chn/SiC-2nd-paper
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
540e68bedbcfff94f7780e374332b0f0ea5b391c
SiC-2nd-paper/画图/声子不连续/plot.ipynb

13605 lines
347 KiBLFS
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
{
"cells": [
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/home/chn/repo/SiC-2nd-paper'"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from scipy.optimize import curve_fit\n",
"import matplotlib.pyplot as plt\n",
"import plotly.graph_objects as go\n",
"plt.rcParams['text.usetex'] = True\n",
"plt.rcParams['font.family'] = 'Arial'\n",
"plt.rcParams['lines.solid_capstyle'] = 'butt'\n",
"# get current working directory\n",
"import os\n",
"os.getcwd()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
" <th>91</th>\n",
" <th>92</th>\n",
" <th>93</th>\n",
" <th>94</th>\n",
" <th>95</th>\n",
" <th>96</th>\n",
" <th>97</th>\n",
" <th>98</th>\n",
" <th>99</th>\n",
" <th>100</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3.315892</td>\n",
" <td>3.285844</td>\n",
" <td>3.255710</td>\n",
" <td>3.225489</td>\n",
" <td>3.195182</td>\n",
" <td>3.164790</td>\n",
" <td>3.134312</td>\n",
" <td>3.103751</td>\n",
" <td>3.073106</td>\n",
" <td>3.042378</td>\n",
" <td>...</td>\n",
" <td>0.313400</td>\n",
" <td>0.278614</td>\n",
" <td>0.243821</td>\n",
" <td>0.209024</td>\n",
" <td>0.174224</td>\n",
" <td>0.139427</td>\n",
" <td>0.104640</td>\n",
" <td>0.069889</td>\n",
" <td>0.035285</td>\n",
" <td>-0.000715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3.315892</td>\n",
" <td>3.285844</td>\n",
" <td>3.255710</td>\n",
" <td>3.225489</td>\n",
" <td>3.195182</td>\n",
" <td>3.164790</td>\n",
" <td>3.134312</td>\n",
" <td>3.103751</td>\n",
" <td>3.073106</td>\n",
" <td>3.042378</td>\n",
" <td>...</td>\n",
" <td>0.313400</td>\n",
" <td>0.278614</td>\n",
" <td>0.243821</td>\n",
" <td>0.209024</td>\n",
" <td>0.174224</td>\n",
" <td>0.139427</td>\n",
" <td>0.104640</td>\n",
" <td>0.069889</td>\n",
" <td>0.035285</td>\n",
" <td>0.005641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3.315892</td>\n",
" <td>3.345851</td>\n",
" <td>3.375723</td>\n",
" <td>3.405505</td>\n",
" <td>3.435198</td>\n",
" <td>3.464802</td>\n",
" <td>3.494314</td>\n",
" <td>3.523736</td>\n",
" <td>3.553066</td>\n",
" <td>3.582305</td>\n",
" <td>...</td>\n",
" <td>0.575333</td>\n",
" <td>0.511424</td>\n",
" <td>0.447509</td>\n",
" <td>0.383589</td>\n",
" <td>0.319664</td>\n",
" <td>0.255735</td>\n",
" <td>0.191803</td>\n",
" <td>0.127869</td>\n",
" <td>0.063932</td>\n",
" <td>0.005641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.315892</td>\n",
" <td>3.345851</td>\n",
" <td>3.375723</td>\n",
" <td>3.405505</td>\n",
" <td>3.435198</td>\n",
" <td>3.464802</td>\n",
" <td>3.494314</td>\n",
" <td>3.523736</td>\n",
" <td>3.553066</td>\n",
" <td>3.582305</td>\n",
" <td>...</td>\n",
" <td>5.611981</td>\n",
" <td>5.629415</td>\n",
" <td>5.646076</td>\n",
" <td>5.661766</td>\n",
" <td>5.676225</td>\n",
" <td>5.689106</td>\n",
" <td>5.699973</td>\n",
" <td>5.708309</td>\n",
" <td>5.713590</td>\n",
" <td>5.715403</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6.268801</td>\n",
" <td>6.208561</td>\n",
" <td>6.148247</td>\n",
" <td>6.087861</td>\n",
" <td>6.027403</td>\n",
" <td>5.966874</td>\n",
" <td>5.906275</td>\n",
" <td>5.845606</td>\n",
" <td>5.784867</td>\n",
" <td>5.724061</td>\n",
" <td>...</td>\n",
" <td>5.611981</td>\n",
" <td>5.629415</td>\n",
" <td>5.646076</td>\n",
" <td>5.661766</td>\n",
" <td>5.676225</td>\n",
" <td>5.689106</td>\n",
" <td>5.699973</td>\n",
" <td>5.708309</td>\n",
" <td>5.713590</td>\n",
" <td>5.715403</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6.268801</td>\n",
" <td>6.328967</td>\n",
" <td>6.389058</td>\n",
" <td>6.449074</td>\n",
" <td>6.509013</td>\n",
" <td>6.568876</td>\n",
" <td>6.628661</td>\n",
" <td>6.688368</td>\n",
" <td>6.747996</td>\n",
" <td>6.807545</td>\n",
" <td>...</td>\n",
" <td>6.029727</td>\n",
" <td>6.014150</td>\n",
" <td>5.999128</td>\n",
" <td>5.984858</td>\n",
" <td>5.971602</td>\n",
" <td>5.959704</td>\n",
" <td>5.949603</td>\n",
" <td>5.941813</td>\n",
" <td>5.936860</td>\n",
" <td>5.935156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7.267957</td>\n",
" <td>7.258695</td>\n",
" <td>7.249335</td>\n",
" <td>7.239877</td>\n",
" <td>7.230321</td>\n",
" <td>7.220666</td>\n",
" <td>7.210913</td>\n",
" <td>7.201061</td>\n",
" <td>7.191110</td>\n",
" <td>7.181061</td>\n",
" <td>...</td>\n",
" <td>6.029727</td>\n",
" <td>6.014150</td>\n",
" <td>5.999128</td>\n",
" <td>5.984858</td>\n",
" <td>5.971602</td>\n",
" <td>5.959704</td>\n",
" <td>5.949603</td>\n",
" <td>5.941813</td>\n",
" <td>5.936860</td>\n",
" <td>5.935156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7.267957</td>\n",
" <td>7.258695</td>\n",
" <td>7.249335</td>\n",
" <td>7.239877</td>\n",
" <td>7.230321</td>\n",
" <td>7.220666</td>\n",
" <td>7.210913</td>\n",
" <td>7.201061</td>\n",
" <td>7.191110</td>\n",
" <td>7.181061</td>\n",
" <td>...</td>\n",
" <td>7.716936</td>\n",
" <td>7.717691</td>\n",
" <td>7.718356</td>\n",
" <td>7.718933</td>\n",
" <td>7.719421</td>\n",
" <td>7.719820</td>\n",
" <td>7.720130</td>\n",
" <td>7.720352</td>\n",
" <td>7.720485</td>\n",
" <td>7.720530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>7.267957</td>\n",
" <td>7.277121</td>\n",
" <td>7.286187</td>\n",
" <td>7.295156</td>\n",
" <td>7.304027</td>\n",
" <td>7.312801</td>\n",
" <td>7.321477</td>\n",
" <td>7.330057</td>\n",
" <td>7.338540</td>\n",
" <td>7.346925</td>\n",
" <td>...</td>\n",
" <td>7.716936</td>\n",
" <td>7.717691</td>\n",
" <td>7.718356</td>\n",
" <td>7.718933</td>\n",
" <td>7.719421</td>\n",
" <td>7.719820</td>\n",
" <td>7.720130</td>\n",
" <td>7.720352</td>\n",
" <td>7.720485</td>\n",
" <td>7.720530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>7.267957</td>\n",
" <td>7.277121</td>\n",
" <td>7.286187</td>\n",
" <td>7.295156</td>\n",
" <td>7.304027</td>\n",
" <td>7.312801</td>\n",
" <td>7.321477</td>\n",
" <td>7.330057</td>\n",
" <td>7.338540</td>\n",
" <td>7.346925</td>\n",
" <td>...</td>\n",
" <td>11.346087</td>\n",
" <td>11.395105</td>\n",
" <td>11.443537</td>\n",
" <td>11.491181</td>\n",
" <td>11.537699</td>\n",
" <td>11.582490</td>\n",
" <td>11.624421</td>\n",
" <td>11.661218</td>\n",
" <td>11.688365</td>\n",
" <td>11.698833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>15.975578</td>\n",
" <td>15.943193</td>\n",
" <td>15.910585</td>\n",
" <td>15.877757</td>\n",
" <td>15.844710</td>\n",
" <td>15.811444</td>\n",
" <td>15.777963</td>\n",
" <td>15.744266</td>\n",
" <td>15.710356</td>\n",
" <td>15.676234</td>\n",
" <td>...</td>\n",
" <td>12.266374</td>\n",
" <td>12.219682</td>\n",
" <td>12.173301</td>\n",
" <td>12.127435</td>\n",
" <td>12.082422</td>\n",
" <td>12.038862</td>\n",
" <td>11.997889</td>\n",
" <td>11.961776</td>\n",
" <td>11.935039</td>\n",
" <td>11.924707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>15.975578</td>\n",
" <td>16.007740</td>\n",
" <td>16.039676</td>\n",
" <td>16.071385</td>\n",
" <td>16.102866</td>\n",
" <td>16.134117</td>\n",
" <td>16.165136</td>\n",
" <td>16.195921</td>\n",
" <td>16.226472</td>\n",
" <td>16.256786</td>\n",
" <td>...</td>\n",
" <td>17.740794</td>\n",
" <td>17.744213</td>\n",
" <td>17.747230</td>\n",
" <td>17.749847</td>\n",
" <td>17.752062</td>\n",
" <td>17.753875</td>\n",
" <td>17.755285</td>\n",
" <td>17.756293</td>\n",
" <td>17.756898</td>\n",
" <td>17.757099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>22.511442</td>\n",
" <td>22.509556</td>\n",
" <td>22.507681</td>\n",
" <td>22.505818</td>\n",
" <td>22.503968</td>\n",
" <td>22.502131</td>\n",
" <td>22.500307</td>\n",
" <td>22.498495</td>\n",
" <td>22.496697</td>\n",
" <td>22.494913</td>\n",
" <td>...</td>\n",
" <td>22.408136</td>\n",
" <td>22.407940</td>\n",
" <td>22.407768</td>\n",
" <td>22.407618</td>\n",
" <td>22.407491</td>\n",
" <td>22.407388</td>\n",
" <td>22.407307</td>\n",
" <td>22.407250</td>\n",
" <td>22.407215</td>\n",
" <td>22.407204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>22.511442</td>\n",
" <td>22.509556</td>\n",
" <td>22.507681</td>\n",
" <td>22.505818</td>\n",
" <td>22.503968</td>\n",
" <td>22.502131</td>\n",
" <td>22.500307</td>\n",
" <td>22.498495</td>\n",
" <td>22.496697</td>\n",
" <td>22.494913</td>\n",
" <td>...</td>\n",
" <td>22.408136</td>\n",
" <td>22.407940</td>\n",
" <td>22.407768</td>\n",
" <td>22.407618</td>\n",
" <td>22.407491</td>\n",
" <td>22.407388</td>\n",
" <td>22.407307</td>\n",
" <td>22.407250</td>\n",
" <td>22.407215</td>\n",
" <td>22.407204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>22.511442</td>\n",
" <td>22.513341</td>\n",
" <td>22.515252</td>\n",
" <td>22.517175</td>\n",
" <td>22.519108</td>\n",
" <td>22.521053</td>\n",
" <td>22.523009</td>\n",
" <td>22.524976</td>\n",
" <td>22.526954</td>\n",
" <td>22.528942</td>\n",
" <td>...</td>\n",
" <td>22.684286</td>\n",
" <td>22.684956</td>\n",
" <td>22.685550</td>\n",
" <td>22.686068</td>\n",
" <td>22.686509</td>\n",
" <td>22.686871</td>\n",
" <td>22.687154</td>\n",
" <td>22.687356</td>\n",
" <td>22.687478</td>\n",
" <td>22.687518</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>22.511442</td>\n",
" <td>22.513341</td>\n",
" <td>22.515252</td>\n",
" <td>22.517175</td>\n",
" <td>22.519108</td>\n",
" <td>22.521053</td>\n",
" <td>22.523009</td>\n",
" <td>22.524976</td>\n",
" <td>22.526954</td>\n",
" <td>22.528942</td>\n",
" <td>...</td>\n",
" <td>22.684286</td>\n",
" <td>22.684956</td>\n",
" <td>22.685550</td>\n",
" <td>22.686068</td>\n",
" <td>22.686509</td>\n",
" <td>22.686871</td>\n",
" <td>22.687154</td>\n",
" <td>22.687356</td>\n",
" <td>22.687478</td>\n",
" <td>22.687518</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>23.155348</td>\n",
" <td>23.152765</td>\n",
" <td>23.150167</td>\n",
" <td>23.147555</td>\n",
" <td>23.144929</td>\n",
" <td>23.142290</td>\n",
" <td>23.139637</td>\n",
" <td>23.136972</td>\n",
" <td>23.134295</td>\n",
" <td>23.131605</td>\n",
" <td>...</td>\n",
" <td>22.933610</td>\n",
" <td>22.932825</td>\n",
" <td>22.932128</td>\n",
" <td>22.931521</td>\n",
" <td>22.931005</td>\n",
" <td>22.930582</td>\n",
" <td>22.930251</td>\n",
" <td>22.930015</td>\n",
" <td>22.929873</td>\n",
" <td>22.929825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>23.155348</td>\n",
" <td>23.152765</td>\n",
" <td>23.150167</td>\n",
" <td>23.147555</td>\n",
" <td>23.144929</td>\n",
" <td>23.142290</td>\n",
" <td>23.139637</td>\n",
" <td>23.136972</td>\n",
" <td>23.134295</td>\n",
" <td>23.131605</td>\n",
" <td>...</td>\n",
" <td>22.933610</td>\n",
" <td>22.932825</td>\n",
" <td>22.932128</td>\n",
" <td>22.931521</td>\n",
" <td>22.931005</td>\n",
" <td>22.930582</td>\n",
" <td>22.930251</td>\n",
" <td>22.930015</td>\n",
" <td>22.929873</td>\n",
" <td>22.929825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>23.155348</td>\n",
" <td>23.157917</td>\n",
" <td>23.160470</td>\n",
" <td>23.163007</td>\n",
" <td>23.165529</td>\n",
" <td>23.168034</td>\n",
" <td>23.170522</td>\n",
" <td>23.172994</td>\n",
" <td>23.175448</td>\n",
" <td>23.177885</td>\n",
" <td>...</td>\n",
" <td>23.295883</td>\n",
" <td>23.296144</td>\n",
" <td>23.296376</td>\n",
" <td>23.296576</td>\n",
" <td>23.296745</td>\n",
" <td>23.296884</td>\n",
" <td>23.296992</td>\n",
" <td>23.297069</td>\n",
" <td>23.297115</td>\n",
" <td>23.297131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>23.155348</td>\n",
" <td>23.157917</td>\n",
" <td>23.160470</td>\n",
" <td>23.163007</td>\n",
" <td>23.165529</td>\n",
" <td>23.168034</td>\n",
" <td>23.170522</td>\n",
" <td>23.172994</td>\n",
" <td>23.175448</td>\n",
" <td>23.177885</td>\n",
" <td>...</td>\n",
" <td>23.295883</td>\n",
" <td>23.296144</td>\n",
" <td>23.296376</td>\n",
" <td>23.296576</td>\n",
" <td>23.296745</td>\n",
" <td>23.296884</td>\n",
" <td>23.296992</td>\n",
" <td>23.297069</td>\n",
" <td>23.297115</td>\n",
" <td>23.297131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>25.265869</td>\n",
" <td>25.251738</td>\n",
" <td>25.237647</td>\n",
" <td>25.223598</td>\n",
" <td>25.209593</td>\n",
" <td>25.195634</td>\n",
" <td>25.181723</td>\n",
" <td>25.167861</td>\n",
" <td>25.154049</td>\n",
" <td>25.140290</td>\n",
" <td>...</td>\n",
" <td>24.395040</td>\n",
" <td>24.393147</td>\n",
" <td>24.391475</td>\n",
" <td>24.390025</td>\n",
" <td>24.388797</td>\n",
" <td>24.387791</td>\n",
" <td>24.387009</td>\n",
" <td>24.386450</td>\n",
" <td>24.386115</td>\n",
" <td>24.386003</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>25.265869</td>\n",
" <td>25.280040</td>\n",
" <td>25.294247</td>\n",
" <td>25.308491</td>\n",
" <td>25.322768</td>\n",
" <td>25.337078</td>\n",
" <td>25.351420</td>\n",
" <td>25.365790</td>\n",
" <td>25.380189</td>\n",
" <td>25.394614</td>\n",
" <td>...</td>\n",
" <td>26.523539</td>\n",
" <td>26.532317</td>\n",
" <td>26.540438</td>\n",
" <td>26.547805</td>\n",
" <td>26.554314</td>\n",
" <td>26.559853</td>\n",
" <td>26.564308</td>\n",
" <td>26.567578</td>\n",
" <td>26.569578</td>\n",
" <td>26.570251</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>27.691716</td>\n",
" <td>27.685148</td>\n",
" <td>27.678514</td>\n",
" <td>27.671812</td>\n",
" <td>27.665044</td>\n",
" <td>27.658207</td>\n",
" <td>27.651304</td>\n",
" <td>27.644334</td>\n",
" <td>27.637297</td>\n",
" <td>27.630193</td>\n",
" <td>...</td>\n",
" <td>26.866753</td>\n",
" <td>26.858804</td>\n",
" <td>26.851415</td>\n",
" <td>26.844681</td>\n",
" <td>26.838709</td>\n",
" <td>26.833610</td>\n",
" <td>26.829496</td>\n",
" <td>26.826470</td>\n",
" <td>26.824617</td>\n",
" <td>26.823993</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>27.691716</td>\n",
" <td>27.698215</td>\n",
" <td>27.704648</td>\n",
" <td>27.711013</td>\n",
" <td>27.717311</td>\n",
" <td>27.723541</td>\n",
" <td>27.729704</td>\n",
" <td>27.735800</td>\n",
" <td>27.741828</td>\n",
" <td>27.747789</td>\n",
" <td>...</td>\n",
" <td>28.011504</td>\n",
" <td>28.012041</td>\n",
" <td>28.012515</td>\n",
" <td>28.012926</td>\n",
" <td>28.013274</td>\n",
" <td>28.013558</td>\n",
" <td>28.013780</td>\n",
" <td>28.013938</td>\n",
" <td>28.014033</td>\n",
" <td>28.014064</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>24 rows × 101 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 \\\n",
"0 3.315892 3.285844 3.255710 3.225489 3.195182 3.164790 \n",
"1 3.315892 3.285844 3.255710 3.225489 3.195182 3.164790 \n",
"2 3.315892 3.345851 3.375723 3.405505 3.435198 3.464802 \n",
"3 3.315892 3.345851 3.375723 3.405505 3.435198 3.464802 \n",
"4 6.268801 6.208561 6.148247 6.087861 6.027403 5.966874 \n",
"5 6.268801 6.328967 6.389058 6.449074 6.509013 6.568876 \n",
"6 7.267957 7.258695 7.249335 7.239877 7.230321 7.220666 \n",
"7 7.267957 7.258695 7.249335 7.239877 7.230321 7.220666 \n",
"8 7.267957 7.277121 7.286187 7.295156 7.304027 7.312801 \n",
"9 7.267957 7.277121 7.286187 7.295156 7.304027 7.312801 \n",
"10 15.975578 15.943193 15.910585 15.877757 15.844710 15.811444 \n",
"11 15.975578 16.007740 16.039676 16.071385 16.102866 16.134117 \n",
"12 22.511442 22.509556 22.507681 22.505818 22.503968 22.502131 \n",
"13 22.511442 22.509556 22.507681 22.505818 22.503968 22.502131 \n",
"14 22.511442 22.513341 22.515252 22.517175 22.519108 22.521053 \n",
"15 22.511442 22.513341 22.515252 22.517175 22.519108 22.521053 \n",
"16 23.155348 23.152765 23.150167 23.147555 23.144929 23.142290 \n",
"17 23.155348 23.152765 23.150167 23.147555 23.144929 23.142290 \n",
"18 23.155348 23.157917 23.160470 23.163007 23.165529 23.168034 \n",
"19 23.155348 23.157917 23.160470 23.163007 23.165529 23.168034 \n",
"20 25.265869 25.251738 25.237647 25.223598 25.209593 25.195634 \n",
"21 25.265869 25.280040 25.294247 25.308491 25.322768 25.337078 \n",
"22 27.691716 27.685148 27.678514 27.671812 27.665044 27.658207 \n",
"23 27.691716 27.698215 27.704648 27.711013 27.717311 27.723541 \n",
"\n",
" 6 7 8 9 ... 91 92 \\\n",
"0 3.134312 3.103751 3.073106 3.042378 ... 0.313400 0.278614 \n",
"1 3.134312 3.103751 3.073106 3.042378 ... 0.313400 0.278614 \n",
"2 3.494314 3.523736 3.553066 3.582305 ... 0.575333 0.511424 \n",
"3 3.494314 3.523736 3.553066 3.582305 ... 5.611981 5.629415 \n",
"4 5.906275 5.845606 5.784867 5.724061 ... 5.611981 5.629415 \n",
"5 6.628661 6.688368 6.747996 6.807545 ... 6.029727 6.014150 \n",
"6 7.210913 7.201061 7.191110 7.181061 ... 6.029727 6.014150 \n",
"7 7.210913 7.201061 7.191110 7.181061 ... 7.716936 7.717691 \n",
"8 7.321477 7.330057 7.338540 7.346925 ... 7.716936 7.717691 \n",
"9 7.321477 7.330057 7.338540 7.346925 ... 11.346087 11.395105 \n",
"10 15.777963 15.744266 15.710356 15.676234 ... 12.266374 12.219682 \n",
"11 16.165136 16.195921 16.226472 16.256786 ... 17.740794 17.744213 \n",
"12 22.500307 22.498495 22.496697 22.494913 ... 22.408136 22.407940 \n",
"13 22.500307 22.498495 22.496697 22.494913 ... 22.408136 22.407940 \n",
"14 22.523009 22.524976 22.526954 22.528942 ... 22.684286 22.684956 \n",
"15 22.523009 22.524976 22.526954 22.528942 ... 22.684286 22.684956 \n",
"16 23.139637 23.136972 23.134295 23.131605 ... 22.933610 22.932825 \n",
"17 23.139637 23.136972 23.134295 23.131605 ... 22.933610 22.932825 \n",
"18 23.170522 23.172994 23.175448 23.177885 ... 23.295883 23.296144 \n",
"19 23.170522 23.172994 23.175448 23.177885 ... 23.295883 23.296144 \n",
"20 25.181723 25.167861 25.154049 25.140290 ... 24.395040 24.393147 \n",
"21 25.351420 25.365790 25.380189 25.394614 ... 26.523539 26.532317 \n",
"22 27.651304 27.644334 27.637297 27.630193 ... 26.866753 26.858804 \n",
"23 27.729704 27.735800 27.741828 27.747789 ... 28.011504 28.012041 \n",
"\n",
" 93 94 95 96 97 98 \\\n",
"0 0.243821 0.209024 0.174224 0.139427 0.104640 0.069889 \n",
"1 0.243821 0.209024 0.174224 0.139427 0.104640 0.069889 \n",
"2 0.447509 0.383589 0.319664 0.255735 0.191803 0.127869 \n",
"3 5.646076 5.661766 5.676225 5.689106 5.699973 5.708309 \n",
"4 5.646076 5.661766 5.676225 5.689106 5.699973 5.708309 \n",
"5 5.999128 5.984858 5.971602 5.959704 5.949603 5.941813 \n",
"6 5.999128 5.984858 5.971602 5.959704 5.949603 5.941813 \n",
"7 7.718356 7.718933 7.719421 7.719820 7.720130 7.720352 \n",
"8 7.718356 7.718933 7.719421 7.719820 7.720130 7.720352 \n",
"9 11.443537 11.491181 11.537699 11.582490 11.624421 11.661218 \n",
"10 12.173301 12.127435 12.082422 12.038862 11.997889 11.961776 \n",
"11 17.747230 17.749847 17.752062 17.753875 17.755285 17.756293 \n",
"12 22.407768 22.407618 22.407491 22.407388 22.407307 22.407250 \n",
"13 22.407768 22.407618 22.407491 22.407388 22.407307 22.407250 \n",
"14 22.685550 22.686068 22.686509 22.686871 22.687154 22.687356 \n",
"15 22.685550 22.686068 22.686509 22.686871 22.687154 22.687356 \n",
"16 22.932128 22.931521 22.931005 22.930582 22.930251 22.930015 \n",
"17 22.932128 22.931521 22.931005 22.930582 22.930251 22.930015 \n",
"18 23.296376 23.296576 23.296745 23.296884 23.296992 23.297069 \n",
"19 23.296376 23.296576 23.296745 23.296884 23.296992 23.297069 \n",
"20 24.391475 24.390025 24.388797 24.387791 24.387009 24.386450 \n",
"21 26.540438 26.547805 26.554314 26.559853 26.564308 26.567578 \n",
"22 26.851415 26.844681 26.838709 26.833610 26.829496 26.826470 \n",
"23 28.012515 28.012926 28.013274 28.013558 28.013780 28.013938 \n",
"\n",
" 99 100 \n",
"0 0.035285 -0.000715 \n",
"1 0.035285 0.005641 \n",
"2 0.063932 0.005641 \n",
"3 5.713590 5.715403 \n",
"4 5.713590 5.715403 \n",
"5 5.936860 5.935156 \n",
"6 5.936860 5.935156 \n",
"7 7.720485 7.720530 \n",
"8 7.720485 7.720530 \n",
"9 11.688365 11.698833 \n",
"10 11.935039 11.924707 \n",
"11 17.756898 17.757099 \n",
"12 22.407215 22.407204 \n",
"13 22.407215 22.407204 \n",
"14 22.687478 22.687518 \n",
"15 22.687478 22.687518 \n",
"16 22.929873 22.929825 \n",
"17 22.929873 22.929825 \n",
"18 23.297115 23.297131 \n",
"19 23.297115 23.297131 \n",
"20 24.386115 24.386003 \n",
"21 26.569578 26.570251 \n",
"22 26.824617 26.823993 \n",
"23 28.014033 28.014064 \n",
"\n",
"[24 rows x 101 columns]"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel('../SiC-2nd/5/5.1/5.1.2/data.ods', engine='odf', header=None, sheet_name='A-Gamma')\n",
"data1 = df.to_numpy()\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"mode": "lines",
"name": "0",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
3.31589181598184,
3.28584449240658,
3.25571002282461,
3.22548898319787,
3.19518195654918,
3.16478953299761,
3.13431230979097,
3.10375089133498,
3.07310588921892,
3.04237792223833,
3.0115676164147,
2.98067560501175,
2.94970252854974,
2.91864903481547,
2.88751577887091,
2.85630342305777,
2.82501263700034,
2.79364409760526,
2.76219848905818,
2.73067650281857,
2.69907883761181,
2.66740619941796,
2.63565930145895,
2.60383886418289,
2.57194561524582,
2.53998028949131,
2.50794362892709,
2.47583638270009,
2.44365930706858,
2.41141316537195,
2.37909872799827,
2.34671677234977,
2.31426808280576,
2.28175345068328,
2.24917367419577,
2.21652955840938,
2.18382191519684,
2.15105156318976,
2.11821932772821,
2.08532604080848,
2.0523725410288,
2.01935967353265,
1.9862882899504,
1.95315924833921,
1.91997341311973,
1.88673165501267,
1.85343485097173,
1.82008388411614,
1.78667964366063,
1.7532230248431,
1.71971492885205,
1.68615626275153,
1.65254793940437,
1.61889087739395,
1.58518600094507,
1.55143423984332,
1.51763652935294,
1.48379381013426,
1.44990702815934,
1.41597713462777,
1.38200508588142,
1.34799184331939,
1.31393837331268,
1.27984564711893,
1.24571464079909,
1.21154633513362,
1.17734171554259,
1.14310177200758,
1.10882749899675,
1.07451989539577,
1.04017996444451,
1.00580871368288,
0.971407154905917,
0.936976304134856,
0.902517181604254,
0.868030811774894,
0.833518223375473,
0.798980449484939,
0.764418527672263,
0.729833500204084,
0.69522641435263,
0.660598322837633,
0.625950284458568,
0.591283364986847,
0.556598638442897,
0.521897188934879,
0.487180113332009,
0.452448525236953,
0.417703561003683,
0.382946389104446,
0.348178225195098,
0.313400357308537,
0.278614190017324,
0.243821326554455,
0.20902373309848,
0.174224100117856,
0.139426744971242,
0.104640314710371,
0.0698885522898649,
0.0352845805325831,
-0.000715441391090629
]
},
{
"mode": "lines",
"name": "1",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
3.31589181602399,
3.28584449244836,
3.255710022866,
3.22548898323887,
3.1951819565898,
3.16478953303784,
3.13431230983079,
3.10375089137443,
3.07310588925797,
3.04237792227699,
3.01156761645297,
2.98067560504962,
2.94970252858721,
2.91864903485254,
2.8875157789076,
2.85630342309405,
2.82501263703623,
2.79364409764076,
2.76219848909327,
2.73067650285326,
2.69907883764609,
2.66740619945184,
2.63565930149242,
2.60383886421595,
2.57194561527847,
2.53998028952357,
2.50794362895893,
2.47583638273152,
2.4436593070996,
2.41141316540255,
2.37909872802848,
2.34671677237957,
2.31426808283514,
2.28175345071223,
2.24917367422432,
2.21652955843751,
2.18382191522456,
2.15105156321706,
2.11821932775511,
2.08532604083494,
2.05237254105484,
2.01935967355829,
1.98628828997561,
1.953159248364,
1.91997341314409,
1.88673165503661,
1.85343485099525,
1.82008388413921,
1.78667964368329,
1.75322302486536,
1.71971492887386,
1.68615626277291,
1.65254793942533,
1.61889087741448,
1.58518600096518,
1.55143423986303,
1.5176365293722,
1.48379381015308,
1.44990702817773,
1.41597713464571,
1.38200508589894,
1.34799184333649,
1.31393837332933,
1.27984564713518,
1.24571464081488,
1.21154633514896,
1.17734171555753,
1.14310177202206,
1.1088274990108,
1.07451989540936,
1.04017996445766,
1.00580871369561,
0.971407154918229,
0.936976304146727,
0.902517181615685,
0.868030811785846,
0.833518223386027,
0.798980449495023,
0.764418527681919,
0.729833500213313,
0.695226414361436,
0.660598322845984,
0.625950284466446,
0.591283364994298,
0.556598638449934,
0.521897188941558,
0.487180113338108,
0.452448525242612,
0.417703561008975,
0.382946389109234,
0.348178225199499,
0.313400357312461,
0.278614190020858,
0.243821326557485,
0.209023733101108,
0.174224100120091,
0.139426744972893,
0.104640314711696,
0.0698885522914073,
0.0352845805339458,
0.00564057907556271
]
},
{
"mode": "lines",
"name": "2",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
3.31589181864585,
3.34585142731408,
3.3757227590733,
3.40550525889304,
3.43519837862454,
3.46480157694574,
3.4943143193028,
3.52373607784683,
3.55306633136623,
3.58230456521433,
3.61145027123188,
3.64050294766433,
3.66946209907381,
3.69832723624459,
3.72709787608324,
3.75577354151142,
3.78435376135241,
3.81283807020969,
3.84122600833767,
3.86951712150435,
3.89771096084474,
3.92580708270404,
3.95380504847112,
3.98170442440049,
4.0095047814218,
4.03720569493644,
4.06480674459985,
4.09230751408828,
4.11970759084859,
4.14700656582978,
4.17420403319447,
4.20129959000797,
4.22829283590395,
4.24609457735682,
4.18381632015621,
4.12148871839445,
4.05911251024807,
3.99668843442055,
3.93421723012862,
3.8716996370881,
3.80913639550047,
3.74652824603919,
3.68387592983639,
3.62118018846963,
3.5584417639487,
3.49566139870291,
3.43283983556822,
3.36997781777477,
3.30707608893446,
3.24413539302873,
3.181156474397,
3.11814007772418,
3.0550869480299,
2.99199783065653,
2.92887347125838,
2.86571461579071,
2.80252201049897,
2.73929640190821,
2.67603853681315,
2.61274916226748,
2.54942902557463,
2.48607887427774,
2.42269945615039,
2.35929151918704,
2.29585581159434,
2.23239308178229,
2.1689040783551,
2.10538955010323,
2.04185024599489,
1.9782869151677,
1.91470030692091,
1.85109117070722,
1.78746025612509,
1.72380831291127,
1.6601360909326,
1.59644434017844,
1.53273381075294,
1.4690052528667,
1.4052594168285,
1.34149705303686,
1.27771891197008,
1.21392574417571,
1.15011830025867,
1.08629733086652,
1.02246358667282,
0.958617818354191,
0.894760776561074,
0.830893211876615,
0.767015874758767,
0.70312951545222,
0.639234883849879,
0.57533272926741,
0.511423800049224,
0.447508842843227,
0.383588601150767,
0.319663812148748,
0.255735198740052,
0.191803445724093,
0.127869104479245,
0.0639319257396988,
0.00564057910958483
]
},
{
"mode": "lines",
"name": "3",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
3.31589181868801,
3.34585142735663,
3.37572275911623,
3.40550525893635,
3.43519837866824,
3.46480157698981,
3.49431431934724,
3.52373607789166,
3.55306633141144,
3.58230456525992,
3.61145027127784,
3.64050294771066,
3.66946209912052,
3.69832723629167,
3.7270978761307,
3.75577354155924,
3.78435376140061,
3.81283807025826,
3.84122600838659,
3.86951712155365,
3.8977109608944,
3.92580708275406,
3.95380504852151,
3.98170442445124,
4.00950478147292,
4.03720569498792,
4.06480674465168,
4.09230751414047,
4.11970759090114,
4.14700656588269,
4.17420403324774,
4.2012995900616,
4.22829283595793,
4.25518337272284,
4.28197080412186,
4.30865473515227,
4.3352347718015,
4.36171052049597,
4.38808158756041,
4.41434757862874,
4.44050809800145,
4.46656274794284,
4.49251112791129,
4.5183528337148,
4.54408745658248,
4.56971458214162,
4.59523378928824,
4.62064464893819,
4.64594672264207,
4.67113956104647,
4.6962227021807,
4.72119566954418,
4.74605796996656,
4.77080909120788,
4.79544849925986,
4.8199756353035,
4.84438991227035,
4.86869071094381,
4.8928773755277,
4.91694920859355,
4.94090546530183,
4.96474534677154,
4.98846799244802,
5.01207247128655,
5.0355577715319,
5.05892278882567,
5.08216631231388,
5.10528700835172,
5.128283401309,
5.15115385085813,
5.17389652497456,
5.19650936768148,
5.21899006031488,
5.24133597475496,
5.26354411663022,
5.28561105592725,
5.30753284166895,
5.32930489629291,
5.35092188396551,
5.37237754515696,
5.39366448717463,
5.41477391669161,
5.43569529517651,
5.45641589085931,
5.47692019048711,
5.49718911918146,
5.51719899507335,
5.53692011395128,
5.55631481353437,
5.57533480139067,
5.59391743852389,
5.61198054858819,
5.62941518076108,
5.64607564709021,
5.66176625684463,
5.67622493474467,
5.6891063174566,
5.69997250916478,
5.70830898737535,
5.7135900660066,
5.71540336980421
]
},
{
"mode": "lines",
"name": "4",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
6.2688006351613,
6.20856058288839,
6.14824721357379,
6.08786124035043,
6.0274033772885,
5.96687433938928,
5.90627484257849,
5.84560560369838,
5.78486734049974,
5.72406077163251,
5.66318661663632,
5.60224559593025,
5.54123843080215,
5.48016584339725,
5.41902855670666,
5.35782729455541,
5.29656278158979,
5.23523574326486,
5.1738469058314,
5.11239699632245,
5.05088674254015,
4.98931687304162,
4.92768811712551,
4.86600120481765,
4.80425686685707,
4.74245583468179,
4.68059884041422,
4.61868661684713,
4.55671989742912,
4.49469941624991,
4.43262590802632,
4.3705001080875,
4.30832275236069,
4.25518337277717,
4.28197080417655,
4.30865473520731,
4.3352347718569,
4.36171052055171,
4.38808158761651,
4.41434757868518,
4.44050809805824,
4.46656274799999,
4.49251112796878,
4.51835283377263,
4.54408745664067,
4.56971458220015,
4.59523378934711,
4.6206446489974,
4.64594672270164,
4.67113956110639,
4.69622270224095,
4.72119566960477,
4.7460579700275,
4.77080909126917,
4.79544849932149,
4.81997563536548,
4.84438991233268,
4.86869071100648,
4.89287737559072,
4.91694920865691,
4.94090546536554,
4.9647453468356,
4.98846799251242,
5.01207247135131,
5.03555777159702,
5.05892278889113,
5.0821663123797,
5.1052870084179,
5.12828340137555,
5.15115385092503,
5.17389652504183,
5.19650936774913,
5.21899006038291,
5.24133597482336,
5.26354411669902,
5.28561105599643,
5.30753284173854,
5.3293048963629,
5.35092188403592,
5.3723775452278,
5.39366448724592,
5.41477391676337,
5.43569529524874,
5.45641589093204,
5.47692019056036,
5.49718911925527,
5.51719899514773,
5.53692011402628,
5.55631481361004,
5.57533480146705,
5.59391743860108,
5.61198054866623,
5.62941518084006,
5.64607564717023,
5.66176625692581,
5.67622493482708,
5.68910631754032,
5.6999725092498,
5.70830898746154,
5.71359006609359,
5.71540336989151
]
},
{
"mode": "lines",
"name": "5",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
6.26880063799719,
6.32896666113787,
6.38905794380095,
6.44907377569161,
6.5090134474664,
6.56887625073374,
6.6286614780534,
6.6883684229343,
6.74799637983099,
6.80754464413818,
6.86701251218379,
6.92639928121987,
6.98570424941157,
7.04492671582379,
7.10406598040549,
7.11868103296175,
7.10793606421374,
7.0970912747125,
7.08614655557859,
7.07510180015868,
7.06395690416421,
7.05271176581814,
7.04136628601144,
7.02992036846908,
7.01837391992753,
7.00672685032401,
6.99497907299901,
6.98313050491337,
6.97118106688111,
6.95913068381964,
6.94697928501928,
6.9347268044338,
6.92237318099422,
6.9099183589482,
6.89736228822795,
6.88470492484932,
6.87194623134577,
6.85908617724101,
6.84612473956423,
6.83306190341338,
6.81989766257144,
6.80663202018214,
6.79326498949228,
6.77979659466828,
6.76622687169654,
6.75255586937775,
6.73878365042717,
6.7249102926947,
6.71093589052017,
6.69686055624245,
6.68268442188306,
6.66840764102868,
6.65403039094091,
6.63955287492595,
6.62497532500334,
6.61029800491783,
6.5955212135486,
6.58064528877726,
6.5656706118897,
6.55059761259902,
6.53542677479476,
6.52015864314375,
6.50479383069335,
6.48933302765885,
6.47377701161556,
6.45812665936302,
6.44238296078994,
6.42654703514167,
6.41062015018797,
6.39460374490829,
6.37849945646549,
6.3623091524357,
6.34603496951765,
6.3296793602776,
6.31324514992078,
6.29673560565872,
6.28015452200834,
6.26350632639148,
6.24679621079972,
6.23003029719863,
6.2132158469749,
6.19636152838825,
6.17947776112351,
6.16257716430725,
6.1456751447353,
6.12879067699922,
6.11194734883654,
6.09517477646808,
6.07851054031163,
6.06200285705099,
6.04571429603766,
6.02972697006516,
6.01414977248623,
5.99912833985722,
5.98485831757875,
5.9716017416586,
5.95970394221083,
5.94960278787876,
5.9418127800265,
5.93685958964565,
5.93515558293731
]
},
{
"mode": "lines",
"name": "6",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.26795657100115,
7.25869468262362,
7.24933479882689,
7.2398767899069,
7.23032052696504,
7.22066588197818,
7.21091272787056,
7.2010609385881,
7.19111038917547,
7.18106095585667,
7.17091251611871,
7.16066494879897,
7.15031813417688,
7.13987195406932,
7.1293262919314,
7.11868103304983,
7.10793606430168,
7.0970912748003,
7.08614655566624,
7.07510180024619,
7.06395690425156,
7.05271176590534,
7.04136628609848,
7.02992036855597,
7.01837392001426,
7.00672685041059,
6.99497907308542,
6.98313050499961,
6.9711810669672,
6.95913068390556,
6.94697928510505,
6.93472680451939,
6.92237318107964,
6.90991835903344,
6.89736228831302,
6.88470492493422,
6.87194623143049,
6.85908617732556,
6.8461247396486,
6.83306190349756,
6.81989766265544,
6.80663202026596,
6.7932649895759,
6.77979659475171,
6.76622687177977,
6.7525558694608,
6.73878365051002,
6.72491029277735,
6.71093589060262,
6.6968605563247,
6.6826844219651,
6.66840764111051,
6.65403039102253,
6.63955287500736,
6.62497532508453,
6.61029800499881,
6.59552121362936,
6.58064528885778,
6.56567061197,
6.55059761267909,
6.5354267748746,
6.52015864322335,
6.50479383077272,
6.48933302773797,
6.47377701169444,
6.45812665944164,
6.44238296086831,
6.42654703521978,
6.41062015026582,
6.39460374498587,
6.37849945654279,
6.36230915251273,
6.34603496959438,
6.32967936035405,
6.31324514999693,
6.29673560573456,
6.28015452208386,
6.26350632646668,
6.24679621087458,
6.23003029727315,
6.21321584704906,
6.19636152846203,
6.17947776119691,
6.16257716438025,
6.14567514480788,
6.12879067707136,
6.1119473489082,
6.09517477653926,
6.0785105403823,
6.06200285712109,
6.04571429610717,
6.02972697013404,
6.01414977255444,
5.9991283399247,
5.98485831764548,
5.97160174172456,
5.95970394227603,
5.94960278794325,
5.94181278009039,
5.93685958970916,
5.9351555830007
]
},
{
"mode": "lines",
"name": "7",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.26795657109118,
7.25869468271359,
7.24933479891673,
7.23987678999661,
7.23032052705462,
7.22066588206764,
7.21091272795989,
7.20106093867729,
7.19111038926452,
7.18106095594559,
7.17091251620749,
7.16066494888762,
7.15031813426539,
7.13987195415769,
7.12932629201963,
7.16312134397141,
7.22209210818087,
7.28097757551373,
7.33977704924303,
7.39848983340389,
7.43281958320606,
7.44005431921689,
7.44719399906666,
7.45423875556327,
7.46118872107838,
7.46804402750517,
7.47480480621636,
7.48147118802273,
7.4880433031319,
7.49452128110753,
7.50090525082885,
7.50719534045049,
7.51339167736276,
7.51949438815202,
7.52550359856163,
7.53141943345292,
7.53724201676671,
7.54297147148507,
7.54860791959324,
7.55415148204208,
7.55960227871052,
7.56496042836867,
7.57022604864102,
7.57539925596996,
7.5804801655796,
7.58546889144015,
7.59036554623221,
7.59517024131186,
7.59988308667573,
7.60450419092657,
7.6090336612392,
7.61347160332687,
7.61781812140786,
7.62207331817245,
7.62623729475066,
7.63031015067987,
7.63429198387327,
7.63818289058859,
7.64198296539722,
7.6456923011539,
7.64931098896691,
7.6528391181685,
7.65627677628627,
7.65962404901446,
7.66288102018624,
7.66604777174645,
7.66912438372466,
7.67211093420903,
7.67500749932058,
7.67781415318827,
7.68053096792425,
7.68315801360026,
7.68569535822423,
7.68814306771771,
7.69050120589392,
7.69276983443628,
7.69494901287804,
7.69703879858203,
7.69903924672157,
7.70095041026174,
7.7027723399416,
7.70450508425709,
7.70614868944445,
7.70770319946463,
7.70916865598837,
7.71054509838203,
7.71183256369408,
7.71303108664255,
7.71414069960314,
7.71516143259816,
7.71609331328623,
7.71693636695277,
7.71769061650141,
7.71835608244607,
7.71893278290389,
7.71942073358905,
7.71981994780729,
7.72013043645147,
7.72035220799757,
7.72048526850208,
7.7205296215997
]
},
{
"mode": "lines",
"name": "8",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.26795657197874,
7.27712059541592,
7.28618688500017,
7.29515557246152,
7.30402679008205,
7.31280067063527,
7.32147734732845,
7.33005695374621,
7.33853962379552,
7.34692549165185,
7.35521469170662,
7.36340735851565,
7.37150362674854,
7.37950363113906,
7.38740750643633,
7.39521538735682,
7.40292740853719,
7.41054370448769,
7.41806440954619,
7.42548965783299,
7.43281958329833,
7.44005431930925,
7.44719399915912,
7.45423875565581,
7.46118872117102,
7.4680440275979,
7.47480480630917,
7.48147118811564,
7.4880433032249,
7.49452128120061,
7.50090525092201,
7.50719534054374,
7.51339167745609,
7.51949438824542,
7.52550359865512,
7.53141943354648,
7.53724201686035,
7.54297147157878,
7.54860791968703,
7.55415148213594,
7.55960227880445,
7.56496042846267,
7.57022604873509,
7.5753992560641,
7.5804801656738,
7.58546889153442,
7.59036554632654,
7.59517024140626,
7.59988308677019,
7.60450419102109,
7.60903366133378,
7.61347160342151,
7.61781812150255,
7.6220733182672,
7.62623729484546,
7.63031015077473,
7.63429198396819,
7.63818289068355,
7.64198296549223,
7.64569230124896,
7.64931098906202,
7.65283911826366,
7.65627677638147,
7.65962404910971,
7.66288102028153,
7.66604777184177,
7.66912438382003,
7.67211093430444,
7.67500749941602,
7.67781415328375,
7.68053096801976,
7.68315801369581,
7.68569535831982,
7.68814306781332,
7.69050120598957,
7.69276983453195,
7.69494901297374,
7.69703879867776,
7.69903924681733,
7.70095041035752,
7.70277234003741,
7.70450508435293,
7.7061486895403,
7.7077031995605,
7.70916865608427,
7.71054509847794,
7.71183256379,
7.71303108673849,
7.7141406996991,
7.71516143269413,
7.71609331338221,
7.71693636704876,
7.71769061659742,
7.71835608254208,
7.71893278299991,
7.71942073368507,
7.71981994790332,
7.72013043654751,
7.72035220809362,
7.72048526859812,
7.72052962169574
]
},
{
"mode": "lines",
"name": "9",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.26795657206878,
7.27712059550612,
7.2861868850905,
7.29515557255196,
7.30402679017261,
7.31280067072595,
7.32147734741924,
7.33005695383712,
7.33853962388654,
7.34692549174298,
7.35521469179785,
7.363407358607,
7.37150362684,
7.37950363123062,
7.387407506528,
7.39521538744859,
7.40292740862906,
7.41054370457966,
7.41806440963826,
7.42548965792516,
7.45711523275897,
7.51565255275939,
7.57410109950151,
7.63246017967852,
7.69072910052691,
7.74890716976726,
7.80699369553839,
7.86498798632508,
7.92288935087811,
7.98069709812598,
8.03841053707798,
8.09602897671718,
8.15355172588278,
8.21097809314053,
8.26830738664007,
8.325538913958,
8.38267198192475,
8.439705896434,
8.49663996223261,
8.55347348268857,
8.61020575953498,
8.66683609258691,
8.72336377942823,
8.7797881150647,
8.83610839153895,
8.89232389750323,
8.94843391774393,
9.00443773265201,
9.06033461763198,
9.11612384244132,
9.1718046704507,
9.22737635781362,
9.28283815253294,
9.33818929340853,
9.39342900884882,
9.44855651552475,
9.50357101684174,
9.55847170120006,
9.61325774000908,
9.66792828541334,
9.72248246768081,
9.77691939219326,
9.83123813596599,
9.8854377436088,
9.9395172226206,
9.99347553788572,
10.0473116052088,
10.1010242836867,
10.1546123666659,
10.2080745709685,
10.2614095239879,
10.3146157481461,
10.3676916420607,
10.4206354575803,
10.4734452715902,
10.5261189511472,
10.5786541100284,
10.6310480541255,
10.6832977122021,
10.7353995472343,
10.787349441689,
10.8391425473727,
10.8907730864437,
10.9422340840773,
10.9935170038824,
11.0446112423833,
11.0955034150911,
11.1461763273749,
11.1966074565207,
11.2467666541237,
11.2966125648475,
11.3460868546692,
11.3951045457171,
11.4435371039262,
11.4911813170192,
11.5376986780226,
11.5824899221215,
11.6244208638602,
11.6612178954345,
11.6883649556018,
11.698833487028
]
},
{
"mode": "lines",
"name": "10",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
15.9755781429478,
15.9431928900536,
15.9105853908214,
15.8777571465322,
15.8447096379199,
15.8114443253998,
15.7779626493055,
15.7442660301356,
15.7103558688075,
15.6762335469197,
15.6419004270211,
15.6073578528872,
15.5726071498032,
15.5376496248529,
15.5024865672135,
15.4671192484567,
15.4315489228546,
15.395776827691,
15.3598041835782,
15.3236321947783,
15.2872620495297,
15.2506949203789,
15.2139319645164,
15.1769743241186,
15.1398231266941,
15.102479485436,
15.0649444995798,
15.0272192547665,
14.9893048234131,
14.9512022650892,
14.9129126269017,
14.8744369438866,
14.8357762394106,
14.7969315255821,
14.7579038036731,
14.7186940645528,
14.6793032891347,
14.6397324488393,
14.5999825060722,
14.5600544147226,
14.5199491206813,
14.4796675623839,
14.4392106713797,
14.3985793729325,
14.3577745866537,
14.3167972271767,
14.275648204874,
14.2343284266258,
14.1928387966458,
14.1511802173729,
14.1093535904385,
14.0673598177199,
14.0251998024933,
13.9828744507019,
13.9403846723552,
13.897731383083,
13.8549155058661,
13.8119379729751,
13.7687997281513,
13.7255017290711,
13.6820449501443,
13.6384303857059,
13.5946590536741,
13.5507319997635,
13.5066503023595,
13.4624150781868,
13.4180274889359,
13.3734887490468,
13.3288001349042,
13.2839629957589,
13.2389787667753,
13.193848984713,
13.1485753068945,
13.1031595342998,
13.0576036398865,
13.0119098035759,
12.9660804558218,
12.920118332328,
12.8740265433998,
12.8278086627062,
12.7814688421019,
12.7350119618722,
12.6884438298124,
12.6417714486476,
12.5950033806986,
12.5481502534765,
12.5012254736844,
12.4542462564149,
12.4072351431545,
12.3602222994514,
12.3132490962108,
12.2663738815011,
12.2196816457623,
12.1733009341923,
12.1274349688033,
12.0824222649389,
12.0388620944479,
11.9978886485082,
11.9617755393535,
11.9350388313798,
11.9247070838087
]
},
{
"mode": "lines",
"name": "11",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
15.9755781432438,
16.0077396278369,
16.039675801026,
16.0713850986218,
16.1028659350793,
16.1341167033254,
16.1651357745988,
16.1959214983044,
16.2264722018815,
16.2567861906883,
16.2868617479022,
16.3166971344371,
16.3462905888794,
16.3756403274422,
16.4047445439402,
16.4336014097849,
16.4622090740023,
16.4905656632731,
16.5186692819972,
16.5465180123834,
16.5741099145655,
16.601443026745,
16.6285153653631,
16.6553249253023,
16.6818696801181,
16.7081475823039,
16.7341565635877,
16.7598945352645,
16.7853593885631,
16.8105489950507,
16.8354612070743,
16.8600938582424,
16.8844447639458,
16.9085117219204,
16.9322925128523,
16.9557849010263,
16.978986635019,
17.0018954484374,
17.0245090607043,
17.0468251778901,
17.0688414935938,
17.0905556898721,
17.1119654382187,
17.1330684005932,
17.1538622305009,
17.1743445741236,
17.1945130715016,
17.2143653577673,
17.2338990644304,
17.2531118207141,
17.2720012549432,
17.2905649959825,
17.308800674726,
17.326705925635,
17.3442783883262,
17.3615157092064,
17.3784155431546,
17.394975555249,
17.4111934225377,
17.4270668358512,
17.442593501655,
17.45777114394,
17.4725975061479,
17.4870703531299,
17.5011874731351,
17.5149466798262,
17.5283458143192,
17.5413827472431,
17.5540553808174,
17.5663616509424,
17.5782995292983,
17.5898670254508,
17.6010621889565,
17.6118831114653,
17.622327928815,
17.6323948231131,
17.6420820248009,
17.6513878146959,
17.6603105260067,
17.6688485463156,
17.6770003195241,
17.6847643477562,
17.6921391932141,
17.6991234799821,
17.7057158957727,
17.7119151936109,
17.7177201934511,
17.7231297837229,
17.7281429228005,
17.7327586403914,
17.7369760388403,
17.7407942943454,
17.7442126580804,
17.7472304572223,
17.7498470958793,
17.7520620559166,
17.753874897678,
17.7552852605996,
17.756292863716,
17.7568975060544,
17.7570990669176
]
},
{
"mode": "lines",
"name": "12",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.5114424903307,
22.509555514453,
22.5076807072599,
22.5058182507282,
22.5039683244592,
22.5021311061068,
22.5003067714833,
22.4984954946583,
22.4966974480507,
22.4949128025144,
22.4931417274174,
22.4913843907158,
22.489640959021,
22.487911597662,
22.4861964707425,
22.4844957411921,
22.4828095708137,
22.4811381203249,
22.479481549396,
22.4778400166825,
22.4762136798547,
22.4746026956215,
22.4730072197519,
22.4714274070917,
22.4698634115771,
22.4683153862443,
22.4667834832364,
22.4652678538066,
22.463768648318,
22.4622860162418,
22.4608201061506,
22.459371065711,
22.457939041672,
22.456524179852,
22.4551266251228,
22.4537465213913,
22.4523840115798,
22.451039237603,
22.4497123403441,
22.4484034596286,
22.4471127341963,
22.4458403016717,
22.4445862985328,
22.4433508600788,
22.4421341203956,
22.4409362123209,
22.4397572674077,
22.4385974158863,
22.4374567866262,
22.4363355070963,
22.4352337033243,
22.434151499856,
22.433089019713,
22.4320463843507,
22.4310237136148,
22.4300211256985,
22.429038737098,
22.4280766625691,
22.4271350150827,
22.4262139057801,
22.4253134439289,
22.4244337368784,
22.423574890015,
22.4227370067184,
22.4219201883171,
22.4211245340448,
22.420350140997,
22.4195971040881,
22.4188655160086,
22.4181554671832,
22.4174670457296,
22.4168003374173,
22.4161554256279,
22.4155323913156,
22.4149313129688,
22.4143522665724,
22.4137953255712,
22.413260560834,
22.4127480406188,
22.4122578305396,
22.4117899935332,
22.4113445898283,
22.4109216769147,
22.4105213095149,
22.410143539556,
22.409788416143,
22.4094559855344,
22.4091462911176,
22.4088593733871,
22.4085952699232,
22.4083540153728,
22.4081356414311,
22.407940176825,
22.4077676472986,
22.4076180755989,
22.4074914814644,
22.4073878816146,
22.4073072897412,
22.4072497165007,
22.4072151695089,
22.407203653337
]
},
{
"mode": "lines",
"name": "13",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.5114424906611,
22.5095555148019,
22.5076807076087,
22.505818251077,
22.503968324808,
22.5021311064556,
22.500306771832,
22.498495495007,
22.4966974483994,
22.494912802863,
22.493141727766,
22.4913843910644,
22.4896409593695,
22.4879115980105,
22.486196471091,
22.4844957415406,
22.4828095711621,
22.4811381206733,
22.4794815497443,
22.4778400170309,
22.476213680203,
22.4746026959698,
22.4730072201001,
22.4714274074399,
22.4698634119253,
22.4683153865925,
22.4667834835846,
22.4652678541547,
22.4637686486661,
22.4622860165899,
22.4608201064987,
22.459371066059,
22.45793904202,
22.4565241802,
22.4551266254707,
22.4537465217392,
22.4523840119277,
22.4510392379509,
22.449712340692,
22.4484034599765,
22.4471127345441,
22.4458403020195,
22.4445862988805,
22.4433508604265,
22.4421341207433,
22.4409362126686,
22.4397572677554,
22.438597416234,
22.4374567869739,
22.4363355074439,
22.4352337036719,
22.4341515002035,
22.4330890200606,
22.4320463846982,
22.4310237139624,
22.430021126046,
22.4290387374455,
22.4280766629166,
22.4271350154302,
22.4262139061275,
22.4253134442763,
22.4244337372258,
22.4235748903624,
22.4227370070658,
22.4219201886645,
22.4211245343922,
22.4203501413444,
22.4195971044354,
22.4188655163559,
22.4181554675305,
22.4174670460769,
22.4168003377645,
22.4161554259751,
22.4155323916628,
22.414931313316,
22.4143522669197,
22.4137953259184,
22.4132605611812,
22.412748040966,
22.4122578308868,
22.4117899938804,
22.4113445901754,
22.4109216772619,
22.4105213098621,
22.4101435399031,
22.4097884164902,
22.4094559858815,
22.4091462914647,
22.4088593737342,
22.4085952702703,
22.4083540157199,
22.4081356417782,
22.4079401771722,
22.4077676476457,
22.407618075946,
22.4074914818115,
22.4073878819617,
22.4073072900883,
22.4072497168478,
22.407215169856,
22.407203653684
]
},
{
"mode": "lines",
"name": "14",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.5114424907276,
22.5133414517637,
22.5152522121394,
22.5171745829228,
22.519108372925,
22.5210533882116,
22.5230094319394,
22.5249763041838,
22.526953801755,
22.5289417180047,
22.5309398426212,
22.5329479614134,
22.5349658560823,
22.5369933039804,
22.5390300778575,
22.5410759455933,
22.5431306699152,
22.5451940081008,
22.5472657116655,
22.5493455260326,
22.5514331901871,
22.55352843631,
22.5556309893952,
22.5577405668451,
22.5598568780465,
22.5619796239236,
22.5641084964686,
22.5662431782486,
22.5683833418867,
22.5705286495171,
22.5726787522128,
22.5748332893836,
22.5769918881454,
22.5791541626563,
22.5813197134212,
22.5834881265609,
22.5856589730459,
22.5878318078933,
22.5900061693238,
22.5921815778796,
22.5943575355004,
22.5965335245554,
22.5987090068326,
22.6008834224809,
22.6030561889064,
22.605226699621,
22.6073943230425,
22.6095584012458,
22.6117182486651,
22.6138731507481,
22.6160223625613,
22.6181651073491,
22.6203005750482,
22.6224279207601,
22.6245462631845,
22.6266546830201,
22.6287522213368,
22.630837877928,
22.6329106096512,
22.6349693287675,
22.6370129012939,
22.6390401453823,
22.6410498297428,
22.6430406721336,
22.6450113379382,
22.6469604388601,
22.648886531763,
22.6507881176925,
22.6526636411173,
22.6545114894338,
22.6563299927791,
22.658117424206,
22.6598720002742,
22.6615918821172,
22.6632751770464,
22.6649199407588,
22.6665241802118,
22.6680858572329,
22.6696028929282,
22.6710731729482,
22.672494553667,
22.6738648693189,
22.6751819401252,
22.6764435814287,
22.6776476138353,
22.6787918743385,
22.6798742283784,
22.6808925827574,
22.6818448993064,
22.6827292091612,
22.6835436274778,
22.6842863683863,
22.6849557599522,
22.6855502588927,
22.6860684647777,
22.6865091334334,
22.686871189269,
22.6871537362526,
22.6873560672823,
22.6874776717284,
22.6875182409619
]
},
{
"mode": "lines",
"name": "15",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.5114424910581,
22.5133414521127,
22.5152522124884,
22.5171745832719,
22.5191083732741,
22.5210533885607,
22.5230094322886,
22.524976304533,
22.5269538021042,
22.5289417183539,
22.5309398429705,
22.5329479617627,
22.5349658564317,
22.5369933043298,
22.5390300782069,
22.5410759459428,
22.5431306702647,
22.5451940084503,
22.547265712015,
22.5493455263823,
22.5514331905367,
22.5535284366597,
22.5556309897449,
22.5577405671949,
22.5598568783963,
22.5619796242734,
22.5641084968184,
22.5662431785985,
22.5683833422367,
22.5705286498672,
22.5726787525628,
22.5748332897337,
22.5769918884955,
22.5791541630065,
22.5813197137714,
22.5834881269111,
22.5856589733962,
22.5878318082436,
22.5900061696741,
22.59218157823,
22.5943575358508,
22.5965335249059,
22.5987090071832,
22.6008834228314,
22.603056189257,
22.6052266999717,
22.6073943233932,
22.6095584015965,
22.6117182490159,
22.6138731510989,
22.6160223629121,
22.6181651077,
22.6203005753992,
22.6224279211111,
22.6245462635356,
22.6266546833712,
22.6287522216879,
22.6308378782792,
22.6329106100024,
22.6349693291187,
22.6370129016453,
22.6390401457337,
22.6410498300943,
22.643040672485,
22.6450113382897,
22.6469604392117,
22.6488865321146,
22.6507881180441,
22.652663641469,
22.6545114897856,
22.6563299931309,
22.6581174245578,
22.6598720006261,
22.6615918824691,
22.6632751773984,
22.6649199411108,
22.6665241805638,
22.668085857585,
22.6696028932803,
22.6710731733003,
22.6724945540192,
22.6738648696711,
22.6751819404774,
22.676443581781,
22.6776476141876,
22.6787918746909,
22.6798742287307,
22.6808925831098,
22.6818448996589,
22.6827292095136,
22.6835436278303,
22.6842863687388,
22.6849557603047,
22.6855502592453,
22.6860684651302,
22.6865091337859,
22.6868711896216,
22.6871537366052,
22.6873560676348,
22.687477672081,
22.6875182413145
]
},
{
"mode": "lines",
"name": "16",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
23.1553482626157,
23.1527649871205,
23.1501671444621,
23.1475550964859,
23.1449292094615,
23.1422898551676,
23.1396374110052,
23.1369722601174,
23.1342947915168,
23.1316054002208,
23.128904487395,
23.126192460505,
23.1234697334784,
23.1207367268761,
23.117993868074,
23.1152415914569,
23.1124803386228,
23.1097105586008,
23.1069327080824,
23.1041472516662,
23.101354662118,
23.098555420647,
23.0957500171984,
23.0929389507636,
23.0901227297098,
23.0873018721291,
23.084476906208,
23.0816483706201,
23.0788168149411,
23.0759828000893,
23.0731468987909,
23.0703096960739,
23.0674717897892,
23.0646337911631,
23.0617963253806,
23.0589600322021,
23.0561255666143,
23.0532935995182,
23.0504648184537,
23.0476399283644,
23.0448196524031,
23.0420047327785,
23.0391959316477,
23.0363940320516,
23.033599838898,
23.0308141799909,
23.0280379071092,
23.0252718971324,
23.0225170532166,
23.019774306018,
23.0170446149657,
23.0143289695805,
23.011628390839,
23.00894393258,
23.0062766829504,
23.0036277658844,
23.0009983426119,
22.998389613188,
22.9958028180345,
22.9932392394839,
22.9907002033116,
22.9881870802431,
22.9857012874167,
22.9832442897831,
22.9808176014173,
22.9784227867158,
22.9760614614495,
22.9737352936368,
22.971446004199,
22.9691953673547,
22.9669852107076,
22.9648174149737,
22.9626939132956,
22.960616690083,
22.9585877793177,
22.9566092622586,
22.954683264481,
22.9528119521839,
22.950997527702,
22.9492422241617,
22.9475482992276,
22.9459180278939,
22.9443536942886,
22.9428575824731,
22.9414319662377,
22.9400790979172,
22.9388011962754,
22.9376004335351,
22.9364789216626,
22.9354386980437,
22.9344817107249,
22.9336098034187,
22.9328247005059,
22.9321279922857,
22.9315211207442,
22.9310053661245,
22.9305818345767,
22.9302514471628,
22.9300149304691,
22.9298728090515,
22.9298253998984
]
},
{
"mode": "lines",
"name": "17",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
23.1553482629724,
23.152764987478,
23.1501671448195,
23.1475550968433,
23.1449292098188,
23.1422898555249,
23.1396374113625,
23.1369722604746,
23.134294791874,
23.131605400578,
23.1289044877521,
23.1261924608621,
23.1234697338355,
23.1207367272331,
23.117993868431,
23.1152415918138,
23.1124803389796,
23.1097105589577,
23.1069327084392,
23.104147252023,
23.1013546624747,
23.0985554210037,
23.095750017555,
23.0929389511201,
23.0901227300664,
23.0873018724856,
23.0844769065644,
23.0816483709765,
23.0788168152975,
23.0759828004456,
23.0731468991472,
23.0703096964301,
23.0674717901453,
23.0646337915192,
23.0617963257367,
23.0589600325582,
23.0561255669703,
23.0532935998742,
23.0504648188096,
23.0476399287203,
23.0448196527589,
23.0420047331343,
23.0391959320035,
23.0363940324073,
23.0335998392536,
23.0308141803466,
23.0280379074648,
23.025271897488,
23.022517053572,
23.0197743063734,
23.0170446153211,
23.0143289699359,
23.0116283911943,
23.0089439329353,
23.0062766833057,
23.0036277662396,
23.0009983429671,
22.9983896135431,
22.9958028183896,
22.9932392398389,
22.9907002036666,
22.988187080598,
22.9857012877716,
22.983244290138,
22.9808176017721,
22.9784227870706,
22.9760614618043,
22.9737352939915,
22.9714460045536,
22.9691953677094,
22.9669852110622,
22.9648174153282,
22.9626939136501,
22.9606166904374,
22.9585877796721,
22.956609262613,
22.9546832648354,
22.9528119525382,
22.9509975280563,
22.949242224516,
22.9475482995819,
22.9459180282481,
22.9443536946428,
22.9428575828273,
22.9414319665919,
22.9400790982714,
22.9388011966295,
22.9376004338892,
22.9364789220167,
22.9354386983978,
22.9344817110789,
22.9336098037727,
22.93282470086,
22.9321279926397,
22.9315211210982,
22.9310053664785,
22.9305818349307,
22.9302514475168,
22.9300149308231,
22.9298728094055,
22.9298254002524
]
},
{
"mode": "lines",
"name": "18",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
23.1553482636181,
23.1579166173933,
23.1604697000381,
23.1630071653321,
23.1655286730666,
23.1680338879855,
23.1705224797102,
23.1729941226679,
23.175448496024,
23.1778852836186,
23.1803041739055,
23.1827048598953,
23.1850870391003,
23.1874504134831,
23.1897946894076,
23.1921195775917,
23.1944247930631,
23.1967100551168,
23.1989750872741,
23.2012196172443,
23.2034433768867,
23.2056461021761,
23.2078275331673,
23.2099874139631,
23.2121254926823,
23.2142415214288,
23.2163352562625,
23.2184064571703,
23.2204548880387,
23.2224803166267,
23.2244825145397,
23.2264612572039,
23.2284163238416,
23.2303474974467,
23.2322545647613,
23.2341373162522,
23.2359955460881,
23.2378290521173,
23.2396376358456,
23.2414211024149,
23.2431792605814,
23.2449119226951,
23.2466189046786,
23.248300026007,
23.2499551096872,
23.2515839822384,
23.2531864736717,
23.2547624174713,
23.2563116505743,
23.2578340133518,
23.2593293495902,
23.2607975064717,
23.2622383345564,
23.2636516877632,
23.2650374233517,
23.2663954019043,
23.2677254873079,
23.2690275467364,
23.2703014506332,
23.2715470726934,
23.2727642898474,
23.2739529822433,
23.2751130332303,
23.2762443293425,
23.2773467602823,
23.2784202189047,
23.2794646012013,
23.2804798062848,
23.2814657363739,
23.2824222967785,
23.2833493958845,
23.2842469451402,
23.2851148590417,
23.2859530551196,
23.2867614539253,
23.2875399790184,
23.2882885569536,
23.2890071172689,
23.2896955924734,
23.2903539180359,
23.290982032374,
23.291579876843,
23.292147395726,
23.2926845362242,
23.2931912484471,
23.293667485404,
23.2941132029951,
23.294528360004,
23.29491291809,
23.2952668417808,
23.2955900984666,
23.2958826583932,
23.2961444946573,
23.296375583201,
23.2965759028074,
23.2967454350965,
23.2968841645222,
23.2969920783686,
23.2970691667484,
23.2971154226004,
23.2971308416883
]
},
{
"mode": "lines",
"name": "19",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
23.1553482639749,
23.1579166177509,
23.1604697003957,
23.1630071656897,
23.1655286734242,
23.1680338883432,
23.170522480068,
23.1729941230256,
23.1754484963818,
23.1778852839764,
23.1803041742634,
23.1827048602532,
23.1850870394583,
23.1874504138411,
23.1897946897656,
23.1921195779497,
23.1944247934212,
23.1967100554749,
23.1989750876323,
23.2012196176024,
23.2034433772449,
23.2056461025343,
23.2078275335256,
23.2099874143215,
23.2121254930406,
23.2142415217872,
23.2163352566209,
23.2184064575287,
23.2204548883972,
23.2224803169852,
23.2244825148983,
23.2264612575625,
23.2284163242002,
23.2303474978053,
23.23225456512,
23.2341373166109,
23.2359955464468,
23.237829052476,
23.2396376362043,
23.2414211027736,
23.2431792609402,
23.2449119230539,
23.2466189050375,
23.2483000263658,
23.2499551100461,
23.2515839825973,
23.2531864740307,
23.2547624178303,
23.2563116509332,
23.2578340137108,
23.2593293499492,
23.2607975068308,
23.2622383349155,
23.2636516881223,
23.2650374237108,
23.2663954022634,
23.267725487667,
23.2690275470956,
23.2703014509923,
23.2715470730526,
23.2727642902067,
23.2739529826025,
23.2751130335895,
23.2762443297017,
23.2773467606416,
23.278420219264,
23.2794646015606,
23.2804798066441,
23.2814657367332,
23.2824222971378,
23.2833493962439,
23.2842469454996,
23.2851148594011,
23.285953055479,
23.2867614542847,
23.2875399793778,
23.288288557313,
23.2890071176283,
23.2896955928328,
23.2903539183954,
23.2909820327334,
23.2915798772024,
23.2921473960855,
23.2926845365837,
23.2931912488066,
23.2936674857635,
23.2941132033546,
23.2945283603635,
23.2949129184495,
23.2952668421404,
23.2955900988261,
23.2958826587527,
23.2961444950168,
23.2963755835605,
23.2965759031669,
23.2967454354561,
23.2968841648817,
23.2969920787282,
23.297069167108,
23.2971154229599,
23.2971308420479
]
},
{
"mode": "lines",
"name": "20",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
25.2658690776287,
25.251737587652,
25.2376467000744,
25.2235980893431,
25.2095934474438,
25.1956344866254,
25.1817229395793,
25.1678605596033,
25.1540491207495,
25.1402904179547,
25.1265862671532,
25.1129385053714,
25.0993489908026,
25.0858196028622,
25.0723522422214,
25.0589488308199,
25.0456113118544,
25.0323416497449,
25.0191418300751,
25.0060138595077,
24.9929597656721,
24.9799815970255,
24.9670814226835,
24.954261332222,
24.9415234354466,
24.9288698621311,
24.9163027617209,
24.9038243030033,
24.8914366737409,
24.8791420802684,
24.8669427470519,
24.8548409162076,
24.8428388469818,
24.830938815188,
24.8191431126024,
24.8074540463156,
24.7958739380394,
24.7844051233681,
24.7730499509939,
24.7618107818743,
24.7506899883514,
24.7396899532228,
24.7288130687624,
24.7180617356911,
24.7074383620976,
24.6969453623073,
24.6865851557002,
24.6763601654778,
24.6662728173779,
24.6563255383382,
24.646520755109,
24.6368608928146,
24.6273483734647,
24.6179856144163,
24.6087750267862,
24.5997190138168,
24.590819969194,
24.5820802753214,
24.5735023015493,
24.5650884023635,
24.5568409155329,
24.54876216022,
24.5408544350558,
24.5331200161822,
24.5255611552641,
24.5181800774746,
24.510978979456,
24.5039600272607,
24.497125354275,
24.4904770591295,
24.4840172036004,
24.4777478105052,
24.4716708615982,
24.4657882954688,
24.4601020054477,
24.4546138375262,
24.4493255882929,
24.4442390028919,
24.4393557730093,
24.4346775348909,
24.4302058673978,
24.4259422901039,
24.421888261441,
24.4180451768955,
24.4144143672631,
24.4109970969657,
24.4077945624342,
24.4048078905641,
24.402038137247,
24.3994862859816,
24.3971532465706,
24.3950398539057,
24.393146866845,
24.3914749671862,
24.3900247587393,
24.3887967665004,
24.3877914359314,
24.3870091323455,
24.386450140402,
24.3861146637121,
24.3860028245558
]
},
{
"mode": "lines",
"name": "21",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
25.265869080158,
25.2800395230872,
25.2942472889896,
25.3084907623099,
25.3227683491692,
25.337078474573,
25.3514195821347,
25.3657901337874,
25.3801886094833,
25.3946135068808,
25.4090633410202,
25.4235366439864,
25.43803196456,
25.4525478678565,
25.4670829349521,
25.4816357624973,
25.4962049623167,
25.5107891609957,
25.5253869994523,
25.5399971324939,
25.5546182283581,
25.569248968237,
25.5838880457824,
25.5985341665929,
25.6131860476796,
25.6278424169086,
25.6425020124208,
25.6571635820238,
25.6718258825555,
25.6864876792165,
25.7011477448677,
25.7158048592903,
25.7304578084042,
25.7451053834405,
25.759746380064,
25.7743795974392,
25.7890038372357,
25.803617902564,
25.8182205968359,
25.832810722541,
25.8473870799283,
25.8619484655835,
25.8764936708893,
25.8910214803546,
25.9055306697975,
25.9200200043632,
25.9344882363578,
25.9489341028737,
25.9633563231804,
25.977753595851,
25.9921245955881,
26.0064679697111,
26.0207823342563,
26.035066269639,
26.049318315814,
26.0635369668635,
26.0777206649302,
26.0918677933962,
26.1059766691966,
26.1200455341335,
26.1340725450335,
26.1480557625658,
26.161993138502,
26.1758825011596,
26.1897215387222,
26.2035077800707,
26.2172385726868,
26.2309110571047,
26.2445221372786,
26.2580684461034,
26.2715463051669,
26.2849516776109,
26.2982801127414,
26.3115266807208,
26.3246858953103,
26.3377516221686,
26.3507169696485,
26.3635741583381,
26.3763143647383,
26.3889275334319,
26.401402150858,
26.4137249723333,
26.425880692296,
26.4378515459321,
26.4496168285652,
26.4611523178035,
26.4724295831209,
26.4834151695124,
26.4940696481824,
26.5043465412117,
26.5141911538451,
26.5235393943716,
26.532316735608,
26.5404375798432,
26.547805427237,
26.554314388719,
26.5598526583944,
26.5643084452278,
26.5675784171628,
26.5695778798493,
26.570250897088
]
},
{
"mode": "lines",
"name": "22",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
27.6917155423335,
27.6851484249669,
27.6785140246902,
27.6718123758315,
27.6650435157086,
27.658207486398,
27.6513043348771,
27.6443341131716,
27.6372968785074,
27.6301926934684,
27.6230216261607,
27.6157837503833,
27.6084791458058,
27.601107898154,
27.5936700994045,
27.5861658479879,
27.5785952490023,
27.5709584144382,
27.5632554634147,
27.5554865224294,
27.5476517256217,
27.5397512150524,
27.5317851409997,
27.523753662274,
27.5156569465528,
27.5074951707377,
27.4992685213357,
27.4909771948669,
27.4826213983018,
27.4742013495301,
27.4657172778647,
27.4571694245848,
27.4485580435212,
27.4398834016888,
27.4311457799706,
27.4223454738596,
27.4134827942633,
27.4045580683787,
27.3955716406453,
27.3865238737843,
27.3774151499336,
27.36824587189,
27.3590164644712,
27.3497273760096,
27.3403790799968,
27.3309720768937,
27.3215068961283,
27.3119840983049,
27.3024042776488,
27.2927680647202,
27.2830761294295,
27.2733291843955,
27.2635279886924,
27.2536733520383,
27.2437661394884,
27.2338072767023,
27.2237977558716,
27.2137386424015,
27.2036310824635,
27.1934763115488,
27.1832756641819,
27.1730305849768,
27.1627426412539,
27.1524135374771,
27.1420451318161,
27.1316394552023,
27.1211987333135,
27.1107254120153,
27.1002221868887,
27.0896920376078,
27.0791382680892,
27.0685645535353,
27.057974995732,
27.047374188267,
27.0367672937013,
27.0261601351872,
27.0155593055916,
27.0049722978781,
26.9944076613553,
26.9838751894361,
26.9733861457969,
26.9629535372903,
26.9525924436395,
26.9423204157538,
26.9321579562829,
26.9221290974169,
26.912262091256,
26.9025902261084,
26.8931527757581,
26.8839960747576,
26.8751746861031,
26.8667525813191,
26.8588041789435,
26.8514149795552,
26.8446813973492,
26.8387092472157,
26.8336102723147,
26.8294962123754,
26.8264703595634,
26.824617379743,
26.823993192025
]
},
{
"mode": "lines",
"name": "23",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
27.6917155439651,
27.6982153518869,
27.7046478281002,
27.7110129513524,
27.7173107061307,
27.7235410809098,
27.7297040680346,
27.7357996636056,
27.7418278673663,
27.7477886825926,
27.7536821159854,
27.7595081775636,
27.7652668805597,
27.7709582413176,
27.7765822791903,
27.782139016441,
27.787628478144,
27.7930506920878,
27.7984056886789,
27.8036935008471,
27.8089141639517,
27.8140677156886,
27.8191541959984,
27.8241736469759,
27.8291261127797,
27.8340116395432,
27.8388302752863,
27.8435820698277,
27.8482670746983,
27.852885343055,
27.8574369295957,
27.8619218904745,
27.8663402832176,
27.870692166641,
27.8749776007671,
27.8791966467436,
27.8833493667621,
27.8874358239779,
27.8914560824306,
27.8954102069648,
27.8992982631519,
27.9031203172131,
27.9068764359421,
27.9105666866294,
27.9141911369871,
27.9177498550742,
27.9212429092232,
27.9246703679671,
27.9280322999673,
27.9313287739426,
27.9345598585985,
27.9377256225582,
27.9408261342934,
27.9438614620572,
27.9468316738169,
27.9497368371885,
27.9525770193718,
27.9553522870863,
27.9580627065088,
27.9607083432113,
27.9632892621004,
27.9658055273575,
27.9682572023803,
27.9706443497255,
27.9729670310523,
27.9752253070672,
27.9774192374702,
27.979548880902,
27.9816142948923,
27.9836155358098,
27.9855526588129,
27.9874257178019,
27.9892347653728,
27.990979852772,
27.9926610298526,
27.9942783450318,
27.99583184525,
27.9973215759311,
27.9987475809444,
28.0001099025673,
28.0014085814506,
28.0026436565839,
28.0038151652637,
28.0049231430621,
28.0059676237976,
28.0069486395068,
28.0078662204186,
28.0087203949284,
28.0095111895759,
28.0102386290224,
28.0109027360311,
28.0115035314483,
28.0120410341866,
28.0125152612092,
28.0129262275163,
28.0132739461327,
28.0135584280975,
28.0137796824548,
28.0139377162465,
28.0140325345068,
28.0140641402577
]
}
],
"layout": {
"height": 1080,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"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": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"width": 1920,
"yaxis": {
"range": [
22,
30
]
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = go.Figure()\n",
"for m in range(0, 24):\n",
" fig.add_trace(go.Scatter(x=[*range(0, 101)], y=data1[m,:], mode='lines', name=f'{m}'))\n",
"fig.update_layout(width=1920, height=1080, yaxis_range=[22, 30])\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
" <th>91</th>\n",
" <th>92</th>\n",
" <th>93</th>\n",
" <th>94</th>\n",
" <th>95</th>\n",
" <th>96</th>\n",
" <th>97</th>\n",
" <th>98</th>\n",
" <th>99</th>\n",
" <th>100</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.000765</td>\n",
" <td>0.083423</td>\n",
" <td>0.239937</td>\n",
" <td>0.380463</td>\n",
" <td>0.517027</td>\n",
" <td>0.651874</td>\n",
" <td>0.785776</td>\n",
" <td>0.919059</td>\n",
" <td>1.051882</td>\n",
" <td>1.184323</td>\n",
" <td>...</td>\n",
" <td>7.693220</td>\n",
" <td>7.706553</td>\n",
" <td>7.718336</td>\n",
" <td>7.728563</td>\n",
" <td>7.737227</td>\n",
" <td>7.744324</td>\n",
" <td>7.749849</td>\n",
" <td>7.753797</td>\n",
" <td>7.756167</td>\n",
" <td>7.756957</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.005641</td>\n",
" <td>0.143851</td>\n",
" <td>0.287459</td>\n",
" <td>0.430947</td>\n",
" <td>0.574212</td>\n",
" <td>0.717170</td>\n",
" <td>0.859744</td>\n",
" <td>1.001856</td>\n",
" <td>1.143432</td>\n",
" <td>1.284398</td>\n",
" <td>...</td>\n",
" <td>8.503040</td>\n",
" <td>8.511240</td>\n",
" <td>8.518327</td>\n",
" <td>8.524357</td>\n",
" <td>8.529379</td>\n",
" <td>8.533433</td>\n",
" <td>8.536552</td>\n",
" <td>8.538762</td>\n",
" <td>8.540081</td>\n",
" <td>8.540520</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.005642</td>\n",
" <td>0.251134</td>\n",
" <td>0.471586</td>\n",
" <td>0.696366</td>\n",
" <td>0.922814</td>\n",
" <td>1.149924</td>\n",
" <td>1.377260</td>\n",
" <td>1.604590</td>\n",
" <td>1.831773</td>\n",
" <td>2.058707</td>\n",
" <td>...</td>\n",
" <td>9.492787</td>\n",
" <td>9.497283</td>\n",
" <td>9.501150</td>\n",
" <td>9.504426</td>\n",
" <td>9.507142</td>\n",
" <td>9.509326</td>\n",
" <td>9.511000</td>\n",
" <td>9.512183</td>\n",
" <td>9.512888</td>\n",
" <td>9.513122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.715403</td>\n",
" <td>5.717183</td>\n",
" <td>5.722515</td>\n",
" <td>5.731380</td>\n",
" <td>5.743745</td>\n",
" <td>5.759567</td>\n",
" <td>5.778789</td>\n",
" <td>5.801343</td>\n",
" <td>5.827153</td>\n",
" <td>5.856130</td>\n",
" <td>...</td>\n",
" <td>9.563645</td>\n",
" <td>9.563611</td>\n",
" <td>9.563583</td>\n",
" <td>9.563560</td>\n",
" <td>9.563542</td>\n",
" <td>9.563528</td>\n",
" <td>9.563518</td>\n",
" <td>9.563511</td>\n",
" <td>9.563506</td>\n",
" <td>9.563505</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.715403</td>\n",
" <td>5.719831</td>\n",
" <td>5.733083</td>\n",
" <td>5.755069</td>\n",
" <td>5.785637</td>\n",
" <td>5.824582</td>\n",
" <td>5.871646</td>\n",
" <td>5.926525</td>\n",
" <td>5.988875</td>\n",
" <td>6.058316</td>\n",
" <td>...</td>\n",
" <td>9.674755</td>\n",
" <td>9.684732</td>\n",
" <td>9.693573</td>\n",
" <td>9.701264</td>\n",
" <td>9.707793</td>\n",
" <td>9.713149</td>\n",
" <td>9.717325</td>\n",
" <td>9.720312</td>\n",
" <td>9.722107</td>\n",
" <td>9.722705</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5.935156</td>\n",
" <td>5.936945</td>\n",
" <td>5.942306</td>\n",
" <td>5.951218</td>\n",
" <td>5.963646</td>\n",
" <td>5.979543</td>\n",
" <td>5.998846</td>\n",
" <td>6.021484</td>\n",
" <td>6.047369</td>\n",
" <td>6.076407</td>\n",
" <td>...</td>\n",
" <td>10.697320</td>\n",
" <td>10.702071</td>\n",
" <td>10.706204</td>\n",
" <td>10.709740</td>\n",
" <td>10.712698</td>\n",
" <td>10.715095</td>\n",
" <td>10.716944</td>\n",
" <td>10.718257</td>\n",
" <td>10.719042</td>\n",
" <td>10.719303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5.935156</td>\n",
" <td>5.939329</td>\n",
" <td>5.951821</td>\n",
" <td>5.972553</td>\n",
" <td>6.001394</td>\n",
" <td>6.038164</td>\n",
" <td>6.082638</td>\n",
" <td>6.134549</td>\n",
" <td>6.193591</td>\n",
" <td>6.259425</td>\n",
" <td>...</td>\n",
" <td>11.435244</td>\n",
" <td>11.499973</td>\n",
" <td>11.563523</td>\n",
" <td>11.625395</td>\n",
" <td>11.684859</td>\n",
" <td>11.740774</td>\n",
" <td>11.791280</td>\n",
" <td>11.833316</td>\n",
" <td>11.862240</td>\n",
" <td>11.872745</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7.720530</td>\n",
" <td>7.721901</td>\n",
" <td>7.726012</td>\n",
" <td>7.732847</td>\n",
" <td>7.742384</td>\n",
" <td>7.754591</td>\n",
" <td>7.769427</td>\n",
" <td>7.786844</td>\n",
" <td>7.806783</td>\n",
" <td>7.829181</td>\n",
" <td>...</td>\n",
" <td>12.657027</td>\n",
" <td>12.603954</td>\n",
" <td>12.550804</td>\n",
" <td>12.498030</td>\n",
" <td>12.446328</td>\n",
" <td>12.396806</td>\n",
" <td>12.351298</td>\n",
" <td>12.312848</td>\n",
" <td>12.286080</td>\n",
" <td>12.276295</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>7.720756</td>\n",
" <td>7.724200</td>\n",
" <td>7.734517</td>\n",
" <td>7.751669</td>\n",
" <td>7.775587</td>\n",
" <td>7.806180</td>\n",
" <td>7.843332</td>\n",
" <td>7.886903</td>\n",
" <td>7.936734</td>\n",
" <td>7.992647</td>\n",
" <td>...</td>\n",
" <td>15.489470</td>\n",
" <td>15.558621</td>\n",
" <td>15.624846</td>\n",
" <td>15.687989</td>\n",
" <td>15.747810</td>\n",
" <td>15.803908</td>\n",
" <td>15.855510</td>\n",
" <td>15.900889</td>\n",
" <td>15.935664</td>\n",
" <td>15.949930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>11.698833</td>\n",
" <td>11.698634</td>\n",
" <td>11.698040</td>\n",
" <td>11.697065</td>\n",
" <td>11.695733</td>\n",
" <td>11.694076</td>\n",
" <td>11.692135</td>\n",
" <td>11.689963</td>\n",
" <td>11.687620</td>\n",
" <td>11.685178</td>\n",
" <td>...</td>\n",
" <td>16.299108</td>\n",
" <td>16.284538</td>\n",
" <td>16.266435</td>\n",
" <td>16.244965</td>\n",
" <td>16.220380</td>\n",
" <td>16.193092</td>\n",
" <td>16.163885</td>\n",
" <td>16.134496</td>\n",
" <td>16.109312</td>\n",
" <td>16.098243</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11.924707</td>\n",
" <td>11.924368</td>\n",
" <td>11.923356</td>\n",
" <td>11.921684</td>\n",
" <td>11.919375</td>\n",
" <td>11.916459</td>\n",
" <td>11.912978</td>\n",
" <td>11.908982</td>\n",
" <td>11.904530</td>\n",
" <td>11.899691</td>\n",
" <td>...</td>\n",
" <td>17.752257</td>\n",
" <td>17.793369</td>\n",
" <td>17.829886</td>\n",
" <td>17.861721</td>\n",
" <td>17.888796</td>\n",
" <td>17.911044</td>\n",
" <td>17.928407</td>\n",
" <td>17.940843</td>\n",
" <td>17.948317</td>\n",
" <td>17.950810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>17.750886</td>\n",
" <td>17.749566</td>\n",
" <td>17.745611</td>\n",
" <td>17.739034</td>\n",
" <td>17.729853</td>\n",
" <td>17.718098</td>\n",
" <td>17.703804</td>\n",
" <td>17.687014</td>\n",
" <td>17.667778</td>\n",
" <td>17.646154</td>\n",
" <td>...</td>\n",
" <td>18.125787</td>\n",
" <td>18.168004</td>\n",
" <td>18.205593</td>\n",
" <td>18.238432</td>\n",
" <td>18.266412</td>\n",
" <td>18.289438</td>\n",
" <td>18.307432</td>\n",
" <td>18.320330</td>\n",
" <td>18.328088</td>\n",
" <td>18.330677</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>22.407204</td>\n",
" <td>22.407055</td>\n",
" <td>22.406611</td>\n",
" <td>22.405870</td>\n",
" <td>22.404835</td>\n",
" <td>22.403506</td>\n",
" <td>22.401884</td>\n",
" <td>22.399973</td>\n",
" <td>22.397773</td>\n",
" <td>22.395288</td>\n",
" <td>...</td>\n",
" <td>22.051304</td>\n",
" <td>22.059651</td>\n",
" <td>22.067621</td>\n",
" <td>22.075029</td>\n",
" <td>22.081693</td>\n",
" <td>22.087443</td>\n",
" <td>22.092118</td>\n",
" <td>22.095576</td>\n",
" <td>22.097701</td>\n",
" <td>22.098419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>22.407890</td>\n",
" <td>22.408257</td>\n",
" <td>22.409353</td>\n",
" <td>22.411163</td>\n",
" <td>22.413663</td>\n",
" <td>22.416820</td>\n",
" <td>22.420592</td>\n",
" <td>22.424928</td>\n",
" <td>22.429769</td>\n",
" <td>22.435052</td>\n",
" <td>...</td>\n",
" <td>22.170363</td>\n",
" <td>22.168263</td>\n",
" <td>22.166409</td>\n",
" <td>22.164787</td>\n",
" <td>22.163390</td>\n",
" <td>22.162214</td>\n",
" <td>22.161268</td>\n",
" <td>22.160568</td>\n",
" <td>22.160136</td>\n",
" <td>22.159989</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>22.687518</td>\n",
" <td>22.687264</td>\n",
" <td>22.686504</td>\n",
" <td>22.685248</td>\n",
" <td>22.683511</td>\n",
" <td>22.681314</td>\n",
" <td>22.678682</td>\n",
" <td>22.675646</td>\n",
" <td>22.672238</td>\n",
" <td>22.668494</td>\n",
" <td>...</td>\n",
" <td>22.223040</td>\n",
" <td>22.227460</td>\n",
" <td>22.231504</td>\n",
" <td>22.235124</td>\n",
" <td>22.238275</td>\n",
" <td>22.240915</td>\n",
" <td>22.243009</td>\n",
" <td>22.244528</td>\n",
" <td>22.245448</td>\n",
" <td>22.245756</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>22.687518</td>\n",
" <td>22.688014</td>\n",
" <td>22.689495</td>\n",
" <td>22.691942</td>\n",
" <td>22.695321</td>\n",
" <td>22.699586</td>\n",
" <td>22.704680</td>\n",
" <td>22.710533</td>\n",
" <td>22.717064</td>\n",
" <td>22.724179</td>\n",
" <td>...</td>\n",
" <td>22.295939</td>\n",
" <td>22.295733</td>\n",
" <td>22.295577</td>\n",
" <td>22.295463</td>\n",
" <td>22.295378</td>\n",
" <td>22.295318</td>\n",
" <td>22.295275</td>\n",
" <td>22.295247</td>\n",
" <td>22.295230</td>\n",
" <td>22.295225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>22.854015</td>\n",
" <td>22.853817</td>\n",
" <td>22.853224</td>\n",
" <td>22.852235</td>\n",
" <td>22.850853</td>\n",
" <td>22.849078</td>\n",
" <td>22.846916</td>\n",
" <td>22.844372</td>\n",
" <td>22.841457</td>\n",
" <td>22.838182</td>\n",
" <td>...</td>\n",
" <td>22.421716</td>\n",
" <td>22.421267</td>\n",
" <td>22.420923</td>\n",
" <td>22.420672</td>\n",
" <td>22.420498</td>\n",
" <td>22.420385</td>\n",
" <td>22.420318</td>\n",
" <td>22.420283</td>\n",
" <td>22.420266</td>\n",
" <td>22.420262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>22.929825</td>\n",
" <td>22.929672</td>\n",
" <td>22.929214</td>\n",
" <td>22.928449</td>\n",
" <td>22.927378</td>\n",
" <td>22.926002</td>\n",
" <td>22.924319</td>\n",
" <td>22.922329</td>\n",
" <td>22.920034</td>\n",
" <td>22.917431</td>\n",
" <td>...</td>\n",
" <td>22.574795</td>\n",
" <td>22.575215</td>\n",
" <td>22.572317</td>\n",
" <td>22.569711</td>\n",
" <td>22.567430</td>\n",
" <td>22.565507</td>\n",
" <td>22.563974</td>\n",
" <td>22.562857</td>\n",
" <td>22.562178</td>\n",
" <td>22.561950</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>22.929825</td>\n",
" <td>22.930218</td>\n",
" <td>22.931390</td>\n",
" <td>22.933328</td>\n",
" <td>22.936008</td>\n",
" <td>22.939397</td>\n",
" <td>22.943455</td>\n",
" <td>22.948128</td>\n",
" <td>22.953361</td>\n",
" <td>22.959087</td>\n",
" <td>...</td>\n",
" <td>22.578374</td>\n",
" <td>22.579542</td>\n",
" <td>22.584071</td>\n",
" <td>22.588278</td>\n",
" <td>22.592059</td>\n",
" <td>22.595313</td>\n",
" <td>22.597951</td>\n",
" <td>22.599894</td>\n",
" <td>22.601085</td>\n",
" <td>22.601486</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>23.297131</td>\n",
" <td>23.297081</td>\n",
" <td>23.296930</td>\n",
" <td>23.296668</td>\n",
" <td>23.296281</td>\n",
" <td>23.295749</td>\n",
" <td>23.295046</td>\n",
" <td>23.294146</td>\n",
" <td>23.293017</td>\n",
" <td>23.291627</td>\n",
" <td>...</td>\n",
" <td>23.146740</td>\n",
" <td>23.152094</td>\n",
" <td>23.156961</td>\n",
" <td>23.161289</td>\n",
" <td>23.165031</td>\n",
" <td>23.168147</td>\n",
" <td>23.170604</td>\n",
" <td>23.172378</td>\n",
" <td>23.173449</td>\n",
" <td>23.173808</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>24.394615</td>\n",
" <td>24.395037</td>\n",
" <td>24.396303</td>\n",
" <td>24.398413</td>\n",
" <td>24.401371</td>\n",
" <td>24.405178</td>\n",
" <td>24.409836</td>\n",
" <td>24.415350</td>\n",
" <td>24.421721</td>\n",
" <td>24.428950</td>\n",
" <td>...</td>\n",
" <td>24.247382</td>\n",
" <td>24.219323</td>\n",
" <td>24.193784</td>\n",
" <td>24.171043</td>\n",
" <td>24.151348</td>\n",
" <td>24.134917</td>\n",
" <td>24.121938</td>\n",
" <td>24.112557</td>\n",
" <td>24.106885</td>\n",
" <td>24.104987</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>26.570251</td>\n",
" <td>26.570013</td>\n",
" <td>26.569300</td>\n",
" <td>26.568123</td>\n",
" <td>26.566495</td>\n",
" <td>26.564435</td>\n",
" <td>26.561969</td>\n",
" <td>26.559124</td>\n",
" <td>26.555933</td>\n",
" <td>26.552431</td>\n",
" <td>...</td>\n",
" <td>24.361999</td>\n",
" <td>24.332349</td>\n",
" <td>24.305639</td>\n",
" <td>24.282051</td>\n",
" <td>24.261757</td>\n",
" <td>24.244915</td>\n",
" <td>24.231662</td>\n",
" <td>24.222111</td>\n",
" <td>24.216346</td>\n",
" <td>24.214419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>26.823993</td>\n",
" <td>26.823664</td>\n",
" <td>26.822679</td>\n",
" <td>26.821047</td>\n",
" <td>26.818780</td>\n",
" <td>26.815898</td>\n",
" <td>26.812424</td>\n",
" <td>26.808384</td>\n",
" <td>26.803811</td>\n",
" <td>26.798737</td>\n",
" <td>...</td>\n",
" <td>24.843870</td>\n",
" <td>24.837818</td>\n",
" <td>24.833888</td>\n",
" <td>24.832018</td>\n",
" <td>24.832088</td>\n",
" <td>24.833871</td>\n",
" <td>24.836951</td>\n",
" <td>24.840604</td>\n",
" <td>24.843700</td>\n",
" <td>24.844943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>28.239928</td>\n",
" <td>28.239375</td>\n",
" <td>28.237717</td>\n",
" <td>28.234958</td>\n",
" <td>28.231103</td>\n",
" <td>28.226162</td>\n",
" <td>28.220146</td>\n",
" <td>28.213067</td>\n",
" <td>28.204940</td>\n",
" <td>28.195782</td>\n",
" <td>...</td>\n",
" <td>25.161977</td>\n",
" <td>25.124957</td>\n",
" <td>25.090411</td>\n",
" <td>25.058558</td>\n",
" <td>25.029668</td>\n",
" <td>25.004100</td>\n",
" <td>24.982389</td>\n",
" <td>24.965357</td>\n",
" <td>24.954203</td>\n",
" <td>24.950270</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>24 rows × 101 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 \\\n",
"0 -0.000765 0.083423 0.239937 0.380463 0.517027 0.651874 \n",
"1 0.005641 0.143851 0.287459 0.430947 0.574212 0.717170 \n",
"2 0.005642 0.251134 0.471586 0.696366 0.922814 1.149924 \n",
"3 5.715403 5.717183 5.722515 5.731380 5.743745 5.759567 \n",
"4 5.715403 5.719831 5.733083 5.755069 5.785637 5.824582 \n",
"5 5.935156 5.936945 5.942306 5.951218 5.963646 5.979543 \n",
"6 5.935156 5.939329 5.951821 5.972553 6.001394 6.038164 \n",
"7 7.720530 7.721901 7.726012 7.732847 7.742384 7.754591 \n",
"8 7.720756 7.724200 7.734517 7.751669 7.775587 7.806180 \n",
"9 11.698833 11.698634 11.698040 11.697065 11.695733 11.694076 \n",
"10 11.924707 11.924368 11.923356 11.921684 11.919375 11.916459 \n",
"11 17.750886 17.749566 17.745611 17.739034 17.729853 17.718098 \n",
"12 22.407204 22.407055 22.406611 22.405870 22.404835 22.403506 \n",
"13 22.407890 22.408257 22.409353 22.411163 22.413663 22.416820 \n",
"14 22.687518 22.687264 22.686504 22.685248 22.683511 22.681314 \n",
"15 22.687518 22.688014 22.689495 22.691942 22.695321 22.699586 \n",
"16 22.854015 22.853817 22.853224 22.852235 22.850853 22.849078 \n",
"17 22.929825 22.929672 22.929214 22.928449 22.927378 22.926002 \n",
"18 22.929825 22.930218 22.931390 22.933328 22.936008 22.939397 \n",
"19 23.297131 23.297081 23.296930 23.296668 23.296281 23.295749 \n",
"20 24.394615 24.395037 24.396303 24.398413 24.401371 24.405178 \n",
"21 26.570251 26.570013 26.569300 26.568123 26.566495 26.564435 \n",
"22 26.823993 26.823664 26.822679 26.821047 26.818780 26.815898 \n",
"23 28.239928 28.239375 28.237717 28.234958 28.231103 28.226162 \n",
"\n",
" 6 7 8 9 ... 91 92 \\\n",
"0 0.785776 0.919059 1.051882 1.184323 ... 7.693220 7.706553 \n",
"1 0.859744 1.001856 1.143432 1.284398 ... 8.503040 8.511240 \n",
"2 1.377260 1.604590 1.831773 2.058707 ... 9.492787 9.497283 \n",
"3 5.778789 5.801343 5.827153 5.856130 ... 9.563645 9.563611 \n",
"4 5.871646 5.926525 5.988875 6.058316 ... 9.674755 9.684732 \n",
"5 5.998846 6.021484 6.047369 6.076407 ... 10.697320 10.702071 \n",
"6 6.082638 6.134549 6.193591 6.259425 ... 11.435244 11.499973 \n",
"7 7.769427 7.786844 7.806783 7.829181 ... 12.657027 12.603954 \n",
"8 7.843332 7.886903 7.936734 7.992647 ... 15.489470 15.558621 \n",
"9 11.692135 11.689963 11.687620 11.685178 ... 16.299108 16.284538 \n",
"10 11.912978 11.908982 11.904530 11.899691 ... 17.752257 17.793369 \n",
"11 17.703804 17.687014 17.667778 17.646154 ... 18.125787 18.168004 \n",
"12 22.401884 22.399973 22.397773 22.395288 ... 22.051304 22.059651 \n",
"13 22.420592 22.424928 22.429769 22.435052 ... 22.170363 22.168263 \n",
"14 22.678682 22.675646 22.672238 22.668494 ... 22.223040 22.227460 \n",
"15 22.704680 22.710533 22.717064 22.724179 ... 22.295939 22.295733 \n",
"16 22.846916 22.844372 22.841457 22.838182 ... 22.421716 22.421267 \n",
"17 22.924319 22.922329 22.920034 22.917431 ... 22.574795 22.575215 \n",
"18 22.943455 22.948128 22.953361 22.959087 ... 22.578374 22.579542 \n",
"19 23.295046 23.294146 23.293017 23.291627 ... 23.146740 23.152094 \n",
"20 24.409836 24.415350 24.421721 24.428950 ... 24.247382 24.219323 \n",
"21 26.561969 26.559124 26.555933 26.552431 ... 24.361999 24.332349 \n",
"22 26.812424 26.808384 26.803811 26.798737 ... 24.843870 24.837818 \n",
"23 28.220146 28.213067 28.204940 28.195782 ... 25.161977 25.124957 \n",
"\n",
" 93 94 95 96 97 98 \\\n",
"0 7.718336 7.728563 7.737227 7.744324 7.749849 7.753797 \n",
"1 8.518327 8.524357 8.529379 8.533433 8.536552 8.538762 \n",
"2 9.501150 9.504426 9.507142 9.509326 9.511000 9.512183 \n",
"3 9.563583 9.563560 9.563542 9.563528 9.563518 9.563511 \n",
"4 9.693573 9.701264 9.707793 9.713149 9.717325 9.720312 \n",
"5 10.706204 10.709740 10.712698 10.715095 10.716944 10.718257 \n",
"6 11.563523 11.625395 11.684859 11.740774 11.791280 11.833316 \n",
"7 12.550804 12.498030 12.446328 12.396806 12.351298 12.312848 \n",
"8 15.624846 15.687989 15.747810 15.803908 15.855510 15.900889 \n",
"9 16.266435 16.244965 16.220380 16.193092 16.163885 16.134496 \n",
"10 17.829886 17.861721 17.888796 17.911044 17.928407 17.940843 \n",
"11 18.205593 18.238432 18.266412 18.289438 18.307432 18.320330 \n",
"12 22.067621 22.075029 22.081693 22.087443 22.092118 22.095576 \n",
"13 22.166409 22.164787 22.163390 22.162214 22.161268 22.160568 \n",
"14 22.231504 22.235124 22.238275 22.240915 22.243009 22.244528 \n",
"15 22.295577 22.295463 22.295378 22.295318 22.295275 22.295247 \n",
"16 22.420923 22.420672 22.420498 22.420385 22.420318 22.420283 \n",
"17 22.572317 22.569711 22.567430 22.565507 22.563974 22.562857 \n",
"18 22.584071 22.588278 22.592059 22.595313 22.597951 22.599894 \n",
"19 23.156961 23.161289 23.165031 23.168147 23.170604 23.172378 \n",
"20 24.193784 24.171043 24.151348 24.134917 24.121938 24.112557 \n",
"21 24.305639 24.282051 24.261757 24.244915 24.231662 24.222111 \n",
"22 24.833888 24.832018 24.832088 24.833871 24.836951 24.840604 \n",
"23 25.090411 25.058558 25.029668 25.004100 24.982389 24.965357 \n",
"\n",
" 99 100 \n",
"0 7.756167 7.756957 \n",
"1 8.540081 8.540520 \n",
"2 9.512888 9.513122 \n",
"3 9.563506 9.563505 \n",
"4 9.722107 9.722705 \n",
"5 10.719042 10.719303 \n",
"6 11.862240 11.872745 \n",
"7 12.286080 12.276295 \n",
"8 15.935664 15.949930 \n",
"9 16.109312 16.098243 \n",
"10 17.948317 17.950810 \n",
"11 18.328088 18.330677 \n",
"12 22.097701 22.098419 \n",
"13 22.160136 22.159989 \n",
"14 22.245448 22.245756 \n",
"15 22.295230 22.295225 \n",
"16 22.420266 22.420262 \n",
"17 22.562178 22.561950 \n",
"18 22.601085 22.601486 \n",
"19 23.173449 23.173808 \n",
"20 24.106885 24.104987 \n",
"21 24.216346 24.214419 \n",
"22 24.843700 24.844943 \n",
"23 24.954203 24.950270 \n",
"\n",
"[24 rows x 101 columns]"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel('../SiC-2nd/5/5.1/5.1.2/data.ods', engine='odf', header=None, sheet_name='Gamma-K')\n",
"data2 = df.to_numpy()\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"mode": "lines",
"name": "0",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
-0.000765294408390224,
0.0834226082035316,
0.239937009444643,
0.380462948061661,
0.517026712727568,
0.651874187753409,
0.785775638285437,
0.919059184145025,
1.05188187073659,
1.184323425761,
1.31642468249478,
1.4482053134573,
1.57967276831149,
1.7108270900191,
1.84166364573763,
1.97217473584684,
2.10235056863766,
2.23217986164401,
2.36165021603697,
2.49074834948613,
2.61946023886795,
2.74777120447777,
2.87566595553912,
3.00312860948411,
3.13014269282667,
3.25669112845796,
3.38275621222839,
3.50831958038709,
3.63336216858922,
3.75786416261675,
3.8818049405805,
4.00516300612607,
4.12791591201346,
4.25004017333698,
4.37151116959954,
4.49230303482466,
4.61238853488518,
4.73173893124158,
4.83515393106317,
4.93247297042008,
5.02789118715545,
5.12140854044866,
5.21302758906538,
5.30275340959926,
5.39059349956926,
5.47655766491925,
5.56065789171732,
5.64290820213864,
5.72332449512915,
5.80192437247806,
5.87872695136478,
5.95375266477881,
6.02702305152617,
6.09856053782554,
6.16838821274544,
6.23652959993796,
6.30300842827316,
6.36784840406802,
6.43107298763376,
6.49270517683218,
6.55276730024045,
6.61128082237644,
6.66826616323925,
6.72374253417947,
6.77772779183821,
6.83023831159125,
6.88128888161336,
6.93089261834598,
6.97906090381762,
7.0258033449361,
7.07112775455362,
7.11504015380274,
7.15754479492122,
7.19864420352702,
7.2383392390776,
7.27662917204951,
7.31351177620979,
7.34898343421703,
7.38303925469264,
7.41567319883617,
7.44687821462811,
7.47664637666294,
7.5049690296873,
7.53183693397933,
7.55724041079319,
7.58116948620518,
7.60361403183168,
7.62456390103953,
7.64400905943328,
7.66193970857486,
7.6783464020661,
7.69322015329653,
7.70655253432406,
7.71833576550883,
7.728562795657,
7.73722737254749,
7.74432410380868,
7.74984850818175,
7.75379705725272,
7.7561672077574,
7.75695742456498
]
},
{
"mode": "lines",
"name": "1",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
0.00564057909944074,
0.143851156622261,
0.28745852346809,
0.430947134562898,
0.574211907838514,
0.717170292951081,
0.859743994401179,
1.00185647651814,
1.14343244078749,
1.28439773925698,
1.42467941634934,
1.56420579489084,
1.70290657807267,
1.84071295628784,
1.97755771397697,
2.11337533411687,
2.2481020991102,
2.38167618738939,
2.51403776535289,
2.64512907443344,
2.77489451321384,
2.90328071459179,
3.03023661804694,
3.15571353710539,
3.27966522211378,
3.40204791843897,
3.52282042019602,
3.64194411957308,
3.75938305177266,
3.8751039355211,
3.98907620901324,
4.10127206106022,
4.21166645709844,
4.32023715959752,
4.42696474228388,
4.5318325974755,
4.63482693571237,
4.73593677676928,
4.85032383031832,
4.9681110178057,
5.08506627726785,
5.20115319257248,
5.316332933849,
5.43056402695297,
5.54380210678558,
5.65599965532002,
5.7671057258644,
5.87706565598116,
5.9858207726489,
6.09330809474666,
6.19946003983529,
6.30420414456551,
6.40746281091824,
6.50915309391319,
6.60918655040093,
6.70746917300717,
6.80390143804689,
6.89837850094376,
6.99079057685557,
7.08102354706625,
7.16895983224472,
7.25447957065705,
7.33746213146987,
7.41778797910499,
7.49534088327376,
7.57001044074525,
7.64169484027362,
7.71030376429491,
7.77576128464843,
7.83800858075429,
7.89700629391918,
7.95273633630794,
8.00520300049745,
8.05443326435684,
8.10047625078433,
8.14340187348261,
8.18329876768531,
8.22027165857316,
8.25443835311777,
8.2859265506878,
8.31487065576532,
8.34140874767105,
8.36567982405441,
8.38782139380464,
8.40796745647113,
8.42624687287155,
8.44278210704541,
8.45768830325683,
8.47107265249361,
8.48303399943148,
8.49366264156274,
8.50304027567863,
8.51124005192904,
8.51832670136741,
8.52435670858015,
8.52937850631972,
8.53343267379212,
8.53655212431786,
8.53876227149817,
8.54008116583644,
8.54051959608072
]
},
{
"mode": "lines",
"name": "2",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
0.00564188197158228,
0.251133820081909,
0.471585771368065,
0.696365546371126,
0.922814235503238,
1.14992446138357,
1.37725954708111,
1.60459007899059,
1.83177335598227,
2.05870742314462,
2.28531122300485,
2.51151511997881,
2.73725599642837,
2.96247454158253,
3.18711366789828,
3.41111754104354,
3.63443095945331,
3.85699893980126,
4.0787664258001,
4.29967806994326,
4.51967805513324,
4.73870993232804,
4.95671645467247,
5.17363938963071,
5.38941928898916,
5.60399519216679,
5.81730423035802,
6.0292810861551,
6.23985724281137,
6.44895992459321,
6.65651057662361,
6.86242264471457,
7.06659826613019,
7.19255890487906,
7.26132527535452,
7.33013496451265,
7.39889134471738,
7.46750102811676,
7.53587380879544,
7.60392258692529,
7.67156327672329,
7.73871469932609,
7.80529846045272,
7.87123881061452,
7.93646248206949,
8.00089849067036,
8.06447788028559,
8.12713336886768,
8.18879882111713,
8.24940840791864,
8.30889518550301,
8.36718857008691,
8.42420965809096,
8.4798623140582,
8.5340163877479,
8.58648009051037,
8.63697847966375,
8.68522656000213,
8.73116819351071,
8.77507189841833,
8.81728633942588,
8.85805486061798,
8.89751182192845,
8.93572432237721,
8.97272173457351,
9.00851146534454,
9.04308704362297,
9.07643253320183,
9.10852534212648,
9.13933847408992,
9.16884273903911,
9.19700912837258,
9.22381133884827,
9.24922826630142,
9.27324619941427,
9.29586044583587,
9.3170762142692,
9.3369087185537,
9.35538260711351,
9.37253090836463,
9.38839370495117,
9.40301672049305,
9.41644994810502,
9.4287463938154,
9.43996096369615,
9.45014949490024,
9.45936791590854,
9.46767151599906,
9.47511430427698,
9.48174844159301,
9.48762373248297,
9.49278716790685,
9.4972825126255,
9.50114993342108,
9.50442566609291,
9.50714172034657,
9.50932562246191,
9.51100019607788,
9.51218338165647,
9.51288809525236,
9.51312212716714
]
},
{
"mode": "lines",
"name": "3",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
5.71540336980423,
5.71718283936993,
5.7225147257047,
5.73137954644748,
5.74374510988604,
5.75956692238305,
5.77878873768029,
5.8013432288061,
5.8271527601532,
5.85613023558376,
5.88817999814972,
5.92319875805886,
5.96107652764511,
6.00169754500353,
6.04494117130275,
6.09068275026468,
6.13879442162989,
6.18914588339367,
6.24160510007863,
6.29603895624019,
6.35231385579667,
6.41029626868688,
6.46985322687162,
6.53085277190752,
6.5931643563262,
6.65665920093274,
6.72121060996629,
6.78669424588712,
6.85298836541204,
6.91997401832565,
6.98753521056348,
7.05555903309166,
7.1239357581911,
7.26892322005813,
7.43039271098934,
7.49345973830707,
7.55617002629837,
7.61844448536764,
7.68020981290916,
7.74139842623418,
7.80194837977536,
7.86180327038798,
7.92091213556505,
7.97922935126332,
8.0367145393718,
8.09333250068433,
8.14905319948837,
8.20385184426895,
8.25770914292543,
8.31061187543367,
8.36255405385359,
8.41353919650534,
8.46358476848296,
8.51273086831606,
8.56105680086405,
8.60870850749261,
8.65591990552427,
8.70293962808077,
8.74979197299465,
8.79618097890923,
8.84173482547122,
8.88619120435656,
8.92940089803833,
8.97128598043518,
9.01181021193557,
9.05096321063889,
9.08875229517973,
9.12519799792565,
9.16033117318812,
9.19419065161299,
9.2268209203146,
9.25826962049654,
9.28858487601769,
9.31781262993007,
9.34599425749554,
9.37316472281633,
9.39935145561675,
9.4245739830371,
9.44884421469199,
9.47216719271738,
9.49454209690242,
9.51596332475812,
9.53642152127035,
9.55590448957506,
9.56408342199351,
9.56399772008963,
9.5639194998749,
9.56384914649502,
9.56378673855907,
9.5637321148607,
9.5636849333449,
9.5636447231399,
9.56361093034048,
9.56358295811392,
9.56356020159844,
9.56354207797533,
9.56352805202114,
9.56351765738128,
9.56351051375199,
9.5635063401117,
9.56350496410402
]
},
{
"mode": "lines",
"name": "4",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
5.71540336989153,
5.7198310847571,
5.73308347294776,
5.75506894663461,
5.78563709001513,
5.82458186562059,
5.87164583844218,
5.92652518432188,
5.98887522152824,
6.05831619819616,
6.10848990004776,
6.14350194974542,
6.1813186164821,
6.22180801588697,
6.26483194301349,
6.31024694974138,
6.35790542353033,
6.40765665118914,
6.4593478525738,
6.51282517088353,
6.56793460835325,
6.62452289849227,
6.68243830843542,
6.74153136732704,
6.80165551883498,
6.86266769781557,
6.92442883277192,
6.98680427704529,
7.0496641726564,
7.11288375138828,
7.17634357810459,
7.23992974146944,
7.30353399721186,
7.36705386890936,
7.46925901136875,
7.66743006755199,
7.86320227927554,
8.05624554238332,
8.24606535257919,
8.43187176122059,
8.6123170827469,
8.78496095131641,
8.94525925983661,
9.08539225178073,
9.19610589320699,
9.27518637908169,
9.33055782431005,
9.3714114468504,
9.40338110244782,
9.42940738457871,
9.4510821029175,
9.4693567249724,
9.48486200665258,
9.4980538396697,
9.50928366331172,
9.51883484196776,
9.52694281922591,
9.53380708943746,
9.53959881274802,
9.54446598724726,
9.54853717993573,
9.55192436292526,
9.55472516449617,
9.55702471694954,
9.55889721211066,
9.56040723463037,
9.56161091929783,
9.56255696415301,
9.56328752227032,
9.56383898942062,
9.56424270111102,
9.56452554999017,
9.56471053283719,
9.56481723505315,
9.56486225957755,
9.56485960635448,
9.56482100781252,
9.56475622525369,
9.56467331055076,
9.56457883710455,
9.56447810361092,
9.56437531381727,
9.56427373511016,
9.56417583846398,
9.5743979583339,
9.59188621028423,
9.60835259125391,
9.62377992398524,
9.63815085038897,
9.65144812231873,
9.66365485647164,
9.67475476459727,
9.68473236628829,
9.69357318838713,
9.70126395247737,
9.70779274998392,
9.71314920301989,
9.71732460823262,
9.72031206046452,
9.72210655301073,
9.72270505157194
]
},
{
"mode": "lines",
"name": "5",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
5.93515558293732,
5.93694493363472,
5.94230600694709,
5.9512179266549,
5.96364609903806,
5.9795425113641,
5.99884614659386,
6.02148351066969,
6.04736926715246,
6.0764069721033,
6.13443908124544,
6.21681112054665,
6.30498100058468,
6.39848343570344,
6.49684310983287,
6.59957790407863,
6.70620139359897,
6.81622462790564,
6.9291572362592,
7.04450792316462,
7.16178443970206,
7.28049313655711,
7.4001382264091,
7.52022090917152,
7.64023854578515,
7.7596841068752,
7.87804617288619,
7.99480982197925,
8.10945880744432,
8.22147948782335,
8.33036700953569,
8.43563421606961,
8.53682361430009,
8.63352240990344,
8.72538012337728,
8.81212775152098,
8.89359720505181,
8.96974037612668,
9.0406491965871,
9.10658166987297,
9.16800339466098,
9.2256536488113,
9.28060589116745,
9.33409200302128,
9.38652085821695,
9.4363347818576,
9.48152146990934,
9.52165886261903,
9.55742030536878,
9.58966611083423,
9.61914264650951,
9.64645888186713,
9.67211815546247,
9.69654828865997,
9.72012263836533,
9.74317406153025,
9.76600427577711,
9.78889030155347,
9.81208898703844,
9.83584018503301,
9.86036890087443,
9.88588659136866,
9.91259172165593,
9.94066965414257,
9.97029193699039,
10.0016150709566,
10.0347788568463,
10.0699044560799,
10.1070923278141,
10.1464202308226,
10.1879414898995,
10.23168371908,
10.277648164356,
10.3258097777541,
10.3761180679834,
10.4284986993547,
10.4828557409603,
10.5390744120317,
10.5675102261237,
10.5826899940219,
10.5969079118901,
10.6101880692308,
10.6225557766616,
10.6340373843806,
10.6446600814401,
10.6544516760857,
10.6634403578351,
10.6716544424691,
10.6791221016678,
10.6858710796472,
10.6919283998142,
10.6973200651396,
10.7020707566204,
10.7062035348169,
10.7097395499779,
10.7126977666427,
10.7150947088007,
10.7169442316543,
10.7182573257327,
10.7190419585451,
10.7193029581325
]
},
{
"mode": "lines",
"name": "6",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
5.93515558300071,
5.93932851568779,
5.9518206676172,
5.97255260387608,
6.00139358319161,
6.03816393780773,
6.0826382234516,
6.13454897750115,
6.19359090260184,
6.25942528634219,
6.33168447417364,
6.40997623031496,
6.49388784698043,
6.58298989278794,
6.67683952378866,
6.77498331295802,
6.87695958471949,
6.98230026946242,
7.09053231912827,
7.20117874940324,
7.31375939784129,
7.42779151136974,
7.5427903017894,
7.65826963397404,
7.77374303700019,
7.88872524984507,
8.00273452435511,
8.11529589993029,
8.22594562634293,
8.33423683550727,
8.43974645344334,
8.54208322942717,
8.64089671183697,
8.73588714082387,
8.82681671153531,
8.91352364382236,
8.99594216726458,
9.07175676948876,
9.12388965963439,
9.17572355002964,
9.22719876843745,
9.27825871456031,
9.32884973870702,
9.37892101359697,
9.42842440286517,
9.4773143296736,
9.5255476486028,
9.57308352370075,
9.61988331520569,
9.66591047705069,
9.71113046680882,
9.7555106692663,
9.79902033433035,
9.84163052950748,
9.88331410673921,
9.92404568297292,
9.96380163348514,
10.0025600966748,
10.0403009888081,
10.0770060270302,
10.1126587588561,
10.1472445963168,
10.1807508529502,
10.2131667818888,
10.2444836133891,
10.2746945902667,
10.3037949998264,
10.3317822010011,
10.358655645531,
10.3844168921111,
10.4090696125096,
10.4326195887115,
10.4550747001686,
10.4764449002421,
10.496742180916,
10.5159805248404,
10.5341758437447,
10.551345902251,
10.5970241336705,
10.6565616840716,
10.7175342616881,
10.7797822827752,
10.8431417686475,
10.9074462055074,
10.9725277778339,
11.0382178772814,
11.1043467639862,
11.1707421936406,
11.2372267005774,
11.30361300565,
11.3696966239128,
11.4352440366272,
11.4999734780172,
11.5635228931762,
11.6253948044974,
11.684858570265,
11.7407740509387,
11.7912801574991,
11.8333158861194,
11.8622399236496,
11.8727449931123
]
},
{
"mode": "lines",
"name": "7",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.72052962160458,
7.72190133151083,
7.72601181214258,
7.73284715560425,
7.74238431261225,
7.75459128596086,
7.76942739675496,
7.78684361896,
7.80678297678453,
7.82918099853046,
7.8539662198498,
7.88106072883231,
7.91038074503162,
7.94183722440044,
7.97533648214702,
8.01078082572145,
8.04806919047267,
8.08709777096161,
8.12776064144838,
8.169950359666,
8.21355854862889,
8.25847645187966,
8.30459545823588,
8.35180759274494,
8.40000597118045,
8.44908521600937,
8.49894183232347,
8.54947454275704,
8.60058458091027,
8.65217594326283,
8.70415559999878,
8.75643366557789,
8.80892353027804,
8.86154195430502,
8.91420912641723,
8.96684868934466,
9.01938773459078,
9.07413442994349,
9.14834622301071,
9.21911214752372,
9.28746907883318,
9.35541093390511,
9.4268197992129,
9.50879076874949,
9.61074785961996,
9.73708949235676,
9.88255740353105,
10.0390441655674,
10.2008975886999,
10.364953722856,
10.5294852636418,
10.6935114016752,
10.8564436046179,
11.0179086425337,
11.1776574161728,
11.3355157690962,
11.4913566028288,
11.6450832336,
11.7966188599554,
11.9458993562052,
12.0928677202235,
12.2374689579992,
12.3796441667978,
12.5193219743455,
12.6564037134192,
12.7907338600877,
12.9220329453971,
13.0497217450227,
13.1723704347334,
13.2855698350344,
13.373668807216,
13.4105710619363,
13.4106186123004,
13.3964565812671,
13.3754588498389,
13.3499946878683,
13.321080351766,
13.2892724013139,
13.2549329821618,
13.2183261601007,
13.1796592435363,
13.1391032421982,
13.0968044162676,
13.0528916657908,
13.0074818749726,
12.9606842780921,
12.9126044873072,
12.8633486775204,
12.8130284426967,
12.7617670027711,
12.7097077995417,
12.6570272069433,
12.6039543776834,
12.5508037283794,
12.4980303730134,
12.4463280588523,
12.3968056192667,
12.3512984925574,
12.3128477206168,
12.2860803565627,
12.2762951220167
]
},
{
"mode": "lines",
"name": "8",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
7.72075601146491,
7.72419973896005,
7.73451740652367,
7.75166865533866,
7.77558683420777,
7.80617989802603,
7.8433316234271,
7.88690310237354,
7.9367344672074,
7.99264679588816,
8.0544441439003,
8.12191564949242,
8.19483766124909,
8.27297584110805,
8.35608720136982,
8.4439220405373,
8.53622574952143,
8.63274046646732,
8.7332065648732,
8.83736396556286,
8.94495326828221,
9.05571670315946,
9.16939890599842,
9.28574752443047,
9.40451366443897,
9.52545218882289,
9.64832188093064,
9.77288548859527,
9.89890966472406,
10.0261648224295,
10.1544249237844,
10.2834672218784,
10.4130719752244,
10.5430221508007,
10.6731031260111,
10.8031023895253,
10.9328092257533,
11.0620143481955,
11.1905094255952,
11.3180864264844,
11.4445366991253,
11.5696497120571,
11.693211410193,
11.8150021921304,
11.9347945788822,
12.0523507103375,
12.1674198605212,
12.2797361981487,
12.3890170355286,
12.494961814873,
12.597252087946,
12.6955527604873,
12.7895148951095,
12.8787803806106,
12.9629887547238,
13.0417863765212,
13.114837951933,
13.1818401078979,
13.2425363134921,
13.2967320431893,
13.3443088131345,
13.3852357862241,
13.4195782466944,
13.4475036471389,
13.4692886679219,
13.4853365152002,
13.4962286981689,
13.5028842463769,
13.5070943653881,
13.5136367221608,
13.5385261061303,
13.6082085171809,
13.708671369704,
13.8175747727945,
13.9278239494063,
14.0373021801615,
14.1452198554261,
14.2512225226924,
14.3551274023141,
14.4568290816199,
14.5562603136544,
14.6533736903719,
14.7481321991325,
14.8405039137176,
14.9304587412649,
15.0179662311812,
15.1029939241165,
15.1855059285861,
15.265461493232,
15.3428133407782,
15.4175054461018,
15.4894697318829,
15.5586206992052,
15.6248460008025,
15.6879885973095,
15.7478101320955,
15.8039084263789,
15.8555103368976,
15.9008891073905,
15.9356638090114,
15.949929769764
]
},
{
"mode": "lines",
"name": "9",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
11.6988334870281,
11.6986339398862,
11.6980399061043,
11.6970652222251,
11.6957329950962,
11.6940756727584,
11.692135147568,
11.6899628952644,
11.6876201545053,
11.6851781520011,
11.6827183787128,
11.6803329225465,
11.6781248624669,
11.6762087277989,
11.6747110244936,
11.6737708270124,
11.6735404299021,
11.6741860466287,
11.6758885342963,
11.6788441108719,
11.6832650158213,
11.6893800450403,
11.6974348662315,
11.707691991497,
11.7204302507283,
11.7359435744515,
11.7545388618295,
11.7765326840523,
11.8022465623101,
11.8320005696068,
11.8661050396956,
11.9048502175556,
11.9484937312604,
11.9972457693915,
12.0512518154283,
12.110572998103,
12.1751658746931,
12.2448705770166,
12.319432804716,
12.3985917067257,
12.4821977507853,
12.5702294552988,
12.6626824147705,
12.7594662031442,
12.860380216779,
12.9651359929487,
13.0733882410039,
13.1847604450357,
13.2988630405551,
13.4153053409024,
13.5337026501026,
13.6536796912427,
13.7748711634457,
13.8969199888071,
14.0194736130095,
14.1421785783796,
14.264673519446,
14.3865807919934,
14.5074972220242,
14.6269850492127,
14.7445650809052,
14.8597151977812,
14.9718781016969,
15.0804816448206,
15.1849724516224,
15.2848590663838,
15.3797561020049,
15.4694180851313,
15.5537527835359,
15.6328093503693,
15.7067448382455,
15.7757794651803,
15.8401528479004,
15.9000900946599,
15.9557811350219,
16.007372135978,
16.0549656513427,
16.0986259111797,
16.1383864185996,
16.1742580080136,
16.2062363453818,
16.2343084151518,
16.2584578731967,
16.278669319996,
16.2949316272206,
16.3072404795596,
16.3156003017095,
16.320025746956,
16.3205429431732,
16.3171907406901,
16.3100223118245,
16.2991076704979,
16.2845381400268,
16.2664348072045,
16.2449653665544,
16.220379760598,
16.1930917521783,
16.1638852199886,
16.1344960747354,
16.109312224471,
16.0982427074803
]
},
{
"mode": "lines",
"name": "10",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
11.9247070838087,
11.9243682072931,
11.9233560495126,
11.9216840381845,
11.919374594833,
11.9164591998721,
11.912978487847,
11.9089823768322,
11.904530236944,
11.8996911037389,
11.8945439428957,
11.889177972964,
11.8836930530313,
11.8782001418121,
11.872821833767,
11.8676929762125,
11.862961368745,
11.8587885423199,
11.8553506095792,
11.8528391699693,
11.851462242209,
11.8514451821076,
11.8530315249739,
11.8564836685678,
11.8620832849549,
11.8701313190952,
11.880947401761,
11.8948684806161,
11.9122464664122,
11.9334447173297,
11.9588332664671,
11.9887828654649,
12.0236582055592,
12.0638111092882,
12.1095750109394,
12.1612622995191,
12.2191646614507,
12.2835495130092,
12.3546287917835,
12.4324692224342,
12.5168802743287,
12.6074103383537,
12.7034762885631,
12.8044889014354,
12.9099009291453,
13.0192082777926,
13.1319404143766,
13.2476530092716,
13.3659242010058,
13.4863531553133,
13.6085596744894,
13.7321841388282,
13.8568874811711,
13.9823511632999,
14.1082772834749,
14.2343890344442,
14.3604317613782,
14.4861748201297,
14.6114142589019,
14.7359759785721,
14.8597184525957,
14.9825334557197,
15.10434298869,
15.2250912852979,
15.3447326523201,
15.4632180862252,
15.5804845285238,
15.6964493875055,
15.8110104783535,
15.9240495905025,
16.0354374029743,
16.1450380772759,
16.2527127513157,
16.3583218202057,
16.461726214888,
16.5627879754449,
16.661370385638,
16.7573378694862,
16.8505557874896,
16.9408902215484,
17.0282078041767,
17.1123756259274,
17.1932612413194,
17.270732784989,
17.3446592041831,
17.4149106096741,
17.4813587438691,
17.5438775618007,
17.6023439175844,
17.6566383457097,
17.7066459232373,
17.7522571957045,
17.793369146451,
17.8298861863767,
17.8617211390006,
17.8887961943318,
17.911043804611,
17.9284074955712,
17.9408425685335,
17.9483166713922,
17.9508102202617
]
},
{
"mode": "lines",
"name": "11",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
17.7508858221437,
17.7495662049249,
17.7456114228497,
17.7390336545925,
17.7298530984993,
17.7180978261181,
17.7038035823898,
17.6870135374205,
17.6677779957211,
17.6461540694885,
17.6222053229024,
17.5960013945198,
17.5676176047104,
17.5371345547117,
17.5046377233587,
17.4702170669018,
17.4339666266406,
17.3959841483993,
17.3563707172257,
17.3152304101174,
17.2726699691242,
17.2287984968334,
17.1837271760554,
17.1375690154674,
17.0904386230612,
17.0424520094645,
16.9937264235459,
16.9443802231855,
16.8945327846583,
16.8443044547505,
16.793816550483,
16.7431914121515,
16.6925525162904,
16.6420246561174,
16.591734197987,
16.5418094233434,
16.492380966559,
16.4435823597855,
16.3955506964059,
16.348427424668,
16.3023592823205,
16.2574993811872,
16.2140084470434,
16.1720562141966,
16.1318229648627,
16.0935011896076,
16.0572973254445,
16.023433501248,
15.9921491848648,
15.9637025824207,
15.9383715894055,
15.9164540398459,
15.8982669536345,
15.8841444581611,
15.8744340797478,
15.8694911859282,
15.8696715268251,
15.8753220648166,
15.8867705451834,
15.9043144394775,
15.9282098390699,
15.9586604621845,
15.9958061845884,
16.0397097340885,
16.0903400932516,
16.1475525641176,
16.2110686275422,
16.2804624524723,
16.355162389462,
16.4344725586534,
16.5176124257591,
16.6037653225314,
16.6921245354958,
16.7819285015103,
16.8724819607957,
16.9631643835332,
17.0534291799907,
17.1427974405323,
17.2308491766213,
17.3172140229586,
17.4015625067984,
17.4835984007393,
17.5630523205137,
17.6396765411308,
17.7132409199539,
17.7835297882859,
17.8503396748156,
17.9134777380246,
17.9727608012851,
18.0280148994605,
18.0790752574996,
18.1257866293782,
18.1680039301303,
18.2055930953811,
18.2384321027062,
18.266412088368,
18.2894384925738,
18.3074321673426,
18.3203303841613,
18.3280876843935,
18.3306765240969
]
},
{
"mode": "lines",
"name": "12",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.4072036533702,
22.4070553948409,
22.4066107894605,
22.4058703490011,
22.4048349303388,
22.403505741643,
22.4018843516078,
22.3999727021936,
22.3977731253464,
22.3952883640687,
22.3925215980234,
22.3894764735682,
22.3861571377454,
22.3825682753313,
22.3787151476113,
22.3746036311449,
22.3702402544788,
22.3656322305977,
22.3607874829255,
22.3557146629155,
22.3504231576964,
22.3449230868337,
22.3392252879685,
22.3333412918269,
22.3272832877748,
22.3210640816484,
22.3146970479667,
22.3081960788053,
22.3015755315655,
22.29485017766,
22.2880351537703,
22.2811459168892,
22.2741982038827,
22.267207995842,
22.2601914870817,
22.2531650582998,
22.2461452531613,
22.2391487573919,
22.2321923793798,
22.2252930312536,
22.2184677094366,
22.2117334737435,
22.2051074241851,
22.1986066747607,
22.1922483236471,
22.1860494193219,
22.1800269222907,
22.1741976622141,
22.1685782903538,
22.1631852273655,
22.1580346065727,
22.1531422129394,
22.1485234180371,
22.1441931113563,
22.1401656283512,
22.1364546756264,
22.1330732536734,
22.1300335775476,
22.1273469958427,
22.1250239082722,
22.1230736821142,
22.1215045677168,
22.1203236132037,
22.1064701796697,
22.0927654788685,
22.0795454448433,
22.0668777781649,
22.0548309092863,
22.043473375574,
22.0328731029643,
22.0230965887179,
22.0142079837648,
22.0062680757837,
21.9993331774415,
21.9934539280877,
21.9886740215835,
21.9850288777547,
21.9825442800539,
21.9812350072676,
21.9811034923536,
21.9821385466066,
21.9843141922035,
21.987588650681,
21.9919035389354,
21.9971833277655,
22.0033351204821,
22.0102488100957,
22.0177976719642,
22.0258394427599,
22.0342179235695,
22.0427651215368,
22.0513039074319,
22.0596511150554,
22.0676209495125,
22.0750285303717,
22.0816934307535,
22.0874432811752,
22.0921179717232,
22.0955755852656,
22.0977012784366,
22.0984188117681
]
},
{
"mode": "lines",
"name": "13",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.4078899263755,
22.4082568145993,
22.40935259816,
22.4111626917955,
22.4136629799039,
22.4168201048459,
22.4205918674799,
22.4249277364422,
22.429769461187,
22.4350517820552,
22.440703228706,
22.4466469962246,
22.4528018862658,
22.4590832988813,
22.4654042594002,
22.4716764640853,
22.4778113284389,
22.4837210231043,
22.4893194843352,
22.4945233889045,
22.4992530868122,
22.5034334887628,
22.5069949083714,
22.5098738604643,
22.5120138155941,
22.5133659060091,
22.5138895693657,
22.5135531040045,
22.5123340956944,
22.5102196640963,
22.5072064726116,
22.5033004523111,
22.4985162115514,
22.4928761359402,
22.4864092223072,
22.4791497261797,
22.4711357260987,
22.4624077145503,
22.4530073141752,
22.4429761937757,
22.4323552284276,
22.4211839184864,
22.4095000581609,
22.3973396276737,
22.3847368736984,
22.371724539322,
22.3583342053567,
22.3445967077557,
22.3305425999229,
22.316202633115,
22.3016082325263,
22.2867919508716,
22.271787885288,
22.256632047094,
22.2413626773062,
22.226020503693,
22.2106489374291,
22.1952942090165,
22.1800054440189,
22.1648346793511,
22.1498368204741,
22.1350695389966,
22.1205931090649,
22.1195365784786,
22.1191478485465,
22.1191603462294,
22.1195754442324,
22.1203928766138,
22.1216106496946,
22.1232249524958,
22.1252300668568,
22.1276182774657,
22.1303797821336,
22.1335026027742,
22.1369724977042,
22.1407728760867,
22.1448847156026,
22.1492864847802,
22.1539540718774,
22.1588607228117,
22.1639769914231,
22.1692707063515,
22.1747069600447,
22.1802481268659,
22.1858539188801,
22.1890162472376,
22.1851159690325,
22.1815479870198,
22.1783021587957,
22.1753659681819,
22.1727248320662,
22.1703626479131,
22.168262668326,
22.1664088030972,
22.1647874323278,
22.1633897110851,
22.1622140661472,
22.1612680538675,
22.1605680993779,
22.1601355326672,
22.1599888700743
]
},
{
"mode": "lines",
"name": "14",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.6875182409619,
22.6872638972196,
22.6865040203486,
22.6852479764913,
22.6835110571656,
22.6813140195666,
22.6786824776074,
22.6756461742663,
22.6722381693675,
22.6684939777836,
22.6644506915065,
22.6601461156516,
22.6556179439022,
22.6509029938079,
22.6460365172712,
22.6410515968613,
22.6359786345281,
22.6308449359037,
22.62567439067,
22.6204872473357,
22.6152999790983,
22.61012523617,
22.6049718789356,
22.5998450855443,
22.5947465269901,
22.5896746023912,
22.5846247270271,
22.5795896657099,
22.5745599042063,
22.569524051647,
22.5644692670837,
22.5593817035247,
22.5542469628383,
22.549050554812,
22.54377835339,
22.5384170426807,
22.5329545447755,
22.5273804208293,
22.5216862363191,
22.5158658810397,
22.5099158343735,
22.5038353667966,
22.4976266695994,
22.4912949064628,
22.4848481828705,
22.4782974322754,
22.4716562213325,
22.4649404801193,
22.4581681668071,
22.4513588794115,
22.4445334297466,
22.4377133963238,
22.4309206735309,
22.4241770340041,
22.41750371973,
22.4109210752729,
22.4044482338133,
22.3981028636513,
22.3919009796714,
22.3858568211648,
22.3799827945014,
22.3742894765226,
22.3648962181188,
22.3545671206516,
22.344404006911,
22.334418032366,
22.3246204439991,
22.3150226288064,
22.3056361330578,
22.2964726539528,
22.2875440058098,
22.27886206305,
22.2704386820624,
22.262285603698,
22.2544143377168,
22.246836030132,
22.2395613141197,
22.2326001450803,
22.2259616205958,
22.2196537864798,
22.2136834308997,
22.2080558696963,
22.202774727574,
22.1978417218103,
22.1932564576046,
22.1914814895358,
22.1970855968558,
22.2026188385502,
22.2080319711851,
22.2132743236823,
22.2182943116931,
22.2230400539382,
22.22746008546,
22.2315041578712,
22.2351241155966,
22.2382748412225,
22.2409152700602,
22.24300947546,
22.2445278091402,
22.2454480358356,
22.2457563386863
]
},
{
"mode": "lines",
"name": "15",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.6875182413145,
22.6880141860213,
22.6894953582725,
22.6919418420364,
22.6953206723059,
22.6995861606548,
22.704680313372,
22.7105332933905,
22.7170638408322,
22.7241794966772,
22.7317763269886,
22.7397375130182,
22.7479293599028,
22.7561911055217,
22.7643085526723,
22.7719416480832,
22.7784209346073,
22.7823547743711,
22.782210935071,
22.7786414943393,
22.7732912768081,
22.7670464056533,
22.7602742597176,
22.7531414811006,
22.7457360383364,
22.738111030574,
22.730301668542,
22.7223323915289,
22.7142200205118,
22.7059752333406,
22.6976033568291,
22.689104956289,
22.6804764660578,
22.6717109720906,
22.6627991694139,
22.6537304551186,
22.6444940786654,
22.6350802556141,
22.625481156096,
22.6156916996538,
22.6057101158806,
22.5955382584691,
22.585181683892,
22.5746495226873,
22.5639541811618,
22.553110915471,
22.5421373201287,
22.5310527705337,
22.5198778551331,
22.5086338280207,
22.4973421074186,
22.4860238397858,
22.474699543365,
22.4633888389994,
22.452110270257,
22.4408812095726,
22.4297178425457,
22.418635218957,
22.4076473566481,
22.3967673832071,
22.3860077003612,
22.3753801569502,
22.3687856722516,
22.3634785186472,
22.3583736246815,
22.3534752370462,
22.348786420316,
22.344309240441,
22.3400449410183,
22.3359941028772,
22.3321567790608,
22.3285325992062,
22.3251208394964,
22.3219204566408,
22.3189300865859,
22.3161480107228,
22.3135720941337,
22.3111997018128,
22.3090275997847,
22.3070518486223,
22.3052676970815,
22.303669483498,
22.3022505523319,
22.3010031928953,
22.2999186069598,
22.2989869116954,
22.2981971842592,
22.2975375543034,
22.2969953505241,
22.2965573067799,
22.2962098316511,
22.2959393416538,
22.2957326514592,
22.2955774032206,
22.2954625011127,
22.2953784984027,
22.2953178690019,
22.2952750949443,
22.2952465293362,
22.2952300572389,
22.2952246594093
]
},
{
"mode": "lines",
"name": "16",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.8540148199927,
22.8538170507787,
22.853223794595,
22.8522353678133,
22.8508527802478,
22.8490782969945,
22.8469160100253,
22.8443723765615,
22.8414567895952,
22.8381823618622,
22.8345672633749,
22.8306372746099,
22.8264310129374,
22.8220114458721,
22.8174936527704,
22.8131186899872,
22.8094586078031,
22.8078106929241,
22.809617312661,
22.8141423703068,
22.8196641172919,
22.8252276967156,
22.8304060814288,
22.8349827173864,
22.8388298294186,
22.834674288075,
22.8270702917683,
22.8192157184069,
22.8111207162929,
22.8027964640768,
22.7942551769072,
22.7855101012248,
22.7765754970415,
22.7674666065802,
22.7581996082866,
22.7487915554738,
22.7392602992599,
22.7296243959989,
22.7199030000887,
22.7101157438234,
22.700282606785,
22.690423778048,
22.6805595151051,
22.6707100037996,
22.6608952235843,
22.65113482206,
22.6414480019878,
22.6318534228675,
22.6223691178597,
22.6130124254604,
22.60379993408,
22.5947474367045,
22.5858698922272,
22.5771813898926,
22.5686951135843,
22.5604233033386,
22.5523772123941,
22.5445670591614,
22.537001974623,
22.5296899467421,
22.5226377644103,
22.515850964232,
22.5093337839956,
22.5030891269837,
22.4971185412992,
22.4914222181195,
22.4859990122138,
22.4808464871962,
22.4759609868579,
22.4713377325925,
22.4669709455057,
22.4628539903757,
22.4589795373528,
22.4553397362532,
22.4519263975967,
22.4487311741999,
22.4457457371375,
22.4429619401406,
22.4403719668952,
22.4379684560804,
22.4357445992054,
22.4336942062584,
22.4318117338274,
22.4300922697599,
22.4285314677873,
22.4271254252188,
22.4258704973818,
22.4247630447233,
22.4237991133435,
22.4229740582041,
22.4222821310497,
22.4217160721428,
22.4212667646625,
22.4209230292008,
22.420671646664,
22.4204976924555,
22.4203852347051,
22.4203183905973,
22.4202826531264,
22.4202663141163,
22.4202617467485
]
},
{
"mode": "lines",
"name": "17",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.9298253998984,
22.9296724690599,
22.9292136649959,
22.9284489526512,
22.9273782713602,
22.9260015330696,
22.9243186224203,
22.9223294007758,
22.9200337161566,
22.9174314206699,
22.9145223964545,
22.9113065905149,
22.9077840581936,
22.9039550145028,
22.8998198921538,
22.8953794048824,
22.8906346145739,
22.8855870006951,
22.8802385306282,
22.8745917296226,
22.868649749224,
22.8624164331725,
22.8558963798772,
22.8490950006582,
22.8420185730004,
22.8418646797985,
22.8440323405705,
22.8452980444322,
22.8456432683444,
22.8450633461325,
22.8435657161131,
22.8411684275168,
22.8378987513136,
22.8337918413516,
22.828889437521,
22.823238622171,
22.8168906473057,
22.8098998497712,
22.8023226682536,
22.7942167713823,
22.7856403015698,
22.7766512349158,
22.7673068537359,
22.7576633250979,
22.7477753761524,
22.7376960550425,
22.727476564777,
22.7171661566892,
22.7068120699997,
22.6964595045586,
22.6861516150207,
22.6759295164293,
22.6658322933279,
22.6558970069224,
22.6461586973121,
22.6366503802046,
22.6274030396461,
22.6184456199894,
22.6098050214482,
22.6015061040806,
22.5935717048799,
22.5860226718569,
22.5788779176723,
22.5721544936509,
22.5658676830608,
22.5600311105338,
22.5546568626259,
22.5497556128877,
22.5453367435425,
22.541408454995,
22.5379778539148,
22.5350510105334,
22.5326329759917,
22.5307277510238,
22.5293381979047,
22.5284658883801,
22.5281108812316,
22.528271424228,
22.5289435765423,
22.5301207493746,
22.5317931646905,
22.5339472348623,
22.5365648698924,
22.53962272413,
22.5430914013866,
22.5469346465111,
22.5511085632037,
22.5555609122934,
22.5602305616922,
22.5650471778283,
22.5699312664936,
22.5747946850701,
22.5752149121957,
22.572316887907,
22.5697109205154,
22.5674300283243,
22.5655072776821,
22.5639738475383,
22.5628569439118,
22.5621777741567,
22.5619498344615
]
},
{
"mode": "lines",
"name": "18",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
22.9298254002524,
22.9302176520239,
22.9313897430166,
22.9333276359902,
22.9360078475568,
22.9393974819486,
22.9434545054295,
22.9481283282995,
22.953360683622,
22.9590867409416,
22.9652363770742,
22.9717355324482,
22.9785075956424,
22.985474771649,
22.9925593981753,
22.9996851796156,
23.0067783119215,
23.0137684750836,
23.0205896743861,
23.0271809175512,
23.0334867223741,
23.0394574580639,
23.045049532436,
23.0502254452666,
23.0549537342923,
23.0592088434795,
23.0629709426563,
23.0662257234612,
23.0689641895825,
23.071182450818,
23.0728815222085,
23.0740671228649,
23.0747494651141,
23.0749430235304,
23.0746662749792,
23.0739414041844,
23.0727939735915,
23.0712525605318,
23.0591279086593,
23.0458292930091,
23.0324616548545,
23.0190539545006,
23.005633231747,
22.9922245012782,
22.9788507140113,
22.9655327827504,
22.9522896678321,
22.9391385159073,
22.9260948427646,
22.9131727493177,
22.9003851586572,
22.8877440614873,
22.8752607573299,
22.8629460795606,
22.8508105935512,
22.838864758841,
22.8271190482126,
22.8155840186979,
22.8042703317657,
22.7931887221689,
22.7823499170675,
22.7717645090578,
22.7614427885862,
22.7513945428816,
22.7416288299882,
22.7321537376914,
22.7229761380807,
22.7141014491403,
22.7055334150689,
22.6972739169448,
22.6893228248486,
22.6816779015892,
22.6743347667649,
22.6672869280443,
22.6605258843562,
22.6540413032154,
22.6478212718391,
22.6418526191502,
22.6361213033835,
22.6306128579103,
22.6253128861669,
22.6202075952041,
22.6152843563144,
22.6105322802886,
22.6059427938715,
22.6015102026403,
22.5972322234606,
22.5931104665356,
22.5891508425403,
22.58536386429,
22.5817648050346,
22.5783736676202,
22.5795417525259,
22.5840710712004,
22.5882781373737,
22.5920587496774,
22.595313124353,
22.5979505020062,
22.5998939012832,
22.6010845708427,
22.6014856461586
]
},
{
"mode": "lines",
"name": "19",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
23.2971308417213,
23.2970814745248,
23.2969303399214,
23.2966684414539,
23.2962811210034,
23.2957485425067,
23.2950463308878,
23.2941463327276,
23.293017461578,
23.2916265903204,
23.2899394551552,
23.2879215400219,
23.2855389157007,
23.2827590137976,
23.2795513216339,
23.2758879893143,
23.2717443446642,
23.2670993152093,
23.2619357589408,
23.256240707365,
23.2500055254234,
23.243225993442,
23.2359023164813,
23.2280390664399,
23.2196450621303,
23.2107331923763,
23.2013201870529,
23.1914263409378,
23.1810751953095,
23.1702931824248,
23.1591092383379,
23.1475543899871,
23.1356613230433,
23.1234639376558,
23.1109968999028,
23.098295197383,
23.0853937079095,
23.0723267905941,
23.0693483682255,
23.0671148196104,
23.0645871442352,
23.0618019685933,
23.058796919514,
23.0556102488323,
23.0522804857892,
23.0488461216933,
23.0453453294814,
23.0418157190718,
23.0382941278877,
23.0348164446726,
23.031417463749,
23.0281307661584,
23.0249886236608,
23.0220219213279,
23.019260094407,
23.0167310752376,
23.014461246233,
23.0124753952779,
23.0107966703088,
23.0094465303218,
23.00844469057,
23.0078090602504,
23.0075556715275,
23.0076985992719,
23.0082498714009,
23.0092193701706,
23.0106147251797,
23.0124411991881,
23.0147015681211,
23.0173959968269,
23.0205219122697,
23.0240738759019,
23.0280434569668,
23.0324191084783,
23.0371860476336,
23.0423261424877,
23.0478178069094,
23.0536359062081,
23.0597516764353,
23.0661326613046,
23.0727426719892,
23.0795417768136,
23.0864863300638,
23.0935290517465,
23.1006191730018,
23.1077026646882,
23.1147225689246,
23.1216194542839,
23.1283320138405,
23.1347978200836,
23.1409542405375,
23.1467395019448,
23.1520938693568,
23.1569608817144,
23.1612885624111,
23.1650305093539,
23.1681467725745,
23.1706044544328,
23.1723780169501,
23.1734493417315,
23.1738076402239
]
},
{
"mode": "lines",
"name": "20",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
24.3946154913325,
24.3950371992479,
24.3963027353375,
24.3984133022871,
24.4013707905545,
24.4051776089758,
24.4098364509632,
24.4153499998146,
24.4217205778832,
24.4289497457066,
24.4370378586445,
24.4459835900927,
24.4557834318484,
24.4664311836196,
24.4779174448969,
24.4902291233201,
24.5033489741746,
24.517255185643,
24.531921023847,
24.5473145505074,
24.5633984242397,
24.5801297941434,
24.5974602915339,
24.6153361225546,
24.6336982611533,
24.6524827386997,
24.671621023528,
24.6910404810758,
24.7106649031797,
24.7304150935578,
24.7502094956059,
24.7699648483416,
24.7895968566018,
24.8090208623573,
24.828152505149,
24.8469083610623,
24.8652065512353,
24.8829673125324,
24.9001135246261,
24.9165711892509,
24.9322698587605,
24.9471430123212,
24.9611283790735,
24.9741682084038,
24.986209488085,
24.9972041114876,
25.00710899534,
25.0158861496596,
25.023502701479,
25.0299308738956,
25.0351479217621,
25.0391360250358,
25.0418821404058,
25.0433778113224,
25.0436189359546,
25.0426054918777,
25.0403412154477,
25.0368332328127,
25.032091638349,
25.0261290149779,
25.0189598893326,
25.0106001131696,
25.001066160879,
24.9903743317052,
24.9785398448204,
24.9655758164998,
24.9514921126874,
24.9362940793337,
24.9199811702547,
24.9025455225009,
24.8839705782472,
24.8642299265449,
24.8432866423755,
24.8210935312103,
24.7975948239742,
24.7727299586255,
24.7464400396627,
24.7186772685231,
24.6894170009052,
24.6586711659431,
24.626500867135,
24.5930255574878,
24.5584266442269,
24.522944702356,
24.4868711073233,
24.4505360993129,
24.4142956438768,
24.3785190446191,
24.3435784855217,
24.3098409078718,
24.2776620568384,
24.2473822062104,
24.2193229511902,
24.1937844925369,
24.1710429660742,
24.1513475518486,
24.1349172876484,
24.1219376812995,
24.1125573426416,
24.1068849258151,
24.1049866818627
]
},
{
"mode": "lines",
"name": "21",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
26.570250897088,
26.5700125219188,
26.5693003130687,
26.5681229568794,
26.5664947193537,
26.5644351323672,
26.5619685605375,
26.5591236550448,
26.5559327026338,
26.5524308800507,
26.5486554262328,
26.5446447466521,
26.5404374662454,
26.5360714492579,
26.531582805994,
26.5270049077822,
26.522367432317,
26.5176954618118,
26.5130086559953,
26.5083205208379,
26.5036377919658,
26.4989599490333,
26.4942788739432,
26.4895786618424,
26.4848355894596,
26.4800182407695,
26.475087785407,
26.4699984009181,
26.4646978260303,
26.4591280288252,
26.4532259711068,
26.4469244484658,
26.4401529845352,
26.4328387576981,
26.4249075389564,
26.4162846207103,
26.4068957177156,
26.3966678233739,
26.3855300066641,
26.3734141373609,
26.3602555296318,
26.3459934966042,
26.3305718109911,
26.3139390693202,
26.2960489596661,
26.2768604350019,
26.2563377963148,
26.2344506914421,
26.2111740371774,
26.1864878736098,
26.1603771609918,
26.1328315308553,
26.1038450048627,
26.0734156973237,
26.0415455207731,
26.0082399188085,
25.9735076565491,
25.9373607061241,
25.8998142710478,
25.8608869963925,
25.8206014070738,
25.7789845993728,
25.7360691774836,
25.6918943785591,
25.646507275589,
25.5999639047982,
25.5523301530891,
25.5036822735194,
25.4541069678159,
25.4037010615822,
25.3525708702026,
25.3008313895267,
25.248605440433,
25.1960228609296,
25.1432197908164,
25.0903380473567,
25.0375245553156,
24.9849307753656,
24.9327120732093,
24.8810269896547,
24.8300364109539,
24.7799026972949,
24.7307888950716,
24.6828582121459,
24.6362739413849,
24.5911999477137,
24.5478016869027,
24.5062475414456,
24.4667101105387,
24.4293670386462,
24.3944010264375,
24.3619988049715,
24.3323490122836,
24.3056390461132,
24.2820510605568,
24.2617573343063,
24.2449152786359,
24.2316623852492,
24.2221114388209,
24.2163463292218,
24.2144187825972
]
},
{
"mode": "lines",
"name": "22",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
26.823993192025,
26.8236639727572,
26.822679059104,
26.8210466312927,
26.8187801496815,
26.8158980972651,
26.8124236242547,
26.8083840998036,
26.803810577396,
26.7987371818482,
26.7932004272862,
26.7872384768406,
26.7808903561097,
26.7741951336699,
26.767191082992,
26.7599148410326,
26.7524005794308,
26.7446792046099,
26.7367776030919,
26.7287179479293,
26.720517081305,
26.7121859870165,
26.7037293647525,
26.6951453158108,
26.6864251472621,
26.6775532986166,
26.668507391922,
26.6592584030414,
26.6497709487771,
26.6400036816689,
26.629909781831,
26.6194375332151,
26.6085309702846,
26.5971305802891,
26.5851740461531,
26.5725970154014,
26.5593338814642,
26.5453185650404,
26.5304852848423,
26.5147693088607,
26.4981076791731,
26.4804399051528,
26.4617086216472,
26.4418602102163,
26.4208453828348,
26.3986197285553,
26.3751442245103,
26.3503857133247,
26.3243173494997,
26.2969190175981,
26.2681777250242,
26.2380879717077,
26.2066520978665,
26.1738806089542,
26.1397924736132,
26.1044153857149,
26.0677859754166,
26.0299499471647,
25.9909621162761,
25.9508863129776,
25.9097951278736,
25.8677694906511,
25.8248981078727,
25.7812768345344,
25.7370081080484,
25.6922006143259,
25.6469693623154,
25.6014363014082,
25.5557315273818,
25.5099950052794,
25.4643786157973,
25.4190482207696,
25.3741853434196,
25.3299879626408,
25.2866698309959,
25.2444576793111,
25.2035857479422,
25.1642873987159,
25.1267841951488,
25.0912737351848,
25.0579183880875,
25.0268374449264,
24.9981046473389,
24.9717516638229,
24.947776423296,
24.9261540554805,
24.9068479478226,
24.8898189773797,
24.8750318477585,
24.8624582133552,
24.852076678585,
24.8438697812501,
24.837817732585,
24.8338879527699,
24.8320180974342,
24.8320878399628,
24.8338705397664,
24.8369511279133,
24.8406038864905,
24.8437002969124,
24.8449432201742
]
},
{
"mode": "lines",
"name": "23",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"y": [
28.2399280700603,
28.2393749634094,
28.237716890306,
28.2349575785761,
28.2311031990568,
28.2261623029871,
28.2201457357293,
28.2130665281386,
28.2049397671967,
28.1957824477707,
28.1856133075487,
28.1744526473329,
28.1623221389425,
28.1492446229951,
28.1352438988031,
28.1203445085492,
28.1045715177973,
28.087950294268,
28.0705062866631,
28.0522648051783,
28.0332508051987,
28.0134886755375,
27.9930020324658,
27.971813520687,
27.9499446223403,
27.9274154750851,
27.9042447003045,
27.8804492424951,
27.8560442209603,
27.8310427950075,
27.8054560439535,
27.7792928633657,
27.7525598791009,
27.7252613808311,
27.697399276872,
27.6689730722146,
27.6399798717097,
27.6104144103433,
27.5802691124429,
27.5495341814701,
27.5181977217657,
27.4862458932053,
27.4536630992149,
27.4204322079821,
27.3865348060004,
27.351951482339,
27.3166621412574,
27.2806463400362,
27.2438836482085,
27.206354023794,
27.1680382016932,
27.1289180891246,
27.0889771628948,
27.048200863394,
27.0065769804845,
26.9640960268993,
26.9207515953434,
26.8765406961693,
26.8314640732387,
26.7855264963423,
26.7387370292949,
26.6911092735206,
26.6426615875629,
26.59341728348,
26.5434048014934,
26.4926578645546,
26.4412156146519,
26.389122732722,
26.3364295439369,
26.2831921099271,
26.2294723091632,
26.1753379062654,
26.1208626104386,
26.0661261225429,
26.0112141695122,
25.9562185239355,
25.9012370056256,
25.8463734609604,
25.7917377147358,
25.7374454883106,
25.6836182770982,
25.6303831801955,
25.5778726755006,
25.5262243356167,
25.4755804840386,
25.4260877989576,
25.3778968856835,
25.3311618618058,
25.2860400379479,
25.2426918421562,
25.2012812474837,
25.1619771578229,
25.1249565600676,
25.0904109070571,
25.0585584413882,
25.0296675194407,
25.0041000745683,
24.9823891244042,
24.9653568619401,
24.9542033527281,
24.9502697478096
]
}
],
"layout": {
"height": 1080,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"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": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"width": 1920,
"yaxis": {
"range": [
22,
30
]
}
}
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = go.Figure()\n",
"for m in range(0, 24):\n",
" fig.add_trace(go.Scatter(x=[*range(0, 101)], y=data2[m,:], mode='lines', name=f'{m}'))\n",
"fig.update_layout(width=1920, height=1080, yaxis_range=[22, 30])\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"# 设置颜色\n",
"# A-Gamma 的颜色\n",
"color1 = ['gray'] * 24\n",
"color1[23] = 'green'\n",
"color1[19] = 'magenta'\n",
"color1[18] = 'magenta'\n",
"# Gamma-K 的颜色\n",
"color2 = ['gray'] * 24\n",
"color2[23] = 'blue'\n",
"color2[19] = 'red'\n",
"color2[16] = 'green'"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": [
"# 单位为 1E-3 A-1\n",
"# Gamma-A 的距离比较容易计算\n",
"# 若取倒格子的面内晶格常数为b（即Gamma-M为b/2），则Gamma-A的距离为sqrt(3)/3*b\n",
"x1 = np.linspace(-49.377247, 0, 1001)\n",
"x2 = np.linspace(0, 215.52014, 1001)\n",
"\n",
"# data1 为 A-Gamma 的数据，data2 为 Gamma-K 的数据。\n",
"# 第一个下标为第几个声子线，第二个下标为倒空间中的坐标\n",
"# 单位为 cm-1\n",
"y1 = [np.interp(np.linspace(-49.377247, 0, 1001), np.linspace(-49.377247, 0, 101), data1[i, :] * 33.35641) for i in range(24)]\n",
"y2 = [np.interp(np.linspace(0, 215.52014, 1001), np.linspace(0, 215.52014, 101), data2[i, :] * 33.35641) for i in range(24)]"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 190x160 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(1.9, 1.6))\n",
"ax = fig.add_subplot()\n",
"for i in range(0, 24):\n",
" ax.plot(x1, y1[i], color=color1[i], linewidth=0.5)\n",
"for i in range(0, 24):\n",
" ax.plot(x2, y2[i], color=color2[i], linewidth=0.5)\n",
"\n",
"# 重绘几条线，让它们在最上面\n",
"for i in [18, 19, 23]:\n",
" ax.plot(x1, y1[i], color=color1[i], linewidth=0.5)\n",
"for i in [16, 19, 23]:\n",
" ax.plot(x2, y2[i], color=color2[i], linewidth=0.5)\n",
"ax.set(xlim=[x1[0], x2[-1]], ylim=[0, 1000])\n",
"ax.tick_params(direction='in', labelsize=8)\n",
"ax.xaxis.set_ticks_position('top')\n",
"ax.set_xticks(np.arange(-50, 160, 50))\n",
"# ax.set_xticks(np.arange(-50, 160, 100), minor=True)\n",
"ax.tick_params(axis='x', which='minor', direction='in')\n",
"ax2 = ax.twinx()\n",
"ax2.spines['right'].set_position(['axes', (-x1[0]) / (x2[-1] - x1[0]) + 0.002])\n",
"ax2.set_yticklabels([])\n",
"ax2.tick_params(direction='inout')\n",
"# 将左侧标签稍微往右移动一点\n",
"ax.tick_params(axis='y', direction='in', pad=0)\n",
"ax.set_ylabel(r'Frequency (cm$^{-1}$)', fontsize=8)\n",
"ax.xaxis.set_label_position('top')\n",
"ax.set_xlabel(r'$q$ ($\\times 10^{-3}\\textrm{\\AA}^{-1}$)', fontsize=8)\n",
"fig.tight_layout()\n",
"fig.savefig('画图/声子不连续/整体图.svg', format='svg', transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAACMCAYAAAB4bA43AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAKc1JREFUeJztnXtwG8ed578AIb4kUiBoWw8r2giUfbGSy1og5dqUK1vrkHTt3iObskjp7vb2buvOAh2XU66UE9LcrSszcWyJkvKwlYdA+S4V5y4XkpBqL1u3KwugnXh966xJQvKLtmUDokVCTxIY8E3i0fdHowczIEASwAyAwfSnCsUZoNn9m9/09G+6f92/NhBCCDgcDofDiWMstAAcDofDKS64YeBwOByODG4YOBwOhyODGwYOh8PhyOCGgcPhcDgyuGHgcDgcjgxuGDgcDocjgxsGDofD4cgwFVoAJYhGo7h8+TJ27NgBo5HbOg6HU/rEYjFcv34d9957L8rKyhTNuyQMw+XLl7Fv375Ci8HhcDh5Z2xsDPfdd5+ieZaEYdiyZQsAqqC777573fQOhwOzs7P41re+lfL3CxcuYHR0FN/4xjfEvHPh5MmTqKmpQUdHR855qcXQ0BA++ugjPP7444rk9+Mf/xif//zn8dBDDymSn9ZwOBzYu3cvmpubCy2KqszNzeHUqVNobGzEww8/jB/96EcwmUx44okn8Jvf/Abvv/8+uru7aeKbAO6Nf4YzK+fYsWN4+OGHYbPZFL6CBG63Gz6fD3a7fdX3Xq83o+f3d+O/w1f/91fxXPNzeOKBJ5QWFQDg9/uxb98+RdqoZErCMBgMBgBATU0Namtr101fX1+PxcXFtGljsRgqKyuxfft2RYamqqqqUFVVtSHZCsV9992Hd955B4QQbN26Nae8ZmZmEA6Hce+99xb1NatJTU0NKioqSv76jUYjKisrUV1djdraWlRWVsJkMqG2thbV1dWorKxM6GAh/k8GABmohRAi6lJNfVosFoyPj68qo7y8HFu3bs2o7JraGqASqKhWrw7MzMwASLR/SqLLAfmamhoQQhCLxVL+vrCwAIPBoKi/othjFX7mM58BAFy9ejXnvPx+PwBg165dOeelVUwmEyKRSKHFKCir6nyWr6EsH7X9h+Xl5VheXl71/crKCsrLyzPKyxhvWmMkdRtT7OjSMDALHgqFUv6+uLioOyf25s2bUV9fr5hhqKmpQU1NjQKSaROTyYRoNFpoMfIGe2s1GAxiQ67UyxB7gVP7mayoqMDKysoqucPhMDZt2pRRXkxWguJ+IUyHvlq/OHV1dQCAW7dupfx9eXk544qwFtKHpZjZvXs3JiYmcs7H7/dvyNdTyvAewxpk+Cjk0zAAtIcgJZsegwHUUPIeg4aor68HAASDwZS/r6ysKGoYgOIfSgKoYbh58yaWlpayziMWi+HatWvcMHDDoNhQkhYNg9bJ2fk8Pj4Oj8cDALBarbBarUXvcLvzzjsBpDcM4XAYmzdvzqdIRcHu3bsBABMTE7jnnnuyymNqagorKyvcMJhMWFxcLLQYqpPOT6dGGfnwMQB0xEA6DJrVUJIhPpSkgRfCVGRtGM6ePQuXywWDwQCbzQaLxYLh4WH8+te/xpUrV9Dd3Y37779fQVGVg03vSudjiEajqKysVKw8NWYNqEFdXR22bNmCq1evZm0YmON5586dSoqmOfTaY5AOmyplNPLdY0h2QGflfDZo2/mclWE4ceIEWltbcfDgwbRphoaGcO7cOTzyyCNZC6cWRqMRRqMRc3NzKX8nhKC6ulrRMrXw5mAwGLB79+6cHNB+vx933nmn+JDpFaPRqEvDsCYaGUpKZRiy7jFo1Pmc1a2y2+3rznVvbm5O+0ZeDJhMJiwsLKz6no0v6nEoCaDTVt1uNyKRCEymzKsHdzxTysrK8jLMUmwYDAbxutO+DGnM+RwOhzN3Pht06Hze6AKoXBdKqUl5eXlKJ+v09DQAKDrVUiuzkgDqZ4hGo7h+/XrG/xsOh3Hz5k1uGEAbMT0Zhg0NlxZ5j0HqY2AQQnIaStLKc59M0c9Kam9vh8fjgcfjQVdXl2L5VlZWIhwOr/peEAQAKHoHulps374d5eXlWQ0nXb9+HYQQbhigP8OQCq35GEwmE8rKymSGgQ0HZjtLUXeG4dy5c0rKkRafz4fm5mZ0dXUlYq4owObNm1MuQGLDX0r3drRSQYxGI3bt2pWVYfD7/TCZTLjrrrtUkExbcMOwBkU6lATQXoN0KIkdZ7vyWatsqHPX1NQkzv0HaCN35cqVvDiWu7u70dbWpni+LCxG8lg6iz9isVgUK0srs5IYu3fvxu9//3sQQjKS3e/3Y8eOHYqHANYiejUMa658LvKhJID6GaQ9hqwNQ1zWGLRZBzZ0q7q7u1fNQBoaGlJFoGSGh2kYxkAgAACrIh9KmZ2dFRt2gN7kdLNjpGExpEaPzVQym805yZ2MVnoMADUMv/3tb3H79u2M3v79fj8+97nPqSiZdigrK9NFSAxWr9V8+Slkj4ENN2c8Kwna9jFsyDCkmpaar3DCvb294nFDQwMOHTqUttFO3pPhmWeeQU9PT8q0zDAEAgGZYZifnweQn0pYrNx9990wGAy4evXqhg3D/Pw8BEHg/oU4eu0xSFFqVlI+jA9j06ZNMt9jtj0GcVZSKfcY1OL48ePiLCAp9fX16OzshNPpxPDwsGgczGYzfD5f2pjsyfsxrDWXnhkX5mxmqBFAT2tDSeXl5dixYwcmJibQ1NS0of9hC9u4YaDo1TBI67rS0VXzZRik60+yHkrS+KykjG+VkovWOjs71/zdarXKegeCIKy5UcdG92MAEoH0pENPAJ2qls38/fXQWgXZtWsXPvnkkw2n9/v9qK6uVnwITqvo1TAAytf1fBoGk8mUssfAZyWtAxvrzwc2mw2CIMDpdKKrqwsul0uxvJlzOZVhUDqAntZ6DAA1DIFAIOUiwFSwwHlavFY1MBqNuvcxKD2UlA+Sh5LYMQ+JUWSwGUlKz0xivQLmU2CEw2FVtsrT2psD22RncnIS995775ppCSHw+/144IEH8iGaJtDzymdGprPaMslbLTZt2iRrE7J2Phu07aPUtvQ5YjQaV70RRyIR3cf5AagPZvPmzZicnFw3bTAYxOLioq53bEtGz0NJ66Ih53MkEkFZWVnGZWs9VpKuDYPJZFoVFiMWi6GqqkrRcrQ4vGIwGLBr164NGQYeUXU14jx2HRoHpXdwK6SPgRmGTNG68zljw8CctqVA8h6v7CFWI4CeFivIrl274Pf7123cJicnUVdXp3hEWi2jF8OQXK/XnJWkUBlqkjwrKdtgkqKPQaPTVTM2DGuF2gboxj1aoby8XPZ2wKauKr1XsRZ7DAA1DCsrK7h9+/aa6a5du8aHkZLQi2HICg0NJUWj0ZxmKWrxhRBQYShJuiCt2KmsrJTNHGEzrvS8ib2UnTt3wmAwrDmcxCKx8mEkOWz4Qc+GQelGsVA+hmwMA5NV14bh1VdfxeHDh2GxWDAwMKBElnmhurpa9uCqFUBPS2G3pZSXl2Pbtm1rGoabN28iGo3yhW1JsB6DHqasAomGUI26XogeAyszVx+DVqerZmQYLl26hEuXLgGgQ0ZPP/00LBYLOjs7YbFYEAgE4Ha71ZBTFdi0VLaIha1p4Iu0EqzngPb7/TAajdixY0cepSp+9DKUtJYRSDtdtciHkgghokHP2seg8Xk9GUk/PT2N6elpHDp0CI2NjTAYDBgdHcXIyAhaWloAAPv371dFUDVgQ0YsLAcLoFdKDvZc2bVrF6amptJubO/3+7Ft2zZVVotrGa0PJWRLKTifgcT6hWx9DOzFQDfTVQ0GAwYGBuBwOGC1WnHlyhXxe63BDAPrKbCpq5WVlYqWo9WhJCCx0I1NSU2Gb+WZGr0aBjXId48BSGzQo1fnc0ZXLI2oylYih0IhnD17FiMjI7DZbHC73Xj00UeVlVIl2LRUtsgteRNwDg0dUlVVhYmJCezdu1f229LSEqampvDggw8WSLriRYsvSkqx7jqGLNvKfOiU+ROYYcjaxwCdTVdNZuvWrTh48CCOHj2KYDAIh8OhhFx5gc27lxoGPT/QqVhrodu1a9cA8Iiqa6HVN8aNks91DPk0DDn7GIw6W+C2Fvv378exY8eUzFJV2FASMwzhcFjX+zCkY+fOneJ+zlL8fj8qKipwxx13FEiy4oUPJSlHPnWYPGkgV+ezVu+/4q1gvjbwUQJmGJhjNRwO820pU7Bjxw4sLi5idnZW9r3f7xfXOnDk6M0wqFkHCtljyNn5rNH7n5VhYKubx8fHcfLkSSXlySsslC5zOnPDkJrt27cDAG7cuCF+xyKq8mGk1OjVWKpx3fk0DKl6DNmMImh9umrGpvDpp5+Gz+dDQ0MDgsEgGhoa8PWvfx0/+9nP1JAvLzDDkG23sdSpra1FZWUlbty4IYbgnpmZwdzcHDcM66DVN8aNkur61r1mDTifmWEghOQ0vKxV53PGrWBrayuam5tx5swZHDlyBABw9uxZxQXLF0ajUVzgFo1GFZ+qWgoYDAZs375d1mNgx3xhW2r0NpSkJoXoMbChpGz3lNDdUJLP58NLL70kGoVXX321eLrNoQ8lx2PA/AQ9ji4BAQ8Qjo+RL94Egm8DoDewOjIBzH+KWCyGcpOBpl2h4TGwdBsIXEzkO/MxMEfXbiAWjacN0vPlaXrOKsOsF5j1xvVD6G/L8T2uV4L0PBYPmTB3hebNCFykZQNUloAHiMVjuMx/Csx8lEgbfJteE0CvMeCh1wxQHYTGEmmFd4HF6/Q4Mk/TRuKL1xb8gPC+JO37wAKdjbRzWx2it4eBMF0EOHvrMnZWTSW2Ug19AMxfjet7Oa7vGYm+L0l0+BEwNx7XYTiuQ0Gib0+Svn1yfS/HdxFcDsT1HX8rm/MBs5LtSAMeYGkqrkOm73jkzLkrwMxliQ4vAUu34jqcietwJa7Dq/K6FXwHWIwbyfCcXN8Lk0BoTHwmymY/ABauxfW9ENd3fA+QhWuA8F4i39CYqO9EnZ2L6/AGLVdM+6FE3ytyfS/dStL3ZUmdjcjr7NKUXN+znyT0TWKp9S3WWR+M814A8UY74EGVMS7vioB641WUGdi9GU+qs5ckdZbpe1mi7w/EpOULH2JL2axc32KdnUxRZ+NrbiKL8bTxjXcWr9P6L+pwdRtRRui9MSzdAoJvIxaL0Wub+Yg+d4CkzqZvI8ri98bAdLhOG0H1nWEbEZTUHYXJ2DAcOXIE7e3t4nkwGBRXPRecf/qPieP/9++AD07Q44VJ4HwjEBil51deBoYeAkAr9FeqXwbeexaxWAybNy3RtLffoGmvDgAX/iiR7/DXgbf/mh5H52naG/EwIP6/o+ckfiM936QfAAbE6G/+v6O/3XDT82i80r791zRvxoU/omUDVJbzjcByvJF771ngzb9KpB16iF4TQK/xfGOigfngBNUF47U/Az6OTykOjdG0s/HKdvnHwOt/nkj7j48AH70AANhRs4h/X3cS0cAlAMCWWwP4DztfTrwU/NNfAGPxAIqL12m+02/R8/H/Bbj+OJHvP/9X4N0eerwi0LS3XqfnE+eAVyQ7wY08AVzsosex+L25/go9v/b39JwZTM+3gNEnE/97vhGY/Ft6fPM1es4az3f+G/CWPZH2woPAp7+mx7ffjOs7bijefw548y8TaV9tBnw/p8fBSzQtazQ++AHwRuL5qL34F8DHP6UnMx/StDNxI/PxT4Hf/ZtEvm+00/8HaH7nGxMNvO/ntFzGm39J5QKonOcbqdwAvY4LkrUlb9np9QL0+s83Un0AVD/nGxNpR5+kegSoXs83Uj0DVO/nG+l9AICLXdjy4dOJ/33lAVg3xeW99ToOVj+HSmM87bs99L4DdCjJ9ce0XgC0npxvTLywjPXS+hTns1cew/5aD61rwrs0LTNeH71A6ynj9T+n9Rig9fp8Y+LF6GMHrf+MFG3EphlqfKtvnQWGHkoMJb35V/S5A+hzuE4bsem9ZwAAFYhsuI0AiWbWRrz+b6EapASYmJggAMjEe67El8L7hMxdpceRRUKmRwlZmaHnCzcICVwihBDy/PPPk5d//DeEzI2T7373u+SlMz+jaZcFmnbxFiHTnkS+ocuEzProcTQSTxug50tT9DwWo+cznxAy8wl54YUXyNGjz9Pflqbob8sBeh6N0PNZH82bMe2hZRNCZZkeJSS6Qs/nxgkJfZhIG7hEr4kQeo3To/SaCaE6EN5PpA2+Q8jCNXocnqNpwwv0fH6SkOB7krTvETI/QQghxHv5PXL6qJ1M3/yUEELIwC9eIOd/fVyi7zFC5j6N63spru+QRN8XJTr8kJDZK3EdrsR1GJToezRJ3165vpem4/qejus7Gtehl5CZjyU6HCVk8XZch0zf4XhaHyGhjyQ6vEjI4s24DkNxHS7HdfgpIcIHkrRvE7JwPZ52Vq7v+QlChPfJ1atXSU9PD5ny/paQeX9c3/Nxfc/H0/oJCb4r0eH7or4TdXY2rsPrtFwx7QcSfS/L9b14M0nfH0nqbFheZxdvy/U983FC37Foan2LddZLpq/8nvT09BC3203I9Cj57z89Rr73ve8RshwkzjN/Q557tiee9gq97yCE7IrrW6yzTN9LEn2PiSJ99M+D5OSzT5GVlZWEvsU6O5Gizk7G9b0QTzsX1+E1Wv+l+k5qI+aC10lPTw/5+N03CAlcIqdOnSKvvPIKlX1uPK7DlXXbiIXA+wQ9IEf+9r9sqI2g+o5l1EZMvPMPtN2bmCBKk5On9dy5c3jkkUfWT5gDTqcTAA2JbbVa1+6dbP2c5Hhf4risErDYEudV2+gHdChpOnwHsPkP6HiisVyetvJO+mHU3pM4NpbJ01bU0w+jpkEinEGetrwOsEhiMm3ZI78WiyTmVPlW+f9u/gN52ro/TBxvqklK+xl5WvO/TBybNsvTVt9NP2LazyeKuGMnbizvRHA2DMtdgD8QQ90XJDJuvS9xXFaRVt8AgNp/kTg2bspB3xb6YWyxyq81E33X3Z843lSbpMPdSWm/KEm7JUmHNISIYZb22KJb7gOq76K/maqT0u6kH8aadXY7/YhpJXW9LLnO3kU/jFrJnt1GU1LaO+iHUSNZ3W4wrqvv6KIkRL3FhiXyewBBoNyM6dhuxBDvdW35LGRkoO+lynsxF40PF6XSd7VkLxBJnYWpKkmHO+iHkULfhviapoipHqj7HAh5nfZUMqyzZIXmQ1bpcI02wpBhG1H3BahFToaB7V+gFj6fDy6XS1xN3draqviwVXIcIz5dNTUsEi3bKH1+fl78jrMavTmfM/IzakAl7L7FYjFdLnot6it2u92yENhms1nxsN4Gg0GxqWmljMlkgtFoxNLSEqLRKCKRCJ/BtQH0YhhKhWSDTrKclaR1inrSvtfrRX19ottlsVjE7TelsJt4/fp12fcVFRWoqKhYs4xYLIZoNIqZmRmEw2GEw2Ex2qpSrKysqJJvvqmqqsLs7CympqZQUVGBlZUVzV+TWszOzqK8vByzs7MlvRd2KBTC0tIS5ufnMTMzI9b1S+OX8OHMh6gJ1yTVES8d7py5K22eySwsLKC8vByCIKz7POfK4uIiysvLxesxGo1YXl7OuJ4vRZZQtlKGqmgVJidn4PEA998PKLnVC4tEoMrLRy4OijNnzuTm4ViHzs5O0tvbK57b7XbicDhWpRsbGyOgHVT+4R/+4R9dfcbGxla1ibmSU49B7Q1tGhoaZD0E5oBOho11v/XWW7IFVxvpMZw6dQqxWAxPPvkkjh49CqvVisOHDytzAXFOnz6N+fl5PPXUU4rmm29efPFFNDY24v7778eLL76ItrY23HPPPev/ow7xer0YGBjA448/rvhWscXE9PQ0+vr68KUvfQl/8id/gjNnzkAQBLy28zVcvHoR3yz7Jjo7OxP/sHUr8NWvAr/85YbL+PTTT/GrX/0KHR0dsFgs6/9DDiwtLeGHP/whvva1r+G+++7DT37yE3zxi1/El7/85azz7O8H7Hagrw9Qsmnx+/3Yt2+fKr6+nAzDwYMHlZIjJS0tLejq6hLPfT5fSuczGwPcsWOHuLHMRqmqqkIkEhHDPlRXVycWbSlEVVUVotGo4vnmm8rKSmzevFnU1ZYtWzR/TWpRU1ODyspK1NbWlrSOVlZWZPWiqqoKS0tLMFWZYKg0oLKscvX1b9oEZKATpsuamhrVdVleXi6r29JryxY2klhdndFlrwsb3lLDB5KTYXj11VchCIL4Jv+Vr3xFKbkAQHx7dzqdCAQC6O7uVjT/VBDuLOQoiB4dlwwDtHvteptVlkxWU3CGhobw8MMP4/Tp07hw4QJGRkZw+vRpHDhwAOfOnVNUwLa2NrS1tcFut4u7xqUli5AYAGAx3RZXrhoQWXe5e6YhMQCAiOEFtBkSA5FF3LVpEsYYnZ+9pWwWFQsSGXhIjLgOJ2X6Ns6M6SIkBgAg4EGlgT5jWxDBH1ZEYQRLO551SIxN8x/kLSQGayPKwlOyNiLTkBjSNqIOHpir128jNB0SAwCuXLmCCxcuYGBgAKdPn8bp06cxMDCA4eFhTE9PKy3jxskyJMaf1Q2Iy90ryKziITEMBoPmQ2Jgzof/dOcL2Bymjcb+Wg92fSzZwpWHxKDnSSExqocP6zIkxhcNAt7YvZg6JAaQUUiMbWP/Gftr48ZL5ZAYRoE28Obgb8Q2AkDGITGkbcS/MjSi5QtuGI0o7ZAYTqcz7W9nz57N0g+ePbmExPjBD35A+k4+RcjcOOnp6SG/fPl/KB4S49SpU+S5576n6ZAYJLxAfvGjJ8k/vvYPZG5ujpx89ilyxfN/JPrmITGoDmlIjMuXL5Oenh4yO/FmaYfEGE8dEuNf//xB8uDRqhQhMUDIwYMZhcSYfO/vyclnnyJTU1Oqh8RYnLlFenp6yIeXfkdI4BL5/ve/T1577bWMQ2JI24j/+z9Hibk6QH71K1L6ITEee+wx1NXVydYZDA8PKz6jJyOyCIkBAIHInWKYCYLkkAE8JAZNW4Vb4V34rJF60uaiNViuloQJ4CExKCw8wy3aC4vV7gOq4x7HEgyJEVuSeFMlITHmYMLby2X4UxZJIIeQGJEt+zAXjfc+VQ6JgfjeLNFNdwB1+wAM0d9zqLNB2CDERw9LOiTGwYMHYbPZ4Ha74fXS8bGGhgYcO3YMe/bsWee/ixuiU2cTh8NRBy02KVn3GPbs2SPuyaBlpLNGkuMmqVEGR1/o7d7r7XpLFcUDAyk9K4nD4WgP3vPWNln1GE6ePJn2N5fLpXoobqXhlTgzuL7WR2860tv1ZkI8RqemyMowEEIwPT2NhoaGVb9pbfl/ctdXraEk/uDoEz60wmFoKXBzVobBbrfD7XanDImRKpZRMZPcaMdUMO+8cdAf/EWAo2WysmFbt25NGyepubk55ffFSj56DGrmy+HoBa0+Q1oUW0OdG3WQ9hj4rKTMKNXrUgJpnSplSu36Uj3/Sl2jllSVk2EYHx/f0HfFTLIx4IZhbUrpWvJBqesr+Xlh5wQafE1OgRLtARud1pKPISdRXS6XbHrq2bNnFd96U22483njlMI15Au96koNQ1jqxrUYyckwHDlyBIQQvPTSSzh37hwCgQAeffTR9f+xiOAL3DJHr41eNpTavedkDusxaKkq5Lzn88GDB/HYY48hGAyiv79fCZnySj6Gkjj6g9cj5cmnTvVu0HMe9Tp58iTa29tht9vXXPhWrORjKMmopcFFjqLovYHhJNBSM5CTqCdOnMD+/fvR3NwsfvKxy5rSSGeQqLGOQVoGRx/w+81haLEq5DSUZLfbZSud9+/fr7kFbvl4my/Vt8ZSvS4l4NNVOVomp1YxVfgLpUNitLe3w+PxwOPxoKurS9G8gdXrGPjKZw4ndwghiu35XMjnhxCSc/lanK6as/NZbXw+H5qbm9HU1ITBwUHF80/uMfDpqutTSteiFnrpMawFAdFcXVFDXpallqpCVjZso6G1X3rppWyyl9Hd3Y1gMAiXywWz2ZxzfskYjUbVewzc+aw/uGFA+h5DljrRmpFh6Ca66v79+/H000/jgQceWBVie3x8HC6XCz6fTxFH9PDwMAAgEAgAoH6NdMzOzmJmZkY8r6ioQEVFxZr5sweXdRn5rKS1SV73wUmNXgzDetenxPWXig611AxkZRj27NmDY8eO4ezZs3jssccQCAQgCAIMBgOsVis6OjoU292tt7dXPG5oaMChQ4fS9hz27dsnO3/mmWfQ09OzZv6s0Y7FYqr7GGKxmKaNhFbf2ApJqTRq67EqNEY8JAavMzqclXTw4MG0UVaVwOl0Ynh4WDQOZrMZPp8PNpstZfqxsTHcfXdiM/v1egsAUBbfrDwajareY9C6YeBsHL30GEqV5JGEXODOZ4WxWq2y3oEgCGmNAgDU1NSgtrY2ozJYQ80Mg5o9hmg0CpOpqFW+Ifhb4ProxTCkqgs8dL0c3Tif84XNZoMgCHA6nejq6oLL5VK8jGTDoHaPgaMP9GIYGOmirCpBPnWopvHhPQYFaWtrk/1VmnwPJZUSemn0skGrb7eZwuvA+mhxKClnUS9duqSAGIVD2mOQTl1VqwyOPlBibFpL5ONaC2FslbiPTGxdGYbTp09j7969OHDgALq7u3Hu3DlxyqgWNu3hQ0mZoafGLhf0ZhhSoeWVz+rsK6F4lqqRs2FobGzEJ598ArfbDavViueffx7Nzc3Yu3cvWltblZBRVbhhyBy9DJPkgt51VCo7uCmBFh/7nH0MgiAAoDGSjhw5AovFIk5hPXHiRK7Zq04+fQxaH0rSe2OXCXrrMeTD2a7V+qfFoaScDUNbWxuamprQ2tqKhoYG0VAAwLe//e1cs1cdNn00HA7DaDSqGhJD64YhGT01fJlCCNHlmhWtNt6MVLOr9LiOIWdR9+zZg6GhIVitVhBCFFvxnC9YjyESiaCsrAyEKB/4S9orKQW0/vDnA731GBjShWFK56lVdNljABLDSFqE9RgikYgsdAVrzJVAanxKCa0/sGrCQqxwUqCBIHpK3jv2Pqil6qAhG6YOUsPAGvBnn30Wy8vLipXB8s12mGp5eRk9PT2KypQt0gfmF7/4RVHIJKVYdCUdSioWmZJRQq61GtBsZiWlkqnQBtZgMCiiK6V7DCsrK7K/SsINQwrDcOLECVUMQ7Y9huXlZXznO98peMPC3tjY35dffrngMiVTTLpiDVqxyJSMknKlC6JXSJmUgF1XLnKpNSuJyaKGrnRvGNhbnXQoSel4RqXmY2BwX0N69OZjSHWtSk9ZzUd9U3OjHi2FSdO9YWCNdjgcFo/VMgyl5mPgpEdvhiHlbB4NL3BjKGEotOhj0JANSw8bu79+/XrG/3v79m2EQiFcu3YNgiAgFAoBAPx+v2zTn1yYmpoSy8hmF7rZ2VnFZcqGUCiEW7duoaamBqFQCJFIpOAyJVMsurp16xZCoRAmJyeLRqZklJArFAohFArh9u3bmJycRDAYRCgUwkr5CmKhGEJGqgMZCwtA8ndryCR9RtXuNczNzSEUCuHmzZuorq4Wr83v96+Sa6PEmxTcvp32srPixo0bANRZOGsgJTAeMDw8jAceeKDQYnA4HE7eeeONN/Dggw8qmmdJGIZIJIKLFy9i27ZtulxUxOFw9EcsFsPNmzexf/9+xYe/S8IwcDgcDkc5+Os1h8PhcGSUhPM5U5xOJwKBAEZHR9He3o6WlhbxewAIBAKwWq3rfq+0TFarFSMjIwAAu91ecJmS5TObzUWhq/b2dnR3dwMA+vv7xT3Bi0FXx48fh9VqBZDYXKrQujpz5syqSQ+FrutSikFPANDX1weLxQKfz4eWlhZxG+F8yiUIAvr6+gAAnZ2d4veZypCzbERnjI6OksHBQUIIIcFgkJjNZkIIIV6vl9jtdjFdS0vLmt8rSTAYJDabTTxmt6WQMqWSj+mt0HLZbDZiNptJS0sLCQaDRSETy5vJw+5nIeXyer0EADGbzcRsNhMApLe3t+B1vbe3Vzxn5RX6/o2OjpK2trYNl6+WXIODg6Szs1Omo0xlUEI23Q0lBQIBce9os9kMi8UCj8cDt9ste6sym81wu91pv1cSs9mM0dFRABDfVgAUVCYpAwMDOHz4sHheaLm6u7sRDAbhcrnE8gotk8fjEcvxeDzi/SykXD6fD8FgUPw4HA50dnYWvK47HA54PB7xHCj8/WP7yUgpRLvQ1taGhoaGVbJlIoMSsuluKKmlpUXWrQoEArDZbOjv70d9fb34vcVigSAI8Hq9Kb9Xg76+PrhcLgwODgJA2rLzKZPH40FLS4us+19ouYaHhwHQewfQYbdCyzQyMgKfzwefzwcA6OjogMPhKKhc0nre19eHQ4cOASj8/evt7UVjYyNsNhuGhoaKQiar1SrWKwDivSy0XEDmulFCNt31GKR0dHTgzJkzaX9nDc9Gv88Vu92Ojo4OdHV1FY1MPp9v1ZtUJuWrIVdvby/a2tpgt9vR29ubttLnUyZBEGCxWGCz2WCz2TAyMiK+FRdSLoDeQ0EQ1lxcmU+ZhoeHMTo6CovFgubm5qKQifk5BEEQ367T6Svf908JGTKVTbeGwel0orW1VawQyd035rRJ973SsMatpaUFAwMDcLvdBZfp+PHjAKiuhoeH4XK54PF4CiqX0+mUGU6z2Qyfz1dwXVmtVlm+zIlZaLkAwOFwiI5UoLB1nT13NpsNLpcLTU1NRVHXAWBwcBA+nw9NTU0wm81oamoqCrkylUER2TL2SpQALpeLuFwuQgh1Onm9XuL1emXOJ6nzMNX3SuJwOEhnZ6d4brVaRbkKJVMynZ2dMudzoeQaHR0V7x0hVFeFlokQ6lSVOvmsVisJBoMFl4vJ4vV6xfNC1/XR0VHxfHBwsCjqejAYFMuROm8LIZfD4VjlfM5EBiVk090CN5/Ph8bGRvFcEAQx/op0ipfFYkk5jU76vVKw7qvZbIbL5UJ9fb04Va1QMklxu93o6uqC1WpFb28vrFZrQeViZQwPD6Ojo0N8Gyq0rtg0aEEQYLVa1y0/X3I1NjZiaGhINjRSSJmOHz8uyrKRsvOlJ+l01XRTRdWWy+12w+FwQBAEdHR0ZK2bXGXTnWHgcDgcztro1sfA4XA4nNRww8DhcDgcGdwwcDgcDkcGNwwcDofDkcENA4fD4XBkcMPA4XA4HBncMHA4HA5HBjcMHE6J4nQ6ZYs5OZyNwg0DpyjweDxob29HY2MjnE6nGBMpOe6L1vH5fKs2qlGLtrY2WCwW8VwQBDH+FYezFroLu80pTmw2G1pbWzE6Oiou329ra5OFDy4FHA6HuONcvmE78DmdTlVDqHC0DzcMnKJEGm12vZDRWsHpdOLAgQOK5pccTnm9uDg2mw0Oh4MbBs6acMPAKUoGBgbQ1NSEQCCA9vZ28U17cHAQZrMZXV1dOHDggGx/XjZMYrVaxVDDFosF7e3tGB0dRSAQQEdHhyw4WXI+ANDc3IzBwUEIgoD+/n5x4yRA3hizYZojR45gcHAQLS0taG9vF4MNJuNyueBwOGTfJedntVpXld/d3Y1AIIDBwUF0dHSIIbRzadw3us8GR59ww8ApKkZGRsSd7JqamtDS0iJuwcqMQl9fH+rr68WGsbW1FR0dHfB6vWLD297eLjairAG0Wq1obW0Vy0qVDyvXYrGgpaVF9Am0tbXB4/GIhsLn86GrqwuDg4PiVrEsD7vdnvLakt/u0+WXXL7b7UZnZycsFgscDscq45IOt9stk5/R2NgIj8fDDQMnLdwwcIqKpqYm2O122baUAGQbzYyOjsr2se3t7YXD4ZDNwNlIo5cqH0aqoav+/n7RsFitVrEn0dHRgaNHj6KlpUXm7E0meae5dPkll5/tMFpLSwu8Xu+q79eSkcMB+KwkTpGSvCOaFGYApPt3s7d9hrQRNpvN4tu61+sVj1Plw0jVeNbX18saWlaGzWaDz+dDX1/fqnzWIl1+yeUr3ZCrudsYpzTghoFTFPh8PrhcLoyMjMimc3o8HrHRZdjtdtTX16Ovr09M29bWBqvVKn7n8/nE9B0dHXA6nXC73QgEAnC5XBAEIWU+0vIEQYDL5UJ/fz8EQRA3bzl+/PiqMg4fPiz2QNJhtVpl/5Mqv7XK7+/vx8jIiCyPbPB6vdwwcNaEb9TDKUm6urrQ2tqa0Rt8Lng8HgQCgTXL83g8GBkZSeuDyBft7e2yYSsOJxneY+BwcoD1NEZGRtY1QjabLeWYfz5xu93o7u4uqAyc4ocbBk7JwWbybHT2Tq5lOZ1ONDU1bSh9d3e3bFgsnwiCAEEQZI58DicVfCiJw+FwODJ4j4HD4XA4Mrhh4HA4HI4Mbhg4HA6HI4MbBg6Hw+HI4IaBw+FwODK4YeBwOByODG4YOBwOhyODGwYOh8PhyOCGgcPhcDgy/j+aahID6BvGYQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 400x150 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(4, 1.5))\n",
"ax = fig.add_subplot()\n",
"for i in range(0, 24):\n",
" ax.plot(y1[i][-200:], x1[-200:], color=color1[i], linewidth=1)\n",
"for i in range(0, 24):\n",
" ax.plot(y2[i][:100], x2[:100], color=color2[i], linewidth=1)\n",
"for i in [18, 19, 23]:\n",
" ax.plot(y1[i][-200:], x1[-200:], color=color1[i], linewidth=1)\n",
"for i in [16, 19, 23]:\n",
" ax.plot(y2[i][:100], x2[:100], color=color2[i], linewidth=1)\n",
"ax.set(xlim=[150, 1000], ylim=[-8, 8])\n",
"ax.invert_yaxis()\n",
"ax.tick_params(direction='in', labelsize=8)\n",
"ax2 = ax.twiny()\n",
"ax2.spines['top'].set_position(('axes', 0.5))\n",
"ax2.set_xticks([])\n",
"ax.axhline(y=-1.0263158, color='orange', linestyle=':', linewidth=1)\n",
"ax.axhline(y=1.0263158, color='orange', linestyle=':', linewidth=1)\n",
"ax.set_xlabel(r'Frequency (cm$^{-1}$)', fontsize=8)\n",
"ax.set_ylabel(r'$q$ ($\\times 10^{-3}\\textrm{\\AA}^{-1}$)', fontsize=8)\n",
"fig.tight_layout()\n",
"fig.savefig('画图/声子不连续/部分图.svg', format='svg', transparent=True, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 250x150 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(2.5, 1.5))\n",
"ax = fig.add_subplot()\n",
"for i in range(12, 20):\n",
" ax.plot(y1[i][-200:], x1[-200:], color=color1[i], linewidth=1.5)\n",
"for i in range(12, 20):\n",
" ax.plot(y2[i][:100], x2[:100], color=color2[i], linewidth=1.5)\n",
"for i in [18, 19]:\n",
" ax.plot(y1[i][-200:], x1[-200:], color=color1[i], linewidth=1.5)\n",
"for i in [16, 19]:\n",
" ax.plot(y2[i][:100], x2[:100], color=color2[i], linewidth=1.5)\n",
"ax.set(xlim=[740, 780], ylim=[-8, 8])\n",
"ax.invert_yaxis()\n",
"ax.tick_params(direction='in', labelsize=8)\n",
"ax2 = ax.twiny()\n",
"ax2.spines['top'].set_position(('axes', 0.5))\n",
"ax2.set_xticks([])\n",
"ax.axhline(y=-1.0263158, color='orange', linestyle=':', linewidth=1)\n",
"ax.axhline(y=1.0263158, color='orange', linestyle=':', linewidth=1)\n",
"# ax.set_xlabel(r'Frequency (cm$^{-1}$)', fontsize=8)\n",
"# ax.set_ylabel(r'$q$ ($\\times 10^{-3}\\textrm{\\AA}^{-1}$)', fontsize=8)\n",
"fig.tight_layout()\n",
"fig.savefig('画图/声子不连续/放大.svg', format='svg', transparent=True, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[np.float64(2.422250757813059), np.float64(2.4222507578639383), np.float64(4.43270693894779), np.float64(190.3868606286644), np.float64(190.38686063153634), np.float64(198.21794631513634), np.float64(198.21794631726905), np.float64(257.52265274477895), np.float64(257.52265274798276), np.float64(388.8799888303313), np.float64(399.0964743226966), np.float64(592.2835457937109), np.float64(747.4255593080638), np.float64(747.4255593196418), np.float64(756.7682208639973), np.float64(756.7682208757558), np.float64(764.8635987959723), np.float64(764.8635988077805), np.float64(777.106389019553), np.float64(777.1063890315479), np.float64(813.4458934031072), np.float64(886.1904738924602), np.float64(894.8426692831057), np.float64(934.4439782657647)] [np.float64(1.3117519046548536), np.float64(2.383549871118401), np.float64(4.087699820414377), np.float64(190.67360403186103), np.float64(190.71566998153514), np.float64(198.00390590797784), np.float64(198.04176782306763), np.float64(257.55094034664177), np.float64(257.5914047803297), np.float64(390.2279166164283), np.float64(397.76003574694136), np.float64(592.0848639395722), np.float64(747.4215170086231), np.float64(747.4525914403977), np.float64(756.7701202149814), np.float64(756.782038153665), np.float64(762.3247470245668), np.float64(764.854228043625), np.float64(764.8628879868409), np.float64(777.1078640088384), np.float64(813.7234947237881), np.float64(886.2843962652745), np.float64(894.7468852800757), np.float64(941.9738332749208)]\n"
]
}
],
"source": [
"# 计算在黄色线（不同入射方向）的地方的，声子频率\n",
"freq_at_normal = [np.interp(-1.0263158, x1, y) for y in y1]\n",
"freq_at_edge = [np.interp(1.0263158, x2, y) for y in y2]\n",
"print(freq_at_normal, freq_at_edge)\n",
"pd.DataFrame(freq_at_normal).to_csv('画图/声子不连续/freq_at_normal.csv', header=None, index=None, sep=' ')\n",
"pd.DataFrame(freq_at_edge).to_csv('画图/声子不连续/freq_at_edge.csv', header=None, index=None, sep=' ')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[-0.09875449 -0.04937725 0. ] [array([842.77868804, 842.82595555, 842.87322306, ..., 886.28369284,\n",
" 886.28593778, 886.28818273], shape=(1001,)), array([923.69621723, 923.67431169, 923.65240614, ..., 894.75627888,\n",
" 894.75419682, 894.75211475], shape=(1001,)), array([923.69621729, 923.71789831, 923.73957934, ..., 934.44839838,\n",
" 934.4485038 , 934.44860923], shape=(1001,))]\n",
"[0. 0.21552014 0.43104028] [array([-2.55274741e-02, 2.55293146e-01, 5.36113765e-01, ...,\n",
" 2.58738980e+02, 2.58741616e+02, 2.58744252e+02], shape=(1001,)), array([1.88149469e-01, 6.49170338e-01, 1.11019121e+00, ...,\n",
" 2.84878148e+02, 2.84879611e+02, 2.84881073e+02], shape=(1001,)), array([1.88192928e-01, 1.00706590e+00, 1.82593888e+00, ...,\n",
" 3.17322041e+02, 3.17322821e+02, 3.17323602e+02], shape=(1001,))]\n"
]
}
],
"source": [
"print(x1[-3:], y1[:][-3:])\n",
"print(x2[:3], y2[:][:3])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in New Issue View Git Blame Copy Permalink