204,6 @@ 65, 65, 65, - 65, 67, 67, 67, @@ -892318,7 +892223,7 @@ 66, 66, 66, - 72, + 66, 72, 72, 72, @@ -892342,7 +892247,7 @@ 72, 72, 72, - 70, + 72, 70, 70, 70, @@ -892366,7 +892271,7 @@ 67, 67, 67, - 54, + 67, 54, 54, 54, @@ -892385,6 +892290,7 @@ 67, 67, 67, + 67, 69, 69, 69, @@ -892394,7 +892300,6 @@ 71, 71, 71, - 71, 68, 68, 68, @@ -892409,6 +892314,7 @@ 55, 55, 55, + 55, 66, 66, 66, @@ -892418,7 +892324,6 @@ 53, 53, 53, - 53, 56, 56, 56, @@ -892433,6 +892338,7 @@ 66, 66, 66, + 66, 64, 64, 64, @@ -892442,7 +892348,6 @@ 70, 70, 70, - 70, 74, 74, 74, @@ -892457,6 +892362,7 @@ 72, 72, 72, + 72, 70, 70, 70, @@ -892476,7 +892382,7 @@ 76, 76, 76, - 76, + 74, 74, 74, 74, @@ -892490,7 +892396,6 @@ 75, 75, 75, - 75, 74, 74, 74, @@ -892505,7 +892410,7 @@ 72, 72, 72, - 73, + 72, 73, 73, 73, @@ -892534,7 +892439,7 @@ 73, 73, 73, - 75, + 73, 75, 75, 75, @@ -892553,12 +892458,12 @@ 72, 72, 72, - 75, - 75, - 75, - 75, - 75, 72, + 75, + 75, + 75, + 75, + 75, 72, 72, 72, @@ -892577,7 +892482,7 @@ 70, 70, 70, - 74, + 70, 74, 74, 74, @@ -892601,6 +892506,7 @@ 74, 74, 74, + 74, 64, 64, 64, @@ -892610,7 +892516,6 @@ 60, 60, 60, - 60, 63, 63, 63, @@ -892625,6 +892530,7 @@ 55, 55, 55, + 55, 51, 51, 51, @@ -892634,7 +892540,6 @@ 30, 30, 30, - 30, 46, 46, 46, @@ -892649,12 +892554,12 @@ 47, 47, 47, - 30, - 30, - 30, - 30, - 30, 47, + 30, + 30, + 30, + 30, + 30, 47, 47, 47, @@ -892673,6 +892578,7 @@ 50, 50, 50, + 50, 44, 44, 44, @@ -892682,7 +892588,6 @@ 29, 29, 29, - 29, 26, 26, 26, @@ -892697,12 +892602,12 @@ 28, 28, 28, - 27, - 27, - 27, - 27, - 27, 28, + 27, + 27, + 27, + 27, + 27, 28, 28, 28, @@ -892721,6 +892626,7 @@ 25, 25, 25, + 25, 33, 33, 33, @@ -892730,7 +892636,6 @@ 52, 52, 52, - 52, 65, 65, 65, @@ -892745,6 +892650,7 @@ 61, 61, 61, + 61, 60, 60, 60, @@ -892759,7 +892665,6 @@ 74, 74, 74, - 74, 70, 70, 70, @@ -892769,6 +892674,7 @@ 71, 71, 71, + 71, 69, 69, 69, @@ -892783,7 +892689,34 @@ 68, 68, 68, - 68, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, + 72, 72, 72, 72, @@ -893915,29 +893848,17 @@ "" ], "text/plain": [ - " open_time open_price high_price low_price close_price \\\n", - "0 2017-08-17 04:00:00 4261.48 4280.56 4261.32 4261.45 \n", - "1 2017-08-17 04:30:00 4280.00 4313.62 4267.99 4308.83 \n", - "2 2017-08-17 05:00:00 4308.83 4328.69 4304.31 4320.00 \n", - "3 2017-08-17 05:30:00 4320.00 4320.00 4291.37 4315.32 \n", - "4 2017-08-17 06:00:00 4330.29 4330.29 4309.37 4311.02 \n", + " open_time open_price ... effective_rates fear_greed_index\n", + "0 2017-08-17 04:00:00 4261.48 ... 1.16 30\n", + "1 2017-08-17 04:30:00 4280.00 ... 1.16 30\n", + "2 2017-08-17 05:00:00 4308.83 ... 1.16 30\n", + "3 2017-08-17 05:30:00 4320.00 ... 1.16 30\n", + "4 2017-08-17 06:00:00 4330.29 ... 1.16 30\n", "\n", - " volume close_time vix_close_price effective_rates \\\n", - "0 11.308926 2017-08-17 04:29:59.999 11.74 1.16 \n", - "1 35.872083 2017-08-17 04:59:59.999 11.74 1.16 \n", - "2 21.048648 2017-08-17 05:29:59.999 11.74 1.16 \n", - "3 2.186268 2017-08-17 05:59:59.999 11.74 1.16 \n", - "4 3.566277 2017-08-17 06:29:59.999 11.74 1.16 \n", - "\n", - " fear_greed_index \n", - "0 30 \n", - "1 30 \n", - "2 30 \n", - "3 30 \n", - "4 30 " + "[5 rows x 10 columns]" ] }, - "execution_count": 39, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -893959,7 +893880,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -893968,15 +893889,14 @@ " assert 'close_time' in data.columns\n", "\n", " result = data.copy()\n", - " result.reset_index(drop=True)\n", "\n", " # Required for pytorch forecasting framework\n", " result['time_index'] = result.index\n", " result['group_id'] = 'BTCUSDT'\n", "\n", " # Derrived variables\n", - " result['hour'] = result['close_time'].apply(lambda x: x.hour)\n", - " result['weekday'] = result['close_time'].apply(lambda x: x.weekday())\n", + " result['hour'] = result['close_time'].apply(lambda x: x.hour).astype('str')\n", + " result['weekday'] = result['close_time'].apply(lambda x: x.weekday()).astype('str')\n", " result['open_to_close_price'] = result['open_price'] / result['close_price']\n", " result['high_to_close_price'] = result['high_price'] / result['close_price']\n", " result['low_to_close_price'] = result['low_price'] / result['close_price']\n", @@ -894032,13 +893952,14 @@ " result['mid_bband_to_close_price'] = (middle / result['close_price']).fillna(0)\n", "\n", " assert len(result.dropna()) == len(result) \n", + " assert len(result['time_index'].unique()) == len(result)\n", "\n", " return result" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -894056,7 +893977,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -894074,7 +893995,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -894085,7 +894006,8 @@ " return dataset\n", "\n", "def print_dataset_stats(dataset, interval):\n", - " time_span_days = (dataset['close_time'].iloc[-1] - dataset['close_time'].iloc[0]).days\n", + " time_span_days = (dataset['close_time'].\n", + " iloc[-1] - dataset['close_time'].iloc[0]).days\n", " print(f\"---- DATASET BTC-USDT {interval} m ----\")\n", " print(f\"Num observations: {len(dataset)}\")\n", " print(f\"First observation: {dataset['close_time'].iloc[0]}\")\n", @@ -894096,7 +894018,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 95, "metadata": {}, "outputs": [ { @@ -894129,7 +894051,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -894162,7 +894084,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 97, "metadata": {}, "outputs": [ { @@ -894202,7 +894124,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -894236,7 +894158,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -894285,7 +894207,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -910058,7 +909980,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -916186,7 +916108,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -919839,7 +919761,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -919850,7 +919772,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -919873,7 +919795,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -919912,7 +919834,7 @@ { "data": { "text/html": [ - "Run data is saved locally in /Users/filipstefaniuk/Documents/wne-msc-thesis/notebooks/wandb/run-20240914_101703-oynwrz3j" + "Run data is saved locally in /Users/filipstefaniuk/Documents/wne-msc-thesis/notebooks/wandb/run-20240914_124801-9w1kl2i8" ], "text/plain": [ "" @@ -919924,7 +919846,7 @@ { "data": { "text/html": [ - "Syncing run fast-smoke-87 to Weights & Biases (docs)
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" ], "text/plain": [ "" @@ -919948,7 +919870,7 @@ { "data": { "text/html": [ - " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/oynwrz3j" + " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/9w1kl2i8" ], "text/plain": [ "" @@ -919961,13 +919883,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmpjw9j3u5w)... Done. 1.2s\n" + "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmp0c83lfoq)... Done. 1.4s\n" ] }, { "data": { "text/html": [ - "Finishing last run (ID:oynwrz3j) before initializing another..." + "Finishing last run (ID:9w1kl2i8) before initializing another..." ], "text/plain": [ "" @@ -919979,7 +919901,7 @@ { "data": { "text/html": [ - " View run fast-smoke-87 at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/oynwrz3j
View project at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing
Synced 6 W&B file(s), 0 media file(s), 12 artifact file(s) and 0 other file(s)" + " View run colorful-hill-90 at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/9w1kl2i8
View project at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing
Synced 6 W&B file(s), 0 media file(s), 12 artifact file(s) and 0 other file(s)" ], "text/plain": [ "" @@ -919991,7 +919913,7 @@ { "data": { "text/html": [ - "Find logs at: ./wandb/run-20240914_101703-oynwrz3j/logs" + "Find logs at: ./wandb/run-20240914_124801-9w1kl2i8/logs" ], "text/plain": [ "" @@ -920015,7 +919937,7 @@ { "data": { "text/html": [ - "Successfully finished last run (ID:oynwrz3j). Initializing new run:
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" ], "text/plain": [ "" @@ -920088,7 +920010,7 @@ { "data": { "text/html": [ - " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/7blguic3" + " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/uzq8eg4p" ], "text/plain": [ "" @@ -920101,13 +920023,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmp219uryn1)... Done. 0.5s\n" + "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmpp67mb7t3)... Done. 0.3s\n" ] }, { "data": { "text/html": [ - "Finishing last run (ID:7blguic3) before initializing another..." + "Finishing last run (ID:uzq8eg4p) before initializing another..." ], "text/plain": [ "" @@ -920119,7 +920041,7 @@ { "data": { "text/html": [ - " View run dry-terrain-88 at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/7blguic3
View project at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing
Synced 6 W&B file(s), 0 media file(s), 12 artifact file(s) and 0 other file(s)" + " View run vague-snow-91 at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/uzq8eg4p
View project at: https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing
Synced 6 W&B file(s), 0 media file(s), 12 artifact file(s) and 0 other file(s)" ], "text/plain": [ "" @@ -920131,7 +920053,7 @@ { "data": { "text/html": [ - "Find logs at: ./wandb/run-20240914_101733-7blguic3/logs" + "Find logs at: ./wandb/run-20240914_124831-uzq8eg4p/logs" ], "text/plain": [ "" @@ -920155,7 +920077,7 @@ { "data": { "text/html": [ - "Successfully finished last run (ID:7blguic3). Initializing new run:
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" ], "text/plain": [ "" @@ -920192,7 +920114,7 @@ { "data": { "text/html": [ - "Run data is saved locally in /Users/filipstefaniuk/Documents/wne-msc-thesis/notebooks/wandb/run-20240914_101839-1zyq24wl" + "Run data is saved locally in /Users/filipstefaniuk/Documents/wne-msc-thesis/notebooks/wandb/run-20240914_124941-bjkta134" ], "text/plain": [ "" @@ -920204,7 +920126,7 @@ { "data": { "text/html": [ - "Syncing run fancy-tree-89 to Weights & Biases (docs)
" + "Syncing run treasured-deluge-92 to Weights & Biases (docs)
" ], "text/plain": [ "" @@ -920228,7 +920150,7 @@ { "data": { "text/html": [ - " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/1zyq24wl" + " View run at https://wandb.ai/filipstefaniuk/wne-masters-thesis-testing/runs/bjkta134" ], "text/plain": [ "" @@ -920241,7 +920163,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmpr5pd7m88)... Done. 0.3s\n" + "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/var/folders/pz/gkm59rg174z0867wc4h3wd000000gn/T/tmpiyipoyei)... Done. 0.3s\n" ] } ], @@ -920253,6 +920175,65 @@ "upload_dataset_to_wandb(windows_30m_data, 'btc-usdt-30m', project=WANDB_PROJECT)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test if time series dataset can be correctly constructed" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:root:Validating if time series dataset can be constructed from 5m data.\n", + "INFO:root:Validating if time series dataset can be constructed from 15m data.\n", + "INFO:root:Validating if time series dataset can be constructed from 30m data.\n" + ] + } + ], + "source": [ + "from ml.data import build_time_series_dataset\n", + "config = {\n", + " 'data': {\n", + " 'fields': {\n", + " 'time_index': 'time_index',\n", + " 'target': 'close_price',\n", + " 'group_ids': ['group_id'],\n", + " 'static_real': [],\n", + " 'static_cat': [],\n", + " 'dynamic_cat': [],\n", + " 'dynamic_known_real': [],\n", + " 'dynamic_known_cat': [],\n", + " 'dynamic_unknown_real': ['returns'],\n", + " 'dynamic_unknown_cat': []\n", + " }\n", + " },\n", + " 'past_window': 2,\n", + " 'future_window': 2,\n", + " }\n", + "\n", + "logging.info(\"Validating if time series dataset can be constructed from 5m data.\")\n", + "for in_sample, out_of_sample in windows_5m_data:\n", + " build_time_series_dataset(config, in_sample)\n", + " build_time_series_dataset(config, out_of_sample)\n", + "\n", + "logging.info(\"Validating if time series dataset can be constructed from 15m data.\")\n", + "for in_sample, out_of_sample in windows_15m_data:\n", + " build_time_series_dataset(config, in_sample)\n", + " build_time_series_dataset(config, out_of_sample)\n", + "\n", + "logging.info(\"Validating if time series dataset can be constructed from 30m data.\")\n", + "for in_sample, out_of_sample in windows_30m_data:\n", + " build_time_series_dataset(config, in_sample)\n", + " build_time_series_dataset(config, out_of_sample)" + ] + }, { "cell_type": "code", "execution_count": null,