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Merge pull request #148 from sdv-dev/issue_135_metadata_visualization
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Issue 135 metadata visualization
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@JDTheRipperPC
JDTheRipperPC authored Jan 22, 2020
2 parents 8746139 + 61e258e commit 1bd4f68
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Showing 11 changed files with 1,047 additions and 485 deletions.
325 changes: 218 additions & 107 deletions examples/0. Quickstart - README.ipynb
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92 changes: 46 additions & 46 deletions examples/1. Quickstart - Single Table - In Memory.ipynb
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"name": "stderr",
"output_type": "stream",
"text": [
"2019-11-25 16:35:47,751 - INFO - modeler - Modeling data\n",
"2019-11-25 16:35:47,751 - INFO - metadata - Loading transformer NumericalTransformer for field integer\n",
"2019-11-25 16:35:47,752 - INFO - metadata - Loading transformer NumericalTransformer for field float\n",
"2019-11-25 16:35:47,752 - INFO - metadata - Loading transformer CategoricalTransformer for field categorical\n",
"2019-11-25 16:35:47,753 - INFO - metadata - Loading transformer BooleanTransformer for field bool\n",
"2019-11-25 16:35:47,753 - INFO - metadata - Loading transformer NumericalTransformer for field nullable\n",
"2019-11-25 16:35:47,754 - INFO - metadata - Loading transformer DatetimeTransformer for field datetime\n",
"2019-11-25 16:35:47,804 - INFO - modeler - Modeling Complete\n"
"2020-01-21 17:57:38,505 - INFO - modeler - Modeling data\n",
"2020-01-21 17:57:38,506 - INFO - metadata - Loading transformer NumericalTransformer for field integer\n",
"2020-01-21 17:57:38,507 - INFO - metadata - Loading transformer NumericalTransformer for field float\n",
"2020-01-21 17:57:38,507 - INFO - metadata - Loading transformer CategoricalTransformer for field categorical\n",
"2020-01-21 17:57:38,508 - INFO - metadata - Loading transformer BooleanTransformer for field bool\n",
"2020-01-21 17:57:38,508 - INFO - metadata - Loading transformer NumericalTransformer for field nullable\n",
"2020-01-21 17:57:38,509 - INFO - metadata - Loading transformer DatetimeTransformer for field datetime\n",
"2020-01-21 17:57:38,563 - INFO - modeler - Modeling Complete\n"
]
}
],
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" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>a</td>\n",
" <td>True</td>\n",
" <td>3.317395</td>\n",
" <td>2009-12-22 15:49:05.094218752</td>\n",
" <td>3</td>\n",
" <td>0.316881</td>\n",
" <td>c</td>\n",
" <td>False</td>\n",
" <td>6.156489</td>\n",
" <td>2010-02-25 02:53:12.798384384</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>3.0</td>\n",
" <td>0.283517</td>\n",
" <td>a</td>\n",
" <td>False</td>\n",
" <td>2</td>\n",
" <td>0.211456</td>\n",
" <td>NaN</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>2010-03-05 18:53:04.300039424</td>\n",
" <td>2010-02-09 06:50:01.731790848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>1.0</td>\n",
" <td>0.065930</td>\n",
" <td>a</td>\n",
" <td>False</td>\n",
" <td>3.585714</td>\n",
" <td>2009-12-25 23:25:25.932338176</td>\n",
" <td>2</td>\n",
" <td>0.211245</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" <td>6.375878</td>\n",
" <td>2010-02-02 21:58:13.148113408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>2.0</td>\n",
" <td>0.227167</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>0.146421</td>\n",
" <td>b</td>\n",
" <td>False</td>\n",
" <td>7.885740</td>\n",
" <td>2010-02-08 02:28:02.741804800</td>\n",
" <td>NaN</td>\n",
" <td>2010-01-25 01:22:58.590664192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>2.0</td>\n",
" <td>0.140742</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
" <td>0.160858</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" <td>NaN</td>\n",
" <td>NaT</td>\n",
" <td>2010-01-28 14:38:22.045021952</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index integer float categorical bool nullable \\\n",
"0 0 NaN NaN a True 3.317395 \n",
"1 1 3.0 0.283517 a False NaN \n",
"2 2 1.0 0.065930 a False 3.585714 \n",
"3 3 2.0 0.227167 NaN False 7.885740 \n",
"4 4 2.0 0.140742 NaN NaN NaN \n",
"0 0 3 0.316881 c False 6.156489 \n",
"1 1 2 0.211456 NaN True NaN \n",
"2 2 2 0.211245 b True 6.375878 \n",
"3 3 2 0.146421 b False NaN \n",
"4 4 2 0.160858 b True NaN \n",
"\n",
" datetime \n",
"0 2009-12-22 15:49:05.094218752 \n",
"1 2010-03-05 18:53:04.300039424 \n",
"2 2009-12-25 23:25:25.932338176 \n",
"3 2010-02-08 02:28:02.741804800 \n",
"4 NaT "
"0 2010-02-25 02:53:12.798384384 \n",
"1 2010-02-09 06:50:01.731790848 \n",
"2 2010-02-02 21:58:13.148113408 \n",
"3 2010-01-25 01:22:58.590664192 \n",
"4 2010-01-28 14:38:22.045021952 "
]
},
"execution_count": 5,
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
"version": "3.6.9"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion examples/2. Quickstart - Single Table - Census.ipynb
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
"version": "3.6.9"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion examples/3. Quickstart - Multitable - Files.ipynb
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Expand Up @@ -628,7 +628,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
"version": "3.6.9"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion examples/4. Anonymization.ipynb
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Expand Up @@ -402,7 +402,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
"version": "3.6.9"
}
},
"nbformat": 4,
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