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": [
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-       "      <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",
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-       "      <td>PLD1</td>\n",
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-       "      <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",
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-       "GSM935148           8.34986  6.783343  7.110082        7.492759   3.77593   \n",
-       "...                     ...       ...       ...             ...       ...   \n",
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-       "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",
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-       "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": [
-    {
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-       "      <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