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toobaz/Dynamic Fixed Effects Panel Data Model.ipynb

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Demonstrate dynamic panel data estimation using IV in linearmodels
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Dynamic Fixed Effects Panel Data Model.ipynb
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"cell_type": "code",
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"#Generate some normally distributed: data (x), fixed effect (u), and shock (e).\n",
"import numpy\n",
"T = 100\n",
"N = 1000\n",
"x = numpy.random.normal(5,1,(T,N))\n",
"u = numpy.random.normal(2,1,(1,N))\n",
"e = numpy.random.normal(0,1,(T,N))"
]
},
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"metadata": {
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"source": [
"#Define y as a simple linear equation of lagged y, x, u and e\n",
"y = numpy.zeros((T,N))\n",
"for t in range(1,T):\n",
" y[t] = 0.6*y[t-1] + 2*x[t] + u[0] + e[t]"
]
},
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"cell_type": "code",
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"metadata": {
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" <td>4.322684</td>\n",
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" <td>25.384908</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>5.696182</td>\n",
" <td>29.462914</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>26.879440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.506474</td>\n",
" <td>31.641740</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.462914</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2.872319</td>\n",
" <td>27.227434</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.641740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.651272</td>\n",
" <td>23.813824</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27.227434</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>6.758578</td>\n",
" <td>28.847863</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>23.813824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.365327</td>\n",
" <td>29.000894</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28.847863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4.272929</td>\n",
" <td>28.110917</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.000894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">997</th>\n",
" <th>0</th>\n",
" <td>7.020752</td>\n",
" <td>35.550959</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>6.275147</td>\n",
" <td>36.135772</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>35.550959</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.200175</td>\n",
" <td>33.735789</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>36.135772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.470738</td>\n",
" <td>32.902570</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.735789</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.465859</td>\n",
" <td>34.074428</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>32.902570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>3.986207</td>\n",
" <td>31.058637</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>34.074428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5.638014</td>\n",
" <td>33.345093</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.058637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4.045045</td>\n",
" <td>30.087318</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.345093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.932176</td>\n",
" <td>33.732849</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30.087318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.174276</td>\n",
" <td>35.191079</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.732849</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">998</th>\n",
" <th>0</th>\n",
" <td>4.788774</td>\n",
" <td>35.991495</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>6.886087</td>\n",
" <td>40.745509</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.991495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3.569630</td>\n",
" <td>35.529512</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>40.745509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.820989</td>\n",
" <td>33.131542</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.529512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4.590642</td>\n",
" <td>32.036185</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>33.131542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5.866091</td>\n",
" <td>34.222636</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>32.036185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6.247055</td>\n",
" <td>37.294303</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>34.222636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4.743888</td>\n",
" <td>35.860204</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>37.294303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>4.270725</td>\n",
" <td>33.045748</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.860204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.627130</td>\n",
" <td>33.506113</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>33.045748</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">999</th>\n",
" <th>0</th>\n",
" <td>6.065859</td>\n",
" <td>31.752064</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.418254</td>\n",
" <td>30.738110</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>31.752064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.510733</td>\n",
" <td>31.567918</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>30.738110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.126450</td>\n",
" <td>30.510826</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>31.567918</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6.354448</td>\n",
" <td>32.409062</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>30.510826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.930984</td>\n",
" <td>24.756238</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>32.409062</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5.229835</td>\n",
" <td>25.583474</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>24.756238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>3.488415</td>\n",
" <td>22.563035</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>25.583474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.260641</td>\n",
" <td>25.940513</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>22.563035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.353733</td>\n",
" <td>27.414990</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>25.940513</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10000 rows × 1004 columns</p>\n",
"</div>"
],
"text/plain": [
" x y u fe_0 fe_1 fe_2 fe_3 fe_4 fe_5 \\\n",
"N T \n",
"0 0 4.444952 28.714711 2.260975 1 0 0 0 0 0 \n",
" 1 4.933449 29.991171 2.260975 1 0 0 0 0 0 \n",
" 2 5.689179 31.051672 2.260975 1 0 0 0 0 0 \n",
" 3 4.752026 30.576453 2.260975 1 0 0 0 0 0 \n",
" 4 5.255060 32.112165 2.260975 1 0 0 0 0 0 \n",
" 5 3.517943 27.916395 2.260975 1 0 0 0 0 0 \n",
" 6 5.167789 29.670215 2.260975 1 0 0 0 0 0 \n",
" 7 4.976900 29.933762 2.260975 1 0 0 0 0 0 \n",
" 8 5.946123 31.514391 2.260975 1 0 0 0 0 0 \n",
" 9 3.791215 28.211379 2.260975 1 0 0 0 0 0 \n",
"1 0 5.796742 31.445713 1.849825 0 1 0 0 0 0 \n",
" 1 6.707199 34.599125 1.849825 0 1 0 0 0 0 \n",
" 2 4.613466 31.829489 1.849825 0 1 0 0 0 0 \n",
" 3 3.118445 25.760386 1.849825 0 1 0 0 0 0 \n",
" 4 3.472556 24.211279 1.849825 0 1 0 0 0 0 \n",
" 5 5.041232 26.145877 1.849825 0 1 0 0 0 0 \n",
" 6 3.262936 24.768325 1.849825 0 1 0 0 0 0 \n",
" 7 4.339988 24.050762 1.849825 0 1 0 0 0 0 \n",
" 8 4.920299 25.384908 1.849825 0 1 0 0 0 0 \n",
" 9 4.322684 25.554173 1.849825 0 1 0 0 0 0 \n",
"2 0 5.876023 28.457695 1.561547 0 0 1 0 0 0 \n",
" 1 2.497742 24.437828 1.561547 0 0 1 0 0 0 \n",
" 2 5.718350 26.879440 1.561547 0 0 1 0 0 0 \n",
" 3 5.696182 29.462914 1.561547 0 0 1 0 0 0 \n",
" 4 5.506474 31.641740 1.561547 0 0 1 0 0 0 \n",
" 5 2.872319 27.227434 1.561547 0 0 1 0 0 0 \n",
" 6 2.651272 23.813824 1.561547 0 0 1 0 0 0 \n",
" 7 6.758578 28.847863 1.561547 0 0 1 0 0 0 \n",
" 8 5.365327 29.000894 1.561547 0 0 1 0 0 0 \n",
" 9 4.272929 28.110917 1.561547 0 0 1 0 0 0 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"997 0 7.020752 35.550959 2.274496 0 0 0 0 0 0 \n",
" 1 6.275147 36.135772 2.274496 0 0 0 0 0 0 \n",
" 2 5.200175 33.735789 2.274496 0 0 0 0 0 0 \n",
" 3 4.470738 32.902570 2.274496 0 0 0 0 0 0 \n",
" 4 5.465859 34.074428 2.274496 0 0 0 0 0 0 \n",
" 5 3.986207 31.058637 2.274496 0 0 0 0 0 0 \n",
" 6 5.638014 33.345093 2.274496 0 0 0 0 0 0 \n",
" 7 4.045045 30.087318 2.274496 0 0 0 0 0 0 \n",
" 8 5.932176 33.732849 2.274496 0 0 0 0 0 0 \n",
" 9 5.174276 35.191079 2.274496 0 0 0 0 0 0 \n",
"998 0 4.788774 35.991495 3.899248 0 0 0 0 0 0 \n",
" 1 6.886087 40.745509 3.899248 0 0 0 0 0 0 \n",
" 2 3.569630 35.529512 3.899248 0 0 0 0 0 0 \n",
" 3 3.820989 33.131542 3.899248 0 0 0 0 0 0 \n",
" 4 4.590642 32.036185 3.899248 0 0 0 0 0 0 \n",
" 5 5.866091 34.222636 3.899248 0 0 0 0 0 0 \n",
" 6 6.247055 37.294303 3.899248 0 0 0 0 0 0 \n",
" 7 4.743888 35.860204 3.899248 0 0 0 0 0 0 \n",
" 8 4.270725 33.045748 3.899248 0 0 0 0 0 0 \n",
" 9 5.627130 33.506113 3.899248 0 0 0 0 0 0 \n",
"999 0 6.065859 31.752064 1.399607 0 0 0 0 0 0 \n",
" 1 4.418254 30.738110 1.399607 0 0 0 0 0 0 \n",
" 2 5.510733 31.567918 1.399607 0 0 0 0 0 0 \n",
" 3 5.126450 30.510826 1.399607 0 0 0 0 0 0 \n",
" 4 6.354448 32.409062 1.399607 0 0 0 0 0 0 \n",
" 5 1.930984 24.756238 1.399607 0 0 0 0 0 0 \n",
" 6 5.229835 25.583474 1.399607 0 0 0 0 0 0 \n",
" 7 3.488415 22.563035 1.399607 0 0 0 0 0 0 \n",
" 8 5.260641 25.940513 1.399607 0 0 0 0 0 0 \n",
" 9 5.353733 27.414990 1.399607 0 0 0 0 0 0 \n",
"\n",
" fe_6 ... fe_991 fe_992 fe_993 fe_994 fe_995 fe_996 \\\n",
"N T ... \n",
"0 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"1 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"2 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... \n",
"997 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"998 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"999 0 0 ... 0 0 0 0 0 0 \n",
" 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"\n",
" fe_997 fe_998 fe_999 lagy \n",
"N T \n",
"0 0 0 0 0 NaN \n",
" 1 0 0 0 28.714711 \n",
" 2 0 0 0 29.991171 \n",
" 3 0 0 0 31.051672 \n",
" 4 0 0 0 30.576453 \n",
" 5 0 0 0 32.112165 \n",
" 6 0 0 0 27.916395 \n",
" 7 0 0 0 29.670215 \n",
" 8 0 0 0 29.933762 \n",
" 9 0 0 0 31.514391 \n",
"1 0 0 0 0 NaN \n",
" 1 0 0 0 31.445713 \n",
" 2 0 0 0 34.599125 \n",
" 3 0 0 0 31.829489 \n",
" 4 0 0 0 25.760386 \n",
" 5 0 0 0 24.211279 \n",
" 6 0 0 0 26.145877 \n",
" 7 0 0 0 24.768325 \n",
" 8 0 0 0 24.050762 \n",
" 9 0 0 0 25.384908 \n",
"2 0 0 0 0 NaN \n",
" 1 0 0 0 28.457695 \n",
" 2 0 0 0 24.437828 \n",
" 3 0 0 0 26.879440 \n",
" 4 0 0 0 29.462914 \n",
" 5 0 0 0 31.641740 \n",
" 6 0 0 0 27.227434 \n",
" 7 0 0 0 23.813824 \n",
" 8 0 0 0 28.847863 \n",
" 9 0 0 0 29.000894 \n",
"... ... ... ... ... \n",
"997 0 1 0 0 NaN \n",
" 1 1 0 0 35.550959 \n",
" 2 1 0 0 36.135772 \n",
" 3 1 0 0 33.735789 \n",
" 4 1 0 0 32.902570 \n",
" 5 1 0 0 34.074428 \n",
" 6 1 0 0 31.058637 \n",
" 7 1 0 0 33.345093 \n",
" 8 1 0 0 30.087318 \n",
" 9 1 0 0 33.732849 \n",
"998 0 0 1 0 NaN \n",
" 1 0 1 0 35.991495 \n",
" 2 0 1 0 40.745509 \n",
" 3 0 1 0 35.529512 \n",
" 4 0 1 0 33.131542 \n",
" 5 0 1 0 32.036185 \n",
" 6 0 1 0 34.222636 \n",
" 7 0 1 0 37.294303 \n",
" 8 0 1 0 35.860204 \n",
" 9 0 1 0 33.045748 \n",
"999 0 0 0 1 NaN \n",
" 1 0 0 1 31.752064 \n",
" 2 0 0 1 30.738110 \n",
" 3 0 0 1 31.567918 \n",
" 4 0 0 1 30.510826 \n",
" 5 0 0 1 32.409062 \n",
" 6 0 0 1 24.756238 \n",
" 7 0 0 1 25.583474 \n",
" 8 0 0 1 22.563035 \n",
" 9 0 0 1 25.940513 \n",
"\n",
"[10000 rows x 1004 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Put the last 10 periods of data into a data frame\n",
"import pandas\n",
"#Put y and x into pandas series by stacking the 2D data\n",
"sy = pandas.DataFrame(y[T-10:]).stack()\n",
"sx = pandas.DataFrame(x[T-10:]).stack()\n",
"\n",
"#now combine into one data frame and label the time and location dimensions\n",
"df = pandas.DataFrame(dict(y = sy, x = sx))\n",
"df.index = df.index.set_names(['T','N'])\n",
"df = df.swaplevel(0,1).sort_index()\n",
"\n",
"#Now convert the fixed effect to a dataframe varaible\n",
"du = pandas.DataFrame(dict(u=u[0]))\n",
"du.index = du.index.set_names('N')\n",
"\n",
"#And merge it into the dataframe\n",
"df = df.reset_index().merge(du.reset_index(),on = 'N', how = 'left').set_index(['N','T'])\n",
"\n",
"#Add the fixed effects\n",
"fe = []\n",
"for g,d in df.groupby(level = 'N'):\n",
" df['fe_%i'%g] = 0 \n",
" df.loc[df.index.get_level_values('N')==g,'fe_%i'%g] = 1\n",
" fe.append('fe_%i'%g)\n",
" \n",
"#And the lags of y\n",
"df['lagy'] = df.groupby(level = 'N')['y'].shift(1)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\compat\\pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
" from pandas.core import datetools\n"
]
},
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>y</td> <th> R-squared: </th> <td> 0.882</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.882</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td>3.375e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Wed, 28 Jun 2017</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>17:41:36</td> <th> Log-Likelihood: </th> <td> -14774.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 9000</td> <th> AIC: </th> <td>2.955e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 8997</td> <th> BIC: </th> <td>2.957e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 2</td> <th> </th> <td> </td> \n",
"</tr>\n",
"<tr>\n",
" <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[0.025</th> <th>0.975]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>const</th> <td> -3.1807</td> <td> 0.129</td> <td> -24.746</td> <td> 0.000</td> <td> -3.433</td> <td> -2.929</td>\n",
"</tr>\n",
"<tr>\n",
" <th>lagy</th> <td> 0.7737</td> <td> 0.004</td> <td> 214.721</td> <td> 0.000</td> <td> 0.767</td> <td> 0.781</td>\n",
"</tr>\n",
"<tr>\n",
" <th>x</th> <td> 1.9959</td> <td> 0.013</td> <td> 151.618</td> <td> 0.000</td> <td> 1.970</td> <td> 2.022</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td> 2.657</td> <th> Durbin-Watson: </th> <td> 1.663</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.265</td> <th> Jarque-Bera (JB): </th> <td> 2.669</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td>-0.042</td> <th> Prob(JB): </th> <td> 0.263</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 2.989</td> <th> Cond. No. </th> <td> 300.</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.882\n",
"Model: OLS Adj. R-squared: 0.882\n",
"Method: Least Squares F-statistic: 3.375e+04\n",
"Date: Wed, 28 Jun 2017 Prob (F-statistic): 0.00\n",
"Time: 17:41:36 Log-Likelihood: -14774.\n",
"No. Observations: 9000 AIC: 2.955e+04\n",
"Df Residuals: 8997 BIC: 2.957e+04\n",
"Df Model: 2 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const -3.1807 0.129 -24.746 0.000 -3.433 -2.929\n",
"lagy 0.7737 0.004 214.721 0.000 0.767 0.781\n",
"x 1.9959 0.013 151.618 0.000 1.970 2.022\n",
"==============================================================================\n",
"Omnibus: 2.657 Durbin-Watson: 1.663\n",
"Prob(Omnibus): 0.265 Jarque-Bera (JB): 2.669\n",
"Skew: -0.042 Prob(JB): 0.263\n",
"Kurtosis: 2.989 Cond. No. 300.\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"\"\"\""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Run the regression of y on x and lagged y without fixed effects demonstrating the bias of OLS\n",
"import statsmodels.api as sm\n",
"reg = df.dropna()\n",
"sm.OLS(reg['y'],sm.add_constant(reg[['lagy','x']])).fit().summary()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>28.211379</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.514391</td>\n",
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" <td>0</td>\n",
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" <th>2</th>\n",
" <td>4.613466</td>\n",
" <td>31.829489</td>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>3.118445</td>\n",
" <td>25.760386</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.829489</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>3.472556</td>\n",
" <td>24.211279</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>25.760386</td>\n",
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" <th>5</th>\n",
" <td>5.041232</td>\n",
" <td>26.145877</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24.211279</td>\n",
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" <th>6</th>\n",
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" <td>24.768325</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>24.050762</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24.768325</td>\n",
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" <th>8</th>\n",
" <td>4.920299</td>\n",
" <td>25.384908</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24.050762</td>\n",
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" <td>4.322684</td>\n",
" <td>25.554173</td>\n",
" <td>1.849825</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>25.384908</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"9\" valign=\"top\">2</th>\n",
" <th>1</th>\n",
" <td>2.497742</td>\n",
" <td>24.437828</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28.457695</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.718350</td>\n",
" <td>26.879440</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24.437828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.696182</td>\n",
" <td>29.462914</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>26.879440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.506474</td>\n",
" <td>31.641740</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.462914</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2.872319</td>\n",
" <td>27.227434</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.641740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2.651272</td>\n",
" <td>23.813824</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>27.227434</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>6.758578</td>\n",
" <td>28.847863</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>23.813824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.365327</td>\n",
" <td>29.000894</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28.847863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4.272929</td>\n",
" <td>28.110917</td>\n",
" <td>1.561547</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.000894</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">3</th>\n",
" <th>1</th>\n",
" <td>5.218778</td>\n",
" <td>24.459751</td>\n",
" <td>-0.737996</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>26.066795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3.596131</td>\n",
" <td>22.542170</td>\n",
" <td>-0.737996</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24.459751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>6.842888</td>\n",
" <td>27.415825</td>\n",
" <td>-0.737996</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22.542170</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">996</th>\n",
" <th>7</th>\n",
" <td>4.288911</td>\n",
" <td>32.648000</td>\n",
" <td>3.397754</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.946446</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>6.214891</td>\n",
" <td>35.124946</td>\n",
" <td>3.397754</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>32.648000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4.699480</td>\n",
" <td>33.739724</td>\n",
" <td>3.397754</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>35.124946</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"9\" valign=\"top\">997</th>\n",
" <th>1</th>\n",
" <td>6.275147</td>\n",
" <td>36.135772</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>35.550959</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.200175</td>\n",
" <td>33.735789</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>36.135772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.470738</td>\n",
" <td>32.902570</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.735789</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.465859</td>\n",
" <td>34.074428</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>32.902570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>3.986207</td>\n",
" <td>31.058637</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>34.074428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5.638014</td>\n",
" <td>33.345093</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>31.058637</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4.045045</td>\n",
" <td>30.087318</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.345093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.932176</td>\n",
" <td>33.732849</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30.087318</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.174276</td>\n",
" <td>35.191079</td>\n",
" <td>2.274496</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>33.732849</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"9\" valign=\"top\">998</th>\n",
" <th>1</th>\n",
" <td>6.886087</td>\n",
" <td>40.745509</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.991495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3.569630</td>\n",
" <td>35.529512</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>40.745509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3.820989</td>\n",
" <td>33.131542</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.529512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4.590642</td>\n",
" <td>32.036185</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>33.131542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5.866091</td>\n",
" <td>34.222636</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>32.036185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6.247055</td>\n",
" <td>37.294303</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>34.222636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4.743888</td>\n",
" <td>35.860204</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>37.294303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>4.270725</td>\n",
" <td>33.045748</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>35.860204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.627130</td>\n",
" <td>33.506113</td>\n",
" <td>3.899248</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>33.045748</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"9\" valign=\"top\">999</th>\n",
" <th>1</th>\n",
" <td>4.418254</td>\n",
" <td>30.738110</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>31.752064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5.510733</td>\n",
" <td>31.567918</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>30.738110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.126450</td>\n",
" <td>30.510826</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>31.567918</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6.354448</td>\n",
" <td>32.409062</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>30.510826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1.930984</td>\n",
" <td>24.756238</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>32.409062</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>5.229835</td>\n",
" <td>25.583474</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>24.756238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>3.488415</td>\n",
" <td>22.563035</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>25.583474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.260641</td>\n",
" <td>25.940513</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>22.563035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.353733</td>\n",
" <td>27.414990</td>\n",
" <td>1.399607</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>25.940513</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>9000 rows × 1004 columns</p>\n",
"</div>"
],
"text/plain": [
" x y u fe_0 fe_1 fe_2 fe_3 fe_4 fe_5 \\\n",
"N T \n",
"0 1 4.933449 29.991171 2.260975 1 0 0 0 0 0 \n",
" 2 5.689179 31.051672 2.260975 1 0 0 0 0 0 \n",
" 3 4.752026 30.576453 2.260975 1 0 0 0 0 0 \n",
" 4 5.255060 32.112165 2.260975 1 0 0 0 0 0 \n",
" 5 3.517943 27.916395 2.260975 1 0 0 0 0 0 \n",
" 6 5.167789 29.670215 2.260975 1 0 0 0 0 0 \n",
" 7 4.976900 29.933762 2.260975 1 0 0 0 0 0 \n",
" 8 5.946123 31.514391 2.260975 1 0 0 0 0 0 \n",
" 9 3.791215 28.211379 2.260975 1 0 0 0 0 0 \n",
"1 1 6.707199 34.599125 1.849825 0 1 0 0 0 0 \n",
" 2 4.613466 31.829489 1.849825 0 1 0 0 0 0 \n",
" 3 3.118445 25.760386 1.849825 0 1 0 0 0 0 \n",
" 4 3.472556 24.211279 1.849825 0 1 0 0 0 0 \n",
" 5 5.041232 26.145877 1.849825 0 1 0 0 0 0 \n",
" 6 3.262936 24.768325 1.849825 0 1 0 0 0 0 \n",
" 7 4.339988 24.050762 1.849825 0 1 0 0 0 0 \n",
" 8 4.920299 25.384908 1.849825 0 1 0 0 0 0 \n",
" 9 4.322684 25.554173 1.849825 0 1 0 0 0 0 \n",
"2 1 2.497742 24.437828 1.561547 0 0 1 0 0 0 \n",
" 2 5.718350 26.879440 1.561547 0 0 1 0 0 0 \n",
" 3 5.696182 29.462914 1.561547 0 0 1 0 0 0 \n",
" 4 5.506474 31.641740 1.561547 0 0 1 0 0 0 \n",
" 5 2.872319 27.227434 1.561547 0 0 1 0 0 0 \n",
" 6 2.651272 23.813824 1.561547 0 0 1 0 0 0 \n",
" 7 6.758578 28.847863 1.561547 0 0 1 0 0 0 \n",
" 8 5.365327 29.000894 1.561547 0 0 1 0 0 0 \n",
" 9 4.272929 28.110917 1.561547 0 0 1 0 0 0 \n",
"3 1 5.218778 24.459751 -0.737996 0 0 0 1 0 0 \n",
" 2 3.596131 22.542170 -0.737996 0 0 0 1 0 0 \n",
" 3 6.842888 27.415825 -0.737996 0 0 0 1 0 0 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"996 7 4.288911 32.648000 3.397754 0 0 0 0 0 0 \n",
" 8 6.214891 35.124946 3.397754 0 0 0 0 0 0 \n",
" 9 4.699480 33.739724 3.397754 0 0 0 0 0 0 \n",
"997 1 6.275147 36.135772 2.274496 0 0 0 0 0 0 \n",
" 2 5.200175 33.735789 2.274496 0 0 0 0 0 0 \n",
" 3 4.470738 32.902570 2.274496 0 0 0 0 0 0 \n",
" 4 5.465859 34.074428 2.274496 0 0 0 0 0 0 \n",
" 5 3.986207 31.058637 2.274496 0 0 0 0 0 0 \n",
" 6 5.638014 33.345093 2.274496 0 0 0 0 0 0 \n",
" 7 4.045045 30.087318 2.274496 0 0 0 0 0 0 \n",
" 8 5.932176 33.732849 2.274496 0 0 0 0 0 0 \n",
" 9 5.174276 35.191079 2.274496 0 0 0 0 0 0 \n",
"998 1 6.886087 40.745509 3.899248 0 0 0 0 0 0 \n",
" 2 3.569630 35.529512 3.899248 0 0 0 0 0 0 \n",
" 3 3.820989 33.131542 3.899248 0 0 0 0 0 0 \n",
" 4 4.590642 32.036185 3.899248 0 0 0 0 0 0 \n",
" 5 5.866091 34.222636 3.899248 0 0 0 0 0 0 \n",
" 6 6.247055 37.294303 3.899248 0 0 0 0 0 0 \n",
" 7 4.743888 35.860204 3.899248 0 0 0 0 0 0 \n",
" 8 4.270725 33.045748 3.899248 0 0 0 0 0 0 \n",
" 9 5.627130 33.506113 3.899248 0 0 0 0 0 0 \n",
"999 1 4.418254 30.738110 1.399607 0 0 0 0 0 0 \n",
" 2 5.510733 31.567918 1.399607 0 0 0 0 0 0 \n",
" 3 5.126450 30.510826 1.399607 0 0 0 0 0 0 \n",
" 4 6.354448 32.409062 1.399607 0 0 0 0 0 0 \n",
" 5 1.930984 24.756238 1.399607 0 0 0 0 0 0 \n",
" 6 5.229835 25.583474 1.399607 0 0 0 0 0 0 \n",
" 7 3.488415 22.563035 1.399607 0 0 0 0 0 0 \n",
" 8 5.260641 25.940513 1.399607 0 0 0 0 0 0 \n",
" 9 5.353733 27.414990 1.399607 0 0 0 0 0 0 \n",
"\n",
" fe_6 ... fe_991 fe_992 fe_993 fe_994 fe_995 fe_996 \\\n",
"N T ... \n",
"0 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"1 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"2 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"3 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... \n",
"996 7 0 ... 0 0 0 0 0 1 \n",
" 8 0 ... 0 0 0 0 0 1 \n",
" 9 0 ... 0 0 0 0 0 1 \n",
"997 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"998 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"999 1 0 ... 0 0 0 0 0 0 \n",
" 2 0 ... 0 0 0 0 0 0 \n",
" 3 0 ... 0 0 0 0 0 0 \n",
" 4 0 ... 0 0 0 0 0 0 \n",
" 5 0 ... 0 0 0 0 0 0 \n",
" 6 0 ... 0 0 0 0 0 0 \n",
" 7 0 ... 0 0 0 0 0 0 \n",
" 8 0 ... 0 0 0 0 0 0 \n",
" 9 0 ... 0 0 0 0 0 0 \n",
"\n",
" fe_997 fe_998 fe_999 lagy \n",
"N T \n",
"0 1 0 0 0 28.714711 \n",
" 2 0 0 0 29.991171 \n",
" 3 0 0 0 31.051672 \n",
" 4 0 0 0 30.576453 \n",
" 5 0 0 0 32.112165 \n",
" 6 0 0 0 27.916395 \n",
" 7 0 0 0 29.670215 \n",
" 8 0 0 0 29.933762 \n",
" 9 0 0 0 31.514391 \n",
"1 1 0 0 0 31.445713 \n",
" 2 0 0 0 34.599125 \n",
" 3 0 0 0 31.829489 \n",
" 4 0 0 0 25.760386 \n",
" 5 0 0 0 24.211279 \n",
" 6 0 0 0 26.145877 \n",
" 7 0 0 0 24.768325 \n",
" 8 0 0 0 24.050762 \n",
" 9 0 0 0 25.384908 \n",
"2 1 0 0 0 28.457695 \n",
" 2 0 0 0 24.437828 \n",
" 3 0 0 0 26.879440 \n",
" 4 0 0 0 29.462914 \n",
" 5 0 0 0 31.641740 \n",
" 6 0 0 0 27.227434 \n",
" 7 0 0 0 23.813824 \n",
" 8 0 0 0 28.847863 \n",
" 9 0 0 0 29.000894 \n",
"3 1 0 0 0 26.066795 \n",
" 2 0 0 0 24.459751 \n",
" 3 0 0 0 22.542170 \n",
"... ... ... ... ... \n",
"996 7 0 0 0 33.946446 \n",
" 8 0 0 0 32.648000 \n",
" 9 0 0 0 35.124946 \n",
"997 1 1 0 0 35.550959 \n",
" 2 1 0 0 36.135772 \n",
" 3 1 0 0 33.735789 \n",
" 4 1 0 0 32.902570 \n",
" 5 1 0 0 34.074428 \n",
" 6 1 0 0 31.058637 \n",
" 7 1 0 0 33.345093 \n",
" 8 1 0 0 30.087318 \n",
" 9 1 0 0 33.732849 \n",
"998 1 0 1 0 35.991495 \n",
" 2 0 1 0 40.745509 \n",
" 3 0 1 0 35.529512 \n",
" 4 0 1 0 33.131542 \n",
" 5 0 1 0 32.036185 \n",
" 6 0 1 0 34.222636 \n",
" 7 0 1 0 37.294303 \n",
" 8 0 1 0 35.860204 \n",
" 9 0 1 0 33.045748 \n",
"999 1 0 0 1 31.752064 \n",
" 2 0 0 1 30.738110 \n",
" 3 0 0 1 31.567918 \n",
" 4 0 0 1 30.510826 \n",
" 5 0 0 1 32.409062 \n",
" 6 0 0 1 24.756238 \n",
" 7 0 0 1 25.583474 \n",
" 8 0 0 1 22.563035 \n",
" 9 0 0 1 25.940513 \n",
"\n",
"[9000 rows x 1004 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reg"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>OLS Regression Results</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>y</td> <th> R-squared: </th> <td> 0.934</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Model:</th> <td>OLS</td> <th> Adj. R-squared: </th> <td> 0.926</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 112.8</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Wed, 28 Jun 2017</td> <th> Prob (F-statistic):</th> <td> 0.00</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>17:41:41</td> <th> Log-Likelihood: </th> <td> -12183.</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 9000</td> <th> AIC: </th> <td>2.637e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Residuals:</th> <td> 7998</td> <th> BIC: </th> <td>3.349e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Df Model:</th> <td> 1001</td> <th> </th> <td> </td> \n",
"</tr>\n",
"<tr>\n",
" <th>Covariance Type:</th> <td>nonrobust</td> <th> </th> <td> </td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <td></td> <th>coef</th> <th>std err</th> <th>t</th> <th>P>|t|</th> <th>[0.025</th> <th>0.975]</th> \n",
"</tr>\n",
"<tr>\n",
" <th>lagy</th> <td> 0.5554</td> <td> 0.005</td> <td> 118.204</td> <td> 0.000</td> <td> 0.546</td> <td> 0.565</td>\n",
"</tr>\n",
"<tr>\n",
" <th>x</th> <td> 1.9777</td> <td> 0.011</td> <td> 176.312</td> <td> 0.000</td> <td> 1.956</td> <td> 2.000</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_0</th> <td> 3.6792</td> <td> 0.368</td> <td> 9.987</td> <td> 0.000</td> <td> 2.957</td> <td> 4.401</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_1</th> <td> 2.8600</td> <td> 0.362</td> <td> 7.891</td> <td> 0.000</td> <td> 2.150</td> <td> 3.571</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_2</th> <td> 3.2154</td> <td> 0.363</td> <td> 8.854</td> <td> 0.000</td> <td> 2.503</td> <td> 3.927</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_3</th> <td> 0.9131</td> <td> 0.358</td> <td> 2.548</td> <td> 0.011</td> <td> 0.211</td> <td> 1.616</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_4</th> <td> 3.4473</td> <td> 0.371</td> <td> 9.280</td> <td> 0.000</td> <td> 2.719</td> <td> 4.175</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_5</th> <td> 1.6217</td> <td> 0.362</td> <td> 4.484</td> <td> 0.000</td> <td> 0.913</td> <td> 2.331</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_6</th> <td> 3.3376</td> <td> 0.366</td> <td> 9.118</td> <td> 0.000</td> <td> 2.620</td> <td> 4.055</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_7</th> <td> 2.5003</td> <td> 0.362</td> <td> 6.900</td> <td> 0.000</td> <td> 1.790</td> <td> 3.211</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_8</th> <td> 1.6900</td> <td> 0.359</td> <td> 4.705</td> <td> 0.000</td> <td> 0.986</td> <td> 2.394</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_9</th> <td> 3.1371</td> <td> 0.370</td> <td> 8.471</td> <td> 0.000</td> <td> 2.411</td> <td> 3.863</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_10</th> <td> 4.5622</td> <td> 0.370</td> <td> 12.324</td> <td> 0.000</td> <td> 3.837</td> <td> 5.288</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_11</th> <td> 2.4390</td> <td> 0.367</td> <td> 6.653</td> <td> 0.000</td> <td> 1.720</td> <td> 3.158</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_12</th> <td> 3.1584</td> <td> 0.365</td> <td> 8.661</td> <td> 0.000</td> <td> 2.444</td> <td> 3.873</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_13</th> <td> 4.4932</td> <td> 0.379</td> <td> 11.842</td> <td> 0.000</td> <td> 3.749</td> <td> 5.237</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_14</th> <td> 4.6533</td> <td> 0.379</td> <td> 12.282</td> <td> 0.000</td> <td> 3.911</td> <td> 5.396</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_15</th> <td> 3.3228</td> <td> 0.368</td> <td> 9.024</td> <td> 0.000</td> <td> 2.601</td> <td> 4.045</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_16</th> <td> 5.9118</td> <td> 0.385</td> <td> 15.361</td> <td> 0.000</td> <td> 5.157</td> <td> 6.666</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_17</th> <td> 3.2718</td> <td> 0.364</td> <td> 8.986</td> <td> 0.000</td> <td> 2.558</td> <td> 3.986</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_18</th> <td> 1.7610</td> <td> 0.368</td> <td> 4.787</td> <td> 0.000</td> <td> 1.040</td> <td> 2.482</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_19</th> <td> 3.6802</td> <td> 0.373</td> <td> 9.876</td> <td> 0.000</td> <td> 2.950</td> <td> 4.411</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_20</th> <td> 3.7011</td> <td> 0.373</td> <td> 9.923</td> <td> 0.000</td> <td> 2.970</td> <td> 4.432</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_21</th> <td> 3.3131</td> <td> 0.369</td> <td> 8.985</td> <td> 0.000</td> <td> 2.590</td> <td> 4.036</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_22</th> <td> 3.1423</td> <td> 0.362</td> <td> 8.676</td> <td> 0.000</td> <td> 2.432</td> <td> 3.852</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_23</th> <td> 3.3562</td> <td> 0.369</td> <td> 9.108</td> <td> 0.000</td> <td> 2.634</td> <td> 4.079</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_24</th> <td> 4.3244</td> <td> 0.375</td> <td> 11.521</td> <td> 0.000</td> <td> 3.589</td> <td> 5.060</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_25</th> <td> 3.4215</td> <td> 0.370</td> <td> 9.236</td> <td> 0.000</td> <td> 2.695</td> <td> 4.148</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_26</th> <td> 2.4333</td> <td> 0.366</td> <td> 6.656</td> <td> 0.000</td> <td> 1.717</td> <td> 3.150</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_27</th> <td> 2.1925</td> <td> 0.362</td> <td> 6.065</td> <td> 0.000</td> <td> 1.484</td> <td> 2.901</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_28</th> <td> 2.3169</td> <td> 0.362</td> <td> 6.395</td> <td> 0.000</td> <td> 1.607</td> <td> 3.027</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_29</th> <td> 2.1382</td> <td> 0.364</td> <td> 5.867</td> <td> 0.000</td> <td> 1.424</td> <td> 2.853</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_30</th> <td> 2.3892</td> <td> 0.372</td> <td> 6.422</td> <td> 0.000</td> <td> 1.660</td> <td> 3.119</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_31</th> <td> 3.8734</td> <td> 0.362</td> <td> 10.685</td> <td> 0.000</td> <td> 3.163</td> <td> 4.584</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_32</th> <td> 2.1452</td> <td> 0.361</td> <td> 5.946</td> <td> 0.000</td> <td> 1.438</td> <td> 2.852</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_33</th> <td> 4.5567</td> <td> 0.371</td> <td> 12.271</td> <td> 0.000</td> <td> 3.829</td> <td> 5.285</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_34</th> <td> 3.3634</td> <td> 0.368</td> <td> 9.133</td> <td> 0.000</td> <td> 2.641</td> <td> 4.085</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_35</th> <td> 6.8051</td> <td> 0.384</td> <td> 17.705</td> <td> 0.000</td> <td> 6.052</td> <td> 7.559</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_36</th> <td> 1.9807</td> <td> 0.358</td> <td> 5.526</td> <td> 0.000</td> <td> 1.278</td> <td> 2.683</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_37</th> <td> 2.4589</td> <td> 0.364</td> <td> 6.759</td> <td> 0.000</td> <td> 1.746</td> <td> 3.172</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_38</th> <td> 1.9422</td> <td> 0.364</td> <td> 5.333</td> <td> 0.000</td> <td> 1.228</td> <td> 2.656</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_39</th> <td> 4.3989</td> <td> 0.371</td> <td> 11.851</td> <td> 0.000</td> <td> 3.671</td> <td> 5.127</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_40</th> <td> 2.5753</td> <td> 0.361</td> <td> 7.131</td> <td> 0.000</td> <td> 1.867</td> <td> 3.283</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_41</th> <td> 0.8942</td> <td> 0.359</td> <td> 2.489</td> <td> 0.013</td> <td> 0.190</td> <td> 1.599</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_42</th> <td> 3.8963</td> <td> 0.370</td> <td> 10.518</td> <td> 0.000</td> <td> 3.170</td> <td> 4.622</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_43</th> <td> 3.8652</td> <td> 0.376</td> <td> 10.287</td> <td> 0.000</td> <td> 3.129</td> <td> 4.602</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_44</th> <td> 3.1354</td> <td> 0.364</td> <td> 8.616</td> <td> 0.000</td> <td> 2.422</td> <td> 3.849</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_45</th> <td> 3.4516</td> <td> 0.368</td> <td> 9.380</td> <td> 0.000</td> <td> 2.730</td> <td> 4.173</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_46</th> <td> 5.1872</td> <td> 0.376</td> <td> 13.788</td> <td> 0.000</td> <td> 4.450</td> <td> 5.925</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_47</th> <td> -0.3293</td> <td> 0.353</td> <td> -0.933</td> <td> 0.351</td> <td> -1.021</td> <td> 0.362</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_48</th> <td> 1.3250</td> <td> 0.363</td> <td> 3.648</td> <td> 0.000</td> <td> 0.613</td> <td> 2.037</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_49</th> <td> 3.8669</td> <td> 0.368</td> <td> 10.514</td> <td> 0.000</td> <td> 3.146</td> <td> 4.588</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_50</th> <td> 3.3208</td> <td> 0.371</td> <td> 8.941</td> <td> 0.000</td> <td> 2.593</td> <td> 4.049</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_51</th> <td> 2.5261</td> <td> 0.365</td> <td> 6.930</td> <td> 0.000</td> <td> 1.812</td> <td> 3.241</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_52</th> <td> 1.5188</td> <td> 0.365</td> <td> 4.164</td> <td> 0.000</td> <td> 0.804</td> <td> 2.234</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_53</th> <td> 4.3625</td> <td> 0.371</td> <td> 11.766</td> <td> 0.000</td> <td> 3.636</td> <td> 5.089</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_54</th> <td> 3.1454</td> <td> 0.370</td> <td> 8.512</td> <td> 0.000</td> <td> 2.421</td> <td> 3.870</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_55</th> <td> 2.8565</td> <td> 0.364</td> <td> 7.852</td> <td> 0.000</td> <td> 2.143</td> <td> 3.570</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_56</th> <td> 3.1624</td> <td> 0.364</td> <td> 8.688</td> <td> 0.000</td> <td> 2.449</td> <td> 3.876</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_57</th> <td> 3.4404</td> <td> 0.366</td> <td> 9.409</td> <td> 0.000</td> <td> 2.724</td> <td> 4.157</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_58</th> <td> 4.0261</td> <td> 0.370</td> <td> 10.874</td> <td> 0.000</td> <td> 3.300</td> <td> 4.752</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_59</th> <td> 3.3188</td> <td> 0.364</td> <td> 9.115</td> <td> 0.000</td> <td> 2.605</td> <td> 4.033</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_60</th> <td> 5.3249</td> <td> 0.379</td> <td> 14.051</td> <td> 0.000</td> <td> 4.582</td> <td> 6.068</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_61</th> <td> 3.9857</td> <td> 0.372</td> <td> 10.719</td> <td> 0.000</td> <td> 3.257</td> <td> 4.715</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_62</th> <td> 4.3767</td> <td> 0.375</td> <td> 11.660</td> <td> 0.000</td> <td> 3.641</td> <td> 5.113</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_63</th> <td> 3.7212</td> <td> 0.366</td> <td> 10.174</td> <td> 0.000</td> <td> 3.004</td> <td> 4.438</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_64</th> <td> 4.2294</td> <td> 0.372</td> <td> 11.381</td> <td> 0.000</td> <td> 3.501</td> <td> 4.958</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_65</th> <td> 3.5332</td> <td> 0.367</td> <td> 9.615</td> <td> 0.000</td> <td> 2.813</td> <td> 4.253</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_66</th> <td> 2.7496</td> <td> 0.366</td> <td> 7.508</td> <td> 0.000</td> <td> 2.032</td> <td> 3.468</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_67</th> <td> 2.2897</td> <td> 0.360</td> <td> 6.352</td> <td> 0.000</td> <td> 1.583</td> <td> 2.996</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_68</th> <td> 2.9998</td> <td> 0.364</td> <td> 8.245</td> <td> 0.000</td> <td> 2.287</td> <td> 3.713</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_69</th> <td> 5.5479</td> <td> 0.377</td> <td> 14.711</td> <td> 0.000</td> <td> 4.809</td> <td> 6.287</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_70</th> <td> 3.0281</td> <td> 0.369</td> <td> 8.201</td> <td> 0.000</td> <td> 2.304</td> <td> 3.752</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_71</th> <td> 2.8118</td> <td> 0.360</td> <td> 7.807</td> <td> 0.000</td> <td> 2.106</td> <td> 3.518</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_72</th> <td> 1.4780</td> <td> 0.359</td> <td> 4.112</td> <td> 0.000</td> <td> 0.773</td> <td> 2.183</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_73</th> <td> 3.5093</td> <td> 0.364</td> <td> 9.647</td> <td> 0.000</td> <td> 2.796</td> <td> 4.222</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_74</th> <td> 3.0375</td> <td> 0.367</td> <td> 8.284</td> <td> 0.000</td> <td> 2.319</td> <td> 3.756</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_75</th> <td> 5.3781</td> <td> 0.383</td> <td> 14.030</td> <td> 0.000</td> <td> 4.627</td> <td> 6.129</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_76</th> <td> 1.9158</td> <td> 0.357</td> <td> 5.359</td> <td> 0.000</td> <td> 1.215</td> <td> 2.617</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_77</th> <td> 2.8903</td> <td> 0.371</td> <td> 7.800</td> <td> 0.000</td> <td> 2.164</td> <td> 3.617</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_78</th> <td> 0.9419</td> <td> 0.355</td> <td> 2.650</td> <td> 0.008</td> <td> 0.245</td> <td> 1.639</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_79</th> <td> 3.2416</td> <td> 0.365</td> <td> 8.886</td> <td> 0.000</td> <td> 2.527</td> <td> 3.957</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_80</th> <td> 3.9973</td> <td> 0.371</td> <td> 10.770</td> <td> 0.000</td> <td> 3.270</td> <td> 4.725</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_81</th> <td> 3.5444</td> <td> 0.369</td> <td> 9.609</td> <td> 0.000</td> <td> 2.821</td> <td> 4.267</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_82</th> <td> 3.1564</td> <td> 0.374</td> <td> 8.434</td> <td> 0.000</td> <td> 2.423</td> <td> 3.890</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_83</th> <td> 2.4285</td> <td> 0.362</td> <td> 6.708</td> <td> 0.000</td> <td> 1.719</td> <td> 3.138</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_84</th> <td> 4.1437</td> <td> 0.373</td> <td> 11.096</td> <td> 0.000</td> <td> 3.412</td> <td> 4.876</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_85</th> <td> 4.0569</td> <td> 0.368</td> <td> 11.014</td> <td> 0.000</td> <td> 3.335</td> <td> 4.779</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_86</th> <td> 3.5643</td> <td> 0.371</td> <td> 9.614</td> <td> 0.000</td> <td> 2.838</td> <td> 4.291</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_87</th> <td> 1.9094</td> <td> 0.360</td> <td> 5.304</td> <td> 0.000</td> <td> 1.204</td> <td> 2.615</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_88</th> <td> 2.9854</td> <td> 0.360</td> <td> 8.301</td> <td> 0.000</td> <td> 2.280</td> <td> 3.690</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_89</th> <td> 1.7841</td> <td> 0.361</td> <td> 4.941</td> <td> 0.000</td> <td> 1.076</td> <td> 2.492</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_90</th> <td> 5.8974</td> <td> 0.375</td> <td> 15.746</td> <td> 0.000</td> <td> 5.163</td> <td> 6.632</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_91</th> <td> 1.6288</td> <td> 0.358</td> <td> 4.553</td> <td> 0.000</td> <td> 0.928</td> <td> 2.330</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_92</th> <td> 2.8406</td> <td> 0.365</td> <td> 7.792</td> <td> 0.000</td> <td> 2.126</td> <td> 3.555</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_93</th> <td> 2.9141</td> <td> 0.369</td> <td> 7.907</td> <td> 0.000</td> <td> 2.192</td> <td> 3.637</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_94</th> <td> 2.2307</td> <td> 0.366</td> <td> 6.093</td> <td> 0.000</td> <td> 1.513</td> <td> 2.948</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_95</th> <td> 2.0476</td> <td> 0.359</td> <td> 5.710</td> <td> 0.000</td> <td> 1.345</td> <td> 2.751</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_96</th> <td> 3.2539</td> <td> 0.378</td> <td> 8.613</td> <td> 0.000</td> <td> 2.513</td> <td> 3.994</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_97</th> <td> 3.4308</td> <td> 0.367</td> <td> 9.343</td> <td> 0.000</td> <td> 2.711</td> <td> 4.151</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_98</th> <td> 4.0485</td> <td> 0.369</td> <td> 10.970</td> <td> 0.000</td> <td> 3.325</td> <td> 4.772</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_99</th> <td> 1.8747</td> <td> 0.363</td> <td> 5.162</td> <td> 0.000</td> <td> 1.163</td> <td> 2.587</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_100</th> <td> 5.1012</td> <td> 0.376</td> <td> 13.564</td> <td> 0.000</td> <td> 4.364</td> <td> 5.838</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_101</th> <td> 3.4622</td> <td> 0.371</td> <td> 9.344</td> <td> 0.000</td> <td> 2.736</td> <td> 4.189</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_102</th> <td> 1.9277</td> <td> 0.363</td> <td> 5.315</td> <td> 0.000</td> <td> 1.217</td> <td> 2.639</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_103</th> <td> 4.3917</td> <td> 0.370</td> <td> 11.867</td> <td> 0.000</td> <td> 3.666</td> <td> 5.117</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_104</th> <td> 3.4203</td> <td> 0.368</td> <td> 9.305</td> <td> 0.000</td> <td> 2.700</td> <td> 4.141</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_105</th> <td> 2.3341</td> <td> 0.368</td> <td> 6.345</td> <td> 0.000</td> <td> 1.613</td> <td> 3.055</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_106</th> <td> 3.4818</td> <td> 0.370</td> <td> 9.416</td> <td> 0.000</td> <td> 2.757</td> <td> 4.207</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_107</th> <td> 4.6747</td> <td> 0.373</td> <td> 12.539</td> <td> 0.000</td> <td> 3.944</td> <td> 5.405</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_108</th> <td> 3.1258</td> <td> 0.364</td> <td> 8.578</td> <td> 0.000</td> <td> 2.411</td> <td> 3.840</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_109</th> <td> 3.7102</td> <td> 0.366</td> <td> 10.126</td> <td> 0.000</td> <td> 2.992</td> <td> 4.428</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_110</th> <td> 3.8989</td> <td> 0.367</td> <td> 10.618</td> <td> 0.000</td> <td> 3.179</td> <td> 4.619</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_111</th> <td> 2.4948</td> <td> 0.364</td> <td> 6.854</td> <td> 0.000</td> <td> 1.781</td> <td> 3.208</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_112</th> <td> 5.0038</td> <td> 0.378</td> <td> 13.241</td> <td> 0.000</td> <td> 4.263</td> <td> 5.745</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_113</th> <td> 3.9334</td> <td> 0.370</td> <td> 10.617</td> <td> 0.000</td> <td> 3.207</td> <td> 4.660</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_114</th> <td> 1.9503</td> <td> 0.356</td> <td> 5.477</td> <td> 0.000</td> <td> 1.252</td> <td> 2.648</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_115</th> <td> 3.2449</td> <td> 0.371</td> <td> 8.750</td> <td> 0.000</td> <td> 2.518</td> <td> 3.972</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_116</th> <td> 1.2892</td> <td> 0.361</td> <td> 3.572</td> <td> 0.000</td> <td> 0.582</td> <td> 1.997</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_117</th> <td> 6.0484</td> <td> 0.381</td> <td> 15.870</td> <td> 0.000</td> <td> 5.301</td> <td> 6.796</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_118</th> <td> 3.4636</td> <td> 0.368</td> <td> 9.405</td> <td> 0.000</td> <td> 2.742</td> <td> 4.186</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_119</th> <td> 4.4816</td> <td> 0.375</td> <td> 11.948</td> <td> 0.000</td> <td> 3.746</td> <td> 5.217</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_120</th> <td> 3.2195</td> <td> 0.369</td> <td> 8.736</td> <td> 0.000</td> <td> 2.497</td> <td> 3.942</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_121</th> <td> 3.0487</td> <td> 0.365</td> <td> 8.362</td> <td> 0.000</td> <td> 2.334</td> <td> 3.763</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_122</th> <td> 3.0523</td> <td> 0.364</td> <td> 8.396</td> <td> 0.000</td> <td> 2.340</td> <td> 3.765</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_123</th> <td> 3.6763</td> <td> 0.369</td> <td> 9.962</td> <td> 0.000</td> <td> 2.953</td> <td> 4.400</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_124</th> <td> 3.2371</td> <td> 0.368</td> <td> 8.799</td> <td> 0.000</td> <td> 2.516</td> <td> 3.958</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_125</th> <td> 5.0199</td> <td> 0.376</td> <td> 13.337</td> <td> 0.000</td> <td> 4.282</td> <td> 5.758</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_126</th> <td> 5.2097</td> <td> 0.379</td> <td> 13.752</td> <td> 0.000</td> <td> 4.467</td> <td> 5.952</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_127</th> <td> 4.5135</td> <td> 0.370</td> <td> 12.212</td> <td> 0.000</td> <td> 3.789</td> <td> 5.238</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_128</th> <td> 4.6398</td> <td> 0.378</td> <td> 12.273</td> <td> 0.000</td> <td> 3.899</td> <td> 5.381</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_129</th> <td> 1.7775</td> <td> 0.362</td> <td> 4.906</td> <td> 0.000</td> <td> 1.067</td> <td> 2.488</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_130</th> <td> 1.8811</td> <td> 0.366</td> <td> 5.142</td> <td> 0.000</td> <td> 1.164</td> <td> 2.598</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_131</th> <td> 6.0042</td> <td> 0.386</td> <td> 15.541</td> <td> 0.000</td> <td> 5.247</td> <td> 6.762</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_132</th> <td> 3.2627</td> <td> 0.369</td> <td> 8.834</td> <td> 0.000</td> <td> 2.539</td> <td> 3.987</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_133</th> <td> 4.0203</td> <td> 0.372</td> <td> 10.816</td> <td> 0.000</td> <td> 3.292</td> <td> 4.749</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_134</th> <td> 1.2494</td> <td> 0.361</td> <td> 3.465</td> <td> 0.001</td> <td> 0.543</td> <td> 1.956</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_135</th> <td> 2.5936</td> <td> 0.362</td> <td> 7.172</td> <td> 0.000</td> <td> 1.885</td> <td> 3.302</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_136</th> <td> 4.9196</td> <td> 0.377</td> <td> 13.052</td> <td> 0.000</td> <td> 4.181</td> <td> 5.658</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_137</th> <td> 2.2820</td> <td> 0.363</td> <td> 6.278</td> <td> 0.000</td> <td> 1.569</td> <td> 2.995</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_138</th> <td> 5.7127</td> <td> 0.377</td> <td> 15.143</td> <td> 0.000</td> <td> 4.973</td> <td> 6.452</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_139</th> <td> 5.5314</td> <td> 0.382</td> <td> 14.478</td> <td> 0.000</td> <td> 4.782</td> <td> 6.280</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_140</th> <td> 4.8947</td> <td> 0.384</td> <td> 12.757</td> <td> 0.000</td> <td> 4.143</td> <td> 5.647</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_141</th> <td> 3.3589</td> <td> 0.360</td> <td> 9.322</td> <td> 0.000</td> <td> 2.653</td> <td> 4.065</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_142</th> <td> 5.1365</td> <td> 0.372</td> <td> 13.794</td> <td> 0.000</td> <td> 4.407</td> <td> 5.866</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_143</th> <td> 4.5719</td> <td> 0.372</td> <td> 12.290</td> <td> 0.000</td> <td> 3.843</td> <td> 5.301</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_144</th> <td> 1.4627</td> <td> 0.359</td> <td> 4.069</td> <td> 0.000</td> <td> 0.758</td> <td> 2.167</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_145</th> <td> 4.8718</td> <td> 0.374</td> <td> 13.012</td> <td> 0.000</td> <td> 4.138</td> <td> 5.606</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_146</th> <td> 4.4110</td> <td> 0.370</td> <td> 11.932</td> <td> 0.000</td> <td> 3.686</td> <td> 5.136</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_147</th> <td> 3.2823</td> <td> 0.369</td> <td> 8.892</td> <td> 0.000</td> <td> 2.559</td> <td> 4.006</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_148</th> <td> 3.8499</td> <td> 0.363</td> <td> 10.609</td> <td> 0.000</td> <td> 3.139</td> <td> 4.561</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_149</th> <td> 4.4248</td> <td> 0.370</td> <td> 11.952</td> <td> 0.000</td> <td> 3.699</td> <td> 5.151</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_150</th> <td> 2.4282</td> <td> 0.363</td> <td> 6.683</td> <td> 0.000</td> <td> 1.716</td> <td> 3.140</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_151</th> <td> 4.7798</td> <td> 0.373</td> <td> 12.827</td> <td> 0.000</td> <td> 4.049</td> <td> 5.510</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_152</th> <td> 2.9955</td> <td> 0.367</td> <td> 8.153</td> <td> 0.000</td> <td> 2.275</td> <td> 3.716</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_153</th> <td> 3.4826</td> <td> 0.366</td> <td> 9.513</td> <td> 0.000</td> <td> 2.765</td> <td> 4.200</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_154</th> <td> 3.1173</td> <td> 0.364</td> <td> 8.558</td> <td> 0.000</td> <td> 2.403</td> <td> 3.831</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_155</th> <td> 2.4999</td> <td> 0.361</td> <td> 6.929</td> <td> 0.000</td> <td> 1.793</td> <td> 3.207</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_156</th> <td> 2.4809</td> <td> 0.368</td> <td> 6.745</td> <td> 0.000</td> <td> 1.760</td> <td> 3.202</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_157</th> <td> 5.7055</td> <td> 0.376</td> <td> 15.187</td> <td> 0.000</td> <td> 4.969</td> <td> 6.442</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_158</th> <td> 3.8412</td> <td> 0.372</td> <td> 10.323</td> <td> 0.000</td> <td> 3.112</td> <td> 4.571</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_159</th> <td> 4.2447</td> <td> 0.372</td> <td> 11.402</td> <td> 0.000</td> <td> 3.515</td> <td> 4.974</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_160</th> <td> 2.1766</td> <td> 0.362</td> <td> 6.004</td> <td> 0.000</td> <td> 1.466</td> <td> 2.887</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_161</th> <td> 3.7815</td> <td> 0.372</td> <td> 10.176</td> <td> 0.000</td> <td> 3.053</td> <td> 4.510</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_162</th> <td> 2.3838</td> <td> 0.366</td> <td> 6.518</td> <td> 0.000</td> <td> 1.667</td> <td> 3.101</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_163</th> <td> 2.7417</td> <td> 0.364</td> <td> 7.539</td> <td> 0.000</td> <td> 2.029</td> <td> 3.455</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_164</th> <td> 2.9171</td> <td> 0.366</td> <td> 7.975</td> <td> 0.000</td> <td> 2.200</td> <td> 3.634</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_165</th> <td> 2.1572</td> <td> 0.362</td> <td> 5.963</td> <td> 0.000</td> <td> 1.448</td> <td> 2.866</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_166</th> <td> 4.7569</td> <td> 0.378</td> <td> 12.586</td> <td> 0.000</td> <td> 4.016</td> <td> 5.498</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_167</th> <td> 5.2458</td> <td> 0.381</td> <td> 13.777</td> <td> 0.000</td> <td> 4.499</td> <td> 5.992</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_168</th> <td> 3.7750</td> <td> 0.366</td> <td> 10.307</td> <td> 0.000</td> <td> 3.057</td> <td> 4.493</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_169</th> <td> 2.0558</td> <td> 0.362</td> <td> 5.671</td> <td> 0.000</td> <td> 1.345</td> <td> 2.766</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_170</th> <td> 2.5557</td> <td> 0.366</td> <td> 6.977</td> <td> 0.000</td> <td> 1.838</td> <td> 3.274</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_171</th> <td> 4.4122</td> <td> 0.374</td> <td> 11.797</td> <td> 0.000</td> <td> 3.679</td> <td> 5.145</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_172</th> <td> 4.6269</td> <td> 0.375</td> <td> 12.329</td> <td> 0.000</td> <td> 3.891</td> <td> 5.363</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_173</th> <td> 3.0290</td> <td> 0.369</td> <td> 8.206</td> <td> 0.000</td> <td> 2.305</td> <td> 3.753</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_174</th> <td> 3.2117</td> <td> 0.366</td> <td> 8.778</td> <td> 0.000</td> <td> 2.494</td> <td> 3.929</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_175</th> <td> 4.0966</td> <td> 0.371</td> <td> 11.050</td> <td> 0.000</td> <td> 3.370</td> <td> 4.823</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_176</th> <td> 4.2532</td> <td> 0.368</td> <td> 11.547</td> <td> 0.000</td> <td> 3.531</td> <td> 4.975</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_177</th> <td> 3.5237</td> <td> 0.372</td> <td> 9.485</td> <td> 0.000</td> <td> 2.795</td> <td> 4.252</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_178</th> <td> 3.4456</td> <td> 0.363</td> <td> 9.504</td> <td> 0.000</td> <td> 2.735</td> <td> 4.156</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_179</th> <td> 2.3805</td> <td> 0.365</td> <td> 6.531</td> <td> 0.000</td> <td> 1.666</td> <td> 3.095</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_180</th> <td> 2.6259</td> <td> 0.360</td> <td> 7.292</td> <td> 0.000</td> <td> 1.920</td> <td> 3.332</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_181</th> <td> 3.6539</td> <td> 0.367</td> <td> 9.960</td> <td> 0.000</td> <td> 2.935</td> <td> 4.373</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_182</th> <td> 2.7275</td> <td> 0.362</td> <td> 7.530</td> <td> 0.000</td> <td> 2.017</td> <td> 3.437</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_183</th> <td> 4.2350</td> <td> 0.372</td> <td> 11.377</td> <td> 0.000</td> <td> 3.505</td> <td> 4.965</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_184</th> <td> 3.2866</td> <td> 0.368</td> <td> 8.925</td> <td> 0.000</td> <td> 2.565</td> <td> 4.008</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_185</th> <td> 4.5753</td> <td> 0.372</td> <td> 12.289</td> <td> 0.000</td> <td> 3.846</td> <td> 5.305</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_186</th> <td> 2.5573</td> <td> 0.366</td> <td> 6.987</td> <td> 0.000</td> <td> 1.840</td> <td> 3.275</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_187</th> <td> 4.2909</td> <td> 0.367</td> <td> 11.677</td> <td> 0.000</td> <td> 3.571</td> <td> 5.011</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_188</th> <td> 3.5847</td> <td> 0.365</td> <td> 9.832</td> <td> 0.000</td> <td> 2.870</td> <td> 4.299</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_189</th> <td> 4.6350</td> <td> 0.377</td> <td> 12.291</td> <td> 0.000</td> <td> 3.896</td> <td> 5.374</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_190</th> <td> 3.4137</td> <td> 0.371</td> <td> 9.200</td> <td> 0.000</td> <td> 2.686</td> <td> 4.141</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_191</th> <td> 1.6654</td> <td> 0.362</td> <td> 4.606</td> <td> 0.000</td> <td> 0.957</td> <td> 2.374</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_192</th> <td> 2.7615</td> <td> 0.361</td> <td> 7.656</td> <td> 0.000</td> <td> 2.054</td> <td> 3.469</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_193</th> <td> 2.3420</td> <td> 0.365</td> <td> 6.412</td> <td> 0.000</td> <td> 1.626</td> <td> 3.058</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_194</th> <td> 1.3220</td> <td> 0.358</td> <td> 3.690</td> <td> 0.000</td> <td> 0.620</td> <td> 2.024</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_195</th> <td> 5.2589</td> <td> 0.371</td> <td> 14.170</td> <td> 0.000</td> <td> 4.531</td> <td> 5.986</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_196</th> <td> 4.4036</td> <td> 0.381</td> <td> 11.562</td> <td> 0.000</td> <td> 3.657</td> <td> 5.150</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_197</th> <td> 3.9105</td> <td> 0.372</td> <td> 10.509</td> <td> 0.000</td> <td> 3.181</td> <td> 4.640</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_198</th> <td> 2.9404</td> <td> 0.372</td> <td> 7.910</td> <td> 0.000</td> <td> 2.212</td> <td> 3.669</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_199</th> <td> 5.3335</td> <td> 0.379</td> <td> 14.064</td> <td> 0.000</td> <td> 4.590</td> <td> 6.077</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_200</th> <td> 2.3741</td> <td> 0.367</td> <td> 6.463</td> <td> 0.000</td> <td> 1.654</td> <td> 3.094</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_201</th> <td> 2.8471</td> <td> 0.364</td> <td> 7.816</td> <td> 0.000</td> <td> 2.133</td> <td> 3.561</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_202</th> <td> 3.8575</td> <td> 0.369</td> <td> 10.461</td> <td> 0.000</td> <td> 3.135</td> <td> 4.580</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_203</th> <td> 2.7248</td> <td> 0.364</td> <td> 7.494</td> <td> 0.000</td> <td> 2.012</td> <td> 3.438</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_204</th> <td> 1.5414</td> <td> 0.364</td> <td> 4.236</td> <td> 0.000</td> <td> 0.828</td> <td> 2.255</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_205</th> <td> 4.2818</td> <td> 0.369</td> <td> 11.601</td> <td> 0.000</td> <td> 3.558</td> <td> 5.005</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_206</th> <td> 2.5953</td> <td> 0.372</td> <td> 6.980</td> <td> 0.000</td> <td> 1.866</td> <td> 3.324</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_207</th> <td> 2.3554</td> <td> 0.364</td> <td> 6.472</td> <td> 0.000</td> <td> 1.642</td> <td> 3.069</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_208</th> <td> 4.2956</td> <td> 0.374</td> <td> 11.497</td> <td> 0.000</td> <td> 3.563</td> <td> 5.028</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_209</th> <td> 2.4665</td> <td> 0.367</td> <td> 6.724</td> <td> 0.000</td> <td> 1.747</td> <td> 3.186</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_210</th> <td> 2.7329</td> <td> 0.367</td> <td> 7.451</td> <td> 0.000</td> <td> 2.014</td> <td> 3.452</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_211</th> <td> 3.5115</td> <td> 0.369</td> <td> 9.507</td> <td> 0.000</td> <td> 2.787</td> <td> 4.236</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_212</th> <td> 4.1221</td> <td> 0.373</td> <td> 11.047</td> <td> 0.000</td> <td> 3.391</td> <td> 4.854</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_213</th> <td> 3.6190</td> <td> 0.368</td> <td> 9.845</td> <td> 0.000</td> <td> 2.898</td> <td> 4.340</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_214</th> <td> 3.1359</td> <td> 0.369</td> <td> 8.494</td> <td> 0.000</td> <td> 2.412</td> <td> 3.860</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_215</th> <td> 3.3895</td> <td> 0.369</td> <td> 9.191</td> <td> 0.000</td> <td> 2.667</td> <td> 4.112</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_216</th> <td> 1.9971</td> <td> 0.362</td> <td> 5.513</td> <td> 0.000</td> <td> 1.287</td> <td> 2.707</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_217</th> <td> 3.2010</td> <td> 0.368</td> <td> 8.702</td> <td> 0.000</td> <td> 2.480</td> <td> 3.922</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_218</th> <td> 2.8435</td> <td> 0.370</td> <td> 7.684</td> <td> 0.000</td> <td> 2.118</td> <td> 3.569</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_219</th> <td> 4.0684</td> <td> 0.374</td> <td> 10.885</td> <td> 0.000</td> <td> 3.336</td> <td> 4.801</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_220</th> <td> 3.3384</td> <td> 0.366</td> <td> 9.118</td> <td> 0.000</td> <td> 2.621</td> <td> 4.056</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_221</th> <td> 3.2309</td> <td> 0.374</td> <td> 8.632</td> <td> 0.000</td> <td> 2.497</td> <td> 3.965</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_222</th> <td> 4.2874</td> <td> 0.367</td> <td> 11.679</td> <td> 0.000</td> <td> 3.568</td> <td> 5.007</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_223</th> <td> 2.2187</td> <td> 0.364</td> <td> 6.098</td> <td> 0.000</td> <td> 1.505</td> <td> 2.932</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_224</th> <td> 2.1075</td> <td> 0.369</td> <td> 5.715</td> <td> 0.000</td> <td> 1.385</td> <td> 2.830</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_225</th> <td> 5.2119</td> <td> 0.380</td> <td> 13.716</td> <td> 0.000</td> <td> 4.467</td> <td> 5.957</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_226</th> <td> 5.4682</td> <td> 0.377</td> <td> 14.503</td> <td> 0.000</td> <td> 4.729</td> <td> 6.207</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_227</th> <td> 2.9357</td> <td> 0.364</td> <td> 8.061</td> <td> 0.000</td> <td> 2.222</td> <td> 3.650</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_228</th> <td> 4.9686</td> <td> 0.369</td> <td> 13.456</td> <td> 0.000</td> <td> 4.245</td> <td> 5.692</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_229</th> <td> 4.5077</td> <td> 0.369</td> <td> 12.201</td> <td> 0.000</td> <td> 3.783</td> <td> 5.232</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_230</th> <td> 4.2861</td> <td> 0.374</td> <td> 11.467</td> <td> 0.000</td> <td> 3.553</td> <td> 5.019</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_231</th> <td> 2.6536</td> <td> 0.364</td> <td> 7.291</td> <td> 0.000</td> <td> 1.940</td> <td> 3.367</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_232</th> <td> 2.9703</td> <td> 0.369</td> <td> 8.054</td> <td> 0.000</td> <td> 2.247</td> <td> 3.693</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_233</th> <td> 3.3797</td> <td> 0.364</td> <td> 9.287</td> <td> 0.000</td> <td> 2.666</td> <td> 4.093</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_234</th> <td> 1.4718</td> <td> 0.359</td> <td> 4.105</td> <td> 0.000</td> <td> 0.769</td> <td> 2.175</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_235</th> <td> 5.1392</td> <td> 0.374</td> <td> 13.747</td> <td> 0.000</td> <td> 4.406</td> <td> 5.872</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_236</th> <td> 3.9033</td> <td> 0.375</td> <td> 10.412</td> <td> 0.000</td> <td> 3.168</td> <td> 4.638</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_237</th> <td> 2.8572</td> <td> 0.366</td> <td> 7.817</td> <td> 0.000</td> <td> 2.141</td> <td> 3.574</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_238</th> <td> 3.9328</td> <td> 0.370</td> <td> 10.621</td> <td> 0.000</td> <td> 3.207</td> <td> 4.659</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_239</th> <td> 2.0023</td> <td> 0.367</td> <td> 5.461</td> <td> 0.000</td> <td> 1.284</td> <td> 2.721</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_240</th> <td> 4.0751</td> <td> 0.370</td> <td> 11.022</td> <td> 0.000</td> <td> 3.350</td> <td> 4.800</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_241</th> <td> 3.4087</td> <td> 0.366</td> <td> 9.314</td> <td> 0.000</td> <td> 2.691</td> <td> 4.126</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_242</th> <td> 4.9675</td> <td> 0.369</td> <td> 13.450</td> <td> 0.000</td> <td> 4.244</td> <td> 5.691</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_243</th> <td> 3.9402</td> <td> 0.367</td> <td> 10.726</td> <td> 0.000</td> <td> 3.220</td> <td> 4.660</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_244</th> <td> 4.2058</td> <td> 0.373</td> <td> 11.288</td> <td> 0.000</td> <td> 3.475</td> <td> 4.936</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_245</th> <td> 3.8262</td> <td> 0.374</td> <td> 10.234</td> <td> 0.000</td> <td> 3.093</td> <td> 4.559</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_246</th> <td> 2.0389</td> <td> 0.359</td> <td> 5.672</td> <td> 0.000</td> <td> 1.334</td> <td> 2.744</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_247</th> <td> 2.5218</td> <td> 0.373</td> <td> 6.754</td> <td> 0.000</td> <td> 1.790</td> <td> 3.254</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_248</th> <td> 2.7992</td> <td> 0.364</td> <td> 7.681</td> <td> 0.000</td> <td> 2.085</td> <td> 3.514</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_249</th> <td> 1.5409</td> <td> 0.362</td> <td> 4.252</td> <td> 0.000</td> <td> 0.830</td> <td> 2.251</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_250</th> <td> 4.7537</td> <td> 0.373</td> <td> 12.754</td> <td> 0.000</td> <td> 4.023</td> <td> 5.484</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_251</th> <td> 4.1348</td> <td> 0.366</td> <td> 11.310</td> <td> 0.000</td> <td> 3.418</td> <td> 4.851</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_252</th> <td> 2.0376</td> <td> 0.363</td> <td> 5.610</td> <td> 0.000</td> <td> 1.326</td> <td> 2.750</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_253</th> <td> 3.0242</td> <td> 0.361</td> <td> 8.373</td> <td> 0.000</td> <td> 2.316</td> <td> 3.732</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_254</th> <td> 3.3087</td> <td> 0.368</td> <td> 8.989</td> <td> 0.000</td> <td> 2.587</td> <td> 4.030</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_255</th> <td> 5.6474</td> <td> 0.382</td> <td> 14.783</td> <td> 0.000</td> <td> 4.899</td> <td> 6.396</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_256</th> <td> 4.3822</td> <td> 0.371</td> <td> 11.820</td> <td> 0.000</td> <td> 3.655</td> <td> 5.109</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_257</th> <td> 3.0644</td> <td> 0.359</td> <td> 8.533</td> <td> 0.000</td> <td> 2.360</td> <td> 3.768</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_258</th> <td> 3.1692</td> <td> 0.366</td> <td> 8.657</td> <td> 0.000</td> <td> 2.452</td> <td> 3.887</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_259</th> <td> 3.9215</td> <td> 0.372</td> <td> 10.529</td> <td> 0.000</td> <td> 3.191</td> <td> 4.652</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_260</th> <td> 3.7529</td> <td> 0.369</td> <td> 10.163</td> <td> 0.000</td> <td> 3.029</td> <td> 4.477</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_261</th> <td> 3.6213</td> <td> 0.368</td> <td> 9.850</td> <td> 0.000</td> <td> 2.901</td> <td> 4.342</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_262</th> <td> 3.6772</td> <td> 0.371</td> <td> 9.911</td> <td> 0.000</td> <td> 2.950</td> <td> 4.405</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_263</th> <td> 4.3026</td> <td> 0.377</td> <td> 11.414</td> <td> 0.000</td> <td> 3.564</td> <td> 5.041</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_264</th> <td> 2.7633</td> <td> 0.366</td> <td> 7.541</td> <td> 0.000</td> <td> 2.045</td> <td> 3.482</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_265</th> <td> 3.4876</td> <td> 0.375</td> <td> 9.308</td> <td> 0.000</td> <td> 2.753</td> <td> 4.222</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_266</th> <td> 3.6101</td> <td> 0.363</td> <td> 9.932</td> <td> 0.000</td> <td> 2.898</td> <td> 4.323</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_267</th> <td> 2.9150</td> <td> 0.367</td> <td> 7.940</td> <td> 0.000</td> <td> 2.195</td> <td> 3.635</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_268</th> <td> 3.5700</td> <td> 0.377</td> <td> 9.480</td> <td> 0.000</td> <td> 2.832</td> <td> 4.308</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_269</th> <td> 4.2657</td> <td> 0.372</td> <td> 11.453</td> <td> 0.000</td> <td> 3.536</td> <td> 4.996</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_270</th> <td> 4.1046</td> <td> 0.365</td> <td> 11.247</td> <td> 0.000</td> <td> 3.389</td> <td> 4.820</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_271</th> <td> 5.7596</td> <td> 0.373</td> <td> 15.426</td> <td> 0.000</td> <td> 5.028</td> <td> 6.491</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_272</th> <td> 2.5013</td> <td> 0.361</td> <td> 6.924</td> <td> 0.000</td> <td> 1.793</td> <td> 3.210</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_273</th> <td> 3.2357</td> <td> 0.366</td> <td> 8.850</td> <td> 0.000</td> <td> 2.519</td> <td> 3.952</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_274</th> <td> 2.7299</td> <td> 0.365</td> <td> 7.488</td> <td> 0.000</td> <td> 2.015</td> <td> 3.445</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_275</th> <td> 4.4645</td> <td> 0.371</td> <td> 12.036</td> <td> 0.000</td> <td> 3.737</td> <td> 5.192</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_276</th> <td> 4.1481</td> <td> 0.377</td> <td> 10.995</td> <td> 0.000</td> <td> 3.409</td> <td> 4.888</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_277</th> <td> 3.5866</td> <td> 0.367</td> <td> 9.773</td> <td> 0.000</td> <td> 2.867</td> <td> 4.306</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_278</th> <td> 4.1912</td> <td> 0.371</td> <td> 11.309</td> <td> 0.000</td> <td> 3.465</td> <td> 4.918</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_279</th> <td> 3.3322</td> <td> 0.370</td> <td> 9.013</td> <td> 0.000</td> <td> 2.607</td> <td> 4.057</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_280</th> <td> 4.7220</td> <td> 0.369</td> <td> 12.782</td> <td> 0.000</td> <td> 3.998</td> <td> 5.446</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_281</th> <td> 3.5439</td> <td> 0.367</td> <td> 9.653</td> <td> 0.000</td> <td> 2.824</td> <td> 4.264</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_282</th> <td> 1.4030</td> <td> 0.359</td> <td> 3.903</td> <td> 0.000</td> <td> 0.698</td> <td> 2.108</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_283</th> <td> 5.1328</td> <td> 0.375</td> <td> 13.694</td> <td> 0.000</td> <td> 4.398</td> <td> 5.867</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_284</th> <td> 2.4967</td> <td> 0.363</td> <td> 6.880</td> <td> 0.000</td> <td> 1.785</td> <td> 3.208</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_285</th> <td> 5.0683</td> <td> 0.371</td> <td> 13.650</td> <td> 0.000</td> <td> 4.340</td> <td> 5.796</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_286</th> <td> 1.7841</td> <td> 0.364</td> <td> 4.898</td> <td> 0.000</td> <td> 1.070</td> <td> 2.498</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_287</th> <td> 1.0787</td> <td> 0.362</td> <td> 2.976</td> <td> 0.003</td> <td> 0.368</td> <td> 1.789</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_288</th> <td> 2.7961</td> <td> 0.363</td> <td> 7.702</td> <td> 0.000</td> <td> 2.084</td> <td> 3.508</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_289</th> <td> 3.4267</td> <td> 0.365</td> <td> 9.396</td> <td> 0.000</td> <td> 2.712</td> <td> 4.142</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_290</th> <td> 3.5138</td> <td> 0.370</td> <td> 9.491</td> <td> 0.000</td> <td> 2.788</td> <td> 4.239</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_291</th> <td> 4.3142</td> <td> 0.367</td> <td> 11.743</td> <td> 0.000</td> <td> 3.594</td> <td> 5.034</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_292</th> <td> 3.8270</td> <td> 0.372</td> <td> 10.283</td> <td> 0.000</td> <td> 3.097</td> <td> 4.557</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_293</th> <td> 1.1143</td> <td> 0.360</td> <td> 3.093</td> <td> 0.002</td> <td> 0.408</td> <td> 1.821</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_294</th> <td> 4.5266</td> <td> 0.372</td> <td> 12.163</td> <td> 0.000</td> <td> 3.797</td> <td> 5.256</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_295</th> <td> 3.0940</td> <td> 0.365</td> <td> 8.483</td> <td> 0.000</td> <td> 2.379</td> <td> 3.809</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_296</th> <td> 6.6217</td> <td> 0.387</td> <td> 17.132</td> <td> 0.000</td> <td> 5.864</td> <td> 7.379</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_297</th> <td> 4.3149</td> <td> 0.377</td> <td> 11.433</td> <td> 0.000</td> <td> 3.575</td> <td> 5.055</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_298</th> <td> 4.8631</td> <td> 0.371</td> <td> 13.097</td> <td> 0.000</td> <td> 4.135</td> <td> 5.591</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_299</th> <td> 3.7449</td> <td> 0.368</td> <td> 10.165</td> <td> 0.000</td> <td> 3.023</td> <td> 4.467</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_300</th> <td> 3.5681</td> <td> 0.367</td> <td> 9.717</td> <td> 0.000</td> <td> 2.848</td> <td> 4.288</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_301</th> <td> 3.0159</td> <td> 0.364</td> <td> 8.287</td> <td> 0.000</td> <td> 2.303</td> <td> 3.729</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_302</th> <td> 2.5883</td> <td> 0.362</td> <td> 7.142</td> <td> 0.000</td> <td> 1.878</td> <td> 3.299</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_303</th> <td> 3.0157</td> <td> 0.364</td> <td> 8.277</td> <td> 0.000</td> <td> 2.301</td> <td> 3.730</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_304</th> <td> 4.7104</td> <td> 0.377</td> <td> 12.505</td> <td> 0.000</td> <td> 3.972</td> <td> 5.449</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_305</th> <td> 0.9968</td> <td> 0.357</td> <td> 2.794</td> <td> 0.005</td> <td> 0.298</td> <td> 1.696</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_306</th> <td> 2.1187</td> <td> 0.358</td> <td> 5.910</td> <td> 0.000</td> <td> 1.416</td> <td> 2.821</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_307</th> <td> 4.8276</td> <td> 0.369</td> <td> 13.091</td> <td> 0.000</td> <td> 4.105</td> <td> 5.550</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_308</th> <td> 4.1053</td> <td> 0.370</td> <td> 11.102</td> <td> 0.000</td> <td> 3.380</td> <td> 4.830</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_309</th> <td> 3.3451</td> <td> 0.370</td> <td> 9.047</td> <td> 0.000</td> <td> 2.620</td> <td> 4.070</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_310</th> <td> 2.4710</td> <td> 0.361</td> <td> 6.846</td> <td> 0.000</td> <td> 1.763</td> <td> 3.178</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_311</th> <td> 4.8141</td> <td> 0.370</td> <td> 13.000</td> <td> 0.000</td> <td> 4.088</td> <td> 5.540</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_312</th> <td> 4.0326</td> <td> 0.369</td> <td> 10.939</td> <td> 0.000</td> <td> 3.310</td> <td> 4.755</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_313</th> <td> 3.2207</td> <td> 0.369</td> <td> 8.727</td> <td> 0.000</td> <td> 2.497</td> <td> 3.944</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_314</th> <td> 3.2116</td> <td> 0.367</td> <td> 8.742</td> <td> 0.000</td> <td> 2.491</td> <td> 3.932</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_315</th> <td> 4.5403</td> <td> 0.377</td> <td> 12.045</td> <td> 0.000</td> <td> 3.801</td> <td> 5.279</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_316</th> <td> 5.0042</td> <td> 0.380</td> <td> 13.169</td> <td> 0.000</td> <td> 4.259</td> <td> 5.749</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_317</th> <td> 3.2079</td> <td> 0.371</td> <td> 8.652</td> <td> 0.000</td> <td> 2.481</td> <td> 3.935</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_318</th> <td> 2.8985</td> <td> 0.369</td> <td> 7.855</td> <td> 0.000</td> <td> 2.175</td> <td> 3.622</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_319</th> <td> 4.0381</td> <td> 0.366</td> <td> 11.041</td> <td> 0.000</td> <td> 3.321</td> <td> 4.755</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_320</th> <td> 3.6404</td> <td> 0.369</td> <td> 9.873</td> <td> 0.000</td> <td> 2.918</td> <td> 4.363</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_321</th> <td> 5.2880</td> <td> 0.373</td> <td> 14.169</td> <td> 0.000</td> <td> 4.556</td> <td> 6.020</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_322</th> <td> 2.5529</td> <td> 0.368</td> <td> 6.931</td> <td> 0.000</td> <td> 1.831</td> <td> 3.275</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_323</th> <td> 5.5112</td> <td> 0.370</td> <td> 14.888</td> <td> 0.000</td> <td> 4.786</td> <td> 6.237</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_324</th> <td> 5.4388</td> <td> 0.382</td> <td> 14.243</td> <td> 0.000</td> <td> 4.690</td> <td> 6.187</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_325</th> <td> 3.1545</td> <td> 0.364</td> <td> 8.664</td> <td> 0.000</td> <td> 2.441</td> <td> 3.868</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_326</th> <td> 4.6133</td> <td> 0.370</td> <td> 12.459</td> <td> 0.000</td> <td> 3.887</td> <td> 5.339</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_327</th> <td> 1.6831</td> <td> 0.359</td> <td> 4.693</td> <td> 0.000</td> <td> 0.980</td> <td> 2.386</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_328</th> <td> 1.1392</td> <td> 0.362</td> <td> 3.147</td> <td> 0.002</td> <td> 0.430</td> <td> 1.849</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_329</th> <td> 4.6573</td> <td> 0.374</td> <td> 12.456</td> <td> 0.000</td> <td> 3.924</td> <td> 5.390</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_330</th> <td> 4.6252</td> <td> 0.367</td> <td> 12.610</td> <td> 0.000</td> <td> 3.906</td> <td> 5.344</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_331</th> <td> 5.1696</td> <td> 0.379</td> <td> 13.648</td> <td> 0.000</td> <td> 4.427</td> <td> 5.912</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_332</th> <td> 3.5542</td> <td> 0.369</td> <td> 9.626</td> <td> 0.000</td> <td> 2.830</td> <td> 4.278</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_333</th> <td> 5.1035</td> <td> 0.374</td> <td> 13.638</td> <td> 0.000</td> <td> 4.370</td> <td> 5.837</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_334</th> <td> 4.6744</td> <td> 0.365</td> <td> 12.803</td> <td> 0.000</td> <td> 3.959</td> <td> 5.390</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_335</th> <td> 4.5324</td> <td> 0.376</td> <td> 12.069</td> <td> 0.000</td> <td> 3.796</td> <td> 5.269</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_336</th> <td> 4.2148</td> <td> 0.379</td> <td> 11.113</td> <td> 0.000</td> <td> 3.471</td> <td> 4.958</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_337</th> <td> 2.5488</td> <td> 0.361</td> <td> 7.059</td> <td> 0.000</td> <td> 1.841</td> <td> 3.257</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_338</th> <td> 2.0082</td> <td> 0.357</td> <td> 5.633</td> <td> 0.000</td> <td> 1.309</td> <td> 2.707</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_339</th> <td> 4.9191</td> <td> 0.373</td> <td> 13.179</td> <td> 0.000</td> <td> 4.187</td> <td> 5.651</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_340</th> <td> 2.5056</td> <td> 0.365</td> <td> 6.872</td> <td> 0.000</td> <td> 1.791</td> <td> 3.220</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_341</th> <td> 3.6211</td> <td> 0.368</td> <td> 9.835</td> <td> 0.000</td> <td> 2.899</td> <td> 4.343</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_342</th> <td> 2.8458</td> <td> 0.363</td> <td> 7.835</td> <td> 0.000</td> <td> 2.134</td> <td> 3.558</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_343</th> <td> 5.4814</td> <td> 0.375</td> <td> 14.613</td> <td> 0.000</td> <td> 4.746</td> <td> 6.217</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_344</th> <td> 4.6454</td> <td> 0.373</td> <td> 12.468</td> <td> 0.000</td> <td> 3.915</td> <td> 5.376</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_345</th> <td> 4.4165</td> <td> 0.372</td> <td> 11.875</td> <td> 0.000</td> <td> 3.687</td> <td> 5.145</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_346</th> <td> 3.5527</td> <td> 0.366</td> <td> 9.704</td> <td> 0.000</td> <td> 2.835</td> <td> 4.270</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_347</th> <td> 1.6494</td> <td> 0.356</td> <td> 4.635</td> <td> 0.000</td> <td> 0.952</td> <td> 2.347</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_348</th> <td> 3.8237</td> <td> 0.367</td> <td> 10.411</td> <td> 0.000</td> <td> 3.104</td> <td> 4.544</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_349</th> <td> 3.2612</td> <td> 0.369</td> <td> 8.841</td> <td> 0.000</td> <td> 2.538</td> <td> 3.984</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_350</th> <td> 0.6695</td> <td> 0.363</td> <td> 1.845</td> <td> 0.065</td> <td> -0.042</td> <td> 1.381</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_351</th> <td> 3.1913</td> <td> 0.364</td> <td> 8.761</td> <td> 0.000</td> <td> 2.477</td> <td> 3.905</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_352</th> <td> 3.5096</td> <td> 0.374</td> <td> 9.391</td> <td> 0.000</td> <td> 2.777</td> <td> 4.242</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_353</th> <td> 2.1615</td> <td> 0.367</td> <td> 5.890</td> <td> 0.000</td> <td> 1.442</td> <td> 2.881</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_354</th> <td> 3.7849</td> <td> 0.375</td> <td> 10.103</td> <td> 0.000</td> <td> 3.051</td> <td> 4.519</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_355</th> <td> 5.3079</td> <td> 0.380</td> <td> 13.977</td> <td> 0.000</td> <td> 4.563</td> <td> 6.052</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_356</th> <td> 3.0275</td> <td> 0.371</td> <td> 8.158</td> <td> 0.000</td> <td> 2.300</td> <td> 3.755</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_357</th> <td> 4.1642</td> <td> 0.376</td> <td> 11.065</td> <td> 0.000</td> <td> 3.426</td> <td> 4.902</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_358</th> <td> 4.5259</td> <td> 0.370</td> <td> 12.247</td> <td> 0.000</td> <td> 3.802</td> <td> 5.250</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_359</th> <td> 2.8937</td> <td> 0.368</td> <td> 7.856</td> <td> 0.000</td> <td> 2.172</td> <td> 3.616</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_360</th> <td> 2.6760</td> <td> 0.361</td> <td> 7.423</td> <td> 0.000</td> <td> 1.969</td> <td> 3.383</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_361</th> <td> 3.0944</td> <td> 0.366</td> <td> 8.446</td> <td> 0.000</td> <td> 2.376</td> <td> 3.813</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_362</th> <td> 2.5949</td> <td> 0.368</td> <td> 7.046</td> <td> 0.000</td> <td> 1.873</td> <td> 3.317</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_363</th> <td> 4.2820</td> <td> 0.372</td> <td> 11.520</td> <td> 0.000</td> <td> 3.553</td> <td> 5.011</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_364</th> <td> 4.1858</td> <td> 0.369</td> <td> 11.348</td> <td> 0.000</td> <td> 3.463</td> <td> 4.909</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_365</th> <td> 0.0016</td> <td> 0.356</td> <td> 0.005</td> <td> 0.996</td> <td> -0.696</td> <td> 0.699</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_366</th> <td> 1.8905</td> <td> 0.365</td> <td> 5.181</td> <td> 0.000</td> <td> 1.175</td> <td> 2.606</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_367</th> <td> 3.2979</td> <td> 0.368</td> <td> 8.957</td> <td> 0.000</td> <td> 2.576</td> <td> 4.020</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_368</th> <td> 5.2947</td> <td> 0.380</td> <td> 13.948</td> <td> 0.000</td> <td> 4.551</td> <td> 6.039</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_369</th> <td> 4.7936</td> <td> 0.373</td> <td> 12.850</td> <td> 0.000</td> <td> 4.062</td> <td> 5.525</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_370</th> <td> 3.7012</td> <td> 0.373</td> <td> 9.913</td> <td> 0.000</td> <td> 2.969</td> <td> 4.433</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_371</th> <td> 2.7321</td> <td> 0.365</td> <td> 7.487</td> <td> 0.000</td> <td> 2.017</td> <td> 3.447</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_372</th> <td> 3.1816</td> <td> 0.362</td> <td> 8.785</td> <td> 0.000</td> <td> 2.472</td> <td> 3.892</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_373</th> <td> 2.3015</td> <td> 0.362</td> <td> 6.357</td> <td> 0.000</td> <td> 1.592</td> <td> 3.011</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_374</th> <td> 4.3513</td> <td> 0.373</td> <td> 11.669</td> <td> 0.000</td> <td> 3.620</td> <td> 5.082</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_375</th> <td> 2.3958</td> <td> 0.367</td> <td> 6.536</td> <td> 0.000</td> <td> 1.677</td> <td> 3.114</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_376</th> <td> 4.2568</td> <td> 0.376</td> <td> 11.319</td> <td> 0.000</td> <td> 3.520</td> <td> 4.994</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_377</th> <td> 2.5673</td> <td> 0.361</td> <td> 7.108</td> <td> 0.000</td> <td> 1.859</td> <td> 3.275</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_378</th> <td> 3.2029</td> <td> 0.369</td> <td> 8.668</td> <td> 0.000</td> <td> 2.479</td> <td> 3.927</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_379</th> <td> 3.7677</td> <td> 0.367</td> <td> 10.279</td> <td> 0.000</td> <td> 3.049</td> <td> 4.486</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_380</th> <td> 3.9690</td> <td> 0.370</td> <td> 10.722</td> <td> 0.000</td> <td> 3.243</td> <td> 4.695</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_381</th> <td> 4.0489</td> <td> 0.368</td> <td> 11.000</td> <td> 0.000</td> <td> 3.327</td> <td> 4.770</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_382</th> <td> 3.1580</td> <td> 0.364</td> <td> 8.680</td> <td> 0.000</td> <td> 2.445</td> <td> 3.871</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_383</th> <td> 3.0657</td> <td> 0.367</td> <td> 8.343</td> <td> 0.000</td> <td> 2.345</td> <td> 3.786</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_384</th> <td> 2.7955</td> <td> 0.363</td> <td> 7.698</td> <td> 0.000</td> <td> 2.084</td> <td> 3.507</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_385</th> <td> 0.6698</td> <td> 0.361</td> <td> 1.854</td> <td> 0.064</td> <td> -0.039</td> <td> 1.378</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_386</th> <td> 3.9965</td> <td> 0.372</td> <td> 10.756</td> <td> 0.000</td> <td> 3.268</td> <td> 4.725</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_387</th> <td> 3.6894</td> <td> 0.364</td> <td> 10.136</td> <td> 0.000</td> <td> 2.976</td> <td> 4.403</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_388</th> <td> 4.5062</td> <td> 0.379</td> <td> 11.905</td> <td> 0.000</td> <td> 3.764</td> <td> 5.248</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_389</th> <td> 3.9019</td> <td> 0.370</td> <td> 10.557</td> <td> 0.000</td> <td> 3.177</td> <td> 4.626</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_390</th> <td> 4.1400</td> <td> 0.365</td> <td> 11.353</td> <td> 0.000</td> <td> 3.425</td> <td> 4.855</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_391</th> <td> 3.2598</td> <td> 0.369</td> <td> 8.836</td> <td> 0.000</td> <td> 2.537</td> <td> 3.983</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_392</th> <td> 4.5867</td> <td> 0.376</td> <td> 12.188</td> <td> 0.000</td> <td> 3.849</td> <td> 5.324</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_393</th> <td> 3.7592</td> <td> 0.367</td> <td> 10.245</td> <td> 0.000</td> <td> 3.040</td> <td> 4.479</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_394</th> <td> 1.7333</td> <td> 0.357</td> <td> 4.852</td> <td> 0.000</td> <td> 1.033</td> <td> 2.434</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_395</th> <td> 2.2240</td> <td> 0.364</td> <td> 6.116</td> <td> 0.000</td> <td> 1.511</td> <td> 2.937</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_396</th> <td> 5.1707</td> <td> 0.372</td> <td> 13.917</td> <td> 0.000</td> <td> 4.442</td> <td> 5.899</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_397</th> <td> 3.2703</td> <td> 0.374</td> <td> 8.735</td> <td> 0.000</td> <td> 2.536</td> <td> 4.004</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_398</th> <td> 3.2951</td> <td> 0.368</td> <td> 8.942</td> <td> 0.000</td> <td> 2.573</td> <td> 4.017</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_399</th> <td> 3.2475</td> <td> 0.369</td> <td> 8.806</td> <td> 0.000</td> <td> 2.525</td> <td> 3.970</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_400</th> <td> 4.4095</td> <td> 0.380</td> <td> 11.600</td> <td> 0.000</td> <td> 3.664</td> <td> 5.155</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_401</th> <td> 6.2466</td> <td> 0.385</td> <td> 16.206</td> <td> 0.000</td> <td> 5.491</td> <td> 7.002</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_402</th> <td> 3.1832</td> <td> 0.370</td> <td> 8.614</td> <td> 0.000</td> <td> 2.459</td> <td> 3.908</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_403</th> <td> 2.1849</td> <td> 0.362</td> <td> 6.031</td> <td> 0.000</td> <td> 1.475</td> <td> 2.895</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_404</th> <td> 2.7070</td> <td> 0.369</td> <td> 7.334</td> <td> 0.000</td> <td> 1.983</td> <td> 3.430</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_405</th> <td> 1.5719</td> <td> 0.366</td> <td> 4.298</td> <td> 0.000</td> <td> 0.855</td> <td> 2.289</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_406</th> <td> 2.2781</td> <td> 0.368</td> <td> 6.184</td> <td> 0.000</td> <td> 1.556</td> <td> 3.000</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_407</th> <td> 3.2762</td> <td> 0.368</td> <td> 8.910</td> <td> 0.000</td> <td> 2.555</td> <td> 3.997</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_408</th> <td> 3.4159</td> <td> 0.366</td> <td> 9.339</td> <td> 0.000</td> <td> 2.699</td> <td> 4.133</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_409</th> <td> 3.5793</td> <td> 0.370</td> <td> 9.686</td> <td> 0.000</td> <td> 2.855</td> <td> 4.304</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_410</th> <td> 2.9818</td> <td> 0.368</td> <td> 8.101</td> <td> 0.000</td> <td> 2.260</td> <td> 3.703</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_411</th> <td> 2.8366</td> <td> 0.369</td> <td> 7.685</td> <td> 0.000</td> <td> 2.113</td> <td> 3.560</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_412</th> <td> 4.0165</td> <td> 0.376</td> <td> 10.692</td> <td> 0.000</td> <td> 3.280</td> <td> 4.753</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_413</th> <td> 1.8860</td> <td> 0.356</td> <td> 5.304</td> <td> 0.000</td> <td> 1.189</td> <td> 2.583</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_414</th> <td> 3.1169</td> <td> 0.367</td> <td> 8.485</td> <td> 0.000</td> <td> 2.397</td> <td> 3.837</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_415</th> <td> 2.0163</td> <td> 0.361</td> <td> 5.585</td> <td> 0.000</td> <td> 1.309</td> <td> 2.724</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_416</th> <td> 4.0782</td> <td> 0.379</td> <td> 10.756</td> <td> 0.000</td> <td> 3.335</td> <td> 4.821</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_417</th> <td> 3.5146</td> <td> 0.367</td> <td> 9.565</td> <td> 0.000</td> <td> 2.794</td> <td> 4.235</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_418</th> <td> 2.8067</td> <td> 0.370</td> <td> 7.596</td> <td> 0.000</td> <td> 2.082</td> <td> 3.531</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_419</th> <td> 4.6238</td> <td> 0.372</td> <td> 12.444</td> <td> 0.000</td> <td> 3.895</td> <td> 5.352</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_420</th> <td> 3.1146</td> <td> 0.363</td> <td> 8.572</td> <td> 0.000</td> <td> 2.402</td> <td> 3.827</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_421</th> <td> 4.9283</td> <td> 0.377</td> <td> 13.083</td> <td> 0.000</td> <td> 4.190</td> <td> 5.667</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_422</th> <td> 6.2381</td> <td> 0.380</td> <td> 16.404</td> <td> 0.000</td> <td> 5.493</td> <td> 6.983</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_423</th> <td> 3.2206</td> <td> 0.366</td> <td> 8.789</td> <td> 0.000</td> <td> 2.502</td> <td> 3.939</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_424</th> <td> 3.4014</td> <td> 0.371</td> <td> 9.181</td> <td> 0.000</td> <td> 2.675</td> <td> 4.128</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_425</th> <td> 2.8806</td> <td> 0.369</td> <td> 7.798</td> <td> 0.000</td> <td> 2.156</td> <td> 3.605</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_426</th> <td> 2.9379</td> <td> 0.365</td> <td> 8.059</td> <td> 0.000</td> <td> 2.223</td> <td> 3.652</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_427</th> <td> 1.8640</td> <td> 0.359</td> <td> 5.195</td> <td> 0.000</td> <td> 1.161</td> <td> 2.567</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_428</th> <td> 2.8880</td> <td> 0.367</td> <td> 7.867</td> <td> 0.000</td> <td> 2.168</td> <td> 3.608</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_429</th> <td> 1.8346</td> <td> 0.362</td> <td> 5.074</td> <td> 0.000</td> <td> 1.126</td> <td> 2.543</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_430</th> <td> 3.3965</td> <td> 0.370</td> <td> 9.190</td> <td> 0.000</td> <td> 2.672</td> <td> 4.121</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_431</th> <td> 3.0651</td> <td> 0.364</td> <td> 8.419</td> <td> 0.000</td> <td> 2.351</td> <td> 3.779</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_432</th> <td> 2.1087</td> <td> 0.368</td> <td> 5.733</td> <td> 0.000</td> <td> 1.388</td> <td> 2.830</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_433</th> <td> 3.5397</td> <td> 0.362</td> <td> 9.775</td> <td> 0.000</td> <td> 2.830</td> <td> 4.250</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_434</th> <td> 1.4133</td> <td> 0.357</td> <td> 3.954</td> <td> 0.000</td> <td> 0.713</td> <td> 2.114</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_435</th> <td> 1.9173</td> <td> 0.365</td> <td> 5.251</td> <td> 0.000</td> <td> 1.202</td> <td> 2.633</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_436</th> <td> 4.7046</td> <td> 0.377</td> <td> 12.483</td> <td> 0.000</td> <td> 3.966</td> <td> 5.443</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_437</th> <td> 5.3909</td> <td> 0.377</td> <td> 14.290</td> <td> 0.000</td> <td> 4.651</td> <td> 6.130</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_438</th> <td> 4.1926</td> <td> 0.371</td> <td> 11.291</td> <td> 0.000</td> <td> 3.465</td> <td> 4.920</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_439</th> <td> 3.8701</td> <td> 0.373</td> <td> 10.377</td> <td> 0.000</td> <td> 3.139</td> <td> 4.601</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_440</th> <td> 1.2950</td> <td> 0.361</td> <td> 3.590</td> <td> 0.000</td> <td> 0.588</td> <td> 2.002</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_441</th> <td> 4.9824</td> <td> 0.368</td> <td> 13.528</td> <td> 0.000</td> <td> 4.260</td> <td> 5.704</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_442</th> <td> 5.2312</td> <td> 0.377</td> <td> 13.869</td> <td> 0.000</td> <td> 4.492</td> <td> 5.971</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_443</th> <td> 3.9582</td> <td> 0.372</td> <td> 10.632</td> <td> 0.000</td> <td> 3.228</td> <td> 4.688</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_444</th> <td> 3.9613</td> <td> 0.370</td> <td> 10.701</td> <td> 0.000</td> <td> 3.236</td> <td> 4.687</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_445</th> <td> 2.8627</td> <td> 0.368</td> <td> 7.776</td> <td> 0.000</td> <td> 2.141</td> <td> 3.584</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_446</th> <td> 3.2547</td> <td> 0.362</td> <td> 8.993</td> <td> 0.000</td> <td> 2.545</td> <td> 3.964</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_447</th> <td> 4.3280</td> <td> 0.368</td> <td> 11.755</td> <td> 0.000</td> <td> 3.606</td> <td> 5.050</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_448</th> <td> 3.9952</td> <td> 0.371</td> <td> 10.774</td> <td> 0.000</td> <td> 3.268</td> <td> 4.722</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_449</th> <td> 5.0339</td> <td> 0.376</td> <td> 13.391</td> <td> 0.000</td> <td> 4.297</td> <td> 5.771</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_450</th> <td> 1.6045</td> <td> 0.358</td> <td> 4.481</td> <td> 0.000</td> <td> 0.903</td> <td> 2.306</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_451</th> <td> 3.4754</td> <td> 0.369</td> <td> 9.424</td> <td> 0.000</td> <td> 2.753</td> <td> 4.198</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_452</th> <td> 0.8788</td> <td> 0.360</td> <td> 2.438</td> <td> 0.015</td> <td> 0.172</td> <td> 1.585</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_453</th> <td> 2.9870</td> <td> 0.366</td> <td> 8.172</td> <td> 0.000</td> <td> 2.271</td> <td> 3.703</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_454</th> <td> 4.3681</td> <td> 0.372</td> <td> 11.743</td> <td> 0.000</td> <td> 3.639</td> <td> 5.097</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_455</th> <td> 5.1987</td> <td> 0.370</td> <td> 14.043</td> <td> 0.000</td> <td> 4.473</td> <td> 5.924</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_456</th> <td> 4.5629</td> <td> 0.368</td> <td> 12.384</td> <td> 0.000</td> <td> 3.841</td> <td> 5.285</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_457</th> <td> 4.1704</td> <td> 0.372</td> <td> 11.224</td> <td> 0.000</td> <td> 3.442</td> <td> 4.899</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_458</th> <td> 4.5508</td> <td> 0.372</td> <td> 12.237</td> <td> 0.000</td> <td> 3.822</td> <td> 5.280</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_459</th> <td> 3.9225</td> <td> 0.373</td> <td> 10.518</td> <td> 0.000</td> <td> 3.191</td> <td> 4.654</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_460</th> <td> 4.0344</td> <td> 0.372</td> <td> 10.837</td> <td> 0.000</td> <td> 3.305</td> <td> 4.764</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_461</th> <td> 2.9438</td> <td> 0.368</td> <td> 7.992</td> <td> 0.000</td> <td> 2.222</td> <td> 3.666</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_462</th> <td> 3.6337</td> <td> 0.368</td> <td> 9.880</td> <td> 0.000</td> <td> 2.913</td> <td> 4.355</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_463</th> <td> 6.4263</td> <td> 0.388</td> <td> 16.546</td> <td> 0.000</td> <td> 5.665</td> <td> 7.188</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_464</th> <td> 1.0422</td> <td> 0.357</td> <td> 2.923</td> <td> 0.003</td> <td> 0.343</td> <td> 1.741</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_465</th> <td> 2.9141</td> <td> 0.370</td> <td> 7.874</td> <td> 0.000</td> <td> 2.189</td> <td> 3.640</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_466</th> <td> 3.0005</td> <td> 0.369</td> <td> 8.133</td> <td> 0.000</td> <td> 2.277</td> <td> 3.724</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_467</th> <td> 2.7458</td> <td> 0.366</td> <td> 7.498</td> <td> 0.000</td> <td> 2.028</td> <td> 3.464</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_468</th> <td> 3.4265</td> <td> 0.369</td> <td> 9.277</td> <td> 0.000</td> <td> 2.702</td> <td> 4.151</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_469</th> <td> 3.8220</td> <td> 0.375</td> <td> 10.185</td> <td> 0.000</td> <td> 3.086</td> <td> 4.558</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_470</th> <td> 6.3348</td> <td> 0.378</td> <td> 16.749</td> <td> 0.000</td> <td> 5.593</td> <td> 7.076</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_471</th> <td> 3.9495</td> <td> 0.369</td> <td> 10.699</td> <td> 0.000</td> <td> 3.226</td> <td> 4.673</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_472</th> <td> 3.3985</td> <td> 0.365</td> <td> 9.317</td> <td> 0.000</td> <td> 2.683</td> <td> 4.114</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_473</th> <td> 4.8540</td> <td> 0.377</td> <td> 12.888</td> <td> 0.000</td> <td> 4.116</td> <td> 5.592</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_474</th> <td> 3.8313</td> <td> 0.370</td> <td> 10.357</td> <td> 0.000</td> <td> 3.106</td> <td> 4.556</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_475</th> <td> 4.3632</td> <td> 0.373</td> <td> 11.685</td> <td> 0.000</td> <td> 3.631</td> <td> 5.095</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_476</th> <td> 3.7638</td> <td> 0.366</td> <td> 10.290</td> <td> 0.000</td> <td> 3.047</td> <td> 4.481</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_477</th> <td> 2.3319</td> <td> 0.365</td> <td> 6.383</td> <td> 0.000</td> <td> 1.616</td> <td> 3.048</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_478</th> <td> 1.8084</td> <td> 0.362</td> <td> 4.996</td> <td> 0.000</td> <td> 1.099</td> <td> 2.518</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_479</th> <td> 1.5858</td> <td> 0.361</td> <td> 4.392</td> <td> 0.000</td> <td> 0.878</td> <td> 2.294</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_480</th> <td> 4.2767</td> <td> 0.368</td> <td> 11.615</td> <td> 0.000</td> <td> 3.555</td> <td> 4.999</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_481</th> <td> 0.4259</td> <td> 0.352</td> <td> 1.209</td> <td> 0.227</td> <td> -0.265</td> <td> 1.117</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_482</th> <td> 4.0305</td> <td> 0.370</td> <td> 10.894</td> <td> 0.000</td> <td> 3.305</td> <td> 4.756</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_483</th> <td> 3.7264</td> <td> 0.368</td> <td> 10.131</td> <td> 0.000</td> <td> 3.005</td> <td> 4.447</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_484</th> <td> 2.8307</td> <td> 0.363</td> <td> 7.793</td> <td> 0.000</td> <td> 2.119</td> <td> 3.543</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_485</th> <td> 4.1308</td> <td> 0.376</td> <td> 10.996</td> <td> 0.000</td> <td> 3.394</td> <td> 4.867</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_486</th> <td> 3.8313</td> <td> 0.367</td> <td> 10.433</td> <td> 0.000</td> <td> 3.111</td> <td> 4.551</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_487</th> <td> 4.2524</td> <td> 0.369</td> <td> 11.535</td> <td> 0.000</td> <td> 3.530</td> <td> 4.975</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_488</th> <td> 3.3875</td> <td> 0.369</td> <td> 9.181</td> <td> 0.000</td> <td> 2.664</td> <td> 4.111</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_489</th> <td> 3.9745</td> <td> 0.363</td> <td> 10.938</td> <td> 0.000</td> <td> 3.262</td> <td> 4.687</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_490</th> <td> 3.0947</td> <td> 0.369</td> <td> 8.385</td> <td> 0.000</td> <td> 2.371</td> <td> 3.818</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_491</th> <td> 5.2254</td> <td> 0.373</td> <td> 13.997</td> <td> 0.000</td> <td> 4.494</td> <td> 5.957</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_492</th> <td> 4.2437</td> <td> 0.366</td> <td> 11.582</td> <td> 0.000</td> <td> 3.525</td> <td> 4.962</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_493</th> <td> 3.5092</td> <td> 0.367</td> <td> 9.568</td> <td> 0.000</td> <td> 2.790</td> <td> 4.228</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_494</th> <td> 1.6502</td> <td> 0.361</td> <td> 4.569</td> <td> 0.000</td> <td> 0.942</td> <td> 2.358</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_495</th> <td> 3.1551</td> <td> 0.371</td> <td> 8.493</td> <td> 0.000</td> <td> 2.427</td> <td> 3.883</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_496</th> <td> 2.5373</td> <td> 0.365</td> <td> 6.955</td> <td> 0.000</td> <td> 1.822</td> <td> 3.252</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_497</th> <td> 3.6649</td> <td> 0.367</td> <td> 9.993</td> <td> 0.000</td> <td> 2.946</td> <td> 4.384</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_498</th> <td> 4.6382</td> <td> 0.373</td> <td> 12.430</td> <td> 0.000</td> <td> 3.907</td> <td> 5.370</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_499</th> <td> 2.8960</td> <td> 0.366</td> <td> 7.903</td> <td> 0.000</td> <td> 2.178</td> <td> 3.614</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_500</th> <td> 3.8761</td> <td> 0.376</td> <td> 10.319</td> <td> 0.000</td> <td> 3.140</td> <td> 4.612</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_501</th> <td> 3.1303</td> <td> 0.362</td> <td> 8.642</td> <td> 0.000</td> <td> 2.420</td> <td> 3.840</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_502</th> <td> 1.5662</td> <td> 0.365</td> <td> 4.293</td> <td> 0.000</td> <td> 0.851</td> <td> 2.281</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_503</th> <td> 3.2412</td> <td> 0.370</td> <td> 8.757</td> <td> 0.000</td> <td> 2.516</td> <td> 3.967</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_504</th> <td> 3.5387</td> <td> 0.371</td> <td> 9.540</td> <td> 0.000</td> <td> 2.812</td> <td> 4.266</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_505</th> <td> 2.6165</td> <td> 0.367</td> <td> 7.135</td> <td> 0.000</td> <td> 1.898</td> <td> 3.335</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_506</th> <td> 3.7101</td> <td> 0.374</td> <td> 9.919</td> <td> 0.000</td> <td> 2.977</td> <td> 4.443</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_507</th> <td> 2.5167</td> <td> 0.367</td> <td> 6.853</td> <td> 0.000</td> <td> 1.797</td> <td> 3.237</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_508</th> <td> 5.8901</td> <td> 0.381</td> <td> 15.442</td> <td> 0.000</td> <td> 5.142</td> <td> 6.638</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_509</th> <td> 6.1418</td> <td> 0.378</td> <td> 16.244</td> <td> 0.000</td> <td> 5.401</td> <td> 6.883</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_510</th> <td> 4.1379</td> <td> 0.371</td> <td> 11.150</td> <td> 0.000</td> <td> 3.410</td> <td> 4.865</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_511</th> <td> 2.0224</td> <td> 0.365</td> <td> 5.538</td> <td> 0.000</td> <td> 1.307</td> <td> 2.738</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_512</th> <td> 3.1550</td> <td> 0.372</td> <td> 8.474</td> <td> 0.000</td> <td> 2.425</td> <td> 3.885</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_513</th> <td> 4.6128</td> <td> 0.375</td> <td> 12.317</td> <td> 0.000</td> <td> 3.879</td> <td> 5.347</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_514</th> <td> 2.1247</td> <td> 0.364</td> <td> 5.843</td> <td> 0.000</td> <td> 1.412</td> <td> 2.838</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_515</th> <td> 2.2789</td> <td> 0.364</td> <td> 6.254</td> <td> 0.000</td> <td> 1.565</td> <td> 2.993</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_516</th> <td> 3.7257</td> <td> 0.367</td> <td> 10.156</td> <td> 0.000</td> <td> 3.007</td> <td> 4.445</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_517</th> <td> 3.4058</td> <td> 0.368</td> <td> 9.254</td> <td> 0.000</td> <td> 2.684</td> <td> 4.127</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_518</th> <td> 5.5890</td> <td> 0.375</td> <td> 14.886</td> <td> 0.000</td> <td> 4.853</td> <td> 6.325</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_519</th> <td> 3.5208</td> <td> 0.369</td> <td> 9.541</td> <td> 0.000</td> <td> 2.797</td> <td> 4.244</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_520</th> <td> 3.6658</td> <td> 0.372</td> <td> 9.847</td> <td> 0.000</td> <td> 2.936</td> <td> 4.396</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_521</th> <td> 3.7680</td> <td> 0.365</td> <td> 10.320</td> <td> 0.000</td> <td> 3.052</td> <td> 4.484</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_522</th> <td> 4.9403</td> <td> 0.375</td> <td> 13.170</td> <td> 0.000</td> <td> 4.205</td> <td> 5.676</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_523</th> <td> 2.6604</td> <td> 0.364</td> <td> 7.301</td> <td> 0.000</td> <td> 1.946</td> <td> 3.375</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_524</th> <td> 3.7655</td> <td> 0.373</td> <td> 10.097</td> <td> 0.000</td> <td> 3.034</td> <td> 4.497</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_525</th> <td> 2.9233</td> <td> 0.365</td> <td> 8.010</td> <td> 0.000</td> <td> 2.208</td> <td> 3.639</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_526</th> <td> 4.5106</td> <td> 0.375</td> <td> 12.038</td> <td> 0.000</td> <td> 3.776</td> <td> 5.245</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_527</th> <td> 3.4731</td> <td> 0.365</td> <td> 9.522</td> <td> 0.000</td> <td> 2.758</td> <td> 4.188</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_528</th> <td> 3.3037</td> <td> 0.369</td> <td> 8.960</td> <td> 0.000</td> <td> 2.581</td> <td> 4.026</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_529</th> <td> 5.0604</td> <td> 0.377</td> <td> 13.435</td> <td> 0.000</td> <td> 4.322</td> <td> 5.799</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_530</th> <td> 5.3643</td> <td> 0.378</td> <td> 14.191</td> <td> 0.000</td> <td> 4.623</td> <td> 6.105</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_531</th> <td> 5.4713</td> <td> 0.381</td> <td> 14.368</td> <td> 0.000</td> <td> 4.725</td> <td> 6.218</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_532</th> <td> 3.7396</td> <td> 0.366</td> <td> 10.219</td> <td> 0.000</td> <td> 3.022</td> <td> 4.457</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_533</th> <td> 3.6697</td> <td> 0.369</td> <td> 9.932</td> <td> 0.000</td> <td> 2.945</td> <td> 4.394</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_534</th> <td> 3.2474</td> <td> 0.368</td> <td> 8.816</td> <td> 0.000</td> <td> 2.525</td> <td> 3.969</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_535</th> <td> 2.7457</td> <td> 0.370</td> <td> 7.428</td> <td> 0.000</td> <td> 2.021</td> <td> 3.470</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_536</th> <td> 5.1722</td> <td> 0.370</td> <td> 13.968</td> <td> 0.000</td> <td> 4.446</td> <td> 5.898</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_537</th> <td> 2.4295</td> <td> 0.363</td> <td> 6.701</td> <td> 0.000</td> <td> 1.719</td> <td> 3.140</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_538</th> <td> 3.5670</td> <td> 0.365</td> <td> 9.773</td> <td> 0.000</td> <td> 2.852</td> <td> 4.282</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_539</th> <td> 3.1167</td> <td> 0.369</td> <td> 8.454</td> <td> 0.000</td> <td> 2.394</td> <td> 3.839</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_540</th> <td> 3.1035</td> <td> 0.364</td> <td> 8.518</td> <td> 0.000</td> <td> 2.389</td> <td> 3.818</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_541</th> <td> 5.0502</td> <td> 0.374</td> <td> 13.488</td> <td> 0.000</td> <td> 4.316</td> <td> 5.784</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_542</th> <td> 5.0081</td> <td> 0.374</td> <td> 13.381</td> <td> 0.000</td> <td> 4.274</td> <td> 5.742</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_543</th> <td> 3.7590</td> <td> 0.365</td> <td> 10.289</td> <td> 0.000</td> <td> 3.043</td> <td> 4.475</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_544</th> <td> 5.2959</td> <td> 0.372</td> <td> 14.222</td> <td> 0.000</td> <td> 4.566</td> <td> 6.026</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_545</th> <td> 3.8238</td> <td> 0.367</td> <td> 10.423</td> <td> 0.000</td> <td> 3.105</td> <td> 4.543</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_546</th> <td> 2.6667</td> <td> 0.366</td> <td> 7.278</td> <td> 0.000</td> <td> 1.948</td> <td> 3.385</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_547</th> <td> 4.2881</td> <td> 0.372</td> <td> 11.522</td> <td> 0.000</td> <td> 3.559</td> <td> 5.018</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_548</th> <td> 4.2169</td> <td> 0.370</td> <td> 11.386</td> <td> 0.000</td> <td> 3.491</td> <td> 4.943</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_549</th> <td> 3.7740</td> <td> 0.373</td> <td> 10.126</td> <td> 0.000</td> <td> 3.043</td> <td> 4.505</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_550</th> <td> 3.1463</td> <td> 0.365</td> <td> 8.628</td> <td> 0.000</td> <td> 2.431</td> <td> 3.861</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_551</th> <td> 4.3570</td> <td> 0.369</td> <td> 11.812</td> <td> 0.000</td> <td> 3.634</td> <td> 5.080</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_552</th> <td> 2.4101</td> <td> 0.370</td> <td> 6.513</td> <td> 0.000</td> <td> 1.685</td> <td> 3.136</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_553</th> <td> 2.9566</td> <td> 0.362</td> <td> 8.167</td> <td> 0.000</td> <td> 2.247</td> <td> 3.666</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_554</th> <td> 2.3745</td> <td> 0.363</td> <td> 6.546</td> <td> 0.000</td> <td> 1.663</td> <td> 3.086</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_555</th> <td> 4.2056</td> <td> 0.368</td> <td> 11.421</td> <td> 0.000</td> <td> 3.484</td> <td> 4.927</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_556</th> <td> 2.7453</td> <td> 0.366</td> <td> 7.503</td> <td> 0.000</td> <td> 2.028</td> <td> 3.463</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_557</th> <td> 5.1295</td> <td> 0.376</td> <td> 13.645</td> <td> 0.000</td> <td> 4.393</td> <td> 5.866</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_558</th> <td> 4.6000</td> <td> 0.375</td> <td> 12.261</td> <td> 0.000</td> <td> 3.865</td> <td> 5.335</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_559</th> <td> 5.1181</td> <td> 0.371</td> <td> 13.799</td> <td> 0.000</td> <td> 4.391</td> <td> 5.845</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_560</th> <td> 4.9731</td> <td> 0.375</td> <td> 13.264</td> <td> 0.000</td> <td> 4.238</td> <td> 5.708</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_561</th> <td> 4.0778</td> <td> 0.370</td> <td> 11.007</td> <td> 0.000</td> <td> 3.352</td> <td> 4.804</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_562</th> <td> 1.9499</td> <td> 0.358</td> <td> 5.448</td> <td> 0.000</td> <td> 1.248</td> <td> 2.651</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_563</th> <td> 0.8264</td> <td> 0.357</td> <td> 2.313</td> <td> 0.021</td> <td> 0.126</td> <td> 1.527</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_564</th> <td> 3.7806</td> <td> 0.371</td> <td> 10.179</td> <td> 0.000</td> <td> 3.053</td> <td> 4.509</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_565</th> <td> 3.7183</td> <td> 0.373</td> <td> 9.974</td> <td> 0.000</td> <td> 2.988</td> <td> 4.449</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_566</th> <td> 5.1091</td> <td> 0.376</td> <td> 13.593</td> <td> 0.000</td> <td> 4.372</td> <td> 5.846</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_567</th> <td> 2.7151</td> <td> 0.364</td> <td> 7.456</td> <td> 0.000</td> <td> 2.001</td> <td> 3.429</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_568</th> <td> 3.0578</td> <td> 0.362</td> <td> 8.456</td> <td> 0.000</td> <td> 2.349</td> <td> 3.767</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_569</th> <td> 3.3491</td> <td> 0.367</td> <td> 9.136</td> <td> 0.000</td> <td> 2.630</td> <td> 4.068</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_570</th> <td> 1.7423</td> <td> 0.361</td> <td> 4.824</td> <td> 0.000</td> <td> 1.034</td> <td> 2.450</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_571</th> <td> 4.9382</td> <td> 0.371</td> <td> 13.315</td> <td> 0.000</td> <td> 4.211</td> <td> 5.665</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_572</th> <td> 3.2447</td> <td> 0.370</td> <td> 8.779</td> <td> 0.000</td> <td> 2.520</td> <td> 3.969</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_573</th> <td> 2.7123</td> <td> 0.364</td> <td> 7.442</td> <td> 0.000</td> <td> 1.998</td> <td> 3.427</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_574</th> <td> 3.3055</td> <td> 0.370</td> <td> 8.929</td> <td> 0.000</td> <td> 2.580</td> <td> 4.031</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_575</th> <td> 3.9207</td> <td> 0.379</td> <td> 10.358</td> <td> 0.000</td> <td> 3.179</td> <td> 4.663</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_576</th> <td> 3.2715</td> <td> 0.368</td> <td> 8.879</td> <td> 0.000</td> <td> 2.549</td> <td> 3.994</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_577</th> <td> 3.5201</td> <td> 0.369</td> <td> 9.528</td> <td> 0.000</td> <td> 2.796</td> <td> 4.244</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_578</th> <td> 4.0533</td> <td> 0.367</td> <td> 11.051</td> <td> 0.000</td> <td> 3.334</td> <td> 4.772</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_579</th> <td> 3.3993</td> <td> 0.368</td> <td> 9.244</td> <td> 0.000</td> <td> 2.678</td> <td> 4.120</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_580</th> <td> 2.9667</td> <td> 0.369</td> <td> 8.040</td> <td> 0.000</td> <td> 2.243</td> <td> 3.690</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_581</th> <td> 4.1223</td> <td> 0.372</td> <td> 11.075</td> <td> 0.000</td> <td> 3.393</td> <td> 4.852</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_582</th> <td> 2.6699</td> <td> 0.367</td> <td> 7.268</td> <td> 0.000</td> <td> 1.950</td> <td> 3.390</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_583</th> <td> 3.7712</td> <td> 0.372</td> <td> 10.145</td> <td> 0.000</td> <td> 3.043</td> <td> 4.500</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_584</th> <td> 2.8867</td> <td> 0.369</td> <td> 7.825</td> <td> 0.000</td> <td> 2.164</td> <td> 3.610</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_585</th> <td> 3.7219</td> <td> 0.369</td> <td> 10.078</td> <td> 0.000</td> <td> 2.998</td> <td> 4.446</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_586</th> <td> 2.0286</td> <td> 0.365</td> <td> 5.551</td> <td> 0.000</td> <td> 1.312</td> <td> 2.745</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_587</th> <td> 2.1380</td> <td> 0.358</td> <td> 5.971</td> <td> 0.000</td> <td> 1.436</td> <td> 2.840</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_588</th> <td> 2.7269</td> <td> 0.363</td> <td> 7.510</td> <td> 0.000</td> <td> 2.015</td> <td> 3.439</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_589</th> <td> 2.9392</td> <td> 0.366</td> <td> 8.036</td> <td> 0.000</td> <td> 2.222</td> <td> 3.656</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_590</th> <td> 2.5700</td> <td> 0.371</td> <td> 6.924</td> <td> 0.000</td> <td> 1.842</td> <td> 3.298</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_591</th> <td> 4.2464</td> <td> 0.371</td> <td> 11.441</td> <td> 0.000</td> <td> 3.519</td> <td> 4.974</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_592</th> <td> 3.7900</td> <td> 0.372</td> <td> 10.182</td> <td> 0.000</td> <td> 3.060</td> <td> 4.520</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_593</th> <td> 1.3728</td> <td> 0.358</td> <td> 3.831</td> <td> 0.000</td> <td> 0.670</td> <td> 2.075</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_594</th> <td> 5.4769</td> <td> 0.378</td> <td> 14.496</td> <td> 0.000</td> <td> 4.736</td> <td> 6.218</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_595</th> <td> 4.1845</td> <td> 0.373</td> <td> 11.205</td> <td> 0.000</td> <td> 3.452</td> <td> 4.917</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_596</th> <td> 4.2850</td> <td> 0.371</td> <td> 11.559</td> <td> 0.000</td> <td> 3.558</td> <td> 5.012</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_597</th> <td> 2.2111</td> <td> 0.361</td> <td> 6.121</td> <td> 0.000</td> <td> 1.503</td> <td> 2.919</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_598</th> <td> 3.8986</td> <td> 0.365</td> <td> 10.692</td> <td> 0.000</td> <td> 3.184</td> <td> 4.613</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_599</th> <td> 5.9406</td> <td> 0.379</td> <td> 15.692</td> <td> 0.000</td> <td> 5.198</td> <td> 6.683</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_600</th> <td> 0.8020</td> <td> 0.357</td> <td> 2.246</td> <td> 0.025</td> <td> 0.102</td> <td> 1.502</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_601</th> <td> 3.6455</td> <td> 0.371</td> <td> 9.825</td> <td> 0.000</td> <td> 2.918</td> <td> 4.373</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_602</th> <td> 3.4203</td> <td> 0.371</td> <td> 9.224</td> <td> 0.000</td> <td> 2.693</td> <td> 4.147</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_603</th> <td> 3.7384</td> <td> 0.371</td> <td> 10.068</td> <td> 0.000</td> <td> 3.010</td> <td> 4.466</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_604</th> <td> 2.0070</td> <td> 0.362</td> <td> 5.546</td> <td> 0.000</td> <td> 1.298</td> <td> 2.716</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_605</th> <td> 3.3975</td> <td> 0.364</td> <td> 9.326</td> <td> 0.000</td> <td> 2.683</td> <td> 4.112</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_606</th> <td> 2.5956</td> <td> 0.364</td> <td> 7.124</td> <td> 0.000</td> <td> 1.881</td> <td> 3.310</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_607</th> <td> 4.2407</td> <td> 0.362</td> <td> 11.702</td> <td> 0.000</td> <td> 3.530</td> <td> 4.951</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_608</th> <td> 1.9706</td> <td> 0.360</td> <td> 5.469</td> <td> 0.000</td> <td> 1.264</td> <td> 2.677</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_609</th> <td> 5.2705</td> <td> 0.374</td> <td> 14.079</td> <td> 0.000</td> <td> 4.537</td> <td> 6.004</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_610</th> <td> 4.3149</td> <td> 0.372</td> <td> 11.594</td> <td> 0.000</td> <td> 3.585</td> <td> 5.044</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_611</th> <td> 4.0261</td> <td> 0.373</td> <td> 10.800</td> <td> 0.000</td> <td> 3.295</td> <td> 4.757</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_612</th> <td> 6.6216</td> <td> 0.384</td> <td> 17.246</td> <td> 0.000</td> <td> 5.869</td> <td> 7.374</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_613</th> <td> 4.9042</td> <td> 0.378</td> <td> 12.987</td> <td> 0.000</td> <td> 4.164</td> <td> 5.644</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_614</th> <td> 3.3186</td> <td> 0.362</td> <td> 9.176</td> <td> 0.000</td> <td> 2.610</td> <td> 4.028</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_615</th> <td> 3.3373</td> <td> 0.368</td> <td> 9.059</td> <td> 0.000</td> <td> 2.615</td> <td> 4.059</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_616</th> <td> 4.1854</td> <td> 0.379</td> <td> 11.055</td> <td> 0.000</td> <td> 3.443</td> <td> 4.928</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_617</th> <td> 1.7469</td> <td> 0.366</td> <td> 4.774</td> <td> 0.000</td> <td> 1.030</td> <td> 2.464</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_618</th> <td> 4.6565</td> <td> 0.377</td> <td> 12.343</td> <td> 0.000</td> <td> 3.917</td> <td> 5.396</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_619</th> <td> 4.8389</td> <td> 0.378</td> <td> 12.812</td> <td> 0.000</td> <td> 4.099</td> <td> 5.579</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_620</th> <td> 2.4095</td> <td> 0.361</td> <td> 6.668</td> <td> 0.000</td> <td> 1.701</td> <td> 3.118</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_621</th> <td> 4.0941</td> <td> 0.378</td> <td> 10.828</td> <td> 0.000</td> <td> 3.353</td> <td> 4.835</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_622</th> <td> 1.8821</td> <td> 0.364</td> <td> 5.164</td> <td> 0.000</td> <td> 1.168</td> <td> 2.596</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_623</th> <td> 3.3637</td> <td> 0.370</td> <td> 9.087</td> <td> 0.000</td> <td> 2.638</td> <td> 4.089</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_624</th> <td> 3.4347</td> <td> 0.366</td> <td> 9.389</td> <td> 0.000</td> <td> 2.718</td> <td> 4.152</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_625</th> <td> 4.0185</td> <td> 0.373</td> <td> 10.762</td> <td> 0.000</td> <td> 3.287</td> <td> 4.750</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_626</th> <td> 4.4032</td> <td> 0.373</td> <td> 11.810</td> <td> 0.000</td> <td> 3.672</td> <td> 5.134</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_627</th> <td> 4.6139</td> <td> 0.377</td> <td> 12.240</td> <td> 0.000</td> <td> 3.875</td> <td> 5.353</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_628</th> <td> 3.3420</td> <td> 0.373</td> <td> 8.958</td> <td> 0.000</td> <td> 2.611</td> <td> 4.073</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_629</th> <td> 3.5222</td> <td> 0.373</td> <td> 9.442</td> <td> 0.000</td> <td> 2.791</td> <td> 4.253</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_630</th> <td> 1.9645</td> <td> 0.359</td> <td> 5.479</td> <td> 0.000</td> <td> 1.262</td> <td> 2.667</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_631</th> <td> 2.7745</td> <td> 0.364</td> <td> 7.623</td> <td> 0.000</td> <td> 2.061</td> <td> 3.488</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_632</th> <td> 3.3627</td> <td> 0.369</td> <td> 9.115</td> <td> 0.000</td> <td> 2.639</td> <td> 4.086</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_633</th> <td> 1.6882</td> <td> 0.366</td> <td> 4.618</td> <td> 0.000</td> <td> 0.972</td> <td> 2.405</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_634</th> <td> 3.2167</td> <td> 0.371</td> <td> 8.674</td> <td> 0.000</td> <td> 2.490</td> <td> 3.944</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_635</th> <td> 1.8038</td> <td> 0.362</td> <td> 4.978</td> <td> 0.000</td> <td> 1.094</td> <td> 2.514</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_636</th> <td> 0.2907</td> <td> 0.355</td> <td> 0.820</td> <td> 0.412</td> <td> -0.404</td> <td> 0.986</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_637</th> <td> 2.5682</td> <td> 0.363</td> <td> 7.066</td> <td> 0.000</td> <td> 1.856</td> <td> 3.281</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_638</th> <td> 3.1932</td> <td> 0.374</td> <td> 8.547</td> <td> 0.000</td> <td> 2.461</td> <td> 3.926</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_639</th> <td> 3.6604</td> <td> 0.367</td> <td> 9.975</td> <td> 0.000</td> <td> 2.941</td> <td> 4.380</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_640</th> <td> 4.8429</td> <td> 0.374</td> <td> 12.953</td> <td> 0.000</td> <td> 4.110</td> <td> 5.576</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_641</th> <td> 3.6666</td> <td> 0.375</td> <td> 9.776</td> <td> 0.000</td> <td> 2.931</td> <td> 4.402</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_642</th> <td> 4.3457</td> <td> 0.375</td> <td> 11.583</td> <td> 0.000</td> <td> 3.610</td> <td> 5.081</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_643</th> <td> 5.5902</td> <td> 0.378</td> <td> 14.773</td> <td> 0.000</td> <td> 4.848</td> <td> 6.332</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_644</th> <td> 3.7877</td> <td> 0.374</td> <td> 10.117</td> <td> 0.000</td> <td> 3.054</td> <td> 4.522</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_645</th> <td> 3.0148</td> <td> 0.370</td> <td> 8.155</td> <td> 0.000</td> <td> 2.290</td> <td> 3.739</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_646</th> <td> 3.6586</td> <td> 0.367</td> <td> 9.980</td> <td> 0.000</td> <td> 2.940</td> <td> 4.377</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_647</th> <td> 2.4458</td> <td> 0.365</td> <td> 6.701</td> <td> 0.000</td> <td> 1.730</td> <td> 3.161</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_648</th> <td> 4.8311</td> <td> 0.375</td> <td> 12.887</td> <td> 0.000</td> <td> 4.096</td> <td> 5.566</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_649</th> <td> 3.2150</td> <td> 0.364</td> <td> 8.835</td> <td> 0.000</td> <td> 2.502</td> <td> 3.928</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_650</th> <td> 4.5167</td> <td> 0.372</td> <td> 12.148</td> <td> 0.000</td> <td> 3.788</td> <td> 5.246</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_651</th> <td> 4.5332</td> <td> 0.372</td> <td> 12.192</td> <td> 0.000</td> <td> 3.804</td> <td> 5.262</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_652</th> <td> 2.8352</td> <td> 0.365</td> <td> 7.765</td> <td> 0.000</td> <td> 2.120</td> <td> 3.551</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_653</th> <td> 4.5332</td> <td> 0.367</td> <td> 12.341</td> <td> 0.000</td> <td> 3.813</td> <td> 5.253</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_654</th> <td> 1.9443</td> <td> 0.366</td> <td> 5.316</td> <td> 0.000</td> <td> 1.227</td> <td> 2.661</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_655</th> <td> 4.4372</td> <td> 0.368</td> <td> 12.048</td> <td> 0.000</td> <td> 3.715</td> <td> 5.159</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_656</th> <td> 2.2019</td> <td> 0.366</td> <td> 6.023</td> <td> 0.000</td> <td> 1.485</td> <td> 2.918</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_657</th> <td> 5.3019</td> <td> 0.380</td> <td> 13.961</td> <td> 0.000</td> <td> 4.557</td> <td> 6.046</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_658</th> <td> 3.1048</td> <td> 0.372</td> <td> 8.340</td> <td> 0.000</td> <td> 2.375</td> <td> 3.835</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_659</th> <td> 3.1565</td> <td> 0.369</td> <td> 8.561</td> <td> 0.000</td> <td> 2.434</td> <td> 3.879</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_660</th> <td> 4.9627</td> <td> 0.377</td> <td> 13.174</td> <td> 0.000</td> <td> 4.224</td> <td> 5.701</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_661</th> <td> 5.3637</td> <td> 0.375</td> <td> 14.295</td> <td> 0.000</td> <td> 4.628</td> <td> 6.099</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_662</th> <td> 1.8545</td> <td> 0.362</td> <td> 5.125</td> <td> 0.000</td> <td> 1.145</td> <td> 2.564</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_663</th> <td> 3.5438</td> <td> 0.369</td> <td> 9.609</td> <td> 0.000</td> <td> 2.821</td> <td> 4.267</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_664</th> <td> 1.5315</td> <td> 0.357</td> <td> 4.285</td> <td> 0.000</td> <td> 0.831</td> <td> 2.232</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_665</th> <td> 3.8375</td> <td> 0.373</td> <td> 10.301</td> <td> 0.000</td> <td> 3.107</td> <td> 4.568</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_666</th> <td> 4.2264</td> <td> 0.373</td> <td> 11.336</td> <td> 0.000</td> <td> 3.496</td> <td> 4.957</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_667</th> <td> 4.3797</td> <td> 0.365</td> <td> 12.009</td> <td> 0.000</td> <td> 3.665</td> <td> 5.095</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_668</th> <td> 2.4298</td> <td> 0.364</td> <td> 6.683</td> <td> 0.000</td> <td> 1.717</td> <td> 3.143</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_669</th> <td> 4.0204</td> <td> 0.370</td> <td> 10.858</td> <td> 0.000</td> <td> 3.295</td> <td> 4.746</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_670</th> <td> 5.2092</td> <td> 0.379</td> <td> 13.746</td> <td> 0.000</td> <td> 4.466</td> <td> 5.952</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_671</th> <td> 3.0001</td> <td> 0.361</td> <td> 8.312</td> <td> 0.000</td> <td> 2.293</td> <td> 3.708</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_672</th> <td> 3.6888</td> <td> 0.369</td> <td> 10.010</td> <td> 0.000</td> <td> 2.966</td> <td> 4.411</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_673</th> <td> 2.0982</td> <td> 0.362</td> <td> 5.794</td> <td> 0.000</td> <td> 1.388</td> <td> 2.808</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_674</th> <td> 4.4188</td> <td> 0.368</td> <td> 12.021</td> <td> 0.000</td> <td> 3.698</td> <td> 5.139</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_675</th> <td> 3.4676</td> <td> 0.367</td> <td> 9.449</td> <td> 0.000</td> <td> 2.748</td> <td> 4.187</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_676</th> <td> 3.9810</td> <td> 0.374</td> <td> 10.641</td> <td> 0.000</td> <td> 3.248</td> <td> 4.714</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_677</th> <td> 2.5827</td> <td> 0.367</td> <td> 7.038</td> <td> 0.000</td> <td> 1.863</td> <td> 3.302</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_678</th> <td> 5.1096</td> <td> 0.373</td> <td> 13.709</td> <td> 0.000</td> <td> 4.379</td> <td> 5.840</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_679</th> <td> 3.0956</td> <td> 0.363</td> <td> 8.536</td> <td> 0.000</td> <td> 2.385</td> <td> 3.806</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_680</th> <td> 4.2313</td> <td> 0.374</td> <td> 11.312</td> <td> 0.000</td> <td> 3.498</td> <td> 4.965</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_681</th> <td> 2.9831</td> <td> 0.365</td> <td> 8.180</td> <td> 0.000</td> <td> 2.268</td> <td> 3.698</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_682</th> <td> 3.9952</td> <td> 0.368</td> <td> 10.866</td> <td> 0.000</td> <td> 3.274</td> <td> 4.716</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_683</th> <td> 2.4336</td> <td> 0.366</td> <td> 6.650</td> <td> 0.000</td> <td> 1.716</td> <td> 3.151</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_684</th> <td> 3.0765</td> <td> 0.373</td> <td> 8.248</td> <td> 0.000</td> <td> 2.345</td> <td> 3.808</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_685</th> <td> 4.6443</td> <td> 0.376</td> <td> 12.364</td> <td> 0.000</td> <td> 3.908</td> <td> 5.381</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_686</th> <td> 3.0731</td> <td> 0.360</td> <td> 8.531</td> <td> 0.000</td> <td> 2.367</td> <td> 3.779</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_687</th> <td> 3.9140</td> <td> 0.371</td> <td> 10.562</td> <td> 0.000</td> <td> 3.188</td> <td> 4.640</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_688</th> <td> 4.2041</td> <td> 0.374</td> <td> 11.238</td> <td> 0.000</td> <td> 3.471</td> <td> 4.937</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_689</th> <td> 3.0338</td> <td> 0.367</td> <td> 8.277</td> <td> 0.000</td> <td> 2.315</td> <td> 3.752</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_690</th> <td> 2.7688</td> <td> 0.363</td> <td> 7.624</td> <td> 0.000</td> <td> 2.057</td> <td> 3.481</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_691</th> <td> 4.0935</td> <td> 0.371</td> <td> 11.048</td> <td> 0.000</td> <td> 3.367</td> <td> 4.820</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_692</th> <td> 4.6299</td> <td> 0.373</td> <td> 12.400</td> <td> 0.000</td> <td> 3.898</td> <td> 5.362</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_693</th> <td> 2.7973</td> <td> 0.359</td> <td> 7.788</td> <td> 0.000</td> <td> 2.093</td> <td> 3.501</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_694</th> <td> 4.7604</td> <td> 0.373</td> <td> 12.772</td> <td> 0.000</td> <td> 4.030</td> <td> 5.491</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_695</th> <td> 3.6291</td> <td> 0.371</td> <td> 9.781</td> <td> 0.000</td> <td> 2.902</td> <td> 4.356</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_696</th> <td> 1.6196</td> <td> 0.359</td> <td> 4.510</td> <td> 0.000</td> <td> 0.916</td> <td> 2.324</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_697</th> <td> 4.8913</td> <td> 0.377</td> <td> 12.977</td> <td> 0.000</td> <td> 4.152</td> <td> 5.630</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_698</th> <td> 6.0602</td> <td> 0.382</td> <td> 15.878</td> <td> 0.000</td> <td> 5.312</td> <td> 6.808</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_699</th> <td> 4.3255</td> <td> 0.375</td> <td> 11.526</td> <td> 0.000</td> <td> 3.590</td> <td> 5.061</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_700</th> <td> 2.1565</td> <td> 0.363</td> <td> 5.947</td> <td> 0.000</td> <td> 1.446</td> <td> 2.867</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_701</th> <td> 2.9312</td> <td> 0.371</td> <td> 7.903</td> <td> 0.000</td> <td> 2.204</td> <td> 3.658</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_702</th> <td> 3.8856</td> <td> 0.372</td> <td> 10.453</td> <td> 0.000</td> <td> 3.157</td> <td> 4.614</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_703</th> <td> 2.4012</td> <td> 0.364</td> <td> 6.589</td> <td> 0.000</td> <td> 1.687</td> <td> 3.116</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_704</th> <td> 1.2145</td> <td> 0.366</td> <td> 3.322</td> <td> 0.001</td> <td> 0.498</td> <td> 1.931</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_705</th> <td> 3.5542</td> <td> 0.372</td> <td> 9.559</td> <td> 0.000</td> <td> 2.825</td> <td> 4.283</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_706</th> <td> 1.9455</td> <td> 0.361</td> <td> 5.382</td> <td> 0.000</td> <td> 1.237</td> <td> 2.654</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_707</th> <td> 3.6234</td> <td> 0.366</td> <td> 9.896</td> <td> 0.000</td> <td> 2.906</td> <td> 4.341</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_708</th> <td> 3.6700</td> <td> 0.364</td> <td> 10.070</td> <td> 0.000</td> <td> 2.956</td> <td> 4.384</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_709</th> <td> 4.2956</td> <td> 0.370</td> <td> 11.621</td> <td> 0.000</td> <td> 3.571</td> <td> 5.020</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_710</th> <td> 1.2215</td> <td> 0.359</td> <td> 3.404</td> <td> 0.001</td> <td> 0.518</td> <td> 1.925</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_711</th> <td> 1.6426</td> <td> 0.360</td> <td> 4.561</td> <td> 0.000</td> <td> 0.937</td> <td> 2.349</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_712</th> <td> 4.9560</td> <td> 0.380</td> <td> 13.041</td> <td> 0.000</td> <td> 4.211</td> <td> 5.701</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_713</th> <td> 4.1037</td> <td> 0.371</td> <td> 11.068</td> <td> 0.000</td> <td> 3.377</td> <td> 4.830</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_714</th> <td> 1.9732</td> <td> 0.358</td> <td> 5.508</td> <td> 0.000</td> <td> 1.271</td> <td> 2.675</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_715</th> <td> 2.2670</td> <td> 0.362</td> <td> 6.265</td> <td> 0.000</td> <td> 1.558</td> <td> 2.976</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_716</th> <td> 3.7287</td> <td> 0.370</td> <td> 10.089</td> <td> 0.000</td> <td> 3.004</td> <td> 4.453</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_717</th> <td> 4.0854</td> <td> 0.375</td> <td> 10.901</td> <td> 0.000</td> <td> 3.351</td> <td> 4.820</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_718</th> <td> 2.7354</td> <td> 0.368</td> <td> 7.429</td> <td> 0.000</td> <td> 2.014</td> <td> 3.457</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_719</th> <td> 2.9521</td> <td> 0.367</td> <td> 8.054</td> <td> 0.000</td> <td> 2.234</td> <td> 3.671</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_720</th> <td> 3.0812</td> <td> 0.368</td> <td> 8.368</td> <td> 0.000</td> <td> 2.359</td> <td> 3.803</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_721</th> <td> 3.4600</td> <td> 0.365</td> <td> 9.482</td> <td> 0.000</td> <td> 2.745</td> <td> 4.175</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_722</th> <td> 3.7870</td> <td> 0.364</td> <td> 10.406</td> <td> 0.000</td> <td> 3.074</td> <td> 4.500</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_723</th> <td> 4.1154</td> <td> 0.369</td> <td> 11.165</td> <td> 0.000</td> <td> 3.393</td> <td> 4.838</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_724</th> <td> 3.1350</td> <td> 0.368</td> <td> 8.517</td> <td> 0.000</td> <td> 2.413</td> <td> 3.857</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_725</th> <td> 4.8085</td> <td> 0.368</td> <td> 13.070</td> <td> 0.000</td> <td> 4.087</td> <td> 5.530</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_726</th> <td> 4.2331</td> <td> 0.368</td> <td> 11.494</td> <td> 0.000</td> <td> 3.511</td> <td> 4.955</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_727</th> <td> 4.1924</td> <td> 0.372</td> <td> 11.284</td> <td> 0.000</td> <td> 3.464</td> <td> 4.921</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_728</th> <td> 3.8512</td> <td> 0.368</td> <td> 10.473</td> <td> 0.000</td> <td> 3.130</td> <td> 4.572</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_729</th> <td> 5.5216</td> <td> 0.381</td> <td> 14.491</td> <td> 0.000</td> <td> 4.775</td> <td> 6.269</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_730</th> <td> 2.6833</td> <td> 0.362</td> <td> 7.407</td> <td> 0.000</td> <td> 1.973</td> <td> 3.393</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_731</th> <td> 3.3104</td> <td> 0.373</td> <td> 8.882</td> <td> 0.000</td> <td> 2.580</td> <td> 4.041</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_732</th> <td> 1.0605</td> <td> 0.357</td> <td> 2.967</td> <td> 0.003</td> <td> 0.360</td> <td> 1.761</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_733</th> <td> 2.8965</td> <td> 0.372</td> <td> 7.789</td> <td> 0.000</td> <td> 2.168</td> <td> 3.625</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_734</th> <td> 3.3082</td> <td> 0.367</td> <td> 9.019</td> <td> 0.000</td> <td> 2.589</td> <td> 4.027</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_735</th> <td> 3.2821</td> <td> 0.366</td> <td> 8.974</td> <td> 0.000</td> <td> 2.565</td> <td> 3.999</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_736</th> <td> 1.9241</td> <td> 0.361</td> <td> 5.327</td> <td> 0.000</td> <td> 1.216</td> <td> 2.632</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_737</th> <td> 3.6245</td> <td> 0.372</td> <td> 9.753</td> <td> 0.000</td> <td> 2.896</td> <td> 4.353</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_738</th> <td> 3.5062</td> <td> 0.369</td> <td> 9.494</td> <td> 0.000</td> <td> 2.782</td> <td> 4.230</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_739</th> <td> 4.0214</td> <td> 0.377</td> <td> 10.677</td> <td> 0.000</td> <td> 3.283</td> <td> 4.760</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_740</th> <td> 3.7168</td> <td> 0.370</td> <td> 10.034</td> <td> 0.000</td> <td> 2.991</td> <td> 4.443</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_741</th> <td> 4.1334</td> <td> 0.369</td> <td> 11.204</td> <td> 0.000</td> <td> 3.410</td> <td> 4.857</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_742</th> <td> 6.1053</td> <td> 0.382</td> <td> 15.980</td> <td> 0.000</td> <td> 5.356</td> <td> 6.854</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_743</th> <td> 1.3393</td> <td> 0.364</td> <td> 3.683</td> <td> 0.000</td> <td> 0.627</td> <td> 2.052</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_744</th> <td> 4.0232</td> <td> 0.370</td> <td> 10.888</td> <td> 0.000</td> <td> 3.299</td> <td> 4.748</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_745</th> <td> 3.8845</td> <td> 0.373</td> <td> 10.413</td> <td> 0.000</td> <td> 3.153</td> <td> 4.616</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_746</th> <td> 1.7642</td> <td> 0.365</td> <td> 4.831</td> <td> 0.000</td> <td> 1.048</td> <td> 2.480</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_747</th> <td> 3.2704</td> <td> 0.371</td> <td> 8.813</td> <td> 0.000</td> <td> 2.543</td> <td> 3.998</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_748</th> <td> 4.1423</td> <td> 0.374</td> <td> 11.062</td> <td> 0.000</td> <td> 3.408</td> <td> 4.876</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_749</th> <td> 0.9037</td> <td> 0.354</td> <td> 2.554</td> <td> 0.011</td> <td> 0.210</td> <td> 1.597</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_750</th> <td> 4.6616</td> <td> 0.378</td> <td> 12.346</td> <td> 0.000</td> <td> 3.921</td> <td> 5.402</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_751</th> <td> 4.8135</td> <td> 0.374</td> <td> 12.887</td> <td> 0.000</td> <td> 4.081</td> <td> 5.546</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_752</th> <td> 3.4925</td> <td> 0.364</td> <td> 9.604</td> <td> 0.000</td> <td> 2.780</td> <td> 4.205</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_753</th> <td> 3.4874</td> <td> 0.372</td> <td> 9.384</td> <td> 0.000</td> <td> 2.759</td> <td> 4.216</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_754</th> <td> 0.8276</td> <td> 0.364</td> <td> 2.272</td> <td> 0.023</td> <td> 0.114</td> <td> 1.541</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_755</th> <td> 3.7327</td> <td> 0.374</td> <td> 9.985</td> <td> 0.000</td> <td> 3.000</td> <td> 4.466</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_756</th> <td> 4.7703</td> <td> 0.376</td> <td> 12.694</td> <td> 0.000</td> <td> 4.034</td> <td> 5.507</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_757</th> <td> 3.1876</td> <td> 0.368</td> <td> 8.652</td> <td> 0.000</td> <td> 2.465</td> <td> 3.910</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_758</th> <td> 1.5190</td> <td> 0.359</td> <td> 4.237</td> <td> 0.000</td> <td> 0.816</td> <td> 2.222</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_759</th> <td> 3.9994</td> <td> 0.371</td> <td> 10.784</td> <td> 0.000</td> <td> 3.272</td> <td> 4.726</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_760</th> <td> 2.9385</td> <td> 0.366</td> <td> 8.034</td> <td> 0.000</td> <td> 2.222</td> <td> 3.655</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_761</th> <td> 3.4309</td> <td> 0.369</td> <td> 9.292</td> <td> 0.000</td> <td> 2.707</td> <td> 4.155</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_762</th> <td> 3.2685</td> <td> 0.368</td> <td> 8.880</td> <td> 0.000</td> <td> 2.547</td> <td> 3.990</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_763</th> <td> 1.9651</td> <td> 0.371</td> <td> 5.297</td> <td> 0.000</td> <td> 1.238</td> <td> 2.692</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_764</th> <td> 2.6872</td> <td> 0.370</td> <td> 7.267</td> <td> 0.000</td> <td> 1.962</td> <td> 3.412</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_765</th> <td> 2.5709</td> <td> 0.363</td> <td> 7.090</td> <td> 0.000</td> <td> 1.860</td> <td> 3.282</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_766</th> <td> 4.5268</td> <td> 0.375</td> <td> 12.070</td> <td> 0.000</td> <td> 3.792</td> <td> 5.262</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_767</th> <td> 3.7567</td> <td> 0.372</td> <td> 10.099</td> <td> 0.000</td> <td> 3.027</td> <td> 4.486</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_768</th> <td> 3.7724</td> <td> 0.368</td> <td> 10.242</td> <td> 0.000</td> <td> 3.050</td> <td> 4.494</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_769</th> <td> 5.7340</td> <td> 0.382</td> <td> 15.026</td> <td> 0.000</td> <td> 4.986</td> <td> 6.482</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_770</th> <td> 3.3961</td> <td> 0.366</td> <td> 9.290</td> <td> 0.000</td> <td> 2.680</td> <td> 4.113</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_771</th> <td> 0.5529</td> <td> 0.358</td> <td> 1.543</td> <td> 0.123</td> <td> -0.150</td> <td> 1.256</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_772</th> <td> 4.3038</td> <td> 0.370</td> <td> 11.633</td> <td> 0.000</td> <td> 3.579</td> <td> 5.029</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_773</th> <td> 2.0911</td> <td> 0.364</td> <td> 5.743</td> <td> 0.000</td> <td> 1.377</td> <td> 2.805</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_774</th> <td> 3.9431</td> <td> 0.370</td> <td> 10.652</td> <td> 0.000</td> <td> 3.217</td> <td> 4.669</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_775</th> <td> 3.3118</td> <td> 0.365</td> <td> 9.082</td> <td> 0.000</td> <td> 2.597</td> <td> 4.027</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_776</th> <td> 4.1783</td> <td> 0.370</td> <td> 11.291</td> <td> 0.000</td> <td> 3.453</td> <td> 4.904</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_777</th> <td> 4.3215</td> <td> 0.371</td> <td> 11.641</td> <td> 0.000</td> <td> 3.594</td> <td> 5.049</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_778</th> <td> 3.5044</td> <td> 0.367</td> <td> 9.549</td> <td> 0.000</td> <td> 2.785</td> <td> 4.224</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_779</th> <td> 3.3555</td> <td> 0.366</td> <td> 9.180</td> <td> 0.000</td> <td> 2.639</td> <td> 4.072</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_780</th> <td> 3.1072</td> <td> 0.370</td> <td> 8.403</td> <td> 0.000</td> <td> 2.382</td> <td> 3.832</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_781</th> <td> 5.0219</td> <td> 0.381</td> <td> 13.181</td> <td> 0.000</td> <td> 4.275</td> <td> 5.769</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_782</th> <td> 3.2317</td> <td> 0.366</td> <td> 8.826</td> <td> 0.000</td> <td> 2.514</td> <td> 3.949</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_783</th> <td> 3.9901</td> <td> 0.371</td> <td> 10.742</td> <td> 0.000</td> <td> 3.262</td> <td> 4.718</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_784</th> <td> 0.8120</td> <td> 0.355</td> <td> 2.290</td> <td> 0.022</td> <td> 0.117</td> <td> 1.507</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_785</th> <td> 3.9888</td> <td> 0.368</td> <td> 10.852</td> <td> 0.000</td> <td> 3.268</td> <td> 4.709</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_786</th> <td> 4.0843</td> <td> 0.375</td> <td> 10.894</td> <td> 0.000</td> <td> 3.349</td> <td> 4.819</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_787</th> <td> 2.3367</td> <td> 0.366</td> <td> 6.380</td> <td> 0.000</td> <td> 1.619</td> <td> 3.055</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_788</th> <td> 4.1124</td> <td> 0.367</td> <td> 11.193</td> <td> 0.000</td> <td> 3.392</td> <td> 4.833</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_789</th> <td> 2.9146</td> <td> 0.369</td> <td> 7.906</td> <td> 0.000</td> <td> 2.192</td> <td> 3.637</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_790</th> <td> 2.2348</td> <td> 0.366</td> <td> 6.109</td> <td> 0.000</td> <td> 1.518</td> <td> 2.952</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_791</th> <td> 3.7394</td> <td> 0.371</td> <td> 10.089</td> <td> 0.000</td> <td> 3.013</td> <td> 4.466</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_792</th> <td> 1.6417</td> <td> 0.360</td> <td> 4.563</td> <td> 0.000</td> <td> 0.936</td> <td> 2.347</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_793</th> <td> 5.2484</td> <td> 0.371</td> <td> 14.156</td> <td> 0.000</td> <td> 4.522</td> <td> 5.975</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_794</th> <td> 4.2909</td> <td> 0.373</td> <td> 11.514</td> <td> 0.000</td> <td> 3.560</td> <td> 5.021</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_795</th> <td> 2.2411</td> <td> 0.364</td> <td> 6.151</td> <td> 0.000</td> <td> 1.527</td> <td> 2.955</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_796</th> <td> 2.3312</td> <td> 0.360</td> <td> 6.478</td> <td> 0.000</td> <td> 1.626</td> <td> 3.037</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_797</th> <td> 1.9200</td> <td> 0.364</td> <td> 5.272</td> <td> 0.000</td> <td> 1.206</td> <td> 2.634</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_798</th> <td> 4.3119</td> <td> 0.369</td> <td> 11.691</td> <td> 0.000</td> <td> 3.589</td> <td> 5.035</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_799</th> <td> 3.1746</td> <td> 0.370</td> <td> 8.582</td> <td> 0.000</td> <td> 2.450</td> <td> 3.900</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_800</th> <td> 4.0333</td> <td> 0.372</td> <td> 10.831</td> <td> 0.000</td> <td> 3.303</td> <td> 4.763</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_801</th> <td> 3.7598</td> <td> 0.370</td> <td> 10.162</td> <td> 0.000</td> <td> 3.035</td> <td> 4.485</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_802</th> <td> 4.5332</td> <td> 0.368</td> <td> 12.303</td> <td> 0.000</td> <td> 3.811</td> <td> 5.255</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_803</th> <td> 3.3269</td> <td> 0.363</td> <td> 9.155</td> <td> 0.000</td> <td> 2.615</td> <td> 4.039</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_804</th> <td> 3.5107</td> <td> 0.366</td> <td> 9.595</td> <td> 0.000</td> <td> 2.793</td> <td> 4.228</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_805</th> <td> 2.2775</td> <td> 0.359</td> <td> 6.350</td> <td> 0.000</td> <td> 1.574</td> <td> 2.980</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_806</th> <td> 4.0618</td> <td> 0.370</td> <td> 10.987</td> <td> 0.000</td> <td> 3.337</td> <td> 4.787</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_807</th> <td> 2.2522</td> <td> 0.365</td> <td> 6.174</td> <td> 0.000</td> <td> 1.537</td> <td> 2.967</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_808</th> <td> 3.9386</td> <td> 0.368</td> <td> 10.710</td> <td> 0.000</td> <td> 3.218</td> <td> 4.659</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_809</th> <td> 2.4249</td> <td> 0.360</td> <td> 6.738</td> <td> 0.000</td> <td> 1.719</td> <td> 3.130</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_810</th> <td> 3.9919</td> <td> 0.371</td> <td> 10.751</td> <td> 0.000</td> <td> 3.264</td> <td> 4.720</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_811</th> <td> 2.0463</td> <td> 0.359</td> <td> 5.693</td> <td> 0.000</td> <td> 1.342</td> <td> 2.751</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_812</th> <td> 4.7088</td> <td> 0.372</td> <td> 12.643</td> <td> 0.000</td> <td> 3.979</td> <td> 5.439</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_813</th> <td> 2.5515</td> <td> 0.372</td> <td> 6.865</td> <td> 0.000</td> <td> 1.823</td> <td> 3.280</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_814</th> <td> 3.8172</td> <td> 0.365</td> <td> 10.447</td> <td> 0.000</td> <td> 3.101</td> <td> 4.533</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_815</th> <td> 6.0384</td> <td> 0.375</td> <td> 16.087</td> <td> 0.000</td> <td> 5.303</td> <td> 6.774</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_816</th> <td> 2.9208</td> <td> 0.362</td> <td> 8.074</td> <td> 0.000</td> <td> 2.212</td> <td> 3.630</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_817</th> <td> 4.0549</td> <td> 0.366</td> <td> 11.072</td> <td> 0.000</td> <td> 3.337</td> <td> 4.773</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_818</th> <td> 2.5427</td> <td> 0.368</td> <td> 6.913</td> <td> 0.000</td> <td> 1.822</td> <td> 3.264</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_819</th> <td> 1.8390</td> <td> 0.357</td> <td> 5.155</td> <td> 0.000</td> <td> 1.140</td> <td> 2.538</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_820</th> <td> 1.0894</td> <td> 0.359</td> <td> 3.036</td> <td> 0.002</td> <td> 0.386</td> <td> 1.793</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_821</th> <td> 2.5763</td> <td> 0.361</td> <td> 7.139</td> <td> 0.000</td> <td> 1.869</td> <td> 3.284</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_822</th> <td> 4.4616</td> <td> 0.377</td> <td> 11.840</td> <td> 0.000</td> <td> 3.723</td> <td> 5.200</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_823</th> <td> 3.6550</td> <td> 0.367</td> <td> 9.949</td> <td> 0.000</td> <td> 2.935</td> <td> 4.375</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_824</th> <td> 3.4691</td> <td> 0.369</td> <td> 9.402</td> <td> 0.000</td> <td> 2.746</td> <td> 4.192</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_825</th> <td> 3.1537</td> <td> 0.370</td> <td> 8.532</td> <td> 0.000</td> <td> 2.429</td> <td> 3.878</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_826</th> <td> 5.6072</td> <td> 0.380</td> <td> 14.750</td> <td> 0.000</td> <td> 4.862</td> <td> 6.352</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_827</th> <td> 3.7987</td> <td> 0.367</td> <td> 10.345</td> <td> 0.000</td> <td> 3.079</td> <td> 4.518</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_828</th> <td> 2.1669</td> <td> 0.359</td> <td> 6.028</td> <td> 0.000</td> <td> 1.462</td> <td> 2.872</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_829</th> <td> 3.2574</td> <td> 0.365</td> <td> 8.933</td> <td> 0.000</td> <td> 2.543</td> <td> 3.972</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_830</th> <td> 4.8285</td> <td> 0.372</td> <td> 12.987</td> <td> 0.000</td> <td> 4.100</td> <td> 5.557</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_831</th> <td> 2.2078</td> <td> 0.365</td> <td> 6.048</td> <td> 0.000</td> <td> 1.492</td> <td> 2.923</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_832</th> <td> 5.2970</td> <td> 0.377</td> <td> 14.046</td> <td> 0.000</td> <td> 4.558</td> <td> 6.036</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_833</th> <td> 4.3486</td> <td> 0.368</td> <td> 11.817</td> <td> 0.000</td> <td> 3.627</td> <td> 5.070</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_834</th> <td> 3.5342</td> <td> 0.366</td> <td> 9.653</td> <td> 0.000</td> <td> 2.817</td> <td> 4.252</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_835</th> <td> 4.2256</td> <td> 0.375</td> <td> 11.269</td> <td> 0.000</td> <td> 3.491</td> <td> 4.961</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_836</th> <td> 2.7548</td> <td> 0.368</td> <td> 7.489</td> <td> 0.000</td> <td> 2.034</td> <td> 3.476</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_837</th> <td> 1.0136</td> <td> 0.361</td> <td> 2.807</td> <td> 0.005</td> <td> 0.306</td> <td> 1.721</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_838</th> <td> 4.7000</td> <td> 0.373</td> <td> 12.606</td> <td> 0.000</td> <td> 3.969</td> <td> 5.431</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_839</th> <td> 2.7698</td> <td> 0.368</td> <td> 7.528</td> <td> 0.000</td> <td> 2.049</td> <td> 3.491</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_840</th> <td> 2.1729</td> <td> 0.363</td> <td> 5.979</td> <td> 0.000</td> <td> 1.460</td> <td> 2.885</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_841</th> <td> 1.9885</td> <td> 0.362</td> <td> 5.494</td> <td> 0.000</td> <td> 1.279</td> <td> 2.698</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_842</th> <td> 4.3093</td> <td> 0.371</td> <td> 11.619</td> <td> 0.000</td> <td> 3.582</td> <td> 5.036</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_843</th> <td> 4.3546</td> <td> 0.365</td> <td> 11.926</td> <td> 0.000</td> <td> 3.639</td> <td> 5.070</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_844</th> <td> 4.9017</td> <td> 0.380</td> <td> 12.912</td> <td> 0.000</td> <td> 4.157</td> <td> 5.646</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_845</th> <td> 2.1669</td> <td> 0.365</td> <td> 5.929</td> <td> 0.000</td> <td> 1.450</td> <td> 2.883</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_846</th> <td> 2.6262</td> <td> 0.371</td> <td> 7.073</td> <td> 0.000</td> <td> 1.898</td> <td> 3.354</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_847</th> <td> 5.0489</td> <td> 0.376</td> <td> 13.427</td> <td> 0.000</td> <td> 4.312</td> <td> 5.786</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_848</th> <td> 1.2090</td> <td> 0.354</td> <td> 3.418</td> <td> 0.001</td> <td> 0.516</td> <td> 1.902</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_849</th> <td> 2.6936</td> <td> 0.363</td> <td> 7.412</td> <td> 0.000</td> <td> 1.981</td> <td> 3.406</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_850</th> <td> 4.4415</td> <td> 0.372</td> <td> 11.946</td> <td> 0.000</td> <td> 3.713</td> <td> 5.170</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_851</th> <td> 5.2416</td> <td> 0.379</td> <td> 13.821</td> <td> 0.000</td> <td> 4.498</td> <td> 5.985</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_852</th> <td> 4.9114</td> <td> 0.374</td> <td> 13.148</td> <td> 0.000</td> <td> 4.179</td> <td> 5.644</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_853</th> <td> 4.2891</td> <td> 0.372</td> <td> 11.521</td> <td> 0.000</td> <td> 3.559</td> <td> 5.019</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_854</th> <td> 3.0199</td> <td> 0.366</td> <td> 8.250</td> <td> 0.000</td> <td> 2.302</td> <td> 3.737</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_855</th> <td> 1.5406</td> <td> 0.360</td> <td> 4.277</td> <td> 0.000</td> <td> 0.834</td> <td> 2.247</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_856</th> <td> 3.3722</td> <td> 0.364</td> <td> 9.256</td> <td> 0.000</td> <td> 2.658</td> <td> 4.086</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_857</th> <td> 5.0367</td> <td> 0.378</td> <td> 13.335</td> <td> 0.000</td> <td> 4.296</td> <td> 5.777</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_858</th> <td> 2.5884</td> <td> 0.366</td> <td> 7.065</td> <td> 0.000</td> <td> 1.870</td> <td> 3.307</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_859</th> <td> 3.6401</td> <td> 0.366</td> <td> 9.956</td> <td> 0.000</td> <td> 2.923</td> <td> 4.357</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_860</th> <td> 2.1890</td> <td> 0.358</td> <td> 6.123</td> <td> 0.000</td> <td> 1.488</td> <td> 2.890</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_861</th> <td> 1.9284</td> <td> 0.360</td> <td> 5.351</td> <td> 0.000</td> <td> 1.222</td> <td> 2.635</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_862</th> <td> 3.1499</td> <td> 0.366</td> <td> 8.603</td> <td> 0.000</td> <td> 2.432</td> <td> 3.868</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_863</th> <td> 1.3123</td> <td> 0.362</td> <td> 3.625</td> <td> 0.000</td> <td> 0.603</td> <td> 2.022</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_864</th> <td> 6.0925</td> <td> 0.385</td> <td> 15.837</td> <td> 0.000</td> <td> 5.338</td> <td> 6.847</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_865</th> <td> 3.7106</td> <td> 0.369</td> <td> 10.060</td> <td> 0.000</td> <td> 2.988</td> <td> 4.434</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_866</th> <td> 4.1276</td> <td> 0.375</td> <td> 10.993</td> <td> 0.000</td> <td> 3.392</td> <td> 4.864</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_867</th> <td> 4.2498</td> <td> 0.377</td> <td> 11.285</td> <td> 0.000</td> <td> 3.512</td> <td> 4.988</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_868</th> <td> 3.1762</td> <td> 0.364</td> <td> 8.737</td> <td> 0.000</td> <td> 2.464</td> <td> 3.889</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_869</th> <td> 3.5121</td> <td> 0.364</td> <td> 9.640</td> <td> 0.000</td> <td> 2.798</td> <td> 4.226</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_870</th> <td> 2.8481</td> <td> 0.368</td> <td> 7.731</td> <td> 0.000</td> <td> 2.126</td> <td> 3.570</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_871</th> <td> 3.7735</td> <td> 0.370</td> <td> 10.204</td> <td> 0.000</td> <td> 3.049</td> <td> 4.498</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_872</th> <td> 2.4658</td> <td> 0.365</td> <td> 6.753</td> <td> 0.000</td> <td> 1.750</td> <td> 3.182</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_873</th> <td> 2.2657</td> <td> 0.362</td> <td> 6.262</td> <td> 0.000</td> <td> 1.556</td> <td> 2.975</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_874</th> <td> 3.6929</td> <td> 0.373</td> <td> 9.897</td> <td> 0.000</td> <td> 2.961</td> <td> 4.424</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_875</th> <td> 2.5824</td> <td> 0.364</td> <td> 7.097</td> <td> 0.000</td> <td> 1.869</td> <td> 3.296</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_876</th> <td> 3.6250</td> <td> 0.371</td> <td> 9.759</td> <td> 0.000</td> <td> 2.897</td> <td> 4.353</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_877</th> <td> 2.1006</td> <td> 0.367</td> <td> 5.731</td> <td> 0.000</td> <td> 1.382</td> <td> 2.819</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_878</th> <td> 6.8663</td> <td> 0.387</td> <td> 17.739</td> <td> 0.000</td> <td> 6.108</td> <td> 7.625</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_879</th> <td> 2.4507</td> <td> 0.362</td> <td> 6.768</td> <td> 0.000</td> <td> 1.741</td> <td> 3.161</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_880</th> <td> 6.0152</td> <td> 0.390</td> <td> 15.438</td> <td> 0.000</td> <td> 5.251</td> <td> 6.779</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_881</th> <td> 4.3555</td> <td> 0.371</td> <td> 11.729</td> <td> 0.000</td> <td> 3.628</td> <td> 5.083</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_882</th> <td> 0.5191</td> <td> 0.354</td> <td> 1.466</td> <td> 0.143</td> <td> -0.175</td> <td> 1.213</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_883</th> <td> 6.7789</td> <td> 0.382</td> <td> 17.729</td> <td> 0.000</td> <td> 6.029</td> <td> 7.528</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_884</th> <td> 3.9283</td> <td> 0.370</td> <td> 10.613</td> <td> 0.000</td> <td> 3.203</td> <td> 4.654</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_885</th> <td> 4.4502</td> <td> 0.373</td> <td> 11.932</td> <td> 0.000</td> <td> 3.719</td> <td> 5.181</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_886</th> <td> 4.2108</td> <td> 0.376</td> <td> 11.193</td> <td> 0.000</td> <td> 3.473</td> <td> 4.948</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_887</th> <td> 2.3015</td> <td> 0.369</td> <td> 6.231</td> <td> 0.000</td> <td> 1.577</td> <td> 3.025</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_888</th> <td> 3.2097</td> <td> 0.365</td> <td> 8.782</td> <td> 0.000</td> <td> 2.493</td> <td> 3.926</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_889</th> <td> 4.3430</td> <td> 0.372</td> <td> 11.671</td> <td> 0.000</td> <td> 3.614</td> <td> 5.072</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_890</th> <td> 2.0079</td> <td> 0.359</td> <td> 5.587</td> <td> 0.000</td> <td> 1.303</td> <td> 2.712</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_891</th> <td> 3.0001</td> <td> 0.367</td> <td> 8.186</td> <td> 0.000</td> <td> 2.282</td> <td> 3.719</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_892</th> <td> 3.4976</td> <td> 0.373</td> <td> 9.386</td> <td> 0.000</td> <td> 2.767</td> <td> 4.228</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_893</th> <td> 4.3142</td> <td> 0.369</td> <td> 11.691</td> <td> 0.000</td> <td> 3.591</td> <td> 5.038</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_894</th> <td> 3.6230</td> <td> 0.370</td> <td> 9.803</td> <td> 0.000</td> <td> 2.899</td> <td> 4.347</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_895</th> <td> 4.3768</td> <td> 0.373</td> <td> 11.725</td> <td> 0.000</td> <td> 3.645</td> <td> 5.109</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_896</th> <td> 2.7456</td> <td> 0.360</td> <td> 7.621</td> <td> 0.000</td> <td> 2.039</td> <td> 3.452</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_897</th> <td> 6.1353</td> <td> 0.383</td> <td> 16.035</td> <td> 0.000</td> <td> 5.385</td> <td> 6.885</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_898</th> <td> 3.1717</td> <td> 0.372</td> <td> 8.517</td> <td> 0.000</td> <td> 2.442</td> <td> 3.902</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_899</th> <td> 2.2764</td> <td> 0.367</td> <td> 6.206</td> <td> 0.000</td> <td> 1.557</td> <td> 2.995</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_900</th> <td> 3.7578</td> <td> 0.371</td> <td> 10.126</td> <td> 0.000</td> <td> 3.030</td> <td> 4.485</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_901</th> <td> 3.1975</td> <td> 0.366</td> <td> 8.730</td> <td> 0.000</td> <td> 2.480</td> <td> 3.915</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_902</th> <td> 4.7758</td> <td> 0.379</td> <td> 12.616</td> <td> 0.000</td> <td> 4.034</td> <td> 5.518</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_903</th> <td> 2.5231</td> <td> 0.365</td> <td> 6.907</td> <td> 0.000</td> <td> 1.807</td> <td> 3.239</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_904</th> <td> 3.3553</td> <td> 0.368</td> <td> 9.119</td> <td> 0.000</td> <td> 2.634</td> <td> 4.077</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_905</th> <td> 5.0102</td> <td> 0.372</td> <td> 13.477</td> <td> 0.000</td> <td> 4.281</td> <td> 5.739</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_906</th> <td> 2.8869</td> <td> 0.367</td> <td> 7.872</td> <td> 0.000</td> <td> 2.168</td> <td> 3.606</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_907</th> <td> 4.1591</td> <td> 0.372</td> <td> 11.169</td> <td> 0.000</td> <td> 3.429</td> <td> 4.889</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_908</th> <td> 3.3478</td> <td> 0.373</td> <td> 8.982</td> <td> 0.000</td> <td> 2.617</td> <td> 4.078</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_909</th> <td> 2.6362</td> <td> 0.370</td> <td> 7.125</td> <td> 0.000</td> <td> 1.911</td> <td> 3.362</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_910</th> <td> 4.1091</td> <td> 0.370</td> <td> 11.092</td> <td> 0.000</td> <td> 3.383</td> <td> 4.835</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_911</th> <td> 3.7362</td> <td> 0.371</td> <td> 10.061</td> <td> 0.000</td> <td> 3.008</td> <td> 4.464</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_912</th> <td> 3.5639</td> <td> 0.369</td> <td> 9.646</td> <td> 0.000</td> <td> 2.840</td> <td> 4.288</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_913</th> <td> 3.3487</td> <td> 0.372</td> <td> 9.013</td> <td> 0.000</td> <td> 2.620</td> <td> 4.077</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_914</th> <td> 3.6839</td> <td> 0.367</td> <td> 10.043</td> <td> 0.000</td> <td> 2.965</td> <td> 4.403</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_915</th> <td> 3.8621</td> <td> 0.373</td> <td> 10.366</td> <td> 0.000</td> <td> 3.132</td> <td> 4.592</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_916</th> <td> 2.7566</td> <td> 0.367</td> <td> 7.514</td> <td> 0.000</td> <td> 2.038</td> <td> 3.476</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_917</th> <td> 3.4787</td> <td> 0.368</td> <td> 9.460</td> <td> 0.000</td> <td> 2.758</td> <td> 4.200</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_918</th> <td> 1.8946</td> <td> 0.360</td> <td> 5.263</td> <td> 0.000</td> <td> 1.189</td> <td> 2.600</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_919</th> <td> 3.6957</td> <td> 0.367</td> <td> 10.084</td> <td> 0.000</td> <td> 2.977</td> <td> 4.414</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_920</th> <td> 3.9664</td> <td> 0.376</td> <td> 10.563</td> <td> 0.000</td> <td> 3.230</td> <td> 4.703</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_921</th> <td> 4.5966</td> <td> 0.373</td> <td> 12.327</td> <td> 0.000</td> <td> 3.866</td> <td> 5.328</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_922</th> <td> 5.4269</td> <td> 0.376</td> <td> 14.445</td> <td> 0.000</td> <td> 4.690</td> <td> 6.163</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_923</th> <td> 4.3778</td> <td> 0.371</td> <td> 11.791</td> <td> 0.000</td> <td> 3.650</td> <td> 5.106</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_924</th> <td> 4.2996</td> <td> 0.373</td> <td> 11.525</td> <td> 0.000</td> <td> 3.568</td> <td> 5.031</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_925</th> <td> 3.5089</td> <td> 0.368</td> <td> 9.530</td> <td> 0.000</td> <td> 2.787</td> <td> 4.231</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_926</th> <td> 4.1216</td> <td> 0.373</td> <td> 11.058</td> <td> 0.000</td> <td> 3.391</td> <td> 4.852</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_927</th> <td> 4.9170</td> <td> 0.380</td> <td> 12.944</td> <td> 0.000</td> <td> 4.172</td> <td> 5.662</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_928</th> <td> 2.6619</td> <td> 0.361</td> <td> 7.365</td> <td> 0.000</td> <td> 1.953</td> <td> 3.370</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_929</th> <td> 3.1843</td> <td> 0.370</td> <td> 8.616</td> <td> 0.000</td> <td> 2.460</td> <td> 3.909</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_930</th> <td> 3.3355</td> <td> 0.366</td> <td> 9.126</td> <td> 0.000</td> <td> 2.619</td> <td> 4.052</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_931</th> <td> 4.7363</td> <td> 0.378</td> <td> 12.545</td> <td> 0.000</td> <td> 3.996</td> <td> 5.476</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_932</th> <td> 4.6686</td> <td> 0.369</td> <td> 12.654</td> <td> 0.000</td> <td> 3.945</td> <td> 5.392</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_933</th> <td> 3.5194</td> <td> 0.367</td> <td> 9.589</td> <td> 0.000</td> <td> 2.800</td> <td> 4.239</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_934</th> <td> 2.5369</td> <td> 0.361</td> <td> 7.020</td> <td> 0.000</td> <td> 1.829</td> <td> 3.245</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_935</th> <td> 1.5551</td> <td> 0.360</td> <td> 4.314</td> <td> 0.000</td> <td> 0.848</td> <td> 2.262</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_936</th> <td> 3.0913</td> <td> 0.370</td> <td> 8.365</td> <td> 0.000</td> <td> 2.367</td> <td> 3.816</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_937</th> <td> 3.3079</td> <td> 0.367</td> <td> 9.013</td> <td> 0.000</td> <td> 2.588</td> <td> 4.027</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_938</th> <td> 4.2199</td> <td> 0.373</td> <td> 11.311</td> <td> 0.000</td> <td> 3.489</td> <td> 4.951</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_939</th> <td> 4.0304</td> <td> 0.371</td> <td> 10.871</td> <td> 0.000</td> <td> 3.304</td> <td> 4.757</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_940</th> <td> 2.1365</td> <td> 0.370</td> <td> 5.771</td> <td> 0.000</td> <td> 1.411</td> <td> 2.862</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_941</th> <td> 3.0042</td> <td> 0.367</td> <td> 8.182</td> <td> 0.000</td> <td> 2.284</td> <td> 3.724</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_942</th> <td> 4.3244</td> <td> 0.367</td> <td> 11.776</td> <td> 0.000</td> <td> 3.605</td> <td> 5.044</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_943</th> <td> 2.1394</td> <td> 0.362</td> <td> 5.908</td> <td> 0.000</td> <td> 1.430</td> <td> 2.849</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_944</th> <td> 3.2899</td> <td> 0.369</td> <td> 8.927</td> <td> 0.000</td> <td> 2.567</td> <td> 4.012</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_945</th> <td> 3.5905</td> <td> 0.373</td> <td> 9.621</td> <td> 0.000</td> <td> 2.859</td> <td> 4.322</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_946</th> <td> 2.7279</td> <td> 0.370</td> <td> 7.369</td> <td> 0.000</td> <td> 2.002</td> <td> 3.454</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_947</th> <td> 1.6658</td> <td> 0.362</td> <td> 4.601</td> <td> 0.000</td> <td> 0.956</td> <td> 2.375</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_948</th> <td> 3.9477</td> <td> 0.372</td> <td> 10.610</td> <td> 0.000</td> <td> 3.218</td> <td> 4.677</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_949</th> <td> 3.3167</td> <td> 0.365</td> <td> 9.075</td> <td> 0.000</td> <td> 2.600</td> <td> 4.033</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_950</th> <td> 5.0280</td> <td> 0.374</td> <td> 13.453</td> <td> 0.000</td> <td> 4.295</td> <td> 5.761</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_951</th> <td> 4.1135</td> <td> 0.371</td> <td> 11.096</td> <td> 0.000</td> <td> 3.387</td> <td> 4.840</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_952</th> <td> 4.3100</td> <td> 0.374</td> <td> 11.531</td> <td> 0.000</td> <td> 3.577</td> <td> 5.043</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_953</th> <td> 1.5797</td> <td> 0.357</td> <td> 4.422</td> <td> 0.000</td> <td> 0.879</td> <td> 2.280</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_954</th> <td> 4.6432</td> <td> 0.373</td> <td> 12.455</td> <td> 0.000</td> <td> 3.912</td> <td> 5.374</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_955</th> <td> 1.5314</td> <td> 0.358</td> <td> 4.280</td> <td> 0.000</td> <td> 0.830</td> <td> 2.233</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_956</th> <td> 2.1225</td> <td> 0.362</td> <td> 5.863</td> <td> 0.000</td> <td> 1.413</td> <td> 2.832</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_957</th> <td> 2.9299</td> <td> 0.363</td> <td> 8.074</td> <td> 0.000</td> <td> 2.219</td> <td> 3.641</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_958</th> <td> 2.3788</td> <td> 0.364</td> <td> 6.535</td> <td> 0.000</td> <td> 1.665</td> <td> 3.092</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_959</th> <td> 3.3848</td> <td> 0.366</td> <td> 9.236</td> <td> 0.000</td> <td> 2.666</td> <td> 4.103</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_960</th> <td> 2.8102</td> <td> 0.360</td> <td> 7.803</td> <td> 0.000</td> <td> 2.104</td> <td> 3.516</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_961</th> <td> 2.5658</td> <td> 0.362</td> <td> 7.088</td> <td> 0.000</td> <td> 1.856</td> <td> 3.275</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_962</th> <td> 1.5722</td> <td> 0.364</td> <td> 4.317</td> <td> 0.000</td> <td> 0.858</td> <td> 2.286</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_963</th> <td> 3.9421</td> <td> 0.372</td> <td> 10.583</td> <td> 0.000</td> <td> 3.212</td> <td> 4.672</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_964</th> <td> 3.3473</td> <td> 0.371</td> <td> 9.029</td> <td> 0.000</td> <td> 2.621</td> <td> 4.074</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_965</th> <td> 1.2884</td> <td> 0.355</td> <td> 3.634</td> <td> 0.000</td> <td> 0.593</td> <td> 1.983</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_966</th> <td> 2.4960</td> <td> 0.365</td> <td> 6.847</td> <td> 0.000</td> <td> 1.781</td> <td> 3.211</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_967</th> <td> 3.8411</td> <td> 0.371</td> <td> 10.343</td> <td> 0.000</td> <td> 3.113</td> <td> 4.569</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_968</th> <td> 1.4204</td> <td> 0.363</td> <td> 3.918</td> <td> 0.000</td> <td> 0.710</td> <td> 2.131</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_969</th> <td> 3.6327</td> <td> 0.365</td> <td> 9.948</td> <td> 0.000</td> <td> 2.917</td> <td> 4.349</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_970</th> <td> 5.1467</td> <td> 0.368</td> <td> 13.990</td> <td> 0.000</td> <td> 4.426</td> <td> 5.868</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_971</th> <td> 4.4873</td> <td> 0.373</td> <td> 12.033</td> <td> 0.000</td> <td> 3.756</td> <td> 5.218</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_972</th> <td> 4.0117</td> <td> 0.374</td> <td> 10.714</td> <td> 0.000</td> <td> 3.278</td> <td> 4.746</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_973</th> <td> 4.0080</td> <td> 0.374</td> <td> 10.724</td> <td> 0.000</td> <td> 3.275</td> <td> 4.741</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_974</th> <td> 0.5189</td> <td> 0.358</td> <td> 1.448</td> <td> 0.148</td> <td> -0.184</td> <td> 1.222</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_975</th> <td> 2.8887</td> <td> 0.365</td> <td> 7.914</td> <td> 0.000</td> <td> 2.173</td> <td> 3.604</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_976</th> <td> 2.5165</td> <td> 0.368</td> <td> 6.830</td> <td> 0.000</td> <td> 1.794</td> <td> 3.239</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_977</th> <td> 3.2432</td> <td> 0.367</td> <td> 8.826</td> <td> 0.000</td> <td> 2.523</td> <td> 3.964</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_978</th> <td> 2.4907</td> <td> 0.367</td> <td> 6.786</td> <td> 0.000</td> <td> 1.771</td> <td> 3.210</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_979</th> <td> 2.5103</td> <td> 0.370</td> <td> 6.776</td> <td> 0.000</td> <td> 1.784</td> <td> 3.236</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_980</th> <td> 3.8167</td> <td> 0.372</td> <td> 10.271</td> <td> 0.000</td> <td> 3.088</td> <td> 4.545</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_981</th> <td> 3.8323</td> <td> 0.371</td> <td> 10.320</td> <td> 0.000</td> <td> 3.104</td> <td> 4.560</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_982</th> <td> 3.8373</td> <td> 0.374</td> <td> 10.262</td> <td> 0.000</td> <td> 3.104</td> <td> 4.570</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_983</th> <td> 3.9366</td> <td> 0.371</td> <td> 10.601</td> <td> 0.000</td> <td> 3.209</td> <td> 4.665</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_984</th> <td> 3.9200</td> <td> 0.371</td> <td> 10.571</td> <td> 0.000</td> <td> 3.193</td> <td> 4.647</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_985</th> <td> 3.4074</td> <td> 0.369</td> <td> 9.240</td> <td> 0.000</td> <td> 2.685</td> <td> 4.130</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_986</th> <td> 3.1105</td> <td> 0.364</td> <td> 8.556</td> <td> 0.000</td> <td> 2.398</td> <td> 3.823</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_987</th> <td> 3.9980</td> <td> 0.375</td> <td> 10.668</td> <td> 0.000</td> <td> 3.263</td> <td> 4.733</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_988</th> <td> 2.6605</td> <td> 0.369</td> <td> 7.210</td> <td> 0.000</td> <td> 1.937</td> <td> 3.384</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_989</th> <td> 4.4396</td> <td> 0.371</td> <td> 11.978</td> <td> 0.000</td> <td> 3.713</td> <td> 5.166</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_990</th> <td> 4.1817</td> <td> 0.369</td> <td> 11.319</td> <td> 0.000</td> <td> 3.457</td> <td> 4.906</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_991</th> <td> 2.3407</td> <td> 0.363</td> <td> 6.444</td> <td> 0.000</td> <td> 1.629</td> <td> 3.053</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_992</th> <td> 2.0278</td> <td> 0.359</td> <td> 5.652</td> <td> 0.000</td> <td> 1.324</td> <td> 2.731</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_993</th> <td> 2.7456</td> <td> 0.365</td> <td> 7.516</td> <td> 0.000</td> <td> 2.029</td> <td> 3.462</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_994</th> <td> 3.3051</td> <td> 0.362</td> <td> 9.127</td> <td> 0.000</td> <td> 2.595</td> <td> 4.015</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_995</th> <td> 4.1389</td> <td> 0.368</td> <td> 11.260</td> <td> 0.000</td> <td> 3.418</td> <td> 4.859</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_996</th> <td> 4.6774</td> <td> 0.375</td> <td> 12.489</td> <td> 0.000</td> <td> 3.943</td> <td> 5.412</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_997</th> <td> 4.6605</td> <td> 0.376</td> <td> 12.410</td> <td> 0.000</td> <td> 3.924</td> <td> 5.397</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_998</th> <td> 5.3999</td> <td> 0.379</td> <td> 14.229</td> <td> 0.000</td> <td> 4.656</td> <td> 6.144</td>\n",
"</tr>\n",
"<tr>\n",
" <th>fe_999</th> <td> 2.7777</td> <td> 0.365</td> <td> 7.616</td> <td> 0.000</td> <td> 2.063</td> <td> 3.493</td>\n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<tr>\n",
" <th>Omnibus:</th> <td> 2.878</td> <th> Durbin-Watson: </th> <td> 2.161</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Prob(Omnibus):</th> <td> 0.237</td> <th> Jarque-Bera (JB): </th> <td> 2.841</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Skew:</th> <td> 0.041</td> <th> Prob(JB): </th> <td> 0.242</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Kurtosis:</th> <td> 3.028</td> <th> Cond. No. </th> <td>1.50e+04</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.934\n",
"Model: OLS Adj. R-squared: 0.926\n",
"Method: Least Squares F-statistic: 112.8\n",
"Date: Wed, 28 Jun 2017 Prob (F-statistic): 0.00\n",
"Time: 17:41:41 Log-Likelihood: -12183.\n",
"No. Observations: 9000 AIC: 2.637e+04\n",
"Df Residuals: 7998 BIC: 3.349e+04\n",
"Df Model: 1001 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"lagy 0.5554 0.005 118.204 0.000 0.546 0.565\n",
"x 1.9777 0.011 176.312 0.000 1.956 2.000\n",
"fe_0 3.6792 0.368 9.987 0.000 2.957 4.401\n",
"fe_1 2.8600 0.362 7.891 0.000 2.150 3.571\n",
"fe_2 3.2154 0.363 8.854 0.000 2.503 3.927\n",
"fe_3 0.9131 0.358 2.548 0.011 0.211 1.616\n",
"fe_4 3.4473 0.371 9.280 0.000 2.719 4.175\n",
"fe_5 1.6217 0.362 4.484 0.000 0.913 2.331\n",
"fe_6 3.3376 0.366 9.118 0.000 2.620 4.055\n",
"fe_7 2.5003 0.362 6.900 0.000 1.790 3.211\n",
"fe_8 1.6900 0.359 4.705 0.000 0.986 2.394\n",
"fe_9 3.1371 0.370 8.471 0.000 2.411 3.863\n",
"fe_10 4.5622 0.370 12.324 0.000 3.837 5.288\n",
"fe_11 2.4390 0.367 6.653 0.000 1.720 3.158\n",
"fe_12 3.1584 0.365 8.661 0.000 2.444 3.873\n",
"fe_13 4.4932 0.379 11.842 0.000 3.749 5.237\n",
"fe_14 4.6533 0.379 12.282 0.000 3.911 5.396\n",
"fe_15 3.3228 0.368 9.024 0.000 2.601 4.045\n",
"fe_16 5.9118 0.385 15.361 0.000 5.157 6.666\n",
"fe_17 3.2718 0.364 8.986 0.000 2.558 3.986\n",
"fe_18 1.7610 0.368 4.787 0.000 1.040 2.482\n",
"fe_19 3.6802 0.373 9.876 0.000 2.950 4.411\n",
"fe_20 3.7011 0.373 9.923 0.000 2.970 4.432\n",
"fe_21 3.3131 0.369 8.985 0.000 2.590 4.036\n",
"fe_22 3.1423 0.362 8.676 0.000 2.432 3.852\n",
"fe_23 3.3562 0.369 9.108 0.000 2.634 4.079\n",
"fe_24 4.3244 0.375 11.521 0.000 3.589 5.060\n",
"fe_25 3.4215 0.370 9.236 0.000 2.695 4.148\n",
"fe_26 2.4333 0.366 6.656 0.000 1.717 3.150\n",
"fe_27 2.1925 0.362 6.065 0.000 1.484 2.901\n",
"fe_28 2.3169 0.362 6.395 0.000 1.607 3.027\n",
"fe_29 2.1382 0.364 5.867 0.000 1.424 2.853\n",
"fe_30 2.3892 0.372 6.422 0.000 1.660 3.119\n",
"fe_31 3.8734 0.362 10.685 0.000 3.163 4.584\n",
"fe_32 2.1452 0.361 5.946 0.000 1.438 2.852\n",
"fe_33 4.5567 0.371 12.271 0.000 3.829 5.285\n",
"fe_34 3.3634 0.368 9.133 0.000 2.641 4.085\n",
"fe_35 6.8051 0.384 17.705 0.000 6.052 7.559\n",
"fe_36 1.9807 0.358 5.526 0.000 1.278 2.683\n",
"fe_37 2.4589 0.364 6.759 0.000 1.746 3.172\n",
"fe_38 1.9422 0.364 5.333 0.000 1.228 2.656\n",
"fe_39 4.3989 0.371 11.851 0.000 3.671 5.127\n",
"fe_40 2.5753 0.361 7.131 0.000 1.867 3.283\n",
"fe_41 0.8942 0.359 2.489 0.013 0.190 1.599\n",
"fe_42 3.8963 0.370 10.518 0.000 3.170 4.622\n",
"fe_43 3.8652 0.376 10.287 0.000 3.129 4.602\n",
"fe_44 3.1354 0.364 8.616 0.000 2.422 3.849\n",
"fe_45 3.4516 0.368 9.380 0.000 2.730 4.173\n",
"fe_46 5.1872 0.376 13.788 0.000 4.450 5.925\n",
"fe_47 -0.3293 0.353 -0.933 0.351 -1.021 0.362\n",
"fe_48 1.3250 0.363 3.648 0.000 0.613 2.037\n",
"fe_49 3.8669 0.368 10.514 0.000 3.146 4.588\n",
"fe_50 3.3208 0.371 8.941 0.000 2.593 4.049\n",
"fe_51 2.5261 0.365 6.930 0.000 1.812 3.241\n",
"fe_52 1.5188 0.365 4.164 0.000 0.804 2.234\n",
"fe_53 4.3625 0.371 11.766 0.000 3.636 5.089\n",
"fe_54 3.1454 0.370 8.512 0.000 2.421 3.870\n",
"fe_55 2.8565 0.364 7.852 0.000 2.143 3.570\n",
"fe_56 3.1624 0.364 8.688 0.000 2.449 3.876\n",
"fe_57 3.4404 0.366 9.409 0.000 2.724 4.157\n",
"fe_58 4.0261 0.370 10.874 0.000 3.300 4.752\n",
"fe_59 3.3188 0.364 9.115 0.000 2.605 4.033\n",
"fe_60 5.3249 0.379 14.051 0.000 4.582 6.068\n",
"fe_61 3.9857 0.372 10.719 0.000 3.257 4.715\n",
"fe_62 4.3767 0.375 11.660 0.000 3.641 5.113\n",
"fe_63 3.7212 0.366 10.174 0.000 3.004 4.438\n",
"fe_64 4.2294 0.372 11.381 0.000 3.501 4.958\n",
"fe_65 3.5332 0.367 9.615 0.000 2.813 4.253\n",
"fe_66 2.7496 0.366 7.508 0.000 2.032 3.468\n",
"fe_67 2.2897 0.360 6.352 0.000 1.583 2.996\n",
"fe_68 2.9998 0.364 8.245 0.000 2.287 3.713\n",
"fe_69 5.5479 0.377 14.711 0.000 4.809 6.287\n",
"fe_70 3.0281 0.369 8.201 0.000 2.304 3.752\n",
"fe_71 2.8118 0.360 7.807 0.000 2.106 3.518\n",
"fe_72 1.4780 0.359 4.112 0.000 0.773 2.183\n",
"fe_73 3.5093 0.364 9.647 0.000 2.796 4.222\n",
"fe_74 3.0375 0.367 8.284 0.000 2.319 3.756\n",
"fe_75 5.3781 0.383 14.030 0.000 4.627 6.129\n",
"fe_76 1.9158 0.357 5.359 0.000 1.215 2.617\n",
"fe_77 2.8903 0.371 7.800 0.000 2.164 3.617\n",
"fe_78 0.9419 0.355 2.650 0.008 0.245 1.639\n",
"fe_79 3.2416 0.365 8.886 0.000 2.527 3.957\n",
"fe_80 3.9973 0.371 10.770 0.000 3.270 4.725\n",
"fe_81 3.5444 0.369 9.609 0.000 2.821 4.267\n",
"fe_82 3.1564 0.374 8.434 0.000 2.423 3.890\n",
"fe_83 2.4285 0.362 6.708 0.000 1.719 3.138\n",
"fe_84 4.1437 0.373 11.096 0.000 3.412 4.876\n",
"fe_85 4.0569 0.368 11.014 0.000 3.335 4.779\n",
"fe_86 3.5643 0.371 9.614 0.000 2.838 4.291\n",
"fe_87 1.9094 0.360 5.304 0.000 1.204 2.615\n",
"fe_88 2.9854 0.360 8.301 0.000 2.280 3.690\n",
"fe_89 1.7841 0.361 4.941 0.000 1.076 2.492\n",
"fe_90 5.8974 0.375 15.746 0.000 5.163 6.632\n",
"fe_91 1.6288 0.358 4.553 0.000 0.928 2.330\n",
"fe_92 2.8406 0.365 7.792 0.000 2.126 3.555\n",
"fe_93 2.9141 0.369 7.907 0.000 2.192 3.637\n",
"fe_94 2.2307 0.366 6.093 0.000 1.513 2.948\n",
"fe_95 2.0476 0.359 5.710 0.000 1.345 2.751\n",
"fe_96 3.2539 0.378 8.613 0.000 2.513 3.994\n",
"fe_97 3.4308 0.367 9.343 0.000 2.711 4.151\n",
"fe_98 4.0485 0.369 10.970 0.000 3.325 4.772\n",
"fe_99 1.8747 0.363 5.162 0.000 1.163 2.587\n",
"fe_100 5.1012 0.376 13.564 0.000 4.364 5.838\n",
"fe_101 3.4622 0.371 9.344 0.000 2.736 4.189\n",
"fe_102 1.9277 0.363 5.315 0.000 1.217 2.639\n",
"fe_103 4.3917 0.370 11.867 0.000 3.666 5.117\n",
"fe_104 3.4203 0.368 9.305 0.000 2.700 4.141\n",
"fe_105 2.3341 0.368 6.345 0.000 1.613 3.055\n",
"fe_106 3.4818 0.370 9.416 0.000 2.757 4.207\n",
"fe_107 4.6747 0.373 12.539 0.000 3.944 5.405\n",
"fe_108 3.1258 0.364 8.578 0.000 2.411 3.840\n",
"fe_109 3.7102 0.366 10.126 0.000 2.992 4.428\n",
"fe_110 3.8989 0.367 10.618 0.000 3.179 4.619\n",
"fe_111 2.4948 0.364 6.854 0.000 1.781 3.208\n",
"fe_112 5.0038 0.378 13.241 0.000 4.263 5.745\n",
"fe_113 3.9334 0.370 10.617 0.000 3.207 4.660\n",
"fe_114 1.9503 0.356 5.477 0.000 1.252 2.648\n",
"fe_115 3.2449 0.371 8.750 0.000 2.518 3.972\n",
"fe_116 1.2892 0.361 3.572 0.000 0.582 1.997\n",
"fe_117 6.0484 0.381 15.870 0.000 5.301 6.796\n",
"fe_118 3.4636 0.368 9.405 0.000 2.742 4.186\n",
"fe_119 4.4816 0.375 11.948 0.000 3.746 5.217\n",
"fe_120 3.2195 0.369 8.736 0.000 2.497 3.942\n",
"fe_121 3.0487 0.365 8.362 0.000 2.334 3.763\n",
"fe_122 3.0523 0.364 8.396 0.000 2.340 3.765\n",
"fe_123 3.6763 0.369 9.962 0.000 2.953 4.400\n",
"fe_124 3.2371 0.368 8.799 0.000 2.516 3.958\n",
"fe_125 5.0199 0.376 13.337 0.000 4.282 5.758\n",
"fe_126 5.2097 0.379 13.752 0.000 4.467 5.952\n",
"fe_127 4.5135 0.370 12.212 0.000 3.789 5.238\n",
"fe_128 4.6398 0.378 12.273 0.000 3.899 5.381\n",
"fe_129 1.7775 0.362 4.906 0.000 1.067 2.488\n",
"fe_130 1.8811 0.366 5.142 0.000 1.164 2.598\n",
"fe_131 6.0042 0.386 15.541 0.000 5.247 6.762\n",
"fe_132 3.2627 0.369 8.834 0.000 2.539 3.987\n",
"fe_133 4.0203 0.372 10.816 0.000 3.292 4.749\n",
"fe_134 1.2494 0.361 3.465 0.001 0.543 1.956\n",
"fe_135 2.5936 0.362 7.172 0.000 1.885 3.302\n",
"fe_136 4.9196 0.377 13.052 0.000 4.181 5.658\n",
"fe_137 2.2820 0.363 6.278 0.000 1.569 2.995\n",
"fe_138 5.7127 0.377 15.143 0.000 4.973 6.452\n",
"fe_139 5.5314 0.382 14.478 0.000 4.782 6.280\n",
"fe_140 4.8947 0.384 12.757 0.000 4.143 5.647\n",
"fe_141 3.3589 0.360 9.322 0.000 2.653 4.065\n",
"fe_142 5.1365 0.372 13.794 0.000 4.407 5.866\n",
"fe_143 4.5719 0.372 12.290 0.000 3.843 5.301\n",
"fe_144 1.4627 0.359 4.069 0.000 0.758 2.167\n",
"fe_145 4.8718 0.374 13.012 0.000 4.138 5.606\n",
"fe_146 4.4110 0.370 11.932 0.000 3.686 5.136\n",
"fe_147 3.2823 0.369 8.892 0.000 2.559 4.006\n",
"fe_148 3.8499 0.363 10.609 0.000 3.139 4.561\n",
"fe_149 4.4248 0.370 11.952 0.000 3.699 5.151\n",
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"fe_720 3.0812 0.368 8.368 0.000 2.359 3.803\n",
"fe_721 3.4600 0.365 9.482 0.000 2.745 4.175\n",
"fe_722 3.7870 0.364 10.406 0.000 3.074 4.500\n",
"fe_723 4.1154 0.369 11.165 0.000 3.393 4.838\n",
"fe_724 3.1350 0.368 8.517 0.000 2.413 3.857\n",
"fe_725 4.8085 0.368 13.070 0.000 4.087 5.530\n",
"fe_726 4.2331 0.368 11.494 0.000 3.511 4.955\n",
"fe_727 4.1924 0.372 11.284 0.000 3.464 4.921\n",
"fe_728 3.8512 0.368 10.473 0.000 3.130 4.572\n",
"fe_729 5.5216 0.381 14.491 0.000 4.775 6.269\n",
"fe_730 2.6833 0.362 7.407 0.000 1.973 3.393\n",
"fe_731 3.3104 0.373 8.882 0.000 2.580 4.041\n",
"fe_732 1.0605 0.357 2.967 0.003 0.360 1.761\n",
"fe_733 2.8965 0.372 7.789 0.000 2.168 3.625\n",
"fe_734 3.3082 0.367 9.019 0.000 2.589 4.027\n",
"fe_735 3.2821 0.366 8.974 0.000 2.565 3.999\n",
"fe_736 1.9241 0.361 5.327 0.000 1.216 2.632\n",
"fe_737 3.6245 0.372 9.753 0.000 2.896 4.353\n",
"fe_738 3.5062 0.369 9.494 0.000 2.782 4.230\n",
"fe_739 4.0214 0.377 10.677 0.000 3.283 4.760\n",
"fe_740 3.7168 0.370 10.034 0.000 2.991 4.443\n",
"fe_741 4.1334 0.369 11.204 0.000 3.410 4.857\n",
"fe_742 6.1053 0.382 15.980 0.000 5.356 6.854\n",
"fe_743 1.3393 0.364 3.683 0.000 0.627 2.052\n",
"fe_744 4.0232 0.370 10.888 0.000 3.299 4.748\n",
"fe_745 3.8845 0.373 10.413 0.000 3.153 4.616\n",
"fe_746 1.7642 0.365 4.831 0.000 1.048 2.480\n",
"fe_747 3.2704 0.371 8.813 0.000 2.543 3.998\n",
"fe_748 4.1423 0.374 11.062 0.000 3.408 4.876\n",
"fe_749 0.9037 0.354 2.554 0.011 0.210 1.597\n",
"fe_750 4.6616 0.378 12.346 0.000 3.921 5.402\n",
"fe_751 4.8135 0.374 12.887 0.000 4.081 5.546\n",
"fe_752 3.4925 0.364 9.604 0.000 2.780 4.205\n",
"fe_753 3.4874 0.372 9.384 0.000 2.759 4.216\n",
"fe_754 0.8276 0.364 2.272 0.023 0.114 1.541\n",
"fe_755 3.7327 0.374 9.985 0.000 3.000 4.466\n",
"fe_756 4.7703 0.376 12.694 0.000 4.034 5.507\n",
"fe_757 3.1876 0.368 8.652 0.000 2.465 3.910\n",
"fe_758 1.5190 0.359 4.237 0.000 0.816 2.222\n",
"fe_759 3.9994 0.371 10.784 0.000 3.272 4.726\n",
"fe_760 2.9385 0.366 8.034 0.000 2.222 3.655\n",
"fe_761 3.4309 0.369 9.292 0.000 2.707 4.155\n",
"fe_762 3.2685 0.368 8.880 0.000 2.547 3.990\n",
"fe_763 1.9651 0.371 5.297 0.000 1.238 2.692\n",
"fe_764 2.6872 0.370 7.267 0.000 1.962 3.412\n",
"fe_765 2.5709 0.363 7.090 0.000 1.860 3.282\n",
"fe_766 4.5268 0.375 12.070 0.000 3.792 5.262\n",
"fe_767 3.7567 0.372 10.099 0.000 3.027 4.486\n",
"fe_768 3.7724 0.368 10.242 0.000 3.050 4.494\n",
"fe_769 5.7340 0.382 15.026 0.000 4.986 6.482\n",
"fe_770 3.3961 0.366 9.290 0.000 2.680 4.113\n",
"fe_771 0.5529 0.358 1.543 0.123 -0.150 1.256\n",
"fe_772 4.3038 0.370 11.633 0.000 3.579 5.029\n",
"fe_773 2.0911 0.364 5.743 0.000 1.377 2.805\n",
"fe_774 3.9431 0.370 10.652 0.000 3.217 4.669\n",
"fe_775 3.3118 0.365 9.082 0.000 2.597 4.027\n",
"fe_776 4.1783 0.370 11.291 0.000 3.453 4.904\n",
"fe_777 4.3215 0.371 11.641 0.000 3.594 5.049\n",
"fe_778 3.5044 0.367 9.549 0.000 2.785 4.224\n",
"fe_779 3.3555 0.366 9.180 0.000 2.639 4.072\n",
"fe_780 3.1072 0.370 8.403 0.000 2.382 3.832\n",
"fe_781 5.0219 0.381 13.181 0.000 4.275 5.769\n",
"fe_782 3.2317 0.366 8.826 0.000 2.514 3.949\n",
"fe_783 3.9901 0.371 10.742 0.000 3.262 4.718\n",
"fe_784 0.8120 0.355 2.290 0.022 0.117 1.507\n",
"fe_785 3.9888 0.368 10.852 0.000 3.268 4.709\n",
"fe_786 4.0843 0.375 10.894 0.000 3.349 4.819\n",
"fe_787 2.3367 0.366 6.380 0.000 1.619 3.055\n",
"fe_788 4.1124 0.367 11.193 0.000 3.392 4.833\n",
"fe_789 2.9146 0.369 7.906 0.000 2.192 3.637\n",
"fe_790 2.2348 0.366 6.109 0.000 1.518 2.952\n",
"fe_791 3.7394 0.371 10.089 0.000 3.013 4.466\n",
"fe_792 1.6417 0.360 4.563 0.000 0.936 2.347\n",
"fe_793 5.2484 0.371 14.156 0.000 4.522 5.975\n",
"fe_794 4.2909 0.373 11.514 0.000 3.560 5.021\n",
"fe_795 2.2411 0.364 6.151 0.000 1.527 2.955\n",
"fe_796 2.3312 0.360 6.478 0.000 1.626 3.037\n",
"fe_797 1.9200 0.364 5.272 0.000 1.206 2.634\n",
"fe_798 4.3119 0.369 11.691 0.000 3.589 5.035\n",
"fe_799 3.1746 0.370 8.582 0.000 2.450 3.900\n",
"fe_800 4.0333 0.372 10.831 0.000 3.303 4.763\n",
"fe_801 3.7598 0.370 10.162 0.000 3.035 4.485\n",
"fe_802 4.5332 0.368 12.303 0.000 3.811 5.255\n",
"fe_803 3.3269 0.363 9.155 0.000 2.615 4.039\n",
"fe_804 3.5107 0.366 9.595 0.000 2.793 4.228\n",
"fe_805 2.2775 0.359 6.350 0.000 1.574 2.980\n",
"fe_806 4.0618 0.370 10.987 0.000 3.337 4.787\n",
"fe_807 2.2522 0.365 6.174 0.000 1.537 2.967\n",
"fe_808 3.9386 0.368 10.710 0.000 3.218 4.659\n",
"fe_809 2.4249 0.360 6.738 0.000 1.719 3.130\n",
"fe_810 3.9919 0.371 10.751 0.000 3.264 4.720\n",
"fe_811 2.0463 0.359 5.693 0.000 1.342 2.751\n",
"fe_812 4.7088 0.372 12.643 0.000 3.979 5.439\n",
"fe_813 2.5515 0.372 6.865 0.000 1.823 3.280\n",
"fe_814 3.8172 0.365 10.447 0.000 3.101 4.533\n",
"fe_815 6.0384 0.375 16.087 0.000 5.303 6.774\n",
"fe_816 2.9208 0.362 8.074 0.000 2.212 3.630\n",
"fe_817 4.0549 0.366 11.072 0.000 3.337 4.773\n",
"fe_818 2.5427 0.368 6.913 0.000 1.822 3.264\n",
"fe_819 1.8390 0.357 5.155 0.000 1.140 2.538\n",
"fe_820 1.0894 0.359 3.036 0.002 0.386 1.793\n",
"fe_821 2.5763 0.361 7.139 0.000 1.869 3.284\n",
"fe_822 4.4616 0.377 11.840 0.000 3.723 5.200\n",
"fe_823 3.6550 0.367 9.949 0.000 2.935 4.375\n",
"fe_824 3.4691 0.369 9.402 0.000 2.746 4.192\n",
"fe_825 3.1537 0.370 8.532 0.000 2.429 3.878\n",
"fe_826 5.6072 0.380 14.750 0.000 4.862 6.352\n",
"fe_827 3.7987 0.367 10.345 0.000 3.079 4.518\n",
"fe_828 2.1669 0.359 6.028 0.000 1.462 2.872\n",
"fe_829 3.2574 0.365 8.933 0.000 2.543 3.972\n",
"fe_830 4.8285 0.372 12.987 0.000 4.100 5.557\n",
"fe_831 2.2078 0.365 6.048 0.000 1.492 2.923\n",
"fe_832 5.2970 0.377 14.046 0.000 4.558 6.036\n",
"fe_833 4.3486 0.368 11.817 0.000 3.627 5.070\n",
"fe_834 3.5342 0.366 9.653 0.000 2.817 4.252\n",
"fe_835 4.2256 0.375 11.269 0.000 3.491 4.961\n",
"fe_836 2.7548 0.368 7.489 0.000 2.034 3.476\n",
"fe_837 1.0136 0.361 2.807 0.005 0.306 1.721\n",
"fe_838 4.7000 0.373 12.606 0.000 3.969 5.431\n",
"fe_839 2.7698 0.368 7.528 0.000 2.049 3.491\n",
"fe_840 2.1729 0.363 5.979 0.000 1.460 2.885\n",
"fe_841 1.9885 0.362 5.494 0.000 1.279 2.698\n",
"fe_842 4.3093 0.371 11.619 0.000 3.582 5.036\n",
"fe_843 4.3546 0.365 11.926 0.000 3.639 5.070\n",
"fe_844 4.9017 0.380 12.912 0.000 4.157 5.646\n",
"fe_845 2.1669 0.365 5.929 0.000 1.450 2.883\n",
"fe_846 2.6262 0.371 7.073 0.000 1.898 3.354\n",
"fe_847 5.0489 0.376 13.427 0.000 4.312 5.786\n",
"fe_848 1.2090 0.354 3.418 0.001 0.516 1.902\n",
"fe_849 2.6936 0.363 7.412 0.000 1.981 3.406\n",
"fe_850 4.4415 0.372 11.946 0.000 3.713 5.170\n",
"fe_851 5.2416 0.379 13.821 0.000 4.498 5.985\n",
"fe_852 4.9114 0.374 13.148 0.000 4.179 5.644\n",
"fe_853 4.2891 0.372 11.521 0.000 3.559 5.019\n",
"fe_854 3.0199 0.366 8.250 0.000 2.302 3.737\n",
"fe_855 1.5406 0.360 4.277 0.000 0.834 2.247\n",
"fe_856 3.3722 0.364 9.256 0.000 2.658 4.086\n",
"fe_857 5.0367 0.378 13.335 0.000 4.296 5.777\n",
"fe_858 2.5884 0.366 7.065 0.000 1.870 3.307\n",
"fe_859 3.6401 0.366 9.956 0.000 2.923 4.357\n",
"fe_860 2.1890 0.358 6.123 0.000 1.488 2.890\n",
"fe_861 1.9284 0.360 5.351 0.000 1.222 2.635\n",
"fe_862 3.1499 0.366 8.603 0.000 2.432 3.868\n",
"fe_863 1.3123 0.362 3.625 0.000 0.603 2.022\n",
"fe_864 6.0925 0.385 15.837 0.000 5.338 6.847\n",
"fe_865 3.7106 0.369 10.060 0.000 2.988 4.434\n",
"fe_866 4.1276 0.375 10.993 0.000 3.392 4.864\n",
"fe_867 4.2498 0.377 11.285 0.000 3.512 4.988\n",
"fe_868 3.1762 0.364 8.737 0.000 2.464 3.889\n",
"fe_869 3.5121 0.364 9.640 0.000 2.798 4.226\n",
"fe_870 2.8481 0.368 7.731 0.000 2.126 3.570\n",
"fe_871 3.7735 0.370 10.204 0.000 3.049 4.498\n",
"fe_872 2.4658 0.365 6.753 0.000 1.750 3.182\n",
"fe_873 2.2657 0.362 6.262 0.000 1.556 2.975\n",
"fe_874 3.6929 0.373 9.897 0.000 2.961 4.424\n",
"fe_875 2.5824 0.364 7.097 0.000 1.869 3.296\n",
"fe_876 3.6250 0.371 9.759 0.000 2.897 4.353\n",
"fe_877 2.1006 0.367 5.731 0.000 1.382 2.819\n",
"fe_878 6.8663 0.387 17.739 0.000 6.108 7.625\n",
"fe_879 2.4507 0.362 6.768 0.000 1.741 3.161\n",
"fe_880 6.0152 0.390 15.438 0.000 5.251 6.779\n",
"fe_881 4.3555 0.371 11.729 0.000 3.628 5.083\n",
"fe_882 0.5191 0.354 1.466 0.143 -0.175 1.213\n",
"fe_883 6.7789 0.382 17.729 0.000 6.029 7.528\n",
"fe_884 3.9283 0.370 10.613 0.000 3.203 4.654\n",
"fe_885 4.4502 0.373 11.932 0.000 3.719 5.181\n",
"fe_886 4.2108 0.376 11.193 0.000 3.473 4.948\n",
"fe_887 2.3015 0.369 6.231 0.000 1.577 3.025\n",
"fe_888 3.2097 0.365 8.782 0.000 2.493 3.926\n",
"fe_889 4.3430 0.372 11.671 0.000 3.614 5.072\n",
"fe_890 2.0079 0.359 5.587 0.000 1.303 2.712\n",
"fe_891 3.0001 0.367 8.186 0.000 2.282 3.719\n",
"fe_892 3.4976 0.373 9.386 0.000 2.767 4.228\n",
"fe_893 4.3142 0.369 11.691 0.000 3.591 5.038\n",
"fe_894 3.6230 0.370 9.803 0.000 2.899 4.347\n",
"fe_895 4.3768 0.373 11.725 0.000 3.645 5.109\n",
"fe_896 2.7456 0.360 7.621 0.000 2.039 3.452\n",
"fe_897 6.1353 0.383 16.035 0.000 5.385 6.885\n",
"fe_898 3.1717 0.372 8.517 0.000 2.442 3.902\n",
"fe_899 2.2764 0.367 6.206 0.000 1.557 2.995\n",
"fe_900 3.7578 0.371 10.126 0.000 3.030 4.485\n",
"fe_901 3.1975 0.366 8.730 0.000 2.480 3.915\n",
"fe_902 4.7758 0.379 12.616 0.000 4.034 5.518\n",
"fe_903 2.5231 0.365 6.907 0.000 1.807 3.239\n",
"fe_904 3.3553 0.368 9.119 0.000 2.634 4.077\n",
"fe_905 5.0102 0.372 13.477 0.000 4.281 5.739\n",
"fe_906 2.8869 0.367 7.872 0.000 2.168 3.606\n",
"fe_907 4.1591 0.372 11.169 0.000 3.429 4.889\n",
"fe_908 3.3478 0.373 8.982 0.000 2.617 4.078\n",
"fe_909 2.6362 0.370 7.125 0.000 1.911 3.362\n",
"fe_910 4.1091 0.370 11.092 0.000 3.383 4.835\n",
"fe_911 3.7362 0.371 10.061 0.000 3.008 4.464\n",
"fe_912 3.5639 0.369 9.646 0.000 2.840 4.288\n",
"fe_913 3.3487 0.372 9.013 0.000 2.620 4.077\n",
"fe_914 3.6839 0.367 10.043 0.000 2.965 4.403\n",
"fe_915 3.8621 0.373 10.366 0.000 3.132 4.592\n",
"fe_916 2.7566 0.367 7.514 0.000 2.038 3.476\n",
"fe_917 3.4787 0.368 9.460 0.000 2.758 4.200\n",
"fe_918 1.8946 0.360 5.263 0.000 1.189 2.600\n",
"fe_919 3.6957 0.367 10.084 0.000 2.977 4.414\n",
"fe_920 3.9664 0.376 10.563 0.000 3.230 4.703\n",
"fe_921 4.5966 0.373 12.327 0.000 3.866 5.328\n",
"fe_922 5.4269 0.376 14.445 0.000 4.690 6.163\n",
"fe_923 4.3778 0.371 11.791 0.000 3.650 5.106\n",
"fe_924 4.2996 0.373 11.525 0.000 3.568 5.031\n",
"fe_925 3.5089 0.368 9.530 0.000 2.787 4.231\n",
"fe_926 4.1216 0.373 11.058 0.000 3.391 4.852\n",
"fe_927 4.9170 0.380 12.944 0.000 4.172 5.662\n",
"fe_928 2.6619 0.361 7.365 0.000 1.953 3.370\n",
"fe_929 3.1843 0.370 8.616 0.000 2.460 3.909\n",
"fe_930 3.3355 0.366 9.126 0.000 2.619 4.052\n",
"fe_931 4.7363 0.378 12.545 0.000 3.996 5.476\n",
"fe_932 4.6686 0.369 12.654 0.000 3.945 5.392\n",
"fe_933 3.5194 0.367 9.589 0.000 2.800 4.239\n",
"fe_934 2.5369 0.361 7.020 0.000 1.829 3.245\n",
"fe_935 1.5551 0.360 4.314 0.000 0.848 2.262\n",
"fe_936 3.0913 0.370 8.365 0.000 2.367 3.816\n",
"fe_937 3.3079 0.367 9.013 0.000 2.588 4.027\n",
"fe_938 4.2199 0.373 11.311 0.000 3.489 4.951\n",
"fe_939 4.0304 0.371 10.871 0.000 3.304 4.757\n",
"fe_940 2.1365 0.370 5.771 0.000 1.411 2.862\n",
"fe_941 3.0042 0.367 8.182 0.000 2.284 3.724\n",
"fe_942 4.3244 0.367 11.776 0.000 3.605 5.044\n",
"fe_943 2.1394 0.362 5.908 0.000 1.430 2.849\n",
"fe_944 3.2899 0.369 8.927 0.000 2.567 4.012\n",
"fe_945 3.5905 0.373 9.621 0.000 2.859 4.322\n",
"fe_946 2.7279 0.370 7.369 0.000 2.002 3.454\n",
"fe_947 1.6658 0.362 4.601 0.000 0.956 2.375\n",
"fe_948 3.9477 0.372 10.610 0.000 3.218 4.677\n",
"fe_949 3.3167 0.365 9.075 0.000 2.600 4.033\n",
"fe_950 5.0280 0.374 13.453 0.000 4.295 5.761\n",
"fe_951 4.1135 0.371 11.096 0.000 3.387 4.840\n",
"fe_952 4.3100 0.374 11.531 0.000 3.577 5.043\n",
"fe_953 1.5797 0.357 4.422 0.000 0.879 2.280\n",
"fe_954 4.6432 0.373 12.455 0.000 3.912 5.374\n",
"fe_955 1.5314 0.358 4.280 0.000 0.830 2.233\n",
"fe_956 2.1225 0.362 5.863 0.000 1.413 2.832\n",
"fe_957 2.9299 0.363 8.074 0.000 2.219 3.641\n",
"fe_958 2.3788 0.364 6.535 0.000 1.665 3.092\n",
"fe_959 3.3848 0.366 9.236 0.000 2.666 4.103\n",
"fe_960 2.8102 0.360 7.803 0.000 2.104 3.516\n",
"fe_961 2.5658 0.362 7.088 0.000 1.856 3.275\n",
"fe_962 1.5722 0.364 4.317 0.000 0.858 2.286\n",
"fe_963 3.9421 0.372 10.583 0.000 3.212 4.672\n",
"fe_964 3.3473 0.371 9.029 0.000 2.621 4.074\n",
"fe_965 1.2884 0.355 3.634 0.000 0.593 1.983\n",
"fe_966 2.4960 0.365 6.847 0.000 1.781 3.211\n",
"fe_967 3.8411 0.371 10.343 0.000 3.113 4.569\n",
"fe_968 1.4204 0.363 3.918 0.000 0.710 2.131\n",
"fe_969 3.6327 0.365 9.948 0.000 2.917 4.349\n",
"fe_970 5.1467 0.368 13.990 0.000 4.426 5.868\n",
"fe_971 4.4873 0.373 12.033 0.000 3.756 5.218\n",
"fe_972 4.0117 0.374 10.714 0.000 3.278 4.746\n",
"fe_973 4.0080 0.374 10.724 0.000 3.275 4.741\n",
"fe_974 0.5189 0.358 1.448 0.148 -0.184 1.222\n",
"fe_975 2.8887 0.365 7.914 0.000 2.173 3.604\n",
"fe_976 2.5165 0.368 6.830 0.000 1.794 3.239\n",
"fe_977 3.2432 0.367 8.826 0.000 2.523 3.964\n",
"fe_978 2.4907 0.367 6.786 0.000 1.771 3.210\n",
"fe_979 2.5103 0.370 6.776 0.000 1.784 3.236\n",
"fe_980 3.8167 0.372 10.271 0.000 3.088 4.545\n",
"fe_981 3.8323 0.371 10.320 0.000 3.104 4.560\n",
"fe_982 3.8373 0.374 10.262 0.000 3.104 4.570\n",
"fe_983 3.9366 0.371 10.601 0.000 3.209 4.665\n",
"fe_984 3.9200 0.371 10.571 0.000 3.193 4.647\n",
"fe_985 3.4074 0.369 9.240 0.000 2.685 4.130\n",
"fe_986 3.1105 0.364 8.556 0.000 2.398 3.823\n",
"fe_987 3.9980 0.375 10.668 0.000 3.263 4.733\n",
"fe_988 2.6605 0.369 7.210 0.000 1.937 3.384\n",
"fe_989 4.4396 0.371 11.978 0.000 3.713 5.166\n",
"fe_990 4.1817 0.369 11.319 0.000 3.457 4.906\n",
"fe_991 2.3407 0.363 6.444 0.000 1.629 3.053\n",
"fe_992 2.0278 0.359 5.652 0.000 1.324 2.731\n",
"fe_993 2.7456 0.365 7.516 0.000 2.029 3.462\n",
"fe_994 3.3051 0.362 9.127 0.000 2.595 4.015\n",
"fe_995 4.1389 0.368 11.260 0.000 3.418 4.859\n",
"fe_996 4.6774 0.375 12.489 0.000 3.943 5.412\n",
"fe_997 4.6605 0.376 12.410 0.000 3.924 5.397\n",
"fe_998 5.3999 0.379 14.229 0.000 4.656 6.144\n",
"fe_999 2.7777 0.365 7.616 0.000 2.063 3.493\n",
"==============================================================================\n",
"Omnibus: 2.878 Durbin-Watson: 2.161\n",
"Prob(Omnibus): 0.237 Jarque-Bera (JB): 2.841\n",
"Skew: 0.041 Prob(JB): 0.242\n",
"Kurtosis: 3.028 Cond. No. 1.50e+04\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 1.5e+04. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Now we run the regression of y on x and lagged y and fixed effects, demonstrating the bias of FE OLS\n",
"sm.OLS(reg['y'],reg[['lagy','x']+fe]).fit().summary()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:99: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
]
},
{
"data": {
"text/html": [
"<table class=\"simpletable\">\n",
"<caption>IV-GMM Estimation Summary</caption>\n",
"<tr>\n",
" <th>Dep. Variable:</th> <td>Dy</td> <th> R-squared: </th> <td>0.6793</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Estimator:</th> <td>IV-GMM</td> <th> Adj. R-squared: </th> <td>0.6792</td> \n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td>7000</td> <th> F-statistic: </th> <td>1.309e+04</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Date:</th> <td>Wed, Jun 28 2017</td> <th> P-value (F-stat) </th> <td>0.0000</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>17:41:45</td> <th> Distribution: </th> <td>chi2(2)</td> \n",
"</tr>\n",
"<tr>\n",
" <th>Cov. Estimator:</th> <td>robust</td> <th> </th> <td></td> \n",
"</tr>\n",
"<tr>\n",
" <th></th> <td></td> <th> </th> <td></td> \n",
"</tr>\n",
"</table>\n",
"<table class=\"simpletable\">\n",
"<caption>Parameter Estimates</caption>\n",
"<tr>\n",
" <td></td> <th>Parameter</th> <th>Std. Err.</th> <th>T-stat</th> <th>P-value</th> <th>Lower CI</th> <th>Upper CI</th>\n",
"</tr>\n",
"<tr>\n",
" <th>Dx</th> <td>2.0078</td> <td>0.0324</td> <td>61.992</td> <td>0.0000</td> <td>1.9443</td> <td>2.0713</td> \n",
"</tr>\n",
"<tr>\n",
" <th>L1Dy</th> <td>0.6204</td> <td>0.0314</td> <td>19.764</td> <td>0.0000</td> <td>0.5589</td> <td>0.6820</td> \n",
"</tr>\n",
"</table><br/><br/>Endogenous: L1Dy<br/>Instruments: ILVL_t3L2, ILVL_t4L2, ILVL_t4L3, ILVL_t5L2, ILVL_t5L3, ILVL_t5L4, ILVL_t6L2, ILVL_t6L3, ILVL_t6L4, ILVL_t6L5, ILVL_t7L2, ILVL_t7L3, ILVL_t7L4, ILVL_t7L5, ILVL_t7L6, ILVL_t8L2, ILVL_t8L3, ILVL_t8L4, ILVL_t8L5, ILVL_t8L6, ILVL_t8L7, ILVL_t9L2, ILVL_t9L3, ILVL_t9L4, ILVL_t9L5, ILVL_t9L6, ILVL_t9L7, ILVL_t9L8<br/>GMM Covariance<br/>Debiased: False<br/>Robust (Heteroskedastic)"
],
"text/plain": [
"<class 'linearmodels.compat.statsmodels.Summary'>\n",
"\"\"\"\n",
" IV-GMM Estimation Summary \n",
"==============================================================================\n",
"Dep. Variable: Dy R-squared: 0.6793\n",
"Estimator: IV-GMM Adj. R-squared: 0.6792\n",
"No. Observations: 7000 F-statistic: 1.309e+04\n",
"Date: Wed, Jun 28 2017 P-value (F-stat) 0.0000\n",
"Time: 17:41:45 Distribution: chi2(2)\n",
"Cov. Estimator: robust \n",
" \n",
" Parameter Estimates \n",
"==============================================================================\n",
" Parameter Std. Err. T-stat P-value Lower CI Upper CI\n",
"------------------------------------------------------------------------------\n",
"Dx 2.0078 0.0324 61.992 0.0000 1.9443 2.0713\n",
"L1Dy 0.6204 0.0314 19.764 0.0000 0.5589 0.6820\n",
"==============================================================================\n",
"\n",
"Endogenous: L1Dy\n",
"Instruments: ILVL_t3L2, ILVL_t4L2, ILVL_t4L3, ILVL_t5L2, ILVL_t5L3, ILVL_t5L4, ILVL_t6L2, ILVL_t6L3, ILVL_t6L4, ILVL_t6L5, ILVL_t7L2, ILVL_t7L3, ILVL_t7L4, ILVL_t7L5, ILVL_t7L6, ILVL_t8L2, ILVL_t8L3, ILVL_t8L4, ILVL_t8L5, ILVL_t8L6, ILVL_t8L7, ILVL_t9L2, ILVL_t9L3, ILVL_t9L4, ILVL_t9L5, ILVL_t9L6, ILVL_t9L7, ILVL_t9L8\n",
"GMM Covariance\n",
"Debiased: False\n",
"Robust (Heteroskedastic)\n",
"\"\"\""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Now we'll run the model suggested by Arellano and Bond, which uses an Instrumental variables approach to \n",
"#produce unbiased estimates\n",
"from linearmodels import IV2SLS, IVLIML, IVGMM, IVGMMCUE\n",
"\n",
"import pandas as pd\n",
"\n",
"class PanelLaggedDep(IVGMM):\n",
" '''\n",
" Estimates values of rho and beta in the following Arrelano Bond model on a panel data set:\n",
" \n",
" y(i,t) = rho*y(i,t-1) + beta*x(i,t) + u(i) + e(i,t)\n",
" \n",
" Where y is the observed endogenous variable (scalar), x is an observed vector of exogenous variables, \n",
" u is an unobserved individual effect, and e(i,t) is independent across i and t.\n",
" \n",
" Fixed effects OLS will usually result in biased estimates of rho because of the correlation between \n",
" y(i,t) and e(i,t) stemming from u(i). The Arrelano-Bond procedure first differences the observables \n",
" and then uses lags of y as instruments.\n",
" \n",
" The `endog` and `exog` vars are assumed to have a multiindex structure with the first level identifying \n",
" cross-section and the second identifying time. The time level must be sorted in ascending order. The\n",
" panel data can have missing values and be unbalanced (i.e., different sample size for each group).\n",
" \n",
" `lags` is the number of lags of the `endog` series. Untested for anything other than lags==1\n",
" '''\n",
" def __init__(self, endog, exogs, lags=1, iv_max_lags=1000, systemGMM = False):\n",
" min_t = min(endog.index.get_level_values(1)) #starting period\n",
" T = max(endog.index.get_level_values(1)) + 1 - min_t #total number of periods\n",
" \n",
" #Names for the original and differenced endog and exog vars\n",
" ename = endog.name\n",
" Dename = 'D' + ename\n",
" xnames = exogs.columns.tolist()\n",
" Dxnames = ['D'+x for x in xnames]\n",
"\n",
" #We'll store all of the data in a dataframe\n",
" self.data = pd.DataFrame()\n",
" self.data[ename] = endog\n",
" self.data[Dename] = endog.groupby(level=0).diff()\n",
"\n",
" #Generate and store the lags of the differenced endog variable\n",
" Lenames = []\n",
" LDenames = []\n",
" for k in range(1,lags+1):\n",
" col = 'L%s%s'%(k,ename)\n",
" colD = 'L%s%s'%(k,Dename)\n",
" Lenames.append(col)\n",
" LDenames.append(colD)\n",
" self.data[col] = self.data[ename].shift(k)\n",
" self.data[colD] = self.data[Dename].shift(k)\n",
" \n",
" #Store the original and the diffs of the exog variables\n",
" for x in xnames:\n",
" self.data[x] = exogs[x]\n",
" self.data['D'+x] = exogs[x].groupby(level=0).diff()\n",
"\n",
" #Set up the instruments -- lags of the endog levels for different time periods\n",
" instrnames = []\n",
" gb = endog.groupby(level=0)\n",
" for k in range(lags+1, min(T, lags+1+iv_max_lags)): #TODO: Check this -- works for lags == 1, not sure if for anything else\n",
" shifted = gb.shift(k)\n",
" for t in range(k, T):\n",
" col = 'ILVL_t%iL%i'%(t+min_t,k)\n",
" instrnames.append(col)\n",
" instrument = pd.Series(0, index=endog.index)\n",
" data_pos = endog.index.get_level_values(1) == t+min_t\n",
" instrument.loc[data_pos] = shifted[data_pos]\n",
" self.data[col] = instrument\n",
"\n",
" if systemGMM:\n",
" #With the systems GMM estimator we have additional instruments of lagged differences\n",
" instrnamessys = []\n",
" for t in range(lags, T): #TODO: Check this -- works for lags == 1, not sure if for anything else\n",
" col = 'IDIFF_t%iL'%t\n",
" instrnamessys.append(col)\n",
" self.data[col] = self.data[LDenames[0]].groupby(level=0).shift(lags)\n",
" self.data.loc[endog.index.get_level_values(1) != t+min_t, col] = 0\n",
"\n",
" #Then to estimate the system GMM we stack differenced and undifferenced data and their corresponding instruments\n",
" cols1 = [Dename]+LDenames+Dxnames+instrnames #variables used for the differences part of the regression\n",
" cols2 = [ename]+Lenames+xnames+instrnamessys #variable used for the levels part of the regression\n",
" cols2R = [Dename]+LDenames+Dxnames+instrnamessys #used to rename the variables that we want to overlap in the system reg.\n",
"\n",
" #The differenced data set\n",
" data1 = self.data[cols1].copy()\n",
" for c in instrnamessys:\n",
" data1[c] = 0 #zero out the instruments that apply to undifferenced data\n",
" \n",
" #The undifferenced data set\n",
" data2 = self.data[cols2].copy()\n",
" data2.columns = cols2R\n",
" for c in instrnames:\n",
" data2[c] = 0 #zero out the instruments that apply to differenced data\n",
" \n",
" #Add an index level to each data series so we can join without creating duplicate index values\n",
" a1 = data1.index.get_level_values(0)\n",
" a2 = data1.index.get_level_values(1)\n",
" n = len(a1)\n",
" data1.index = pd.MultiIndex.from_arrays([[1]*n,a1,a2])\n",
" data2.index = pd.MultiIndex.from_arrays([[2]*n,a1,a2])\n",
" \n",
" #Now append the series together\n",
" self.data = data1.append(data2)\n",
" \n",
" dropped = self.data.dropna()\n",
" dropped['CLUSTER_VAR'] = dropped.index.get_level_values(0)\n",
" IVGMM.__init__(self, dropped[Dename], dropped[Dxnames], dropped[LDenames], dropped[instrnames], weight_type='clustered', clusters = dropped['CLUSTER_VAR'])\n",
"\n",
"preg = reg.reset_index().set_index(['N','T'])\n",
"mod = PanelLaggedDep(preg['y'], preg[['x']], lags=1, systemGMM = False, iv_max_lags=3)\n",
"mod.fit().summary"
]
},
{
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"execution_count": null,
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},
"outputs": [],
"source": []
}
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