Commit 1ce2d489 authored by Eva Zangerle's avatar Eva Zangerle
Browse files

added regression to notebook 09

parent ff243d90
......@@ -28,6 +28,8 @@ yapf = "*"
pre-commit = "*"
plotly = "*"
watermark = "*"
graphviz = "*"
xgboost = "*"
[dev-packages]
......
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......@@ -111,20 +111,38 @@
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......@@ -245,11 +263,11 @@
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......@@ -349,6 +367,7 @@
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......@@ -364,9 +383,11 @@
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......@@ -439,10 +460,10 @@
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......@@ -512,11 +533,11 @@
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......@@ -607,13 +628,21 @@
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......@@ -640,19 +669,19 @@
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......@@ -750,19 +779,19 @@
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......@@ -1121,11 +1150,11 @@
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......@@ -1188,33 +1217,34 @@
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......@@ -1226,11 +1256,11 @@
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......@@ -1327,11 +1357,11 @@
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"prometheus-client": {
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......@@ -1343,11 +1373,11 @@
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"psycopg2-binary": {
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......@@ -1633,19 +1663,19 @@
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},
"requests": {
"hashes": [
......@@ -1736,14 +1766,6 @@
],
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......@@ -1856,11 +1878,11 @@
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......@@ -1927,11 +1949,11 @@
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......@@ -1973,11 +1995,11 @@
},
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......@@ -1986,6 +2008,17 @@
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......
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......@@ -17,6 +17,8 @@
" * (FeatureEng): Feature Engineering for Machine Learning; Alice Zheng and Amanda Casari; O'Reilly, 2018; [Github repo](https://github.com/alicezheng/feature-engineering-book)\n",
" * (DSHandbook): Python Data Science Handbook; Jake VanderPlas; O'Reilly, 2016; [Github repo](https://github.com/jakevdp/PythonDataScienceHandbook)\n",
" * (PracticalStatistics): Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python; Peter Bruce, Andrew Bruce, and Peter Gedeck; O'Reilly, 2nd edition, 2020; [Github repo](https://github.com/gedeck/practical-statistics-for-data-scientists/)\n",
" * (PyML): Python Machine Learning; Raschka, Sebastian, and Vahid Mirjalili; 3rd Edition, Packt Publishing, 2019; [Github repo](https://github.com/rasbt/python-machine-learning-book-3rd-edition)\n",
"\n",
" \n",
"* Unless marked otherwise, code was written by Eva Zangerle.\n",
"* I deliberately mix different Python packages (e.g., for visualization matplotlib, pandas and seaborn) to showcase their use.\n",
......
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......@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": 2,
"id": "5b126eda-5b79-4531-b8ea-72898d09dc6d",
"metadata": {},
"outputs": [],
......@@ -31,7 +31,7 @@
},
{
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"execution_count": 3,
"id": "5406f6f3-1c06-4f3b-aaaf-9ac6f2967729",
"metadata": {},
"outputs": [],
......@@ -41,7 +41,7 @@
},
{
"cell_type": "code",
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"execution_count": 4,
"id": "29a380d3-d574-47d1-8649-98bbd9c58edf",
"metadata": {},
"outputs": [
......@@ -49,11 +49,9 @@
"name": "stdout",
"output_type": "stream",
"text": [
"The watermark extension is already loaded. To reload it, use:\n",
" %reload_ext watermark\n",
"Author: Eva Zangerle\n",
"\n",
"Last updated: 2021-11-29 09:33:47\n",
"Last updated: 2021-12-07 15:52:08\n",
"\n"
]
}
......@@ -81,7 +79,7 @@
},
{
"cell_type": "code",
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"execution_count": 5,
"id": "656050b5-45a5-4813-a228-e4b9ba03a111",
"metadata": {},
"outputs": [],
......@@ -93,7 +91,7 @@
},
{
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"execution_count": 6,
"id": "c0ef827e-8e5e-412f-a6ee-fe57f183d47e",
"metadata": {},
"outputs": [
......@@ -114,7 +112,7 @@
"Name: x, Length: 50000, dtype: int64"
]
},
"execution_count": 4,
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
......@@ -125,7 +123,7 @@
},
{
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"id": "668ab92d-218b-45bd-b3dc-ca4dbad4013e",
"metadata": {},
"outputs": [],
......@@ -141,7 +139,7 @@
},
{
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"execution_count": 8,
"id": "f65ee2f1-c5bb-4146-9645-711fa3a2dce6",
"metadata": {},
"outputs": [
......@@ -172,28 +170,28 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>37771</th>\n",
" <td>62000.00</td>\n",
" <th>48305</th>\n",
" <td>70000.00</td>\n",