From 5bdac8b515fd5834c1ba6d3355a40e67039c2fbe Mon Sep 17 00:00:00 2001 From: aakan96 <aakan96@mi.fu-berlin.de> Date: Fri, 14 Jul 2023 20:42:23 +0000 Subject: [PATCH] Update file DS_mRNA_limma_dataset_svm_F.ipynb --- .../DS_mRNA_limma_dataset_svm_F.ipynb | 757 ------------------ 1 file changed, 757 deletions(-) diff --git a/Machine Learning/DS_mRNA_limma_dataset_svm_F.ipynb b/Machine Learning/DS_mRNA_limma_dataset_svm_F.ipynb index 9b7ed74..e23425f 100644 --- a/Machine Learning/DS_mRNA_limma_dataset_svm_F.ipynb +++ b/Machine Learning/DS_mRNA_limma_dataset_svm_F.ipynb @@ -68,391 +68,6 @@ "df_test = df_test.T" ] }, - { - "cell_type": "code", - "execution_count": 128, - "id": "7928107a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>0</th>\n", - " <th>1</th>\n", - " <th>2</th>\n", - " <th>3</th>\n", - " <th>4</th>\n", - " <th>5</th>\n", - " <th>6</th>\n", - " <th>7</th>\n", - " <th>8</th>\n", - " <th>9</th>\n", - " <th>...</th>\n", - " <th>4847</th>\n", - " <th>4848</th>\n", - " <th>4849</th>\n", - " <th>4850</th>\n", - " <th>4851</th>\n", - " <th>4852</th>\n", - " <th>4853</th>\n", - " <th>4854</th>\n", - " <th>4855</th>\n", - " <th>4856</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>GSM935144</th>\n", - " <td>8.369057</td>\n", - " <td>6.512733</td>\n", - " <td>7.566895</td>\n", - " <td>8.583529</td>\n", - " <td>3.89921</td>\n", - " <td>7.500077</td>\n", - " <td>5.286338</td>\n", - " <td>8.024788</td>\n", - " <td>10.163873</td>\n", - " <td>10.411274</td>\n", - " <td>...</td>\n", - " <td>8.397834</td>\n", - " <td>6.495765</td>\n", - " <td>7.682125</td>\n", - " <td>5.636567</td>\n", - " <td>4.662533</td>\n", - " <td>4.581447</td>\n", - " <td>4.913772</td>\n", - " <td>7.314994</td>\n", - " <td>4.946271</td>\n", - " <td>5.824582</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935145</th>\n", - " <td>10.480503</td>\n", - " <td>7.291269</td>\n", - " <td>7.39136</td>\n", - " <td>6.463924</td>\n", - " <td>5.363036</td>\n", - " <td>9.041782</td>\n", - " <td>6.814046</td>\n", - " <td>7.995978</td>\n", - " <td>10.645666</td>\n", - " <td>10.322436</td>\n", - " <td>...</td>\n", - " <td>8.307262</td>\n", - " <td>5.998426</td>\n", - " <td>7.959026</td>\n", - " <td>6.265455</td>\n", - " <td>6.564568</td>\n", - " <td>4.97292</td>\n", - " <td>5.502765</td>\n", - " <td>7.732989</td>\n", - " <td>7.491779</td>\n", - " <td>6.065943</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935146</th>\n", - " <td>8.142284</td>\n", - " <td>6.62082</td>\n", - " <td>7.180874</td>\n", - " <td>7.354349</td>\n", - " <td>3.835406</td>\n", - " <td>7.817166</td>\n", - " <td>5.582456</td>\n", - " <td>7.851524</td>\n", - " <td>10.104783</td>\n", - " <td>10.148618</td>\n", - " <td>...</td>\n", - " <td>8.169248</td>\n", - " <td>6.025941</td>\n", - " <td>7.20579</td>\n", - " <td>5.964245</td>\n", - " <td>4.989752</td>\n", - " <td>3.925917</td>\n", - " <td>4.362655</td>\n", - " <td>7.430351</td>\n", - " <td>7.569171</td>\n", - " <td>5.600952</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935147</th>\n", - " <td>11.111467</td>\n", - " <td>7.836151</td>\n", - " <td>6.825569</td>\n", - " <td>6.778957</td>\n", - " <td>5.571634</td>\n", - " <td>9.353702</td>\n", - " <td>6.078075</td>\n", - " <td>7.895813</td>\n", - " <td>11.05969</td>\n", - " <td>10.465087</td>\n", - " <td>...</td>\n", - " <td>8.391617</td>\n", - " <td>6.466206</td>\n", - " <td>8.108325</td>\n", - " <td>6.823888</td>\n", - " <td>6.039951</td>\n", - " <td>4.626001</td>\n", - " <td>6.16125</td>\n", - " <td>7.9986</td>\n", - " <td>8.799876</td>\n", - " <td>6.02798</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935148</th>\n", - " <td>8.34986</td>\n", - " <td>6.783343</td>\n", - " <td>7.110082</td>\n", - " <td>7.492759</td>\n", - " <td>3.77593</td>\n", - " <td>7.289664</td>\n", - " <td>5.335561</td>\n", - " <td>7.943047</td>\n", - " <td>10.453795</td>\n", - " <td>10.084535</td>\n", - " <td>...</td>\n", - " <td>8.699464</td>\n", - " <td>6.098069</td>\n", - " <td>7.788782</td>\n", - " <td>5.897471</td>\n", - " <td>4.804696</td>\n", - " <td>4.15752</td>\n", - " <td>4.363255</td>\n", - " <td>7.179146</td>\n", - " <td>6.736683</td>\n", - " <td>5.498095</td>\n", - " </tr>\n", - " <tr>\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>GSM935200</th>\n", - " <td>10.006763</td>\n", - " <td>6.303831</td>\n", - " <td>8.050464</td>\n", - " <td>7.210553</td>\n", - " <td>4.417198</td>\n", - " <td>7.079421</td>\n", - " <td>6.583233</td>\n", - " <td>8.350974</td>\n", - " <td>10.814444</td>\n", - " <td>9.84037</td>\n", - " <td>...</td>\n", - " <td>7.525502</td>\n", - " <td>5.588707</td>\n", - " <td>7.105646</td>\n", - " <td>7.142224</td>\n", - " <td>5.614111</td>\n", - " <td>3.709397</td>\n", - " <td>3.954994</td>\n", - " <td>6.490069</td>\n", - " <td>4.385806</td>\n", - " <td>5.972305</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935201</th>\n", - " <td>10.409206</td>\n", - " <td>6.753581</td>\n", - " <td>8.037541</td>\n", - " <td>7.197887</td>\n", - " <td>4.055054</td>\n", - " <td>7.446122</td>\n", - " <td>7.284751</td>\n", - " <td>8.205061</td>\n", - " <td>9.81193</td>\n", - " <td>10.075071</td>\n", - " <td>...</td>\n", - " <td>8.209273</td>\n", - " <td>5.922377</td>\n", - " <td>7.892188</td>\n", - " <td>6.476743</td>\n", - " <td>5.870292</td>\n", - " <td>4.874964</td>\n", - " <td>4.536575</td>\n", - " <td>6.740481</td>\n", - " <td>4.728352</td>\n", - " <td>6.589286</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935202</th>\n", - " <td>10.959619</td>\n", - " <td>6.719885</td>\n", - " <td>8.171633</td>\n", - " <td>7.612934</td>\n", - " <td>4.459969</td>\n", - " <td>7.209145</td>\n", - " <td>7.08157</td>\n", - " <td>8.402631</td>\n", - " <td>11.421799</td>\n", - " <td>10.136597</td>\n", - " <td>...</td>\n", - " <td>6.972532</td>\n", - " <td>6.10597</td>\n", - " <td>7.300605</td>\n", - " <td>7.098034</td>\n", - " <td>5.027756</td>\n", - " <td>3.903551</td>\n", - " <td>4.801002</td>\n", - " <td>7.021587</td>\n", - " <td>5.007519</td>\n", - " <td>6.399793</td>\n", - " </tr>\n", - " <tr>\n", - " <th>GSM935203</th>\n", - " <td>10.68054</td>\n", - " <td>7.447833</td>\n", - " <td>8.118057</td>\n", - " <td>6.53307</td>\n", - " <td>3.952315</td>\n", - " <td>7.598421</td>\n", - " <td>6.257321</td>\n", - " <td>8.258537</td>\n", - " <td>10.437635</td>\n", - " <td>10.576629</td>\n", - " <td>...</td>\n", - " <td>8.648412</td>\n", - " <td>6.04367</td>\n", - " <td>7.982976</td>\n", - " <td>5.885975</td>\n", - " <td>6.998636</td>\n", - " <td>4.572075</td>\n", - " <td>5.612742</td>\n", - " <td>7.441464</td>\n", - " <td>4.96548</td>\n", - " <td>6.258775</td>\n", - " </tr>\n", - " <tr>\n", - " <th>Gene symbol</th>\n", - " <td>MIR4640///DDR1</td>\n", - " <td>RFC2</td>\n", - " <td>PAX8</td>\n", - " <td>MIR5193///UBA7</td>\n", - " <td>CYP2E1</td>\n", - " <td>MMP14</td>\n", - " <td>PLD1</td>\n", - " <td>DTX2P1-UPK3BP1-PMS2P11</td>\n", - " <td>CAPNS1</td>\n", - " <td>HNRNPC</td>\n", - " <td>...</td>\n", - " <td>C11orf24</td>\n", - " <td>B4GALT7</td>\n", - " <td>DVL2</td>\n", - " <td>RBKS</td>\n", - " <td>SENP5</td>\n", - " <td>POLR2J4</td>\n", - " <td>INO80B-WBP1///INO80B</td>\n", - " <td>SNHG17</td>\n", - " <td>MEX3D</td>\n", - " <td>DCAF15</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>61 rows × 4857 columns</p>\n", - "</div>" - ], - "text/plain": [ - " 0 1 2 3 4 \\\n", - "GSM935144 8.369057 6.512733 7.566895 8.583529 3.89921 \n", - "GSM935145 10.480503 7.291269 7.39136 6.463924 5.363036 \n", - "GSM935146 8.142284 6.62082 7.180874 7.354349 3.835406 \n", - "GSM935147 11.111467 7.836151 6.825569 6.778957 5.571634 \n", - "GSM935148 8.34986 6.783343 7.110082 7.492759 3.77593 \n", - "... ... ... ... ... ... \n", - "GSM935200 10.006763 6.303831 8.050464 7.210553 4.417198 \n", - "GSM935201 10.409206 6.753581 8.037541 7.197887 4.055054 \n", - "GSM935202 10.959619 6.719885 8.171633 7.612934 4.459969 \n", - "GSM935203 10.68054 7.447833 8.118057 6.53307 3.952315 \n", - "Gene symbol MIR4640///DDR1 RFC2 PAX8 MIR5193///UBA7 CYP2E1 \n", - "\n", - " 5 6 7 8 9 \\\n", - "GSM935144 7.500077 5.286338 8.024788 10.163873 10.411274 \n", - "GSM935145 9.041782 6.814046 7.995978 10.645666 10.322436 \n", - "GSM935146 7.817166 5.582456 7.851524 10.104783 10.148618 \n", - "GSM935147 9.353702 6.078075 7.895813 11.05969 10.465087 \n", - "GSM935148 7.289664 5.335561 7.943047 10.453795 10.084535 \n", - "... ... ... ... ... ... \n", - "GSM935200 7.079421 6.583233 8.350974 10.814444 9.84037 \n", - "GSM935201 7.446122 7.284751 8.205061 9.81193 10.075071 \n", - "GSM935202 7.209145 7.08157 8.402631 11.421799 10.136597 \n", - "GSM935203 7.598421 6.257321 8.258537 10.437635 10.576629 \n", - "Gene symbol MMP14 PLD1 DTX2P1-UPK3BP1-PMS2P11 CAPNS1 HNRNPC \n", - "\n", - " ... 4847 4848 4849 4850 4851 4852 \\\n", - "GSM935144 ... 8.397834 6.495765 7.682125 5.636567 4.662533 4.581447 \n", - "GSM935145 ... 8.307262 5.998426 7.959026 6.265455 6.564568 4.97292 \n", - "GSM935146 ... 8.169248 6.025941 7.20579 5.964245 4.989752 3.925917 \n", - "GSM935147 ... 8.391617 6.466206 8.108325 6.823888 6.039951 4.626001 \n", - "GSM935148 ... 8.699464 6.098069 7.788782 5.897471 4.804696 4.15752 \n", - "... ... ... ... ... ... ... ... \n", - "GSM935200 ... 7.525502 5.588707 7.105646 7.142224 5.614111 3.709397 \n", - "GSM935201 ... 8.209273 5.922377 7.892188 6.476743 5.870292 4.874964 \n", - "GSM935202 ... 6.972532 6.10597 7.300605 7.098034 5.027756 3.903551 \n", - "GSM935203 ... 8.648412 6.04367 7.982976 5.885975 6.998636 4.572075 \n", - "Gene symbol ... C11orf24 B4GALT7 DVL2 RBKS SENP5 POLR2J4 \n", - "\n", - " 4853 4854 4855 4856 \n", - "GSM935144 4.913772 7.314994 4.946271 5.824582 \n", - "GSM935145 5.502765 7.732989 7.491779 6.065943 \n", - "GSM935146 4.362655 7.430351 7.569171 5.600952 \n", - "GSM935147 6.16125 7.9986 8.799876 6.02798 \n", - "GSM935148 4.363255 7.179146 6.736683 5.498095 \n", - "... ... ... ... ... \n", - "GSM935200 3.954994 6.490069 4.385806 5.972305 \n", - "GSM935201 4.536575 6.740481 4.728352 6.589286 \n", - "GSM935202 4.801002 7.021587 5.007519 6.399793 \n", - "GSM935203 5.612742 7.441464 4.96548 6.258775 \n", - "Gene symbol INO80B-WBP1///INO80B SNHG17 MEX3D DCAF15 \n", - "\n", - "[61 rows x 4857 columns]" - ] - }, - "execution_count": 128, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_test" - ] - }, { "cell_type": "code", "execution_count": 129, @@ -826,378 +441,6 @@ "# Feature Selection" ] }, - { - "cell_type": "code", - "execution_count": 82, - "id": "f0f1977f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>ABAT</th>\n", - " <th>ABHD5</th>\n", - " <th>ABLIM1</th>\n", - " <th>ABLIM3</th>\n", - " <th>ACAA1</th>\n", - " <th>ACADM</th>\n", - " <th>ACADVL</th>\n", - " <th>ACD</th>\n", - " <th>ACLY</th>\n", - " <th>ACOT11</th>\n", - " <th>...</th>\n", - " <th>XYLT1</th>\n", - " <th>YOD1</th>\n", - " <th>YTHDC1</th>\n", - " <th>ZBTB16</th>\n", - " <th>ZDHHC13</th>\n", - " <th>ZFP64</th>\n", - " <th>ZNF185</th>\n", - " <th>ZNF365</th>\n", - " <th>ZNF426</th>\n", - " <th>ZNF710</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>186</td>\n", - " <td>2603</td>\n", - " <td>42653</td>\n", - " <td>220</td>\n", - " <td>2132</td>\n", - " <td>22869</td>\n", - " <td>19775</td>\n", - " <td>4486</td>\n", - " <td>8835</td>\n", - " <td>2332</td>\n", - " <td>...</td>\n", - " <td>392</td>\n", - " <td>222</td>\n", - " <td>295</td>\n", - " <td>4598</td>\n", - " <td>7009</td>\n", - " <td>568</td>\n", - " <td>65123</td>\n", - " <td>56</td>\n", - " <td>308</td>\n", - " <td>10385</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>93</td>\n", - " <td>1137</td>\n", - " <td>16493</td>\n", - " <td>69</td>\n", - " <td>1816</td>\n", - " <td>17788</td>\n", - " <td>16870</td>\n", - " <td>7993</td>\n", - " <td>21434</td>\n", - " <td>2211</td>\n", - " <td>...</td>\n", - " <td>62</td>\n", - " <td>78</td>\n", - " <td>144</td>\n", - " <td>2132</td>\n", - " <td>2602</td>\n", - " <td>1720</td>\n", - " <td>13531</td>\n", - " <td>47</td>\n", - " <td>140</td>\n", - " <td>6441</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>198</td>\n", - " <td>5593</td>\n", - " <td>53918</td>\n", - " <td>263</td>\n", - " <td>3490</td>\n", - " <td>39276</td>\n", - " <td>25847</td>\n", - " <td>4413</td>\n", - " <td>9212</td>\n", - " <td>7419</td>\n", - " <td>...</td>\n", - " <td>481</td>\n", - " <td>355</td>\n", - " <td>308</td>\n", - " <td>1071</td>\n", - " <td>10289</td>\n", - " <td>379</td>\n", - " <td>65131</td>\n", - " <td>206</td>\n", - " <td>1251</td>\n", - " <td>11768</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>104</td>\n", - " <td>1636</td>\n", - " <td>19203</td>\n", - " <td>127</td>\n", - " <td>1518</td>\n", - " <td>17951</td>\n", - " <td>16854</td>\n", - " <td>12800</td>\n", - " <td>11939</td>\n", - " <td>5136</td>\n", - " <td>...</td>\n", - " <td>213</td>\n", - " <td>122</td>\n", - " <td>244</td>\n", - " <td>482</td>\n", - " <td>3578</td>\n", - " <td>1990</td>\n", - " <td>37715</td>\n", - " <td>66</td>\n", - " <td>361</td>\n", - " <td>8517</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>205</td>\n", - " <td>4720</td>\n", - " <td>56984</td>\n", - " <td>495</td>\n", - " <td>3309</td>\n", - " <td>24427</td>\n", - " <td>28197</td>\n", - " <td>5718</td>\n", - " <td>8192</td>\n", - " <td>6748</td>\n", - " <td>...</td>\n", - " <td>169</td>\n", - " <td>275</td>\n", - " <td>200</td>\n", - " <td>3632</td>\n", - " <td>7275</td>\n", - " <td>509</td>\n", - " <td>65138</td>\n", - " <td>188</td>\n", - " <td>587</td>\n", - " <td>9390</td>\n", - " </tr>\n", - " <tr>\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>214</th>\n", - " <td>4</td>\n", - " <td>5</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>10</td>\n", - " <td>8</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>...</td>\n", - " <td>7</td>\n", - " <td>4</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>215</th>\n", - " <td>5</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " <td>8</td>\n", - " <td>8</td>\n", - " <td>8</td>\n", - " <td>9</td>\n", - " <td>8</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>...</td>\n", - " <td>7</td>\n", - " <td>4</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>216</th>\n", - " <td>4</td>\n", - " <td>5</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>8</td>\n", - " <td>9</td>\n", - " <td>8</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>...</td>\n", - " <td>7</td>\n", - " <td>5</td>\n", - " <td>9</td>\n", - " <td>6</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>8</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>217</th>\n", - " <td>5</td>\n", - " <td>4</td>\n", - " <td>9</td>\n", - " <td>7</td>\n", - " <td>8</td>\n", - " <td>8</td>\n", - " <td>9</td>\n", - " <td>8</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>...</td>\n", - " <td>7</td>\n", - " <td>4</td>\n", - " <td>10</td>\n", - " <td>6</td>\n", - " <td>8</td>\n", - " <td>7</td>\n", - " <td>8</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " </tr>\n", - " <tr>\n", - " <th>218</th>\n", - " <td>4</td>\n", - " <td>4</td>\n", - " <td>7</td>\n", - " <td>6</td>\n", - " <td>8</td>\n", - " <td>8</td>\n", - " <td>10</td>\n", - " <td>8</td>\n", - " <td>7</td>\n", - " <td>7</td>\n", - " <td>...</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>10</td>\n", - " <td>6</td>\n", - " <td>6</td>\n", - " <td>7</td>\n", - " <td>6</td>\n", - " <td>5</td>\n", - " <td>5</td>\n", - " <td>8</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>219 rows × 578 columns</p>\n", - "</div>" - ], - "text/plain": [ - " ABAT ABHD5 ABLIM1 ABLIM3 ACAA1 ACADM ACADVL ACD ACLY ACOT11 \\\n", - "0 186 2603 42653 220 2132 22869 19775 4486 8835 2332 \n", - "1 93 1137 16493 69 1816 17788 16870 7993 21434 2211 \n", - "2 198 5593 53918 263 3490 39276 25847 4413 9212 7419 \n", - "3 104 1636 19203 127 1518 17951 16854 12800 11939 5136 \n", - "4 205 4720 56984 495 3309 24427 28197 5718 8192 6748 \n", - ".. ... ... ... ... ... ... ... ... ... ... \n", - "214 4 5 9 6 7 7 10 8 7 7 \n", - "215 5 5 8 8 8 8 9 8 6 7 \n", - "216 4 5 9 6 7 8 9 8 7 7 \n", - "217 5 4 9 7 8 8 9 8 6 7 \n", - "218 4 4 7 6 8 8 10 8 7 7 \n", - "\n", - " ... XYLT1 YOD1 YTHDC1 ZBTB16 ZDHHC13 ZFP64 ZNF185 ZNF365 ZNF426 \\\n", - "0 ... 392 222 295 4598 7009 568 65123 56 308 \n", - "1 ... 62 78 144 2132 2602 1720 13531 47 140 \n", - "2 ... 481 355 308 1071 10289 379 65131 206 1251 \n", - "3 ... 213 122 244 482 3578 1990 37715 66 361 \n", - "4 ... 169 275 200 3632 7275 509 65138 188 587 \n", - ".. ... ... ... ... ... ... ... ... ... ... \n", - "214 ... 7 4 9 6 7 7 7 6 5 \n", - "215 ... 7 4 9 6 6 7 9 6 5 \n", - "216 ... 7 5 9 6 6 7 8 6 5 \n", - "217 ... 7 4 10 6 8 7 8 6 5 \n", - "218 ... 6 5 10 6 6 7 6 5 5 \n", - "\n", - " ZNF710 \n", - "0 10385 \n", - "1 6441 \n", - "2 11768 \n", - "3 8517 \n", - "4 9390 \n", - ".. ... \n", - "214 8 \n", - "215 8 \n", - "216 8 \n", - "217 8 \n", - "218 8 \n", - "\n", - "[219 rows x 578 columns]" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X" - ] - }, { "cell_type": "code", "execution_count": 83, -- GitLab