2929 </a>
3030</td >
3131</tr >
32- <tr >
33- <td >Build Status</td >
34- <td >
35- <a href="https://travis-ci.org/InsightLab/PyMove/">
36- <img src="https://img.shields.io/travis/InsightLab/pymove/master?style=for-the-badge" alt="Travis build status" />
37- </a>
38- </td >
39- </tr >
4032<tr >
4133 <td >Platforms</td >
4234 <td >
@@ -169,15 +161,15 @@ Requirements: Anaconda Python distribution installed and accessible
169161 you want to call your environment, and replace ` x.x ` with the Python version
170162 you wish to use. (To see a list of available python versions first,
171163 type conda search "^python$" and press enter.)
172- - ` conda create -n <env_name> python=x.x `
164+ - `` conda create -n <env_name> python=x.x ` `
173165
174- - Press y to proceed. This will install the Python version and all the
166+ - ` Press y to proceed. This will install the Python version and all the`
175167 associated anaconda packaged libraries at ` path_to_your_anaconda_location/anaconda/envs/env_name `
176168
1771692 . Activate your virtual environment. To activate or switch into your
178170 virtual environment, simply type the following where yourenvname is the
179171 name you gave to your environment at creation.
180- - ` conda activate <env_name> `
172+ - `` conda activate <env_name> ` `
181173
1821743 . Now install the package from either ` conda ` , ` pip ` or ` github `
183175
@@ -196,19 +188,19 @@ Requirements: Anaconda Python distribution installed and accessible
196188## [ Github] ( https://github.com/InsightLab/PyMove ) installation
197189
1981901 . Clone this repository
199- - ` git clone https://github.com/InsightLab/PyMove `
191+ - `` git clone https://github.com/InsightLab/PyMove ` `
200192
2011932 . Switch to folder PyMove
202- - ` cd PyMove `
194+ - `` cd PyMove ` `
203195
2041963 . Switch to a new branch
205- - ` git checkout -b developer `
197+ - `` git checkout -b developer ` `
206198
2071994 . Make a pull of branch
208- - ` git pull origin developer `
200+ - `` git pull origin developer ` `
209201
2102025 . Install pymove in developer mode
211- - ` make dev `
203+ - `` make dev ` `
212204
213205### For windows users
214206
@@ -219,12 +211,115 @@ If you installed from `pip` or `github`, you may encounter an error related to
219211
220212## Examples
221213
222- You can access examples of how to use PyMove [ here] ( https://github.com/InsightLab/PyMove/tree/master/examples )
214+ You can see examples of how to use PyMove [ here] ( https://github.com/InsightLab/PyMove/tree/master/notebooks )
215+
216+ ---
217+
218+ ## Mapping PyMove methods with the Paradigms of Trajectory Data Mining
219+
220+ ![ ] ( .mapping.png )
221+ [ ZHENG 2015] ( https://www.microsoft.com/en-us/research/publication/trajectory-data-mining-an-overview/ ) .
222+
223+ - 1: ** Spatial Trajectories** &rarr ; ` pymove.core `
224+ - ` MoveDataFrame `
225+ - ` DiscreteMoveDataFrame `
226+
227+ - 2: ** Stay Point Detection** &rarr ; ` pymove.preprocessing.stay_point_detection `
228+ - ` create_or_update_move_stop_by_dist_time `
229+ - ` create_or_update_move_and_stop_by_radius `
230+
231+ - 3: ** Map-Matching** &rarr ; ` pymove-osmnx `
232+
233+ - 4: ** Noise Filtering** &rarr ; ` pymove.preprocessing.filters `
234+ - ` by_bbox `
235+ - ` by_datetime `
236+ - ` by_label `
237+ - ` by_id `
238+ - ` by_tid `
239+ - ` clean_consecutive_duplicates `
240+ - ` clean_gps_jumps_by_distance `
241+ - ` clean_gps_nearby_points_by_distances `
242+ - ` clean_gps_nearby_points_by_speed `
243+ - ` clean_gps_speed_max_radius `
244+ - ` clean_trajectories_with_few_points `
245+ - ` clean_trajectories_short_and_few_points `
246+ - ` clean_id_by_time_max `
247+
248+ - 5: ** Compression** &rarr ; ` pymove.preprocessing.compression `
249+ - ` compress_segment_stop_to_point `
250+
251+ - 6: ** Segmentation** &rarr ; ` pymove.preprocessing.segmentation `
252+ - ` bbox_split `
253+ - ` by_dist_time_speed `
254+ - ` by_max_dist `
255+ - ` by_max_time `
256+ - ` by_max_speed `
257+
258+ - 7: ** Distance of Trajectory** &rarr ; ` pymove.query.query `
259+ - ` range_query `
260+ - ` knn_query `
261+
262+ - 8: ** Query Historical Trajectories**
263+
264+ - 9: ** Managing Recent Trajectories**
265+
266+ - 10: ** Privacy Preserving**
267+
268+ - 11: ** Reducing Uncertainty**
269+
270+ - 12: ** Moving Together Patterns**
271+
272+ - 13: ** Clustering** &rarr ; ` pymove.models.pattern_mining.clustering `
273+ - ` elbow_method `
274+ - ` gap_statistics `
275+ - ` dbscan_clustering `
276+
277+ - 14: ** Freq. Seq. Patterns**
278+
279+ - 15: ** Periodic Patterns**
280+
281+ - 16: ** Trajectory Classification**
282+
283+ - 17: ** Trajectory Outlier / Anomaly Detection** &rarr ; ` pymove.semantic.semantic `
284+ - ` outliers `
285+ - ` create_or_update_out_of_the_bbox `
286+ - ` create_or_update_gps_deactivated_signal `
287+ - ` create_or_update_gps_jump `
288+ - ` create_or_update_short_trajectory `
289+ - ` create_or_update_gps_block_signal `
290+ - ` filter_block_signal_by_repeated_amount_of_points `
291+ - ` filter_block_signal_by_time `
292+ - ` filter_longer_time_to_stop_segment_by_id `
293+
294+ ---
295+
296+ ## Cite
297+
298+ The library was originally created during the bachelor's thesis of 2 students from the Federal University of Ceará, so you can cite using both works.
299+
300+ ``` txt
301+ @mastersthesis{arina2019,
302+ title = {Uma Arquitetura E Implementação Do Módulo De Pré-processamento Para Biblioteca Pymove},
303+ author = {Arina De Jesus Amador Monteiro Sanches},
304+ year = 2019,
305+ school = {Universidade Federal Do Ceará},
306+ type = {Bachelor's thesis}
307+ }
308+ @mastersthesis{andreza2019,
309+ title = {Uma Arquitetura E Implementação Do Módulo De Visualizaçãopara Biblioteca Pymove},
310+ author = {Andreza Fernandes De Oliveira},
311+ year = 2019,
312+ school = {Universidade Federal Do Ceará},
313+ type = {Bachelor's thesis}
314+ }
315+ ```
316+
223317---
224318
225- ## Papers
319+ ## Publications
226320
227- (list of publications using/with Pymove)
321+ - [ Uma Arquitetura E Implementação Do Módulo De Pré-processamento Para Biblioteca Pymove] ( http://repositorio.ufc.br/handle/riufc/58551 )
322+ - [ Uma Arquitetura E Implementação Do Módulo De Visualizaçãopara Biblioteca Pymove] ( http://repositorio.ufc.br/handle/riufc/58550 )
228323
229324---
230325
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