Spaces:
Runtime error
Runtime error
Delete Untitled.ipynb
Browse files- Untitled.ipynb +0 -509
Untitled.ipynb
DELETED
@@ -1,509 +0,0 @@
|
|
1 |
-
{
|
2 |
-
"cells": [
|
3 |
-
{
|
4 |
-
"cell_type": "code",
|
5 |
-
"execution_count": 18,
|
6 |
-
"id": "40d0c64c-1de1-47ed-aa66-7b28d9e8fd1f",
|
7 |
-
"metadata": {},
|
8 |
-
"outputs": [],
|
9 |
-
"source": [
|
10 |
-
"import pickle \n",
|
11 |
-
"import pandas as pd \n",
|
12 |
-
"import datetime"
|
13 |
-
]
|
14 |
-
},
|
15 |
-
{
|
16 |
-
"cell_type": "code",
|
17 |
-
"execution_count": 13,
|
18 |
-
"id": "5043d237-0287-4705-bfd5-73b880b36def",
|
19 |
-
"metadata": {},
|
20 |
-
"outputs": [],
|
21 |
-
"source": [
|
22 |
-
"df = pd.read_pickle('data/test_data.pkl')\n",
|
23 |
-
"df = df.loc[(df[\"Branch\"] == \"15\") & (df[\"Group\"].isin([\"6\",\"7\",\"4\",\"1\"]))]"
|
24 |
-
]
|
25 |
-
},
|
26 |
-
{
|
27 |
-
"cell_type": "code",
|
28 |
-
"execution_count": 14,
|
29 |
-
"id": "dce8096f-23d4-4075-8654-6693632c45bc",
|
30 |
-
"metadata": {},
|
31 |
-
"outputs": [
|
32 |
-
{
|
33 |
-
"data": {
|
34 |
-
"text/html": [
|
35 |
-
"<div>\n",
|
36 |
-
"<style scoped>\n",
|
37 |
-
" .dataframe tbody tr th:only-of-type {\n",
|
38 |
-
" vertical-align: middle;\n",
|
39 |
-
" }\n",
|
40 |
-
"\n",
|
41 |
-
" .dataframe tbody tr th {\n",
|
42 |
-
" vertical-align: top;\n",
|
43 |
-
" }\n",
|
44 |
-
"\n",
|
45 |
-
" .dataframe thead th {\n",
|
46 |
-
" text-align: right;\n",
|
47 |
-
" }\n",
|
48 |
-
"</style>\n",
|
49 |
-
"<table border=\"1\" class=\"dataframe\">\n",
|
50 |
-
" <thead>\n",
|
51 |
-
" <tr style=\"text-align: right;\">\n",
|
52 |
-
" <th></th>\n",
|
53 |
-
" <th>sales</th>\n",
|
54 |
-
" <th>DayInYear</th>\n",
|
55 |
-
" <th>time_idx</th>\n",
|
56 |
-
" <th>Wahl</th>\n",
|
57 |
-
" <th>Baustelle</th>\n",
|
58 |
-
" <th>MontagLangesWE</th>\n",
|
59 |
-
" <th>FreitagLangesWE</th>\n",
|
60 |
-
" <th>nosale</th>\n",
|
61 |
-
" <th>holiday</th>\n",
|
62 |
-
" <th>AufSommerzeit</th>\n",
|
63 |
-
" <th>...</th>\n",
|
64 |
-
" <th>Branch</th>\n",
|
65 |
-
" <th>Weekday</th>\n",
|
66 |
-
" <th>Date</th>\n",
|
67 |
-
" <th>MTXWTH_Day_precip</th>\n",
|
68 |
-
" <th>MTXWTH_Temp_max</th>\n",
|
69 |
-
" <th>MTXWTH_Temp_min</th>\n",
|
70 |
-
" <th>Start</th>\n",
|
71 |
-
" <th>End</th>\n",
|
72 |
-
" <th>ShiftLength</th>\n",
|
73 |
-
" <th>weight</th>\n",
|
74 |
-
" </tr>\n",
|
75 |
-
" </thead>\n",
|
76 |
-
" <tbody>\n",
|
77 |
-
" <tr>\n",
|
78 |
-
" <th>270300</th>\n",
|
79 |
-
" <td>1600.9030</td>\n",
|
80 |
-
" <td>177</td>\n",
|
81 |
-
" <td>2369</td>\n",
|
82 |
-
" <td>0.0</td>\n",
|
83 |
-
" <td>0.0</td>\n",
|
84 |
-
" <td>0.0</td>\n",
|
85 |
-
" <td>0.0</td>\n",
|
86 |
-
" <td>0</td>\n",
|
87 |
-
" <td>none</td>\n",
|
88 |
-
" <td>0.0</td>\n",
|
89 |
-
" <td>...</td>\n",
|
90 |
-
" <td>15</td>\n",
|
91 |
-
" <td>6</td>\n",
|
92 |
-
" <td>2022-06-26</td>\n",
|
93 |
-
" <td>0.0</td>\n",
|
94 |
-
" <td>28.52</td>\n",
|
95 |
-
" <td>17.47</td>\n",
|
96 |
-
" <td>7.0</td>\n",
|
97 |
-
" <td>10.983333</td>\n",
|
98 |
-
" <td>240.0</td>\n",
|
99 |
-
" <td>1</td>\n",
|
100 |
-
" </tr>\n",
|
101 |
-
" <tr>\n",
|
102 |
-
" <th>270301</th>\n",
|
103 |
-
" <td>1811.1958</td>\n",
|
104 |
-
" <td>178</td>\n",
|
105 |
-
" <td>2370</td>\n",
|
106 |
-
" <td>0.0</td>\n",
|
107 |
-
" <td>0.0</td>\n",
|
108 |
-
" <td>0.0</td>\n",
|
109 |
-
" <td>0.0</td>\n",
|
110 |
-
" <td>0</td>\n",
|
111 |
-
" <td>none</td>\n",
|
112 |
-
" <td>0.0</td>\n",
|
113 |
-
" <td>...</td>\n",
|
114 |
-
" <td>15</td>\n",
|
115 |
-
" <td>0</td>\n",
|
116 |
-
" <td>2022-06-27</td>\n",
|
117 |
-
" <td>0.0</td>\n",
|
118 |
-
" <td>25.75</td>\n",
|
119 |
-
" <td>16.70</td>\n",
|
120 |
-
" <td>6.0</td>\n",
|
121 |
-
" <td>13.983333</td>\n",
|
122 |
-
" <td>480.0</td>\n",
|
123 |
-
" <td>1</td>\n",
|
124 |
-
" </tr>\n",
|
125 |
-
" <tr>\n",
|
126 |
-
" <th>270302</th>\n",
|
127 |
-
" <td>1784.2916</td>\n",
|
128 |
-
" <td>179</td>\n",
|
129 |
-
" <td>2371</td>\n",
|
130 |
-
" <td>0.0</td>\n",
|
131 |
-
" <td>0.0</td>\n",
|
132 |
-
" <td>0.0</td>\n",
|
133 |
-
" <td>0.0</td>\n",
|
134 |
-
" <td>0</td>\n",
|
135 |
-
" <td>none</td>\n",
|
136 |
-
" <td>0.0</td>\n",
|
137 |
-
" <td>...</td>\n",
|
138 |
-
" <td>15</td>\n",
|
139 |
-
" <td>1</td>\n",
|
140 |
-
" <td>2022-06-28</td>\n",
|
141 |
-
" <td>0.0</td>\n",
|
142 |
-
" <td>23.57</td>\n",
|
143 |
-
" <td>14.17</td>\n",
|
144 |
-
" <td>6.0</td>\n",
|
145 |
-
" <td>13.983333</td>\n",
|
146 |
-
" <td>480.0</td>\n",
|
147 |
-
" <td>1</td>\n",
|
148 |
-
" </tr>\n",
|
149 |
-
" <tr>\n",
|
150 |
-
" <th>270303</th>\n",
|
151 |
-
" <td>1757.3488</td>\n",
|
152 |
-
" <td>180</td>\n",
|
153 |
-
" <td>2372</td>\n",
|
154 |
-
" <td>0.0</td>\n",
|
155 |
-
" <td>0.0</td>\n",
|
156 |
-
" <td>0.0</td>\n",
|
157 |
-
" <td>0.0</td>\n",
|
158 |
-
" <td>0</td>\n",
|
159 |
-
" <td>none</td>\n",
|
160 |
-
" <td>0.0</td>\n",
|
161 |
-
" <td>...</td>\n",
|
162 |
-
" <td>15</td>\n",
|
163 |
-
" <td>2</td>\n",
|
164 |
-
" <td>2022-06-29</td>\n",
|
165 |
-
" <td>0.0</td>\n",
|
166 |
-
" <td>26.81</td>\n",
|
167 |
-
" <td>13.09</td>\n",
|
168 |
-
" <td>6.0</td>\n",
|
169 |
-
" <td>13.983333</td>\n",
|
170 |
-
" <td>480.0</td>\n",
|
171 |
-
" <td>1</td>\n",
|
172 |
-
" </tr>\n",
|
173 |
-
" <tr>\n",
|
174 |
-
" <th>270304</th>\n",
|
175 |
-
" <td>1741.0982</td>\n",
|
176 |
-
" <td>181</td>\n",
|
177 |
-
" <td>2373</td>\n",
|
178 |
-
" <td>0.0</td>\n",
|
179 |
-
" <td>0.0</td>\n",
|
180 |
-
" <td>0.0</td>\n",
|
181 |
-
" <td>0.0</td>\n",
|
182 |
-
" <td>0</td>\n",
|
183 |
-
" <td>none</td>\n",
|
184 |
-
" <td>0.0</td>\n",
|
185 |
-
" <td>...</td>\n",
|
186 |
-
" <td>15</td>\n",
|
187 |
-
" <td>3</td>\n",
|
188 |
-
" <td>2022-06-30</td>\n",
|
189 |
-
" <td>0.0</td>\n",
|
190 |
-
" <td>27.26</td>\n",
|
191 |
-
" <td>15.00</td>\n",
|
192 |
-
" <td>6.0</td>\n",
|
193 |
-
" <td>13.983333</td>\n",
|
194 |
-
" <td>480.0</td>\n",
|
195 |
-
" <td>1</td>\n",
|
196 |
-
" </tr>\n",
|
197 |
-
" <tr>\n",
|
198 |
-
" <th>...</th>\n",
|
199 |
-
" <td>...</td>\n",
|
200 |
-
" <td>...</td>\n",
|
201 |
-
" <td>...</td>\n",
|
202 |
-
" <td>...</td>\n",
|
203 |
-
" <td>...</td>\n",
|
204 |
-
" <td>...</td>\n",
|
205 |
-
" <td>...</td>\n",
|
206 |
-
" <td>...</td>\n",
|
207 |
-
" <td>...</td>\n",
|
208 |
-
" <td>...</td>\n",
|
209 |
-
" <td>...</td>\n",
|
210 |
-
" <td>...</td>\n",
|
211 |
-
" <td>...</td>\n",
|
212 |
-
" <td>...</td>\n",
|
213 |
-
" <td>...</td>\n",
|
214 |
-
" <td>...</td>\n",
|
215 |
-
" <td>...</td>\n",
|
216 |
-
" <td>...</td>\n",
|
217 |
-
" <td>...</td>\n",
|
218 |
-
" <td>...</td>\n",
|
219 |
-
" <td>...</td>\n",
|
220 |
-
" </tr>\n",
|
221 |
-
" <tr>\n",
|
222 |
-
" <th>287065</th>\n",
|
223 |
-
" <td>1643.1700</td>\n",
|
224 |
-
" <td>173</td>\n",
|
225 |
-
" <td>2730</td>\n",
|
226 |
-
" <td>0.0</td>\n",
|
227 |
-
" <td>0.0</td>\n",
|
228 |
-
" <td>0.0</td>\n",
|
229 |
-
" <td>0.0</td>\n",
|
230 |
-
" <td>0</td>\n",
|
231 |
-
" <td>none</td>\n",
|
232 |
-
" <td>0.0</td>\n",
|
233 |
-
" <td>...</td>\n",
|
234 |
-
" <td>15</td>\n",
|
235 |
-
" <td>3</td>\n",
|
236 |
-
" <td>2023-06-22</td>\n",
|
237 |
-
" <td>0.0</td>\n",
|
238 |
-
" <td>26.93</td>\n",
|
239 |
-
" <td>13.06</td>\n",
|
240 |
-
" <td>6.0</td>\n",
|
241 |
-
" <td>16.983333</td>\n",
|
242 |
-
" <td>660.0</td>\n",
|
243 |
-
" <td>1</td>\n",
|
244 |
-
" </tr>\n",
|
245 |
-
" <tr>\n",
|
246 |
-
" <th>287066</th>\n",
|
247 |
-
" <td>1597.3518</td>\n",
|
248 |
-
" <td>174</td>\n",
|
249 |
-
" <td>2731</td>\n",
|
250 |
-
" <td>0.0</td>\n",
|
251 |
-
" <td>0.0</td>\n",
|
252 |
-
" <td>0.0</td>\n",
|
253 |
-
" <td>0.0</td>\n",
|
254 |
-
" <td>0</td>\n",
|
255 |
-
" <td>none</td>\n",
|
256 |
-
" <td>0.0</td>\n",
|
257 |
-
" <td>...</td>\n",
|
258 |
-
" <td>15</td>\n",
|
259 |
-
" <td>4</td>\n",
|
260 |
-
" <td>2023-06-23</td>\n",
|
261 |
-
" <td>1.0</td>\n",
|
262 |
-
" <td>23.99</td>\n",
|
263 |
-
" <td>15.98</td>\n",
|
264 |
-
" <td>6.0</td>\n",
|
265 |
-
" <td>16.983333</td>\n",
|
266 |
-
" <td>660.0</td>\n",
|
267 |
-
" <td>1</td>\n",
|
268 |
-
" </tr>\n",
|
269 |
-
" <tr>\n",
|
270 |
-
" <th>287067</th>\n",
|
271 |
-
" <td>1683.6228</td>\n",
|
272 |
-
" <td>175</td>\n",
|
273 |
-
" <td>2732</td>\n",
|
274 |
-
" <td>0.0</td>\n",
|
275 |
-
" <td>0.0</td>\n",
|
276 |
-
" <td>0.0</td>\n",
|
277 |
-
" <td>0.0</td>\n",
|
278 |
-
" <td>0</td>\n",
|
279 |
-
" <td>none</td>\n",
|
280 |
-
" <td>0.0</td>\n",
|
281 |
-
" <td>...</td>\n",
|
282 |
-
" <td>15</td>\n",
|
283 |
-
" <td>5</td>\n",
|
284 |
-
" <td>2023-06-24</td>\n",
|
285 |
-
" <td>0.0</td>\n",
|
286 |
-
" <td>25.99</td>\n",
|
287 |
-
" <td>12.04</td>\n",
|
288 |
-
" <td>6.0</td>\n",
|
289 |
-
" <td>15.983333</td>\n",
|
290 |
-
" <td>600.0</td>\n",
|
291 |
-
" <td>1</td>\n",
|
292 |
-
" </tr>\n",
|
293 |
-
" <tr>\n",
|
294 |
-
" <th>287068</th>\n",
|
295 |
-
" <td>1785.2180</td>\n",
|
296 |
-
" <td>176</td>\n",
|
297 |
-
" <td>2733</td>\n",
|
298 |
-
" <td>0.0</td>\n",
|
299 |
-
" <td>0.0</td>\n",
|
300 |
-
" <td>0.0</td>\n",
|
301 |
-
" <td>0.0</td>\n",
|
302 |
-
" <td>0</td>\n",
|
303 |
-
" <td>none</td>\n",
|
304 |
-
" <td>0.0</td>\n",
|
305 |
-
" <td>...</td>\n",
|
306 |
-
" <td>15</td>\n",
|
307 |
-
" <td>6</td>\n",
|
308 |
-
" <td>2023-06-25</td>\n",
|
309 |
-
" <td>0.0</td>\n",
|
310 |
-
" <td>28.99</td>\n",
|
311 |
-
" <td>15.02</td>\n",
|
312 |
-
" <td>7.0</td>\n",
|
313 |
-
" <td>15.983333</td>\n",
|
314 |
-
" <td>540.0</td>\n",
|
315 |
-
" <td>1</td>\n",
|
316 |
-
" </tr>\n",
|
317 |
-
" <tr>\n",
|
318 |
-
" <th>287069</th>\n",
|
319 |
-
" <td>1589.9020</td>\n",
|
320 |
-
" <td>177</td>\n",
|
321 |
-
" <td>2734</td>\n",
|
322 |
-
" <td>0.0</td>\n",
|
323 |
-
" <td>0.0</td>\n",
|
324 |
-
" <td>0.0</td>\n",
|
325 |
-
" <td>0.0</td>\n",
|
326 |
-
" <td>0</td>\n",
|
327 |
-
" <td>none</td>\n",
|
328 |
-
" <td>0.0</td>\n",
|
329 |
-
" <td>...</td>\n",
|
330 |
-
" <td>15</td>\n",
|
331 |
-
" <td>0</td>\n",
|
332 |
-
" <td>2023-06-26</td>\n",
|
333 |
-
" <td>0.0</td>\n",
|
334 |
-
" <td>27.96</td>\n",
|
335 |
-
" <td>17.01</td>\n",
|
336 |
-
" <td>6.0</td>\n",
|
337 |
-
" <td>16.983333</td>\n",
|
338 |
-
" <td>660.0</td>\n",
|
339 |
-
" <td>1</td>\n",
|
340 |
-
" </tr>\n",
|
341 |
-
" </tbody>\n",
|
342 |
-
"</table>\n",
|
343 |
-
"<p>1464 rows × 22 columns</p>\n",
|
344 |
-
"</div>"
|
345 |
-
],
|
346 |
-
"text/plain": [
|
347 |
-
" sales DayInYear time_idx Wahl Baustelle MontagLangesWE \\\n",
|
348 |
-
"270300 1600.9030 177 2369 0.0 0.0 0.0 \n",
|
349 |
-
"270301 1811.1958 178 2370 0.0 0.0 0.0 \n",
|
350 |
-
"270302 1784.2916 179 2371 0.0 0.0 0.0 \n",
|
351 |
-
"270303 1757.3488 180 2372 0.0 0.0 0.0 \n",
|
352 |
-
"270304 1741.0982 181 2373 0.0 0.0 0.0 \n",
|
353 |
-
"... ... ... ... ... ... ... \n",
|
354 |
-
"287065 1643.1700 173 2730 0.0 0.0 0.0 \n",
|
355 |
-
"287066 1597.3518 174 2731 0.0 0.0 0.0 \n",
|
356 |
-
"287067 1683.6228 175 2732 0.0 0.0 0.0 \n",
|
357 |
-
"287068 1785.2180 176 2733 0.0 0.0 0.0 \n",
|
358 |
-
"287069 1589.9020 177 2734 0.0 0.0 0.0 \n",
|
359 |
-
"\n",
|
360 |
-
" FreitagLangesWE nosale holiday AufSommerzeit ... Branch Weekday \\\n",
|
361 |
-
"270300 0.0 0 none 0.0 ... 15 6 \n",
|
362 |
-
"270301 0.0 0 none 0.0 ... 15 0 \n",
|
363 |
-
"270302 0.0 0 none 0.0 ... 15 1 \n",
|
364 |
-
"270303 0.0 0 none 0.0 ... 15 2 \n",
|
365 |
-
"270304 0.0 0 none 0.0 ... 15 3 \n",
|
366 |
-
"... ... ... ... ... ... ... ... \n",
|
367 |
-
"287065 0.0 0 none 0.0 ... 15 3 \n",
|
368 |
-
"287066 0.0 0 none 0.0 ... 15 4 \n",
|
369 |
-
"287067 0.0 0 none 0.0 ... 15 5 \n",
|
370 |
-
"287068 0.0 0 none 0.0 ... 15 6 \n",
|
371 |
-
"287069 0.0 0 none 0.0 ... 15 0 \n",
|
372 |
-
"\n",
|
373 |
-
" Date MTXWTH_Day_precip MTXWTH_Temp_max MTXWTH_Temp_min Start \\\n",
|
374 |
-
"270300 2022-06-26 0.0 28.52 17.47 7.0 \n",
|
375 |
-
"270301 2022-06-27 0.0 25.75 16.70 6.0 \n",
|
376 |
-
"270302 2022-06-28 0.0 23.57 14.17 6.0 \n",
|
377 |
-
"270303 2022-06-29 0.0 26.81 13.09 6.0 \n",
|
378 |
-
"270304 2022-06-30 0.0 27.26 15.00 6.0 \n",
|
379 |
-
"... ... ... ... ... ... \n",
|
380 |
-
"287065 2023-06-22 0.0 26.93 13.06 6.0 \n",
|
381 |
-
"287066 2023-06-23 1.0 23.99 15.98 6.0 \n",
|
382 |
-
"287067 2023-06-24 0.0 25.99 12.04 6.0 \n",
|
383 |
-
"287068 2023-06-25 0.0 28.99 15.02 7.0 \n",
|
384 |
-
"287069 2023-06-26 0.0 27.96 17.01 6.0 \n",
|
385 |
-
"\n",
|
386 |
-
" End ShiftLength weight \n",
|
387 |
-
"270300 10.983333 240.0 1 \n",
|
388 |
-
"270301 13.983333 480.0 1 \n",
|
389 |
-
"270302 13.983333 480.0 1 \n",
|
390 |
-
"270303 13.983333 480.0 1 \n",
|
391 |
-
"270304 13.983333 480.0 1 \n",
|
392 |
-
"... ... ... ... \n",
|
393 |
-
"287065 16.983333 660.0 1 \n",
|
394 |
-
"287066 16.983333 660.0 1 \n",
|
395 |
-
"287067 15.983333 600.0 1 \n",
|
396 |
-
"287068 15.983333 540.0 1 \n",
|
397 |
-
"287069 16.983333 660.0 1 \n",
|
398 |
-
"\n",
|
399 |
-
"[1464 rows x 22 columns]"
|
400 |
-
]
|
401 |
-
},
|
402 |
-
"execution_count": 14,
|
403 |
-
"metadata": {},
|
404 |
-
"output_type": "execute_result"
|
405 |
-
}
|
406 |
-
],
|
407 |
-
"source": [
|
408 |
-
"df"
|
409 |
-
]
|
410 |
-
},
|
411 |
-
{
|
412 |
-
"cell_type": "code",
|
413 |
-
"execution_count": 17,
|
414 |
-
"id": "5ea34c2b-fc24-4cfa-ad46-f369bea42364",
|
415 |
-
"metadata": {},
|
416 |
-
"outputs": [
|
417 |
-
{
|
418 |
-
"data": {
|
419 |
-
"text/plain": [
|
420 |
-
"Timestamp('2023-06-26 00:00:00')"
|
421 |
-
]
|
422 |
-
},
|
423 |
-
"execution_count": 17,
|
424 |
-
"metadata": {},
|
425 |
-
"output_type": "execute_result"
|
426 |
-
}
|
427 |
-
],
|
428 |
-
"source": [
|
429 |
-
"max(df[\"Date\"])"
|
430 |
-
]
|
431 |
-
},
|
432 |
-
{
|
433 |
-
"cell_type": "code",
|
434 |
-
"execution_count": 20,
|
435 |
-
"id": "a024d9e3-e018-43fe-9bb0-20b9d9e91b53",
|
436 |
-
"metadata": {},
|
437 |
-
"outputs": [
|
438 |
-
{
|
439 |
-
"data": {
|
440 |
-
"text/plain": [
|
441 |
-
"datetime.date(2023, 5, 27)"
|
442 |
-
]
|
443 |
-
},
|
444 |
-
"execution_count": 20,
|
445 |
-
"metadata": {},
|
446 |
-
"output_type": "execute_result"
|
447 |
-
}
|
448 |
-
],
|
449 |
-
"source": [
|
450 |
-
"datetime.date(2023, 6, 26) - datetime.timedelta(days = 30)"
|
451 |
-
]
|
452 |
-
},
|
453 |
-
{
|
454 |
-
"cell_type": "code",
|
455 |
-
"execution_count": 21,
|
456 |
-
"id": "52e0a2c8-5b53-42f4-91c9-3ca7d6a8d356",
|
457 |
-
"metadata": {},
|
458 |
-
"outputs": [
|
459 |
-
{
|
460 |
-
"data": {
|
461 |
-
"text/plain": [
|
462 |
-
"Index(['sales', 'DayInYear', 'time_idx', 'Wahl', 'Baustelle', 'MontagLangesWE',\n",
|
463 |
-
" 'FreitagLangesWE', 'nosale', 'holiday', 'AufSommerzeit',\n",
|
464 |
-
" 'AufWinterzeit', 'Group', 'Branch', 'Weekday', 'Date',\n",
|
465 |
-
" 'MTXWTH_Day_precip', 'MTXWTH_Temp_max', 'MTXWTH_Temp_min', 'Start',\n",
|
466 |
-
" 'End', 'ShiftLength', 'weight'],\n",
|
467 |
-
" dtype='object')"
|
468 |
-
]
|
469 |
-
},
|
470 |
-
"execution_count": 21,
|
471 |
-
"metadata": {},
|
472 |
-
"output_type": "execute_result"
|
473 |
-
}
|
474 |
-
],
|
475 |
-
"source": [
|
476 |
-
"df.columns"
|
477 |
-
]
|
478 |
-
},
|
479 |
-
{
|
480 |
-
"cell_type": "code",
|
481 |
-
"execution_count": null,
|
482 |
-
"id": "75415b44-41ec-4893-8452-939766ebaabc",
|
483 |
-
"metadata": {},
|
484 |
-
"outputs": [],
|
485 |
-
"source": []
|
486 |
-
}
|
487 |
-
],
|
488 |
-
"metadata": {
|
489 |
-
"kernelspec": {
|
490 |
-
"display_name": "Python 3 (ipykernel)",
|
491 |
-
"language": "python",
|
492 |
-
"name": "python3"
|
493 |
-
},
|
494 |
-
"language_info": {
|
495 |
-
"codemirror_mode": {
|
496 |
-
"name": "ipython",
|
497 |
-
"version": 3
|
498 |
-
},
|
499 |
-
"file_extension": ".py",
|
500 |
-
"mimetype": "text/x-python",
|
501 |
-
"name": "python",
|
502 |
-
"nbconvert_exporter": "python",
|
503 |
-
"pygments_lexer": "ipython3",
|
504 |
-
"version": "3.10.11"
|
505 |
-
}
|
506 |
-
},
|
507 |
-
"nbformat": 4,
|
508 |
-
"nbformat_minor": 5
|
509 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|