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rcv1_CCAT
> train: [0.09996662 0.90003338]
> validation: [0.09996662 0.90003338]
> evaluate_bin_sld: 258.627s
> evaluate_bin_sld_bcts: 255.748s
> evaluate_bin_sld_vs: 256.387s
> evaluate_bin_cc: 252.645s
> evaluate_mul_sld: 77.452s
> evaluate_mul_sld_bcts: 83.186s
> evaluate_mul_sld_vs: 82.065s
> evaluate_mul_cc: 69.467s
> reference: 53.997s
> atc_mc: 57.417s
> atc_ne: 57.316s
> tot: 263.605s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0000</td>
<td>0.0000</td>
<td>0.0000</td>
<td>0.6000</td>
<td>0.0000</td>
<td>0.0000</td>
<td>0.0000</td>
<td>0.5619</td>
<td>0.4745</td>
<td>0.4745</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.1094</td>
<td>0.0719</td>
<td>0.0719</td>
<td>0.5213</td>
<td>0.1090</td>
<td>0.0502</td>
<td>0.0629</td>
<td>0.4846</td>
<td>0.4016</td>
<td>0.4016</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.1807</td>
<td>0.0683</td>
<td>0.0683</td>
<td>0.4553</td>
<td>0.1536</td>
<td>0.0501</td>
<td>0.0592</td>
<td>0.4180</td>
<td>0.3432</td>
<td>0.3432</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.1695</td>
<td>0.0607</td>
<td>0.0607</td>
<td>0.3958</td>
<td>0.1491</td>
<td>0.0461</td>
<td>0.0518</td>
<td>0.3608</td>
<td>0.2909</td>
<td>0.2909</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.1458</td>
<td>0.0505</td>
<td>0.0505</td>
<td>0.3459</td>
<td>0.1326</td>
<td>0.0388</td>
<td>0.0419</td>
<td>0.3128</td>
<td>0.2470</td>
<td>0.2470</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.1307</td>
<td>0.0476</td>
<td>0.0476</td>
<td>0.3001</td>
<td>0.1245</td>
<td>0.0397</td>
<td>0.0400</td>
<td>0.2676</td>
<td>0.2076</td>
<td>0.2076</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.1112</td>
<td>0.0399</td>
<td>0.0399</td>
<td>0.2611</td>
<td>0.1091</td>
<td>0.0340</td>
<td>0.0329</td>
<td>0.2320</td>
<td>0.1759</td>
<td>0.1759</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0955</td>
<td>0.0351</td>
<td>0.0351</td>
<td>0.2274</td>
<td>0.0975</td>
<td>0.0314</td>
<td>0.0286</td>
<td>0.1986</td>
<td>0.1487</td>
<td>0.1487</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0818</td>
<td>0.0311</td>
<td>0.0311</td>
<td>0.1956</td>
<td>0.0862</td>
<td>0.0288</td>
<td>0.0251</td>
<td>0.1700</td>
<td>0.1239</td>
<td>0.1239</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0658</td>
<td>0.0248</td>
<td>0.0248</td>
<td>0.1690</td>
<td>0.0707</td>
<td>0.0231</td>
<td>0.0191</td>
<td>0.1454</td>
<td>0.1027</td>
<td>0.1027</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0541</td>
<td>0.0210</td>
<td>0.0210</td>
<td>0.1430</td>
<td>0.0596</td>
<td>0.0198</td>
<td>0.0161</td>
<td>0.1214</td>
<td>0.0842</td>
<td>0.0842</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0465</td>
<td>0.0199</td>
<td>0.0199</td>
<td>0.1198</td>
<td>0.0526</td>
<td>0.0196</td>
<td>0.0153</td>
<td>0.1009</td>
<td>0.0659</td>
<td>0.0659</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0342</td>
<td>0.0146</td>
<td>0.0146</td>
<td>0.1005</td>
<td>0.0392</td>
<td>0.0142</td>
<td>0.0106</td>
<td>0.0827</td>
<td>0.0530</td>
<td>0.0530</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0300</td>
<td>0.0152</td>
<td>0.0152</td>
<td>0.0816</td>
<td>0.0357</td>
<td>0.0160</td>
<td>0.0117</td>
<td>0.0668</td>
<td>0.0392</td>
<td>0.0392</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0224</td>
<td>0.0127</td>
<td>0.0127</td>
<td>0.0655</td>
<td>0.0271</td>
<td>0.0135</td>
<td>0.0099</td>
<td>0.0524</td>
<td>0.0290</td>
<td>0.0290</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0156</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.0510</td>
<td>0.0193</td>
<td>0.0107</td>
<td>0.0074</td>
<td>0.0396</td>
<td>0.0196</td>
<td>0.0196</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0116</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0370</td>
<td>0.0143</td>
<td>0.0101</td>
<td>0.0069</td>
<td>0.0287</td>
<td>0.0125</td>
<td>0.0125</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0075</td>
<td>0.0076</td>
<td>0.0076</td>
<td>0.0248</td>
<td>0.0096</td>
<td>0.0089</td>
<td>0.0061</td>
<td>0.0188</td>
<td>0.0061</td>
<td>0.0061</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0047</td>
<td>0.0067</td>
<td>0.0067</td>
<td>0.0133</td>
<td>0.0056</td>
<td>0.0073</td>
<td>0.0051</td>
<td>0.0094</td>
<td>0.0036</td>
<td>0.0036</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0032</td>
<td>0.0060</td>
<td>0.0060</td>
<td>0.0031</td>
<td>0.0038</td>
<td>0.0069</td>
<td>0.0048</td>
<td>0.0020</td>
<td>0.0069</td>
<td>0.0069</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0024</td>
<td>0.0063</td>
<td>0.0063</td>
<td>0.0073</td>
<td>0.0020</td>
<td>0.0065</td>
<td>0.0052</td>
<td>0.0069</td>
<td>0.0123</td>
<td>0.0123</td>
</tr>
<tr>
<th>tot</th>
<td>0.0630</td>
<td>0.0266</td>
<td>0.0266</td>
<td>0.1961</td>
<td>0.0620</td>
<td>0.0227</td>
<td>0.0219</td>
<td>0.1753</td>
<td>0.1356</td>
<td>0.1356</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_90_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_90_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_90_f1.png)
> train: [0.19993324 0.80006676]
> validation: [0.20010013 0.79989987]
> evaluate_bin_sld: 249.753s
> evaluate_bin_sld_bcts: 246.217s
> evaluate_bin_sld_vs: 248.247s
> evaluate_bin_cc: 240.680s
> evaluate_mul_sld: 80.772s
> evaluate_mul_sld_bcts: 84.150s
> evaluate_mul_sld_vs: 81.179s
> evaluate_mul_cc: 68.649s
> reference: 53.439s
> atc_mc: 57.792s
> atc_ne: 56.689s
> tot: 251.684s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0001</td>
<td>0.0002</td>
<td>0.0002</td>
<td>0.5814</td>
<td>0.0000</td>
<td>0.0015</td>
<td>0.0000</td>
<td>0.5951</td>
<td>0.5459</td>
<td>0.5459</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0933</td>
<td>0.0385</td>
<td>0.0384</td>
<td>0.4421</td>
<td>0.0886</td>
<td>0.0162</td>
<td>0.0681</td>
<td>0.4520</td>
<td>0.3941</td>
<td>0.3941</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0682</td>
<td>0.0271</td>
<td>0.0270</td>
<td>0.3494</td>
<td>0.0677</td>
<td>0.0180</td>
<td>0.0511</td>
<td>0.3571</td>
<td>0.2954</td>
<td>0.2954</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0501</td>
<td>0.0189</td>
<td>0.0189</td>
<td>0.2797</td>
<td>0.0512</td>
<td>0.0152</td>
<td>0.0406</td>
<td>0.2840</td>
<td>0.2206</td>
<td>0.2206</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0337</td>
<td>0.0143</td>
<td>0.0143</td>
<td>0.2291</td>
<td>0.0349</td>
<td>0.0140</td>
<td>0.0283</td>
<td>0.2322</td>
<td>0.1701</td>
<td>0.1701</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0296</td>
<td>0.0136</td>
<td>0.0136</td>
<td>0.1846</td>
<td>0.0303</td>
<td>0.0133</td>
<td>0.0261</td>
<td>0.1876</td>
<td>0.1277</td>
<td>0.1277</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0215</td>
<td>0.0120</td>
<td>0.0119</td>
<td>0.1542</td>
<td>0.0257</td>
<td>0.0116</td>
<td>0.0209</td>
<td>0.1559</td>
<td>0.0994</td>
<td>0.0994</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0184</td>
<td>0.0123</td>
<td>0.0123</td>
<td>0.1274</td>
<td>0.0214</td>
<td>0.0124</td>
<td>0.0181</td>
<td>0.1295</td>
<td>0.0774</td>
<td>0.0774</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0141</td>
<td>0.0101</td>
<td>0.0101</td>
<td>0.1046</td>
<td>0.0172</td>
<td>0.0106</td>
<td>0.0145</td>
<td>0.1062</td>
<td>0.0563</td>
<td>0.0563</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0114</td>
<td>0.0101</td>
<td>0.0101</td>
<td>0.0875</td>
<td>0.0137</td>
<td>0.0096</td>
<td>0.0116</td>
<td>0.0886</td>
<td>0.0440</td>
<td>0.0440</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0083</td>
<td>0.0073</td>
<td>0.0073</td>
<td>0.0713</td>
<td>0.0119</td>
<td>0.0084</td>
<td>0.0088</td>
<td>0.0729</td>
<td>0.0323</td>
<td>0.0323</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0078</td>
<td>0.0073</td>
<td>0.0073</td>
<td>0.0564</td>
<td>0.0105</td>
<td>0.0076</td>
<td>0.0088</td>
<td>0.0577</td>
<td>0.0206</td>
<td>0.0206</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0060</td>
<td>0.0064</td>
<td>0.0064</td>
<td>0.0461</td>
<td>0.0099</td>
<td>0.0071</td>
<td>0.0068</td>
<td>0.0470</td>
<td>0.0152</td>
<td>0.0152</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0066</td>
<td>0.0074</td>
<td>0.0074</td>
<td>0.0358</td>
<td>0.0099</td>
<td>0.0069</td>
<td>0.0069</td>
<td>0.0371</td>
<td>0.0098</td>
<td>0.0098</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0054</td>
<td>0.0061</td>
<td>0.0061</td>
<td>0.0270</td>
<td>0.0083</td>
<td>0.0066</td>
<td>0.0059</td>
<td>0.0280</td>
<td>0.0072</td>
<td>0.0072</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0062</td>
<td>0.0059</td>
<td>0.0059</td>
<td>0.0197</td>
<td>0.0077</td>
<td>0.0059</td>
<td>0.0055</td>
<td>0.0214</td>
<td>0.0056</td>
<td>0.0056</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0070</td>
<td>0.0061</td>
<td>0.0061</td>
<td>0.0130</td>
<td>0.0067</td>
<td>0.0060</td>
<td>0.0052</td>
<td>0.0146</td>
<td>0.0049</td>
<td>0.0049</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0078</td>
<td>0.0060</td>
<td>0.0060</td>
<td>0.0072</td>
<td>0.0062</td>
<td>0.0062</td>
<td>0.0051</td>
<td>0.0088</td>
<td>0.0053</td>
<td>0.0053</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0081</td>
<td>0.0055</td>
<td>0.0055</td>
<td>0.0036</td>
<td>0.0053</td>
<td>0.0062</td>
<td>0.0049</td>
<td>0.0046</td>
<td>0.0055</td>
<td>0.0055</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0081</td>
<td>0.0057</td>
<td>0.0057</td>
<td>0.0041</td>
<td>0.0044</td>
<td>0.0064</td>
<td>0.0044</td>
<td>0.0029</td>
<td>0.0068</td>
<td>0.0068</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0028</td>
<td>0.0059</td>
<td>0.0059</td>
<td>0.0084</td>
<td>0.0029</td>
<td>0.0072</td>
<td>0.0026</td>
<td>0.0064</td>
<td>0.0076</td>
<td>0.0076</td>
</tr>
<tr>
<th>tot</th>
<td>0.0197</td>
<td>0.0108</td>
<td>0.0108</td>
<td>0.1349</td>
<td>0.0207</td>
<td>0.0094</td>
<td>0.0164</td>
<td>0.1376</td>
<td>0.1025</td>
<td>0.1025</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_80_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_80_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_80_f1.png)
> train: [0.29989987 0.70010013]
> validation: [0.30006676 0.69993324]
> evaluate_bin_sld: 249.281s
> evaluate_bin_sld_bcts: 249.181s
> evaluate_bin_sld_vs: 246.959s
> evaluate_bin_cc: 242.455s
> evaluate_mul_sld: 80.406s
> evaluate_mul_sld_bcts: 85.285s
> evaluate_mul_sld_vs: 82.413s
> evaluate_mul_cc: 69.119s
> reference: 53.585s
> atc_mc: 57.423s
> atc_ne: 56.021s
> tot: 251.594s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0001</td>
<td>0.0002</td>
<td>0.0002</td>
<td>0.7211</td>
<td>0.0000</td>
<td>0.0018</td>
<td>0.0000</td>
<td>0.8412</td>
<td>0.5749</td>
<td>0.5749</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.1119</td>
<td>0.0554</td>
<td>0.0554</td>
<td>0.4676</td>
<td>0.0927</td>
<td>0.0270</td>
<td>0.0676</td>
<td>0.5619</td>
<td>0.3336</td>
<td>0.3336</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0743</td>
<td>0.0411</td>
<td>0.0410</td>
<td>0.3359</td>
<td>0.0592</td>
<td>0.0251</td>
<td>0.0573</td>
<td>0.4131</td>
<td>0.2163</td>
<td>0.2163</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0513</td>
<td>0.0332</td>
<td>0.0331</td>
<td>0.2516</td>
<td>0.0367</td>
<td>0.0207</td>
<td>0.0464</td>
<td>0.3186</td>
<td>0.1450</td>
<td>0.1450</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0324</td>
<td>0.0233</td>
<td>0.0233</td>
<td>0.2004</td>
<td>0.0230</td>
<td>0.0157</td>
<td>0.0345</td>
<td>0.2543</td>
<td>0.1055</td>
<td>0.1055</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0266</td>
<td>0.0226</td>
<td>0.0226</td>
<td>0.1558</td>
<td>0.0205</td>
<td>0.0168</td>
<td>0.0342</td>
<td>0.2024</td>
<td>0.0703</td>
<td>0.0703</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0190</td>
<td>0.0199</td>
<td>0.0199</td>
<td>0.1295</td>
<td>0.0169</td>
<td>0.0145</td>
<td>0.0286</td>
<td>0.1697</td>
<td>0.0549</td>
<td>0.0549</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0175</td>
<td>0.0179</td>
<td>0.0179</td>
<td>0.1064</td>
<td>0.0160</td>
<td>0.0148</td>
<td>0.0262</td>
<td>0.1426</td>
<td>0.0403</td>
<td>0.0403</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0124</td>
<td>0.0164</td>
<td>0.0163</td>
<td>0.0870</td>
<td>0.0149</td>
<td>0.0139</td>
<td>0.0233</td>
<td>0.1188</td>
<td>0.0279</td>
<td>0.0279</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0105</td>
<td>0.0145</td>
<td>0.0144</td>
<td>0.0751</td>
<td>0.0135</td>
<td>0.0118</td>
<td>0.0186</td>
<td>0.1015</td>
<td>0.0225</td>
<td>0.0225</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0093</td>
<td>0.0133</td>
<td>0.0133</td>
<td>0.0606</td>
<td>0.0145</td>
<td>0.0119</td>
<td>0.0174</td>
<td>0.0848</td>
<td>0.0165</td>
<td>0.0165</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0090</td>
<td>0.0127</td>
<td>0.0126</td>
<td>0.0510</td>
<td>0.0123</td>
<td>0.0112</td>
<td>0.0157</td>
<td>0.0716</td>
<td>0.0120</td>
<td>0.0120</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0095</td>
<td>0.0097</td>
<td>0.0097</td>
<td>0.0428</td>
<td>0.0138</td>
<td>0.0085</td>
<td>0.0110</td>
<td>0.0613</td>
<td>0.0095</td>
<td>0.0095</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0098</td>
<td>0.0112</td>
<td>0.0112</td>
<td>0.0365</td>
<td>0.0130</td>
<td>0.0099</td>
<td>0.0120</td>
<td>0.0526</td>
<td>0.0089</td>
<td>0.0089</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0091</td>
<td>0.0088</td>
<td>0.0088</td>
<td>0.0288</td>
<td>0.0112</td>
<td>0.0083</td>
<td>0.0097</td>
<td>0.0430</td>
<td>0.0060</td>
<td>0.0060</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0093</td>
<td>0.0088</td>
<td>0.0088</td>
<td>0.0237</td>
<td>0.0102</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0358</td>
<td>0.0047</td>
<td>0.0047</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0096</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0184</td>
<td>0.0100</td>
<td>0.0090</td>
<td>0.0084</td>
<td>0.0293</td>
<td>0.0044</td>
<td>0.0044</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0086</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0139</td>
<td>0.0085</td>
<td>0.0094</td>
<td>0.0077</td>
<td>0.0236</td>
<td>0.0045</td>
<td>0.0045</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0070</td>
<td>0.0074</td>
<td>0.0074</td>
<td>0.0104</td>
<td>0.0061</td>
<td>0.0088</td>
<td>0.0062</td>
<td>0.0186</td>
<td>0.0036</td>
<td>0.0036</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0057</td>
<td>0.0068</td>
<td>0.0067</td>
<td>0.0069</td>
<td>0.0043</td>
<td>0.0082</td>
<td>0.0051</td>
<td>0.0135</td>
<td>0.0035</td>
<td>0.0035</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0026</td>
<td>0.0066</td>
<td>0.0066</td>
<td>0.0050</td>
<td>0.0031</td>
<td>0.0091</td>
<td>0.0056</td>
<td>0.0100</td>
<td>0.0032</td>
<td>0.0032</td>
</tr>
<tr>
<th>tot</th>
<td>0.0212</td>
<td>0.0166</td>
<td>0.0165</td>
<td>0.1347</td>
<td>0.0191</td>
<td>0.0127</td>
<td>0.0212</td>
<td>0.1699</td>
<td>0.0794</td>
<td>0.0794</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_70_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_70_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_70_f1.png)
> train: [0.40003338 0.59996662]
> validation: [0.40003338 0.59996662]
> evaluate_bin_sld: 240.635s
> evaluate_bin_sld_bcts: 240.768s
> evaluate_bin_sld_vs: 241.207s
> evaluate_bin_cc: 235.336s
> evaluate_mul_sld: 79.274s
> evaluate_mul_sld_bcts: 84.628s
> evaluate_mul_sld_vs: 81.549s
> evaluate_mul_cc: 68.404s
> reference: 53.547s
> atc_mc: 56.419s
> atc_ne: 55.827s
> tot: 244.553s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0003</td>
<td>0.0158</td>
<td>0.0158</td>
<td>0.8645</td>
<td>0.0010</td>
<td>0.0391</td>
<td>0.0048</td>
<td>0.9375</td>
<td>0.5310</td>
<td>0.5310</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0431</td>
<td>0.0399</td>
<td>0.0399</td>
<td>0.4588</td>
<td>0.0445</td>
<td>0.0442</td>
<td>0.0434</td>
<td>0.5083</td>
<td>0.2044</td>
<td>0.2044</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0250</td>
<td>0.0315</td>
<td>0.0315</td>
<td>0.3067</td>
<td>0.0411</td>
<td>0.0313</td>
<td>0.0333</td>
<td>0.3445</td>
<td>0.1045</td>
<td>0.1045</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0225</td>
<td>0.0248</td>
<td>0.0248</td>
<td>0.2227</td>
<td>0.0431</td>
<td>0.0236</td>
<td>0.0287</td>
<td>0.2540</td>
<td>0.0571</td>
<td>0.0571</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0250</td>
<td>0.0252</td>
<td>0.0252</td>
<td>0.1788</td>
<td>0.0467</td>
<td>0.0231</td>
<td>0.0214</td>
<td>0.2026</td>
<td>0.0407</td>
<td>0.0407</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0255</td>
<td>0.0195</td>
<td>0.0195</td>
<td>0.1416</td>
<td>0.0442</td>
<td>0.0181</td>
<td>0.0219</td>
<td>0.1627</td>
<td>0.0228</td>
<td>0.0228</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0257</td>
<td>0.0185</td>
<td>0.0185</td>
<td>0.1203</td>
<td>0.0422</td>
<td>0.0166</td>
<td>0.0203</td>
<td>0.1389</td>
<td>0.0196</td>
<td>0.0196</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0257</td>
<td>0.0162</td>
<td>0.0162</td>
<td>0.1013</td>
<td>0.0377</td>
<td>0.0141</td>
<td>0.0184</td>
<td>0.1179</td>
<td>0.0125</td>
<td>0.0125</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0268</td>
<td>0.0151</td>
<td>0.0151</td>
<td>0.0868</td>
<td>0.0373</td>
<td>0.0135</td>
<td>0.0155</td>
<td>0.1006</td>
<td>0.0100</td>
<td>0.0100</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0279</td>
<td>0.0133</td>
<td>0.0133</td>
<td>0.0774</td>
<td>0.0351</td>
<td>0.0119</td>
<td>0.0139</td>
<td>0.0897</td>
<td>0.0101</td>
<td>0.0101</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0252</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.0661</td>
<td>0.0307</td>
<td>0.0117</td>
<td>0.0151</td>
<td>0.0776</td>
<td>0.0081</td>
<td>0.0081</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0247</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.0582</td>
<td>0.0280</td>
<td>0.0090</td>
<td>0.0121</td>
<td>0.0681</td>
<td>0.0076</td>
<td>0.0076</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0242</td>
<td>0.0096</td>
<td>0.0096</td>
<td>0.0524</td>
<td>0.0278</td>
<td>0.0086</td>
<td>0.0105</td>
<td>0.0614</td>
<td>0.0060</td>
<td>0.0060</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0206</td>
<td>0.0087</td>
<td>0.0087</td>
<td>0.0481</td>
<td>0.0236</td>
<td>0.0080</td>
<td>0.0095</td>
<td>0.0568</td>
<td>0.0060</td>
<td>0.0060</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0167</td>
<td>0.0090</td>
<td>0.0090</td>
<td>0.0423</td>
<td>0.0187</td>
<td>0.0082</td>
<td>0.0111</td>
<td>0.0499</td>
<td>0.0055</td>
<td>0.0055</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0139</td>
<td>0.0075</td>
<td>0.0075</td>
<td>0.0384</td>
<td>0.0155</td>
<td>0.0067</td>
<td>0.0098</td>
<td>0.0452</td>
<td>0.0051</td>
<td>0.0051</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0116</td>
<td>0.0072</td>
<td>0.0072</td>
<td>0.0352</td>
<td>0.0127</td>
<td>0.0063</td>
<td>0.0086</td>
<td>0.0414</td>
<td>0.0042</td>
<td>0.0042</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0076</td>
<td>0.0068</td>
<td>0.0068</td>
<td>0.0318</td>
<td>0.0090</td>
<td>0.0061</td>
<td>0.0086</td>
<td>0.0375</td>
<td>0.0042</td>
<td>0.0042</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0051</td>
<td>0.0068</td>
<td>0.0068</td>
<td>0.0284</td>
<td>0.0060</td>
<td>0.0064</td>
<td>0.0093</td>
<td>0.0338</td>
<td>0.0045</td>
<td>0.0045</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0039</td>
<td>0.0053</td>
<td>0.0053</td>
<td>0.0269</td>
<td>0.0045</td>
<td>0.0053</td>
<td>0.0071</td>
<td>0.0312</td>
<td>0.0037</td>
<td>0.0037</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0007</td>
<td>0.0047</td>
<td>0.0047</td>
<td>0.0253</td>
<td>0.0025</td>
<td>0.0071</td>
<td>0.0076</td>
<td>0.0294</td>
<td>0.0034</td>
<td>0.0034</td>
</tr>
<tr>
<th>tot</th>
<td>0.0191</td>
<td>0.0147</td>
<td>0.0147</td>
<td>0.1434</td>
<td>0.0263</td>
<td>0.0152</td>
<td>0.0158</td>
<td>0.1614</td>
<td>0.0510</td>
<td>0.0510</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_60_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_60_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_60_f1.png)
> train: [0.5 0.5]
> validation: [0.5 0.5]
> evaluate_bin_sld: 229.770s
> evaluate_bin_sld_bcts: 230.462s
> evaluate_bin_sld_vs: 230.258s
> evaluate_bin_cc: 224.702s
> evaluate_mul_sld: 75.395s
> evaluate_mul_sld_bcts: 80.430s
> evaluate_mul_sld_vs: 79.097s
> evaluate_mul_cc: 66.009s
> reference: 50.782s
> atc_mc: 54.176s
> atc_ne: 53.525s
> tot: 233.568s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0003</td>
<td>0.0105</td>
<td>0.0105</td>
<td>0.9852</td>
<td>0.0015</td>
<td>0.0147</td>
<td>0.0044</td>
<td>0.9781</td>
<td>0.5135</td>
<td>0.5135</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0562</td>
<td>0.0485</td>
<td>0.0485</td>
<td>0.4037</td>
<td>0.0657</td>
<td>0.0444</td>
<td>0.0480</td>
<td>0.3985</td>
<td>0.1066</td>
<td>0.1066</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0322</td>
<td>0.0388</td>
<td>0.0388</td>
<td>0.2633</td>
<td>0.0601</td>
<td>0.0289</td>
<td>0.0283</td>
<td>0.2602</td>
<td>0.0476</td>
<td>0.0476</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0417</td>
<td>0.0400</td>
<td>0.0400</td>
<td>0.1955</td>
<td>0.0691</td>
<td>0.0288</td>
<td>0.0252</td>
<td>0.1925</td>
<td>0.0306</td>
<td>0.0306</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0515</td>
<td>0.0369</td>
<td>0.0369</td>
<td>0.1611</td>
<td>0.0687</td>
<td>0.0250</td>
<td>0.0196</td>
<td>0.1589</td>
<td>0.0235</td>
<td>0.0235</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0554</td>
<td>0.0337</td>
<td>0.0337</td>
<td>0.1327</td>
<td>0.0679</td>
<td>0.0234</td>
<td>0.0177</td>
<td>0.1307</td>
<td>0.0158</td>
<td>0.0158</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0505</td>
<td>0.0280</td>
<td>0.0280</td>
<td>0.1177</td>
<td>0.0594</td>
<td>0.0216</td>
<td>0.0179</td>
<td>0.1160</td>
<td>0.0147</td>
<td>0.0147</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0498</td>
<td>0.0258</td>
<td>0.0258</td>
<td>0.1062</td>
<td>0.0542</td>
<td>0.0204</td>
<td>0.0160</td>
<td>0.1047</td>
<td>0.0151</td>
<td>0.0151</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0459</td>
<td>0.0225</td>
<td>0.0225</td>
<td>0.0938</td>
<td>0.0496</td>
<td>0.0185</td>
<td>0.0150</td>
<td>0.0927</td>
<td>0.0105</td>
<td>0.0105</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0420</td>
<td>0.0195</td>
<td>0.0195</td>
<td>0.0873</td>
<td>0.0447</td>
<td>0.0166</td>
<td>0.0126</td>
<td>0.0864</td>
<td>0.0119</td>
<td>0.0119</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0378</td>
<td>0.0169</td>
<td>0.0169</td>
<td>0.0800</td>
<td>0.0395</td>
<td>0.0146</td>
<td>0.0112</td>
<td>0.0788</td>
<td>0.0115</td>
<td>0.0115</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0337</td>
<td>0.0153</td>
<td>0.0153</td>
<td>0.0746</td>
<td>0.0363</td>
<td>0.0132</td>
<td>0.0085</td>
<td>0.0738</td>
<td>0.0105</td>
<td>0.0105</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0303</td>
<td>0.0154</td>
<td>0.0154</td>
<td>0.0698</td>
<td>0.0318</td>
<td>0.0133</td>
<td>0.0096</td>
<td>0.0688</td>
<td>0.0107</td>
<td>0.0107</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0249</td>
<td>0.0137</td>
<td>0.0137</td>
<td>0.0686</td>
<td>0.0269</td>
<td>0.0124</td>
<td>0.0095</td>
<td>0.0679</td>
<td>0.0114</td>
<td>0.0114</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0173</td>
<td>0.0117</td>
<td>0.0117</td>
<td>0.0645</td>
<td>0.0213</td>
<td>0.0105</td>
<td>0.0096</td>
<td>0.0636</td>
<td>0.0103</td>
<td>0.0103</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0136</td>
<td>0.0102</td>
<td>0.0102</td>
<td>0.0607</td>
<td>0.0170</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0602</td>
<td>0.0097</td>
<td>0.0097</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0092</td>
<td>0.0086</td>
<td>0.0086</td>
<td>0.0584</td>
<td>0.0129</td>
<td>0.0076</td>
<td>0.0085</td>
<td>0.0579</td>
<td>0.0117</td>
<td>0.0117</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0062</td>
<td>0.0063</td>
<td>0.0063</td>
<td>0.0561</td>
<td>0.0090</td>
<td>0.0059</td>
<td>0.0083</td>
<td>0.0555</td>
<td>0.0104</td>
<td>0.0104</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0045</td>
<td>0.0060</td>
<td>0.0060</td>
<td>0.0547</td>
<td>0.0070</td>
<td>0.0055</td>
<td>0.0089</td>
<td>0.0539</td>
<td>0.0117</td>
<td>0.0117</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0038</td>
<td>0.0038</td>
<td>0.0038</td>
<td>0.0527</td>
<td>0.0046</td>
<td>0.0039</td>
<td>0.0085</td>
<td>0.0522</td>
<td>0.0117</td>
<td>0.0117</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0002</td>
<td>0.0021</td>
<td>0.0021</td>
<td>0.0521</td>
<td>0.0019</td>
<td>0.0053</td>
<td>0.0081</td>
<td>0.0515</td>
<td>0.0128</td>
<td>0.0128</td>
</tr>
<tr>
<th>tot</th>
<td>0.0289</td>
<td>0.0197</td>
<td>0.0197</td>
<td>0.1542</td>
<td>0.0357</td>
<td>0.0164</td>
<td>0.0145</td>
<td>0.1525</td>
<td>0.0434</td>
<td>0.0434</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_50_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_50_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_50_f1.png)
> train: [0.59996662 0.40003338]
> validation: [0.59996662 0.40003338]
> evaluate_bin_sld: 226.170s
> evaluate_bin_sld_bcts: 227.116s
> evaluate_bin_sld_vs: 227.245s
> evaluate_bin_cc: 221.751s
> evaluate_mul_sld: 73.120s
> evaluate_mul_sld_bcts: 79.229s
> evaluate_mul_sld_vs: 77.833s
> evaluate_mul_cc: 65.334s
> reference: 51.208s
> atc_mc: 53.933s
> atc_ne: 53.655s
> tot: 230.374s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0002</td>
<td>0.0125</td>
<td>0.0125</td>
<td>0.8558</td>
<td>0.0082</td>
<td>0.0146</td>
<td>0.0176</td>
<td>0.9369</td>
<td>0.3564</td>
<td>0.3564</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0686</td>
<td>0.0583</td>
<td>0.0583</td>
<td>0.2215</td>
<td>0.1237</td>
<td>0.0489</td>
<td>0.0489</td>
<td>0.2651</td>
<td>0.0506</td>
<td>0.0506</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0857</td>
<td>0.0497</td>
<td>0.0497</td>
<td>0.1507</td>
<td>0.1167</td>
<td>0.0329</td>
<td>0.0343</td>
<td>0.1781</td>
<td>0.0460</td>
<td>0.0460</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.1039</td>
<td>0.0497</td>
<td>0.0496</td>
<td>0.1222</td>
<td>0.1138</td>
<td>0.0358</td>
<td>0.0363</td>
<td>0.1429</td>
<td>0.0318</td>
<td>0.0318</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.1048</td>
<td>0.0453</td>
<td>0.0453</td>
<td>0.1083</td>
<td>0.1060</td>
<td>0.0358</td>
<td>0.0326</td>
<td>0.1276</td>
<td>0.0254</td>
<td>0.0254</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0950</td>
<td>0.0453</td>
<td>0.0453</td>
<td>0.0965</td>
<td>0.0996</td>
<td>0.0375</td>
<td>0.0317</td>
<td>0.1119</td>
<td>0.0197</td>
<td>0.0197</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0766</td>
<td>0.0371</td>
<td>0.0371</td>
<td>0.0910</td>
<td>0.0871</td>
<td>0.0326</td>
<td>0.0254</td>
<td>0.1057</td>
<td>0.0174</td>
<td>0.0174</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0668</td>
<td>0.0337</td>
<td>0.0337</td>
<td>0.0897</td>
<td>0.0773</td>
<td>0.0312</td>
<td>0.0233</td>
<td>0.1028</td>
<td>0.0129</td>
<td>0.0129</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0541</td>
<td>0.0316</td>
<td>0.0316</td>
<td>0.0846</td>
<td>0.0706</td>
<td>0.0301</td>
<td>0.0214</td>
<td>0.0965</td>
<td>0.0118</td>
<td>0.0118</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0441</td>
<td>0.0265</td>
<td>0.0265</td>
<td>0.0814</td>
<td>0.0608</td>
<td>0.0263</td>
<td>0.0166</td>
<td>0.0925</td>
<td>0.0095</td>
<td>0.0095</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0363</td>
<td>0.0256</td>
<td>0.0256</td>
<td>0.0782</td>
<td>0.0545</td>
<td>0.0253</td>
<td>0.0152</td>
<td>0.0889</td>
<td>0.0088</td>
<td>0.0088</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0306</td>
<td>0.0230</td>
<td>0.0229</td>
<td>0.0768</td>
<td>0.0496</td>
<td>0.0244</td>
<td>0.0132</td>
<td>0.0875</td>
<td>0.0085</td>
<td>0.0085</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0251</td>
<td>0.0214</td>
<td>0.0214</td>
<td>0.0740</td>
<td>0.0434</td>
<td>0.0228</td>
<td>0.0119</td>
<td>0.0842</td>
<td>0.0078</td>
<td>0.0078</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0202</td>
<td>0.0190</td>
<td>0.0190</td>
<td>0.0756</td>
<td>0.0375</td>
<td>0.0211</td>
<td>0.0114</td>
<td>0.0853</td>
<td>0.0093</td>
<td>0.0093</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0155</td>
<td>0.0160</td>
<td>0.0160</td>
<td>0.0741</td>
<td>0.0310</td>
<td>0.0187</td>
<td>0.0094</td>
<td>0.0831</td>
<td>0.0090</td>
<td>0.0090</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0116</td>
<td>0.0137</td>
<td>0.0137</td>
<td>0.0723</td>
<td>0.0240</td>
<td>0.0151</td>
<td>0.0078</td>
<td>0.0811</td>
<td>0.0075</td>
<td>0.0075</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0089</td>
<td>0.0124</td>
<td>0.0124</td>
<td>0.0719</td>
<td>0.0206</td>
<td>0.0146</td>
<td>0.0072</td>
<td>0.0800</td>
<td>0.0066</td>
<td>0.0066</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0061</td>
<td>0.0100</td>
<td>0.0100</td>
<td>0.0709</td>
<td>0.0162</td>
<td>0.0129</td>
<td>0.0062</td>
<td>0.0796</td>
<td>0.0084</td>
<td>0.0084</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0040</td>
<td>0.0076</td>
<td>0.0076</td>
<td>0.0697</td>
<td>0.0103</td>
<td>0.0093</td>
<td>0.0056</td>
<td>0.0779</td>
<td>0.0078</td>
<td>0.0078</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0033</td>
<td>0.0054</td>
<td>0.0054</td>
<td>0.0695</td>
<td>0.0073</td>
<td>0.0077</td>
<td>0.0048</td>
<td>0.0777</td>
<td>0.0097</td>
<td>0.0097</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0002</td>
<td>0.0017</td>
<td>0.0017</td>
<td>0.0697</td>
<td>0.0032</td>
<td>0.0035</td>
<td>0.0059</td>
<td>0.0777</td>
<td>0.0090</td>
<td>0.0090</td>
</tr>
<tr>
<th>tot</th>
<td>0.0410</td>
<td>0.0260</td>
<td>0.0260</td>
<td>0.1288</td>
<td>0.0553</td>
<td>0.0238</td>
<td>0.0184</td>
<td>0.1459</td>
<td>0.0321</td>
<td>0.0321</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_40_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_40_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_40_f1.png)
> train: [0.69993324 0.30006676]
> validation: [0.70010013 0.29989987]
> evaluate_bin_sld: 231.071s
> evaluate_bin_sld_bcts: 231.337s
> evaluate_bin_sld_vs: 232.414s
> evaluate_bin_cc: 227.621s
> evaluate_mul_sld: 74.887s
> evaluate_mul_sld_bcts: 80.509s
> evaluate_mul_sld_vs: 78.576s
> evaluate_mul_cc: 66.319s
> reference: 51.500s
> atc_mc: 54.168s
> atc_ne: 53.778s
> tot: 235.837s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0002</td>
<td>0.0542</td>
<td>0.0542</td>
<td>0.5809</td>
<td>0.0303</td>
<td>0.0193</td>
<td>0.0789</td>
<td>0.6971</td>
<td>0.3301</td>
<td>0.3301</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.0936</td>
<td>0.0564</td>
<td>0.0564</td>
<td>0.0692</td>
<td>0.1107</td>
<td>0.0612</td>
<td>0.0551</td>
<td>0.1240</td>
<td>0.0519</td>
<td>0.0519</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0956</td>
<td>0.0383</td>
<td>0.0383</td>
<td>0.0564</td>
<td>0.1038</td>
<td>0.0341</td>
<td>0.0434</td>
<td>0.0989</td>
<td>0.0306</td>
<td>0.0306</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0815</td>
<td>0.0306</td>
<td>0.0306</td>
<td>0.0642</td>
<td>0.0995</td>
<td>0.0287</td>
<td>0.0388</td>
<td>0.0974</td>
<td>0.0252</td>
<td>0.0252</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0648</td>
<td>0.0263</td>
<td>0.0263</td>
<td>0.0673</td>
<td>0.0897</td>
<td>0.0275</td>
<td>0.0313</td>
<td>0.0964</td>
<td>0.0190</td>
<td>0.0190</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0546</td>
<td>0.0237</td>
<td>0.0237</td>
<td>0.0688</td>
<td>0.0818</td>
<td>0.0269</td>
<td>0.0292</td>
<td>0.0941</td>
<td>0.0167</td>
<td>0.0167</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0418</td>
<td>0.0187</td>
<td>0.0187</td>
<td>0.0711</td>
<td>0.0671</td>
<td>0.0232</td>
<td>0.0215</td>
<td>0.0955</td>
<td>0.0132</td>
<td>0.0132</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0342</td>
<td>0.0189</td>
<td>0.0189</td>
<td>0.0735</td>
<td>0.0568</td>
<td>0.0224</td>
<td>0.0200</td>
<td>0.0947</td>
<td>0.0170</td>
<td>0.0170</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0299</td>
<td>0.0177</td>
<td>0.0177</td>
<td>0.0756</td>
<td>0.0515</td>
<td>0.0228</td>
<td>0.0183</td>
<td>0.0953</td>
<td>0.0141</td>
<td>0.0141</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0231</td>
<td>0.0151</td>
<td>0.0151</td>
<td>0.0742</td>
<td>0.0449</td>
<td>0.0210</td>
<td>0.0156</td>
<td>0.0947</td>
<td>0.0135</td>
<td>0.0135</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0199</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.0746</td>
<td>0.0393</td>
<td>0.0200</td>
<td>0.0132</td>
<td>0.0936</td>
<td>0.0153</td>
<td>0.0153</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0176</td>
<td>0.0135</td>
<td>0.0135</td>
<td>0.0765</td>
<td>0.0362</td>
<td>0.0204</td>
<td>0.0122</td>
<td>0.0942</td>
<td>0.0146</td>
<td>0.0146</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0129</td>
<td>0.0107</td>
<td>0.0107</td>
<td>0.0739</td>
<td>0.0306</td>
<td>0.0183</td>
<td>0.0094</td>
<td>0.0914</td>
<td>0.0142</td>
<td>0.0142</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0107</td>
<td>0.0104</td>
<td>0.0104</td>
<td>0.0766</td>
<td>0.0262</td>
<td>0.0175</td>
<td>0.0095</td>
<td>0.0943</td>
<td>0.0159</td>
<td>0.0159</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0087</td>
<td>0.0091</td>
<td>0.0091</td>
<td>0.0772</td>
<td>0.0214</td>
<td>0.0156</td>
<td>0.0083</td>
<td>0.0940</td>
<td>0.0145</td>
<td>0.0145</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0065</td>
<td>0.0078</td>
<td>0.0078</td>
<td>0.0772</td>
<td>0.0166</td>
<td>0.0134</td>
<td>0.0070</td>
<td>0.0934</td>
<td>0.0144</td>
<td>0.0144</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0052</td>
<td>0.0071</td>
<td>0.0071</td>
<td>0.0768</td>
<td>0.0138</td>
<td>0.0124</td>
<td>0.0069</td>
<td>0.0934</td>
<td>0.0157</td>
<td>0.0157</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0042</td>
<td>0.0062</td>
<td>0.0062</td>
<td>0.0777</td>
<td>0.0104</td>
<td>0.0109</td>
<td>0.0070</td>
<td>0.0938</td>
<td>0.0168</td>
<td>0.0168</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0042</td>
<td>0.0054</td>
<td>0.0054</td>
<td>0.0770</td>
<td>0.0076</td>
<td>0.0086</td>
<td>0.0072</td>
<td>0.0931</td>
<td>0.0155</td>
<td>0.0155</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0045</td>
<td>0.0050</td>
<td>0.0050</td>
<td>0.0776</td>
<td>0.0059</td>
<td>0.0070</td>
<td>0.0074</td>
<td>0.0929</td>
<td>0.0152</td>
<td>0.0152</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0002</td>
<td>0.0037</td>
<td>0.0037</td>
<td>0.0786</td>
<td>0.0045</td>
<td>0.0040</td>
<td>0.0108</td>
<td>0.0938</td>
<td>0.0177</td>
<td>0.0177</td>
</tr>
<tr>
<th>tot</th>
<td>0.0292</td>
<td>0.0187</td>
<td>0.0187</td>
<td>0.0974</td>
<td>0.0452</td>
<td>0.0207</td>
<td>0.0215</td>
<td>0.1246</td>
<td>0.0334</td>
<td>0.0334</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_30_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_30_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_30_f1.png)
> train: [0.79989987 0.20010013]
> validation: [0.80006676 0.19993324]
> evaluate_bin_sld: 240.373s
> evaluate_bin_sld_bcts: 241.053s
> evaluate_bin_sld_vs: 239.827s
> evaluate_bin_cc: 234.809s
> evaluate_mul_sld: 74.766s
> evaluate_mul_sld_bcts: 80.293s
> evaluate_mul_sld_vs: 78.526s
> evaluate_mul_cc: 67.477s
> reference: 52.154s
> atc_mc: 55.027s
> atc_ne: 54.191s
> tot: 243.374s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_SLD_bcts</th>
<th>bin_SLD_vs</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_SLD_bcts</th>
<th>mul_SLD_vs</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0003</td>
<td>0.0141</td>
<td>0.0141</td>
<td>0.3127</td>
<td>0.1710</td>
<td>0.0772</td>
<td>0.0782</td>
<td>0.3382</td>
<td>0.1159</td>
<td>0.1159</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.1241</td>
<td>0.0644</td>
<td>0.0644</td>
<td>0.0358</td>
<td>0.1318</td>
<td>0.0569</td>
<td>0.0579</td>
<td>0.0401</td>
<td>0.1303</td>
<td>0.1303</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.0622</td>
<td>0.0397</td>
<td>0.0396</td>
<td>0.0524</td>
<td>0.0908</td>
<td>0.0349</td>
<td>0.0331</td>
<td>0.0661</td>
<td>0.0916</td>
<td>0.0916</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.0390</td>
<td>0.0331</td>
<td>0.0330</td>
<td>0.0660</td>
<td>0.0631</td>
<td>0.0227</td>
<td>0.0258</td>
<td>0.0757</td>
<td>0.0794</td>
<td>0.0794</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.0320</td>
<td>0.0278</td>
<td>0.0278</td>
<td>0.0786</td>
<td>0.0569</td>
<td>0.0236</td>
<td>0.0226</td>
<td>0.0860</td>
<td>0.0673</td>
<td>0.0673</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.0213</td>
<td>0.0205</td>
<td>0.0205</td>
<td>0.0839</td>
<td>0.0485</td>
<td>0.0213</td>
<td>0.0192</td>
<td>0.0905</td>
<td>0.0623</td>
<td>0.0623</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.0155</td>
<td>0.0194</td>
<td>0.0194</td>
<td>0.0881</td>
<td>0.0364</td>
<td>0.0183</td>
<td>0.0159</td>
<td>0.0952</td>
<td>0.0592</td>
<td>0.0592</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0121</td>
<td>0.0152</td>
<td>0.0152</td>
<td>0.0933</td>
<td>0.0290</td>
<td>0.0162</td>
<td>0.0133</td>
<td>0.0980</td>
<td>0.0518</td>
<td>0.0518</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.0115</td>
<td>0.0152</td>
<td>0.0152</td>
<td>0.0967</td>
<td>0.0244</td>
<td>0.0160</td>
<td>0.0123</td>
<td>0.1015</td>
<td>0.0536</td>
<td>0.0536</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0097</td>
<td>0.0152</td>
<td>0.0152</td>
<td>0.0964</td>
<td>0.0196</td>
<td>0.0137</td>
<td>0.0125</td>
<td>0.1003</td>
<td>0.0510</td>
<td>0.0510</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.0081</td>
<td>0.0140</td>
<td>0.0140</td>
<td>0.0965</td>
<td>0.0158</td>
<td>0.0126</td>
<td>0.0114</td>
<td>0.1009</td>
<td>0.0518</td>
<td>0.0518</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0077</td>
<td>0.0124</td>
<td>0.0124</td>
<td>0.0980</td>
<td>0.0139</td>
<td>0.0127</td>
<td>0.0106</td>
<td>0.1017</td>
<td>0.0533</td>
<td>0.0533</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0084</td>
<td>0.0125</td>
<td>0.0125</td>
<td>0.0970</td>
<td>0.0112</td>
<td>0.0105</td>
<td>0.0112</td>
<td>0.1010</td>
<td>0.0506</td>
<td>0.0506</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.0087</td>
<td>0.0135</td>
<td>0.0135</td>
<td>0.1008</td>
<td>0.0098</td>
<td>0.0100</td>
<td>0.0123</td>
<td>0.1034</td>
<td>0.0480</td>
<td>0.0480</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0094</td>
<td>0.0110</td>
<td>0.0110</td>
<td>0.1018</td>
<td>0.0106</td>
<td>0.0105</td>
<td>0.0119</td>
<td>0.1048</td>
<td>0.0453</td>
<td>0.0453</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0104</td>
<td>0.0121</td>
<td>0.0121</td>
<td>0.1025</td>
<td>0.0101</td>
<td>0.0090</td>
<td>0.0144</td>
<td>0.1057</td>
<td>0.0428</td>
<td>0.0428</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0124</td>
<td>0.0115</td>
<td>0.0115</td>
<td>0.1009</td>
<td>0.0099</td>
<td>0.0077</td>
<td>0.0152</td>
<td>0.1039</td>
<td>0.0472</td>
<td>0.0472</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0134</td>
<td>0.0131</td>
<td>0.0131</td>
<td>0.1025</td>
<td>0.0105</td>
<td>0.0068</td>
<td>0.0181</td>
<td>0.1050</td>
<td>0.0461</td>
<td>0.0461</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0146</td>
<td>0.0133</td>
<td>0.0133</td>
<td>0.1020</td>
<td>0.0111</td>
<td>0.0067</td>
<td>0.0199</td>
<td>0.1055</td>
<td>0.0439</td>
<td>0.0439</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0146</td>
<td>0.0133</td>
<td>0.0132</td>
<td>0.1019</td>
<td>0.0108</td>
<td>0.0059</td>
<td>0.0221</td>
<td>0.1042</td>
<td>0.0468</td>
<td>0.0468</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0008</td>
<td>0.0093</td>
<td>0.0093</td>
<td>0.1036</td>
<td>0.0063</td>
<td>0.0041</td>
<td>0.0243</td>
<td>0.1062</td>
<td>0.0425</td>
<td>0.0425</td>
</tr>
<tr>
<th>tot</th>
<td>0.0208</td>
<td>0.0191</td>
<td>0.0191</td>
<td>0.1005</td>
<td>0.0377</td>
<td>0.0189</td>
<td>0.0220</td>
<td>0.1064</td>
<td>0.0610</td>
<td>0.0610</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_20_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_20_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_20_f1.png)
> train: [0.90003338 0.09996662]
> validation: [0.90003338 0.09996662]
> evaluate_bin_sld: 217.387s
> evaluate_bin_cc: 208.359s
> evaluate_mul_sld: 60.019s
> evaluate_mul_cc: 54.774s
> reference: 42.650s
> atc_mc: 45.927s
> atc_ne: 45.023s
> tot: 218.936s
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>bin_SLD</th>
<th>bin_CC</th>
<th>mul_SLD</th>
<th>mul_CC</th>
<th>atc_mc</th>
<th>atc_ne</th>
</tr>
</thead>
<tbody>
<tr>
<th>(1.0, 0.0)</th>
<td>0.0155</td>
<td>0.0548</td>
<td>0.0469</td>
<td>0.0156</td>
<td>0.0022</td>
<td>0.0022</td>
</tr>
<tr>
<th>(0.95, 0.05)</th>
<td>0.2219</td>
<td>0.0921</td>
<td>0.0840</td>
<td>0.0542</td>
<td>0.2253</td>
<td>0.2253</td>
</tr>
<tr>
<th>(0.9, 0.1)</th>
<td>0.1663</td>
<td>0.1226</td>
<td>0.0459</td>
<td>0.0369</td>
<td>0.1997</td>
<td>0.1997</td>
</tr>
<tr>
<th>(0.85, 0.15)</th>
<td>0.1556</td>
<td>0.1304</td>
<td>0.0312</td>
<td>0.0300</td>
<td>0.2018</td>
<td>0.2018</td>
</tr>
<tr>
<th>(0.8, 0.2)</th>
<td>0.1368</td>
<td>0.1365</td>
<td>0.0327</td>
<td>0.0335</td>
<td>0.1936</td>
<td>0.1936</td>
</tr>
<tr>
<th>(0.75, 0.25)</th>
<td>0.1054</td>
<td>0.1382</td>
<td>0.0329</td>
<td>0.0354</td>
<td>0.1943</td>
<td>0.1943</td>
</tr>
<tr>
<th>(0.7, 0.3)</th>
<td>0.1181</td>
<td>0.1425</td>
<td>0.0379</td>
<td>0.0355</td>
<td>0.1865</td>
<td>0.1865</td>
</tr>
<tr>
<th>(0.65, 0.35)</th>
<td>0.0996</td>
<td>0.1472</td>
<td>0.0423</td>
<td>0.0399</td>
<td>0.1849</td>
<td>0.1849</td>
</tr>
<tr>
<th>(0.6, 0.4)</th>
<td>0.1031</td>
<td>0.1468</td>
<td>0.0495</td>
<td>0.0372</td>
<td>0.1852</td>
<td>0.1852</td>
</tr>
<tr>
<th>(0.55, 0.45)</th>
<td>0.0840</td>
<td>0.1471</td>
<td>0.0506</td>
<td>0.0364</td>
<td>0.1824</td>
<td>0.1824</td>
</tr>
<tr>
<th>(0.5, 0.5)</th>
<td>0.1091</td>
<td>0.1478</td>
<td>0.0546</td>
<td>0.0378</td>
<td>0.1836</td>
<td>0.1836</td>
</tr>
<tr>
<th>(0.45, 0.55)</th>
<td>0.0893</td>
<td>0.1480</td>
<td>0.0541</td>
<td>0.0396</td>
<td>0.1801</td>
<td>0.1801</td>
</tr>
<tr>
<th>(0.4, 0.6)</th>
<td>0.0801</td>
<td>0.1474</td>
<td>0.0588</td>
<td>0.0337</td>
<td>0.1872</td>
<td>0.1872</td>
</tr>
<tr>
<th>(0.35, 0.65)</th>
<td>0.1038</td>
<td>0.1495</td>
<td>0.0618</td>
<td>0.0353</td>
<td>0.1871</td>
<td>0.1871</td>
</tr>
<tr>
<th>(0.3, 0.7)</th>
<td>0.0810</td>
<td>0.1503</td>
<td>0.0616</td>
<td>0.0372</td>
<td>0.1884</td>
<td>0.1884</td>
</tr>
<tr>
<th>(0.25, 0.75)</th>
<td>0.0827</td>
<td>0.1510</td>
<td>0.0606</td>
<td>0.0375</td>
<td>0.1829</td>
<td>0.1829</td>
</tr>
<tr>
<th>(0.2, 0.8)</th>
<td>0.0746</td>
<td>0.1500</td>
<td>0.0616</td>
<td>0.0385</td>
<td>0.1840</td>
<td>0.1840</td>
</tr>
<tr>
<th>(0.15, 0.85)</th>
<td>0.0754</td>
<td>0.1511</td>
<td>0.0617</td>
<td>0.0380</td>
<td>0.1816</td>
<td>0.1816</td>
</tr>
<tr>
<th>(0.1, 0.9)</th>
<td>0.0613</td>
<td>0.1512</td>
<td>0.0592</td>
<td>0.0389</td>
<td>0.1818</td>
<td>0.1818</td>
</tr>
<tr>
<th>(0.05, 0.95)</th>
<td>0.0696</td>
<td>0.1506</td>
<td>0.0476</td>
<td>0.0357</td>
<td>0.1848</td>
<td>0.1848</td>
</tr>
<tr>
<th>(0.0, 1.0)</th>
<td>0.0495</td>
<td>0.1527</td>
<td>0.0231</td>
<td>0.0366</td>
<td>0.1850</td>
<td>0.1850</td>
</tr>
<tr>
<th>tot</th>
<td>0.0992</td>
<td>0.1385</td>
<td>0.0504</td>
<td>0.0364</td>
<td>0.1801</td>
<td>0.1801</td>
</tr>
</tbody>
</table>
![plot_delta](plot\delta_rcv1_CCAT_10_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_10_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_10_f1.png)
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