{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "220eae6e", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "line": { "color": "blue", "width": 2 }, "mode": "lines", "name": "Loss", "type": "scatter", "x": [ 0, 0, 0.01, 0.01, 0.01, 0.01, 0.02, 0.02, 0.02, 0.02, 0.02, 0.03, 0.03, 0.03, 0.03, 0.04, 0.04, 0.04, 0.04, 0.04, 0.05, 0.05, 0.05, 0.05, 0.05, 0.06, 0.06, 0.06, 0.06, 0.07, 0.07, 0.07, 0.07, 0.07, 0.08, 0.08, 0.08, 0.08, 0.09, 0.09, 0.09, 0.09, 0.09, 0.1, 0.1, 0.1, 0.1, 0.11, 0.11, 0.11, 0.11, 0.11, 0.12, 0.12, 0.12, 0.12, 0.13, 0.13, 0.13, 0.13, 0.13, 0.14, 0.14, 0.14, 0.14, 0.14, 0.15, 0.15, 0.15, 0.15, 0.16, 0.16, 0.16, 0.16, 0.16, 0.17, 0.17, 0.17, 0.17, 0.18, 0.18, 0.18, 0.18, 0.18, 0.19, 0.19, 0.19, 0.19, 0.2, 0.2, 0.2, 0.2, 0.2, 0.21, 0.21, 0.21, 0.21, 0.22, 0.22, 0.22, 0.22, 0.22, 0.23, 0.23, 0.23, 0.23, 0.23, 0.24, 0.24, 0.24, 0.24, 0.25, 0.25, 0.25, 0.25, 0.25, 0.26, 0.26, 0.26, 0.26, 0.27, 0.27, 0.27, 0.27, 0.27, 0.28, 0.28, 0.28, 0.28, 0.29, 0.29, 0.29, 0.29, 0.29, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.30000000000000004, 0.31, 0.31, 0.31, 0.31, 0.31, 0.32, 0.32, 0.32, 0.32, 0.32, 0.33, 0.33, 0.33, 0.33, 0.34, 0.34, 0.34, 0.34, 0.34, 0.35000000000000003, 0.35000000000000003, 0.35000000000000003, 0.35000000000000003, 0.36, 0.36, 0.36, 0.36, 0.36, 0.37, 0.37, 0.37, 0.37, 0.38, 0.38, 0.38, 0.38, 0.38, 0.39, 0.39, 0.39, 0.39, 0.4, 0.4, 0.4, 0.4, 0.4, 0.41000000000000003, 0.41000000000000003, 0.41000000000000003, 0.41000000000000003, 0.41000000000000003, 0.42, 0.42, 0.42, 0.42, 0.43, 0.43, 0.43, 0.43, 0.43, 0.44, 0.44, 0.44, 0.44, 0.45, 0.45, 0.45, 0.45, 0.45, 0.46, 0.46, 0.46, 0.46, 0.47000000000000003, 0.47000000000000003, 0.47000000000000003, 0.47000000000000003, 0.47000000000000003, 0.48, 0.48, 0.48, 0.48, 0.49, 0.49, 0.49, 0.49, 0.49, 0.5, 0.5, 0.5, 0.5, 0.5, 0.51, 0.51, 0.51, 0.51, 0.52, 0.52, 0.52, 0.52, 0.52, 0.53, 0.53, 0.53, 0.53, 0.54, 0.54, 0.54, 0.54, 0.54, 0.55, 0.55, 0.55, 0.55, 0.56, 0.56, 0.56, 0.56, 0.56, 0.5700000000000001, 0.5700000000000001, 0.5700000000000001, 0.5700000000000001, 0.58, 0.58, 0.58, 0.58, 0.58, 0.59, 0.59, 0.59, 0.59, 0.59, 0.6000000000000001, 0.6000000000000001, 0.6000000000000001, 0.6000000000000001, 0.61, 0.61, 0.61, 0.61, 0.61, 0.62, 0.62, 0.62, 0.62, 0.63, 0.63, 0.63, 0.63, 0.63, 0.64, 0.64, 0.64, 0.64, 0.65, 0.65, 0.65, 0.65, 0.65, 0.66, 0.66, 0.66, 0.66, 0.67, 0.67, 0.67, 0.67, 0.67, 0.68, 0.68, 0.68, 0.68, 0.6900000000000001, 0.6900000000000001, 0.6900000000000001, 0.6900000000000001, 0.6900000000000001, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.7000000000000001, 0.71, 0.71, 0.71, 0.71, 0.72, 0.72, 0.72, 0.72, 0.72, 0.73, 0.73, 0.73, 0.73, 0.74, 0.74, 0.74, 0.74, 0.74, 0.75, 0.75, 0.75, 0.75, 0.76, 0.76, 0.76, 0.76, 0.76, 0.77, 0.77, 0.77, 0.77, 0.78, 0.78, 0.78, 0.78, 0.78, 0.79, 0.79, 0.79, 0.79, 0.79, 0.8, 0.8, 0.8, 0.8, 0.81, 0.81, 0.81, 0.81, 0.81, 0.8200000000000001, 0.8200000000000001, 0.8200000000000001, 0.8200000000000001, 0.8300000000000001, 0.8300000000000001, 0.8300000000000001, 0.8300000000000001, 0.8300000000000001, 0.84, 0.84, 0.84, 0.84, 0.85, 0.85, 0.85, 0.85, 0.85, 0.86, 0.86, 0.86, 0.86, 0.87, 0.87, 0.87, 0.87, 0.87, 0.88, 0.88, 0.88, 0.88, 0.88, 0.89, 0.89, 0.89, 0.89, 0.9, 0.9, 0.9, 0.9, 0.9, 0.91, 0.91, 0.91, 0.91, 0.92, 0.92, 0.92, 0.92, 0.92, 0.93, 0.93, 0.93, 0.93, 0.9400000000000001, 0.9400000000000001, 0.9400000000000001, 0.9400000000000001, 0.9400000000000001, 0.9500000000000001, 0.9500000000000001, 0.9500000000000001, 0.9500000000000001, 0.96, 0.96, 0.96, 0.96, 0.96, 0.97, 0.97, 0.97, 0.97, 0.97, 0.98, 0.98, 0.98, 0.98, 0.99, 0.99, 0.99, 0.99, 0.99, 1, 1, 1, 1, 1.01, 1.01, 1.01, 1.01, 1.01, 1.02, 1.02, 1.02, 1.02, 1.03, 1.03, 1.03, 1.03, 1.03, 1.04, 1.04, 1.04, 1.04, 1.05, 1.05, 1.05, 1.05, 1.05, 1.06, 1.06, 1.06, 1.06, 1.06, 1.07, 1.07, 1.07, 1.07, 1.08, 1.08, 1.08, 1.08, 1.08, 1.09, 1.09, 1.09, 1.09, 1.1, 1.1, 1.1, 1.1, 1.1, 1.11, 1.11, 1.11, 1.11, 1.12, 1.12, 1.12, 1.12, 1.12, 1.13, 1.13, 1.13, 1.13, 1.1400000000000001, 1.1400000000000001, 1.1400000000000001, 1.1400000000000001, 1.1400000000000001, 1.15, 1.15, 1.15, 1.15, 1.15, 1.16, 1.16, 1.16, 1.16, 1.17, 1.17, 1.17, 1.17, 1.17, 1.18, 1.18, 1.18, 1.18, 1.19, 1.19, 1.19, 1.19, 1.19, 1.2, 1.2, 1.2, 1.2, 1.21, 1.21, 1.21, 1.21, 1.21, 1.22, 1.22, 1.22, 1.22, 1.23, 1.23, 1.23, 1.23, 1.23, 1.24, 1.24, 1.24, 1.24, 1.24, 1.25, 1.25, 1.25, 1.25, 1.26, 1.26, 1.26, 1.26, 1.26, 1.27, 1.27, 1.27, 1.27, 1.28, 1.28, 1.28, 1.28, 1.28, 1.29, 1.29, 1.29, 1.29, 1.3, 1.3, 1.3, 1.3, 1.3, 1.31, 1.31, 1.31, 1.31, 1.32, 1.32, 1.32, 1.32, 1.32, 1.33, 1.33, 1.33, 1.33, 1.33, 1.34, 1.34, 1.34, 1.34, 1.35, 1.35, 1.35, 1.35, 1.35, 1.3599999999999999, 1.3599999999999999, 1.3599999999999999, 1.3599999999999999, 1.37, 1.37, 1.37, 1.37, 1.37, 1.38, 1.38, 1.38, 1.38, 1.3900000000000001, 1.3900000000000001, 1.3900000000000001, 1.3900000000000001, 1.3900000000000001, 1.4, 1.4, 1.4, 1.4, 1.4100000000000001, 1.4100000000000001, 1.4100000000000001, 1.4100000000000001, 1.4100000000000001, 1.42, 1.42, 1.42, 1.42, 1.42, 1.43, 1.43, 1.43, 1.43, 1.44, 1.44, 1.44, 1.44, 1.44, 1.45, 1.45, 1.45, 1.45, 1.46, 1.46, 1.46, 1.46, 1.46, 1.47, 1.47, 1.47, 1.47, 1.48, 1.48, 1.48, 1.48, 1.48, 1.49, 1.49, 1.49, 1.49, 1.5, 1.5, 1.5, 1.5, 1.5, 1.51, 1.51, 1.51, 1.51, 1.51, 1.52, 1.52, 1.52, 1.52, 1.53, 1.53, 1.53, 1.53, 1.53, 1.54, 1.54, 1.54, 1.54, 1.55, 1.55, 1.55, 1.55, 1.55, 1.56, 1.56, 1.56, 1.56, 1.57, 1.57, 1.57, 1.57, 1.57, 1.58, 1.58, 1.58, 1.58, 1.5899999999999999, 1.5899999999999999, 1.5899999999999999, 1.5899999999999999, 1.5899999999999999, 1.6, 1.6, 1.6, 1.6, 1.6, 1.6099999999999999, 1.6099999999999999, 1.6099999999999999, 1.6099999999999999, 1.62, 1.62, 1.62, 1.62, 1.62, 1.63, 1.63, 1.63, 1.63, 1.6400000000000001, 1.6400000000000001, 1.6400000000000001, 1.6400000000000001, 1.6400000000000001, 1.65, 1.65, 1.65, 1.65, 1.6600000000000001, 1.6600000000000001, 1.6600000000000001, 1.6600000000000001, 1.6600000000000001, 1.67, 1.67, 1.67, 1.67, 1.6800000000000002, 1.6800000000000002, 1.6800000000000002, 1.6800000000000002, 1.6800000000000002, 1.69, 1.69, 1.69, 1.69, 1.69, 1.7000000000000002, 1.7000000000000002, 1.7000000000000002, 1.7000000000000002, 1.71, 1.71, 1.71, 1.71, 1.71, 1.72, 1.72, 1.72, 1.72, 1.73, 1.73, 1.73, 1.73, 1.73, 1.74, 1.74, 1.74, 1.74, 1.75, 1.75, 1.75, 1.75, 1.75, 1.76, 1.76, 1.76, 1.76, 1.77, 1.77, 1.77, 1.77, 1.77, 1.78, 1.78, 1.78, 1.78, 1.78, 1.79, 1.79, 1.79, 1.79, 1.8, 1.8, 1.8, 1.8, 1.8, 1.81, 1.81, 1.81, 1.81, 1.82, 1.82, 1.82, 1.82, 1.82, 1.83, 1.83, 1.83, 1.83, 1.8399999999999999, 1.8399999999999999, 1.8399999999999999, 1.8399999999999999, 1.8399999999999999, 1.85, 1.85, 1.85, 1.85, 1.8599999999999999, 1.8599999999999999, 1.8599999999999999, 1.8599999999999999, 1.8599999999999999, 1.87, 1.87, 1.87, 1.87, 1.87, 1.88, 1.88, 1.88, 1.88, 1.8900000000000001, 1.8900000000000001, 1.8900000000000001, 1.8900000000000001, 1.8900000000000001, 1.9, 1.9, 1.9, 1.9, 1.9100000000000001, 1.9100000000000001, 1.9100000000000001, 1.9100000000000001, 1.9100000000000001, 1.92, 1.92, 1.92, 1.92, 1.9300000000000002, 1.9300000000000002, 1.9300000000000002, 1.9300000000000002, 1.9300000000000002, 1.94, 1.94, 1.94, 1.94, 1.9500000000000002, 1.9500000000000002, 1.9500000000000002, 1.9500000000000002, 1.9500000000000002, 1.96, 1.96, 1.96, 1.96, 1.97, 1.97, 1.97, 1.97, 1.97, 1.98, 1.98, 1.98, 1.98, 1.98, 1.99, 1.99, 1.99, 1.99, 2, 2, 2, 2, 2, 2.01, 2.01, 2.01, 2.01, 2.02, 2.02, 2.02, 2.02, 2.02, 2.03, 2.03, 2.03, 2.03, 2.04, 2.04, 2.04, 2.04, 2.04, 2.05, 2.05, 2.05, 2.05, 2.06, 2.06, 2.06, 2.06, 2.06, 2.07, 2.07, 2.07, 2.07, 2.07, 2.08, 2.08, 2.08, 2.08, 2.09, 2.09, 2.09, 2.09, 2.09, 2.1, 2.1, 2.1, 2.1, 2.11, 2.11, 2.11, 2.11, 2.11, 2.12, 2.12, 2.12, 2.12, 2.13, 2.13, 2.13, 2.13, 2.13, 2.14, 2.14, 2.14, 2.14, 2.15, 2.15, 2.15, 2.15, 2.15, 2.16, 2.16, 2.16, 2.16, 2.16, 2.17, 2.17, 2.17, 2.17, 2.18, 2.18, 2.18, 2.18, 2.18, 2.19, 2.19, 2.19, 2.19, 2.2, 2.2, 2.2, 2.2, 2.2, 2.21, 2.21, 2.21, 2.21, 2.22, 2.22, 2.22, 2.22, 2.22, 2.23, 2.23, 2.23, 2.23, 2.24, 2.24, 2.24, 2.24, 2.24, 2.25, 2.25, 2.25, 2.25, 2.25, 2.26, 2.26, 2.26, 2.26, 2.27, 2.27, 2.27, 2.27, 2.27, 2.2800000000000002, 2.2800000000000002, 2.2800000000000002, 2.2800000000000002, 2.29, 2.29, 2.29, 2.29, 2.29, 2.3, 2.3, 2.3, 2.3, 2.31, 2.31, 2.31, 2.31, 2.31, 2.32, 2.32, 2.32, 2.32, 2.33, 2.33, 2.33, 2.33, 2.33, 2.34, 2.34, 2.34, 2.34, 2.34, 2.35, 2.35, 2.35, 2.35, 2.36, 2.36, 2.36, 2.36, 2.36, 2.37, 2.37, 2.37, 2.37, 2.38, 2.38, 2.38, 2.38, 2.38, 2.39, 2.39, 2.39, 2.39, 2.4, 2.4, 2.4, 2.4, 2.4, 2.41, 2.41, 2.41, 2.41, 2.42, 2.42, 2.42, 2.42, 2.42, 2.43, 2.43, 2.43, 2.43, 2.43, 2.44, 2.44, 2.44, 2.44, 2.45, 2.45, 2.45, 2.45, 2.45, 2.46, 2.46, 2.46, 2.46, 2.47, 2.47, 2.47, 2.47, 2.47, 2.48, 2.48, 2.48, 2.48, 2.49, 2.49, 2.49, 2.49, 2.49, 2.5, 2.5, 2.5, 2.5, 2.51, 2.51, 2.51, 2.51, 2.51, 2.52, 2.52, 2.52, 2.52, 2.52, 2.5300000000000002, 2.5300000000000002, 2.5300000000000002, 2.5300000000000002, 2.54, 2.54, 2.54, 2.54, 2.54, 2.55, 2.55, 2.55, 2.55, 2.56, 2.56, 2.56, 2.56, 2.56, 2.5700000000000003, 2.5700000000000003, 2.5700000000000003, 2.5700000000000003, 2.58, 2.58, 2.58, 2.58, 2.58, 2.59, 2.59, 2.59, 2.59, 2.6, 2.6, 2.6, 2.6, 2.6, 2.61, 2.61, 2.61, 2.61, 2.61, 2.62, 2.62, 2.62, 2.62, 2.63, 2.63, 2.63, 2.63, 2.63, 2.64, 2.64, 2.64, 2.64, 2.65, 2.65, 2.65, 2.65, 2.65, 2.66, 2.66, 2.66, 2.66, 2.67, 2.67, 2.67, 2.67, 2.67, 2.68, 2.68, 2.68, 2.68, 2.69, 2.69, 2.69, 2.69, 2.69, 2.7, 2.7, 2.7, 2.7, 2.7, 2.71, 2.71, 2.71, 2.71, 2.7199999999999998, 2.7199999999999998, 2.7199999999999998, 2.7199999999999998, 2.7199999999999998, 2.73, 2.73, 2.73, 2.73, 2.74, 2.74, 2.74, 2.74, 2.74, 2.75, 2.75, 2.75, 2.75, 2.76, 2.76, 2.76, 2.76, 2.76, 2.77, 2.77, 2.77, 2.77, 2.7800000000000002, 2.7800000000000002, 2.7800000000000002, 2.7800000000000002, 2.7800000000000002, 2.79, 2.79, 2.79, 2.79, 2.79, 2.8, 2.8, 2.8, 2.8, 2.81, 2.81, 2.81, 2.81, 2.81, 2.8200000000000003, 2.8200000000000003, 2.8200000000000003, 2.8200000000000003, 2.83, 2.83, 2.83, 2.83, 2.83, 2.84, 2.84, 2.84, 2.84, 2.85, 2.85, 2.85, 2.85, 2.85, 2.86, 2.86, 2.86, 2.86, 2.87, 2.87, 2.87, 2.87, 2.87, 2.88, 2.88, 2.88, 2.88, 2.88, 2.89, 2.89, 2.89, 2.89, 2.9, 2.9, 2.9, 2.9, 2.9, 2.91, 2.91, 2.91, 2.91, 2.92, 2.92, 2.92, 2.92, 2.92, 2.93, 2.93, 2.93, 2.93, 2.94, 2.94, 2.94, 2.94, 2.94, 2.95, 2.95, 2.95, 2.95, 2.96, 2.96, 2.96, 2.96, 2.96, 2.9699999999999998, 2.9699999999999998, 2.9699999999999998, 2.9699999999999998, 2.9699999999999998, 2.98, 2.98, 2.98, 2.98, 2.99, 2.99, 2.99, 2.99, 2.99, 3, 3, null ], "y": [ 1.7875, 1.7396, 1.7118, 1.7065000000000001, 1.698, 1.6919, 1.6989, 1.6784, 1.6807, 1.6871, 1.6708, 1.6594, 1.6701000000000001, 1.6653, 1.6653, 1.6667, 1.6589, 1.6673, 1.6612, 1.649, 1.6415000000000002, 1.6449, 1.6472, 1.6556000000000002, 1.6440000000000001, 1.6387, 1.6533, 1.6425, 1.6375000000000002, 1.6520000000000001, 1.6381999999999999, 1.63, 1.6421999999999999, 1.6405, 1.6394000000000002, 1.6402, 1.6419000000000001, 1.6315, 1.6376, 1.6371, 1.6185, 1.6192000000000002, 1.6314000000000002, 1.6257000000000001, 1.6355, 1.6286, 1.6391, 1.6253000000000002, 1.6261, 1.6318000000000001, 1.6289, 1.613, 1.6307, 1.6251, 1.6164, 1.6239, 1.6148, 1.6191, 1.6163, 1.6258, 1.6233, 1.608, 1.6132, 1.6137000000000001, 1.6208, 1.6132, 1.6134, 1.6111, 1.6185, 1.5992000000000002, 1.6179999999999999, 1.6062, 1.5988, 1.6068, 1.613, 1.6041, 1.6077, 1.5987, 1.6093000000000002, 1.5935000000000001, 1.6035, 1.607, 1.6108, 1.5912000000000002, 1.5958999999999999, 1.6109, 1.6021, 1.6028, 1.5993, 1.5972, 1.6042, 1.5958, 1.6014, 1.5949, 1.6019999999999999, 1.601, 1.6017000000000001, 1.5913, 1.6067, 1.6002, 1.5893000000000002, 1.6048, 1.6024, 1.6034000000000002, 1.5977999999999999, 1.6012, 1.5923, 1.6001, 1.6076000000000001, 1.5937000000000001, 1.5977999999999999, 1.5854, 1.5891000000000002, 1.579, 1.5941, 1.5754000000000001, 1.595, 1.5915, 1.5749, 1.5878, 1.5955, 1.5799, 1.5876000000000001, 1.5931000000000002, 1.5785, 1.5796999999999999, 1.5822, 1.5798, 1.5917, 1.5884, 1.5937000000000001, 1.5756999999999999, 1.5893000000000002, 1.5926, 1.5903, 1.5884, 1.5711, 1.5859999999999999, 1.5826, 1.5878999999999999, 1.5824, 1.5747, 1.5566, 1.5786, 1.5556, 1.5716999999999999, 1.5763, 1.5723, 1.5621, 1.5774, 1.5675, 1.5687, 1.5625, 1.5657, 1.5849, 1.5824, 1.5763, 1.5691000000000002, 1.5786, 1.5670000000000002, 1.5859999999999999, 1.5548000000000002, 1.5772, 1.5669, 1.5724, 1.5664, 1.562, 1.5765, 1.5822, 1.5759, 1.561, 1.5691000000000002, 1.5768, 1.5721, 1.5655000000000001, 1.5636, 1.5688, 1.564, 1.5676, 1.5664, 1.5682, 1.5615, 1.56, 1.5638, 1.5556, 1.5681, 1.5625, 1.5622, 1.5591, 1.5588000000000002, 1.5519, 1.554, 1.5645, 1.5534, 1.5692, 1.5591, 1.5715, 1.5574, 1.561, 1.5613000000000001, 1.5654, 1.5535999999999999, 1.5495999999999999, 1.5497, 1.5441, 1.5639, 1.5556999999999999, 1.5551, 1.5641, 1.5574, 1.5336, 1.545, 1.5489000000000002, 1.5452, 1.5658, 1.5526, 1.5434, 1.554, 1.5452, 1.5455999999999999, 1.5394, 1.552, 1.5573000000000001, 1.5588000000000002, 1.5438, 1.5493000000000001, 1.5468000000000002, 1.5592000000000001, 1.5441, 1.5499, 1.5453000000000001, 1.5467, 1.5510000000000002, 1.5446, 1.5563, 1.5519, 1.5402, 1.5404, 1.5427, 1.5476, 1.5531000000000001, 1.5506, 1.5361, 1.5424, 1.5373, 1.5339, 1.5425, 1.5455, 1.5453999999999999, 1.5468000000000002, 1.5421, 1.5461, 1.5463, 1.5325, 1.5417, 1.5408, 1.5389, 1.5448, 1.5242, 1.5329000000000002, 1.5452, 1.5321, 1.5371000000000001, 1.5361, 1.5405, 1.5341, 1.5274, 1.537, 1.5251000000000001, 1.5368, 1.5465, 1.5424, 1.5382, 1.53, 1.5277, 1.5407000000000002, 1.5283, 1.5339, 1.5417, 1.5307, 1.5312999999999999, 1.5328, 1.5253, 1.5312000000000001, 1.5283, 1.5348000000000002, 1.5302, 1.5343, 1.5379, 1.5368, 1.5287000000000002, 1.5237, 1.5289000000000001, 1.5350000000000001, 1.5277, 1.5354999999999999, 1.5292, 1.5256, 1.5148000000000001, 1.528, 1.5253, 1.5328, 1.526, 1.5255, 1.5191, 1.5236, 1.5324, 1.5192999999999999, 1.533, 1.5139, 1.5097, 1.5298, 1.5302, 1.5199, 1.5328, 1.5239, 1.5224, 1.5227, 1.5190000000000001, 1.5164, 1.5264, 1.5119, 1.5022, 1.5245000000000002, 1.5295, 1.5189, 1.5065, 1.5261, 1.5244, 1.5189, 1.5253999999999999, 1.5157, 1.5173999999999999, 1.5191, 1.5164, 1.5216, 1.5164, 1.5141, 1.5131999999999999, 1.5110999999999999, 1.5128, 1.5241, 1.4987, 1.5239, 1.5105, 1.5114, 1.5154, 1.5179, 1.5112999999999999, 1.5114, 1.5118, 1.5257, 1.5051999999999999, 1.5256, 1.5030999999999999, 1.5137, 1.5036, 1.5165000000000002, 1.5188000000000001, 1.4965, 1.4962, 1.5142, 1.5141, 1.5157, 1.5099, 1.5176, 1.5051, 1.5002, 1.5082, 1.5042, 1.5008, 1.5091999999999999, 1.5057, 1.5127000000000002, 1.513, 1.5124, 1.513, 1.5058, 1.5117, 1.4978, 1.5079, 1.5046, 1.5125000000000002, 1.5091999999999999, 1.5076, 1.51, 1.5126, 1.5077, 1.5011999999999999, 1.5062, 1.5043, 1.5013, 1.4952, 1.4998, 1.4978, 1.4972, 1.4966, 1.4969999999999999, 1.5182, 1.5102, 1.5105, 1.4905, 1.4966, 1.5061, 1.4983, 1.5121, 1.5049000000000001, 1.502, 1.4914, 1.4958, 1.4919, 1.4943, 1.4962, 1.5059, 1.5004, 1.5044, 1.5077, 1.4931, 1.5043, 1.4922, 1.4931, 1.4972, 1.4916, 1.4966, 1.4955, 1.4976, 1.4968, 1.5, 1.4804, 1.4931, 1.4924, 1.4876, 1.4834, 1.4859, 1.4926, 1.4856, 1.4998, 1.4946000000000002, 1.4883, 1.4962, 1.4868999999999999, 1.5042, 1.4868000000000001, 1.4902, 1.494, 1.4982, 1.4951, 1.4826000000000001, 1.4886, 1.4923, 1.5034, 1.4953, 1.4864, 1.4831, 1.4883, 1.4822, 1.475, 1.4794, 1.4772, 1.4831, 1.4867, 1.4798, 1.4777, 1.4872, 1.4875, 1.4736, 1.4773, 1.488, 1.4796, 1.483, 1.4805000000000001, 1.4837, 1.4773, 1.491, 1.4761, 1.4824, 1.4767000000000001, 1.4718, 1.4887000000000001, 1.476, 1.4795, 1.4674, 1.4809999999999999, 1.49, 1.4811, 1.4741, 1.4684, 1.4863, 1.4699, 1.4665, 1.4577, 1.4852, 1.4776, 1.4705, 1.4617, 1.4691, 1.4705, 1.4794, 1.476, 1.4817, 1.4653, 1.4639, 1.4806, 1.4766, 1.4691, 1.4793, 1.4678, 1.475, 1.4716, 1.4663, 1.4693, 1.4735, 1.4784000000000002, 1.4716, 1.4619, 1.4704000000000002, 1.4796, 1.4783, 1.4711, 1.4638, 1.4655, 1.4595, 1.4673, 1.4682, 1.4749, 1.4524, 1.4649, 1.458, 1.4653, 1.4766, 1.4627, 1.4746000000000001, 1.4701, 1.4714, 1.4657, 1.4634, 1.4654, 1.4651, 1.4647000000000001, 1.4685000000000001, 1.4768, 1.47, 1.4727999999999999, 1.4801, 1.4647000000000001, 1.4687000000000001, 1.4618, 1.4551, 1.4703, 1.4583, 1.4737, 1.477, 1.4586999999999999, 1.4586999999999999, 1.468, 1.4589, 1.4661, 1.4504000000000001, 1.4472, 1.467, 1.4575, 1.4558, 1.4492, 1.4552, 1.4646, 1.4627, 1.4544000000000001, 1.4598, 1.4671, 1.4576, 1.4607, 1.4689, 1.451, 1.4459, 1.4543, 1.4457, 1.4578, 1.4534, 1.462, 1.464, 1.4558, 1.4746000000000001, 1.4608, 1.4552, 1.4459, 1.4538, 1.4621, 1.4639, 1.4555, 1.4574, 1.4561, 1.4475, 1.4421, 1.4492, 1.468, 1.4536, 1.4538, 1.4647000000000001, 1.4547, 1.4507, 1.4644, 1.4516, 1.4417, 1.4488, 1.4614, 1.4508, 1.4504000000000001, 1.4437, 1.4503, 1.456, 1.4557, 1.4514, 1.4441, 1.4497, 1.4647000000000001, 1.4527, 1.4432, 1.4485999999999999, 1.4461, 1.4458, 1.4462000000000002, 1.4523000000000001, 1.453, 1.4467, 1.4449, 1.4375, 1.4475, 1.4335, 1.4456, 1.4434, 1.4475, 1.4456, 1.4445000000000001, 1.4565000000000001, 1.4396, 1.4454, 1.4381, 1.4529, 1.448, 1.4328, 1.448, 1.4541, 1.4476, 1.4489, 1.4618, 1.4398, 1.4411, 1.4441, 1.4395, 1.4371, 1.4468, 1.4403000000000001, 1.4377, 1.4597, 1.4503, 1.4433, 1.4418, 1.445, 1.4398, 1.4406, 1.4306, 1.446, 1.4414, 1.4427, 1.4269, 1.4273, 1.4398, 1.4393, 1.4275, 1.4423, 1.4364, 1.4414, 1.4501, 1.4437, 1.4224, 1.4348, 1.4394, 1.4336, 1.4445999999999999, 1.4356, 1.4399, 1.4292, 1.4266, 1.4426, 1.4315, 1.4309, 1.4369, 1.4459, 1.4316, 1.432, 1.4253, 1.4421, 1.4383, 1.4369, 1.443, 1.4279, 1.4255, 1.433, 1.4421, 1.4499, 1.4263, 1.4236, 1.441, 1.4418, 1.4189, 1.4225, 1.427, 1.4288, 1.4174, 1.4329, 1.4336, 1.4388, 1.4281000000000001, 1.4196, 1.4283000000000001, 1.4332, 1.4292, 1.4226, 1.4364, 1.4235, 1.4254, 1.4348, 1.4257, 1.4319, 1.4242, 1.4264000000000001, 1.427, 1.4261, 1.4274, 1.4225, 1.4236, 1.4243000000000001, 1.4178, 1.4243999999999999, 1.4273, 1.4276, 1.425, 1.4162, 1.4085, 1.4235, 1.426, 1.4236, 1.4346, 1.4163000000000001, 1.427, 1.4308, 1.4172, 1.4327, 1.437, 1.421, 1.4336, 1.4263, 1.4289, 1.4185, 1.4224, 1.4195, 1.4169, 1.4122, 1.4241000000000001, 1.4257, 1.4324, 1.4189, 1.4134, 1.4238, 1.4123, 1.4131, 1.4179, 1.4139, 1.4309, 1.4202, 1.4096, 1.4156, 1.4273, 1.42, 1.419, 1.4246, 1.4296, 1.4141, 1.426, 1.4242, 1.4317, 1.4178, 1.4106, 1.4157, 1.4140000000000001, 1.4123, 1.4141, 1.4296, 1.4074, 1.4068, 1.4139, 1.4258, 1.4275, 1.4266, 1.4043, 1.4095, 1.4199, 1.4112, 1.411, 1.4181, 1.4036, 1.4165, 1.4157, 1.4258, 1.4104, 1.4068, 1.4088, 1.4253, 1.4201000000000001, 1.4153, 1.4145, 1.4058, 1.4129, 1.3999000000000001, 1.4136, 1.418, 1.3983, 1.4243000000000001, 1.4031, 1.4128, 1.4104, 1.3994, 1.4002, 1.4071, 1.3979, 1.4067, 1.4121000000000001, 1.4007, 1.4051, 1.3998, 1.4020000000000001, 1.4112, 1.4155, 1.4048, 1.4107, 1.4015, 1.4005, 1.4099, 1.3981, 1.4044, 1.4102999999999999, 1.4028, 1.3967, 1.4172, 1.4028, 1.4035, 1.4115, 1.4128, 1.3945, 1.3949, 1.4021, 1.4071, 1.4107, 1.3958, 1.4203000000000001, 1.4100000000000001, 1.4073, 1.4093, 1.4112, 1.3969, 1.4068, 1.4025, 1.4085, 1.4004, 1.3999000000000001, 1.4, 1.3927, 1.4053, 1.3966, 1.3804, 1.4008, 1.4011, 1.4068, 1.4059, 1.4002, 1.4019, 1.4028, 1.3993, 1.3996, 1.4043, 1.4078, 1.3996, 1.3994, 1.3899, 1.3915, 1.3932, 1.4088, 1.3854, 1.3995, 1.3955, 1.4035, 1.3868, 1.3891, 1.3975, 1.3937, 1.4002, 1.4023, 1.4124, 1.3899, 1.393, 1.3891, 1.3943, 1.3819, 1.395, 1.3971, 1.3918, 1.401, 1.3783, 1.3959000000000001, 1.3907, 1.3914, 1.3918, 1.3777, 1.3793, 1.3961000000000001, 1.3891, 1.3831, 1.3866, 1.3961000000000001, 1.3891, 1.375, 1.3786, 1.3825, 1.3741, 1.3948, 1.388, 1.3855, 1.3860999999999999, 1.3949, 1.3900000000000001, 1.3827, 1.3773, 1.3845, 1.3946, 1.3823, 1.377, 1.3842, 1.3839000000000001, 1.3694, 1.3808, 1.3926, 1.3834, 1.3860000000000001, 1.3794, 1.3759000000000001, 1.388, 1.3761, 1.3866, 1.3835, 1.3780000000000001, 1.3784, 1.3927, 1.3864, 1.3860000000000001, 1.3788, 1.3707, 1.3688, 1.3727, 1.3761, 1.3775, 1.3772, 1.3652, 1.3798, 1.379, 1.3702, 1.365, 1.369, 1.3969, 1.3779, 1.3796, 1.3797000000000001, 1.3757000000000001, 1.3746, 1.3759000000000001, 1.3638, 1.3832, 1.379, 1.3694, 1.3698000000000001, 1.3798, 1.3824, 1.3780999999999999, 1.3780000000000001, 1.3735, 1.3645, 1.387, 1.3751, 1.3807, 1.3780999999999999, 1.3763, 1.3676, 1.3703, 1.3836, 1.3748, 1.3646, 1.3874, 1.3635, 1.3712, 1.373, 1.3780000000000001, 1.3719999999999999, 1.3841, 1.3825, 1.3811, 1.37, 1.3668, 1.3691, 1.3772, 1.3675, 1.3739, 1.3572, 1.3754, 1.3654, 1.3652, 1.373, 1.3841, 1.3595000000000002, 1.367, 1.3702, 1.3707, 1.3656000000000001, 1.3808, 1.3641, 1.3663, 1.3672, 1.3626, 1.3692, 1.3803, 1.3755, 1.3726, 1.3691, 1.3659, 1.3664, 1.3668, 1.3751, 1.3743, 1.3634, 1.3559, 1.3654, 1.3643, 1.3557000000000001, 1.3618000000000001, 1.367, 1.3672, 1.3629, 1.3636, 1.3646, 1.3581, 1.3597000000000001, 1.3571, 1.3767, 1.3722, 1.3621, 1.357, 1.3701, 1.3566, 1.3705, 1.3597000000000001, 1.3713, 1.3763, 1.3662, 1.3618000000000001, 1.366, 1.37, 1.3671, 1.3631, 1.3664, 1.3647, 1.3509, 1.3613, 1.3708, 1.3521, 1.3668, 1.3668, 1.353, 1.3575, 1.358, 1.3632, 1.3578000000000001, 1.3506, 1.3577, 1.3575, 1.3581, 1.357, 1.3578000000000001, 1.3503, 1.3621, 1.3604, 1.359, 1.3771, 1.3578000000000001, 1.3601, 1.3586, 1.3545, 1.3452, 1.3501, 1.3568, 1.3667, 1.3636, 1.3585, 1.3552, 1.3517000000000001, 1.3477999999999999, 1.3516, 1.3541, 1.3551, 1.359, 1.3485, 1.3409, 1.3536000000000001, 1.3572, 1.3559, 1.3642, 1.3652, 1.361, 1.3511, 1.3614, 1.3533, 1.3564, 1.345, 1.3464, 1.3601, 1.3547, 1.3582, 1.3534, 1.3396, 1.3508, 1.3511, 1.3571, 1.3538000000000001, 1.3447, 1.3467, 1.3417, 1.346, 1.344, 1.3515000000000001, 1.3618000000000001, 1.3459, 1.3507, 1.3528, 1.3498, 1.3529, 1.3504, 1.3506, 1.3471, 1.3551, 1.3549, 1.3472, 1.3395000000000001, 1.3591, 1.3509, 1.3443, 1.3603, 1.3436, 1.3421, 1.3551, 1.3581, 1.3474, 1.3456000000000001, 1.3512, 1.3494000000000002, 1.3323, 1.3456000000000001, 1.3429, 1.3494000000000002, 1.3479, 1.3486, 1.3491, 1.3462, 1.3477000000000001, 1.3465, 1.3472, 1.3523, 1.3461, 1.3461, 1.3466, 1.3501, 1.3525, 1.3393, 1.3412, 1.3463, 1.3364, 1.3401, 1.3501, 1.3375, 1.3514, 1.3331, 1.3456000000000001, 1.3397000000000001, 1.3495, 1.337, 1.3484, 1.3352, 1.3477000000000001, 1.3466, 1.3371, 1.3526, 1.3368, 1.3502, 1.3446, 1.3531, 1.3437000000000001, 1.3506, 1.3396, 1.3549, 1.3492, 1.3498, 1.3447, 1.3409, 1.3428, 1.341, 1.3304, 1.3499, 1.3352, 1.3362, 1.3503, 1.3452, 1.3399, 1.3465, 1.3435000000000001, 1.3437000000000001, 1.3381, 1.3415, 1.3447, 1.3381, 1.3408, 1.3424, 1.3417, 1.3431, 1.3382, 1.3343, 1.3464, 1.3378, 1.3455, 1.3371, 1.3374000000000001, 1.3382, 1.3436, 1.3405, 1.3298, 1.3321, 1.3368, 1.3388, 1.3348, 1.3473, 1.3361, 1.3396, 1.3264, 1.3346, 1.3415, 1.3327, 1.3395000000000001, 1.3383, 1.3418, 1.3266, 1.346, 1.3316, 1.334, 1.3275000000000001, 1.3259, 1.334, 1.3437000000000001, 1.3255, 1.3243, 1.3374000000000001, 1.3235999999999999, 1.3267, 1.329, 1.3338, 1.3339, 1.3229, 1.3332, 1.3309, 1.3393, 1.3255, 1.3316, 1.3307, 1.3238, 1.3271, 1.3326, 1.3344, 1.3328, 1.3275000000000001, 1.33, 1.3317, 1.336, 1.3303, 1.3353000000000002, 1.3191, 1.3381, 1.3213, 1.3411, 1.3401, 1.3324, 1.3351, 1.3283, 1.3221, 1.338, 1.3342, 1.3353000000000002, 1.3423, 1.3436, 1.3203, 1.3413, 1.3269, 1.3249, 1.3176, 1.3226, 1.329, 1.3336000000000001, 1.3308, 1.3268, 1.3149, 1.3322, 1.3207, 1.3294000000000001, 1.3317, 1.3212000000000002, 1.328, 1.3315000000000001, 1.3311, 1.3252, 1.3288, 1.3344, 1.3368, 1.3204, 1.3299, 1.3284, 1.3319, 1.3274, 1.3265, 1.3263, 1.3355000000000001, 1.3206, 1.3317, 1.3282, 1.3227, 1.327, 1.3195999999999999, 1.3497, 1.3402, 1.3344, 1.3278, 1.3247, 1.3366, 1.3247, 1.3243, 1.3274, 1.3312, 1.3387, 1.3341, 1.3356, 1.3261, 1.3243, 1.3181, 1.3265, 1.3207, 1.3251, 1.3292, 1.3304, 1.3353000000000002, 1.329, 1.3176, 1.3152, 1.3272, 1.3272, null ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "white", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "#C8D4E3", "linecolor": "#C8D4E3", "minorgridcolor": "#C8D4E3", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "#C8D4E3", "linecolor": "#C8D4E3", "minorgridcolor": "#C8D4E3", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "white", "showlakes": true, "showland": true, "subunitcolor": "#C8D4E3" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "white", "polar": { "angularaxis": { "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "" }, "bgcolor": "white", "radialaxis": { "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" }, "yaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" }, "zaxis": { "backgroundcolor": "white", "gridcolor": "#DFE8F3", "gridwidth": 2, "linecolor": "#EBF0F8", "showbackground": true, "ticks": "", "zerolinecolor": "#EBF0F8" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" }, "baxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" }, "bgcolor": "white", "caxis": { "gridcolor": "#DFE8F3", "linecolor": "#A2B1C6", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "#EBF0F8", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "#EBF0F8", "linecolor": "#EBF0F8", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "#EBF0F8", "zerolinewidth": 2 } } }, "title": { "text": "Loss Curve for BERT-base (bookcorpus)" }, "xaxis": { "title": { "text": "Epochs" } }, "yaxis": { "title": { "text": "Loss" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import plotly.graph_objs as go\n", "\n", "df = pd.read_json(\"trainer_state.json\")\n", "\n", "df['loss_curve'] = df.log_history[:-1].apply(lambda d: d[\"loss\"])\n", "df['epoch'] = df.log_history[:-1].apply(lambda d: d[\"epoch\"])\n", "\n", "df = df[['epoch', 'loss_curve']]\n", "\n", "trace = go.Scatter(x=df['epoch'], y=df['loss_curve'], \n", " mode='lines', name='Loss', line=dict(color='blue', width=2))\n", "\n", "layout = go.Layout(title=f'Loss Curve for BERT-base (bookcorpus)', \n", " xaxis=dict(title='Epochs'), \n", " yaxis=dict(title='Loss'), \n", " template='plotly_white')\n", "\n", "fig = go.Figure(data=[trace], layout=layout)\n", "fig.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }