From 42130cd1122c073e8d43fcc007233cd0fd9dafa2 Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Thu, 2 Oct 2025 16:02:21 +0200 Subject: [PATCH 1/7] adding the python scripts to create the machine learning / onnx models, including dataset, requirements, and instructions in the README --- examples/README.md | 84 + examples/data/README.md | 1 + examples/data/T1.csv | 50531 ++++++++++++++++ examples/requirements.txt | Bin 0 -> 236 bytes examples/utils.py | 87 + .../ml_model/generator_to_onnx.py | 120 + .../wind_generator/ml_model/train_model.py | 201 + .../ml_model/wind_generator_model.py | 378 + .../wind_to_power/ml_model/power_to_onnx.py | 72 + .../wind_to_power/ml_model/train_model.py | 141 + .../ml_model/wind_to_power_model.py | 132 + pyproject.toml | 4 + 12 files changed, 51751 insertions(+) create mode 100644 examples/data/README.md create mode 100644 examples/data/T1.csv create mode 100644 examples/requirements.txt create mode 100644 examples/utils.py create mode 100644 examples/wind_generator/ml_model/generator_to_onnx.py create mode 100644 examples/wind_generator/ml_model/train_model.py create mode 100644 examples/wind_generator/ml_model/wind_generator_model.py create mode 100644 examples/wind_to_power/ml_model/power_to_onnx.py create mode 100644 examples/wind_to_power/ml_model/train_model.py create mode 100644 examples/wind_to_power/ml_model/wind_to_power_model.py diff --git a/examples/README.md b/examples/README.md index 20c7d26..d3b5253 100644 --- a/examples/README.md +++ b/examples/README.md @@ -14,3 +14,87 @@ For further documentation of the `mlfmu` tool, see [README.md](../README.md) or [FMU_check]: https://fmu-check.herokuapp.com/ [docs]: https://dnv-opensource.github.io/mlfmu/ + +## Creating the wind_generator and wind_to_power ML models, before converting to FMU + +We have included the python code that was used to create the onnx models, which are then converted to FMUs. You do not need to do this yourself, since we included the onnx models in the `config` folder for each example. However, it can be insightful, in particular if you want to understand better how we implemented the ML model wrapper so that it works well for conversion to FMU. + +If you want to train the models yourself and test everything, bottom up, here are the steps we took for training the models. +The below steps assume you work on Windows and use the specific versions of software specified in the requirements.txt file, we have not tested this for other systems (as this is a mere, simple example). + +These models are using the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle, the data is included here for creating a complete example. + +### Install: Conda with pip (Windows native example) + +Note that Windows native only supports up to TensorFlow 2.10. Newer versions can only be installed with WSL2. +This instruction is for using TF 2.10 with Windows native and pip. + +1. Install conda, e.g. miniconda: + +2. Create a conda (or other virtual) environment, with some required packages: + +* From the `examples` directory: + +```sh +# We need an older version of Python (for TensorFlow 2.10): +conda create -n mlfmu-examples python=3.10 +``` + +* Install Tensorflow / GPU support: + +```sh +conda activate mlfmu-examples +conda install -c conda-forge cudatoolkit=11.2 cudnn=8.1.0 +# note: you need TensorFlow 2.10 and NumPy < 2 (TensorFlow 2.10 cannot handle NumPy 2.0) +python -m pip install "tensorflow==2.10.0" "numpy==1.23.5" +# test your install +python -c "import tensorflow as tf; print(tf.config.list_physical_devices('GPU'))" +``` + +* This should return an array of GPU devices, e.g. + +```sh +[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')] +``` + +3. Now we want to install more packages needed for the windpower demo: + +> Note: if you did not specify the python version when you created your conda environment (which we recommend doing!), you will need to run `conda install pip` before running the next command. + +```sh +# run `conda activate mlfmu-examples`, if you did not already do so +pip install -r requirements.txt +``` + +It is expected that you see an error about requirements for different protobuf versions, which you can safely ignore for this folder. + +4. Because of some conflicts with package versions and their requirements, you may need to upgrade tf2onnx now: + +```sh +pip install -U tf2onnx +``` + +### ML Model creation instructions + +1. Make sure you are in your virtual environment, either ```conda activate mlfmu-examples```: + +2. To generate the FMUs, firstly run the notebooks to train the ML models and save them by running ```training_models.py```. Go into the directory of the specific model you are interested in (e.g. `wind_to_power\ml_model`): + +```sh +python train_model.py +``` + +This should create a (new) folder called `trained_model` with: + +* wind_generator: wind_generator_interpolated (keras model) and wind_generator_interpolated.hs (model weights) +* wind_to_power: power (keras model) and power.h5 (model weights) + +3. Now you can create onnx files for either the power predictor (power.onnx) or the wind generator (wind.onnx), from the respective folders: + +```sh +python power_to_onnx.py +python generator_to_onnx.py +``` + +The resulting `.onnx` files will be stored in the `trained_model` folder. +These onnx files can then be used with the mlfmu tool to create FMUs to run in STC. diff --git a/examples/data/README.md b/examples/data/README.md new file mode 100644 index 0000000..2c9a9bb --- /dev/null +++ b/examples/data/README.md @@ -0,0 +1 @@ +This files comes from the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle, the data is included in this repository for creating a complete example. diff --git a/examples/data/T1.csv b/examples/data/T1.csv new file mode 100644 index 0000000..7f9ea45 --- /dev/null +++ b/examples/data/T1.csv @@ -0,0 +1,50531 @@ +Date/Time,LV ActivePower (kW),Wind Speed 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2018 10:30,0,1.95742905139923,0,45.2980690002441 +03 04 2018 10:40,0,1.95902001857757,0,38.7750205993652 +03 04 2018 10:50,0,2.06476998329162,0,32.5379104614257 +03 04 2018 11:00,0,2.5235629081726,0,13.9721698760986 +03 04 2018 11:10,0,2.72959089279174,0,20.0661506652832 +03 04 2018 11:20,0,3.18484592437744,24.6485108407942,27.2835807800292 +03 04 2018 11:30,0,2.48638200759887,0,18.6820201873779 +03 04 2018 11:40,0,2.66540002822875,0,20.6425895690917 +03 04 2018 11:50,0,2.56021189689636,0,24.9871406555175 +03 04 2018 12:00,0,2.74863505363464,0,21.1496906280517 +03 04 2018 12:10,0,2.91769003868103,0,22.7783203125 +03 04 2018 12:20,0,3.20322608947753,25.8073023388279,26.8804893493652 +03 04 2018 12:30,0,3.00292491912841,16.094281824262,19.8301200866699 +03 04 2018 12:40,0,2.8740599155426,0,24.593599319458 +03 04 2018 12:50,0,2.56288504600524,0,20.8801803588867 +03 04 2018 13:00,0,2.75645208358764,0,21.9492397308349 +03 04 2018 13:10,0,2.88632702827453,0,27.3546390533447 +03 04 2018 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2018 15:30,-0.0850665494799614,3.03884696960449,17.3638299911399,51.3479804992675 +03 04 2018 15:40,0,3.57705903053283,61.1056589546106,44.1199302673339 +03 04 2018 15:50,65.7856903076171,4.14307785034179,150.030682166231,46.237060546875 +03 04 2018 16:00,90.97119140625,3.98662090301513,125.445533397797,42.1388397216796 +03 04 2018 16:10,191.768203735351,4.62806892395019,249.610821958281,37.0694999694824 +03 04 2018 16:20,231.205200195312,4.82174396514892,293.385283718246,38.7955284118652 +03 04 2018 16:30,140.813293457031,4.29045295715332,178.913914642402,44.0763206481933 +03 04 2018 16:40,219.063003540039,4.71068620681762,267.976407142567,50.63862991333 +03 04 2018 16:50,315.423706054687,5.26363182067871,403.504034223334,46.4820709228515 +03 04 2018 17:00,202.338104248046,4.64619398117065,253.601878548515,47.2567291259765 +03 04 2018 17:10,152.970901489257,4.36679315567016,194.32403578499,49.9428596496582 +03 04 2018 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2018 23:20,54.8686981201171,3.84762692451477,100.601773837462,76.2278366088867 +03 04 2018 23:30,90.7723770141601,4.0407371520996,130.600373996435,73.8642272949218 +03 04 2018 23:40,74.8754577636718,3.92796993255615,114.585293500058,74.6378326416015 +03 04 2018 23:50,70.0882568359375,3.92082405090332,113.299724246666,73.6351013183593 +04 04 2018 00:00,55.5405311584472,3.80965495109558,94.3522496217456,75.9742736816406 +04 04 2018 00:10,10.7152395248413,2.73642301559448,0,84.0477828979492 +04 04 2018 00:20,23.816120147705,3.51372098922729,53.5518120370871,85.1722412109375 +04 04 2018 00:30,-0.50400161743164,3.09746503829956,19.8788359208447,92.2700729370117 +04 04 2018 00:40,0,2.89791107177734,0,71.306411743164 +04 04 2018 00:50,0,2.8751471042633,0,66.2739028930664 +04 04 2018 01:00,0,2.76345205307006,0,59.4251518249511 +04 04 2018 01:10,0,2.97744798660278,0,58.5948982238769 +04 04 2018 01:20,0,3.12414789199829,21.2057484709549,72.5538787841796 +04 04 2018 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2018 15:50,709.674377441406,6.75162076950073,907.990405455972,71.7430572509765 +09 06 2018 16:00,483.586791992187,5.9950737953186,623.338682252009,70.6926498413085 +09 06 2018 16:10,391.24380493164,5.66574621200561,517.96776998112,72.6663208007812 +09 06 2018 16:20,551.089111328125,6.43480205535888,780.722989822898,77.2677307128906 +09 06 2018 16:30,543.662719726562,6.49535322189331,804.174455990297,82.4939270019531 +09 06 2018 16:40,705.758911132812,6.89614677429199,969.914813843165,85.4046173095703 +09 06 2018 16:50,695.908325195312,6.74902009963989,906.898904022476,87.5642929077148 +09 06 2018 17:00,478.437286376953,5.86838579177856,581.482007641003,91.2676696777343 +09 06 2018 17:10,148.15769958496,4.21839714050292,164.653824208443,96.7025604248046 +09 06 2018 17:20,6.11097812652587,2.33433508872985,0,96.0579528808593 +09 06 2018 17:30,0,2.42363190650939,0,144.402694702148 +09 06 2018 17:40,0,1.93847703933715,0,154.895599365234 +09 06 2018 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2018 23:40,0,3.67250394821166,73.7010511715962,266.416198730468 +09 06 2018 23:50,0,3.02279591560363,16.7710416007731,275.548187255859 +10 06 2018 00:00,0,3.49949502944946,51.9434636979604,284.598510742187 +10 06 2018 00:10,0,3.23315000534057,27.8095141701233,286.962707519531 +10 06 2018 00:20,0,2.81003594398498,0,291.730010986328 +10 06 2018 00:30,0,2.39199590682983,0,289.189392089843 +10 06 2018 00:40,0,2.54101991653442,0,289.586791992187 +10 06 2018 00:50,0,2.37075304985046,0,284.994598388671 +10 06 2018 01:00,0,2.29322600364685,0,286.571807861328 +10 06 2018 01:10,0,1.78919398784637,0,280.226501464843 +10 06 2018 01:20,0,2.09892606735229,0,286.867889404296 +10 06 2018 01:30,0,1.92543399333953,0,292.005493164062 +10 06 2018 01:40,0,1.98266804218292,0,294.254791259765 +10 06 2018 01:50,0,2.13220000267028,0,310.296600341796 +10 06 2018 02:00,0,2.17176294326782,0,314.497589111328 +10 06 2018 02:10,0,1.81259799003601,0,287.550415039062 +10 06 2018 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2018 11:20,0,1.48120105266571,0,40.6675605773925 +28 07 2018 11:30,0,2.17225790023803,0,24.4203300476074 +28 07 2018 11:40,0,2.07692599296569,0,38.0852890014648 +28 07 2018 11:50,0,1.69361102581024,0,16.9800796508789 +28 07 2018 12:00,0,1.06639301776885,0,14.5687704086303 +28 07 2018 12:10,0,1.2870990037918,0,353.214904785156 +28 07 2018 12:20,0,0.931053876876831,0,11.5173501968383 +28 07 2018 12:30,0,1.76065897941589,0,289.459014892578 +28 07 2018 12:40,0,1.65921902656555,0,320.917388916015 +28 07 2018 12:50,0,1.55850803852081,0,330.62759399414 +28 07 2018 13:00,0,1.82819104194641,0,338.761901855468 +28 07 2018 13:10,0,1.51823902130126,0,354.400390625 +28 07 2018 13:20,0,1.92395401000976,0,347.262512207031 +28 07 2018 13:30,0,2.04575395584106,0,348.360687255859 +28 07 2018 13:40,0,1.37669098377227,0,351.344207763671 +28 07 2018 13:50,0,1.22237205505371,0,8.31011772155761 +28 07 2018 14:00,0,1.58449602127075,0,347.592987060546 +28 07 2018 14:10,0,1.7074270248413,0,299.34341430664 +28 07 2018 14:20,0,1.70085799694061,0,342.425689697265 +28 07 2018 14:30,0,1.76743805408477,0,338.345886230468 +28 07 2018 14:40,0,1.35437202453613,0,347.693206787109 +28 07 2018 14:50,0,1.44972801208496,0,19.5221500396728 +28 07 2018 15:00,0,1.0263979434967,0,343.230499267578 +28 07 2018 15:10,0,1.0758249759674,0,299.188812255859 +28 07 2018 15:20,0,1.49007999897003,0,317.943908691406 +28 07 2018 15:30,0,1.54155695438385,0,333.490112304687 +28 07 2018 15:40,0,1.9442069530487,0,305.690399169921 +28 07 2018 15:50,0,1.46710705757141,0,309.961608886718 +28 07 2018 16:00,0,1.93659603595733,0,319.425201416015 +28 07 2018 16:10,0,1.5064400434494,0,328.37109375 +28 07 2018 16:20,0,1.67768096923828,0,2.70834493637084 +28 07 2018 16:30,0,2.38795208930969,0,37.3308601379394 +28 07 2018 16:40,0,2.31363105773925,0,36.1354484558105 +28 07 2018 16:50,0,2.93481588363647,0,44.726879119873 +28 07 2018 17:00,0,3.0071198940277,16.231892040164,45.6946716308593 +28 07 2018 17:10,0,3.24818205833435,28.8693725930252,49.1781196594238 +28 07 2018 17:20,0,3.50910806655883,53.0267400047051,51.7587585449218 +28 07 2018 17:30,26.9077606201171,3.89409589767456,108.563666664664,52.5667190551757 +28 07 2018 17:40,43.3959197998046,3.81165194511413,94.6751726442571,55.4211616516113 +28 07 2018 17:50,52.8198585510253,3.79798698425292,92.4782416590606,57.5925483703613 +28 07 2018 18:00,143.3876953125,4.43154621124267,207.649215314503,61.0600509643554 +28 07 2018 18:10,189.159805297851,4.65800380706787,256.213770408339,50.5057182312011 +28 07 2018 18:20,147.953506469726,4.49760484695434,221.49289908816,41.4281196594238 +28 07 2018 18:30,130.44580078125,4.29724311828613,180.271790633628,41.4914093017578 +28 07 2018 18:40,98.3279266357421,4.0238938331604,127.448905320873,45.4849014282226 +28 07 2018 18:50,99.4508972167968,4.0827407836914,138.515784364138,36.003791809082 +28 07 2018 19:00,50.6651191711425,3.78419089317321,90.2905371364077,45.6671104431152 +28 07 2018 19:10,-0.413933396339417,3.07725095748901,18.949447474286,74.5185470581054 +28 07 2018 19:20,0,2.87943291664123,0,61.8221092224121 +28 07 2018 19:30,0,2.92284607887268,0,64.2782669067382 +28 07 2018 19:40,0,2.87873005867004,0,79.1609115600585 +28 07 2018 19:50,0,2.96681308746337,0,88.873291015625 +28 07 2018 20:00,0,2.17347598075866,0,92.9889068603515 +28 07 2018 20:10,0,1.07748699188232,0,82.1576232910156 +28 07 2018 20:20,0,1.11215996742248,0,56.0189399719238 +28 07 2018 20:30,0,1.51668000221252,0,42.7002716064453 +28 07 2018 20:40,0,1.62804400920867,0,39.7167205810546 +28 07 2018 20:50,0,1.92770898342132,0,41.1583099365234 +28 07 2018 21:00,0,2.24993109703063,0,41.0453300476074 +28 07 2018 21:10,0,2.60826802253723,0,31.9379501342773 +28 07 2018 21:20,0,2.15777111053466,0,38.0764389038085 +28 07 2018 21:30,0,1.85041201114654,0,58.674388885498 +28 07 2018 21:40,0,1.71549999713897,0,48.0170097351074 +28 07 2018 21:50,0,1.66079497337341,0,46.4941101074218 +28 07 2018 22:00,0,1.55820000171661,0,54.405460357666 +28 07 2018 22:10,0,1.39489495754241,0,72.020637512207 +28 07 2018 22:20,0,1.79139995574951,0,57.8671913146972 +28 07 2018 22:30,0,1.69325494766235,0,38.05078125 +28 07 2018 22:40,0,2.3414340019226,0,25.1838493347167 +28 07 2018 22:50,0,2.094820022583,0,36.0900192260742 +28 07 2018 23:00,0,2.32257294654846,0,30.858600616455 +28 07 2018 23:10,0,2.36971402168273,0,34.7320098876953 +28 07 2018 23:20,0,2.03085708618164,0,39.3914604187011 +28 07 2018 23:30,0,1.90921294689178,0,55.6882705688476 +28 07 2018 23:40,0,2.02501201629638,0,47.5234298706054 +28 07 2018 23:50,0,1.78511404991149,0,54.7696495056152 +29 07 2018 00:00,0,1.69770097732543,0,46.4380798339843 +29 07 2018 00:10,0,1.6534229516983,0,41.444538116455 +29 07 2018 00:20,0,1.58162403106689,0,23.5779304504394 +29 07 2018 00:30,0,2.08821296691894,0,19.021240234375 +29 07 2018 00:40,0,2.38905405998229,0,22.065839767456 +29 07 2018 00:50,0,2.53116488456726,0,13.5630102157592 +29 07 2018 01:00,0,2.8426489830017,0,8.08730125427246 +29 07 2018 01:10,0,3.15528011322021,22.8979167079815,6.28026819229125 +29 07 2018 01:20,0,3.06329989433288,18.3461467484567,8.26918220520019 +29 07 2018 01:30,0,3.22587609291076,27.3096357210352,8.62940311431884 +29 07 2018 01:40,0,3.34306597709655,36.3936524383871,7.6009612083435 +29 07 2018 01:50,0,3.53600907325744,56.1367484733828,5.48122406005859 +29 07 2018 02:00,0,3.55384111404418,58.2621140178708,4.15531778335571 +29 07 2018 02:10,0,3.27757096290588,31.0459219688682,353.588592529296 +29 07 2018 02:20,0,3.00068402290344,16.0219261638968,5.69624710083007 +29 07 2018 02:30,3.22352910041809,3.47820210456848,49.5966475712894,11.1021995544433 +29 07 2018 02:40,8.86804866790771,3.3554720878601,37.4839392313334,3.52729392051696 +29 07 2018 02:50,0,2.92051410675048,0,10.1784496307373 +29 07 2018 03:00,0,3.66640496253967,72.8526047290698,10.9280395507812 +29 07 2018 03:10,94.6255569458007,4.28040122985839,176.908308673118,9.91374206542968 +29 07 2018 03:20,52.3945693969726,3.73019695281982,82.0213096828229,12.9023599624633 +29 07 2018 03:30,36.6828117370605,3.58406996726989,61.9812570859694,13.9273195266723 +29 07 2018 03:40,34.5548706054687,3.774099111557,88.709526330892,8.27649688720703 +29 07 2018 03:50,0.727069973945617,3.20402598381042,25.8589596475185,19.2125091552734 +29 07 2018 04:00,0,3.47764301300048,49.5360042454704,26.580810546875 +29 07 2018 04:10,0,3.4891619682312,50.7955374765043,35.4969902038574 +29 07 2018 04:20,0,3.43271303176879,44.8260624456052,29.2819995880126 +29 07 2018 04:30,18.6375102996826,3.50530910491943,52.5968746785802,25.095890045166 +29 07 2018 04:40,43.2709083557128,3.60678005218505,64.8715242082981,22.5281295776367 +29 07 2018 04:50,30.6985492706298,3.50788211822509,52.8877674642281,21.6905403137207 +29 07 2018 05:00,92.3287887573242,3.99924492835998,127.855071855772,15.8577995300292 +29 07 2018 05:10,118.804702758789,4.21367120742797,163.727927420302,14.6926202774047 +29 07 2018 05:20,119.544296264648,4.22785186767578,166.509599853495,15.5331497192382 +29 07 2018 05:30,71.7436828613281,3.81686305999755,95.5208386230079,19.0601692199707 +29 07 2018 05:40,52.3697319030761,3.76220297813415,86.866765690419,25.4021606445312 +29 07 2018 05:50,19.8681907653808,3.25320506095886,29.2315861822981,30.1726093292236 +29 07 2018 06:00,29.4529705047607,3.51359796524047,53.5377644796281,34.7767601013183 +29 07 2018 06:10,24.4194793701171,3.08201909065246,19.1627813993955,43.0937995910644 +29 07 2018 06:20,0,2.82899689674377,0,49.869831085205 +29 07 2018 06:30,0,2.34059906005859,0,46.9580688476562 +29 07 2018 06:40,0,1.99061203002929,0,40.8218994140625 +29 07 2018 06:50,0,1.33047997951507,0,63.7823104858398 +29 07 2018 07:00,0,1.85211098194122,0,63.9854698181152 +29 07 2018 07:10,0,1.81232297420501,0,39.8028717041015 +29 07 2018 07:20,0,2.14224600791931,0,14.6194896697998 +29 07 2018 07:30,0,2.34766793251037,0,23.867109298706 +29 07 2018 07:40,0,2.19472599029541,0,26.1019096374511 +29 07 2018 07:50,0,2.67670702934265,0,22.8753204345703 +29 07 2018 08:00,0,3.1259651184082,21.3002606735099,20.4309692382812 +29 07 2018 08:10,0,2.93696093559265,0,25.9383296966552 +29 07 2018 08:20,0,2.33757710456848,0,44.3340492248535 +29 07 2018 08:30,0,1.9842300415039,0,40.1420516967773 +29 07 2018 08:40,0,2.48865604400634,0,57.9440612792968 +29 07 2018 08:50,0,2.3369140625,0,66.4198303222656 +29 07 2018 09:00,0,2.30533909797668,0,49.2475891113281 +29 07 2018 09:10,0,3.02825999259948,16.9682099377214,83.2912063598632 +29 07 2018 09:20,0,2.47652888298034,0,68.044090270996 +29 07 2018 09:30,0,2.37104606628417,0,52.9787101745605 +29 07 2018 09:40,0,1.73406195640563,0,33.8960990905761 +29 07 2018 09:50,0,2.28354811668395,0,49.1356811523437 +29 07 2018 10:00,0,1.76148998737335,0,53.4418106079101 +29 07 2018 10:10,0,2.06639409065246,0,75.673599243164 +29 07 2018 10:20,0,2.30138111114501,0,25.8287906646728 +29 07 2018 10:30,0,2.45515608787536,0,21.1581592559814 +29 07 2018 10:40,0,2.19865894317626,0,20.1793994903564 +29 07 2018 10:50,0,3.23432993888854,27.8913996651945,4.9268832206726 +29 07 2018 11:00,0,2.97578310966491,0,11.0940999984741 +29 07 2018 11:10,0,3.34482908248901,36.5470983300656,10.13570022583 +29 07 2018 11:20,65.5357971191406,3.86663794517517,103.817320487001,20.2735691070556 +29 07 2018 11:30,121.26609802246,4.14381885528564,150.173182591812,9.5096731185913 +29 07 2018 11:40,97.1700286865234,4.08926391601562,139.752364829689,13.4335002899169 +29 07 2018 11:50,67.9754104614257,3.76144504547119,86.7501260368881,15.4721097946166 +29 07 2018 12:00,114.810600280761,4.11115503311157,143.916855091732,10.5027198791503 +29 07 2018 12:10,43.6132011413574,3.44623899459838,46.2099870511629,18.4927101135253 +29 07 2018 12:20,20.0957908630371,3.10059905052185,20.028783133971,15.0592699050903 +29 07 2018 12:30,4.60900402069091,2.6065649986267,0,16.3527107238769 +29 07 2018 12:40,0,2.97361707687377,0,8.49302196502685 +29 07 2018 12:50,0,3.21622610092163,26.6595333670739,3.82805299758911 +29 07 2018 13:00,0,3.19694900512695,25.4054810137022,5.55826902389526 +29 07 2018 13:10,25.7458591461181,3.88981699943542,107.816087380675,1.87118697166442 +29 07 2018 13:20,76.4645614624023,3.71769404411315,80.1729886880612,359.533599853515 +29 07 2018 13:30,102.026298522949,3.75899910926818,86.3743433261743,2.06313490867614 +29 07 2018 13:40,127.455200195312,4.07394409179687,136.851350186944,354.800109863281 +29 07 2018 13:50,138.966903686523,4.25228786468505,171.327206832594,358.917694091796 +29 07 2018 14:00,353.19140625,5.47568607330322,462.032683927633,352.0869140625 +29 07 2018 14:10,380.259796142578,5.61313390731811,502.141387735098,355.43798828125 +29 07 2018 14:20,394.434295654296,5.62783813476562,506.537736664878,355.692901611328 +29 07 2018 14:30,311.126708984375,5.33206987380981,421.963809714678,356.704010009765 +29 07 2018 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2018 18:50,3603.90209960937,15.4979400634765,3600,61.6252098083496 +10 08 2018 19:00,3574.52392578125,14.7912197113037,3600,61.3895301818847 +10 08 2018 19:10,3600.47607421875,15.7913599014282,3600,63.7128181457519 +10 08 2018 19:20,3599.55004882812,15.2407703399658,3600,61.2579498291015 +10 08 2018 19:30,3603.63110351562,15.7783603668212,3600,60.8138694763183 +10 08 2018 19:40,3603.78491210937,16.1885509490966,3600,60.0424194335937 +10 08 2018 19:50,3603.6689453125,15.2715997695922,3600,58.0469017028808 +10 08 2018 20:00,3603.84399414062,14.7971496582031,3600,57.0315818786621 +10 08 2018 20:10,3603.68798828125,14.3268604278564,3600,55.8308410644531 +10 08 2018 20:20,3601.72094726562,14.6702003479003,3600,56.1170501708984 +10 08 2018 20:30,3603.84204101562,14.838020324707,3600,56.424560546875 +10 08 2018 20:40,3603.9150390625,14.8170900344848,3600,57.1002082824707 +10 08 2018 20:50,3603.77905273437,14.8520603179931,3600,58.4688415527343 +10 08 2018 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2018 18:10,3442.1201171875,12.1267299652099,3540.29605870053,45.3764610290527 +11 08 2018 18:20,3558.95190429687,12.9324302673339,3597.51807275006,46.501480102539 +11 08 2018 18:30,3543.17993164062,13.3175601959228,3600,47.7649497985839 +11 08 2018 18:40,3558.90991210937,13.1767597198486,3600,49.1807098388671 +11 08 2018 18:50,3592.72607421875,13.3375396728515,3600,47.610008239746 +11 08 2018 19:00,3575.80688476562,12.7335195541381,3592.47789804353,49.4944305419921 +11 08 2018 19:10,3600.34399414062,14.0885400772094,3600,52.9387588500976 +11 08 2018 19:20,3568.64306640625,12.9105796813964,3597.24313745472,53.921329498291 +11 08 2018 19:30,3540.65600585937,12.7901201248168,3594.49567636965,55.5645904541015 +11 08 2018 19:40,3336.22900390625,12.2448301315307,3554.99181769248,54.0320510864257 +11 08 2018 19:50,3567.5791015625,12.5398702621459,3581.99114220702,52.7422981262207 +11 08 2018 20:00,3497.875,12.4284696578979,3573.3918893212,53.4119796752929 +11 08 2018 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06:30,2309.28295898437,9.79982471466064,2661.22394941637,60.3698806762695 +12 08 2018 06:40,2168.4951171875,9.59303855895996,2511.96393176272,61.4867515563964 +12 08 2018 06:50,2562.73291015625,10.5994796752929,3111.90986164624,62.9385414123535 +12 08 2018 07:00,2937.72412109375,11.217490196228,3343.94530814709,62.6600799560546 +12 08 2018 07:10,2796.09008789062,10.5300102233886,3079.9767758157,59.4086418151855 +12 08 2018 07:20,2075.96508789062,9.23962593078613,2299.47030058555,58.3872489929199 +12 08 2018 07:30,2703.89208984375,10.3522796630859,2992.389584815,54.1126289367675 +12 08 2018 07:40,2746.333984375,10.8010196685791,3197.56912752892,58.367919921875 +12 08 2018 07:50,2748.32690429687,10.554479598999,3091.36910154196,54.1980781555175 +12 08 2018 08:00,2603.37109375,10.489330291748,3060.68543647326,59.3609390258789 +12 08 2018 08:10,2946.49096679687,11.2726497650146,3360.44569587058,56.8397102355957 +12 08 2018 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2018 19:30,3554.90795898437,13.0497598648071,3600,60.5543098449707 +12 08 2018 19:40,3491.791015625,13.088150024414,3600,60.4338188171386 +12 08 2018 19:50,3416.96704101562,12.8370895385742,3595.8160591886,62.1789512634277 +12 08 2018 20:00,3570.33203125,13.3492603302001,3600,63.7493896484375 +12 08 2018 20:10,3502.35205078125,12.9916400909423,3597.92118098236,63.868839263916 +12 08 2018 20:20,3526.04296875,12.6901302337646,3590.61295468073,62.6128997802734 +12 08 2018 20:30,3230.25,11.4260501861572,3403.00456691209,61.1520690917968 +12 08 2018 20:40,3433.79907226562,12.3351202011108,3564.70519287601,63.8502502441406 +12 08 2018 20:50,3532.51806640625,12.9615497589111,3597.77861133968,65.1076736450195 +12 08 2018 21:00,3423.15698242187,12.5582799911499,3583.22979691704,64.8505401611328 +12 08 2018 21:10,3553.81103515625,12.6156501770019,3586.76182020856,62.4312095642089 +12 08 2018 21:20,3594.31689453125,13.3045902252197,3600,62.097541809082 +12 08 2018 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23:30,1584.63903808593,8.66842937469482,1932.82771506763,245.826705932617 +06 09 2018 23:40,1504.25,8.30239582061767,1707.62688793261,246.25210571289 +06 09 2018 23:50,1385.0400390625,8.11216831207275,1594.87022984434,244.64549255371 +07 09 2018 00:00,1297.10302734375,7.87086915969848,1456.93866926689,244.790893554687 +07 09 2018 00:10,1495.2509765625,8.37940025329589,1754.16677939275,245.539306640625 +07 09 2018 00:20,1461.32604980468,8.16891479492187,1628.1597596255,244.742004394531 +07 09 2018 00:30,1229.8310546875,7.67582988739013,1350.1852658522,246.772003173828 +07 09 2018 00:40,1409.74597167968,7.98875999450683,1523.56658096512,255.82600402832 +07 09 2018 00:50,1321.125,8.00177860260009,1531.01539936016,261.37451171875 +07 09 2018 01:00,1254.3349609375,7.77769613265991,1405.37911259062,259.005401611328 +07 09 2018 01:10,1301.26403808593,7.92083501815795,1484.99324904646,263.321411132812 +07 09 2018 01:20,1206.15100097656,7.60067987442016,1310.29293670712,262.223693847656 +07 09 2018 01:30,1022.32098388671,7.27277898788452,1143.66883661983,260.427093505859 +07 09 2018 01:40,1152.95495605468,7.66355609893798,1343.62104242897,264.380187988281 +07 09 2018 01:50,1256.375,7.89127302169799,1468.36152224999,265.324798583984 +07 09 2018 02:00,1151.60400390625,7.6490159034729,1335.86918815312,261.857513427734 +07 09 2018 02:10,998.030822753906,7.19972610473632,1108.49286468048,263.511993408203 +07 09 2018 02:20,859.840515136718,6.97292518615722,1003.84712025032,263.574005126953 +07 09 2018 02:30,1033.31604003906,7.31383419036865,1163.76588038606,264.136810302734 +07 09 2018 02:40,1074.27197265625,7.45997810363769,1237.29292786579,263.564788818359 +07 09 2018 02:50,990.293823242187,7.2354941368103,1125.62316070452,264.856414794921 +07 09 2018 03:00,569.008117675781,6.03654098510742,636.385195423358,265.678588867187 +07 09 2018 03:10,692.216125488281,6.47913408279418,797.853084834622,261.781005859375 +07 09 2018 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10:40,233.394699096679,4.60041618347167,243.562318774625,266.876586914062 +07 09 2018 10:50,296.099304199218,5.07258796691894,354.034320184123,265.722595214843 +07 09 2018 11:00,283.346588134765,4.90902376174926,313.96026288083,260.746185302734 +07 09 2018 11:10,326.319091796875,5.23041009902954,394.686370764924,253.026092529296 +07 09 2018 11:20,383.879608154296,5.42575407028198,447.893133502804,258.62890625 +07 09 2018 11:30,178.066604614257,4.38997077941894,199.066326034178,259.81021118164 +07 09 2018 11:40,176.831100463867,4.37703084945678,196.415017941227,256.835388183593 +07 09 2018 11:50,143.591094970703,4.24622201919555,170.12842977427,269.118408203125 +07 09 2018 12:00,54.125129699707,3.38934707641601,40.5863981184083,260.11489868164 +07 09 2018 12:10,15.1693296432495,2.69801902770996,0,261.191314697265 +07 09 2018 12:20,101.302497863769,3.52693200111389,55.0744107394758,272.411895751953 +07 09 2018 12:30,201.429702758789,4.67568016052246,260.140089257517,264.6953125 +07 09 2018 12:40,171.678405761718,4.41572999954223,204.372443231357,273.804595947265 +07 09 2018 12:50,198.08349609375,4.63736820220947,251.65583904381,276.400909423828 +07 09 2018 13:00,235.954299926757,4.97295188903808,329.382472987429,281.861114501953 +07 09 2018 13:10,243.399703979492,4.77989101409912,283.710314618962,267.946807861328 +07 09 2018 13:20,190.679595947265,4.5761342048645,238.290986414374,253.315399169921 +07 09 2018 13:30,180.052902221679,4.50278282165527,222.588961725979,253.990203857421 +07 09 2018 13:40,124.376197814941,4.22796297073364,166.531434386017,257.35400390625 +07 09 2018 13:50,86.4636917114257,3.95359110832214,119.261795615993,248.181503295898 +07 09 2018 14:00,18.7992401123046,2.88266396522521,0,246.130996704101 +07 09 2018 14:10,0,2.50833511352539,0,243.150497436523 +07 09 2018 14:20,0,3.46208810806274,47.8688530270483,234.904403686523 +07 09 2018 14:30,56.1367988586425,3.73274803161621,82.4015112387133,232.80419921875 +07 09 2018 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2018 17:00,0,2.56999492645263,0,293.616485595703 +07 09 2018 17:10,0,2.07967901229858,0,297.61441040039 +07 09 2018 17:20,0,2.37431192398071,0,298.044189453125 +07 09 2018 17:30,0,2.393079996109,0,307.205688476562 +07 09 2018 17:40,0,2.43944597244262,0,306.719604492187 +07 09 2018 17:50,0,1.9201910495758,0,302.891906738281 +07 09 2018 18:00,0,2.21996688842773,0,294.573699951171 +07 09 2018 18:10,0,2.20880007743835,0,285.628387451171 +07 09 2018 18:20,0,2.42874693870544,0,283.7294921875 +07 09 2018 18:30,0,2.22871303558349,0,287.6083984375 +07 09 2018 18:40,0,1.99361300468444,0,271.427612304687 +07 09 2018 18:50,0,2.03842592239379,0,253.739395141601 +07 09 2018 19:00,0,1.88638603687286,0,260.172485351562 +07 09 2018 19:10,0,2.11477589607238,0,272.656311035156 +07 09 2018 19:20,0,1.9701600074768,0,254.814804077148 +07 09 2018 19:30,0,2.31587195396423,0,236.226898193359 +07 09 2018 19:40,0,2.0025680065155,0,244.975799560546 +07 09 2018 19:50,0,1.94023203849792,0,258.114685058593 +07 09 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2018 13:30,0,1.75217497348785,0,25.4955196380615 +15 09 2018 13:40,0,1.86806404590606,0,52.6709899902343 +15 09 2018 13:50,0,2.2940399646759,0,52.039939880371 +15 09 2018 14:00,0,2.50342893600463,0,44.3963890075683 +15 09 2018 14:10,0,2.4025559425354,0,39.5602493286132 +15 09 2018 14:20,0,3.26409006118774,30.0303667914595,49.6701202392578 +15 09 2018 14:30,0,2.62435889244079,0,64.9413681030273 +15 09 2018 14:40,0,3.08003997802734,19.0737911434844,68.9819717407226 +15 09 2018 14:50,12.9784803390502,3.55041098594665,57.8493318263545,57.7475509643554 +15 09 2018 15:00,55.7941703796386,3.82234406471252,96.4149909322341,61.4813613891601 +15 09 2018 15:10,62.4045104980468,3.88652992248535,107.243781796482,58.4969406127929 +15 09 2018 15:20,156.104797363281,4.49642610549926,221.243610275125,51.2792701721191 +15 09 2018 15:30,231.056594848632,4.87545490264892,305.982149306134,50.2524909973144 +15 09 2018 15:40,196.784301757812,4.67708587646484,260.453208442597,47.1882781982421 +15 09 2018 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2018 19:50,0,3.18549394607543,24.6884465968651,46.7820205688476 +15 09 2018 20:00,0,3.72248005867004,80.877556691511,44.6629219055175 +15 09 2018 20:10,45.2608795166015,3.80370998382568,93.3946985305083,42.4255104064941 +15 09 2018 20:20,1.76859998703002,2.9500548839569,0,47.7215194702148 +15 09 2018 20:30,0,2.46795201301574,0,45.883731842041 +15 09 2018 20:40,0,2.73888206481933,0,46.3641700744628 +15 09 2018 20:50,0,2.82497501373291,0,27.4866104125976 +15 09 2018 21:00,0,2.36811399459838,0,28.4739093780517 +15 09 2018 21:10,0,2.81124997138977,0,8.91598033905029 +15 09 2018 21:20,0,2.44323396682739,0,342.941192626953 +15 09 2018 21:30,0,2.11025309562683,0,342.603485107421 +15 09 2018 21:40,0,2.91792392730712,0,332.107788085937 +15 09 2018 21:50,0,3.00466895103454,16.1511503614065,339.398193359375 +15 09 2018 22:00,0,2.25853204727172,0,340.503295898437 +15 09 2018 22:10,0,2.13388800621032,0,333.523010253906 +15 09 2018 22:20,0,2.22937393188476,0,333.218109130859 +15 09 2018 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2018 03:50,52.9426307678222,3.75731110572814,86.1155642520362,292.140106201171 +16 09 2018 04:00,7.8098030090332,3.17474007606506,24.03440996874,293.024597167968 +16 09 2018 04:10,0,3.45867991447448,47.5087383785694,296.253601074218 +16 09 2018 04:20,65.9290390014648,4.00968217849731,124.799718574704,283.151397705078 +16 09 2018 04:30,133.094299316406,4.29957199096679,180.738079300943,279.572204589843 +16 09 2018 04:40,165.241592407226,4.49528503417968,221.002367478601,279.268493652343 +16 09 2018 04:50,168.189804077148,4.46571922302246,214.778658955959,280.597412109375 +16 09 2018 05:00,130.972396850585,4.28012990951538,176.854246866061,284.77359008789 +16 09 2018 05:10,63.5107383728027,3.74888610839843,84.8307877369225,287.244598388671 +16 09 2018 05:20,87.5646896362304,3.97230195999145,122.743350831985,288.535491943359 +16 09 2018 05:30,125.981101989746,4.24338817596435,169.569039448322,287.049713134765 +16 09 2018 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zoi!_Vx+w{PJFPTNC#G)ZJQwRk1CNCmg}6mz&~%V@Essm2+kSPuHVB;c-kfIcKW8NB dl$wi^jg9!c)kr1HFaPsDa8<_e=VjzR@dixlB=rCQ literal 0 HcmV?d00001 diff --git a/examples/utils.py b/examples/utils.py new file mode 100644 index 0000000..eab7603 --- /dev/null +++ b/examples/utils.py @@ -0,0 +1,87 @@ +import numpy as np +import scipy.interpolate +from numpy.lib.stride_tricks import as_strided + + +def normalize_data(data: np.ndarray) -> tuple[np.ndarray, np.ndarray, np.ndarray]: + """ + Normalize the data by subtracting the mean and dividing by the standard deviation. + + Parameters: + data (numpy.ndarray): The input data to be normalized. + + Returns: + numpy.ndarray: The normalized data. + numpy.ndarray: The mean of the input data. + numpy.ndarray: The standard deviation of the input data. + """ + mean = np.mean(data, axis=0, keepdims=True) + std = np.std(data, axis=0, keepdims=True) + + norm = (data - mean) / std + return norm, mean, std + + +def noisy_interpolation( + data: np.ndarray, + upsampling: int = 10, + spline_order: int = 3, + noise_to_signal_ratio: float = 0.1, + noise_window_length: int = 20, +) -> np.ndarray: + """ + Upsample data using spline interpolation with added noise scaled to the standard deviation of the data. + + Parameters: + data (ndarray): The input data to be interpolated. + upsampling (int, optional): The factor by which to upsample the data. Default is 10. + spline_order (int, optional): The order of the spline interpolation. Default is 3. + noise_to_signal_ratio (float, optional): The ratio of noise to signal. Default is 0.1. + noise_window_length (int, optional): The length of the window used to calculate the standard + deviation of the data. Default is 20. + + Returns: + ndarray: The interpolated data with added noise. + """ + + n, m = data.shape + + # Interpolate the data with a spline + t = np.arange(n) + spline = scipy.interpolate.make_interp_spline(t, data, axis=0, k=spline_order) # type: ignore # noqa: PGH003 + + t_up = np.arange(n * upsampling) / upsampling + interpolated_data = spline(t_up) + + # Add noise to the interpolation + # Making windows of the data to calculate the windowed standard deviation + strided_data = [] + for i in range(m): + data_i = data[:, i] + strided_data_i = as_strided( + data_i, + shape=(n - noise_window_length + 1, noise_window_length), + strides=(data_i.strides[0], data_i.strides[0]), + ) + strided_data.append(strided_data_i[:, :, np.newaxis]) # type: ignore # noqa: PGH003 + + strided_data = np.concatenate(strided_data, axis=-1) + + # Calculate the windowed standard deviation of the windows of the data + windowed_std = np.std(strided_data, axis=1) + windowed_std = np.pad( + windowed_std, ((noise_window_length // 2, n - windowed_std.shape[0] - noise_window_length // 2), (0, 0)) + ) + + # Interpolate the standard deviation of the windows with the same upscaled time as the data + std_spline = scipy.interpolate.make_interp_spline(t, windowed_std, axis=0, k=1) # type: ignore # noqa: PGH003 + interpolated_std = std_spline(t_up) + + # Sample noise with the same shape as the interpolated data and scale it with the interpolated standard deviation + white_noise = np.random.normal(0, 1, interpolated_std.shape) # type: ignore # noqa: NPY002, PGH003 + noise_std = np.sqrt(noise_to_signal_ratio) / upsampling * interpolated_std + + scaled_noise = white_noise * noise_std + + # Add the noise to the interpolated data + return interpolated_data + scaled_noise diff --git a/examples/wind_generator/ml_model/generator_to_onnx.py b/examples/wind_generator/ml_model/generator_to_onnx.py new file mode 100644 index 0000000..090e208 --- /dev/null +++ b/examples/wind_generator/ml_model/generator_to_onnx.py @@ -0,0 +1,120 @@ +# %% +# Imports +from pathlib import Path + +import numpy as np +import onnx +import onnxruntime as rt +import tensorflow as tf +import tf2onnx + +# %% Defining Paths +# This assumes that you run this file from ML-models/windpower/ +PATH_TO_CURRENT_FOLDER = Path().absolute() +MODEL_FOLDER = Path(PATH_TO_CURRENT_FOLDER, "trained_model") + +saved_model_path = Path(MODEL_FOLDER, "wind_generator_wrapped") +onnx_model_path = Path(MODEL_FOLDER, "wind.onnx") + +# %% +# Loading the saved keras Model +print(f"loading model from: {saved_model_path}") +keras_model = tf.keras.models.load_model(saved_model_path, compile=False) + +# %% +# Converting to onnx model +# state length: 130 = 2 (wind) + 2*64 (lstm states) +input_signature = [ + tf.TensorSpec((None, 2), name="inputs"), + tf.TensorSpec((None, 130), name="state"), + tf.TensorSpec((None, 2), name="time"), +] +onnx_model, _ = tf2onnx.convert.from_keras(keras_model, input_signature) + +# %% +# Saving onnx model +onnx.save(onnx_model, onnx_model_path) + +# %% +# Loading and testing saved model to see if it works +loaded_onnx_model = rt.InferenceSession(onnx_model_path) + +all_inputs = loaded_onnx_model.get_inputs() +all_outputs = loaded_onnx_model.get_outputs() + +input_names = [inp.name for inp in all_inputs] +input_shapes = [inp.shape for inp in all_inputs] + +output_names = [out.name for out in all_outputs] +output_shapes = [out.shape for out in all_outputs] + +## Testing + +# create test input data +nr_test_inputs = 100 + +# split up inputs into its 3 elements +inputs, state, time = all_inputs + +# create wind model to be able to define initial state / inputs +wind_generator_state = tf.zeros((1, *input_signature[1].shape[1:])) + +# same dt as in training_models.py +dt = 600 +upsampling = 10 +dt_up = dt / upsampling +time = tf.constant([[0.0, dt_up]]) + +# iteratively make predictions (prev state is used as input for next prediction) +wind_generator_state_keras = wind_generator_state +wind_generator_state_onnx = wind_generator_state +time_series_keras = [wind_generator_state_keras[:, :2]] +time_series_onnx = [wind_generator_state_onnx[:, :2]] +for i in range(1, nr_test_inputs): + # random noise input + noise_input = tf.random.normal((1, 2)) + # if no prev prediction, initialize the state + initial_inputs = [noise_input, wind_generator_state, time] + # predict with keras + wind_generator_state_keras = keras_model(initial_inputs) + time_series_keras.append(wind_generator_state_keras[:, :2]) + # predict with onnx + # onnx file needs the input in (x,) format, so reshape tensors + initial_inputs = [ + tf.reshape(tf.transpose(noise_input), (2,)), + tf.reshape(tf.transpose(wind_generator_state), (130,)), + tf.reshape(tf.transpose(time), (2,)), + ] + onnx_inputs = {nm: [i] for nm, i in zip(input_names, initial_inputs, strict=False)} + wind_generator_state_onnx = loaded_onnx_model.run(output_names=output_names, input_feed=onnx_inputs) + # reshape onnx output to tensor (otherwise np array) + wind_generator_state_onnx = tf.reshape(wind_generator_state_onnx, (1, 130)) + time_series_onnx.append(wind_generator_state_onnx[:, :2]) + +# model output data +keras_time_series = tf.concat(time_series_keras, axis=0) +onnx_time_series = tf.concat(time_series_onnx, axis=0) +# this results in tensors of shape (nr_exp,2) +# so we can separate out wind speed and wind direction: +# 0 = wind speed +keras_wind_speed_estimate = keras_time_series[:, 0] +onnx_wind_speed_estimate = onnx_time_series[:, 0] +# 1 = wind direction +keras_wind_direction_estimate = keras_time_series[:, 1] +onnx_wind_direction_estimate = onnx_time_series[:, 1] + +error = keras_wind_speed_estimate - onnx_wind_speed_estimate +mae = tf.math.reduce_mean(tf.abs(error), axis=0) +print(f"MAE between keras and onnx model wind_speed_estimate outputs: {mae}") + +error = keras_wind_direction_estimate - onnx_wind_direction_estimate +mae = tf.math.reduce_mean(tf.abs(error), axis=0) +print(f"MAE between keras and onnx model wind_direction_estimate outputs: {mae}") + +# assert_allclose: Given two array_like objects, +# check that their shapes and all elements are equal.. +# An exception is raised if the shapes mismatch or any values conflict. +np.testing.assert_allclose(keras_wind_speed_estimate, onnx_wind_speed_estimate, rtol=1e-3, atol=1e-3) +print("Sanity check: Results of keras and onnx model predictions for wind speed are the same (rtol 1e-3)!") +np.testing.assert_allclose(keras_wind_direction_estimate, onnx_wind_direction_estimate, rtol=1e-2, atol=1e-2) +print("Sanity check: Results of keras and onnx model predictions for wind direction are the same (rtol 1e-2)!") diff --git a/examples/wind_generator/ml_model/train_model.py b/examples/wind_generator/ml_model/train_model.py new file mode 100644 index 0000000..b17cfd1 --- /dev/null +++ b/examples/wind_generator/ml_model/train_model.py @@ -0,0 +1,201 @@ +# %% +# Imports +import sys +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import tensorflow as tf +import wind_generator_model + +# Add the directory two levels up to sys.path +sys.path.append(str(Path(__file__).resolve().parents[2])) +# so that we can import from utils.py +from utils import noisy_interpolation, normalize_data + +# %% +# Getting data +# This assumes you run this file from the folder ML-models/windpower/ +WINDPOWER_FOLDER = Path().absolute() +MODEL_FOLDER = Path(WINDPOWER_FOLDER, "trained_model") +# create folder, if needed +if not MODEL_FOLDER.exists(): + MODEL_FOLDER.mkdir() +data = pd.read_csv(Path(WINDPOWER_FOLDER, "../../data/T1.csv")) + +wind_data = data[["Wind Speed (m/s)", "Wind Direction (°)"]].to_numpy() +power_data = data[["LV ActivePower (kW)"]].to_numpy() + +# %% +# Configurations +dt = 600 +upsampling = 10 +dt_up = dt / upsampling + +num_pred_steps = 4096 + +# How long should the models be trained +# Set them to 0 to just use the pre-trained models +# To retrain new models, you can set each to, for example, 10. +num_epochs_wind = 0 +num_epochs_power = 10 + +# %% +# Data preprocessing +wind_speed_data = wind_data[:, :1] +wind_direction_data = wind_data[:, 1:] + +# Interpolate wind data for the wind generator training on smaller time steps +wind_x_data = wind_speed_data * np.cos(wind_direction_data * np.pi / 180) +wind_y_data = wind_speed_data * np.sin(wind_direction_data * np.pi / 180) + +wind_xy_data = np.concatenate([wind_x_data, wind_y_data], axis=-1) + +# Interpolating in xy since the signals are valid for all values +wind_xy_interpolated = noisy_interpolation(wind_xy_data, upsampling=upsampling) + +# Converting from xy to speed/direction for training +wind_speed_interpolated = tf.linalg.norm(wind_xy_interpolated, axis=-1) +wind_direction_interpolated = np.mod( + tf.atan2(wind_xy_interpolated[:, 1], wind_xy_interpolated[:, 0]) * 180 / np.pi + 360, 360 +) + +wind_interpolated = np.concatenate( + [wind_speed_interpolated[:, np.newaxis], wind_direction_interpolated[:, np.newaxis]], axis=-1 +) + +# Normalize Training Data +wind_norm, wind_mean, wind_std = normalize_data(wind_data) +power_norm, power_mean, power_std = normalize_data(power_data) + +wind_interpolated_norm, wind_interpolated_mean, wind_interpolated_std = normalize_data(wind_interpolated) + +# %% +# Load trained model +wind_dataset, derivative_scale = wind_generator_model.create_dataset( + wind_interpolated_norm, + num_pred_steps, + shift=upsampling, + dt=dt_up, + mean=wind_interpolated_mean, + std=wind_interpolated_std, +) + +wind_model = wind_generator_model.WindGenerator() + +wind_model_name = "wind_generator_interpolated" +wind_path = Path(MODEL_FOLDER, f"{wind_model_name}") +wind_path_h5 = Path(MODEL_FOLDER, f"{wind_model_name}.h5") + +wind_model.set_shift_and_scale_variables(reset=True) +wind_model(tf.zeros((1, 1, wind_model.num_inputs))) +if wind_path_h5.is_file(): + wind_model.load_weights(wind_path_h5) + +wind_model.summary() + + +# %% +# Train wind_generator model + +# compile: configure model for training +wind_model.compile( + optimizer=tf.optimizers.RMSprop(learning_rate=0.002), + loss="mse", +) +# scale data +wind_model.set_shift_and_scale_variables(reset=True) +# train the model +wind_model.fit(wind_dataset, epochs=num_epochs_wind) + +# Check training progress (verify under-/overfitting) +if num_epochs_wind > 0: + loss_history = pd.DataFrame(wind_model.history.history) + loss_history.plot(title="Loss history wind_generator model training.") + +# %% +# Changes after training: +wind_model.set_shift_and_scale_variables( + tf.reshape(wind_interpolated_mean, (1, 1, wind_interpolated_mean.shape[-1])), + tf.reshape(1 / wind_interpolated_std, (1, 1, wind_interpolated_std.shape[-1])), + tf.zeros((1, 1, derivative_scale.shape[-1])), + tf.reshape(derivative_scale, (1, 1, derivative_scale.shape[-1])), +) +wind_model(tf.zeros((1, 1, wind_model.num_inputs))) +wind_model.save_weights(wind_path_h5) +wind_model.save(wind_path) + + +# %% +# Generate wind using wind generator +initial_state = [[tf.zeros((1, 32)), tf.zeros((1, 32))] for i in range(wind_model.num_lstms)] +initial_inputs = wind_model.input_shift + np.random.normal(0, 1, (1, 1, 2)) / wind_model.input_scale # noqa: NPY002 + +wind_model_reloaded = wind_generator_model.WindGenerator() +wind_model_reloaded.set_shift_and_scale_variables(reset=True) +wind_model_reloaded(initial_inputs, initial_state, return_state=True) +wind_model_reloaded.load_weights(wind_path_h5) + +state = initial_state +inputs = initial_inputs + +num_predictions = 1000 + +time_series = [] +derivatives = [] + +signal_to_noise_ratio = 2.0 + +# Create Wrapper for the trained model to integrate the derivatives outputted from the trained model +# This wrapper also makes it compatible to be converted to FMU +wind_generator_wrapped = wind_generator_model.WindGeneratorWrapper(wind_model_reloaded, 1, signal_to_noise_ratio) + +wind_generator_state = wind_generator_wrapped.format_output(inputs, state) +inputs = wind_generator_state[:, :2] +time = tf.constant([[0.0, dt_up]]) + +time_series.append(inputs) +for _ in range(num_predictions): + noise_input = tf.random.normal((1, 2)) + wind_generator_state = wind_generator_wrapped([noise_input, wind_generator_state, time]) + inputs = wind_generator_state[:, :2] + time_series.append(inputs) +wind_generator_wrapped.summary() + +wind_model_name = "wind_generator_wrapped" +wind_path = Path(MODEL_FOLDER, f"{wind_model_name}") +wind_path_h5 = Path(MODEL_FOLDER, f"{wind_model_name}.h5") +wind_generator_wrapped.save(wind_path) +wind_generator_wrapped.save_weights(wind_path_h5) + +# wind generator (wrapped) output data +time_series = tf.squeeze(tf.concat(time_series, axis=0)) +wind_speed_estimate = time_series[:, 0] +wind_direction_estimate = time_series[:, 1] + +# %% +# Looking at performance + +# Predict to check performance +wind_generated = tf.concat([wind_speed_estimate[:, tf.newaxis], wind_direction_estimate[:, tf.newaxis]], axis=1) + +start_point = np.random.choice(np.arange(wind_data.shape[0] - num_predictions // upsampling)) # noqa: NPY002 + +print("\nDone training. Close all figures to end this program") + +plt.figure() +plt.title("Wind Speed estimate and Wind data") +plt.subplot(1, 2, 1) +plt.plot(wind_speed_estimate) +plt.subplot(1, 2, 2) +plt.plot(wind_data[start_point : num_predictions // upsampling + start_point, 0]) + +plt.figure() +plt.title("Wind Direction estimate and Wind data") +plt.subplot(1, 2, 1) +plt.plot(wind_direction_estimate) +plt.subplot(1, 2, 2) +plt.plot(wind_data[start_point : num_predictions // upsampling + start_point, 1]) + +plt.show() diff --git a/examples/wind_generator/ml_model/wind_generator_model.py b/examples/wind_generator/ml_model/wind_generator_model.py new file mode 100644 index 0000000..4a8eeb0 --- /dev/null +++ b/examples/wind_generator/ml_model/wind_generator_model.py @@ -0,0 +1,378 @@ +import sys + +import numpy as np +import tensorflow as tf + + +class WindGenerator(tf.keras.Model): + """ + A keras model used for generating synthetic wind data. + + The model consists of a series of LSTM layers followed by a dense layer. + + The model predicts the derivative of the wind data, which is then used to update the wind data. + + Args: + num_inputs (int): Number of input features. Default is 2. + num_outputs (int): Number of output features. Default is 2. + lstm_units (list): List of integers specifying the number of units in each LSTM layer. Default is [32,32] + input_shift (tf.Tensor): Shift values for input normalization. Default is None. + input_scale (tf.Tensor): Scale values for input normalization. Default is None. + output_shift (tf.Tensor): Shift values for output normalization. Default is None. + output_scale (tf.Tensor): Scale values for output normalization. Default is None. + stateful (bool): Whether to use stateful LSTM layers. Default is False. + + Attributes: + num_inputs (int): Number of input features. + num_outputs (int): Number of output features. + input_shift (tf.Tensor): Shift values for input normalization. + input_scale (tf.Tensor): Scale values for input normalization. + output_shift (tf.Tensor): Shift values for output normalization. + output_scale (tf.Tensor): Scale values for output normalization. + num_lstms (int): Number of LSTM layers. + lstm_units (list): List of integers specifying the number of units in each LSTM layer. + lstms (list): List of LSTM layers. + output_layer (tf.keras.layers.TimeDistributed): Output layer. + concat (tf.keras.layers.Concatenate): Concatenate layer. + + Methods: + set_shift_and_scale_variables: Set the shift and scale variables for input and output normalization. + call: Perform forward pass through the model. + + """ + + def __init__( # noqa: PLR0913 + self, + num_inputs: int = 2, + num_outputs: int = 2, + lstm_units: list[int] = [32, 32], # noqa: B006 + input_shift: tf.Tensor | None = None, + input_scale: tf.Tensor | None = None, + output_shift: tf.Tensor | None = None, + output_scale: tf.Tensor | None = None, + stateful: bool = False, # noqa: FBT001, FBT002 + ) -> None: + super().__init__() + self.num_inputs = num_inputs + self.num_outputs = num_outputs + self.input_shift, self.input_scale, self.output_shift, self.output_scale = ( + tf.zeros((1, 1, self.num_inputs)), + tf.ones((1, 1, self.num_inputs)), + tf.zeros((1, 1, self.num_outputs)), + tf.ones((1, 1, self.num_outputs)), + ) + + # LSTM layers + self.num_lstms = len(lstm_units) + self.lstm_units = lstm_units + self.lstms = [ + tf.keras.layers.LSTM( + lstm_units[i], return_sequences=True, return_state=True, stateful=stateful, name=f"LSTM_{i}" + ) + for i in range(self.num_lstms) + ] + + # output layer + self.output_layer = tf.keras.layers.TimeDistributed(tf.keras.layers.Dense(2, activation=None)) + self.concat = tf.keras.layers.Concatenate() + + self.set_shift_and_scale_variables(input_shift, input_scale, output_shift, output_scale) + + def set_shift_and_scale_variables( + self, + input_shift: tf.Tensor | None = None, + input_scale: tf.Tensor | None = None, + output_shift: tf.Tensor | None = None, + output_scale: tf.Tensor | None = None, + reset: bool = False, # noqa: FBT001, FBT002 + ) -> None: + """ + Set the shift and scale variables for input and output normalization. + + Args: + input_shift (tf.Tensor): Shift values for input normalization. + input_scale (tf.Tensor): Scale values for input normalization. + output_shift (tf.Tensor): Shift values for output normalization. + output_scale (tf.Tensor): Scale values for output normalization. + reset (bool): Whether to reset the variables to not doing any shifting or scaling. Default is False. + """ + + if reset or (self.input_shift is None and input_shift is None): + input_shift = tf.zeros((1, 1, self.num_inputs)) + if reset or (self.input_scale is None and input_scale is None): + input_scale = tf.ones((1, 1, self.num_inputs)) + + if reset or (self.output_shift is None and output_shift is None): + output_shift = tf.zeros((1, 1, self.num_outputs)) + if reset or (self.output_scale is None and output_scale is None): + output_scale = tf.ones((1, 1, self.num_outputs)) + + if input_shift is not None: + self.input_shift = tf.Variable(tf.cast(input_shift, tf.float32), trainable=False, name="input_shift") + if input_scale is not None: + self.input_scale = tf.Variable(tf.cast(input_scale, tf.float32), trainable=False, name="input_scale") + + if output_shift is not None: + self.output_shift = tf.Variable(tf.cast(output_shift, tf.float32), trainable=False, name="output_shift") + if output_scale is not None: + self.output_scale = tf.Variable(tf.cast(output_scale, tf.float32), trainable=False, name="output_scale") + + def call( + self, + inputs: tf.Tensor, + initial_state: list[list[tf.Tensor]] | None = None, + return_state: bool = False, # noqa: FBT001, FBT002 + ) -> tf.Tensor | tuple[tf.Tensor, list[list[tf.Tensor]]]: + """ + Perform forward pass through the model. + + Args: + inputs (tf.Tensor): Input data. + initial_state (list): Initial state for LSTM layers. + return_state (bool): Whether to return the LSTM states. Default is False. + + Returns: + tf.Tensor: Output data. + list[list[tf.Tensor]]: LSTM states (if return_state is True). + """ + # Normalize the input data + inputs_transformed = (inputs - self.input_shift) * self.input_scale + xs, states = [], [] + x = inputs_transformed + xs.append(x) + # Pass through LSTM layers + for i in range(self.num_lstms): + # state_h: hidden state output, state_c: cell state + x, state_h, state_c = self.lstms[i]( + x, initial_state=initial_state[i] if initial_state is not None else None + ) + xs.append(x) + states.append([state_h, state_c]) + xs_concat = self.concat(xs) + + # Pass the input and LSTM outputs through the output layer to predict the derivative + output = self.output_layer(xs_concat) + + # Undo normalization of the predicted derivative + output_transformed = (output - self.output_shift) * self.output_scale + + # Return the output and LSTM states if requested + if return_state: + return output_transformed, states + + return output_transformed + + +class WindGeneratorWrapper(tf.keras.Model): + """ + A wrapper class for the WindGenerator model to make it compatible with the MlFmu tool. + + The model takes the input, state and time data + and returns the output data containing the updated state data and the output of the FMU. + This is done according to the MlFmu standard. + + Args: + wind_generator (WindGenerator): WindGenerator model instance. + batch_size (int): Batch size. Default is 1. + signal_to_noise_ratio (float): Signal-to-noise ratio. Default is 2.0. + + Attributes: + batch_size (int): Batch size. + wind_generator (WindGenerator): WindGenerator model instance. + direction_mod (tf.Tensor): Direction modifier. + concat (tf.keras.layers.Concatenate): Concatenate layer. + noise_std (tf.Variable): Standard deviation of noise. + + Methods: + format_inputs: Format the input data. + format_output: Format the output data. + wind_inside_range: Adjust the wind values to be within a certain range. + call: Perform forward pass through the model. + + """ + + def __init__(self, wind_generator: WindGenerator, batch_size: int = 1, signal_to_noise_ratio: float = 2.0) -> None: + super().__init__() + self.batch_size = batch_size + self.wind_generator = wind_generator + self.direction_mod = tf.constant(360.0) + self.concat = tf.keras.layers.Concatenate() + self.noise_std = tf.Variable(1 / tf.sqrt(signal_to_noise_ratio), trainable=False) + + def format_inputs(self, state: tf.Tensor) -> tuple[tf.Tensor, list]: + """ + Unpack the MlFmu state into the relevant inputs to the wind generator model. + + Args: + state (tf.Tensor): MlFmu State. + + Returns: + tf.Tensor: Formatted wind data. + list: Formatted LSTM states. + + """ + wind = state[:, : self.wind_generator.num_inputs] + wind_time_expanded = tf.expand_dims(wind, axis=1) + + lstm_states_concat = state[:, self.wind_generator.num_inputs :] + index_counter = 0 + lstm_states = [] + lstm_units = self.wind_generator.lstm_units + for i in range(self.wind_generator.num_lstms): + units = lstm_units[i] + lstm_state_h = lstm_states_concat[:, index_counter : index_counter + units] + lstm_state_c = lstm_states_concat[:, index_counter + units : index_counter + 2 * units] + index_counter += 2 * units + lstm_states.append([lstm_state_h, lstm_state_c]) + + return wind_time_expanded, lstm_states + + def format_output(self, wind: tf.Tensor, lstm_state: list) -> tf.Tensor: + """ + Package the result of the wind generator model into the MlFmu output format. + + Args: + wind (tf.Tensor): Wind data. + lstm_state (list): LSTM states. + + Returns: + tf.Tensor: Formatted output data for the MlFmu. + + """ + # Concatenate all the lstm states into a single vector + lstm_state_concat = self.concat([self.concat(s) for s in lstm_state]) + + # Remove the time distributed dimension + wind = tf.squeeze(wind, axis=1) + + output = self.concat([wind, lstm_state_concat]) + + return output + + def wind_inside_range(self, wind: tf.Tensor) -> tf.Tensor: + """ + Adjust the wind values to be within the valid range of what it represents. + + The wind speed is clipped to be non-negative and the wind direction is adjusted to be within the range [0, 360). + + Args: + wind (tf.Tensor): Wind data. + + Returns: + tf.Tensor: Adjusted wind data. + + """ + wind_speed = wind[:, :, :1] + wind_speed_relu = tf.keras.activations.relu(wind_speed) + + wind_direction = wind[:, :, 1:] + wind_direction_sign = tf.math.sign(wind_direction) + wind_direction_mod_sign = tf.math.sign(wind_direction - self.direction_mod) + wind_direction_mod = wind_direction - self.direction_mod / 2 * (wind_direction_sign + wind_direction_mod_sign) + + return self.concat([wind_speed_relu, wind_direction_mod]) + + def call(self, args: list[tf.Tensor]) -> tf.Tensor: + """ + Perform forward pass through the model. + + Predicts the next wind data and updated LSTM states based on the current wind data and LSTM states + and a noise signal. + + Args: + args: Input arguments from the MlFmu standard. + + Returns: + tf.Tensor: Output data for the MlFmu containing the updated state and the output of the FMU. + + """ + # Unpack the input arguments from MlFmu standard + inputs, state, time = args + + # Unpack the state into the relevant inputs to the wind generator model + wind, lstm_state = self.format_inputs(state) + + # Get the time step as the second column of the time data + dt = time[:, 1:] + + # Ensure the wind data is within the valid range + wind_formatted = self.wind_inside_range(wind) + + # Predict the derivative of the wind data using the wind generator model + derivative, new_lstm_state = self.wind_generator(wind_formatted, lstm_state, return_state=True) + + # The input to the FMU is a noise signal to introduce randomness in the signal generation + noise = tf.expand_dims(inputs, axis=1) + + # Update the predicted derivative with the noise scaled by the signal-to-noise ratio and the wind + # generator output scale + dw = derivative + noise * self.noise_std * self.wind_generator.output_scale + + # Update the wind data using the predicted derivative with noise + new_wind = wind_formatted + dt * dw + + # Ensure the updated wind data is within the valid range + new_wind_formatted = self.wind_inside_range(new_wind) + + # Package the result of the wind generator model into the MlFmu output format + output = self.format_output(new_wind_formatted, new_lstm_state) + return output + + +def create_dataset( + wind_data: np.ndarray, + window_length: int = 32, + dt: float = 600, + shuffle_buffer: int | None = None, # noqa: ARG001 + shift: int = 1, + mean: np.ndarray | float | None = None, + std: np.ndarray | float | None = None, +) -> tuple[tf.data.Dataset, tf.Tensor]: + """ + Create a dataset for training the wind generator model. + + Args: + wind_data (np.ndarray): Wind data. + window_length (int): Length of the input/output windows. Default is 32. + dt (float): Time step. Default is 600. + shuffle_buffer (int): Buffer size for shuffling the dataset. + shift (int): Shift between consecutive windows. Default is 1. + mean (float): Mean value for normalization. + std (float): Standard deviation value for normalization. + + Returns: + tf.data.Dataset: Training dataset. + tf.Tensor: Standard deviation of wind derivative data for undoing the normalization. + + """ + wind_data_denormal = wind_data * std + mean + + wind_data_diff = wind_data_denormal[1:] - wind_data_denormal[:-1] + + # Using the smallest difference in angles. + # (E.g. diff between 350 and 10 is 20) + wind_data_diff[:, 1] = np.mod((wind_data_diff[:, 1] + 180), 360) - 180 + + wind_derivative_data = wind_data_diff / dt + wind_derivative_std = tf.math.reduce_std(wind_derivative_data, axis=0) + wind_derivative_data = wind_derivative_data / wind_derivative_std + + model_inputs = wind_data[:-1] + input_dataset = tf.data.Dataset.from_tensor_slices(model_inputs) + + model_outputs = wind_derivative_data + output_dataset = tf.data.Dataset.from_tensor_slices(model_outputs) + + input_dataset_windowed = input_dataset.window(window_length, shift=shift, drop_remainder=True) + input_dataset_windowed = input_dataset_windowed.flat_map(lambda window: window.batch(window_length)) + + output_dataset_windowed = output_dataset.window(window_length, shift=shift, drop_remainder=True) + output_dataset_windowed = output_dataset_windowed.flat_map(lambda window: window.batch(window_length)) + + dataset = tf.data.Dataset.zip((input_dataset_windowed, output_dataset_windowed)) + + return dataset.shuffle(10000).batch(32), wind_derivative_std + + +if __name__ == "__main__": + sys.exit() diff --git a/examples/wind_to_power/ml_model/power_to_onnx.py b/examples/wind_to_power/ml_model/power_to_onnx.py new file mode 100644 index 0000000..c9909cf --- /dev/null +++ b/examples/wind_to_power/ml_model/power_to_onnx.py @@ -0,0 +1,72 @@ +# %% +# Imports +from pathlib import Path + +import numpy as np +import onnx +import onnxruntime as rt +import tensorflow as tf +import tf2onnx + +# %% Defining Paths +# This assumes that you run this file from ML-models/windpower/ +PATH_TO_CURRENT_FOLDER = Path().absolute() +MODEL_FOLDER = Path(PATH_TO_CURRENT_FOLDER, "trained_model") + +saved_model_path = Path(MODEL_FOLDER, "power") +onnx_model_path = Path(MODEL_FOLDER, "power.onnx") + +# %% +# Loading the saved keras Model +print(f"loading model from: {saved_model_path}") +keras_model = tf.keras.models.load_model(saved_model_path) + +# %% +# Converting to onnx model +onnx_model, _ = tf2onnx.convert.from_keras(keras_model) + +# %% +# Saving onnx model +onnx.save(onnx_model, onnx_model_path) + +# %% +# Loading and testing saved model to see if it works +loaded_onnx_model = rt.InferenceSession(onnx_model_path) + +inputs = loaded_onnx_model.get_inputs() +outputs = loaded_onnx_model.get_outputs() + +input_names = [inp.name for inp in inputs] +input_shapes = [inp.shape for inp in inputs] + +output_names = [out.name for out in outputs] +output_shapes = [out.shape for out in outputs] + +# testing + +# create test input data +num_inputs = 100 +wind_speed = tf.random.uniform((num_inputs, 1), 0.0, 25.0) +wind_direction = tf.random.uniform((num_inputs, 1), 0.0, 360.0) +test_inputs = tf.concat([wind_speed, wind_direction], axis=-1) +onnx_test_inputs = {name: list(test_inputs) for name in input_names} + +# make some predictions +# predict with keras model +keras_output = keras_model(test_inputs) + +# predict with onnx model +onnx_output = loaded_onnx_model.run(output_names=output_names, input_feed=onnx_test_inputs) +onnx_output = tf.concat(onnx_output, axis=0) + +# verify that predictions are the same(ish) + +error = keras_output - onnx_output +mae = tf.math.reduce_mean(tf.abs(error), axis=0) +print(f"MAE between keras and onnx model outputs: {mae}") + +# assert_allclose: Given two array_like objects, +# check that their shapes and all elements are equal.. +# An exception is raised if the shapes mismatch or any values conflict. +np.testing.assert_allclose(keras_output, onnx_output, rtol=1e-3, atol=1e-3) +print("Sanity check: Results of keras and onnx model are the same! (rtol 1e-3)") diff --git a/examples/wind_to_power/ml_model/train_model.py b/examples/wind_to_power/ml_model/train_model.py new file mode 100644 index 0000000..6b455ce --- /dev/null +++ b/examples/wind_to_power/ml_model/train_model.py @@ -0,0 +1,141 @@ +# %% +# Imports +import os +import sys +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import tensorflow as tf +import wind_to_power_model + +# Add the directory two levels up to sys.path +sys.path.append(str(Path(__file__).resolve().parents[2])) +# so that we can import from utils.py +from utils import noisy_interpolation, normalize_data + +# %% +# Getting data +# This assumes you run this file from the folder ML-models/windpower/ +WINDPOWER_FOLDER = Path().absolute() +MODEL_FOLDER = Path(WINDPOWER_FOLDER, "trained_model") +# create folder, if needed +if not MODEL_FOLDER.exists(): + MODEL_FOLDER.mkdir() +data = pd.read_csv(Path(WINDPOWER_FOLDER, "../../data/T1.csv")) + +wind_data = data[["Wind Speed (m/s)", "Wind Direction (°)"]].to_numpy() +power_data = data[["LV ActivePower (kW)"]].to_numpy() + +# %% +# Configurations +dt = 600 +upsampling = 10 +dt_up = dt / upsampling + +num_pred_steps = 4096 + +# How long should the models be trained +# Set them to 0 to just use the pre-trained models +# To retrain new models, you can set each to, for example, 10. +num_epochs_wind = 0 +num_epochs_power = 10 + +# %% +# Data preprocessing +wind_speed_data = wind_data[:, :1] +wind_direction_data = wind_data[:, 1:] + +# Interpolate wind data for the wind generator training on smaller time steps +wind_x_data = wind_speed_data * np.cos(wind_direction_data * np.pi / 180) +wind_y_data = wind_speed_data * np.sin(wind_direction_data * np.pi / 180) + +wind_xy_data = np.concatenate([wind_x_data, wind_y_data], axis=-1) + +# Interpolating in xy since the signals are valid for all values +wind_xy_interpolated = noisy_interpolation(wind_xy_data, upsampling=upsampling) + +# Converting from xy to speed/direction for training +wind_speed_interpolated = tf.linalg.norm(wind_xy_interpolated, axis=-1) +wind_direction_interpolated = np.mod( + tf.atan2(wind_xy_interpolated[:, 1], wind_xy_interpolated[:, 0]) * 180 / np.pi + 360, 360 +) + +wind_interpolated = np.concatenate( + [wind_speed_interpolated[:, np.newaxis], wind_direction_interpolated[:, np.newaxis]], axis=-1 +) + +# Normalize Training Data +wind_norm, wind_mean, wind_std = normalize_data(wind_data) +power_norm, power_mean, power_std = normalize_data(power_data) + +wind_interpolated_norm, wind_interpolated_mean, wind_interpolated_std = normalize_data(wind_interpolated) + + +# %% +# Training Power Predictor +train_power, val_power = wind_to_power_model.create_dataset(wind_norm, power_norm) + +# %% +# Create wind_to_power model +power_model = wind_to_power_model.PowerPredictor() +power_model.set_shift_and_scale_variables(reset=True) +power_model(tf.zeros((1, power_model.num_inputs))) +power_model.summary() + +power_model_name = "power" +power_path = Path(MODEL_FOLDER, f"{power_model_name}") +power_path_h5 = Path(MODEL_FOLDER, f"{power_model_name}.h5") +if os.path.isfile(power_path_h5): # noqa: PTH113 + power_model.load_weights(power_path_h5) + +# %% +# Train wind_to_power model + +# compile: configure model for training +# add loss function and optimizer +# (Keras simplest; optimizer="adam" (stochastic gradient descent), +# loss="mae" (mean absolute error) +power_model.compile(optimizer=tf.optimizers.RMSprop(), loss="mse", metrics=["mae"]) +# remove scaling and shifting of data +power_model.set_shift_and_scale_variables(reset=True) +# train the model +power_model.fit(train_power, validation_data=val_power, epochs=num_epochs_power) + +# Check training progress (verify under-/overfitting) +if num_epochs_power > 0: + loss_history = pd.DataFrame(power_model.history.history) + loss_history.plot(title="Loss history wind_to_power model training.") + +# %% +# Post training model modifications + +# Account for normalization during training +power_model.set_shift_and_scale_variables(wind_mean, 1 / wind_std, -power_mean / power_std, power_std) +power_model(tf.zeros((1, power_model.num_inputs))) +power_model.save_weights(power_path_h5) +power_model.save(power_path) + + +# %% +# Predict to check performance +power_prediction = power_model.predict(wind_data) + +print("\nDone training. Close all figures to end this program") + +plt.figure() +plt.title("Power data (-) and Power Prediction (--)") +plt.plot(power_data) +plt.plot(power_prediction, linestyle="--") + +error = power_data - power_prediction +plt.figure() +plt.title("Error between Power data and Power Prediction") +plt.plot(error) + +plt.figure() +plt.title("Histogram of log10 of abs. error between Power data & Prediction") +plt.hist(np.log10(np.abs(error))) + +plt.show() diff --git a/examples/wind_to_power/ml_model/wind_to_power_model.py b/examples/wind_to_power/ml_model/wind_to_power_model.py new file mode 100644 index 0000000..565f1ec --- /dev/null +++ b/examples/wind_to_power/ml_model/wind_to_power_model.py @@ -0,0 +1,132 @@ +import tensorflow as tf + + +class PowerPredictor(tf.keras.Model): + """ + A keras model for predicting the power output of a wind turbine given wind speed and direction. + + Args: + num_inputs (int): Number of input features. Default is 2. + num_outputs (int): Number of output features. Default is 1. + input_shift (tf.Tensor): Input shift tensor. Default is None. + input_scale (tf.Tensor): Input scale tensor. Default is None. + output_shift (tf.Tensor): Output shift tensor. Default is None. + output_scale (tf.Tensor): Output scale tensor. Default is None. + """ + + def __init__( + self, + num_inputs: int = 2, + num_outputs: int = 1, + input_shift: tf.Tensor | None = None, + input_scale: tf.Tensor | None = None, + output_shift: tf.Tensor | None = None, + output_scale: tf.Tensor | None = None, + ) -> None: + super().__init__() + self.num_inputs = num_inputs + self.num_outputs = num_outputs + self.input_shift, self.input_scale, self.output_shift, self.output_scale = ( + tf.zeros((1, 1, self.num_inputs)), + tf.ones((1, 1, self.num_inputs)), + tf.zeros((1, 1, self.num_outputs)), + tf.ones((1, 1, self.num_outputs)), + ) + + # 2 hidden layers, 32 units each + self.dense1 = tf.keras.layers.Dense(32, activation=tf.nn.relu) + self.dense2 = tf.keras.layers.Dense(32, activation=tf.nn.relu) + # output layer + self.dense3 = tf.keras.layers.Dense(1, activation=None) + + self.set_shift_and_scale_variables(input_shift, input_scale, output_shift, output_scale) + + def set_shift_and_scale_variables( + self, + input_shift: tf.Tensor | None = None, + input_scale: tf.Tensor | None = None, + output_shift: tf.Tensor | None = None, + output_scale: tf.Tensor | None = None, + reset: bool = False, # noqa: FBT001, FBT002 + ) -> None: + """ + Set the shift and scale variables for input and output. + + Args: + input_shift (tf.Tensor): Input shift tensor. + input_scale (tf.Tensor): Input scale tensor. + output_shift (tf.Tensor): Output shift tensor. + output_scale (tf.Tensor): Output scale tensor. + reset (bool): Whether to reset the variables to not doing any shifting or scaling. Default is False. + """ + if reset or (self.input_shift is None and input_shift is None): + input_shift = tf.zeros((1, self.num_inputs)) + if reset or (self.input_scale is None and input_scale is None): + input_scale = tf.ones((1, self.num_inputs)) + + if reset or (self.output_shift is None and output_shift is None): + output_shift = tf.zeros((1, self.num_outputs)) + if reset or (self.output_scale is None and output_scale is None): + output_scale = tf.ones((1, self.num_outputs)) + + if input_shift is not None: + self.input_shift = tf.Variable(tf.cast(input_shift, tf.float32), trainable=False, name="input_shift") + if input_scale is not None: + self.input_scale = tf.Variable(tf.cast(input_scale, tf.float32), trainable=False, name="input_scale") + + if output_shift is not None: + self.output_shift = tf.Variable(tf.cast(output_shift, tf.float32), trainable=False, name="output_shift") + if output_scale is not None: + self.output_scale = tf.Variable(tf.cast(output_scale, tf.float32), trainable=False, name="output_scale") + + def call(self, inputs: tf.Tensor) -> tf.Tensor: + """ + Perform a forward pass through the model. + + Predicts the power output given wind speed and direction. + + Args: + inputs (tf.Tensor): Input tensor (wind data) + + Returns: + tf.Tensor: Output tensor (predicted power output) + """ + ## model forward pass + # normalize input + inputs_transformed = (inputs - self.input_shift) * self.input_scale + + # Pass through dense layers + x = self.dense1(inputs_transformed) + x = self.dense2(x) + output = self.dense3(x) + + # Undo normalization of output + output_transformed = (output - self.output_shift) * self.output_scale + return output_transformed + + +def create_dataset( + wind_data: tf.Tensor, power_data: tf.Tensor, batch_size: int = 64, shuffle_buffer: int | None = None +) -> tuple[tf.data.Dataset, tf.data.Dataset]: + """ + Create a dataset from wind and power data. + + Args: + wind_data (tf.Tensor): Wind data tensor. + power_data (tf.Tensor): Power data tensor. + batch_size (int): Batch size for the dataset. Default is 64. + shuffle_buffer (int): Shuffle buffer size. + + Returns: + tuple: A tuple containing training and validation datasets. + """ + if shuffle_buffer is None: + shuffle_buffer = power_data.shape[0] + + wind_dataset = tf.data.Dataset.from_tensor_slices(wind_data) + power_dataset = tf.data.Dataset.from_tensor_slices(power_data) + + dataset = tf.data.Dataset.zip((wind_dataset, power_dataset)) + # split datasets in training set (80%) and validation set + train, val = tf.keras.utils.split_dataset(dataset, 0.8, shuffle=True) + return train.shuffle(shuffle_buffer).batch(batch_size), val.shuffle(shuffle_buffer).batch(batch_size) diff --git a/pyproject.toml b/pyproject.toml index 365df17..01883a3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -189,3 +189,7 @@ replace = "## [{new_version}]" [[tool.bumpversion.files]] filename = "pyproject.toml" + +[tool.ruff.per-file-ignores] +"examples/wind_generator/ml_model/*.py" = ["PGH003"] +"examples/wind_to_power/ml_model/*.py" = ["PGH003"] From 9baa8b58a2007bbf04cccf540ca7750432fb038b Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Thu, 2 Oct 2025 16:08:36 +0200 Subject: [PATCH 2/7] update changelog --- CHANGELOG.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 637cb4a..7ddbcae 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -3,6 +3,10 @@ All notable changes to the [mlfmu] project will be documented in this file.
The changelog format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/). +## [unreleased] + +* Added python code examples, and instruction in README, of how to create the .onnx models for wind_generator and wind_to_power. + ## [1.0.3] ### Changed From ea96dc6f083b197d00725da5a581e31230ad07f7 Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Thu, 2 Oct 2025 16:15:05 +0200 Subject: [PATCH 3/7] ignore the new python file for pyright type checking .. too many issues to fix/add type ignore --- pyproject.toml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index 01883a3..5cc960e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -123,6 +123,8 @@ include = [ ] exclude = [ "src/mlfmu/fmu_build/cppfmu", + "examples/wind_generator/ml_model/", + "examples/wind_to_power/ml_model/", ] typeCheckingMode = "basic" From e45522e778b59f947cf372229cf6abde5de1a3cf Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Thu, 2 Oct 2025 16:17:50 +0200 Subject: [PATCH 4/7] don't run pyright in examples folder --- pyproject.toml | 3 --- 1 file changed, 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 5cc960e..66434e7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -119,12 +119,9 @@ stubPath = "stubs" include = [ "src", "tests", - "examples", ] exclude = [ "src/mlfmu/fmu_build/cppfmu", - "examples/wind_generator/ml_model/", - "examples/wind_to_power/ml_model/", ] typeCheckingMode = "basic" From cd885aa89e0428f17e759c7e76572bb0730cfb16 Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Mon, 6 Oct 2025 12:54:06 +0200 Subject: [PATCH 5/7] remove datasets from repo, add instructions on how to download to README and ipython script --- examples/data/README.md | 6 +- examples/data/T1.csv | 50531 ---------------- .../wind_to_power_pyspark/ml_model/T1.csv | 50531 ---------------- .../ml_model/requirements.txt | 5 + ...ower-prediction-gbtregressor-pyspark.ipynb | 17 +- 5 files changed, 26 insertions(+), 101064 deletions(-) delete mode 100644 examples/data/T1.csv delete mode 100644 examples/wind_to_power_pyspark/ml_model/T1.csv create mode 100644 examples/wind_to_power_pyspark/ml_model/requirements.txt diff --git a/examples/data/README.md b/examples/data/README.md index 2c9a9bb..672cdf6 100644 --- a/examples/data/README.md +++ b/examples/data/README.md @@ -1 +1,5 @@ -This files comes from the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle, the data is included in this repository for creating a complete example. +# Dataset for wind_generator and wind_to_power examples + +For this example, we use the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle. + +Go to [https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) and download the dataset as `T1.csv` into this folder. diff --git a/examples/data/T1.csv b/examples/data/T1.csv deleted file mode 100644 index 7f9ea45..0000000 --- a/examples/data/T1.csv +++ /dev/null @@ -1,50531 +0,0 @@ -Date/Time,LV ActivePower (kW),Wind Speed (m/s),Theoretical_Power_Curve (KWh),Wind Direction (°) -01 01 2018 00:00,380.047790527343,5.31133604049682,416.328907824861,259.994903564453 -01 01 2018 00:10,453.76919555664,5.67216682434082,519.917511061494,268.64111328125 -01 01 2018 00:20,306.376586914062,5.21603679656982,390.900015810951,272.564788818359 -01 01 2018 00:30,419.645904541015,5.65967416763305,516.127568975674,271.258087158203 -01 01 2018 00:40,380.650695800781,5.57794094085693,491.702971953588,265.674285888671 -01 01 2018 00:50,402.391998291015,5.60405206680297,499.436385024805,264.57861328125 -01 01 2018 01:00,447.605712890625,5.79300785064697,557.372363290225,266.163604736328 -01 01 2018 01:10,387.2421875,5.30604982376098,414.898178826186,257.949493408203 -01 01 2018 01:20,463.651214599609,5.58462905883789,493.677652137077,253.480697631835 -01 01 2018 01:30,439.725708007812,5.52322816848754,475.706782818068,258.72378540039 -01 01 2018 01:40,498.181701660156,5.72411584854125,535.841397042263,251.850997924804 -01 01 2018 01:50,526.816223144531,5.93419885635375,603.014076510633,265.504699707031 -01 01 2018 02:00,710.587280273437,6.54741382598876,824.662513585882,274.23291015625 -01 01 2018 02:10,655.194274902343,6.19974613189697,693.472641075637,266.733184814453 -01 01 2018 02:20,754.762512207031,6.50538301467895,808.098138482693,266.76040649414 -01 01 2018 02:30,790.173278808593,6.63411617279052,859.459020788565,270.493194580078 -01 01 2018 02:40,742.985290527343,6.37891292572021,759.434536596592,266.593292236328 -01 01 2018 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2018 02:20,0,2.91614890098571,0,307.640197753906 -09 03 2018 02:30,0,3.25354409217834,29.2561794839903,322.738403320312 -09 03 2018 02:40,0,2.67806100845336,0,323.813507080078 -09 03 2018 02:50,0,3.06880807876586,18.5806226567838,339.996612548828 -09 03 2018 03:00,0,3.54383111000061,57.0627776163792,339.299011230468 -09 03 2018 03:10,0,3.53195095062255,55.6601755293814,337.376190185546 -09 03 2018 03:20,0,3.77294111251831,88.5291526742694,336.941711425781 -09 03 2018 03:30,0,3.07993507385253,19.0690916458261,345.836395263671 -09 03 2018 03:40,0,1.43319296836853,0,343.614593505859 -09 03 2018 03:50,0,1.74060201644897,0,343.037689208984 -09 03 2018 04:00,0,2.20694208145141,0,357.112915039062 -09 03 2018 04:10,0,2.21151399612426,0,349.18521118164 -09 03 2018 04:20,0,2.46639609336853,0,350.742004394531 -09 03 2018 04:30,0,2.11662507057189,0,3.06626796722412 -09 03 2018 04:40,0,1.62926304340362,0,18.986249923706 -09 03 2018 04:50,0,3.02145504951477,16.7233871164472,3.06632089614868 -09 03 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2018 12:20,0,1.35114204883575,0,54.6506805419921 -10 03 2018 12:30,0,2.13171100616455,0,41.3521118164062 -10 03 2018 12:40,0,1.84794497489929,0,47.3169403076171 -10 03 2018 12:50,0,0.947931706905364,0,126.132400512695 -10 03 2018 13:00,0,1.05623400211334,0,91.6952362060546 -10 03 2018 13:10,0,1.98038697242736,0,38.3724288940429 -10 03 2018 13:20,0,1.83963501453399,0,31.5051307678222 -10 03 2018 13:30,0,1.2854219675064,0,22.5742301940917 -10 03 2018 13:40,0,2.19802808761596,0,33.9022483825683 -10 03 2018 13:50,0,2.21067404747009,0,45.7098388671875 -10 03 2018 14:00,0,1.1349469423294,0,67.9725723266601 -10 03 2018 14:10,0,2.01776003837585,0,209.473999023437 -10 03 2018 14:20,0,0.902770578861236,0,224.95230102539 -10 03 2018 14:30,0,2.20113205909729,0,246.158401489257 -10 03 2018 14:40,0,3.08389091491699,19.2475241257926,220.724700927734 -10 03 2018 14:50,0,2.12526607513427,0,236.549697875976 -10 03 2018 15:00,0,2.87946391105651,0,224.870498657226 -10 03 2018 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2018 07:50,27.2613792419433,4.13142585754394,147.793421634255,214.828994750976 -24 03 2018 08:00,152.463806152343,4.35961198806762,192.860817266473,207.973495483398 -24 03 2018 08:10,427.170684814453,5.57449913024902,490.688418431914,208.065704345703 -24 03 2018 08:20,407.289001464843,5.37050914764404,432.509313245595,212.062393188476 -24 03 2018 08:30,258.387512207031,4.86658096313476,303.88674368968,207.322006225585 -24 03 2018 08:40,32.6708793640136,2.97220396995544,0,213.935897827148 -24 03 2018 08:50,0,1.44117403030395,0,272.964385986328 -24 03 2018 09:00,0,1.24347794055938,0,255.073501586914 -24 03 2018 09:10,0,1.36698198318481,0,351.858184814453 -24 03 2018 09:20,0,1.01698398590087,0,355.434906005859 -24 03 2018 09:30,0,1.28261399269104,0,0.19741989672184 -24 03 2018 09:40,0,2.04488110542297,0,339.628112792968 -24 03 2018 09:50,0,2.11241507530212,0,335.906707763671 -24 03 2018 10:00,0,2.36686992645263,0,325.507293701171 -24 03 2018 10:10,0,1.34982299804687,0,326.641815185546 -24 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2018 13:10,0,3.23240208625793,27.7577251360171,134.412902832031 -24 03 2018 13:20,0,3.44760799407958,46.3516891196632,95.0854873657226 -24 03 2018 13:30,0,3.04327297210693,17.5345391166193,109.254997253417 -24 03 2018 13:40,0,2.72867798805236,0,91.9407424926757 -24 03 2018 13:50,0,3.13285708427429,21.6635070841266,91.5436172485351 -24 03 2018 14:00,0,3.45501899719238,47.1239909346332,90.4906616210937 -24 03 2018 14:10,0,3.50917506217956,53.0343415053912,74.9908370971679 -24 03 2018 14:20,0,3.30707097053527,33.3696775327671,83.7905120849609 -24 03 2018 14:30,25.7586307525634,3.52763199806213,55.1558659683114,88.0332717895507 -24 03 2018 14:40,9.40494918823242,2.69088506698608,0,109.095397949218 -24 03 2018 14:50,4.05085611343383,2.8753650188446,0,118.953498840332 -24 03 2018 15:00,38.7592010498046,3.52526497840881,54.8807431125069,126.352798461914 -24 03 2018 15:10,21.5355701446533,3.27619099617004,30.9406291866735,117.474800109863 -24 03 2018 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2018 00:50,302.734588623046,4.97906684875488,330.873622625192,217.268997192382 -25 03 2018 01:00,348.003387451171,5.24771213531494,399.267096563753,224.906494140625 -25 03 2018 01:10,480.932006835937,5.71387290954589,532.680596886392,212.719802856445 -25 03 2018 01:20,585.911315917968,6.07206010818481,648.567059716036,188.73289489746 -25 03 2018 01:30,346.536804199218,5.20905208587646,389.066225970628,180.955307006835 -25 03 2018 01:40,241.099197387695,4.80839490890502,290.286177028649,170.835205078125 -25 03 2018 01:50,389.917785644531,5.46178579330444,458.0737823183,169.4833984375 -25 03 2018 02:00,617.473022460937,6.10982418060302,661.666708720348,181.986404418945 -25 03 2018 02:10,822.272583007812,6.54600381851196,824.103630011754,192.970993041992 -25 03 2018 02:20,605.628723144531,6.08193922042846,651.979222941294,200.788604736328 -25 03 2018 02:30,313.578094482421,5.03538417816162,344.740132634993,196.030197143554 -25 03 2018 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04:30,6.182541847229,3.08311200141906,19.2121924278008,230.933197021484 -25 03 2018 04:40,0,2.91958498954772,0,243.25210571289 -25 03 2018 04:50,0,3.23855590820312,28.1865027695894,209.270401000976 -25 03 2018 05:00,177.380401611328,4.52754688262939,227.853320684309,199.193801879882 -25 03 2018 05:10,149.626495361328,4.14684677124023,150.755749439716,200.237899780273 -25 03 2018 05:20,161.257202148437,4.41438484191894,204.094419288516,199.557907104492 -25 03 2018 05:30,193.944503784179,4.59747886657714,242.922689235724,198.254592895507 -25 03 2018 05:40,211.823806762695,4.5182819366455,225.879427658514,195.568496704101 -25 03 2018 05:50,110.171997070312,3.83306694030761,98.1781842525234,199.445098876953 -25 03 2018 06:00,2.75227308273315,2.53889393806457,0,195.219802856445 -25 03 2018 06:10,3.46887111663818,2.58612895011901,0,192.555404663085 -25 03 2018 06:20,21.548469543457,3.2006390094757,25.6409292730941,175.80760192871 -25 03 2018 06:30,67.3652572631835,3.6178069114685,66.3046515556525,171.479400634765 -25 03 2018 06:40,11.159460067749,2.76927089691162,0,182.508804321289 -25 03 2018 06:50,0,2.09999108314514,0,181.442596435546 -25 03 2018 07:00,3.22413110733032,3.2152509689331,26.5946693759906,197.077194213867 -25 03 2018 07:10,10.2361497879028,2.8296890258789,0,181.638595581054 -25 03 2018 07:20,213.78140258789,4.28245878219604,177.318412258055,166.702102661132 -25 03 2018 07:30,622.102783203125,6.0527868270874,641.940243616289,172.590606689453 -25 03 2018 07:40,377.20669555664,4.94848918914794,323.445204893399,183.037704467773 -25 03 2018 07:50,609.446716308593,5.69275522232055,526.196723661114,176.31590270996 -25 03 2018 08:00,602.609985351562,5.85916900634765,578.502647124335,174.33479309082 -25 03 2018 08:10,473.271911621093,5.31707191467285,417.884055395545,177.811004638671 -25 03 2018 08:20,258.404602050781,4.50421905517578,222.893265797124,183.138702392578 -25 03 2018 08:30,195.906295776367,4.30989217758178,182.8078981401,185.849899291992 -25 03 2018 08:40,521.679870605468,5.64627599716186,512.079759872092,174.799697875976 -25 03 2018 08:50,418.980407714843,5.11738777160644,365.370152593104,176.35139465332 -25 03 2018 09:00,464.912994384765,5.55095815658569,483.779079431742,173.671096801757 -25 03 2018 09:10,713.820617675781,5.84803915023803,574.916595659659,181.340499877929 -25 03 2018 09:20,555.794128417968,5.97614097595214,616.975010571322,180.934097290039 -25 03 2018 09:30,643.796569824218,5.84343290328979,573.436198547464,190.204803466796 -25 03 2018 09:40,543.909118652343,5.65079498291015,513.443076735522,194.350692749023 -25 03 2018 09:50,443.261108398437,5.396812915802,439.800239712866,180.669799804687 -25 03 2018 10:00,303.671813964843,4.6981611251831,265.163265657703,182.243392944335 -25 03 2018 10:10,721.177429199218,6.15469312667846,677.429008939711,184.816497802734 -25 03 2018 10:20,672.324523925781,5.77908611297607,552.982918773992,198.88150024414 -25 03 2018 10:30,883.895690917968,6.47043180465698,794.473390327172,196.092407226562 -25 03 2018 10:40,782.72802734375,6.18181800842285,687.062303525195,200.544494628906 -25 03 2018 10:50,954.835815429687,6.80002880096435,928.453012323281,207.053405761718 -25 03 2018 11:00,595.883728027343,5.84519910812377,574.003578875972,195.733795166015 -25 03 2018 11:10,645.056701660156,5.96199512481689,612.245429742893,198.629898071289 -25 03 2018 11:20,808.520874023437,6.32713603973388,740.016172272546,207.592407226562 -25 03 2018 11:30,1679.16003417968,8.29976081848144,1706.04306219431,212.022994995117 -25 03 2018 11:40,856.947692871093,6.58286190032958,838.786377466888,214.327102661132 -25 03 2018 11:50,613.291870117187,5.71143913269042,531.931100044635,221.8583984375 -25 03 2018 12:00,212.699600219726,4.4921817779541,220.346677862266,229.119903564453 -25 03 2018 12:10,402.912811279296,5.31049013137817,416.099798888026,221.354507446289 -25 03 2018 12:20,313.354400634765,4.80385017395019,289.233919655735,217.070907592773 -25 03 2018 12:30,371.389099121093,5.0197730064392,340.872069691251,217.064102172851 -25 03 2018 12:40,692.164672851562,6.19501686096191,691.77831084683,218.437194824218 -25 03 2018 12:50,962.705993652343,6.66075801849365,870.322806339038,227.768203735351 -25 03 2018 13:00,546.176391601562,5.63931417465209,509.983334991774,228.3583984375 -25 03 2018 13:10,2128.92309570312,8.95435333251953,2114.60692652717,220.958404541015 -25 03 2018 13:20,2580.1669921875,10.0230903625488,2806.37557287295,208.413299560546 -25 03 2018 13:30,1593.44995117187,8.00191307067871,1531.09242967592,205.926498413085 -25 03 2018 13:40,1657.93005371093,8.18110370635986,1635.34976478222,209.009002685546 -25 03 2018 13:50,1517.79797363281,8.10014533996582,1587.85675408435,212.081405639648 -25 03 2018 14:00,1006.45202636718,7.12961483001708,1075.41998740411,208.30549621582 -25 03 2018 14:10,861.685913085937,6.81143903732299,933.316769539403,197.971603393554 -25 03 2018 14:20,345.202697753906,4.95843076705932,325.852701868792,192.927200317382 -25 03 2018 14:30,88.1346588134765,3.57119703292846,60.3795890878137,201.686294555664 -25 03 2018 14:40,255.442993164062,4.82887887954711,295.046852155446,209.4501953125 -25 03 2018 14:50,342.913696289062,5.19785785675048,386.135664029262,206.989395141601 -25 03 2018 15:00,352.448913574218,5.36464405059814,430.891923793845,207.456893920898 -25 03 2018 15:10,276.763702392578,4.99253416061401,334.16760702661,206.315597534179 -25 03 2018 15:20,204.949005126953,4.52639198303222,227.606985188059,210.460494995117 -25 03 2018 15:30,247.476303100585,4.81265306472778,291.273391244022,214.879501342773 -25 03 2018 15:40,322.202697753906,5.06356620788574,351.770625230867,210.163604736328 -25 03 2018 15:50,712.758422851562,6.35476398468017,750.341510661158,217.800994873046 -25 03 2018 16:00,805.735900878906,6.81818199157714,936.198352976107,212.992492675781 -25 03 2018 16:10,750.202087402343,6.12706613540649,667.698287429056,196.948501586914 -25 03 2018 16:20,1688.74194335937,8.48168563842773,1816.71199190284,205.673904418945 -25 03 2018 16:30,1078.873046875,7.18198299407958,1100.06027318546,215.140594482421 -25 03 2018 16:40,596.498107910156,6.01001691818237,627.37627969629,226.644699096679 -25 03 2018 16:50,238.825302124023,4.54865312576293,232.369551255243,233.031005859375 -25 03 2018 17:00,232.831497192382,4.64228677749633,252.739739758408,225.976501464843 -25 03 2018 17:10,1536.00695800781,8.27557659149169,1691.53425814878,214.31900024414 -25 03 2018 17:20,1424.73803710937,8.25649166107177,1680.12028125681,209.312103271484 -25 03 2018 17:30,891.929016113281,6.92051315307617,980.604356653028,207.272705078125 -25 03 2018 17:40,694.254272460937,6.33185291290283,741.773143272524,205.509994506835 -25 03 2018 17:50,1443.833984375,7.89531421661376,1470.62943379103,200.019897460937 -25 03 2018 18:00,2139.67993164062,9.14943885803222,2240.73949285578,196.250396728515 -25 03 2018 18:10,2780.89697265625,10.3967304229736,3015.10667155893,198.028396606445 -25 03 2018 18:20,2808.5859375,10.5454196929931,3087.16945848701,202.3623046875 -25 03 2018 18:30,2613.21997070312,10.3815803527832,3007.42580190916,203.548202514648 -25 03 2018 18:40,2581.59008789062,10.319800376892,2975.44078737656,201.657196044921 -25 03 2018 18:50,2146.916015625,9.31801509857177,2350.6828263989,200.694702148437 -25 03 2018 19:00,2386.65307617187,9.66115856170654,2562.7678564583,204.126907348632 -25 03 2018 19:10,2617.01000976562,10.0245599746704,2807.27840127311,203.364593505859 -25 03 2018 19:20,2669.76098632812,10.2057800292968,2913.55426879312,200.156097412109 -25 03 2018 19:30,2705.84301757812,10.3813800811767,3007.32384071222,198.710998535156 -25 03 2018 19:40,3060.26489257812,11.0302000045776,3283.00076744498,197.633697509765 -25 03 2018 19:50,3577.80297851562,12.7351903915405,3592.54417658987,201.698806762695 -25 03 2018 20:00,3601.47705078125,13.0427799224853,3600,201.80549621582 -25 03 2018 20:10,3571.51196289062,12.5736198425292,3584.22274354087,200.583694458007 -25 03 2018 20:20,3540.54296875,12.3596696853637,3567.12214423624,197.842697143554 -25 03 2018 20:30,3603.90502929687,13.0612096786499,3600,197.655303955078 -25 03 2018 20:40,3556.35205078125,12.7486095428466,3593.06164015413,197.017501831054 -25 03 2018 20:50,3501.02709960937,11.4388904571533,3406.349668262,196.048599243164 -25 03 2018 21:00,3439.31689453125,12.6241798400878,3587.24476163012,197.574493408203 -25 03 2018 21:10,3584.73291015625,12.7665195465087,3593.71121238995,188.560501098632 -25 03 2018 21:20,3547.85205078125,12.314299583435,3562.58065818902,189.012893676757 -25 03 2018 21:30,3557.9189453125,12.6082801818847,3586.33576876343,184.794204711914 -25 03 2018 21:40,3544.81909179687,12.2270097732543,3552.92007730092,184.993606567382 -25 03 2018 21:50,3350.79296875,12.5201702117919,3580.60869563335,180.25959777832 -25 03 2018 22:00,3053.6240234375,11.1563301086425,3324.88925774288,185.869796752929 -25 03 2018 22:10,2626.13110351562,10.4243297576904,3028.93625591061,184.388397216796 -25 03 2018 22:20,3554.54907226562,12.916259765625,3597.32117042884,177.609100341796 -25 03 2018 22:30,3599.93505859375,13.0442695617675,3600,181.067504882812 -25 03 2018 22:40,3603.80688476562,13.0759401321411,3600,179.607299804687 -25 03 2018 22:50,3603.94799804687,13.2167301177978,3600,184.06509399414 -25 03 2018 23:00,3604.22705078125,13.4207296371459,3600,180.722305297851 -25 03 2018 23:10,3604.25610351562,13.6948099136352,3600,176.84959411621 -25 03 2018 23:20,3603.60107421875,13.2100801467895,3600,177.748992919921 -25 03 2018 23:30,3597.90600585937,13.0276203155517,3600,181.496994018554 -25 03 2018 23:40,3501.56591796875,11.9818496704101,3519.09937805986,184.794296264648 -25 03 2018 23:50,3368.35009765625,11.7163696289062,3470.78580732735,186.282196044921 -26 03 2018 00:00,3579.1630859375,12.6281604766845,3587.46641908561,185.524505615234 -26 03 2018 00:10,3603.7939453125,13.505760192871,3600,185.659301757812 -26 03 2018 00:20,3604.001953125,13.8970003128051,3600,181.4833984375 -26 03 2018 00:30,3604.037109375,14.4317502975463,3600,180.600296020507 -26 03 2018 00:40,3604.03100585937,14.8849802017211,3600,179.720596313476 -26 03 2018 00:50,3604.15405273437,15.7644500732421,3600,177.884292602539 -26 03 2018 01:00,3604.21899414062,16.4481601715087,3600,178.17170715332 -26 03 2018 01:10,3604.13696289062,16.2006607055664,3600,176.753997802734 -26 03 2018 01:20,3603.96704101562,15.5706396102905,3600,176.101196289062 -26 03 2018 01:30,3604.11694335937,15.6256504058837,3600,175.616592407226 -26 03 2018 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2018 15:30,-0.0850665494799614,3.03884696960449,17.3638299911399,51.3479804992675 -03 04 2018 15:40,0,3.57705903053283,61.1056589546106,44.1199302673339 -03 04 2018 15:50,65.7856903076171,4.14307785034179,150.030682166231,46.237060546875 -03 04 2018 16:00,90.97119140625,3.98662090301513,125.445533397797,42.1388397216796 -03 04 2018 16:10,191.768203735351,4.62806892395019,249.610821958281,37.0694999694824 -03 04 2018 16:20,231.205200195312,4.82174396514892,293.385283718246,38.7955284118652 -03 04 2018 16:30,140.813293457031,4.29045295715332,178.913914642402,44.0763206481933 -03 04 2018 16:40,219.063003540039,4.71068620681762,267.976407142567,50.63862991333 -03 04 2018 16:50,315.423706054687,5.26363182067871,403.504034223334,46.4820709228515 -03 04 2018 17:00,202.338104248046,4.64619398117065,253.601878548515,47.2567291259765 -03 04 2018 17:10,152.970901489257,4.36679315567016,194.32403578499,49.9428596496582 -03 04 2018 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2018 23:20,54.8686981201171,3.84762692451477,100.601773837462,76.2278366088867 -03 04 2018 23:30,90.7723770141601,4.0407371520996,130.600373996435,73.8642272949218 -03 04 2018 23:40,74.8754577636718,3.92796993255615,114.585293500058,74.6378326416015 -03 04 2018 23:50,70.0882568359375,3.92082405090332,113.299724246666,73.6351013183593 -04 04 2018 00:00,55.5405311584472,3.80965495109558,94.3522496217456,75.9742736816406 -04 04 2018 00:10,10.7152395248413,2.73642301559448,0,84.0477828979492 -04 04 2018 00:20,23.816120147705,3.51372098922729,53.5518120370871,85.1722412109375 -04 04 2018 00:30,-0.50400161743164,3.09746503829956,19.8788359208447,92.2700729370117 -04 04 2018 00:40,0,2.89791107177734,0,71.306411743164 -04 04 2018 00:50,0,2.8751471042633,0,66.2739028930664 -04 04 2018 01:00,0,2.76345205307006,0,59.4251518249511 -04 04 2018 01:10,0,2.97744798660278,0,58.5948982238769 -04 04 2018 01:20,0,3.12414789199829,21.2057484709549,72.5538787841796 -04 04 2018 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2018 06:30,0,2.13792300224304,0,93.7859802246093 -04 04 2018 06:40,0,1.76102900505065,0,78.9009780883789 -04 04 2018 06:50,0,2.12852907180786,0,87.9714431762695 -04 04 2018 07:00,0,2.74405193328857,0,97.1552124023437 -04 04 2018 07:10,0,2.02063798904418,0,75.9549331665039 -04 04 2018 07:20,0,2.05978488922119,0,66.2223815917968 -04 04 2018 07:30,0,1.4528180360794,0,27.6326904296875 -04 04 2018 07:40,0,1.18407797813415,0,44.3063087463378 -04 04 2018 07:50,0,1.8401780128479,0,31.1941204071044 -04 04 2018 08:00,0,2.09727597236633,0,20.0700798034667 -04 04 2018 08:10,0,1.61104905605316,0,26.182970046997 -04 04 2018 08:20,0,1.91961097717285,0,28.7152004241943 -04 04 2018 08:30,0,2.34657096862792,0,8.64857387542724 -04 04 2018 08:40,0,1.91930997371673,0,14.5297698974609 -04 04 2018 08:50,0,2.36488795280456,0,12.638219833374 -04 04 2018 09:00,0,2.52770400047302,0,6.6478099822998 -04 04 2018 09:10,0,2.2830901145935,0,2.29218792915344 -04 04 2018 09:20,0,1.75164401531219,0,357.814392089843 -04 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22:40,92.804702758789,3.79873490333557,92.597712571257,165.173202514648 -04 04 2018 22:50,61.2792701721191,3.33931398391723,36.0687658598945,168.052703857421 -04 04 2018 23:00,8.94289398193359,2.73391199111938,0,170.242797851562 -04 04 2018 23:10,0,3.44675588607788,46.2634540941108,183.836395263671 -04 04 2018 23:20,15.100769996643,3.43483400344848,45.0411369547546,184.173706054687 -04 04 2018 23:30,25.2707996368408,3.18782901763916,24.8329077538365,187.156494140625 -04 04 2018 23:40,24.2033901214599,2.94294810295104,0,190.702606201171 -04 04 2018 23:50,43.4807701110839,3.31170892715454,33.7476820903721,197.645904541015 -05 04 2018 00:00,44.6587409973144,3.62468290328979,67.2081512782788,212.345001220703 -05 04 2018 00:10,0,4.3225769996643,185.359839342029,216.996002197265 -05 04 2018 00:20,0,6.03808307647705,636.911281249723,217.38980102539 -05 04 2018 00:30,0,6.32047605514526,737.539519946747,217.665802001953 -05 04 2018 00:40,0,6.15233707427978,676.595981872205,219.634201049804 -05 04 2018 00:50,0,6.6343650817871,859.56014315601,221.95750427246 -05 04 2018 01:00,0,7.58798694610595,1303.62655795462,219.607803344726 -05 04 2018 01:10,0,7.35432815551757,1183.82458583838,214.708999633789 -05 04 2018 01:20,0,6.7445068359375,905.006572243793,216.052307128906 -05 04 2018 01:30,0,6.77525186538696,917.944884614485,217.34519958496 -05 04 2018 01:40,0,6.53063297271728,818.025527495542,216.606994628906 -05 04 2018 01:50,0,6.43919277191162,782.409929779187,213.98469543457 -05 04 2018 02:00,0,6.44134521484375,783.237685058991,213.514205932617 -05 04 2018 02:10,0,6.36067676544189,752.562042755282,216.64729309082 -05 04 2018 02:20,0,6.47971296310424,798.078200924803,215.18179321289 -05 04 2018 02:30,0,5.93538999557495,603.407980084446,218.33479309082 -05 04 2018 02:40,0,6.17352199554443,684.107649112478,220.368896484375 -05 04 2018 02:50,0,6.79366016387939,925.745050000397,220.367492675781 -05 04 2018 03:00,0,6.9047999382019,973.702590653905,219.360397338867 -05 04 2018 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15:00,115.413597106933,4.16966390609741,155.160156158462,57.2531204223632 -24 04 2018 15:10,194.57600402832,4.68665122985839,262.587313641971,61.2656784057617 -24 04 2018 15:20,223.694900512695,4.84502601623535,298.820448433065,60.7289581298828 -24 04 2018 15:30,227.379806518554,4.8867220878601,308.650846967211,57.9467811584472 -24 04 2018 15:40,203.758605957031,4.7670030593872,280.755494598384,58.7657203674316 -24 04 2018 15:50,235.79719543457,4.95716190338134,325.545017962961,63.6512908935546 -24 04 2018 16:00,281.634399414062,5.22144412994384,392.322453034557,63.3410110473632 -24 04 2018 16:10,232.15559387207,4.94413423538208,322.392906306591,69.8720626831054 -24 04 2018 16:20,328.442596435546,5.47860479354858,462.866193066403,66.5628433227539 -24 04 2018 16:30,418.266693115234,5.87194299697875,582.634244338094,67.4482116699218 -24 04 2018 16:40,439.825805664062,5.94772481918334,607.495889474722,66.7916870117187 -24 04 2018 16:50,527.895812988281,6.18221092224121,687.20242391951,66.1556015014648 -24 04 2018 17:00,511.815704345703,6.18450784683227,688.021880826819,66.1641311645507 -24 04 2018 17:10,509.696197509765,6.20212078094482,694.324297526883,71.2396926879882 -24 04 2018 17:20,583.947509765625,6.38086986541748,760.174181269505,70.3877716064453 -24 04 2018 17:30,652.121887207031,6.61911916732788,853.379332519475,70.337547302246 -24 04 2018 17:40,732.489074707031,6.79299211502075,925.461273480621,72.6801071166992 -24 04 2018 17:50,813.534301757812,6.92609214782714,983.062173046525,72.2570037841796 -24 04 2018 18:00,714.755187988281,6.7121992111206,891.53016917817,71.6366424560546 -24 04 2018 18:10,501.97021484375,6.07363700866699,649.111008691823,71.2652893066406 -24 04 2018 18:20,485.884185791015,6.05090999603271,641.297045349291,68.8094787597656 -24 04 2018 18:30,416.315887451171,5.76029300689697,547.088571269598,63.0360107421875 -24 04 2018 18:40,403.524597167968,5.73559713363647,539.39669994776,62.5687217712402 -24 04 2018 18:50,471.201690673828,5.96249389648437,612.411827101323,63.5765304565429 -24 04 2018 19:00,457.201202392578,5.93323707580566,602.696130302699,62.693618774414 -24 04 2018 19:10,347.049591064453,5.49003505706787,466.137869435078,65.6312866210937 -24 04 2018 19:20,365.275512695312,5.51556777954101,473.489417670587,61.6106796264648 -24 04 2018 19:30,397.105804443359,5.63827800750732,509.671712261383,59.1889915466308 -24 04 2018 19:40,384.204193115234,5.59437084197998,496.56151519181,56.7087097167968 -24 04 2018 19:50,347.50048828125,5.41607189178466,445.177361725984,56.9383201599121 -24 04 2018 20:00,321.71240234375,5.3419017791748,424.648858166457,55.6124992370605 -24 04 2018 20:10,273.740692138671,5.0450439453125,347.142991343407,56.1262512207031 -24 04 2018 20:20,240.482696533203,4.91496992111206,315.382003768316,52.0318717956542 -24 04 2018 20:30,122.291999816894,4.29161882400512,179.14688617672,51.6247406005859 -24 04 2018 20:40,169.599197387695,4.5233359336853,226.955533377605,56.5203018188476 -24 04 2018 20:50,85.888687133789,4.0164999961853,126.069501748152,55.5028991699218 -24 04 2018 21:00,145.944503784179,4.45491504669189,212.517230877476,65.4781875610351 -24 04 2018 21:10,101.264503479003,4.12125778198242,145.84643255925,61.4751892089843 -24 04 2018 21:20,61.9772796630859,3.70321488380432,78.0637701060523,57.9658317565917 -24 04 2018 21:30,0,3.12122106552124,21.0546378347681,79.8599166870117 -24 04 2018 21:40,32.7070693969726,3.74038004875183,83.5451708872397,78.8837890625 -24 04 2018 21:50,39.8949089050292,3.67302799224853,73.7742300199607,75.6376266479492 -24 04 2018 22:00,17.561710357666,3.45910096168518,47.5531262155464,77.0070266723632 -24 04 2018 22:10,3.78213906288146,3.28744888305664,31.8085130874533,75.4868087768554 -24 04 2018 22:20,0,2.86502695083618,0,67.9056091308593 -24 04 2018 22:30,0,2.74138593673706,0,55.574779510498 -24 04 2018 22:40,0,2.57222890853881,0,53.4555206298828 -24 04 2018 22:50,0,2.84637093544006,0,48.2610702514648 -24 04 2018 23:00,0,2.64327192306518,0,52.30855178833 -24 04 2018 23:10,0,2.74629497528076,0,59.496898651123 -24 04 2018 23:20,0,2.69527888298034,0,58.1890411376953 -24 04 2018 23:30,0,2.63071703910827,0,51.6457901000976 -24 04 2018 23:40,0,2.64694499969482,0,53.8190307617187 -24 04 2018 23:50,0,2.36427402496337,0,53.0715904235839 -25 04 2018 00:00,0,2.54079699516296,0,44.7103996276855 -25 04 2018 00:10,0,2.96722197532653,0,35.0933189392089 -25 04 2018 00:20,0,2.91736006736755,0,37.7179985046386 -25 04 2018 00:30,0,2.41498589515686,0,38.7904586791992 -25 04 2018 00:40,0,2.09575605392456,0,47.5993003845214 -25 04 2018 00:50,0,1.83051800727844,0,46.7527313232421 -25 04 2018 01:00,0,1.27147495746612,0,64.225357055664 -25 04 2018 01:10,0,1.60220301151275,0,60.4224014282226 -25 04 2018 01:20,0,2.06260108947753,0,39.6517105102539 -25 04 2018 01:30,0,2.90947890281677,0,33.2138900756835 -25 04 2018 01:40,0,3.08785390853881,19.428789812886,29.738109588623 -25 04 2018 01:50,0,2.9964210987091,0,36.5743103027343 -25 04 2018 02:00,0,2.92266392707824,0,45.0331001281738 -25 04 2018 02:10,0,2.95469999313354,0,42.0568618774414 -25 04 2018 02:20,0,2.71384692192077,0,45.1098709106445 -25 04 2018 02:30,0,3.0620949268341,18.295500053774,43.8386802673339 -25 04 2018 02:40,0,2.57583093643188,0,58.9908103942871 -25 04 2018 02:50,0,2.03758406639099,0,70.2323532104492 -25 04 2018 03:00,0,2.86219191551208,0,48.4116897583007 -25 04 2018 03:10,0,3.23122000694274,27.6760555510164,37.6220397949218 -25 04 2018 03:20,0,1.90884494781494,0,60.5585708618164 -25 04 2018 03:30,0,1.74863302707672,0,74.887222290039 -25 04 2018 03:40,0,1.57745194435119,0,71.5450973510742 -25 04 2018 03:50,0,2.75515890121459,0,81.3333511352539 -25 04 2018 04:00,0,2.67410898208618,0,76.5653915405273 -25 04 2018 04:10,0,3.03009700775146,17.0355706380942,77.7080917358398 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07:10,0,1.29552698135375,0,27.9927806854248 -25 04 2018 07:20,0,2.07938909530639,0,13.9150199890136 -25 04 2018 07:30,0,2.141930103302,0,22.4482498168945 -25 04 2018 07:40,0,2.17864894866943,0,27.1751594543457 -25 04 2018 07:50,0,2.45613694190979,0,18.7927703857421 -25 04 2018 08:00,0,2.32360696792602,0,26.9818897247314 -25 04 2018 08:10,0,2.57529401779174,0,22.8083095550537 -25 04 2018 08:20,0,2.72741508483886,0,29.9384498596191 -25 04 2018 08:30,0,1.97807896137237,0,45.2621803283691 -25 04 2018 08:40,0,2.48079395294189,0,49.0838813781738 -25 04 2018 08:50,0,2.61135196685791,0,65.3576126098632 -25 04 2018 09:00,0,3.34101200103759,36.2155188213364,78.8671417236328 -25 04 2018 09:10,0,3.19048690795898,24.9984020229894,74.4984664916992 -25 04 2018 09:20,0,2.7773790359497,0,69.5707626342773 -25 04 2018 09:30,0,3.01064109802246,16.3495737740886,84.2303466796875 -25 04 2018 09:40,0,3.51748204231262,53.9824384832873,84.7367477416992 -25 04 2018 09:50,0,2.80948400497436,0,74.8913116455078 -25 04 2018 10:00,0,3.143963098526,22.2648490518086,82.5694885253906 -25 04 2018 10:10,0,3.20203709602355,25.7307061263245,79.9092636108398 -25 04 2018 10:20,0,2.68988299369812,0,68.4332733154296 -25 04 2018 10:30,0,2.84329390525817,0,71.2067108154296 -25 04 2018 10:40,0,2.73913097381591,0,53.6673393249511 -25 04 2018 10:50,0,2.41706299781799,0,48.4039611816406 -25 04 2018 11:00,0,2.6882779598236,0,56.5794601440429 -25 04 2018 11:10,0,2.88498091697692,0,53.8424911499023 -25 04 2018 11:20,0,2.33359789848327,0,59.4305381774902 -25 04 2018 11:30,0,2.40094399452209,0,59.5126495361328 -25 04 2018 11:40,0,2.54509806632995,0,61.6923713684082 -25 04 2018 11:50,0,3.27435588836669,30.8010807062528,43.7757606506347 -25 04 2018 12:00,0,2.97650003433227,0,28.9545497894287 -25 04 2018 12:10,0,3.37350702285766,39.1128244213651,26.5154495239257 -25 04 2018 12:20,0,3.14460611343383,22.300269873278,35.5112380981445 -25 04 2018 12:30,0,3.21572399139404,26.6261149616475,38.0015907287597 -25 04 2018 12:40,0,3.00581002235412,16.1886212241125,34.3426399230957 -25 04 2018 12:50,0,2.86812996864318,0,28.6247997283935 -25 04 2018 13:00,0,2.91676092147827,0,23.6350307464599 -25 04 2018 13:10,0,3.34658098220825,36.700061608939,21.8447608947753 -25 04 2018 13:20,3.89554190635681,3.01029300689697,16.3378518999816,24.6247501373291 -25 04 2018 13:30,0,2.84748196601867,0,24.1847496032714 -25 04 2018 13:40,0,2.86576604843139,0,21.49068069458 -25 04 2018 13:50,0,3.09471702575683,19.7486500216764,18.2221698760986 -25 04 2018 14:00,25.2054500579833,3.84958696365356,100.930623541721,10.9446296691894 -25 04 2018 14:10,337.295013427734,5.40464496612548,441.982972535215,15.5123996734619 -25 04 2018 14:20,307.146392822265,5.34938716888427,426.698717354632,20.6917190551757 -25 04 2018 14:30,309.328704833984,5.28122901916503,408.212339126754,20.7701797485351 -25 04 2018 14:40,166.261795043945,4.42865085601806,207.048283611991,21.3779296875 -25 04 2018 14:50,301.853210449218,5.14233207702636,371.751081097887,25.076940536499 -25 04 2018 15:00,349.918487548828,5.38036489486694,435.233994723947,26.4443893432617 -25 04 2018 15:10,206.092895507812,4.67092514038085,259.081882858918,37.1545982360839 -25 04 2018 15:20,142.525695800781,4.2636399269104,173.575838784584,35.2670402526855 -25 04 2018 15:30,203.872299194335,4.65466117858886,255.473587627082,30.3699302673339 -25 04 2018 15:40,380.735107421875,5.4934868812561,467.128235390008,24.6525001525878 -25 04 2018 15:50,429.869812011718,5.76805782318115,549.519652372954,21.3900394439697 -25 04 2018 16:00,298.886108398437,5.11962699890136,365.940927763027,27.412010192871 -25 04 2018 16:10,426.152801513671,5.68774604797363,524.665166088356,26.1097698211669 -25 04 2018 16:20,510.14810180664,6.0362548828125,636.287619327481,28.6762599945068 -25 04 2018 16:30,465.777587890625,5.93939781188964,604.734448165055,30.083740234375 -25 04 2018 16:40,406.728607177734,5.78923320770263,556.180302010934,35.2979202270507 -25 04 2018 16:50,364.698699951171,5.57829618453979,491.80775198033,40.564640045166 -25 04 2018 17:00,336.786712646484,5.40231990814208,441.334427795872,43.224811553955 -25 04 2018 17:10,387.548614501953,5.64209413528442,510.819907734883,40.5615501403808 -25 04 2018 17:20,465.708404541015,5.90559816360473,593.600966788312,37.4634094238281 -25 04 2018 17:30,543.985229492187,6.09804010391235,657.562678967442,37.1763496398925 -25 04 2018 17:40,531.021911621093,6.28938007354736,726.039294566517,41.7805404663085 -25 04 2018 17:50,527.419494628906,6.19725608825683,692.580247941614,42.0318412780761 -25 04 2018 18:00,581.823120117187,6.39472579956054,765.423111320517,39.200698852539 -25 04 2018 18:10,593.135925292968,6.43495178222656,780.780480925272,41.7400207519531 -25 04 2018 18:20,578.534912109375,6.34229803085327,745.672386326035,44.3353309631347 -25 04 2018 18:30,564.595092773437,6.0773639678955,650.39767249037,42.5249595642089 -25 04 2018 18:40,515.110717773437,6.11281776428222,662.71164480079,48.9792785644531 -25 04 2018 18:50,484.407806396484,6.04711008071899,639.995950199191,50.1048202514648 -25 04 2018 19:00,548.122009277343,6.22621011734008,702.997997585036,47.6037902832031 -25 04 2018 19:10,587.069091796875,6.41538619995117,773.288657288987,55.1837692260742 -25 04 2018 19:20,567.428100585937,6.22758913040161,703.496414207232,65.9206466674804 -25 04 2018 19:30,479.220306396484,5.87972211837768,585.158611961028,67.993179321289 -25 04 2018 19:40,392.703094482421,5.62816476821899,506.635630802592,69.2532272338867 -25 04 2018 19:50,380.63589477539,5.65693998336791,515.300113388704,70.2894973754882 -25 04 2018 20:00,264.326995849609,5.15509176254272,375.034444491595,61.1263885498046 -25 04 2018 20:10,253.717300415039,5.0506739616394,348.546784393152,61.9846687316894 -25 04 2018 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20:20,898.705078125,7.13246583938598,1076.75198339598,194.124603271484 -15 05 2018 20:30,879.984375,7.11917209625244,1070.55035656398,192.292205810546 -15 05 2018 20:40,1007.71899414062,7.32417201995849,1168.86425446256,193.979400634765 -15 05 2018 20:50,1115.48999023437,7.63275003433227,1327.2290145266,194.125701904296 -15 05 2018 21:00,1196.65795898437,7.70749521255493,1367.20689671321,195.035202026367 -15 05 2018 21:10,1222.52404785156,7.87269687652587,1457.95999645866,192.57730102539 -15 05 2018 21:20,1340.04296875,8.136323928833,1609.00335185325,192.067092895507 -15 05 2018 21:30,1391.28894042968,8.40663909912109,1770.7440642945,191.70359802246 -15 05 2018 21:40,1438.0830078125,8.42339324951171,1780.96928938071,192.28059387207 -15 05 2018 21:50,1472.23498535156,8.73790073394775,1976.59156873713,190.042205810546 -15 05 2018 22:00,1617.22595214843,8.83408641815185,2037.63204615653,190.170806884765 -15 05 2018 22:10,1924.83605957031,9.70973491668701,2598.00619774419,189.684097290039 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05 2018 00:20,3202.67602539062,12.1984901428222,3549.49729690005,201.162200927734 -16 05 2018 00:30,3083.69409179687,12.103569984436,3537.1447574253,198.30419921875 -16 05 2018 00:40,2791.29907226562,11.5347003936767,3430.27730477574,196.68260192871 -16 05 2018 00:50,2982.98510742187,11.9974603652954,3521.55453453495,195.438400268554 -16 05 2018 01:00,2992.98999023437,12.0962800979614,3536.13435116078,196.589492797851 -16 05 2018 01:10,2777.75610351562,11.742600440979,3476.12378704345,195.190307617187 -16 05 2018 01:20,2957.37890625,12.0065402984619,3522.96335651111,197.876205444335 -16 05 2018 01:30,3071.32788085937,11.9858703613281,3519.73572934071,201.139602661132 -16 05 2018 01:40,3305.10302734375,12.6779804229736,3590.04095786128,203.080795288085 -16 05 2018 01:50,2941.75903320312,11.8590402603149,3498.30900447532,199.896896362304 -16 05 2018 02:00,2969.64306640625,11.9204196929931,3509.02940555347,196.739395141601 -16 05 2018 02:10,3239.25708007812,12.6156797409057,3586.76351288652,197.343597412109 -16 05 2018 02:20,3113.55297851562,12.3131198883056,3562.45822291535,200.007400512695 -16 05 2018 02:30,3056.77905273437,12.0565500259399,3530.47106170441,200.034896850585 -16 05 2018 02:40,3240.287109375,12.289340019226,3559.94296605968,201.050903320312 -16 05 2018 02:50,2849.77587890625,11.5958003997802,3444.60117096316,198.888000488281 -16 05 2018 03:00,2792.02294921875,11.5623302459716,3436.84380214801,196.146697998046 -16 05 2018 03:10,3030.44409179687,12.3463802337646,3565.82557386822,193.251907348632 -16 05 2018 03:20,3256.60009765625,12.4424800872802,3574.57833376647,193.70539855957 -16 05 2018 03:30,3358.28393554687,12.5329399108886,3581.51153324129,195.182907104492 -16 05 2018 03:40,3434.39404296875,12.8401403427124,3595.89077347979,198.015594482421 -16 05 2018 03:50,3389.38696289062,12.5882196426391,3585.13482265618,196.048400878906 -16 05 2018 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05:50,2923.5009765625,11.600170135498,3445.59810415918,186.900405883789 -16 05 2018 06:00,2845.23608398437,11.3396501541137,3379.62907101417,186.442092895507 -16 05 2018 06:10,2586.5029296875,10.722370147705,3165.35195087108,187.608795166015 -16 05 2018 06:20,2242.6630859375,9.82653999328613,2679.44628195614,188.703292846679 -16 05 2018 06:30,2394.67407226562,10.3152904510498,2973.06379353156,192.958892822265 -16 05 2018 06:40,2408.5419921875,10.3388204574584,2985.40217909297,193.254898071289 -16 05 2018 06:50,2538.11206054687,10.7716398239135,3185.71232669647,193.294006347656 -16 05 2018 07:00,2399.6689453125,10.3648700714111,2998.87996352223,193.905395507812 -16 05 2018 07:10,1916.10595703125,9.27756595611572,2324.23992317444,188.470596313476 -16 05 2018 07:20,1250.7509765625,7.78151178359985,1407.47079311807,186.08349609375 -16 05 2018 07:30,1308.28295898437,7.97008609771728,1512.91301637488,189.161300659179 -16 05 2018 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2018 15:20,162.634201049804,4.31137895584106,183.106559118389,256.791900634765 -18 05 2018 15:30,52.0587196350097,3.50369000434875,52.4143697776281,257.094696044921 -18 05 2018 15:40,16.1854190826416,3.16322302818298,23.3544774561933,270.88980102539 -18 05 2018 15:50,20.7468891143798,3.03694009780883,17.2912487959729,284.883087158203 -18 05 2018 16:00,0,2.11113500595092,0,292.950988769531 -18 05 2018 16:10,0,2.1121699810028,0,302.7001953125 -18 05 2018 16:20,0,2.18849611282348,0,308.468505859375 -18 05 2018 16:30,0,1.81228101253509,0,296.526092529296 -18 05 2018 16:40,0,1.67971301078796,0,289.315704345703 -18 05 2018 16:50,0,1.69634902477264,0,285.095397949218 -18 05 2018 17:00,0,2.13198399543762,0,274.116912841796 -18 05 2018 17:10,0,2.37502694129943,0,271.967498779296 -18 05 2018 17:20,0,1.88959205150604,0,280.22021484375 -18 05 2018 17:30,0,1.4604799747467,0,289.33511352539 -18 05 2018 17:40,0,1.66719305515289,0,300.46728515625 -18 05 2018 17:50,0,1.84161794185638,0,311.421905517578 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2018 03:00,0,1.52334904670715,0,301.531097412109 -07 06 2018 03:10,0,1.87571096420288,0,305.970703125 -07 06 2018 03:20,0,1.6021339893341,0,306.574096679687 -07 06 2018 03:30,0,1.55227994918823,0,307.516815185546 -07 06 2018 03:40,0,1.49714803695678,0,296.700897216796 -07 06 2018 03:50,0,1.31216096878051,0,303.396789550781 -07 06 2018 04:00,0,1.96411299705505,0,310.885498046875 -07 06 2018 04:10,0,1.86583995819091,0,315.345306396484 -07 06 2018 04:20,0,1.03246104717254,0,302.982208251953 -07 06 2018 04:30,0,1.43427503108978,0,332.265106201171 -07 06 2018 04:40,0,1.7488180398941,0,15.5482101440429 -07 06 2018 04:50,0,1.21445298194885,0,349.49429321289 -07 06 2018 05:00,0,1.33892500400543,0,34.0385208129882 -07 06 2018 05:10,0,1.46526396274566,0,36.4739913940429 -07 06 2018 05:20,0,1.55086600780487,0,56.4640197753906 -07 06 2018 05:30,0,1.38076400756835,0,51.965518951416 -07 06 2018 05:40,0,1.6807450056076,0,61.5953712463378 -07 06 2018 05:50,0,1.16193997859954,0,58.2472305297851 -07 06 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06 2018 23:40,0,2.73736500740051,0,76.9555969238281 -08 06 2018 23:50,0,3.0697751045227,18.6222885616189,58.6501998901367 -09 06 2018 00:00,0,3.82280206680297,96.4899254285156,51.7924194335937 -09 06 2018 00:10,0,3.39683198928833,41.2966738750292,66.3849029541015 -09 06 2018 00:20,0,2.8917920589447,0,68.2762069702148 -09 06 2018 00:30,0,3.1339418888092,21.7213748081167,61.5917701721191 -09 06 2018 00:40,0,2.83564591407775,0,63.7803802490234 -09 06 2018 00:50,0,1.8966189622879,0,74.3978424072265 -09 06 2018 01:00,0,1.6510260105133,0,87.6292266845703 -09 06 2018 01:10,0,1.39565205574035,0,96.4109191894531 -09 06 2018 01:20,0,1.04855501651763,0,96.3618469238281 -09 06 2018 01:30,0,0.581691682338714,0,79.1459426879882 -09 06 2018 01:40,0,0.29074290394783,0,116.844703674316 -09 06 2018 01:50,0,0.354239612817764,0,72.6785278320312 -09 06 2018 02:00,0,0.615006804466247,0,227.157806396484 -09 06 2018 02:10,0,0.388755112886429,0,198.177200317382 -09 06 2018 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06 2018 05:20,0,2.76938891410827,0,82.7436065673828 -09 06 2018 05:30,0,2.63685488700866,0,88.4926223754882 -09 06 2018 05:40,0,2.69461393356323,0,84.9629669189453 -09 06 2018 05:50,0,3.19609594345092,25.3513597134624,86.5662689208984 -09 06 2018 06:00,0,3.43956708908081,45.5236849148241,100.486701965332 -09 06 2018 06:10,4.67100191116333,3.07395195960998,18.8039740939321,94.6295776367187 -09 06 2018 06:20,0.490201205015182,2.47489190101623,0,92.2595672607421 -09 06 2018 06:30,0,1.67668199539184,0,99.4031066894531 -09 06 2018 06:40,0,1.9633229970932,0,105.015502929687 -09 06 2018 06:50,0,2.03065609931945,0,101.494102478027 -09 06 2018 07:00,0,1.01783800125122,0,98.1731491088867 -09 06 2018 07:10,0,1.22557604312896,0,89.7387771606445 -09 06 2018 07:20,0,1.81019699573516,0,75.9629898071289 -09 06 2018 07:30,0,1.55347895622253,0,107.786903381347 -09 06 2018 07:40,0,1.91404795646667,0,93.1572113037109 -09 06 2018 07:50,0,2.29830002784729,0,98.6432571411132 -09 06 2018 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2018 11:00,0,2.56844997406005,0,121.842796325683 -09 06 2018 11:10,0,3.22472190856933,27.2310959695023,140.453994750976 -09 06 2018 11:20,0,2.32151198387145,0,147.422897338867 -09 06 2018 11:30,0,3.14428210258483,22.282413292819,164.566101074218 -09 06 2018 11:40,3.42073202133178,3.36054611206054,37.9369554996956,164.355606079101 -09 06 2018 11:50,5.76768922805786,2.88760304450988,0,159.029800415039 -09 06 2018 12:00,0,2.7332010269165,0,154.712203979492 -09 06 2018 12:10,0,2.95440411567687,0,148.169601440429 -09 06 2018 12:20,0,2.56404399871826,0,145.67039489746 -09 06 2018 12:30,0,2.39299607276916,0,135.394607543945 -09 06 2018 12:40,0,1.63690400123596,0,140.475997924804 -09 06 2018 12:50,0,1.73672294616699,0,163.975601196289 -09 06 2018 13:00,0,1.77367401123046,0,181.377304077148 -09 06 2018 13:10,0,1.27988696098327,0,176.516998291015 -09 06 2018 13:20,0,1.18930101394653,0,132.441192626953 -09 06 2018 13:30,0,1.27291798591613,0,101.852798461914 -09 06 2018 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2018 15:50,709.674377441406,6.75162076950073,907.990405455972,71.7430572509765 -09 06 2018 16:00,483.586791992187,5.9950737953186,623.338682252009,70.6926498413085 -09 06 2018 16:10,391.24380493164,5.66574621200561,517.96776998112,72.6663208007812 -09 06 2018 16:20,551.089111328125,6.43480205535888,780.722989822898,77.2677307128906 -09 06 2018 16:30,543.662719726562,6.49535322189331,804.174455990297,82.4939270019531 -09 06 2018 16:40,705.758911132812,6.89614677429199,969.914813843165,85.4046173095703 -09 06 2018 16:50,695.908325195312,6.74902009963989,906.898904022476,87.5642929077148 -09 06 2018 17:00,478.437286376953,5.86838579177856,581.482007641003,91.2676696777343 -09 06 2018 17:10,148.15769958496,4.21839714050292,164.653824208443,96.7025604248046 -09 06 2018 17:20,6.11097812652587,2.33433508872985,0,96.0579528808593 -09 06 2018 17:30,0,2.42363190650939,0,144.402694702148 -09 06 2018 17:40,0,1.93847703933715,0,154.895599365234 -09 06 2018 17:50,0,2.22974801063537,0,138.085998535156 -09 06 2018 18:00,0,2.31250095367431,0,111.787300109863 -09 06 2018 18:10,0,2.72643494606018,0,102.283302307128 -09 06 2018 18:20,0,2.9684669971466,0,107.87629699707 -09 06 2018 18:30,0,2.54909610748291,0,128.593002319335 -09 06 2018 18:40,0,2.96772909164428,0,133.995407104492 -09 06 2018 18:50,0,3.03884601593017,17.3637935460574,139.959396362304 -09 06 2018 19:00,0,2.55123591423034,0,134.648498535156 -09 06 2018 19:10,0,1.9129159450531,0,127.78579711914 -09 06 2018 19:20,0,2.23162794113159,0,136.529693603515 -09 06 2018 19:30,0,1.20504200458526,0,111.353996276855 -09 06 2018 19:40,0,1.58002996444702,0,120.517601013183 -09 06 2018 19:50,0,1.06359899044036,0,72.0263900756835 -09 06 2018 20:00,0,0.663791716098785,0,144.079299926757 -09 06 2018 20:10,0,0.618712782859802,0,267.001190185546 -09 06 2018 20:20,0,1.04531598091125,0,294.630706787109 -09 06 2018 20:30,0,1.06966197490692,0,217.470504760742 -09 06 2018 20:40,0,1.57869803905487,0,265.042388916015 -09 06 2018 20:50,0,1.97751700878143,0,269.703887939453 -09 06 2018 21:00,0,2.2736759185791,0,244.00340270996 -09 06 2018 21:10,0,2.1579999923706,0,246.733901977539 -09 06 2018 21:20,0,1.56186604499816,0,207.100296020507 -09 06 2018 21:30,0,1.91854798793792,0,185.33740234375 -09 06 2018 21:40,0,2.13319611549377,0,170.44009399414 -09 06 2018 21:50,0,1.70194804668426,0,164.779296875 -09 06 2018 22:00,0,0.81559932231903,0,152.621505737304 -09 06 2018 22:10,0,0.76343411207199,0,98.7834014892578 -09 06 2018 22:20,0,0.609567284584045,0,126.184196472167 -09 06 2018 22:30,0,1.06764805316925,0,178.889404296875 -09 06 2018 22:40,0,0.920319974422454,0,205.39419555664 -09 06 2018 22:50,0,0.494929105043411,0,234.798995971679 -09 06 2018 23:00,0,0.407280385494232,0,274.759613037109 -09 06 2018 23:10,0,0.497334986925125,0,308.814910888671 -09 06 2018 23:20,0,1.20526003837585,0,277.002990722656 -09 06 2018 23:30,0,2.74080991744995,0,261.733093261718 -09 06 2018 23:40,0,3.67250394821166,73.7010511715962,266.416198730468 -09 06 2018 23:50,0,3.02279591560363,16.7710416007731,275.548187255859 -10 06 2018 00:00,0,3.49949502944946,51.9434636979604,284.598510742187 -10 06 2018 00:10,0,3.23315000534057,27.8095141701233,286.962707519531 -10 06 2018 00:20,0,2.81003594398498,0,291.730010986328 -10 06 2018 00:30,0,2.39199590682983,0,289.189392089843 -10 06 2018 00:40,0,2.54101991653442,0,289.586791992187 -10 06 2018 00:50,0,2.37075304985046,0,284.994598388671 -10 06 2018 01:00,0,2.29322600364685,0,286.571807861328 -10 06 2018 01:10,0,1.78919398784637,0,280.226501464843 -10 06 2018 01:20,0,2.09892606735229,0,286.867889404296 -10 06 2018 01:30,0,1.92543399333953,0,292.005493164062 -10 06 2018 01:40,0,1.98266804218292,0,294.254791259765 -10 06 2018 01:50,0,2.13220000267028,0,310.296600341796 -10 06 2018 02:00,0,2.17176294326782,0,314.497589111328 -10 06 2018 02:10,0,1.81259799003601,0,287.550415039062 -10 06 2018 02:20,0,2.52609491348266,0,275.748291015625 -10 06 2018 02:30,0,2.60847401618957,0,295.928894042968 -10 06 2018 02:40,0,2.70360207557678,0,293.428894042968 -10 06 2018 02:50,0,2.15592098236083,0,294.550506591796 -10 06 2018 03:00,0,2.25497007369995,0,307.694213867187 -10 06 2018 03:10,0,2.57388806343078,0,312.967407226562 -10 06 2018 03:20,0,2.41939496994018,0,332.472412109375 -10 06 2018 03:30,0,1.73675096035003,0,358.367095947265 -10 06 2018 03:40,0,1.71854400634765,0,72.9961395263671 -10 06 2018 03:50,0,1.34721004962921,0,82.6189575195312 -10 06 2018 04:00,0,1.83794796466827,0,77.2346496582031 -10 06 2018 04:10,0,2.50132703781127,0,123.27140045166 -10 06 2018 04:20,0,2.9620931148529,0,124.908096313476 -10 06 2018 04:30,0,2.03723502159118,0,127.168899536132 -10 06 2018 04:40,0,2.08598589897155,0,117.178001403808 -10 06 2018 04:50,0,2.41022491455078,0,98.9632263183593 -10 06 2018 05:00,0,2.53889989852905,0,88.3514099121093 -10 06 2018 05:10,0,2.7933759689331,0,86.9482269287109 -10 06 2018 05:20,0,4.25046014785766,170.96579861514,83.5962371826171 -10 06 2018 05:30,43.194278717041,3.82279992103576,96.4895742776616,72.9885864257812 -10 06 2018 05:40,-0.126066997647285,3.10706210136413,20.3429707275327,78.6093521118164 -10 06 2018 05:50,0,2.84614610671997,0,73.5694885253906 -10 06 2018 06:00,0,2.41640591621398,0,76.8541717529296 -10 06 2018 06:10,0,2.82128500938415,0,76.0100173950195 -10 06 2018 06:20,0,3.3194260597229,34.3842745215406,68.825813293457 -10 06 2018 06:30,58.2065887451171,4.26084280014038,173.021154521385,74.6757507324218 -10 06 2018 06:40,137.032394409179,4.38620615005493,198.294005414542,68.6712570190429 -10 06 2018 06:50,216.892303466796,4.83471298217773,296.408156993069,71.9909362792968 -10 06 2018 07:00,367.705200195312,5.61014986038208,501.251728261718,75.2247924804687 -10 06 2018 07:10,487.974212646484,6.15311622619628,676.871400124946,75.2473068237304 -10 06 2018 07:20,422.947601318359,5.84139919281005,572.783281944768,76.3402023315429 -10 06 2018 07:30,414.937713623046,5.74433517456054,542.111318723482,77.6028900146484 -10 06 2018 07:40,424.70278930664,5.70609188079833,530.286434394607,75.27880859375 -10 06 2018 07:50,371.853698730468,5.55825281143188,485.914512439087,75.5658493041992 -10 06 2018 08:00,279.619812011718,5.0273962020874,342.758568542112,68.6063690185546 -10 06 2018 08:10,186.748397827148,4.32178497314453,185.200243735723,73.077163696289 -10 06 2018 08:20,120.8916015625,4.01140117645263,125.119678441804,66.5579986572265 -10 06 2018 08:30,21.9269905090332,3.21487808227539,26.5699058522004,62.9650993347167 -10 06 2018 08:40,14.5715103149414,3.10760688781738,20.3697597946157,47.5296096801757 -10 06 2018 08:50,53.5823402404785,3.38588404655456,40.2608092805722,49.7514915466308 -10 06 2018 09:00,96.8068237304687,3.77494406700134,88.8412747024895,48.2143211364746 -10 06 2018 09:10,183.38980102539,4.3442039489746,189.730954647514,52.1122207641601 -10 06 2018 09:20,184.069793701171,4.32239007949829,185.322171323052,52.3501510620117 -10 06 2018 09:30,274.848388671875,4.8060598373413,289.745350194285,40.021499633789 -10 06 2018 09:40,471.641815185546,5.546884059906,482.588599961799,41.107738494873 -10 06 2018 09:50,360.414001464843,5.14058399200439,371.302281205227,39.5988082885742 -10 06 2018 10:00,269.154998779296,4.73555707931518,273.593520406908,39.2481307983398 -10 06 2018 10:10,189.794692993164,4.32055711746215,184.952894634789,40.0562515258789 -10 06 2018 10:20,397.654113769531,5.36680793762207,431.488297034308,35.9454498291015 -10 06 2018 10:30,512.222717285156,5.71746492385864,533.787850103367,39.2740783691406 -10 06 2018 10:40,518.105407714843,5.83943510055541,572.153120162715,37.6384201049804 -10 06 2018 10:50,624.067626953125,6.09280014038085,655.742527047679,35.705581665039 -10 06 2018 11:00,807.367126464843,6.79804277420043,927.608029997616,38.5896987915039 -10 06 2018 11:10,1007.291015625,7.23848485946655,1127.06350404356,39.6114501953125 -10 06 2018 11:20,855.831481933593,6.916757106781,978.951805335889,40.9357109069824 -10 06 2018 11:30,902.891784667968,7.00075101852416,1016.32691672194,36.9912109375 -10 06 2018 11:40,1177.041015625,7.79019594192504,1412.23771165587,39.7272987365722 -10 06 2018 11:50,1214.13305664062,7.81598186492919,1426.44417659192,44.1290702819824 -10 06 2018 12:00,1192.43994140625,7.68686723709106,1356.10427323809,43.3806381225585 -10 06 2018 12:10,1542.42504882812,8.50620365142822,1831.82053160732,41.7266616821289 -10 06 2018 12:20,2324.32690429687,10.0904703140258,2847.08309184609,38.8749084472656 -10 06 2018 12:30,2485.28002929687,10.7557401657104,3179.20746995066,40.2154502868652 -10 06 2018 12:40,1970.56494140625,9.36455535888671,2381.14720240645,43.7888107299804 -10 06 2018 12:50,2074.95703125,9.39400768280029,2400.44520236341,43.908088684082 -10 06 2018 13:00,2051.25390625,9.38191413879394,2392.51952341939,46.1438407897949 -10 06 2018 13:10,1932.36499023437,9.15805530548095,2246.34066149594,41.473289489746 -10 06 2018 13:20,2320.67797851562,10.1127595901489,2860.24321732207,43.7592811584472 -10 06 2018 13:30,2361.86108398437,9.79970169067382,2661.13948592166,41.8039894104003 -10 06 2018 13:40,2634.22607421875,10.6169004440307,3119.72039304127,42.5110893249511 -10 06 2018 13:50,2576.7470703125,10.3356704711914,2983.75949130886,44.3796310424804 -10 06 2018 14:00,2456.79907226562,10.1646404266357,2890.29466024079,45.1815795898437 -10 06 2018 14:10,3038.27294921875,11.5863895416259,3442.44173658233,45.7819709777832 -10 06 2018 14:20,2898.32006835937,11.0309400558471,3283.25691029112,44.407730102539 -10 06 2018 14:30,2968.97192382812,11.4687404632568,3413.99888561373,45.9777107238769 -10 06 2018 14:40,2597.98510742187,10.2629203796386,2945.03699519687,47.5690307617187 -10 06 2018 14:50,2617.21899414062,10.739800453186,3172.62361716918,49.3036994934082 -10 06 2018 15:00,2499.748046875,10.2996797561645,2964.79143758002,48.3209609985351 -10 06 2018 15:10,2134.71704101562,9.54264259338378,2473.31743458545,50.653579711914 -10 06 2018 15:20,2030.51794433593,9.28317165374755,2327.90247181806,48.2142791748046 -10 06 2018 15:30,2119.53588867187,9.48249053955078,2458.49226574449,49.1048698425292 -10 06 2018 15:40,2162.31103515625,9.55398082733154,2482.09178966047,50.9692611694335 -10 06 2018 15:50,2438.72412109375,10.0788402557373,2840.1564000842,51.3877792358398 -10 06 2018 16:00,1981.69897460937,9.14728927612304,2239.34249603158,51.4050216674804 -10 06 2018 16:10,2471.7099609375,10.1380500793457,2874.99337159906,48.8031196594238 -10 06 2018 16:20,2003.02404785156,9.14260196685791,2236.29674042739,51.6809196472167 -10 06 2018 16:30,2509.35205078125,10.4330596923828,3033.26713986937,56.0220794677734 -10 06 2018 16:40,2795.8330078125,11.1914196014404,3335.92094568035,60.4570999145507 -10 06 2018 16:50,3426.2958984375,13.0358295440673,3600,65.7194595336914 -10 06 2018 17:00,3390.0458984375,13.187029838562,3600,67.843391418457 -10 06 2018 17:10,2950.625,11.9013700485229,3505.77319610427,69.5153121948242 -10 06 2018 17:20,2980.47607421875,11.6025695800781,3446.14397543965,70.638442993164 -10 06 2018 17:30,2994.05297851562,11.8802604675292,3502.09041326147,71.7144699096679 -10 06 2018 17:40,3135.57397460937,11.9497604370117,3513.92074576729,70.3690567016601 -10 06 2018 17:50,3438.85009765625,12.648699760437,3588.57255427018,63.7853698730468 -10 06 2018 18:00,3556.98901367187,13.1834602355957,3600,63.5087203979492 -10 06 2018 18:10,3574.93408203125,13.5382299423217,3600,65.1079483032226 -10 06 2018 18:20,3586.5390625,13.6541700363159,3600,66.4399032592773 -10 06 2018 18:30,3573.96704101562,13.808289527893,3600,68.612693786621 -10 06 2018 18:40,3146.1240234375,11.7614297866821,3479.87774053927,61.4129486083984 -10 06 2018 18:50,3143.35791015625,11.9398403167724,3512.28374466528,61.6366500854492 -10 06 2018 19:00,2901.35888671875,11.5256700515747,3428.09902990645,62.4383506774902 -10 06 2018 19:10,2936.29907226562,11.7507801055908,3477.7625087251,64.5091323852539 -10 06 2018 19:20,2855.09399414062,11.5447301864624,3432.67808038662,63.0888900756835 -10 06 2018 19:30,3072.61401367187,12.1682500839233,3545.72308691958,65.1215286254882 -10 06 2018 19:40,3103.74291992187,12.0771903991699,3533.44631664278,67.2651672363281 -10 06 2018 19:50,3333.17504882812,12.3856801986694,3569.57947356572,68.2690124511718 -10 06 2018 20:00,3258.25708007812,12.1656904220581,3545.3967382635,67.0910873413085 -10 06 2018 20:10,3349.36596679687,12.6921300888061,3590.70501301,73.2476425170898 -10 06 2018 20:20,2975.93188476562,11.6529998779296,3457.36396229959,75.6927032470703 -10 06 2018 20:30,2742.68188476562,11.1823902130126,3333.10768038755,77.7396087646484 -10 06 2018 20:40,2174.15307617187,9.80958461761474,2667.90863679966,75.4466018676757 -10 06 2018 20:50,1790.71496582031,8.7555809020996,1987.77387827663,77.8433303833007 -10 06 2018 21:00,3097.9970703125,12.4618196487426,3576.16620019474,76.9877166748046 -10 06 2018 21:10,3201.5830078125,12.7117900848388,3591.57858611772,77.90576171875 -10 06 2018 21:20,3048.57788085937,11.8268604278564,3492.42184462505,75.302879333496 -10 06 2018 21:30,2976.65209960937,11.6601696014404,3458.92014565473,75.039207458496 -10 06 2018 21:40,2929.88403320312,11.4892902374267,3419.16212736327,73.5689392089843 -10 06 2018 21:50,3128.13403320312,12.0406503677368,3528.13015276105,74.8694610595703 -10 06 2018 22:00,2673.69799804687,10.9413995742797,3251.35728176481,76.0644836425781 -10 06 2018 22:10,2520.97290039062,10.6594400405883,3138.46492280649,76.5951232910156 -10 06 2018 22:20,2725.07202148437,10.915470123291,3241.7735351875,71.0370178222656 -10 06 2018 22:30,2784.0390625,10.9537096023559,3255.8523155817,72.0225067138671 -10 06 2018 22:40,2267.59008789062,9.89150619506835,2722.77738577499,71.8955993652343 -10 06 2018 22:50,2318.89794921875,10.0416202545166,2817.70997332919,74.05419921875 -10 06 2018 23:00,2557.84204101562,10.5492000579833,3088.92444299448,74.293212890625 -10 06 2018 23:10,2801.30297851562,11.0530395507812,3290.84888124527,72.5790405273437 -10 06 2018 23:20,2859.0830078125,11.299030303955,3368.1104514938,75.0311965942382 -10 06 2018 23:30,3064.501953125,11.6892900466918,3465.14179930509,74.1713485717773 -10 06 2018 23:40,3300.76000976562,12.4314098358154,3573.64339382314,72.2565536499023 -10 06 2018 23:50,3561.71801757812,13.7025098800659,3600,75.3881607055664 -11 06 2018 00:00,3222.45190429687,12.0881099700927,3534.99138246056,72.5535202026367 -11 06 2018 00:10,3369.17895507812,12.7009296417236,3591.10306124093,74.6816787719726 -11 06 2018 00:20,3424.05493164062,12.7598104476928,3593.47337508171,72.4844970703125 -11 06 2018 00:30,3438.85595703125,12.8114099502563,3595.13380342185,71.8014068603515 -11 06 2018 00:40,3476.11401367187,13.1223402023315,3600,73.2779998779296 -11 06 2018 00:50,3228.791015625,12.256549835205,3556.32636363787,71.76708984375 -11 06 2018 01:00,3128.17407226562,12.0256700515747,3525.88540359778,73.2090988159179 -11 06 2018 01:10,3121.26196289062,11.9786901473999,3518.59737211085,71.6495285034179 -11 06 2018 01:20,3352.2060546875,12.6822700500488,3590.24540201318,74.2445068359375 -11 06 2018 01:30,3217.26806640625,11.9050998687744,3506.41575284457,70.3920364379882 -11 06 2018 01:40,3416.55102539062,12.6263599395751,3587.3664513496,71.6207885742187 -11 06 2018 01:50,3394.0830078125,12.6462802886962,3588.44552108585,71.8728637695312 -11 06 2018 02:00,3227.69409179687,12.2181501388549,3551.87094333815,70.6382369995117 -11 06 2018 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2018 23:40,0,3.09863996505737,19.9348662983575,272.084899902343 -16 06 2018 23:50,0,3.49524998664855,51.4698035147858,264.284912109375 -17 06 2018 00:00,8.48727226257324,4.21234893798828,163.469074064756,251.752700805664 -17 06 2018 00:10,32.1773796081542,3.45789003372192,47.4255437176507,239.827606201171 -17 06 2018 00:20,154.893798828125,4.49347305297851,220.619442491491,258.561492919921 -17 06 2018 00:30,134.918106079101,4.2392930984497,168.761420620463,286.002014160156 -17 06 2018 00:40,0.462265998125076,2.89248394966125,0,302.266815185546 -17 06 2018 00:50,0,2.01099896430969,0,319.666900634765 -17 06 2018 01:00,0,3.32200789451599,34.5993793549615,268.189208984375 -17 06 2018 01:10,2.1200680732727,3.02017498016357,16.6781617512024,255.724304199218 -17 06 2018 01:20,-0.628802895545959,2.93540406227111,0,253.071304321289 -17 06 2018 01:30,0,2.6236400604248,0,253.628204345703 -17 06 2018 01:40,18.0781192779541,3.70651388168334,78.5413934147691,258.911987304687 -17 06 2018 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20:20,0,2.64161300659179,0,333.542297363281 -17 06 2018 20:30,0,2.00881910324096,0,327.938598632812 -17 06 2018 20:40,0,2.57049703598022,0,316.900207519531 -17 06 2018 20:50,0,2.71493697166442,0,316.10171508789 -17 06 2018 21:00,0,2.67756605148315,0,317.124298095703 -17 06 2018 21:10,0,2.9577510356903,0,334.416198730468 -17 06 2018 21:20,0,2.49856209754943,0,337.809692382812 -17 06 2018 21:30,0,2.51170706748962,0,340.494689941406 -17 06 2018 21:40,0,2.90244889259338,0,344.029693603515 -17 06 2018 21:50,0,2.72659111022949,0,343.134490966796 -17 06 2018 22:00,0,2.86918401718139,0,330.847106933593 -17 06 2018 22:10,0,2.28298592567443,0,325.695404052734 -17 06 2018 22:20,0,1.77168703079223,0,340.427703857421 -17 06 2018 22:30,0,1.22556602954864,0,359.302093505859 -17 06 2018 22:40,0,1.23717701435089,0,334.812591552734 -17 06 2018 22:50,0,1.58758604526519,0,346.770904541015 -17 06 2018 23:00,0,1.69767999649047,0,329.763702392578 -17 06 2018 23:10,0,2.46406197547912,0,344.216705322265 -17 06 2018 23:20,0,3.09008598327636,19.5319902154733,340.363891601562 -17 06 2018 23:30,0,2.83974409103393,0,335.403015136718 -17 06 2018 23:40,0,2.64062190055847,0,330.225189208984 -17 06 2018 23:50,0,3.3096420764923,33.5788036905114,332.775604248046 -18 06 2018 00:00,0,3.30542111396789,33.2360401955639,341.005615234375 -18 06 2018 00:10,0,2.99703192710876,0,346.375305175781 -18 06 2018 00:20,0,2.9155580997467,0,350.903686523437 -18 06 2018 00:30,0,2.6136679649353,0,349.577392578125 -18 06 2018 00:40,0,2.26692700386047,0,355.967407226562 -18 06 2018 00:50,0,2.50222992897033,0,355.680389404296 -18 06 2018 01:00,0,3.27777910232543,31.0618296495122,355.353790283203 -18 06 2018 01:10,0,3.07241892814636,18.736965792993,356.78970336914 -18 06 2018 01:20,0,3.28516411781311,31.6307376970699,350.082305908203 -18 06 2018 01:30,0,2.86900401115417,0,357.129302978515 -18 06 2018 01:40,0,2.69507789611816,0,1.19511497020721 -18 06 2018 01:50,0,2.21544909477233,0,3.91698408126831 -18 06 2018 02:00,0,2.10519504547119,0,359.579803466796 -18 06 2018 02:10,0,1.53058195114135,0,334.189514160156 -18 06 2018 02:20,0,1.32853305339813,0,310.753112792968 -18 06 2018 02:30,0,1.33565199375152,0,271.510986328125 -18 06 2018 02:40,0,1.39500701427459,0,292.021087646484 -18 06 2018 02:50,0,1.78226602077484,0,338.301696777343 -18 06 2018 03:00,0,1.64305198192596,0,294.294189453125 -18 06 2018 03:10,0,1.91566705703735,0,306.35400390625 -18 06 2018 03:20,0,1.73466801643371,0,335.96890258789 -18 06 2018 03:30,0,2.0200080871582,0,324.408508300781 -18 06 2018 03:40,0,1.56978094577789,0,316.5625 -18 06 2018 03:50,0,1.36083197593688,0,326.47769165039 -18 06 2018 04:00,0,1.16807901859283,0,330.60220336914 -18 06 2018 04:10,0,1.17256295680999,0,331.199798583984 -18 06 2018 04:20,0,1.44273495674133,0,328.193206787109 -18 06 2018 04:30,0,1.4505980014801,0,330.33169555664 -18 06 2018 04:40,0,1.2087800502777,0,334.62710571289 -18 06 2018 04:50,0,1.99505400657653,0,288.085906982421 -18 06 2018 05:00,0,1.62139797210693,0,302.629913330078 -18 06 2018 05:10,0,1.96227502822875,0,289.804595947265 -18 06 2018 05:20,0,2.07050490379333,0,289.353790283203 -18 06 2018 05:30,0,1.38664495944976,0,318.031005859375 -18 06 2018 05:40,0,1.64505195617675,0,321.935302734375 -18 06 2018 05:50,0,2.09761500358581,0,327.750213623046 -18 06 2018 06:00,0,2.16051602363586,0,313.667510986328 -18 06 2018 06:10,0,2.85189390182495,0,293.545806884765 -18 06 2018 06:20,0,2.680419921875,0,289.829406738281 -18 06 2018 06:30,0,3.2770938873291,31.0094861861435,289.332305908203 -18 06 2018 06:40,0,2.29039406776428,0,302.438385009765 -18 06 2018 06:50,0,2.19692397117614,0,301.622589111328 -18 06 2018 07:00,0,2.14291191101074,0,293.690887451171 -18 06 2018 07:10,0,2.20526409149169,0,315.236785888671 -18 06 2018 07:20,0,3.23261189460754,27.7722441084743,322.14599609375 -18 06 2018 07:30,0,1.86813604831695,0,307.516906738281 -18 06 2018 07:40,0,2.62638306617736,0,329.715698242187 -18 06 2018 07:50,0,1.76963603496551,0,321.636199951171 -18 06 2018 08:00,0,2.18571591377258,0,325.843597412109 -18 06 2018 08:10,0,2.35319805145263,0,316.540710449218 -18 06 2018 08:20,0,2.28775191307067,0,306.763885498046 -18 06 2018 08:30,0,1.84555602073669,0,311.001495361328 -18 06 2018 08:40,0,1.68166697025299,0,312.054290771484 -18 06 2018 08:50,0,2.14375209808349,0,311.251800537109 -18 06 2018 09:00,0,2.44512510299682,0,323.147491455078 -18 06 2018 09:10,0,1.82219004631042,0,316.29150390625 -18 06 2018 09:20,0,3.09749007225036,19.8800274470022,336.288604736328 -18 06 2018 09:30,0,2.93722796440124,0,345.65689086914 -18 06 2018 09:40,0,3.43301200866699,44.8563362493296,343.033111572265 -18 06 2018 09:50,0,2.41950798034667,0,356.720611572265 -18 06 2018 10:00,0,2.4152500629425,0,2.49048805236816 -18 06 2018 10:10,0,2.97761011123657,0,340.835296630859 -18 06 2018 10:20,0,2.06623601913452,0,351.019500732421 -18 06 2018 10:30,0,3.00411009788513,16.1328745646942,348.965393066406 -18 06 2018 10:40,0,2.93153405189514,0,344.821990966796 -18 06 2018 10:50,0,2.72493910789489,0,345.978912353515 -18 06 2018 11:00,0,2.75364708900451,0,341.624603271484 -18 06 2018 11:10,0,2.40896010398864,0,356.213104248046 -18 06 2018 11:20,0,3.02481508255004,16.8433457073588,1.24763703346252 -18 06 2018 11:30,0,2.76762104034423,0,335.257598876953 -18 06 2018 11:40,50.7162017822265,4.33519220352172,187.906443579761,323.630096435546 -18 06 2018 11:50,42.474681854248,3.51613497734069,53.827944461661,336.713897705078 -18 06 2018 12:00,102.196601867675,3.83582401275634,98.634510832213,333.444213867187 -18 06 2018 12:10,110.896301269531,4.12066411972045,145.732911037417,323.320098876953 -18 06 2018 12:20,66.1369934082031,3.64512109756469,69.9383735639167,325.894714355468 -18 06 2018 12:30,84.689826965332,3.78817200660705,90.9187131713452,331.793914794921 -18 06 2018 12:40,145.828002929687,4.3286747932434,186.589704484169,336.460296630859 -18 06 2018 12:50,82.1560287475585,3.63282394409179,68.2876577482093,335.192504882812 -18 06 2018 13:00,26.534309387207,3.36244988441467,38.1079897982463,356.380310058593 -18 06 2018 13:10,4.12019681930541,3.03055095672607,17.0522994917847,2.30617904663085 -18 06 2018 13:20,87.228530883789,3.84983110427856,100.97162780086,14.0821695327758 -18 06 2018 13:30,223.718505859375,4.76709985733032,280.777644931906,18.6320705413818 -18 06 2018 13:40,131.58689880371,4.19162702560424,159.424014558838,16.1243095397949 -18 06 2018 13:50,113.765403747558,4.04807090759277,131.976563467992,14.8202199935913 -18 06 2018 14:00,267.618408203125,4.870934009552,304.913922439394,14.6096296310424 -18 06 2018 14:10,390.13198852539,5.43877506256103,451.558668048497,11.9527196884155 -18 06 2018 14:20,436.107513427734,5.78400993347167,554.533130963411,14.0942296981811 -18 06 2018 14:30,341.680206298828,5.35343503952026,427.809252942743,7.63850688934326 -18 06 2018 14:40,409.648803710937,5.55567979812622,485.160720477934,4.67654609680175 -18 06 2018 14:50,366.541687011718,5.38067388534545,435.319555336442,12.4477500915527 -18 06 2018 15:00,424.438507080078,5.62909078598022,506.913219998656,11.5512599945068 -18 06 2018 15:10,355.858093261718,5.33429908752441,422.571862618971,11.1351699829101 -18 06 2018 15:20,290.612609863281,5.09131622314453,358.753901090535,6.76402711868286 -18 06 2018 15:30,288.965393066406,5.07321500778198,354.191890830438,1.20940494537353 -18 06 2018 15:40,295.381408691406,5.10425519943237,362.030721343457,2.60310411453247 -18 06 2018 15:50,216.07029724121,4.75944423675537,279.02778548408,353.244201660156 -18 06 2018 16:00,208.740402221679,4.73226881027221,272.848475369387,355.369201660156 -18 06 2018 16:10,100.186698913574,4.03755712509155,130.004395566842,2.35407400131225 -18 06 2018 16:20,99.1329193115234,4.08394384384155,138.743697137071,6.09805297851562 -18 06 2018 16:30,187.973403930664,4.69593000411987,264.663248311931,1.93286502361297 -18 06 2018 16:40,189.182098388671,4.68799114227294,262.88673995552,3.44349908828735 -18 06 2018 16:50,380.06640625,5.52972984313964,477.593017507003,6.92932176589965 -18 06 2018 17:00,362.663208007812,5.46231412887573,458.223934944322,8.25120544433593 -18 06 2018 17:10,513.842895507812,6.04667520523071,639.847146758728,8.40802669525146 -18 06 2018 17:20,560.682983398437,6.18353700637817,687.675452286817,2.66173791885375 -18 06 2018 17:30,642.309692382812,6.43506622314453,780.82442482888,356.825592041015 -18 06 2018 17:40,590.101684570312,6.27948188781738,722.400545718649,358.955596923828 -18 06 2018 17:50,498.9462890625,5.88838100433349,587.975881062107,358.099090576171 -18 06 2018 18:00,348.715911865234,5.5287480354309,477.307928497303,1.76732397079467 -18 06 2018 18:10,321.852600097656,5.41197109222412,444.029646856206,1.13544201850891 -18 06 2018 18:20,593.22412109375,6.32181787490844,738.038117124466,3.23775196075439 -18 06 2018 18:30,468.798706054687,5.85980081558227,578.706600862454,11.1317796707153 -18 06 2018 18:40,563.422424316406,6.13776493072509,671.4569133675,13.3723497390747 -18 06 2018 18:50,357.294891357421,5.23612213134765,396.195867236169,18.7927799224853 -18 06 2018 19:00,659.539123535156,6.39387798309326,765.101338400955,18.5155696868896 -18 06 2018 19:10,768.023315429687,6.71195411682128,891.428398935103,15.8390302658081 -18 06 2018 19:20,911.15771484375,7.15776920318603,1088.62135397441,10.8810997009277 -18 06 2018 19:30,872.114318847656,6.97201776504516,1003.44179021516,13.6939897537231 -18 06 2018 19:40,707.371276855468,6.53173685073852,818.461154598604,20.6116790771484 -18 06 2018 19:50,756.131774902343,6.73230981826782,899.904526474071,21.5654392242431 -18 06 2018 20:00,630.768981933593,6.3087568283081,733.193133258337,22.3544406890869 -18 06 2018 20:10,515.728515625,5.87500190734863,583.626126592468,18.1070003509521 -18 06 2018 20:20,529.590087890625,6.0705828666687,648.057728931749,20.5319995880126 -18 06 2018 20:30,432.146209716796,5.69506216049194,526.902899377718,24.3311004638671 -18 06 2018 20:40,395.81900024414,5.60318088531494,499.177319558912,30.1532592773437 -18 06 2018 20:50,395.505310058593,5.66616296768188,518.094203941907,29.9208507537841 -18 06 2018 21:00,270.153900146484,5.05003786087036,348.388055303333,33.32373046875 -18 06 2018 21:10,232.450698852539,4.83777523040771,297.12365184293,29.3738098144531 -18 06 2018 21:20,121.359397888183,4.13184404373168,147.873602644963,28.6630802154541 -18 06 2018 21:30,35.3642692565917,3.61461496353149,65.8878031047534,26.0378608703613 -18 06 2018 21:40,0.354866594076157,2.96294093132019,0,18.992769241333 -18 06 2018 21:50,0,3.37342596054077,39.1053865777685,11.7956800460815 -18 06 2018 22:00,0,3.01658511161804,16.552728845968,15.4614896774291 -18 06 2018 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03:50,244.750305175781,4.91338014602661,315.001631273209,42.4912681579589 -19 06 2018 04:00,189.682998657226,4.6156039237976,246.878316824824,43.6738510131835 -19 06 2018 04:10,207.673599243164,4.73300504684448,273.015226006532,43.139549255371 -19 06 2018 04:20,349.228485107421,5.24633884429931,398.902601055403,26.0401191711425 -19 06 2018 04:30,364.690704345703,5.37560987472534,433.918372984311,36.1883583068847 -19 06 2018 04:40,202.019104003906,4.57234621047973,237.471988386719,44.5385017395019 -19 06 2018 04:50,340.146392822265,5.13815784454345,370.679804492422,33.2224502563476 -19 06 2018 05:00,480.265991210937,5.61285400390625,502.057901558111,25.7015705108642 -19 06 2018 05:10,497.388397216796,5.91381311416625,596.295862143956,31.8468399047851 -19 06 2018 05:20,620.53662109375,6.24787616729736,710.852355826431,32.4211196899414 -19 06 2018 05:30,570.606872558593,6.04183912277221,638.193723229506,32.4394798278808 -19 06 2018 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2018 08:20,638.223083496093,6.24574899673461,710.078983322014,77.516258239746 -21 06 2018 08:30,506.955993652343,6.16165590286254,679.894300820701,68.8835067749023 -21 06 2018 08:40,321.439300537109,5.42971277236938,449.00593529158,60.0986099243164 -21 06 2018 08:50,172.82470703125,4.49669408798217,221.300277848947,54.2070884704589 -21 06 2018 09:00,159.48030090332,4.34916400909423,190.737069414629,58.9465904235839 -21 06 2018 09:10,286.3583984375,5.03060007095336,343.552756927644,58.5205688476562 -21 06 2018 09:20,526.875122070312,6.03871202468872,637.125920459103,61.6896095275878 -21 06 2018 09:30,1045.60095214843,7.41873121261596,1216.22019608644,59.400089263916 -21 06 2018 09:40,696.031127929687,6.41160488128662,771.845595428104,56.4040298461914 -21 06 2018 09:50,799.02392578125,6.83229684829711,942.247946346562,60.7209701538085 -21 06 2018 10:00,1137.65197753906,7.70611715316772,1366.46354795833,60.0306816101074 -21 06 2018 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06 2018 12:20,0,2.54136896133422,0,50.5207214355468 -21 06 2018 12:30,0,3.34269189834594,36.3611597224262,49.3138999938964 -21 06 2018 12:40,0,1.87065994739532,0,29.262580871582 -21 06 2018 12:50,0,2.61209988594055,0,53.2599411010742 -21 06 2018 13:00,0,2.29156303405761,0,55.1799392700195 -21 06 2018 13:10,0,3.3575050830841,37.6649534131693,57.8137397766113 -21 06 2018 13:20,41.0872917175292,3.48786997795104,50.6532085253102,65.9448699951171 -21 06 2018 13:30,65.8938827514648,3.82826590538024,97.3864617733971,64.239646911621 -21 06 2018 13:40,241.455795288085,4.96473979949951,327.384351260112,70.0200500488281 -21 06 2018 13:50,247.063507080078,4.99302005767822,334.286709475459,66.1533584594726 -21 06 2018 14:00,118.858001708984,4.17525196075439,156.24273044718,65.6838302612304 -21 06 2018 14:10,110.018501281738,4.01710605621337,126.182477307886,63.3226318359375 -21 06 2018 14:20,72.6218109130859,3.83856201171875,99.0888841748237,59.6455116271972 -21 06 2018 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2018 22:00,0,0.364641010761261,0,76.0168533325195 -21 06 2018 22:10,0,0.590029895305633,0,318.018005371093 -21 06 2018 22:20,0,1.1542409658432,0,343.346099853515 -21 06 2018 22:30,0,1.02959895133972,0,315.360107421875 -21 06 2018 22:40,0,1.02556705474853,0,315.950897216796 -21 06 2018 22:50,0,0.800172328948974,0,326.549499511718 -21 06 2018 23:00,0,0.594521880149841,0,333.723907470703 -21 06 2018 23:10,0,0.896042823791503,0,26.954439163208 -21 06 2018 23:20,0,0.941854298114776,0,26.1517791748046 -21 06 2018 23:30,0,1.04463005065917,0,3.01025891304016 -21 06 2018 23:40,0,0.435620188713074,0,300.114013671875 -21 06 2018 23:50,0,0.469904214143753,0,306.761413574218 -22 06 2018 00:00,0,0.913400709629058,0,269.934387207031 -22 06 2018 00:10,0,1.00638401508331,0,282.495788574218 -22 06 2018 00:20,0,1.17652904987335,0,252.165695190429 -22 06 2018 00:30,0,1.26169204711914,0,265.935913085937 -22 06 2018 00:40,0,1.99229502677917,0,291.830810546875 -22 06 2018 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07:00,2328.583984375,9.83961486816406,2688.27834172387,53.6013984680175 -25 06 2018 07:10,2505.21997070312,10.3533096313476,2992.92220231779,59.9776496887207 -25 06 2018 07:20,2622.0791015625,10.6684503555297,3142.3759210063,57.616111755371 -25 06 2018 07:30,2415.70190429687,10.1029996871948,2854.49929534711,57.2344093322753 -25 06 2018 07:40,2138.9990234375,9.34039115905761,2365.32485837452,56.3162307739257 -25 06 2018 07:50,1853.57897949218,8.92848205566406,2097.99221751852,57.0164909362792 -25 06 2018 08:00,1549.88793945312,8.2496280670166,1676.02320088609,52.8379707336425 -25 06 2018 08:10,1479.01403808593,8.21361446380615,1654.59406862613,55.364200592041 -25 06 2018 08:20,1612.86096191406,8.37291526794433,1750.22875206468,55.4193687438964 -25 06 2018 08:30,1524.86999511718,8.36762332916259,1747.01770225918,53.9619598388671 -25 06 2018 08:40,1694.74499511718,8.49596118927001,1825.50361169168,53.2772789001464 -25 06 2018 08:50,1562.32397460937,8.40367031097412,1768.93445755781,54.3952484130859 -25 06 2018 09:00,1507.82995605468,8.20820808410644,1651.38715759553,53.3920593261718 -25 06 2018 09:10,1693.91394042968,8.67280769348144,1935.57736072725,55.7842216491699 -25 06 2018 09:20,1699.77697753906,8.49699878692626,1826.14319410261,50.9808311462402 -25 06 2018 09:30,1424.80395507812,7.99657678604125,1528.03697139879,50.7646903991699 -25 06 2018 09:40,1180.56396484375,7.50963306427001,1262.94478731693,53.1192092895507 -25 06 2018 09:50,1393.9580078125,7.92054319381713,1484.82859868296,50.2968215942382 -25 06 2018 10:00,1686.15197753906,8.55964756011962,1864.90173333874,51.1153984069824 -25 06 2018 10:10,2317.48193359375,9.83032131195068,2682.00636389997,52.5248908996582 -25 06 2018 10:20,2566.63208007812,10.3996400833129,3016.57455444032,53.2041816711425 -25 06 2018 10:30,2189.67504882812,9.51386642456054,2450.83927392367,52.1289901733398 -25 06 2018 10:40,2201.64306640625,9.63517475128173,2543.58179162026,53.1222190856933 -25 06 2018 10:50,2077.32690429687,9.28835487365722,2331.2896016882,52.2366409301757 -25 06 2018 11:00,2551.71801757812,10.4499702453613,3041.59719444521,55.7927284240722 -25 06 2018 11:10,2510.419921875,10.4925603866577,3062.23338231072,55.5304718017578 -25 06 2018 11:20,1610.19104003906,8.40609645843505,1770.41324959031,51.6517601013183 -25 06 2018 11:30,1339.94995117187,7.82189178466796,1429.71106399944,52.3040008544921 -25 06 2018 11:40,1922.57800292968,9.23215675354003,2294.59802716793,53.3750381469726 -25 06 2018 11:50,2337.02587890625,10.041480064392,2817.62462117041,53.6127204895019 -25 06 2018 12:00,1972.93103027343,9.07690620422363,2193.68283863839,49.0891685485839 -25 06 2018 12:10,1842.13598632812,8.73783493041992,1976.54998241349,50.1189308166503 -25 06 2018 12:20,1392.74499511718,7.92862081527709,1489.38950233,48.8781509399414 -25 06 2018 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14:20,2246.8798828125,9.83058071136474,2682.18181281755,50.4353103637695 -25 06 2018 14:30,2116.5439453125,9.43855190277099,2429.65568017322,49.6707496643066 -25 06 2018 14:40,2135.3798828125,9.51931095123291,2455.11528853898,49.7251014709472 -25 06 2018 14:50,1991.93395996093,9.11623668670654,2219.17773597613,50.0415306091308 -25 06 2018 15:00,1828.73706054687,8.80705547332763,2020.42814587162,43.2717208862304 -25 06 2018 15:10,1549.21496582031,8.25296020507812,1678.0117350864,44.1641616821289 -25 06 2018 15:20,1654.89697265625,8.31060886383056,1712.56728298777,41.7154502868652 -25 06 2018 15:30,1975.09704589843,8.98690319061279,2135.55134198185,35.8783683776855 -25 06 2018 15:40,2047.33203125,9.36294937133789,2380.09531467069,38.2563591003417 -25 06 2018 15:50,1924.77197265625,8.92104816436767,2093.22359219332,40.152000427246 -25 06 2018 16:00,2373.9951171875,9.95183658599853,2761.78989078255,38.0401496887207 -25 06 2018 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2018 07:20,0,2.07620310783386,0,29.24361038208 -06 07 2018 07:30,0,2.21034002304077,0,30.1726207733154 -06 07 2018 07:40,0,2.42778801918029,0,26.8249893188476 -06 07 2018 07:50,0,2.55762910842895,0,17.8581008911132 -06 07 2018 08:00,0,2.58093905448913,0,16.0532398223876 -06 07 2018 08:10,0,2.21865892410278,0,19.7835006713867 -06 07 2018 08:20,0,2.13153195381164,0,17.0807399749755 -06 07 2018 08:30,0,1.98672497272491,0,12.6460695266723 -06 07 2018 08:40,0,1.74059498310089,0,22.3053398132324 -06 07 2018 08:50,0,1.93988704681396,0,34.2438697814941 -06 07 2018 09:00,0,1.44620704650878,0,41.3916893005371 -06 07 2018 09:10,0,1.87966203689575,0,31.4348106384277 -06 07 2018 09:20,0,1.79984295368194,0,33.2915306091308 -06 07 2018 09:30,0,1.65384602546691,0,21.5202407836914 -06 07 2018 09:40,0,2.15280604362487,0,27.0576496124267 -06 07 2018 09:50,0,2.41698503494262,0,23.0520706176757 -06 07 2018 10:00,0,2.44393992424011,0,35.1617088317871 -06 07 2018 10:10,0,2.77516198158264,0,25.0310192108154 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06:40,51.3529396057128,3.68665289878845,75.6922690343972,255.895599365234 -25 07 2018 06:50,26.4395694732666,3.0417320728302,17.4747516027828,263.879302978515 -25 07 2018 07:00,97.0533599853515,3.98675203323364,125.470431070735,264.117004394531 -25 07 2018 07:10,81.7661895751953,4.02085590362548,126.881849898918,254.04280090332 -25 07 2018 07:20,46.0076484680175,3.78087902069091,89.7698922585259,247.817306518554 -25 07 2018 07:30,44.9158096313476,3.69886207580566,77.4362425057334,252.658996582031 -25 07 2018 07:40,7.90988779067993,3.38453793525695,40.1347678203574,249.128997802734 -25 07 2018 07:50,0,3.59560704231262,63.4392452621951,253.212005615234 -25 07 2018 08:00,175.094604492187,4.51821422576904,225.865021057217,261.724914550781 -25 07 2018 08:10,194.661300659179,4.61172580718994,246.030200146915,262.252197265625 -25 07 2018 08:20,153.718200683593,4.03189086914062,128.94359770503,269.455200195312 -25 07 2018 08:30,225.446792602539,4.82975578308105,295.251311675815,275.529296875 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2018 13:50,0,1.88213896751403,0,335.077514648437 -25 07 2018 14:00,0,1.79677700996398,0,343.720794677734 -25 07 2018 14:10,0,1.25243401527404,0,331.513793945312 -25 07 2018 14:20,0,1.16623294353485,0,323.734405517578 -25 07 2018 14:30,0,1.04105699062347,0,311.297698974609 -25 07 2018 14:40,0,0.845327317714691,0,335.548614501953 -25 07 2018 14:50,0,0.770079791545867,0,299.5703125 -25 07 2018 15:00,0,1.09481298923492,0,346.972198486328 -25 07 2018 15:10,0,1.49244701862335,0,5.05052900314331 -25 07 2018 15:20,0,1.41373598575592,0,358.63101196289 -25 07 2018 15:30,0,1.9647409915924,0,351.508514404296 -25 07 2018 15:40,0,1.65915501117706,0,349.635314941406 -25 07 2018 15:50,0,1.37335503101348,0,25.4585304260253 -25 07 2018 16:00,0,1.36622202396392,0,33.3577690124511 -25 07 2018 16:10,0,0.424516707658768,0,276.117401123046 -25 07 2018 16:20,0,0.724497079849243,0,286.695495605468 -25 07 2018 16:30,0,1.43474197387695,0,291.611114501953 -25 07 2018 16:40,0,1.81660997867584,0,285.471496582031 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07 2018 19:50,0,2.62208104133605,0,267.573303222656 -25 07 2018 20:00,0,3.13382601737976,21.7151847903706,269.830810546875 -25 07 2018 20:10,0,2.95836997032165,0,269.917999267578 -25 07 2018 20:20,0,3.54660296440124,57.3932789162182,275.647888183593 -25 07 2018 20:30,11.3458404541015,3.37078809738159,38.8639241689998,275.237213134765 -25 07 2018 20:40,69.8976669311523,3.97131395339965,122.558110194299,275.595886230468 -25 07 2018 20:50,36.0029716491699,3.55991291999816,58.9974116784115,269.481414794921 -25 07 2018 21:00,45.528881072998,3.7842059135437,90.2929024203513,268.005889892578 -25 07 2018 21:10,124.74690246582,4.25911808013916,172.679338068591,275.803314208984 -25 07 2018 21:20,134.587799072265,4.35340404510498,191.598208124343,273.454895019531 -25 07 2018 21:30,163.270706176757,4.48858499526977,219.587430514676,277.345489501953 -25 07 2018 21:40,152.554504394531,4.40300798416137,201.747129243388,279.85708618164 -25 07 2018 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23:50,65.189582824707,3.81673598289489,95.5001647130603,277.975311279296 -26 07 2018 00:00,44.6575889587402,3.70724606513977,78.6476338169277,276.83950805664 -26 07 2018 00:10,10.35089969635,3.26462602615356,30.0701875343402,272.898895263671 -26 07 2018 00:20,-0.0196000505238771,2.70513105392456,0,276.781707763671 -26 07 2018 00:30,0,3.27722001075744,31.019115093387,283.799499511718 -26 07 2018 00:40,0,3.4553849697113,47.1623566818789,284.367004394531 -26 07 2018 00:50,0,2.56772089004516,0,280.198303222656 -26 07 2018 01:00,0,2.7038071155548,0,295.584014892578 -26 07 2018 01:10,0,3.02644109725952,16.9020456422477,294.657287597656 -26 07 2018 01:20,0,2.74873208999633,0,286.806488037109 -26 07 2018 01:30,0,2.33538699150085,0,283.417602539062 -26 07 2018 01:40,0,2.20785188674926,0,294.077697753906 -26 07 2018 01:50,0,1.88225698471069,0,296.063385009765 -26 07 2018 02:00,0,2.1258680820465,0,314.354888916015 -26 07 2018 02:10,0,2.19682192802429,0,309.244384765625 -26 07 2018 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2018 05:20,0,2.42811393737792,0,245.334594726562 -26 07 2018 05:30,0,2.77069211006164,0,230.014602661132 -26 07 2018 05:40,0,1.56593203544616,0,246.901306152343 -26 07 2018 05:50,0,1.49018394947052,0,257.681396484375 -26 07 2018 06:00,0,1.33273899555206,0,284.628112792968 -26 07 2018 06:10,0,1.26402902603149,0,287.253204345703 -26 07 2018 06:20,0,0.996285021305084,0,242.460906982421 -26 07 2018 06:30,0,1.12158095836639,0,279.145202636718 -26 07 2018 06:40,0,1.60587501525878,0,266.95849609375 -26 07 2018 06:50,0,1.41493999958038,0,274.785888671875 -26 07 2018 07:00,0,1.45637702941894,0,314.071197509765 -26 07 2018 07:10,0,1.08254098892211,0,314.747497558593 -26 07 2018 07:20,0,1.40699696540832,0,315.198303222656 -26 07 2018 07:30,0,1.47717499732971,0,304.47119140625 -26 07 2018 07:40,0,1.95646703243255,0,296.161102294921 -26 07 2018 07:50,0,1.87678694725036,0,306.664886474609 -26 07 2018 08:00,0,1.84003102779388,0,285.26708984375 -26 07 2018 08:10,0,2.25294208526611,0,316.09341430664 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2018 11:20,0,1.48120105266571,0,40.6675605773925 -28 07 2018 11:30,0,2.17225790023803,0,24.4203300476074 -28 07 2018 11:40,0,2.07692599296569,0,38.0852890014648 -28 07 2018 11:50,0,1.69361102581024,0,16.9800796508789 -28 07 2018 12:00,0,1.06639301776885,0,14.5687704086303 -28 07 2018 12:10,0,1.2870990037918,0,353.214904785156 -28 07 2018 12:20,0,0.931053876876831,0,11.5173501968383 -28 07 2018 12:30,0,1.76065897941589,0,289.459014892578 -28 07 2018 12:40,0,1.65921902656555,0,320.917388916015 -28 07 2018 12:50,0,1.55850803852081,0,330.62759399414 -28 07 2018 13:00,0,1.82819104194641,0,338.761901855468 -28 07 2018 13:10,0,1.51823902130126,0,354.400390625 -28 07 2018 13:20,0,1.92395401000976,0,347.262512207031 -28 07 2018 13:30,0,2.04575395584106,0,348.360687255859 -28 07 2018 13:40,0,1.37669098377227,0,351.344207763671 -28 07 2018 13:50,0,1.22237205505371,0,8.31011772155761 -28 07 2018 14:00,0,1.58449602127075,0,347.592987060546 -28 07 2018 14:10,0,1.7074270248413,0,299.34341430664 -28 07 2018 14:20,0,1.70085799694061,0,342.425689697265 -28 07 2018 14:30,0,1.76743805408477,0,338.345886230468 -28 07 2018 14:40,0,1.35437202453613,0,347.693206787109 -28 07 2018 14:50,0,1.44972801208496,0,19.5221500396728 -28 07 2018 15:00,0,1.0263979434967,0,343.230499267578 -28 07 2018 15:10,0,1.0758249759674,0,299.188812255859 -28 07 2018 15:20,0,1.49007999897003,0,317.943908691406 -28 07 2018 15:30,0,1.54155695438385,0,333.490112304687 -28 07 2018 15:40,0,1.9442069530487,0,305.690399169921 -28 07 2018 15:50,0,1.46710705757141,0,309.961608886718 -28 07 2018 16:00,0,1.93659603595733,0,319.425201416015 -28 07 2018 16:10,0,1.5064400434494,0,328.37109375 -28 07 2018 16:20,0,1.67768096923828,0,2.70834493637084 -28 07 2018 16:30,0,2.38795208930969,0,37.3308601379394 -28 07 2018 16:40,0,2.31363105773925,0,36.1354484558105 -28 07 2018 16:50,0,2.93481588363647,0,44.726879119873 -28 07 2018 17:00,0,3.0071198940277,16.231892040164,45.6946716308593 -28 07 2018 17:10,0,3.24818205833435,28.8693725930252,49.1781196594238 -28 07 2018 17:20,0,3.50910806655883,53.0267400047051,51.7587585449218 -28 07 2018 17:30,26.9077606201171,3.89409589767456,108.563666664664,52.5667190551757 -28 07 2018 17:40,43.3959197998046,3.81165194511413,94.6751726442571,55.4211616516113 -28 07 2018 17:50,52.8198585510253,3.79798698425292,92.4782416590606,57.5925483703613 -28 07 2018 18:00,143.3876953125,4.43154621124267,207.649215314503,61.0600509643554 -28 07 2018 18:10,189.159805297851,4.65800380706787,256.213770408339,50.5057182312011 -28 07 2018 18:20,147.953506469726,4.49760484695434,221.49289908816,41.4281196594238 -28 07 2018 18:30,130.44580078125,4.29724311828613,180.271790633628,41.4914093017578 -28 07 2018 18:40,98.3279266357421,4.0238938331604,127.448905320873,45.4849014282226 -28 07 2018 18:50,99.4508972167968,4.0827407836914,138.515784364138,36.003791809082 -28 07 2018 19:00,50.6651191711425,3.78419089317321,90.2905371364077,45.6671104431152 -28 07 2018 19:10,-0.413933396339417,3.07725095748901,18.949447474286,74.5185470581054 -28 07 2018 19:20,0,2.87943291664123,0,61.8221092224121 -28 07 2018 19:30,0,2.92284607887268,0,64.2782669067382 -28 07 2018 19:40,0,2.87873005867004,0,79.1609115600585 -28 07 2018 19:50,0,2.96681308746337,0,88.873291015625 -28 07 2018 20:00,0,2.17347598075866,0,92.9889068603515 -28 07 2018 20:10,0,1.07748699188232,0,82.1576232910156 -28 07 2018 20:20,0,1.11215996742248,0,56.0189399719238 -28 07 2018 20:30,0,1.51668000221252,0,42.7002716064453 -28 07 2018 20:40,0,1.62804400920867,0,39.7167205810546 -28 07 2018 20:50,0,1.92770898342132,0,41.1583099365234 -28 07 2018 21:00,0,2.24993109703063,0,41.0453300476074 -28 07 2018 21:10,0,2.60826802253723,0,31.9379501342773 -28 07 2018 21:20,0,2.15777111053466,0,38.0764389038085 -28 07 2018 21:30,0,1.85041201114654,0,58.674388885498 -28 07 2018 21:40,0,1.71549999713897,0,48.0170097351074 -28 07 2018 21:50,0,1.66079497337341,0,46.4941101074218 -28 07 2018 22:00,0,1.55820000171661,0,54.405460357666 -28 07 2018 22:10,0,1.39489495754241,0,72.020637512207 -28 07 2018 22:20,0,1.79139995574951,0,57.8671913146972 -28 07 2018 22:30,0,1.69325494766235,0,38.05078125 -28 07 2018 22:40,0,2.3414340019226,0,25.1838493347167 -28 07 2018 22:50,0,2.094820022583,0,36.0900192260742 -28 07 2018 23:00,0,2.32257294654846,0,30.858600616455 -28 07 2018 23:10,0,2.36971402168273,0,34.7320098876953 -28 07 2018 23:20,0,2.03085708618164,0,39.3914604187011 -28 07 2018 23:30,0,1.90921294689178,0,55.6882705688476 -28 07 2018 23:40,0,2.02501201629638,0,47.5234298706054 -28 07 2018 23:50,0,1.78511404991149,0,54.7696495056152 -29 07 2018 00:00,0,1.69770097732543,0,46.4380798339843 -29 07 2018 00:10,0,1.6534229516983,0,41.444538116455 -29 07 2018 00:20,0,1.58162403106689,0,23.5779304504394 -29 07 2018 00:30,0,2.08821296691894,0,19.021240234375 -29 07 2018 00:40,0,2.38905405998229,0,22.065839767456 -29 07 2018 00:50,0,2.53116488456726,0,13.5630102157592 -29 07 2018 01:00,0,2.8426489830017,0,8.08730125427246 -29 07 2018 01:10,0,3.15528011322021,22.8979167079815,6.28026819229125 -29 07 2018 01:20,0,3.06329989433288,18.3461467484567,8.26918220520019 -29 07 2018 01:30,0,3.22587609291076,27.3096357210352,8.62940311431884 -29 07 2018 01:40,0,3.34306597709655,36.3936524383871,7.6009612083435 -29 07 2018 01:50,0,3.53600907325744,56.1367484733828,5.48122406005859 -29 07 2018 02:00,0,3.55384111404418,58.2621140178708,4.15531778335571 -29 07 2018 02:10,0,3.27757096290588,31.0459219688682,353.588592529296 -29 07 2018 02:20,0,3.00068402290344,16.0219261638968,5.69624710083007 -29 07 2018 02:30,3.22352910041809,3.47820210456848,49.5966475712894,11.1021995544433 -29 07 2018 02:40,8.86804866790771,3.3554720878601,37.4839392313334,3.52729392051696 -29 07 2018 02:50,0,2.92051410675048,0,10.1784496307373 -29 07 2018 03:00,0,3.66640496253967,72.8526047290698,10.9280395507812 -29 07 2018 03:10,94.6255569458007,4.28040122985839,176.908308673118,9.91374206542968 -29 07 2018 03:20,52.3945693969726,3.73019695281982,82.0213096828229,12.9023599624633 -29 07 2018 03:30,36.6828117370605,3.58406996726989,61.9812570859694,13.9273195266723 -29 07 2018 03:40,34.5548706054687,3.774099111557,88.709526330892,8.27649688720703 -29 07 2018 03:50,0.727069973945617,3.20402598381042,25.8589596475185,19.2125091552734 -29 07 2018 04:00,0,3.47764301300048,49.5360042454704,26.580810546875 -29 07 2018 04:10,0,3.4891619682312,50.7955374765043,35.4969902038574 -29 07 2018 04:20,0,3.43271303176879,44.8260624456052,29.2819995880126 -29 07 2018 04:30,18.6375102996826,3.50530910491943,52.5968746785802,25.095890045166 -29 07 2018 04:40,43.2709083557128,3.60678005218505,64.8715242082981,22.5281295776367 -29 07 2018 04:50,30.6985492706298,3.50788211822509,52.8877674642281,21.6905403137207 -29 07 2018 05:00,92.3287887573242,3.99924492835998,127.855071855772,15.8577995300292 -29 07 2018 05:10,118.804702758789,4.21367120742797,163.727927420302,14.6926202774047 -29 07 2018 05:20,119.544296264648,4.22785186767578,166.509599853495,15.5331497192382 -29 07 2018 05:30,71.7436828613281,3.81686305999755,95.5208386230079,19.0601692199707 -29 07 2018 05:40,52.3697319030761,3.76220297813415,86.866765690419,25.4021606445312 -29 07 2018 05:50,19.8681907653808,3.25320506095886,29.2315861822981,30.1726093292236 -29 07 2018 06:00,29.4529705047607,3.51359796524047,53.5377644796281,34.7767601013183 -29 07 2018 06:10,24.4194793701171,3.08201909065246,19.1627813993955,43.0937995910644 -29 07 2018 06:20,0,2.82899689674377,0,49.869831085205 -29 07 2018 06:30,0,2.34059906005859,0,46.9580688476562 -29 07 2018 06:40,0,1.99061203002929,0,40.8218994140625 -29 07 2018 06:50,0,1.33047997951507,0,63.7823104858398 -29 07 2018 07:00,0,1.85211098194122,0,63.9854698181152 -29 07 2018 07:10,0,1.81232297420501,0,39.8028717041015 -29 07 2018 07:20,0,2.14224600791931,0,14.6194896697998 -29 07 2018 07:30,0,2.34766793251037,0,23.867109298706 -29 07 2018 07:40,0,2.19472599029541,0,26.1019096374511 -29 07 2018 07:50,0,2.67670702934265,0,22.8753204345703 -29 07 2018 08:00,0,3.1259651184082,21.3002606735099,20.4309692382812 -29 07 2018 08:10,0,2.93696093559265,0,25.9383296966552 -29 07 2018 08:20,0,2.33757710456848,0,44.3340492248535 -29 07 2018 08:30,0,1.9842300415039,0,40.1420516967773 -29 07 2018 08:40,0,2.48865604400634,0,57.9440612792968 -29 07 2018 08:50,0,2.3369140625,0,66.4198303222656 -29 07 2018 09:00,0,2.30533909797668,0,49.2475891113281 -29 07 2018 09:10,0,3.02825999259948,16.9682099377214,83.2912063598632 -29 07 2018 09:20,0,2.47652888298034,0,68.044090270996 -29 07 2018 09:30,0,2.37104606628417,0,52.9787101745605 -29 07 2018 09:40,0,1.73406195640563,0,33.8960990905761 -29 07 2018 09:50,0,2.28354811668395,0,49.1356811523437 -29 07 2018 10:00,0,1.76148998737335,0,53.4418106079101 -29 07 2018 10:10,0,2.06639409065246,0,75.673599243164 -29 07 2018 10:20,0,2.30138111114501,0,25.8287906646728 -29 07 2018 10:30,0,2.45515608787536,0,21.1581592559814 -29 07 2018 10:40,0,2.19865894317626,0,20.1793994903564 -29 07 2018 10:50,0,3.23432993888854,27.8913996651945,4.9268832206726 -29 07 2018 11:00,0,2.97578310966491,0,11.0940999984741 -29 07 2018 11:10,0,3.34482908248901,36.5470983300656,10.13570022583 -29 07 2018 11:20,65.5357971191406,3.86663794517517,103.817320487001,20.2735691070556 -29 07 2018 11:30,121.26609802246,4.14381885528564,150.173182591812,9.5096731185913 -29 07 2018 11:40,97.1700286865234,4.08926391601562,139.752364829689,13.4335002899169 -29 07 2018 11:50,67.9754104614257,3.76144504547119,86.7501260368881,15.4721097946166 -29 07 2018 12:00,114.810600280761,4.11115503311157,143.916855091732,10.5027198791503 -29 07 2018 12:10,43.6132011413574,3.44623899459838,46.2099870511629,18.4927101135253 -29 07 2018 12:20,20.0957908630371,3.10059905052185,20.028783133971,15.0592699050903 -29 07 2018 12:30,4.60900402069091,2.6065649986267,0,16.3527107238769 -29 07 2018 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2018 07:20,3157.35693359375,11.6627798080444,3459.48429372476,60.3560905456542 -05 08 2018 07:30,3413.68701171875,12.0296401977539,3526.48402843493,58.7817306518554 -05 08 2018 07:40,3175.07495117187,11.7459201812744,3476.79034422532,59.3207702636718 -05 08 2018 07:50,3156.15502929687,11.9667501449584,3516.6847355311,60.0149917602539 -05 08 2018 08:00,3596.64599609375,13.2149600982666,3600,57.2417984008789 -05 08 2018 08:10,3575.97509765625,13.5738401412963,3600,61.0202598571777 -05 08 2018 08:20,3523.92993164062,13.2583303451538,3600,58.233299255371 -05 08 2018 08:30,3394.98388671875,12.5533304214477,3582.90182239485,59.4203796386718 -05 08 2018 08:40,3142.93310546875,11.6727304458618,3461.62323410352,57.3876113891601 -05 08 2018 08:50,3344.27392578125,12.3215999603271,3563.33341482168,59.544189453125 -05 08 2018 09:00,3297.78393554687,12.4239501953125,3573.00267678899,60.6014900207519 -05 08 2018 09:10,3381.19189453125,12.5092601776123,3579.81766385827,59.0491600036621 -05 08 2018 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2018 18:50,3603.90209960937,15.4979400634765,3600,61.6252098083496 -10 08 2018 19:00,3574.52392578125,14.7912197113037,3600,61.3895301818847 -10 08 2018 19:10,3600.47607421875,15.7913599014282,3600,63.7128181457519 -10 08 2018 19:20,3599.55004882812,15.2407703399658,3600,61.2579498291015 -10 08 2018 19:30,3603.63110351562,15.7783603668212,3600,60.8138694763183 -10 08 2018 19:40,3603.78491210937,16.1885509490966,3600,60.0424194335937 -10 08 2018 19:50,3603.6689453125,15.2715997695922,3600,58.0469017028808 -10 08 2018 20:00,3603.84399414062,14.7971496582031,3600,57.0315818786621 -10 08 2018 20:10,3603.68798828125,14.3268604278564,3600,55.8308410644531 -10 08 2018 20:20,3601.72094726562,14.6702003479003,3600,56.1170501708984 -10 08 2018 20:30,3603.84204101562,14.838020324707,3600,56.424560546875 -10 08 2018 20:40,3603.9150390625,14.8170900344848,3600,57.1002082824707 -10 08 2018 20:50,3603.77905273437,14.8520603179931,3600,58.4688415527343 -10 08 2018 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2018 18:10,3442.1201171875,12.1267299652099,3540.29605870053,45.3764610290527 -11 08 2018 18:20,3558.95190429687,12.9324302673339,3597.51807275006,46.501480102539 -11 08 2018 18:30,3543.17993164062,13.3175601959228,3600,47.7649497985839 -11 08 2018 18:40,3558.90991210937,13.1767597198486,3600,49.1807098388671 -11 08 2018 18:50,3592.72607421875,13.3375396728515,3600,47.610008239746 -11 08 2018 19:00,3575.80688476562,12.7335195541381,3592.47789804353,49.4944305419921 -11 08 2018 19:10,3600.34399414062,14.0885400772094,3600,52.9387588500976 -11 08 2018 19:20,3568.64306640625,12.9105796813964,3597.24313745472,53.921329498291 -11 08 2018 19:30,3540.65600585937,12.7901201248168,3594.49567636965,55.5645904541015 -11 08 2018 19:40,3336.22900390625,12.2448301315307,3554.99181769248,54.0320510864257 -11 08 2018 19:50,3567.5791015625,12.5398702621459,3581.99114220702,52.7422981262207 -11 08 2018 20:00,3497.875,12.4284696578979,3573.3918893212,53.4119796752929 -11 08 2018 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2018 19:30,3554.90795898437,13.0497598648071,3600,60.5543098449707 -12 08 2018 19:40,3491.791015625,13.088150024414,3600,60.4338188171386 -12 08 2018 19:50,3416.96704101562,12.8370895385742,3595.8160591886,62.1789512634277 -12 08 2018 20:00,3570.33203125,13.3492603302001,3600,63.7493896484375 -12 08 2018 20:10,3502.35205078125,12.9916400909423,3597.92118098236,63.868839263916 -12 08 2018 20:20,3526.04296875,12.6901302337646,3590.61295468073,62.6128997802734 -12 08 2018 20:30,3230.25,11.4260501861572,3403.00456691209,61.1520690917968 -12 08 2018 20:40,3433.79907226562,12.3351202011108,3564.70519287601,63.8502502441406 -12 08 2018 20:50,3532.51806640625,12.9615497589111,3597.77861133968,65.1076736450195 -12 08 2018 21:00,3423.15698242187,12.5582799911499,3583.22979691704,64.8505401611328 -12 08 2018 21:10,3553.81103515625,12.6156501770019,3586.76182020856,62.4312095642089 -12 08 2018 21:20,3594.31689453125,13.3045902252197,3600,62.097541809082 -12 08 2018 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2018 01:30,1022.32098388671,7.27277898788452,1143.66883661983,260.427093505859 -07 09 2018 01:40,1152.95495605468,7.66355609893798,1343.62104242897,264.380187988281 -07 09 2018 01:50,1256.375,7.89127302169799,1468.36152224999,265.324798583984 -07 09 2018 02:00,1151.60400390625,7.6490159034729,1335.86918815312,261.857513427734 -07 09 2018 02:10,998.030822753906,7.19972610473632,1108.49286468048,263.511993408203 -07 09 2018 02:20,859.840515136718,6.97292518615722,1003.84712025032,263.574005126953 -07 09 2018 02:30,1033.31604003906,7.31383419036865,1163.76588038606,264.136810302734 -07 09 2018 02:40,1074.27197265625,7.45997810363769,1237.29292786579,263.564788818359 -07 09 2018 02:50,990.293823242187,7.2354941368103,1125.62316070452,264.856414794921 -07 09 2018 03:00,569.008117675781,6.03654098510742,636.385195423358,265.678588867187 -07 09 2018 03:10,692.216125488281,6.47913408279418,797.853084834622,261.781005859375 -07 09 2018 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2018 12:40,171.678405761718,4.41572999954223,204.372443231357,273.804595947265 -07 09 2018 12:50,198.08349609375,4.63736820220947,251.65583904381,276.400909423828 -07 09 2018 13:00,235.954299926757,4.97295188903808,329.382472987429,281.861114501953 -07 09 2018 13:10,243.399703979492,4.77989101409912,283.710314618962,267.946807861328 -07 09 2018 13:20,190.679595947265,4.5761342048645,238.290986414374,253.315399169921 -07 09 2018 13:30,180.052902221679,4.50278282165527,222.588961725979,253.990203857421 -07 09 2018 13:40,124.376197814941,4.22796297073364,166.531434386017,257.35400390625 -07 09 2018 13:50,86.4636917114257,3.95359110832214,119.261795615993,248.181503295898 -07 09 2018 14:00,18.7992401123046,2.88266396522521,0,246.130996704101 -07 09 2018 14:10,0,2.50833511352539,0,243.150497436523 -07 09 2018 14:20,0,3.46208810806274,47.8688530270483,234.904403686523 -07 09 2018 14:30,56.1367988586425,3.73274803161621,82.4015112387133,232.80419921875 -07 09 2018 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2018 17:00,0,2.56999492645263,0,293.616485595703 -07 09 2018 17:10,0,2.07967901229858,0,297.61441040039 -07 09 2018 17:20,0,2.37431192398071,0,298.044189453125 -07 09 2018 17:30,0,2.393079996109,0,307.205688476562 -07 09 2018 17:40,0,2.43944597244262,0,306.719604492187 -07 09 2018 17:50,0,1.9201910495758,0,302.891906738281 -07 09 2018 18:00,0,2.21996688842773,0,294.573699951171 -07 09 2018 18:10,0,2.20880007743835,0,285.628387451171 -07 09 2018 18:20,0,2.42874693870544,0,283.7294921875 -07 09 2018 18:30,0,2.22871303558349,0,287.6083984375 -07 09 2018 18:40,0,1.99361300468444,0,271.427612304687 -07 09 2018 18:50,0,2.03842592239379,0,253.739395141601 -07 09 2018 19:00,0,1.88638603687286,0,260.172485351562 -07 09 2018 19:10,0,2.11477589607238,0,272.656311035156 -07 09 2018 19:20,0,1.9701600074768,0,254.814804077148 -07 09 2018 19:30,0,2.31587195396423,0,236.226898193359 -07 09 2018 19:40,0,2.0025680065155,0,244.975799560546 -07 09 2018 19:50,0,1.94023203849792,0,258.114685058593 -07 09 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2018 19:50,0,3.18549394607543,24.6884465968651,46.7820205688476 -15 09 2018 20:00,0,3.72248005867004,80.877556691511,44.6629219055175 -15 09 2018 20:10,45.2608795166015,3.80370998382568,93.3946985305083,42.4255104064941 -15 09 2018 20:20,1.76859998703002,2.9500548839569,0,47.7215194702148 -15 09 2018 20:30,0,2.46795201301574,0,45.883731842041 -15 09 2018 20:40,0,2.73888206481933,0,46.3641700744628 -15 09 2018 20:50,0,2.82497501373291,0,27.4866104125976 -15 09 2018 21:00,0,2.36811399459838,0,28.4739093780517 -15 09 2018 21:10,0,2.81124997138977,0,8.91598033905029 -15 09 2018 21:20,0,2.44323396682739,0,342.941192626953 -15 09 2018 21:30,0,2.11025309562683,0,342.603485107421 -15 09 2018 21:40,0,2.91792392730712,0,332.107788085937 -15 09 2018 21:50,0,3.00466895103454,16.1511503614065,339.398193359375 -15 09 2018 22:00,0,2.25853204727172,0,340.503295898437 -15 09 2018 22:10,0,2.13388800621032,0,333.523010253906 -15 09 2018 22:20,0,2.22937393188476,0,333.218109130859 -15 09 2018 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2018 03:50,52.9426307678222,3.75731110572814,86.1155642520362,292.140106201171 -16 09 2018 04:00,7.8098030090332,3.17474007606506,24.03440996874,293.024597167968 -16 09 2018 04:10,0,3.45867991447448,47.5087383785694,296.253601074218 -16 09 2018 04:20,65.9290390014648,4.00968217849731,124.799718574704,283.151397705078 -16 09 2018 04:30,133.094299316406,4.29957199096679,180.738079300943,279.572204589843 -16 09 2018 04:40,165.241592407226,4.49528503417968,221.002367478601,279.268493652343 -16 09 2018 04:50,168.189804077148,4.46571922302246,214.778658955959,280.597412109375 -16 09 2018 05:00,130.972396850585,4.28012990951538,176.854246866061,284.77359008789 -16 09 2018 05:10,63.5107383728027,3.74888610839843,84.8307877369225,287.244598388671 -16 09 2018 05:20,87.5646896362304,3.97230195999145,122.743350831985,288.535491943359 -16 09 2018 05:30,125.981101989746,4.24338817596435,169.569039448322,287.049713134765 -16 09 2018 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04:50,2016.76293945312,9.29451179504394,2335.3137773971,65.6728973388671 -10 11 2018 05:00,2101.34790039062,9.47652053833007,2454.57304565267,65.3772277832031 -10 11 2018 05:10,1974.14904785156,9.18360900878906,2262.9648762243,64.8632507324218 -10 11 2018 05:20,1897.791015625,9.09909152984619,2208.05744007433,68.6442794799804 -10 11 2018 05:30,1783.123046875,8.82236957550048,2030.17022195399,70.7258911132812 -10 11 2018 05:40,1223.14904785156,7.75512886047363,1393.04339978079,73.2996368408203 -10 11 2018 05:50,1130.74194335937,7.47007322311401,1242.48974765263,69.195701599121 -10 11 2018 06:00,1058.87194824218,7.18112516403198,1099.65366670686,69.6508865356445 -10 11 2018 06:10,1356.59497070312,7.8517050743103,1446.25244439024,70.1522216796875 -10 11 2018 06:20,1321.14404296875,7.84707307815551,1443.67580098236,65.180793762207 -10 11 2018 06:30,1137.81896972656,7.48161077499389,1248.44820687971,63.4468193054199 -10 11 2018 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2018 17:10,1239.80895996093,7.54930686950683,1283.44170048719,41.0549507141113 -14 11 2018 17:20,1718.45202636718,8.61040210723876,1896.49869879237,40.4229507446289 -14 11 2018 17:30,1764.375,8.77293968200683,1998.76984157185,42.3444900512695 -14 11 2018 17:40,1607.208984375,8.18965435028076,1640.40182644537,42.2520790100097 -14 11 2018 17:50,1607.30004882812,8.22406196594238,1660.79870235703,38.7717895507812 -14 11 2018 18:00,1597.72204589843,8.15665340423583,1620.94096959459,41.973030090332 -14 11 2018 18:10,1662.76794433593,8.44289875030517,1792.90086607622,40.7427406311035 -14 11 2018 18:20,1571.52404785156,8.07861709594726,1575.33379519255,39.6853408813476 -14 11 2018 18:30,826.201293945312,6.52311515808105,815.062363461207,40.2277793884277 -14 11 2018 18:40,679.006774902343,6.29114198684692,726.688112795736,40.2014808654785 -14 11 2018 18:50,752.64501953125,6.47302389144897,795.47920124235,39.4227905273437 -14 11 2018 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11 2018 04:20,199.099304199218,4.66821098327636,258.478524362771,49.8401718139648 -15 11 2018 04:30,26.8965492248535,3.34228301048278,36.3256690766621,46.4347610473632 -15 11 2018 04:40,3.14412689208984,3.10456299781799,20.2206895711906,55.0435791015625 -15 11 2018 04:50,0,2.59498500823974,0,83.5237426757812 -15 11 2018 05:00,0,2.5954430103302,0,89.8301086425781 -15 11 2018 05:10,0,3.03499698638916,17.217886688959,95.2314071655273 -15 11 2018 05:20,0,3.11135411262512,20.5553106758862,92.8113937377929 -15 11 2018 05:30,0,2.72193694114685,0,92.9329833984375 -15 11 2018 05:40,0,2.73014903068542,0,112.137496948242 -15 11 2018 05:50,0,3.1067190170288,20.3261244325695,109.776802062988 -15 11 2018 06:00,0,2.81169509887695,0,113.880897521972 -15 11 2018 06:10,0,3.14088201522827,22.096043864487,119.747703552246 -15 11 2018 06:20,0,2.78833889961242,0,121.407997131347 -15 11 2018 06:30,0,3.2035629749298,25.8290459787358,130.780502319335 -15 11 2018 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2018 11:30,0,0.942369699478149,0,229.861297607421 -15 11 2018 11:40,0,1.64992499351501,0,254.629898071289 -15 11 2018 11:50,0,2.01998209953308,0,283.645385742187 -15 11 2018 12:00,0,1.39612603187561,0,283.851898193359 -15 11 2018 12:10,0,1.02832901477813,0,259.729614257812 -15 11 2018 12:20,0,1.48107600212097,0,333.668212890625 -15 11 2018 12:30,0,2.77486610412597,0,325.522491455078 -15 11 2018 12:40,0,2.62912106513977,0,351.490997314453 -15 11 2018 12:50,0,2.57934808731079,0,342.513092041015 -15 11 2018 13:00,0,3.11540293693542,20.7583210101993,344.911193847656 -15 11 2018 13:10,0,4.33993291854858,188.865689574549,337.833709716796 -15 11 2018 13:20,265.998107910156,4.91962814331054,316.497605407458,359.684600830078 -15 11 2018 13:30,396.480407714843,5.29986810684204,413.228121011535,4.31616401672363 -15 11 2018 13:40,204.249801635742,4.5268440246582,227.703394202496,27.8454494476318 -15 11 2018 13:50,100.12979888916,4.02250099182128,127.188868390488,22.0859794616699 -15 11 2018 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13:00,700.419921875,6.38284301757812,760.920376078534,65.219856262207 -24 11 2018 13:10,394.665893554687,5.30897283554077,415.68900332165,60.8739204406738 -24 11 2018 13:20,408.096099853515,5.50612020492553,470.762210171905,59.702091217041 -24 11 2018 13:30,379.428314208984,5.35671710968017,428.710740890824,62.4747200012207 -24 11 2018 13:40,290.653106689453,4.96333217620849,327.042363303643,64.3171081542968 -24 11 2018 13:50,371.272705078125,5.43975782394409,451.835943547402,63.1436386108398 -24 11 2018 14:00,295.813385009765,5.0743989944458,354.489501762727,61.6954307556152 -24 11 2018 14:10,319.780487060546,5.2571849822998,401.785672225604,59.9634399414062 -24 11 2018 14:20,381.551208496093,5.57583618164062,491.082412465629,64.1723937988281 -24 11 2018 14:30,301.007293701171,5.19539785385131,385.493038773691,62.2653617858886 -24 11 2018 14:40,140.939300537109,4.33739423751831,188.351854476509,61.4523887634277 -24 11 2018 14:50,190.774307250976,4.66756010055541,258.333904432366,60.3772392272949 -24 11 2018 15:00,236.30110168457,4.87167310714721,305.088460841222,61.0629997253417 -24 11 2018 15:10,134.939300537109,4.24548912048339,169.983718327323,61.7339706420898 -24 11 2018 15:20,176.381607055664,4.5765061378479,238.371449902253,59.0109100341796 -24 11 2018 15:30,79.171157836914,3.98288893699645,124.738098981489,56.8518981933593 -24 11 2018 15:40,77.5077362060546,3.92000293731689,113.152526367878,56.9059791564941 -24 11 2018 15:50,77.3479766845703,3.90139198303222,109.845144023013,61.5792694091796 -24 11 2018 16:00,92.4652023315429,3.97472310066223,123.197949058359,65.8141479492187 -24 11 2018 16:10,204.719802856445,4.679621219635,261.018276979894,68.7497329711914 -24 11 2018 16:20,272.379913330078,5.08562088012695,357.315736833045,74.3258590698242 -24 11 2018 16:30,294.380096435546,5.16829013824462,378.444563298521,75.1777114868164 -24 11 2018 16:40,314.22119140625,5.46817684173583,459.891816214973,76.879051208496 -24 11 2018 16:50,277.885192871093,5.08730316162109,357.740273475525,75.7966613769531 -24 11 2018 17:00,243.201095581054,4.91922807693481,316.401730667854,77.1843872070312 -24 11 2018 17:10,225.131698608398,4.96006679534912,326.249596143875,75.3383712768554 -24 11 2018 17:20,31.9690895080566,3.07511711120605,18.8551539902692,82.048957824707 -24 11 2018 17:30,0,2.0958399772644,0,102.143203735351 -24 11 2018 17:40,0,1.51426398754119,0,121.999298095703 -24 11 2018 17:50,0,1.81515395641326,0,143.815994262695 -24 11 2018 18:00,0,2.00350093841552,0,147.152206420898 -24 11 2018 18:10,0,2.43964004516601,0,142.072494506835 -24 11 2018 18:20,0,2.72941493988037,0,141.042098999023 -24 11 2018 18:30,0,3.04526400566101,17.6123545978307,146.289596557617 -24 11 2018 18:40,0,2.39465999603271,0,157.552597045898 -24 11 2018 18:50,0,2.03313899040222,0,166.001998901367 -24 11 2018 19:00,0,1.5235229730606,0,172.455093383789 -24 11 2018 19:10,0,1.66851603984832,0,178.526397705078 -24 11 2018 19:20,0,2.04387402534484,0,172.379592895507 -24 11 2018 19:30,0,2.40829205513,0,175.784698486328 -24 11 2018 19:40,0,2.34221005439758,0,172.591796875 -24 11 2018 19:50,0,2.87070488929748,0,195.793792724609 -24 11 2018 20:00,0,2.83871293067932,0,223.868392944335 -24 11 2018 20:10,0,3.05038094520568,17.8152494177675,241.470306396484 -24 11 2018 20:20,0,2.51855111122131,0,245.502197265625 -24 11 2018 20:30,0,1.73616397380828,0,258.325592041015 -24 11 2018 20:40,0,1.48213100433349,0,255.45799255371 -24 11 2018 20:50,0,1.5002269744873,0,228.813507080078 -24 11 2018 21:00,0,1.2426209449768,0,208.824905395507 -24 11 2018 21:10,0,1.9647250175476,0,181.492095947265 -24 11 2018 21:20,0,2.5725769996643,0,178.381805419921 -24 11 2018 21:30,0,2.17898702621459,0,188.584701538085 -24 11 2018 21:40,0,1.91059398651123,0,187.767303466796 -24 11 2018 21:50,0,2.07632994651794,0,216.42349243164 -24 11 2018 22:00,0,2.01408791542053,0,246.682800292968 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01:00,0,2.74393701553344,0,211.56590270996 -25 11 2018 01:10,0,1.93182897567749,0,206.670303344726 -25 11 2018 01:20,0,1.41942501068115,0,226.392303466796 -25 11 2018 01:30,0,1.45797896385192,0,233.453796386718 -25 11 2018 01:40,0,1.83159005641937,0,221.814804077148 -25 11 2018 01:50,0,1.78985404968261,0,226.163497924804 -25 11 2018 02:00,0,1.5992259979248,0,226.513595581054 -25 11 2018 02:10,0,2.0188410282135,0,212.796096801757 -25 11 2018 02:20,0,2.38869309425354,0,219.615997314453 -25 11 2018 02:30,0,2.28978896141052,0,217.44090270996 -25 11 2018 02:40,0,2.17579889297485,0,236.62890625 -25 11 2018 02:50,0,2.11600399017333,0,235.122406005859 -25 11 2018 03:00,0,1.87569499015808,0,230.499099731445 -25 11 2018 03:10,0,2.16467094421386,0,228.514297485351 -25 11 2018 03:20,0,2.71820402145385,0,222.720397949218 -25 11 2018 03:30,0,1.75576198101043,0,222.12939453125 -25 11 2018 03:40,0,0.720349371433258,0,231.436203002929 -25 11 2018 03:50,0,1.13202500343322,0,244.197296142578 -25 11 2018 04:00,0,1.52014899253845,0,224.802703857421 -25 11 2018 04:10,0,1.3543210029602,0,224.598602294921 -25 11 2018 04:20,0,1.14376294612884,0,244.376098632812 -25 11 2018 04:30,0,1.79398298263549,0,236.0625 -25 11 2018 04:40,0,1.87180805206298,0,234.597198486328 -25 11 2018 04:50,0,1.77960801124572,0,233.8583984375 -25 11 2018 05:00,0,1.68077003955841,0,230.456893920898 -25 11 2018 05:10,0,1.3400330543518,0,232.055099487304 -25 11 2018 05:20,0,0.824082195758819,0,247.302505493164 -25 11 2018 05:30,0,0.943678021430969,0,279.030700683593 -25 11 2018 05:40,0,0.777195870876312,0,269.114501953125 -25 11 2018 05:50,0,1.19288301467895,0,234.630401611328 -25 11 2018 06:00,0,1.77429497241973,0,231.867492675781 -25 11 2018 06:10,0,1.88935804367065,0,222.431198120117 -25 11 2018 06:20,0,1.42109704017639,0,229.198806762695 -25 11 2018 06:30,0,1.7519119977951,0,224.327606201171 -25 11 2018 06:40,0,1.4450010061264,0,227.593994140625 -25 11 2018 06:50,0,1.28995299339294,0,239.576797485351 -25 11 2018 07:00,0,1.29113101959228,0,207.673202514648 -25 11 2018 07:10,0,1.81730699539184,0,205.862594604492 -25 11 2018 07:20,0,2.15779209136962,0,200.396194458007 -25 11 2018 07:30,0,1.90402102470397,0,205.431198120117 -25 11 2018 07:40,0,1.55926501750946,0,224.740005493164 -25 11 2018 07:50,0,1.08462297916412,0,226.723602294921 -25 11 2018 08:00,0,1.65347898006439,0,204.423095703125 -25 11 2018 08:10,0,2.34529209136962,0,192.893493652343 -25 11 2018 08:20,0,2.40458488464355,0,196.06900024414 -25 11 2018 08:30,0,2.24704909324645,0,203.532501220703 -25 11 2018 08:40,0,2.34055399894714,0,197.891403198242 -25 11 2018 08:50,0,2.4257469177246,0,195.056900024414 -25 11 2018 09:00,0,2.01402807235717,0,207.309494018554 -25 11 2018 09:10,0,2.52844095230102,0,196.073501586914 -25 11 2018 09:20,0,2.65025901794433,0,204.805206298828 -25 11 2018 09:30,0,2.25681090354919,0,162.823196411132 -25 11 2018 09:40,0,1.5803780555725,0,140.556900024414 -25 11 2018 09:50,0,2.07305288314819,0,226.181396484375 -25 11 2018 10:00,0,2.4861741065979,0,216.051696777343 -25 11 2018 10:10,0,2.44272994995117,0,214.431198120117 -25 11 2018 10:20,0,2.46440911293029,0,211.36489868164 -25 11 2018 10:30,0,3.28392195701599,31.5344368385749,209.552093505859 -25 11 2018 10:40,11.6487302780151,3.26415395736694,30.0351116911515,209.262603759765 -25 11 2018 10:50,52.9264602661132,3.60885000228881,65.1390660962097,205.732604980468 -25 11 2018 11:00,120.164100646972,4.10668897628784,143.065408377396,193.562301635742 -25 11 2018 11:10,25.6301193237304,3.13727688789367,21.9004559285795,190.618103027343 -25 11 2018 11:20,51.0398216247558,3.50144290924072,52.1617723939271,184.695602416992 -25 11 2018 11:30,60.7268409729003,3.49458694458007,51.396081886487,189.781204223632 -25 11 2018 11:40,233.726196289062,4.67936277389526,260.960656148847,189.517501831054 -25 11 2018 11:50,303.719299316406,5.06734800338745,352.718760018317,192.792007446289 -25 11 2018 12:00,488.463989257812,5.75881195068359,546.625555793013,201.684005737304 -25 11 2018 12:10,473.351196289062,5.62238979339599,504.906344749468,198.941192626953 -25 11 2018 12:20,237.554702758789,4.39211177825927,199.505912827084,202.820602416992 -25 11 2018 12:30,261.304412841796,4.41087102890014,203.368655367197,199.144805908203 -25 11 2018 12:40,341.301300048828,4.93252992630004,319.595792401007,196.906494140625 -25 11 2018 12:50,210.162902832031,4.5118441581726,224.510925393219,193.014602661132 -25 11 2018 13:00,80.2040481567382,3.70224809646606,77.9241302061309,192.793197631835 -25 11 2018 13:10,141.851593017578,4.17206478118896,155.625088443718,189.050994873046 -25 11 2018 13:20,115.887802124023,4.07868099212646,137.747178396469,186.97459411621 -25 11 2018 13:30,85.3594131469726,3.74175691604614,83.7524871136593,178.820098876953 -25 11 2018 13:40,75.9218826293945,3.50859308242797,52.9683325171827,183.080093383789 -25 11 2018 13:50,283.8837890625,5.09526586532592,359.752751173697,181.369003295898 -25 11 2018 14:00,619.631713867187,6.38360595703125,761.209013678478,181.252807617187 -25 11 2018 14:10,562.404479980468,6.21529483795166,699.060088552795,184.517395019531 -25 11 2018 14:20,450.56509399414,5.82177305221557,566.504206188843,184.451507568359 -25 11 2018 14:30,605.613708496093,6.17138385772705,683.347337752254,186.458297729492 -25 11 2018 14:40,1155.96105957031,7.38567876815795,1199.51790478539,188.921905517578 -25 11 2018 14:50,1457.02697753906,7.80601978302001,1420.94649373727,190.535400390625 -25 11 2018 15:00,1743.62805175781,8.43785572052001,1789.81325069317,193.772598266601 -25 11 2018 15:10,1804.91003417968,8.62661457061767,1906.62732966588,193.086593627929 -25 11 2018 15:20,2018.85705566406,9.2074384689331,2278.48401207575,194.080795288085 -25 11 2018 15:30,2832.23901367187,10.8634004592895,3222.05035123224,196.306503295898 -25 11 2018 15:40,3156.7548828125,11.5510997772216,3434.19260415038,197.956893920898 -25 11 2018 15:50,3076.94897460937,11.4878702163696,3418.80802129193,199.886306762695 -25 11 2018 16:00,3023.7900390625,10.9128799438476,3240.80753726286,196.090499877929 -25 11 2018 16:10,2693.56201171875,10.2988500595092,2964.34982650431,195.993896484375 -25 11 2018 16:20,2291.087890625,9.68846797943115,2582.67912479263,195.329193115234 -25 11 2018 16:30,3004.60693359375,11.1580200195312,3325.42666610958,198.194396972656 -25 11 2018 16:40,3341.51391601562,12.2247200012207,3552.6501486719,197.446197509765 -25 11 2018 16:50,3153.48803710937,11.7264404296875,3472.8501949629,194.51040649414 -25 11 2018 17:00,3082.3798828125,11.096019744873,3305.30040701605,193.667892456054 -25 11 2018 17:10,2616.51611328125,10.1535396575927,2883.93246310118,192.58250427246 -25 11 2018 17:20,2434.52392578125,10.2928800582885,2961.16646525076,197.702804565429 -25 11 2018 17:30,2703.13891601562,10.8785896301269,3227.87010919958,201.34309387207 -25 11 2018 17:40,2915.68701171875,11.4606704711914,3411.94839368814,204.274993896484 -25 11 2018 17:50,3112.05297851562,11.9816303253173,3519.06458254,205.294006347656 -25 11 2018 18:00,3292.9580078125,12.0026502609252,3522.36151440818,203.733703613281 -25 11 2018 18:10,3489.1689453125,12.341679573059,3565.36029061076,202.727798461914 -25 11 2018 18:20,3549.82299804687,12.2032299041748,3550.07530842873,201.376205444335 -25 11 2018 18:30,3530.35205078125,12.4001903533935,3570.90426741678,202.014694213867 -25 11 2018 18:40,3583.7509765625,12.4162397384643,3572.33133620657,199.947692871093 -25 11 2018 18:50,3597.89794921875,12.5622196197509,3583.48820097365,198.223098754882 -25 11 2018 19:00,3569.89501953125,12.0665102005004,3531.91574997686,200.534301757812 -25 11 2018 19:10,3569.44409179687,12.1944303512573,3548.99929366674,201.405502319335 -25 11 2018 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2018 13:00,0,1.4353300333023,0,165.425598144531 -28 12 2018 13:10,0,1.74447405338287,0,171.528900146484 -28 12 2018 13:20,0,2.15960788726806,0,175.273895263671 -28 12 2018 13:30,0,1.96311604976654,0,166.490798950195 -28 12 2018 13:40,0,2.44977498054504,0,190.781204223632 -28 12 2018 13:50,0,2.92565202713012,0,182.874694824218 -28 12 2018 14:00,0,2.70219206809997,0,173.599395751953 -28 12 2018 14:10,0,3.18425488471984,24.6121453144851,174.555999755859 -28 12 2018 14:20,0,2.79940795898437,0,175.946395874023 -28 12 2018 14:30,0,2.9683780670166,0,171.42300415039 -28 12 2018 14:40,0,2.97224903106689,0,162.94140625 -28 12 2018 14:50,0,3.31769299507141,34.2404829716806,163.650695800781 -28 12 2018 15:00,0,3.72072005271911,80.6180332383274,164.783599853515 -28 12 2018 15:10,0,4.46473121643066,214.571573726561,172.332702636718 -28 12 2018 15:20,78.7203979492187,3.96368098258972,121.132274339278,169.891906738281 -28 12 2018 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2018 02:20,0,2.91614890098571,0,307.640197753906 -09 03 2018 02:30,0,3.25354409217834,29.2561794839903,322.738403320312 -09 03 2018 02:40,0,2.67806100845336,0,323.813507080078 -09 03 2018 02:50,0,3.06880807876586,18.5806226567838,339.996612548828 -09 03 2018 03:00,0,3.54383111000061,57.0627776163792,339.299011230468 -09 03 2018 03:10,0,3.53195095062255,55.6601755293814,337.376190185546 -09 03 2018 03:20,0,3.77294111251831,88.5291526742694,336.941711425781 -09 03 2018 03:30,0,3.07993507385253,19.0690916458261,345.836395263671 -09 03 2018 03:40,0,1.43319296836853,0,343.614593505859 -09 03 2018 03:50,0,1.74060201644897,0,343.037689208984 -09 03 2018 04:00,0,2.20694208145141,0,357.112915039062 -09 03 2018 04:10,0,2.21151399612426,0,349.18521118164 -09 03 2018 04:20,0,2.46639609336853,0,350.742004394531 -09 03 2018 04:30,0,2.11662507057189,0,3.06626796722412 -09 03 2018 04:40,0,1.62926304340362,0,18.986249923706 -09 03 2018 04:50,0,3.02145504951477,16.7233871164472,3.06632089614868 -09 03 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2018 12:20,0,1.35114204883575,0,54.6506805419921 -10 03 2018 12:30,0,2.13171100616455,0,41.3521118164062 -10 03 2018 12:40,0,1.84794497489929,0,47.3169403076171 -10 03 2018 12:50,0,0.947931706905364,0,126.132400512695 -10 03 2018 13:00,0,1.05623400211334,0,91.6952362060546 -10 03 2018 13:10,0,1.98038697242736,0,38.3724288940429 -10 03 2018 13:20,0,1.83963501453399,0,31.5051307678222 -10 03 2018 13:30,0,1.2854219675064,0,22.5742301940917 -10 03 2018 13:40,0,2.19802808761596,0,33.9022483825683 -10 03 2018 13:50,0,2.21067404747009,0,45.7098388671875 -10 03 2018 14:00,0,1.1349469423294,0,67.9725723266601 -10 03 2018 14:10,0,2.01776003837585,0,209.473999023437 -10 03 2018 14:20,0,0.902770578861236,0,224.95230102539 -10 03 2018 14:30,0,2.20113205909729,0,246.158401489257 -10 03 2018 14:40,0,3.08389091491699,19.2475241257926,220.724700927734 -10 03 2018 14:50,0,2.12526607513427,0,236.549697875976 -10 03 2018 15:00,0,2.87946391105651,0,224.870498657226 -10 03 2018 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2018 19:40,3603.4580078125,16.2612800598144,3600,208.336196899414 -18 03 2018 19:50,3603.28100585937,14.8722801208496,3600,212.003005981445 -18 03 2018 20:00,3583.69604492187,13.7496795654296,3600,211.964706420898 -18 03 2018 20:10,3554.1689453125,12.6924800872802,3590.72106355602,209.490005493164 -18 03 2018 20:20,3507.169921875,12.4524698257446,3575.40574650871,213.178100585937 -18 03 2018 20:30,3598.84912109375,13.8325996398925,3600,214.673095703125 -18 03 2018 20:40,3598.61303710937,13.7372398376464,3600,212.05810546875 -18 03 2018 20:50,3494.87890625,12.787480354309,3594.4119628075,207.900299072265 -18 03 2018 21:00,3522.541015625,12.8723201751708,3596.59709335918,213.286804199218 -18 03 2018 21:10,3532.1201171875,13.1021099090576,3600,212.071395874023 -18 03 2018 21:20,3573.19897460937,13.8984098434448,3600,211.628799438476 -18 03 2018 21:30,3600.86889648437,13.6095104217529,3600,215.442794799804 -18 03 2018 21:40,3572.0859375,13.2891597747802,3600,214.695404052734 -18 03 2018 21:50,3278.78588867187,11.8276195526123,3492.56285357477,217.903106689453 -18 03 2018 22:00,2033.53698730468,8.83311176300048,2037.01107452197,219.275894165039 -18 03 2018 22:10,1303.90600585937,7.6669750213623,1345.44764310411,218.36799621582 -18 03 2018 22:20,2214.50610351562,9.65439414978027,2557.79584765473,215.929397583007 -18 03 2018 22:30,1561.84497070312,8.08332252502441,1578.06704378351,213.358901977539 -18 03 2018 22:40,1815.59594726562,8.80701446533203,2020.402074988,210.462005615234 -18 03 2018 22:50,1209.61096191406,7.53569984436035,1276.38806146681,207.81199645996 -18 03 2018 23:00,1398.88403320312,8.09920406341552,1587.30826420675,207.972702026367 -18 03 2018 23:10,1758.11303710937,8.54739475250244,1857.29981768707,208.097793579101 -18 03 2018 23:20,1483.10302734375,8.16908836364746,1628.26204759,206.998504638671 -18 03 2018 23:30,1272.23205566406,7.59073400497436,1305.0675482362,205.425598144531 -18 03 2018 23:40,943.043701171875,6.96393680572509,999.836723743102,210.702392578125 -18 03 2018 23:50,1450.6650390625,8.02474975585937,1544.20159129931,213.559997558593 -19 03 2018 00:00,1668.44702148437,8.55557918548583,1862.3764818287,214.306900024414 -19 03 2018 00:10,1306.9189453125,7.86277484893798,1452.4200861946,214.153198242187 -19 03 2018 00:20,984.030090332031,7.13879299163818,1079.71190953387,215.391403198242 -19 03 2018 00:30,877.189270019531,6.78179216384887,920.711608291802,215.516906738281 -19 03 2018 00:40,806.5595703125,6.69793891906738,885.620493543745,214.839202880859 -19 03 2018 00:50,524.327880859375,5.82908105850219,568.837670649471,209.418502807617 -19 03 2018 01:00,769.099670410156,6.49601697921752,804.433774707415,215.306503295898 -19 03 2018 01:10,974.19287109375,6.87144088745117,959.150701952954,215.033493041992 -19 03 2018 01:20,1110.90795898437,7.4121971130371,1212.9054482321,209.279907226562 -19 03 2018 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03:20,1390.01098632812,7.74607801437377,1388.11311217756,196.203994750976 -19 03 2018 03:30,1073.89501953125,7.42406892776489,1218.9327585696,195.525695800781 -19 03 2018 03:40,1365.66796875,8.11866188049316,1598.66401342654,190.929504394531 -19 03 2018 03:50,1316.43798828125,8.05047130584716,1559.03070010073,190.654006958007 -19 03 2018 04:00,1586.01000976562,8.66153907775878,1928.50289072703,190.985702514648 -19 03 2018 04:10,1431.03894042968,8.27612590789794,1691.86325143795,189.202804565429 -19 03 2018 04:20,1618.54895019531,8.68710041046142,1944.56149091761,189.287902832031 -19 03 2018 04:30,1366.0439453125,7.81682777404785,1426.91153084783,187.479904174804 -19 03 2018 04:40,1483.56994628906,8.20692253112792,1650.6249937029,191.325103759765 -19 03 2018 04:50,1806.33898925781,8.72642993927001,1969.34601897788,188.313507080078 -19 03 2018 05:00,1522.76293945312,7.98906993865966,1523.74371510705,190.284698486328 -19 03 2018 05:10,1645.88500976562,8.36292934417724,1744.17136542018,190.255004882812 -19 03 2018 05:20,1732.08703613281,8.76888561248779,1996.20029787086,182.93699645996 -19 03 2018 05:30,1840.72399902343,8.56562614440917,1868.61470389681,184.490203857421 -19 03 2018 05:40,1522.89404296875,7.90387105941772,1475.43748058832,185.640502929687 -19 03 2018 05:50,1634.53100585937,8.12810516357421,1604.18837942838,187.015396118164 -19 03 2018 06:00,1965.54504394531,8.75498867034912,1987.39902145083,195.787292480468 -19 03 2018 06:10,1952.71203613281,8.69178581237792,1947.50932343029,197.320602416992 -19 03 2018 06:20,2339.14208984375,9.49926376342773,2469.5053427098,193.056701660156 -19 03 2018 06:30,1877.44799804687,8.67508316040039,1937.00684758094,190.183197021484 -19 03 2018 06:40,2019.74304199218,9.15259265899658,2242.78937833062,190.757095336914 -19 03 2018 06:50,1586.35998535156,7.90066623687744,1473.63576013489,188.353607177734 -19 03 2018 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2018 20:50,3187,11.9326200485229,3511.08151129923,201.774993896484 -19 03 2018 21:00,3053.45703125,12.0109596252441,3523.64394858339,201.37939453125 -19 03 2018 21:10,3258.27905273437,12.4096202850341,3571.74761305375,191.328002929687 -19 03 2018 21:20,3004.5,11.7255296707153,3472.66426972831,205.734893798828 -19 03 2018 21:30,3603.3720703125,15.4532604217529,3600,204.293701171875 -19 03 2018 21:40,3515.48901367187,13.1428098678588,3600,209.100006103515 -19 03 2018 21:50,3529.6279296875,13.3529195785522,3600,218.704299926757 -19 03 2018 22:00,3428.78198242187,12.01718044281,3524.59632680281,215.62190246582 -19 03 2018 22:10,3577.212890625,13.2321996688842,3600,217.104293823242 -19 03 2018 22:20,3598.19604492187,13.3566398620605,3600,213.530395507812 -19 03 2018 22:30,3597.84204101562,13.5877199172973,3600,208.428802490234 -19 03 2018 22:40,3585.06494140625,12.6686496734619,3589.5868405257,205.578201293945 -19 03 2018 22:50,3597.62109375,13.3523702621459,3600,207.165802001953 -19 03 2018 23:00,3595.11206054687,13.1047601699829,3600,200.417602539062 -19 03 2018 23:10,3603.39599609375,13.9632701873779,3600,200.951202392578 -19 03 2018 23:20,3603.0439453125,14.8450603485107,3600,201.877700805664 -19 03 2018 23:30,3602.50610351562,16.3560905456542,3600,201.424697875976 -19 03 2018 23:40,3602.8359375,14.1818103790283,3600,192.932296752929 -19 03 2018 23:50,3598.73193359375,14.2389202117919,3600,190.685104370117 -20 03 2018 00:00,3602.89892578125,14.5911197662353,3600,184.771896362304 -20 03 2018 00:10,3602.7958984375,14.3371400833129,3600,180.732696533203 -20 03 2018 00:20,3570.31689453125,13.1269903182983,3600,174.234298706054 -20 03 2018 00:30,3603.00805664062,14.6378097534179,3600,178.098098754882 -20 03 2018 00:40,3603.38305664062,15.1554899215698,3600,183.416702270507 -20 03 2018 00:50,3603.63598632812,15.68879032135,3600,175.453796386718 -20 03 2018 01:00,3603.36791992187,15.9398097991943,3600,171.469894409179 -20 03 2018 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13:40,2321.52807617187,9.44765472412109,2435.62807798741,246.865798950195 -20 03 2018 13:50,1758.69702148437,8.32825756072998,1723.20266232136,245.124298095703 -20 03 2018 14:00,2252.5,9.48503971099853,2460.1658600644,252.292098999023 -20 03 2018 14:10,1753.65905761718,8.43160152435302,1785.98677884822,249.29409790039 -20 03 2018 14:20,988.875122070312,6.8286600112915,940.686918748718,255.100402832031 -20 03 2018 14:30,1174.31103515625,7.33124208450317,1172.35988824435,255.043197631835 -20 03 2018 14:40,1318.24597167968,7.62573909759521,1323.51530303695,252.223800659179 -20 03 2018 14:50,895.200378417968,6.64727592468261,864.815037740044,251.042098999023 -20 03 2018 15:00,984.864074707031,6.90982913970947,975.908270299655,251.289093017578 -20 03 2018 15:10,813.42626953125,6.4579792022705,789.651729113502,253.649597167968 -20 03 2018 15:20,1532.21105957031,8.04046535491943,1553.25403928011,253.365905761718 -20 03 2018 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2018 01:00,2767.43701171875,10.8893899917602,3231.97495749369,198.979904174804 -21 03 2018 01:10,3006.36206054687,11.3398599624633,3379.6876808661,201.361206054687 -21 03 2018 01:20,2862.86010742187,11.1082496643066,3309.33742886785,198.820495605468 -21 03 2018 01:30,3008.72705078125,11.5097103118896,3424.21036096188,196.680892944335 -21 03 2018 01:40,3226.9609375,12.0310201644897,3526.6914745085,197.425003051757 -21 03 2018 01:50,3273.2490234375,12.2027702331542,3550.01941213764,196.676300048828 -21 03 2018 02:00,3217.05395507812,11.7907304763793,3485.59086002728,194.220596313476 -21 03 2018 02:10,3381.48388671875,12.2903003692626,3560.04629240082,194.045303344726 -21 03 2018 02:20,3422.21606445312,12.1179895401,3539.11726127199,196.145599365234 -21 03 2018 02:30,3370.26098632812,11.9426298141479,3512.74579013644,196.868194580078 -21 03 2018 02:40,3414.17797851562,12.1031799316406,3537.09091928528,194.540206909179 -21 03 2018 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2018 04:50,3588.32006835937,12.5786800384521,3584.54250007655,187.795593261718 -21 03 2018 05:00,3528.2099609375,12.5659799575805,3583.73265712081,186.587203979492 -21 03 2018 05:10,3549.14794921875,12.7575302124023,3593.39104324441,185.234100341796 -21 03 2018 05:20,3568.55590820312,12.7831602096557,3594.27277222196,184.59309387207 -21 03 2018 05:30,3604.14111328125,13.2458400726318,3600,187.299499511718 -21 03 2018 05:40,3567.27807617187,12.7901201248168,3594.49567636965,186.526397705078 -21 03 2018 05:50,3062.65795898437,11.5753002166748,3439.87537944006,184.913604736328 -21 03 2018 06:00,2694.5849609375,10.69517993927,3153.85718412617,183.493103027343 -21 03 2018 06:10,2053.93896484375,8.99085998535156,2138.1003607467,180.162506103515 -21 03 2018 06:20,1933.85595703125,8.71101284027099,1959.6197158688,178.580093383789 -21 03 2018 06:30,2288.09912109375,9.30294322967529,2340.82587735754,179.181198120117 -21 03 2018 06:40,2959.02001953125,10.7951898574829,3195.23315395445,181.55239868164 -21 03 2018 06:50,3445.02807617187,12.1449499130249,3542.71261154059,183.269699096679 -21 03 2018 07:00,3164.27197265625,11.5652303695678,3437.52448412939,178.867004394531 -21 03 2018 07:10,3417.7509765625,12.0202903747558,3525.06996887135,181.2373046875 -21 03 2018 07:20,3595.96899414062,13.6441898345947,3600,182.248794555664 -21 03 2018 07:30,3419.80200195312,12.1320695877075,3541.0099600302,183.007904052734 -21 03 2018 07:40,2738.69702148437,10.2958602905273,2962.75687506178,183.064697265625 -21 03 2018 07:50,3470.35302734375,12.4684495925903,3576.69727310927,184.74819946289 -21 03 2018 08:00,3206.7060546875,11.6657104492187,3460.11617591591,181.348602294921 -21 03 2018 08:10,3200.39404296875,11.7565898895263,3478.91901149058,182.225692749023 -21 03 2018 08:20,3451.15307617187,12.4974603652954,3578.94166397227,182.343505859375 -21 03 2018 08:30,3455.876953125,12.5571498870849,3583.1552391026,180.76170349121 -21 03 2018 08:40,3392.81103515625,12.0809097290039,3533.97482964876,179.512893676757 -21 03 2018 08:50,3418.40307617187,12.2753801345825,3558.4243318976,181.245193481445 -21 03 2018 09:00,3093.94604492187,11.057029724121,3292.20792650881,181.468704223632 -21 03 2018 09:10,2899.75805664062,10.9534196853637,3255.74685626552,182.617095947265 -21 03 2018 09:20,3549.38696289062,12.8430099487304,3595.95982327105,189.453903198242 -21 03 2018 09:30,2362.7119140625,9.76006698608398,2633.66372919872,188.928802490234 -21 03 2018 09:40,1690.63403320312,8.25521659851074,1679.35884638463,196.164001464843 -21 03 2018 09:50,2589.57299804687,10.1045703887939,2855.42563783899,189.757904052734 -21 03 2018 10:00,2653.89990234375,10.1368598937988,2874.30353677626,187.880996704101 -21 03 2018 10:10,2674.5029296875,10.3781995773315,3005.70310566411,188.44839477539 -21 03 2018 10:20,1789.56994628906,8.50496292114257,1831.05492433907,194.570999145507 -21 03 2018 10:30,2102.02197265625,9.27995681762695,2325.80193592309,193.727096557617 -21 03 2018 10:40,2267.68798828125,9.40911674499511,2410.35017021553,193.366897583007 -21 03 2018 10:50,1887.27404785156,8.66964721679687,1933.59241941188,199.240600585937 -21 03 2018 11:00,2755.82104492187,10.5337600708007,3081.73287493007,196.959197998046 -21 03 2018 11:10,1734.89501953125,8.27417755126953,1690.69647109734,193.046798706054 -21 03 2018 11:20,1408.20495605468,7.80915880203247,1422.67755171332,193.88670349121 -21 03 2018 11:30,2631.7890625,10.2603597640991,2943.64645388832,192.620498657226 -21 03 2018 11:40,1595.45300292968,8.67450141906738,1936.64135784195,201.612106323242 -21 03 2018 11:50,755.527099609375,7.93563079833984,1493.35332305842,200.908996582031 -21 03 2018 12:00,1721.626953125,7.90253114700317,1474.68405695016,195.361099243164 -21 03 2018 12:10,2728.51904296875,10.3091402053833,2969.81295328455,191.037902832031 -21 03 2018 12:20,2131.72412109375,9.24888229370117,2305.51029257648,191.169494628906 -21 03 2018 12:30,1828.9150390625,8.77502632141113,2000.09274159309,197.268997192382 -21 03 2018 12:40,1982.625,8.90130996704101,2080.57426453853,196.685394287109 -21 03 2018 12:50,1799.61901855468,8.39496421813964,1763.63169043147,201.35350036621 -21 03 2018 13:00,1299.37194824218,7.76843690872192,1400.31051352347,208.436096191406 -21 03 2018 13:10,1311.33605957031,7.51934814453125,1267.94439836613,195.741500854492 -21 03 2018 13:20,1134.16003417968,7.21002388000488,1113.40671042239,203.931396484375 -21 03 2018 13:30,1744.90405273437,8.58546638488769,1880.95367830651,207.511596679687 -21 03 2018 13:40,1649.99401855468,8.27632331848144,1691.98148976477,214.45799255371 -21 03 2018 13:50,2236.0400390625,9.71638107299804,2602.76418546014,211.538696289062 -21 03 2018 14:00,1413.57995605468,7.79841899871826,1416.75968541782,220.731903076171 -21 03 2018 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18:10,2799.35400390625,10.6264095306396,3123.95071634668,226.994598388671 -21 03 2018 18:20,2364.92504882812,9.7045783996582,2594.30419785461,232.705795288085 -21 03 2018 18:30,3271.57299804687,11.6679201126098,3460.59154268,226.286193847656 -21 03 2018 18:40,3505.99194335937,13.0625896453857,3600,228.781097412109 -21 03 2018 18:50,2589.32690429687,10.047360420227,2821.19954811211,228.734603881835 -21 03 2018 19:00,2632.12109375,10.1094799041748,2858.31626771999,225.765701293945 -21 03 2018 19:10,3106.88696289062,11.27952003479,3362.45586205364,225.86669921875 -21 03 2018 19:20,1847.11596679687,8.75278377532958,1986.00359104073,233.53889465332 -21 03 2018 19:30,855.549194335937,6.78654813766479,922.726698093151,248.228103637695 -21 03 2018 19:40,384.296112060546,5.40931606292724,443.287368199208,254.211196899414 -21 03 2018 19:50,179.468704223632,4.35239601135253,191.393389458665,251.162200927734 -21 03 2018 20:00,571.918884277343,6.0556321144104,642.916053964519,241.415100097656 -21 03 2018 20:10,960.968322753906,7.0998888015747,1061.5961753652,244.342407226562 -21 03 2018 20:20,645.199523925781,6.35843706130981,751.720479794804,245.083801269531 -21 03 2018 20:30,535.726501464843,6.05681991577148,643.323674341435,246.706802368164 -21 03 2018 20:40,370.347991943359,5.28061199188232,408.046803088799,246.802703857421 -21 03 2018 20:50,767.916381835937,6.63361883163452,859.256990950955,246.98989868164 -21 03 2018 21:00,586.184326171875,6.18530416488647,688.306109245369,257.552185058593 -21 03 2018 21:10,177.605499267578,4.56145191192626,235.121522047145,275.279998779296 -21 03 2018 21:20,179.691299438476,4.5591869354248,234.633773766535,276.221710205078 -21 03 2018 21:30,72.220703125,3.73180699348449,82.2611418485294,290.951599121093 -21 03 2018 21:40,1.89086401462554,2.97555589675903,0,322.079803466796 -21 03 2018 21:50,0,2.46118593215942,0,356.376800537109 -21 03 2018 22:00,0,2.71294498443603,0,344.463500976562 -21 03 2018 22:10,0,2.75438809394836,0,4.95554399490356 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2018 00:30,424.540496826171,5.52880001068115,477.323018384749,55.9958686828613 -22 03 2018 00:40,401.459106445312,5.4911937713623,466.470195316624,53.1820793151855 -22 03 2018 00:50,485.445404052734,5.79403400421142,557.696680122368,58.5857696533203 -22 03 2018 01:00,532.817626953125,5.96047115325927,611.737175619523,63.8178787231445 -22 03 2018 01:10,652.210571289062,6.35429000854492,750.163674360179,61.851219177246 -22 03 2018 01:20,683.400085449218,6.38064193725585,760.088012103204,63.8255996704101 -22 03 2018 01:30,554.698120117187,6.08995199203491,654.754425787419,71.2319183349609 -22 03 2018 01:40,229.485702514648,4.98459100723266,332.223125339923,74.6827774047851 -22 03 2018 01:50,71.7140274047851,3.7022840976715,77.9293274328711,72.4059677124023 -22 03 2018 02:00,172.261505126953,4.63058376312255,250.163315804996,74.2723083496093 -22 03 2018 02:10,706.194213867187,6.82187318801879,937.778082146033,75.1796798706054 -22 03 2018 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20:50,209.085296630859,4.71465587615966,268.870179597696,189.390594482421 -24 03 2018 21:00,175.345993041992,4.50708389282226,223.500628037086,191.44400024414 -24 03 2018 21:10,182.927001953125,4.50068187713623,222.144044292863,193.207107543945 -24 03 2018 21:20,44.6131706237792,3.61023998260498,65.3191063529375,191.391693115234 -24 03 2018 21:30,3.88490390777587,2.98458099365234,0,175.867599487304 -24 03 2018 21:40,0,3.15346002578735,22.7947191863677,176.47590637207 -24 03 2018 21:50,49.9260292053222,4.12549877166748,146.65789604248,175.19009399414 -24 03 2018 22:00,119.974098205566,4.31192398071289,183.216072475007,160.878494262695 -24 03 2018 22:10,186.993392944335,4.53887701034545,230.274305709777,159.717102050781 -24 03 2018 22:20,218.294006347656,4.78359603881835,284.56188190728,166.49299621582 -24 03 2018 22:30,325.055114746093,5.44209623336791,452.496050311371,165.439102172851 -24 03 2018 22:40,776.484375,6.54065608978271,821.985977658777,164.94189453125 -24 03 2018 22:50,1091.25,7.082368850708,1053.5032505068,176.182403564453 -24 03 2018 23:00,795.449584960937,6.42144298553466,775.603366142425,169.13720703125 -24 03 2018 23:10,749.401184082031,6.22936582565307,704.138865984683,187.174606323242 -24 03 2018 23:20,494.256195068359,5.7188081741333,534.202240480373,200.313995361328 -24 03 2018 23:30,316.96109008789,5.10839986801147,363.083171993127,201.497406005859 -24 03 2018 23:40,573.441589355468,5.9521198272705,608.956354190404,200.763397216796 -24 03 2018 23:50,871.609069824218,6.65437221527099,867.711450024058,198.072296142578 -25 03 2018 00:00,904.677917480468,6.64970779418945,865.806976566067,190.988998413085 -25 03 2018 00:10,733.2177734375,6.38672876358032,762.391104847151,200.1875 -25 03 2018 00:20,585.090881347656,6.05318784713745,642.077723758849,198.970901489257 -25 03 2018 00:30,470.102905273437,5.69504117965698,526.896474589202,203.530807495117 -25 03 2018 00:40,378.890197753906,5.31234788894653,416.603041139887,210.327392578125 -25 03 2018 00:50,302.734588623046,4.97906684875488,330.873622625192,217.268997192382 -25 03 2018 01:00,348.003387451171,5.24771213531494,399.267096563753,224.906494140625 -25 03 2018 01:10,480.932006835937,5.71387290954589,532.680596886392,212.719802856445 -25 03 2018 01:20,585.911315917968,6.07206010818481,648.567059716036,188.73289489746 -25 03 2018 01:30,346.536804199218,5.20905208587646,389.066225970628,180.955307006835 -25 03 2018 01:40,241.099197387695,4.80839490890502,290.286177028649,170.835205078125 -25 03 2018 01:50,389.917785644531,5.46178579330444,458.0737823183,169.4833984375 -25 03 2018 02:00,617.473022460937,6.10982418060302,661.666708720348,181.986404418945 -25 03 2018 02:10,822.272583007812,6.54600381851196,824.103630011754,192.970993041992 -25 03 2018 02:20,605.628723144531,6.08193922042846,651.979222941294,200.788604736328 -25 03 2018 02:30,313.578094482421,5.03538417816162,344.740132634993,196.030197143554 -25 03 2018 02:40,419.346984863281,5.74248313903808,541.535317068853,200.319107055664 -25 03 2018 02:50,542.145324707031,6.21853590011596,700.22803343075,200.844604492187 -25 03 2018 03:00,410.460296630859,5.69969081878662,528.321353055092,198.640899658203 -25 03 2018 03:10,428.348205566406,5.91254997253417,595.881029839187,186.838394165039 -25 03 2018 03:20,455.297790527343,5.91485500335693,596.638158615326,183.439407348632 -25 03 2018 03:30,431.843292236328,5.79670715332031,558.542033005822,184.50650024414 -25 03 2018 03:40,332.440399169921,5.34845399856567,426.442904248724,186.218795776367 -25 03 2018 03:50,241.60659790039,4.83582687377929,296.668341186024,195.206893920898 -25 03 2018 04:00,160.346893310546,4.46001291275024,213.58341382684,207.417999267578 -25 03 2018 04:10,94.5691604614257,4.03177213668823,128.921384905519,218.358795166015 -25 03 2018 04:20,24.3453197479248,3.37092494964599,38.8764238502627,223.891204833984 -25 03 2018 04:30,6.182541847229,3.08311200141906,19.2121924278008,230.933197021484 -25 03 2018 04:40,0,2.91958498954772,0,243.25210571289 -25 03 2018 04:50,0,3.23855590820312,28.1865027695894,209.270401000976 -25 03 2018 05:00,177.380401611328,4.52754688262939,227.853320684309,199.193801879882 -25 03 2018 05:10,149.626495361328,4.14684677124023,150.755749439716,200.237899780273 -25 03 2018 05:20,161.257202148437,4.41438484191894,204.094419288516,199.557907104492 -25 03 2018 05:30,193.944503784179,4.59747886657714,242.922689235724,198.254592895507 -25 03 2018 05:40,211.823806762695,4.5182819366455,225.879427658514,195.568496704101 -25 03 2018 05:50,110.171997070312,3.83306694030761,98.1781842525234,199.445098876953 -25 03 2018 06:00,2.75227308273315,2.53889393806457,0,195.219802856445 -25 03 2018 06:10,3.46887111663818,2.58612895011901,0,192.555404663085 -25 03 2018 06:20,21.548469543457,3.2006390094757,25.6409292730941,175.80760192871 -25 03 2018 06:30,67.3652572631835,3.6178069114685,66.3046515556525,171.479400634765 -25 03 2018 06:40,11.159460067749,2.76927089691162,0,182.508804321289 -25 03 2018 06:50,0,2.09999108314514,0,181.442596435546 -25 03 2018 07:00,3.22413110733032,3.2152509689331,26.5946693759906,197.077194213867 -25 03 2018 07:10,10.2361497879028,2.8296890258789,0,181.638595581054 -25 03 2018 07:20,213.78140258789,4.28245878219604,177.318412258055,166.702102661132 -25 03 2018 07:30,622.102783203125,6.0527868270874,641.940243616289,172.590606689453 -25 03 2018 07:40,377.20669555664,4.94848918914794,323.445204893399,183.037704467773 -25 03 2018 07:50,609.446716308593,5.69275522232055,526.196723661114,176.31590270996 -25 03 2018 08:00,602.609985351562,5.85916900634765,578.502647124335,174.33479309082 -25 03 2018 08:10,473.271911621093,5.31707191467285,417.884055395545,177.811004638671 -25 03 2018 08:20,258.404602050781,4.50421905517578,222.893265797124,183.138702392578 -25 03 2018 08:30,195.906295776367,4.30989217758178,182.8078981401,185.849899291992 -25 03 2018 08:40,521.679870605468,5.64627599716186,512.079759872092,174.799697875976 -25 03 2018 08:50,418.980407714843,5.11738777160644,365.370152593104,176.35139465332 -25 03 2018 09:00,464.912994384765,5.55095815658569,483.779079431742,173.671096801757 -25 03 2018 09:10,713.820617675781,5.84803915023803,574.916595659659,181.340499877929 -25 03 2018 09:20,555.794128417968,5.97614097595214,616.975010571322,180.934097290039 -25 03 2018 09:30,643.796569824218,5.84343290328979,573.436198547464,190.204803466796 -25 03 2018 09:40,543.909118652343,5.65079498291015,513.443076735522,194.350692749023 -25 03 2018 09:50,443.261108398437,5.396812915802,439.800239712866,180.669799804687 -25 03 2018 10:00,303.671813964843,4.6981611251831,265.163265657703,182.243392944335 -25 03 2018 10:10,721.177429199218,6.15469312667846,677.429008939711,184.816497802734 -25 03 2018 10:20,672.324523925781,5.77908611297607,552.982918773992,198.88150024414 -25 03 2018 10:30,883.895690917968,6.47043180465698,794.473390327172,196.092407226562 -25 03 2018 10:40,782.72802734375,6.18181800842285,687.062303525195,200.544494628906 -25 03 2018 10:50,954.835815429687,6.80002880096435,928.453012323281,207.053405761718 -25 03 2018 11:00,595.883728027343,5.84519910812377,574.003578875972,195.733795166015 -25 03 2018 11:10,645.056701660156,5.96199512481689,612.245429742893,198.629898071289 -25 03 2018 11:20,808.520874023437,6.32713603973388,740.016172272546,207.592407226562 -25 03 2018 11:30,1679.16003417968,8.29976081848144,1706.04306219431,212.022994995117 -25 03 2018 11:40,856.947692871093,6.58286190032958,838.786377466888,214.327102661132 -25 03 2018 11:50,613.291870117187,5.71143913269042,531.931100044635,221.8583984375 -25 03 2018 12:00,212.699600219726,4.4921817779541,220.346677862266,229.119903564453 -25 03 2018 12:10,402.912811279296,5.31049013137817,416.099798888026,221.354507446289 -25 03 2018 12:20,313.354400634765,4.80385017395019,289.233919655735,217.070907592773 -25 03 2018 12:30,371.389099121093,5.0197730064392,340.872069691251,217.064102172851 -25 03 2018 12:40,692.164672851562,6.19501686096191,691.77831084683,218.437194824218 -25 03 2018 12:50,962.705993652343,6.66075801849365,870.322806339038,227.768203735351 -25 03 2018 13:00,546.176391601562,5.63931417465209,509.983334991774,228.3583984375 -25 03 2018 13:10,2128.92309570312,8.95435333251953,2114.60692652717,220.958404541015 -25 03 2018 13:20,2580.1669921875,10.0230903625488,2806.37557287295,208.413299560546 -25 03 2018 13:30,1593.44995117187,8.00191307067871,1531.09242967592,205.926498413085 -25 03 2018 13:40,1657.93005371093,8.18110370635986,1635.34976478222,209.009002685546 -25 03 2018 13:50,1517.79797363281,8.10014533996582,1587.85675408435,212.081405639648 -25 03 2018 14:00,1006.45202636718,7.12961483001708,1075.41998740411,208.30549621582 -25 03 2018 14:10,861.685913085937,6.81143903732299,933.316769539403,197.971603393554 -25 03 2018 14:20,345.202697753906,4.95843076705932,325.852701868792,192.927200317382 -25 03 2018 14:30,88.1346588134765,3.57119703292846,60.3795890878137,201.686294555664 -25 03 2018 14:40,255.442993164062,4.82887887954711,295.046852155446,209.4501953125 -25 03 2018 14:50,342.913696289062,5.19785785675048,386.135664029262,206.989395141601 -25 03 2018 15:00,352.448913574218,5.36464405059814,430.891923793845,207.456893920898 -25 03 2018 15:10,276.763702392578,4.99253416061401,334.16760702661,206.315597534179 -25 03 2018 15:20,204.949005126953,4.52639198303222,227.606985188059,210.460494995117 -25 03 2018 15:30,247.476303100585,4.81265306472778,291.273391244022,214.879501342773 -25 03 2018 15:40,322.202697753906,5.06356620788574,351.770625230867,210.163604736328 -25 03 2018 15:50,712.758422851562,6.35476398468017,750.341510661158,217.800994873046 -25 03 2018 16:00,805.735900878906,6.81818199157714,936.198352976107,212.992492675781 -25 03 2018 16:10,750.202087402343,6.12706613540649,667.698287429056,196.948501586914 -25 03 2018 16:20,1688.74194335937,8.48168563842773,1816.71199190284,205.673904418945 -25 03 2018 16:30,1078.873046875,7.18198299407958,1100.06027318546,215.140594482421 -25 03 2018 16:40,596.498107910156,6.01001691818237,627.37627969629,226.644699096679 -25 03 2018 16:50,238.825302124023,4.54865312576293,232.369551255243,233.031005859375 -25 03 2018 17:00,232.831497192382,4.64228677749633,252.739739758408,225.976501464843 -25 03 2018 17:10,1536.00695800781,8.27557659149169,1691.53425814878,214.31900024414 -25 03 2018 17:20,1424.73803710937,8.25649166107177,1680.12028125681,209.312103271484 -25 03 2018 17:30,891.929016113281,6.92051315307617,980.604356653028,207.272705078125 -25 03 2018 17:40,694.254272460937,6.33185291290283,741.773143272524,205.509994506835 -25 03 2018 17:50,1443.833984375,7.89531421661376,1470.62943379103,200.019897460937 -25 03 2018 18:00,2139.67993164062,9.14943885803222,2240.73949285578,196.250396728515 -25 03 2018 18:10,2780.89697265625,10.3967304229736,3015.10667155893,198.028396606445 -25 03 2018 18:20,2808.5859375,10.5454196929931,3087.16945848701,202.3623046875 -25 03 2018 18:30,2613.21997070312,10.3815803527832,3007.42580190916,203.548202514648 -25 03 2018 18:40,2581.59008789062,10.319800376892,2975.44078737656,201.657196044921 -25 03 2018 18:50,2146.916015625,9.31801509857177,2350.6828263989,200.694702148437 -25 03 2018 19:00,2386.65307617187,9.66115856170654,2562.7678564583,204.126907348632 -25 03 2018 19:10,2617.01000976562,10.0245599746704,2807.27840127311,203.364593505859 -25 03 2018 19:20,2669.76098632812,10.2057800292968,2913.55426879312,200.156097412109 -25 03 2018 19:30,2705.84301757812,10.3813800811767,3007.32384071222,198.710998535156 -25 03 2018 19:40,3060.26489257812,11.0302000045776,3283.00076744498,197.633697509765 -25 03 2018 19:50,3577.80297851562,12.7351903915405,3592.54417658987,201.698806762695 -25 03 2018 20:00,3601.47705078125,13.0427799224853,3600,201.80549621582 -25 03 2018 20:10,3571.51196289062,12.5736198425292,3584.22274354087,200.583694458007 -25 03 2018 20:20,3540.54296875,12.3596696853637,3567.12214423624,197.842697143554 -25 03 2018 20:30,3603.90502929687,13.0612096786499,3600,197.655303955078 -25 03 2018 20:40,3556.35205078125,12.7486095428466,3593.06164015413,197.017501831054 -25 03 2018 20:50,3501.02709960937,11.4388904571533,3406.349668262,196.048599243164 -25 03 2018 21:00,3439.31689453125,12.6241798400878,3587.24476163012,197.574493408203 -25 03 2018 21:10,3584.73291015625,12.7665195465087,3593.71121238995,188.560501098632 -25 03 2018 21:20,3547.85205078125,12.314299583435,3562.58065818902,189.012893676757 -25 03 2018 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2018 10:30,0,1.95742905139923,0,45.2980690002441 -03 04 2018 10:40,0,1.95902001857757,0,38.7750205993652 -03 04 2018 10:50,0,2.06476998329162,0,32.5379104614257 -03 04 2018 11:00,0,2.5235629081726,0,13.9721698760986 -03 04 2018 11:10,0,2.72959089279174,0,20.0661506652832 -03 04 2018 11:20,0,3.18484592437744,24.6485108407942,27.2835807800292 -03 04 2018 11:30,0,2.48638200759887,0,18.6820201873779 -03 04 2018 11:40,0,2.66540002822875,0,20.6425895690917 -03 04 2018 11:50,0,2.56021189689636,0,24.9871406555175 -03 04 2018 12:00,0,2.74863505363464,0,21.1496906280517 -03 04 2018 12:10,0,2.91769003868103,0,22.7783203125 -03 04 2018 12:20,0,3.20322608947753,25.8073023388279,26.8804893493652 -03 04 2018 12:30,0,3.00292491912841,16.094281824262,19.8301200866699 -03 04 2018 12:40,0,2.8740599155426,0,24.593599319458 -03 04 2018 12:50,0,2.56288504600524,0,20.8801803588867 -03 04 2018 13:00,0,2.75645208358764,0,21.9492397308349 -03 04 2018 13:10,0,2.88632702827453,0,27.3546390533447 -03 04 2018 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2018 23:20,54.8686981201171,3.84762692451477,100.601773837462,76.2278366088867 -03 04 2018 23:30,90.7723770141601,4.0407371520996,130.600373996435,73.8642272949218 -03 04 2018 23:40,74.8754577636718,3.92796993255615,114.585293500058,74.6378326416015 -03 04 2018 23:50,70.0882568359375,3.92082405090332,113.299724246666,73.6351013183593 -04 04 2018 00:00,55.5405311584472,3.80965495109558,94.3522496217456,75.9742736816406 -04 04 2018 00:10,10.7152395248413,2.73642301559448,0,84.0477828979492 -04 04 2018 00:20,23.816120147705,3.51372098922729,53.5518120370871,85.1722412109375 -04 04 2018 00:30,-0.50400161743164,3.09746503829956,19.8788359208447,92.2700729370117 -04 04 2018 00:40,0,2.89791107177734,0,71.306411743164 -04 04 2018 00:50,0,2.8751471042633,0,66.2739028930664 -04 04 2018 01:00,0,2.76345205307006,0,59.4251518249511 -04 04 2018 01:10,0,2.97744798660278,0,58.5948982238769 -04 04 2018 01:20,0,3.12414789199829,21.2057484709549,72.5538787841796 -04 04 2018 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18:30,0,2.06849098205566,0,101.268798828125 -05 04 2018 18:40,0,1.54581499099731,0,114.194702148437 -05 04 2018 18:50,0,1.28547000885009,0,135.280807495117 -05 04 2018 19:00,0,0.91817021369934,0,187.944793701171 -05 04 2018 19:10,0,0.889255404472351,0,237.25129699707 -05 04 2018 19:20,0,1.28507697582244,0,211.622604370117 -05 04 2018 19:30,0,1.6522649526596,0,268.893402099609 -05 04 2018 19:40,0,1.14746499061584,0,274.32290649414 -05 04 2018 19:50,0,1.29212200641632,0,248.662002563476 -05 04 2018 20:00,0,1.63374805450439,0,238.259704589843 -05 04 2018 20:10,0,1.83395099639892,0,235.939498901367 -05 04 2018 20:20,0,1.6245310306549,0,243.019302368164 -05 04 2018 20:30,0,1.60945105552673,0,252.377304077148 -05 04 2018 20:40,0,1.72243094444274,0,263.067504882812 -05 04 2018 20:50,0,1.31414699554443,0,255.750198364257 -05 04 2018 21:00,0,0.7157564163208,0,250.148498535156 -05 04 2018 21:10,0,0.205178499221802,0,270.008392333984 -05 04 2018 21:20,0,0.225501701235771,0,352.37759399414 -05 04 2018 21:30,0,0.311726689338684,0,351.154113769531 -05 04 2018 21:40,0,0.344043910503387,0,350.3212890625 -05 04 2018 21:50,0,0.632112681865692,0,358.131408691406 -05 04 2018 22:00,0,0.926844179630279,0,42.3011398315429 -05 04 2018 22:10,0,1.38726103305816,0,47.0738906860351 -05 04 2018 22:20,0,1.40127396583557,0,50.4111213684082 -05 04 2018 22:30,0,1.24923205375671,0,41.2554206848144 -05 04 2018 22:40,0,1.46852195262908,0,42.5619201660156 -05 04 2018 22:50,0,1.47875499725341,0,38.9923515319824 -05 04 2018 23:00,0,1.29552495479583,0,37.078758239746 -05 04 2018 23:10,0,1.62184703350067,0,45.9361000061035 -05 04 2018 23:20,0,1.78845798969268,0,61.2076797485351 -05 04 2018 23:30,0,1.6046689748764,0,86.077163696289 -05 04 2018 23:40,0,1.56800496578216,0,111.690399169921 -05 04 2018 23:50,0,1.36045694351196,0,119.851402282714 -06 04 2018 00:00,0,1.49978399276733,0,121.836097717285 -06 04 2018 00:10,0,1.34475195407867,0,125.14459991455 -06 04 2018 00:20,0,1.04408299922943,0,103.363700866699 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06:20,0,0.648712813854217,0,299.481292724609 -06 04 2018 06:30,0,0.483646810054779,0,172.444503784179 -06 04 2018 06:40,0,0.529163897037506,0,141.037704467773 -06 04 2018 06:50,0,0.6774423122406,0,72.7810516357421 -06 04 2018 07:00,0,0.676248788833618,0,53.5487899780273 -06 04 2018 07:10,0,1.47480499744415,0,64.9733734130859 -06 04 2018 07:20,0,1.90351700782775,0,49.8946113586425 -06 04 2018 07:30,0,1.86732804775238,0,57.9398307800292 -06 04 2018 07:40,0,1.76014304161071,0,80.6869735717773 -06 04 2018 07:50,0,1.95559203624725,0,62.8193397521972 -06 04 2018 08:00,0,1.93569302558898,0,39.4022407531738 -06 04 2018 08:10,0,1.8446340560913,0,65.1116714477539 -06 04 2018 08:20,0,1.21604895591735,0,55.5796012878417 -06 04 2018 08:30,0,1.00870895385742,0,83.6744537353515 -06 04 2018 08:40,0,1.07142603397369,0,74.8975830078125 -06 04 2018 08:50,0,1.32679498195648,0,70.1205291748046 -06 04 2018 09:00,0,1.27461695671081,0,73.5682983398437 -06 04 2018 09:10,0,0.697768688201904,0,101.178298950195 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2018 21:40,0,2.3131730556488,0,345.176300048828 -02 05 2018 21:50,0,2.04890298843383,0,2.32765007019042 -02 05 2018 22:00,0,2.67681097984313,0,16.5529403686523 -02 05 2018 22:10,0,2.85785889625549,0,21.3626403808593 -02 05 2018 22:20,0,3.20983409881591,26.2371190841804,20.5449504852294 -02 05 2018 22:30,0,2.99809908866882,0,31.0639591217041 -02 05 2018 22:40,0,3.3435640335083,36.4369486819051,46.4368782043457 -02 05 2018 22:50,0,2.96619606018066,0,46.7263107299804 -02 05 2018 23:00,0,2.57688307762145,0,34.1240501403808 -02 05 2018 23:10,0,2.51485300064086,0,43.6528892517089 -02 05 2018 23:20,0,2.12350392341613,0,29.192419052124 -02 05 2018 23:30,0,2.39037609100341,0,33.2437591552734 -02 05 2018 23:40,0,2.62576794624328,0,53.8626403808593 -02 05 2018 23:50,0,2.61941289901733,0,55.6643295288085 -03 05 2018 00:00,0,2.10363602638244,0,75.591941833496 -03 05 2018 00:10,0,3.30869197845458,33.5014023155236,75.0646820068359 -03 05 2018 00:20,0,2.98502898216247,0,71.5163879394531 -03 05 2018 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2018 15:50,84.976577758789,4.15693998336791,152.700899235907,61.1548995971679 -19 05 2018 16:00,181.255996704101,4.64451694488525,253.231713513513,71.4477920532226 -19 05 2018 16:10,96.1201629638671,3.93990397453308,116.750485692505,72.0564193725585 -19 05 2018 16:20,44.243911743164,3.32520794868469,34.8674711489266,95.9163970947265 -19 05 2018 16:30,0,2.17644596099853,0,103.468597412109 -19 05 2018 16:40,0,2.74283099174499,0,102.234298706054 -19 05 2018 16:50,0,3.168958902359,23.6904537303972,107.153701782226 -19 05 2018 17:00,0,3.19835710525512,25.4950706645795,111.758399963378 -19 05 2018 17:10,0,3.14789295196533,22.4823604821722,116.695503234863 -19 05 2018 17:20,108.366401672363,4.77049207687377,281.554294500606,121.386802673339 -19 05 2018 17:30,231.778106689453,4.95225286483764,324.355767317706,122.645103454589 -19 05 2018 17:40,236.470794677734,4.96752309799194,328.061002019411,137.417404174804 -19 05 2018 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19:50,442.925689697265,5.95032691955566,608.360321310531,135.627899169921 -19 05 2018 20:00,393.944396972656,5.72783708572387,536.992283723001,136.054992675781 -19 05 2018 20:10,335.591613769531,5.46473693847656,458.912820530621,137.721405029296 -19 05 2018 20:20,232.396499633789,4.84966897964477,299.908934827538,138.214202880859 -19 05 2018 20:30,237.14990234375,4.94027996063232,321.462762237544,139.121994018554 -19 05 2018 20:40,443.41470336914,5.97362089157104,616.130867066897,140.476303100585 -19 05 2018 20:50,747.915283203125,6.7475938796997,906.300656721785,143.350601196289 -19 05 2018 21:00,903.270385742187,7.32204914093017,1167.81604888006,144.229995727539 -19 05 2018 21:10,963.005187988281,7.54224300384521,1279.77683835621,143.03840637207 -19 05 2018 21:20,1187.04296875,7.84960508346557,1445.08397905571,146.973907470703 -19 05 2018 21:30,1250.05200195312,8.25062465667724,1676.6178376004,146.10530090332 -19 05 2018 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06 2018 12:00,0,1.26730000972747,0,278.408599853515 -06 06 2018 12:10,0,1.76940894126892,0,312.930603027343 -06 06 2018 12:20,0,2.52599310874938,0,287.737487792968 -06 06 2018 12:30,0,1.85463404655456,0,305.902099609375 -06 06 2018 12:40,0,1.8516399860382,0,296.040588378906 -06 06 2018 12:50,0,0.817413687705993,0,209.615402221679 -06 06 2018 13:00,0,1.67251205444335,0,292.487213134765 -06 06 2018 13:10,0,1.55932605266571,0,286.203186035156 -06 06 2018 13:20,0,1.24742805957794,0,301.149291992187 -06 06 2018 13:30,0,2.00799393653869,0,328.640106201171 -06 06 2018 13:40,0,1.76486599445343,0,346.292114257812 -06 06 2018 13:50,0,0.834903180599212,0,298.67138671875 -06 06 2018 14:00,0,0.900750875473022,0,266.853912353515 -06 06 2018 14:10,0,0.881888389587402,0,6.67511987686157 -06 06 2018 14:20,0,1.72785294055938,0,28.7584209442138 -06 06 2018 14:30,0,1.65178000926971,0,20.5776004791259 -06 06 2018 14:40,0,1.2807879447937,0,337.099700927734 -06 06 2018 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2018 03:00,0,1.52334904670715,0,301.531097412109 -07 06 2018 03:10,0,1.87571096420288,0,305.970703125 -07 06 2018 03:20,0,1.6021339893341,0,306.574096679687 -07 06 2018 03:30,0,1.55227994918823,0,307.516815185546 -07 06 2018 03:40,0,1.49714803695678,0,296.700897216796 -07 06 2018 03:50,0,1.31216096878051,0,303.396789550781 -07 06 2018 04:00,0,1.96411299705505,0,310.885498046875 -07 06 2018 04:10,0,1.86583995819091,0,315.345306396484 -07 06 2018 04:20,0,1.03246104717254,0,302.982208251953 -07 06 2018 04:30,0,1.43427503108978,0,332.265106201171 -07 06 2018 04:40,0,1.7488180398941,0,15.5482101440429 -07 06 2018 04:50,0,1.21445298194885,0,349.49429321289 -07 06 2018 05:00,0,1.33892500400543,0,34.0385208129882 -07 06 2018 05:10,0,1.46526396274566,0,36.4739913940429 -07 06 2018 05:20,0,1.55086600780487,0,56.4640197753906 -07 06 2018 05:30,0,1.38076400756835,0,51.965518951416 -07 06 2018 05:40,0,1.6807450056076,0,61.5953712463378 -07 06 2018 05:50,0,1.16193997859954,0,58.2472305297851 -07 06 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13:40,0,2.55883502960205,0,40.2209205627441 -09 06 2018 13:50,0,2.90760803222656,0,41.4673309326171 -09 06 2018 14:00,0,3.43420696258544,44.9774777113489,44.9521408081054 -09 06 2018 14:10,0,3.43681502342224,45.2426699245016,42.205509185791 -09 06 2018 14:20,0,3.34274792671203,36.3660249560171,52.7160987854003 -09 06 2018 14:30,82.6732177734375,4.45591783523559,212.726836703948,55.1416282653808 -09 06 2018 14:40,179.04409790039,4.74361181259155,275.42162268873,59.1940689086914 -09 06 2018 14:50,151.652603149414,4.51929521560668,226.095052589976,62.2259902954101 -09 06 2018 15:00,134.623901367187,4.42006015777587,205.26812662785,70.5640106201171 -09 06 2018 15:10,221.69790649414,4.96490478515625,327.424444925864,67.0718765258789 -09 06 2018 15:20,289.756286621093,5.26521396636962,403.926280641188,60.6914405822753 -09 06 2018 15:30,365.0244140625,5.6048560142517,499.675521124796,65.1879196166992 -09 06 2018 15:40,712.763610839843,6.92435884475708,982.298156850426,70.3237380981445 -09 06 2018 15:50,709.674377441406,6.75162076950073,907.990405455972,71.7430572509765 -09 06 2018 16:00,483.586791992187,5.9950737953186,623.338682252009,70.6926498413085 -09 06 2018 16:10,391.24380493164,5.66574621200561,517.96776998112,72.6663208007812 -09 06 2018 16:20,551.089111328125,6.43480205535888,780.722989822898,77.2677307128906 -09 06 2018 16:30,543.662719726562,6.49535322189331,804.174455990297,82.4939270019531 -09 06 2018 16:40,705.758911132812,6.89614677429199,969.914813843165,85.4046173095703 -09 06 2018 16:50,695.908325195312,6.74902009963989,906.898904022476,87.5642929077148 -09 06 2018 17:00,478.437286376953,5.86838579177856,581.482007641003,91.2676696777343 -09 06 2018 17:10,148.15769958496,4.21839714050292,164.653824208443,96.7025604248046 -09 06 2018 17:20,6.11097812652587,2.33433508872985,0,96.0579528808593 -09 06 2018 17:30,0,2.42363190650939,0,144.402694702148 -09 06 2018 17:40,0,1.93847703933715,0,154.895599365234 -09 06 2018 17:50,0,2.22974801063537,0,138.085998535156 -09 06 2018 18:00,0,2.31250095367431,0,111.787300109863 -09 06 2018 18:10,0,2.72643494606018,0,102.283302307128 -09 06 2018 18:20,0,2.9684669971466,0,107.87629699707 -09 06 2018 18:30,0,2.54909610748291,0,128.593002319335 -09 06 2018 18:40,0,2.96772909164428,0,133.995407104492 -09 06 2018 18:50,0,3.03884601593017,17.3637935460574,139.959396362304 -09 06 2018 19:00,0,2.55123591423034,0,134.648498535156 -09 06 2018 19:10,0,1.9129159450531,0,127.78579711914 -09 06 2018 19:20,0,2.23162794113159,0,136.529693603515 -09 06 2018 19:30,0,1.20504200458526,0,111.353996276855 -09 06 2018 19:40,0,1.58002996444702,0,120.517601013183 -09 06 2018 19:50,0,1.06359899044036,0,72.0263900756835 -09 06 2018 20:00,0,0.663791716098785,0,144.079299926757 -09 06 2018 20:10,0,0.618712782859802,0,267.001190185546 -09 06 2018 20:20,0,1.04531598091125,0,294.630706787109 -09 06 2018 20:30,0,1.06966197490692,0,217.470504760742 -09 06 2018 20:40,0,1.57869803905487,0,265.042388916015 -09 06 2018 20:50,0,1.97751700878143,0,269.703887939453 -09 06 2018 21:00,0,2.2736759185791,0,244.00340270996 -09 06 2018 21:10,0,2.1579999923706,0,246.733901977539 -09 06 2018 21:20,0,1.56186604499816,0,207.100296020507 -09 06 2018 21:30,0,1.91854798793792,0,185.33740234375 -09 06 2018 21:40,0,2.13319611549377,0,170.44009399414 -09 06 2018 21:50,0,1.70194804668426,0,164.779296875 -09 06 2018 22:00,0,0.81559932231903,0,152.621505737304 -09 06 2018 22:10,0,0.76343411207199,0,98.7834014892578 -09 06 2018 22:20,0,0.609567284584045,0,126.184196472167 -09 06 2018 22:30,0,1.06764805316925,0,178.889404296875 -09 06 2018 22:40,0,0.920319974422454,0,205.39419555664 -09 06 2018 22:50,0,0.494929105043411,0,234.798995971679 -09 06 2018 23:00,0,0.407280385494232,0,274.759613037109 -09 06 2018 23:10,0,0.497334986925125,0,308.814910888671 -09 06 2018 23:20,0,1.20526003837585,0,277.002990722656 -09 06 2018 23:30,0,2.74080991744995,0,261.733093261718 -09 06 2018 23:40,0,3.67250394821166,73.7010511715962,266.416198730468 -09 06 2018 23:50,0,3.02279591560363,16.7710416007731,275.548187255859 -10 06 2018 00:00,0,3.49949502944946,51.9434636979604,284.598510742187 -10 06 2018 00:10,0,3.23315000534057,27.8095141701233,286.962707519531 -10 06 2018 00:20,0,2.81003594398498,0,291.730010986328 -10 06 2018 00:30,0,2.39199590682983,0,289.189392089843 -10 06 2018 00:40,0,2.54101991653442,0,289.586791992187 -10 06 2018 00:50,0,2.37075304985046,0,284.994598388671 -10 06 2018 01:00,0,2.29322600364685,0,286.571807861328 -10 06 2018 01:10,0,1.78919398784637,0,280.226501464843 -10 06 2018 01:20,0,2.09892606735229,0,286.867889404296 -10 06 2018 01:30,0,1.92543399333953,0,292.005493164062 -10 06 2018 01:40,0,1.98266804218292,0,294.254791259765 -10 06 2018 01:50,0,2.13220000267028,0,310.296600341796 -10 06 2018 02:00,0,2.17176294326782,0,314.497589111328 -10 06 2018 02:10,0,1.81259799003601,0,287.550415039062 -10 06 2018 02:20,0,2.52609491348266,0,275.748291015625 -10 06 2018 02:30,0,2.60847401618957,0,295.928894042968 -10 06 2018 02:40,0,2.70360207557678,0,293.428894042968 -10 06 2018 02:50,0,2.15592098236083,0,294.550506591796 -10 06 2018 03:00,0,2.25497007369995,0,307.694213867187 -10 06 2018 03:10,0,2.57388806343078,0,312.967407226562 -10 06 2018 03:20,0,2.41939496994018,0,332.472412109375 -10 06 2018 03:30,0,1.73675096035003,0,358.367095947265 -10 06 2018 03:40,0,1.71854400634765,0,72.9961395263671 -10 06 2018 03:50,0,1.34721004962921,0,82.6189575195312 -10 06 2018 04:00,0,1.83794796466827,0,77.2346496582031 -10 06 2018 04:10,0,2.50132703781127,0,123.27140045166 -10 06 2018 04:20,0,2.9620931148529,0,124.908096313476 -10 06 2018 04:30,0,2.03723502159118,0,127.168899536132 -10 06 2018 04:40,0,2.08598589897155,0,117.178001403808 -10 06 2018 04:50,0,2.41022491455078,0,98.9632263183593 -10 06 2018 05:00,0,2.53889989852905,0,88.3514099121093 -10 06 2018 05:10,0,2.7933759689331,0,86.9482269287109 -10 06 2018 05:20,0,4.25046014785766,170.96579861514,83.5962371826171 -10 06 2018 05:30,43.194278717041,3.82279992103576,96.4895742776616,72.9885864257812 -10 06 2018 05:40,-0.126066997647285,3.10706210136413,20.3429707275327,78.6093521118164 -10 06 2018 05:50,0,2.84614610671997,0,73.5694885253906 -10 06 2018 06:00,0,2.41640591621398,0,76.8541717529296 -10 06 2018 06:10,0,2.82128500938415,0,76.0100173950195 -10 06 2018 06:20,0,3.3194260597229,34.3842745215406,68.825813293457 -10 06 2018 06:30,58.2065887451171,4.26084280014038,173.021154521385,74.6757507324218 -10 06 2018 06:40,137.032394409179,4.38620615005493,198.294005414542,68.6712570190429 -10 06 2018 06:50,216.892303466796,4.83471298217773,296.408156993069,71.9909362792968 -10 06 2018 07:00,367.705200195312,5.61014986038208,501.251728261718,75.2247924804687 -10 06 2018 07:10,487.974212646484,6.15311622619628,676.871400124946,75.2473068237304 -10 06 2018 07:20,422.947601318359,5.84139919281005,572.783281944768,76.3402023315429 -10 06 2018 07:30,414.937713623046,5.74433517456054,542.111318723482,77.6028900146484 -10 06 2018 07:40,424.70278930664,5.70609188079833,530.286434394607,75.27880859375 -10 06 2018 07:50,371.853698730468,5.55825281143188,485.914512439087,75.5658493041992 -10 06 2018 08:00,279.619812011718,5.0273962020874,342.758568542112,68.6063690185546 -10 06 2018 08:10,186.748397827148,4.32178497314453,185.200243735723,73.077163696289 -10 06 2018 08:20,120.8916015625,4.01140117645263,125.119678441804,66.5579986572265 -10 06 2018 08:30,21.9269905090332,3.21487808227539,26.5699058522004,62.9650993347167 -10 06 2018 08:40,14.5715103149414,3.10760688781738,20.3697597946157,47.5296096801757 -10 06 2018 08:50,53.5823402404785,3.38588404655456,40.2608092805722,49.7514915466308 -10 06 2018 09:00,96.8068237304687,3.77494406700134,88.8412747024895,48.2143211364746 -10 06 2018 09:10,183.38980102539,4.3442039489746,189.730954647514,52.1122207641601 -10 06 2018 09:20,184.069793701171,4.32239007949829,185.322171323052,52.3501510620117 -10 06 2018 09:30,274.848388671875,4.8060598373413,289.745350194285,40.021499633789 -10 06 2018 09:40,471.641815185546,5.546884059906,482.588599961799,41.107738494873 -10 06 2018 09:50,360.414001464843,5.14058399200439,371.302281205227,39.5988082885742 -10 06 2018 10:00,269.154998779296,4.73555707931518,273.593520406908,39.2481307983398 -10 06 2018 10:10,189.794692993164,4.32055711746215,184.952894634789,40.0562515258789 -10 06 2018 10:20,397.654113769531,5.36680793762207,431.488297034308,35.9454498291015 -10 06 2018 10:30,512.222717285156,5.71746492385864,533.787850103367,39.2740783691406 -10 06 2018 10:40,518.105407714843,5.83943510055541,572.153120162715,37.6384201049804 -10 06 2018 10:50,624.067626953125,6.09280014038085,655.742527047679,35.705581665039 -10 06 2018 11:00,807.367126464843,6.79804277420043,927.608029997616,38.5896987915039 -10 06 2018 11:10,1007.291015625,7.23848485946655,1127.06350404356,39.6114501953125 -10 06 2018 11:20,855.831481933593,6.916757106781,978.951805335889,40.9357109069824 -10 06 2018 11:30,902.891784667968,7.00075101852416,1016.32691672194,36.9912109375 -10 06 2018 11:40,1177.041015625,7.79019594192504,1412.23771165587,39.7272987365722 -10 06 2018 11:50,1214.13305664062,7.81598186492919,1426.44417659192,44.1290702819824 -10 06 2018 12:00,1192.43994140625,7.68686723709106,1356.10427323809,43.3806381225585 -10 06 2018 12:10,1542.42504882812,8.50620365142822,1831.82053160732,41.7266616821289 -10 06 2018 12:20,2324.32690429687,10.0904703140258,2847.08309184609,38.8749084472656 -10 06 2018 12:30,2485.28002929687,10.7557401657104,3179.20746995066,40.2154502868652 -10 06 2018 12:40,1970.56494140625,9.36455535888671,2381.14720240645,43.7888107299804 -10 06 2018 12:50,2074.95703125,9.39400768280029,2400.44520236341,43.908088684082 -10 06 2018 13:00,2051.25390625,9.38191413879394,2392.51952341939,46.1438407897949 -10 06 2018 13:10,1932.36499023437,9.15805530548095,2246.34066149594,41.473289489746 -10 06 2018 13:20,2320.67797851562,10.1127595901489,2860.24321732207,43.7592811584472 -10 06 2018 13:30,2361.86108398437,9.79970169067382,2661.13948592166,41.8039894104003 -10 06 2018 13:40,2634.22607421875,10.6169004440307,3119.72039304127,42.5110893249511 -10 06 2018 13:50,2576.7470703125,10.3356704711914,2983.75949130886,44.3796310424804 -10 06 2018 14:00,2456.79907226562,10.1646404266357,2890.29466024079,45.1815795898437 -10 06 2018 14:10,3038.27294921875,11.5863895416259,3442.44173658233,45.7819709777832 -10 06 2018 14:20,2898.32006835937,11.0309400558471,3283.25691029112,44.407730102539 -10 06 2018 14:30,2968.97192382812,11.4687404632568,3413.99888561373,45.9777107238769 -10 06 2018 14:40,2597.98510742187,10.2629203796386,2945.03699519687,47.5690307617187 -10 06 2018 14:50,2617.21899414062,10.739800453186,3172.62361716918,49.3036994934082 -10 06 2018 15:00,2499.748046875,10.2996797561645,2964.79143758002,48.3209609985351 -10 06 2018 15:10,2134.71704101562,9.54264259338378,2473.31743458545,50.653579711914 -10 06 2018 15:20,2030.51794433593,9.28317165374755,2327.90247181806,48.2142791748046 -10 06 2018 15:30,2119.53588867187,9.48249053955078,2458.49226574449,49.1048698425292 -10 06 2018 15:40,2162.31103515625,9.55398082733154,2482.09178966047,50.9692611694335 -10 06 2018 15:50,2438.72412109375,10.0788402557373,2840.1564000842,51.3877792358398 -10 06 2018 16:00,1981.69897460937,9.14728927612304,2239.34249603158,51.4050216674804 -10 06 2018 16:10,2471.7099609375,10.1380500793457,2874.99337159906,48.8031196594238 -10 06 2018 16:20,2003.02404785156,9.14260196685791,2236.29674042739,51.6809196472167 -10 06 2018 16:30,2509.35205078125,10.4330596923828,3033.26713986937,56.0220794677734 -10 06 2018 16:40,2795.8330078125,11.1914196014404,3335.92094568035,60.4570999145507 -10 06 2018 16:50,3426.2958984375,13.0358295440673,3600,65.7194595336914 -10 06 2018 17:00,3390.0458984375,13.187029838562,3600,67.843391418457 -10 06 2018 17:10,2950.625,11.9013700485229,3505.77319610427,69.5153121948242 -10 06 2018 17:20,2980.47607421875,11.6025695800781,3446.14397543965,70.638442993164 -10 06 2018 17:30,2994.05297851562,11.8802604675292,3502.09041326147,71.7144699096679 -10 06 2018 17:40,3135.57397460937,11.9497604370117,3513.92074576729,70.3690567016601 -10 06 2018 17:50,3438.85009765625,12.648699760437,3588.57255427018,63.7853698730468 -10 06 2018 18:00,3556.98901367187,13.1834602355957,3600,63.5087203979492 -10 06 2018 18:10,3574.93408203125,13.5382299423217,3600,65.1079483032226 -10 06 2018 18:20,3586.5390625,13.6541700363159,3600,66.4399032592773 -10 06 2018 18:30,3573.96704101562,13.808289527893,3600,68.612693786621 -10 06 2018 18:40,3146.1240234375,11.7614297866821,3479.87774053927,61.4129486083984 -10 06 2018 18:50,3143.35791015625,11.9398403167724,3512.28374466528,61.6366500854492 -10 06 2018 19:00,2901.35888671875,11.5256700515747,3428.09902990645,62.4383506774902 -10 06 2018 19:10,2936.29907226562,11.7507801055908,3477.7625087251,64.5091323852539 -10 06 2018 19:20,2855.09399414062,11.5447301864624,3432.67808038662,63.0888900756835 -10 06 2018 19:30,3072.61401367187,12.1682500839233,3545.72308691958,65.1215286254882 -10 06 2018 19:40,3103.74291992187,12.0771903991699,3533.44631664278,67.2651672363281 -10 06 2018 19:50,3333.17504882812,12.3856801986694,3569.57947356572,68.2690124511718 -10 06 2018 20:00,3258.25708007812,12.1656904220581,3545.3967382635,67.0910873413085 -10 06 2018 20:10,3349.36596679687,12.6921300888061,3590.70501301,73.2476425170898 -10 06 2018 20:20,2975.93188476562,11.6529998779296,3457.36396229959,75.6927032470703 -10 06 2018 20:30,2742.68188476562,11.1823902130126,3333.10768038755,77.7396087646484 -10 06 2018 20:40,2174.15307617187,9.80958461761474,2667.90863679966,75.4466018676757 -10 06 2018 20:50,1790.71496582031,8.7555809020996,1987.77387827663,77.8433303833007 -10 06 2018 21:00,3097.9970703125,12.4618196487426,3576.16620019474,76.9877166748046 -10 06 2018 21:10,3201.5830078125,12.7117900848388,3591.57858611772,77.90576171875 -10 06 2018 21:20,3048.57788085937,11.8268604278564,3492.42184462505,75.302879333496 -10 06 2018 21:30,2976.65209960937,11.6601696014404,3458.92014565473,75.039207458496 -10 06 2018 21:40,2929.88403320312,11.4892902374267,3419.16212736327,73.5689392089843 -10 06 2018 21:50,3128.13403320312,12.0406503677368,3528.13015276105,74.8694610595703 -10 06 2018 22:00,2673.69799804687,10.9413995742797,3251.35728176481,76.0644836425781 -10 06 2018 22:10,2520.97290039062,10.6594400405883,3138.46492280649,76.5951232910156 -10 06 2018 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03:50,244.750305175781,4.91338014602661,315.001631273209,42.4912681579589 -19 06 2018 04:00,189.682998657226,4.6156039237976,246.878316824824,43.6738510131835 -19 06 2018 04:10,207.673599243164,4.73300504684448,273.015226006532,43.139549255371 -19 06 2018 04:20,349.228485107421,5.24633884429931,398.902601055403,26.0401191711425 -19 06 2018 04:30,364.690704345703,5.37560987472534,433.918372984311,36.1883583068847 -19 06 2018 04:40,202.019104003906,4.57234621047973,237.471988386719,44.5385017395019 -19 06 2018 04:50,340.146392822265,5.13815784454345,370.679804492422,33.2224502563476 -19 06 2018 05:00,480.265991210937,5.61285400390625,502.057901558111,25.7015705108642 -19 06 2018 05:10,497.388397216796,5.91381311416625,596.295862143956,31.8468399047851 -19 06 2018 05:20,620.53662109375,6.24787616729736,710.852355826431,32.4211196899414 -19 06 2018 05:30,570.606872558593,6.04183912277221,638.193723229506,32.4394798278808 -19 06 2018 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05:10,2525.5869140625,10.3328504562377,2982.28650764806,61.7877807617187 -25 06 2018 05:20,2391.98999023437,10.0650300979614,2831.8775443377,58.5770797729492 -25 06 2018 05:30,2438.17504882812,10.0655603408813,2832.19649183375,54.3582191467285 -25 06 2018 05:40,2396.2109375,9.81147575378417,2669.20023171456,54.3733215332031 -25 06 2018 05:50,2411.92797851562,9.94582653045654,2757.95581924689,56.0676918029785 -25 06 2018 06:00,2207.19897460937,9.60861110687255,2523.72234203478,56.691120147705 -25 06 2018 06:10,1664.15295410156,8.43375778198242,1787.30569391986,55.9697494506835 -25 06 2018 06:20,1943.791015625,9.05681419372558,2180.67944523019,57.4939918518066 -25 06 2018 06:30,2423.82788085937,9.86843299865722,2707.54626283338,55.0676612854003 -25 06 2018 06:40,2460.8330078125,9.75751209259033,2631.87446821959,55.0862884521484 -25 06 2018 06:50,2611.34594726562,10.3403196334838,2986.18300353403,55.4239807128906 -25 06 2018 07:00,2328.583984375,9.83961486816406,2688.27834172387,53.6013984680175 -25 06 2018 07:10,2505.21997070312,10.3533096313476,2992.92220231779,59.9776496887207 -25 06 2018 07:20,2622.0791015625,10.6684503555297,3142.3759210063,57.616111755371 -25 06 2018 07:30,2415.70190429687,10.1029996871948,2854.49929534711,57.2344093322753 -25 06 2018 07:40,2138.9990234375,9.34039115905761,2365.32485837452,56.3162307739257 -25 06 2018 07:50,1853.57897949218,8.92848205566406,2097.99221751852,57.0164909362792 -25 06 2018 08:00,1549.88793945312,8.2496280670166,1676.02320088609,52.8379707336425 -25 06 2018 08:10,1479.01403808593,8.21361446380615,1654.59406862613,55.364200592041 -25 06 2018 08:20,1612.86096191406,8.37291526794433,1750.22875206468,55.4193687438964 -25 06 2018 08:30,1524.86999511718,8.36762332916259,1747.01770225918,53.9619598388671 -25 06 2018 08:40,1694.74499511718,8.49596118927001,1825.50361169168,53.2772789001464 -25 06 2018 08:50,1562.32397460937,8.40367031097412,1768.93445755781,54.3952484130859 -25 06 2018 09:00,1507.82995605468,8.20820808410644,1651.38715759553,53.3920593261718 -25 06 2018 09:10,1693.91394042968,8.67280769348144,1935.57736072725,55.7842216491699 -25 06 2018 09:20,1699.77697753906,8.49699878692626,1826.14319410261,50.9808311462402 -25 06 2018 09:30,1424.80395507812,7.99657678604125,1528.03697139879,50.7646903991699 -25 06 2018 09:40,1180.56396484375,7.50963306427001,1262.94478731693,53.1192092895507 -25 06 2018 09:50,1393.9580078125,7.92054319381713,1484.82859868296,50.2968215942382 -25 06 2018 10:00,1686.15197753906,8.55964756011962,1864.90173333874,51.1153984069824 -25 06 2018 10:10,2317.48193359375,9.83032131195068,2682.00636389997,52.5248908996582 -25 06 2018 10:20,2566.63208007812,10.3996400833129,3016.57455444032,53.2041816711425 -25 06 2018 10:30,2189.67504882812,9.51386642456054,2450.83927392367,52.1289901733398 -25 06 2018 10:40,2201.64306640625,9.63517475128173,2543.58179162026,53.1222190856933 -25 06 2018 10:50,2077.32690429687,9.28835487365722,2331.2896016882,52.2366409301757 -25 06 2018 11:00,2551.71801757812,10.4499702453613,3041.59719444521,55.7927284240722 -25 06 2018 11:10,2510.419921875,10.4925603866577,3062.23338231072,55.5304718017578 -25 06 2018 11:20,1610.19104003906,8.40609645843505,1770.41324959031,51.6517601013183 -25 06 2018 11:30,1339.94995117187,7.82189178466796,1429.71106399944,52.3040008544921 -25 06 2018 11:40,1922.57800292968,9.23215675354003,2294.59802716793,53.3750381469726 -25 06 2018 11:50,2337.02587890625,10.041480064392,2817.62462117041,53.6127204895019 -25 06 2018 12:00,1972.93103027343,9.07690620422363,2193.68283863839,49.0891685485839 -25 06 2018 12:10,1842.13598632812,8.73783493041992,1976.54998241349,50.1189308166503 -25 06 2018 12:20,1392.74499511718,7.92862081527709,1489.38950233,48.8781509399414 -25 06 2018 12:30,1460.06103515625,8.12914752960205,1604.79869309922,53.8350982666015 -25 06 2018 12:40,1973.333984375,9.20870304107666,2279.3080069935,53.2372207641601 -25 06 2018 12:50,1669.05505371093,8.59159469604492,1884.7702939233,51.5315895080566 -25 06 2018 13:00,1713.32202148437,8.71789360046386,1963.95892966686,53.3058280944824 -25 06 2018 13:10,2132.09399414062,9.71294498443603,2600.3061789004,55.4304504394531 -25 06 2018 13:20,2308.96606445312,9.97548294067382,2776.76351928964,52.8543510437011 -25 06 2018 13:30,2544.72900390625,10.4294204711914,3031.46427245002,54.7461395263671 -25 06 2018 13:40,2273.97705078125,9.95600223541259,2764.44058979372,56.0139617919921 -25 06 2018 13:50,2301.31005859375,9.92877483367919,2747.01504122765,55.0552406311035 -25 06 2018 14:00,2281.96411132812,9.84877395629882,2694.43171004623,54.7482185363769 -25 06 2018 14:10,2105.7919921875,9.41112613677978,2411.6676990287,48.3929405212402 -25 06 2018 14:20,2246.8798828125,9.83058071136474,2682.18181281755,50.4353103637695 -25 06 2018 14:30,2116.5439453125,9.43855190277099,2429.65568017322,49.6707496643066 -25 06 2018 14:40,2135.3798828125,9.51931095123291,2455.11528853898,49.7251014709472 -25 06 2018 14:50,1991.93395996093,9.11623668670654,2219.17773597613,50.0415306091308 -25 06 2018 15:00,1828.73706054687,8.80705547332763,2020.42814587162,43.2717208862304 -25 06 2018 15:10,1549.21496582031,8.25296020507812,1678.0117350864,44.1641616821289 -25 06 2018 15:20,1654.89697265625,8.31060886383056,1712.56728298777,41.7154502868652 -25 06 2018 15:30,1975.09704589843,8.98690319061279,2135.55134198185,35.8783683776855 -25 06 2018 15:40,2047.33203125,9.36294937133789,2380.09531467069,38.2563591003417 -25 06 2018 15:50,1924.77197265625,8.92104816436767,2093.22359219332,40.152000427246 -25 06 2018 16:00,2373.9951171875,9.95183658599853,2761.78989078255,38.0401496887207 -25 06 2018 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19:50,2805.72705078125,11.1982698440551,3338.04354053691,74.1653366088867 -25 06 2018 20:00,2855.0029296875,11.4434003829956,3407.51674791301,76.7192230224609 -25 06 2018 20:10,2810.97998046875,11.4164495468139,3400.48182632718,76.6716232299804 -25 06 2018 20:20,2696.49609375,10.9976902008056,3271.62587405379,74.957778930664 -25 06 2018 20:30,2946.43090820312,11.7034196853637,3468.103698645,77.0974197387695 -25 06 2018 20:40,3249.84204101562,12.5397996902465,3581.98629509176,76.7084121704101 -25 06 2018 20:50,3087.3740234375,11.9887599945068,3520.19135331517,74.6272277832031 -25 06 2018 21:00,3186.14404296875,11.8577299118041,3498.0728850452,74.9703369140625 -25 06 2018 21:10,2934.14599609375,11.3106098175048,3371.42894012229,75.2229537963867 -25 06 2018 21:20,2779.69702148437,11.058759689331,3292.79603816325,74.6012573242187 -25 06 2018 21:30,2213.47290039062,9.70564174652099,2595.06835055128,71.2503662109375 -25 06 2018 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2018 07:20,0,2.07620310783386,0,29.24361038208 -06 07 2018 07:30,0,2.21034002304077,0,30.1726207733154 -06 07 2018 07:40,0,2.42778801918029,0,26.8249893188476 -06 07 2018 07:50,0,2.55762910842895,0,17.8581008911132 -06 07 2018 08:00,0,2.58093905448913,0,16.0532398223876 -06 07 2018 08:10,0,2.21865892410278,0,19.7835006713867 -06 07 2018 08:20,0,2.13153195381164,0,17.0807399749755 -06 07 2018 08:30,0,1.98672497272491,0,12.6460695266723 -06 07 2018 08:40,0,1.74059498310089,0,22.3053398132324 -06 07 2018 08:50,0,1.93988704681396,0,34.2438697814941 -06 07 2018 09:00,0,1.44620704650878,0,41.3916893005371 -06 07 2018 09:10,0,1.87966203689575,0,31.4348106384277 -06 07 2018 09:20,0,1.79984295368194,0,33.2915306091308 -06 07 2018 09:30,0,1.65384602546691,0,21.5202407836914 -06 07 2018 09:40,0,2.15280604362487,0,27.0576496124267 -06 07 2018 09:50,0,2.41698503494262,0,23.0520706176757 -06 07 2018 10:00,0,2.44393992424011,0,35.1617088317871 -06 07 2018 10:10,0,2.77516198158264,0,25.0310192108154 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2018 03:20,52.3945693969726,3.73019695281982,82.0213096828229,12.9023599624633 -29 07 2018 03:30,36.6828117370605,3.58406996726989,61.9812570859694,13.9273195266723 -29 07 2018 03:40,34.5548706054687,3.774099111557,88.709526330892,8.27649688720703 -29 07 2018 03:50,0.727069973945617,3.20402598381042,25.8589596475185,19.2125091552734 -29 07 2018 04:00,0,3.47764301300048,49.5360042454704,26.580810546875 -29 07 2018 04:10,0,3.4891619682312,50.7955374765043,35.4969902038574 -29 07 2018 04:20,0,3.43271303176879,44.8260624456052,29.2819995880126 -29 07 2018 04:30,18.6375102996826,3.50530910491943,52.5968746785802,25.095890045166 -29 07 2018 04:40,43.2709083557128,3.60678005218505,64.8715242082981,22.5281295776367 -29 07 2018 04:50,30.6985492706298,3.50788211822509,52.8877674642281,21.6905403137207 -29 07 2018 05:00,92.3287887573242,3.99924492835998,127.855071855772,15.8577995300292 -29 07 2018 05:10,118.804702758789,4.21367120742797,163.727927420302,14.6926202774047 -29 07 2018 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2018 18:50,3603.90209960937,15.4979400634765,3600,61.6252098083496 -10 08 2018 19:00,3574.52392578125,14.7912197113037,3600,61.3895301818847 -10 08 2018 19:10,3600.47607421875,15.7913599014282,3600,63.7128181457519 -10 08 2018 19:20,3599.55004882812,15.2407703399658,3600,61.2579498291015 -10 08 2018 19:30,3603.63110351562,15.7783603668212,3600,60.8138694763183 -10 08 2018 19:40,3603.78491210937,16.1885509490966,3600,60.0424194335937 -10 08 2018 19:50,3603.6689453125,15.2715997695922,3600,58.0469017028808 -10 08 2018 20:00,3603.84399414062,14.7971496582031,3600,57.0315818786621 -10 08 2018 20:10,3603.68798828125,14.3268604278564,3600,55.8308410644531 -10 08 2018 20:20,3601.72094726562,14.6702003479003,3600,56.1170501708984 -10 08 2018 20:30,3603.84204101562,14.838020324707,3600,56.424560546875 -10 08 2018 20:40,3603.9150390625,14.8170900344848,3600,57.1002082824707 -10 08 2018 20:50,3603.77905273437,14.8520603179931,3600,58.4688415527343 -10 08 2018 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2018 01:30,1022.32098388671,7.27277898788452,1143.66883661983,260.427093505859 -07 09 2018 01:40,1152.95495605468,7.66355609893798,1343.62104242897,264.380187988281 -07 09 2018 01:50,1256.375,7.89127302169799,1468.36152224999,265.324798583984 -07 09 2018 02:00,1151.60400390625,7.6490159034729,1335.86918815312,261.857513427734 -07 09 2018 02:10,998.030822753906,7.19972610473632,1108.49286468048,263.511993408203 -07 09 2018 02:20,859.840515136718,6.97292518615722,1003.84712025032,263.574005126953 -07 09 2018 02:30,1033.31604003906,7.31383419036865,1163.76588038606,264.136810302734 -07 09 2018 02:40,1074.27197265625,7.45997810363769,1237.29292786579,263.564788818359 -07 09 2018 02:50,990.293823242187,7.2354941368103,1125.62316070452,264.856414794921 -07 09 2018 03:00,569.008117675781,6.03654098510742,636.385195423358,265.678588867187 -07 09 2018 03:10,692.216125488281,6.47913408279418,797.853084834622,261.781005859375 -07 09 2018 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2018 12:40,171.678405761718,4.41572999954223,204.372443231357,273.804595947265 -07 09 2018 12:50,198.08349609375,4.63736820220947,251.65583904381,276.400909423828 -07 09 2018 13:00,235.954299926757,4.97295188903808,329.382472987429,281.861114501953 -07 09 2018 13:10,243.399703979492,4.77989101409912,283.710314618962,267.946807861328 -07 09 2018 13:20,190.679595947265,4.5761342048645,238.290986414374,253.315399169921 -07 09 2018 13:30,180.052902221679,4.50278282165527,222.588961725979,253.990203857421 -07 09 2018 13:40,124.376197814941,4.22796297073364,166.531434386017,257.35400390625 -07 09 2018 13:50,86.4636917114257,3.95359110832214,119.261795615993,248.181503295898 -07 09 2018 14:00,18.7992401123046,2.88266396522521,0,246.130996704101 -07 09 2018 14:10,0,2.50833511352539,0,243.150497436523 -07 09 2018 14:20,0,3.46208810806274,47.8688530270483,234.904403686523 -07 09 2018 14:30,56.1367988586425,3.73274803161621,82.4015112387133,232.80419921875 -07 09 2018 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2018 17:00,0,2.56999492645263,0,293.616485595703 -07 09 2018 17:10,0,2.07967901229858,0,297.61441040039 -07 09 2018 17:20,0,2.37431192398071,0,298.044189453125 -07 09 2018 17:30,0,2.393079996109,0,307.205688476562 -07 09 2018 17:40,0,2.43944597244262,0,306.719604492187 -07 09 2018 17:50,0,1.9201910495758,0,302.891906738281 -07 09 2018 18:00,0,2.21996688842773,0,294.573699951171 -07 09 2018 18:10,0,2.20880007743835,0,285.628387451171 -07 09 2018 18:20,0,2.42874693870544,0,283.7294921875 -07 09 2018 18:30,0,2.22871303558349,0,287.6083984375 -07 09 2018 18:40,0,1.99361300468444,0,271.427612304687 -07 09 2018 18:50,0,2.03842592239379,0,253.739395141601 -07 09 2018 19:00,0,1.88638603687286,0,260.172485351562 -07 09 2018 19:10,0,2.11477589607238,0,272.656311035156 -07 09 2018 19:20,0,1.9701600074768,0,254.814804077148 -07 09 2018 19:30,0,2.31587195396423,0,236.226898193359 -07 09 2018 19:40,0,2.0025680065155,0,244.975799560546 -07 09 2018 19:50,0,1.94023203849792,0,258.114685058593 -07 09 2018 20:00,0,1.52932703495025,0,263.6376953125 -07 09 2018 20:10,0,1.65288698673248,0,276.35610961914 -07 09 2018 20:20,0,1.76147603988647,0,278.742614746093 -07 09 2018 20:30,0,1.82242798805236,0,289.247314453125 -07 09 2018 20:40,0,2.26561594009399,0,284.667297363281 -07 09 2018 20:50,0,2.13017296791076,0,290.859008789062 -07 09 2018 21:00,0,1.894052028656,0,271.665313720703 -07 09 2018 21:10,0,2.65720891952514,0,256.567687988281 -07 09 2018 21:20,5.6921329498291,3.43835592269897,45.3998627235887,272.554595947265 -07 09 2018 21:30,36.2136611938476,3.68999600410461,76.1674309857744,266.992401123046 -07 09 2018 21:40,82.5075988769531,4.04792690277099,131.949517228885,262.300903320312 -07 09 2018 21:50,106.694198608398,4.15248012542724,151.840787752235,258.234588623046 -07 09 2018 22:00,111.721603393554,4.19785976409912,160.638411245645,256.407897949218 -07 09 2018 22:10,132.466705322265,4.36503219604492,193.964961074638,249.004104614257 -07 09 2018 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2018 19:50,0,3.18549394607543,24.6884465968651,46.7820205688476 -15 09 2018 20:00,0,3.72248005867004,80.877556691511,44.6629219055175 -15 09 2018 20:10,45.2608795166015,3.80370998382568,93.3946985305083,42.4255104064941 -15 09 2018 20:20,1.76859998703002,2.9500548839569,0,47.7215194702148 -15 09 2018 20:30,0,2.46795201301574,0,45.883731842041 -15 09 2018 20:40,0,2.73888206481933,0,46.3641700744628 -15 09 2018 20:50,0,2.82497501373291,0,27.4866104125976 -15 09 2018 21:00,0,2.36811399459838,0,28.4739093780517 -15 09 2018 21:10,0,2.81124997138977,0,8.91598033905029 -15 09 2018 21:20,0,2.44323396682739,0,342.941192626953 -15 09 2018 21:30,0,2.11025309562683,0,342.603485107421 -15 09 2018 21:40,0,2.91792392730712,0,332.107788085937 -15 09 2018 21:50,0,3.00466895103454,16.1511503614065,339.398193359375 -15 09 2018 22:00,0,2.25853204727172,0,340.503295898437 -15 09 2018 22:10,0,2.13388800621032,0,333.523010253906 -15 09 2018 22:20,0,2.22937393188476,0,333.218109130859 -15 09 2018 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2018 03:50,52.9426307678222,3.75731110572814,86.1155642520362,292.140106201171 -16 09 2018 04:00,7.8098030090332,3.17474007606506,24.03440996874,293.024597167968 -16 09 2018 04:10,0,3.45867991447448,47.5087383785694,296.253601074218 -16 09 2018 04:20,65.9290390014648,4.00968217849731,124.799718574704,283.151397705078 -16 09 2018 04:30,133.094299316406,4.29957199096679,180.738079300943,279.572204589843 -16 09 2018 04:40,165.241592407226,4.49528503417968,221.002367478601,279.268493652343 -16 09 2018 04:50,168.189804077148,4.46571922302246,214.778658955959,280.597412109375 -16 09 2018 05:00,130.972396850585,4.28012990951538,176.854246866061,284.77359008789 -16 09 2018 05:10,63.5107383728027,3.74888610839843,84.8307877369225,287.244598388671 -16 09 2018 05:20,87.5646896362304,3.97230195999145,122.743350831985,288.535491943359 -16 09 2018 05:30,125.981101989746,4.24338817596435,169.569039448322,287.049713134765 -16 09 2018 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04:10,2946.00708007812,10.9187602996826,3242.99832473571,26.341100692749 -25 09 2018 04:20,2731.59692382812,10.6207199096679,3121.42236244675,40.0794792175292 -25 09 2018 04:30,3319.40209960937,11.1499300003051,3322.84832021605,34.6431884765625 -25 09 2018 04:40,2985.38500976562,10.7875499725341,3192.15935321092,34.1735801696777 -25 09 2018 04:50,3212.16796875,10.8512096405029,3217.33962531874,29.7272491455078 -25 09 2018 05:00,2851.00903320312,10.2513399124145,2938.73313825967,32.1272506713867 -25 09 2018 05:10,3097.97900390625,10.7454099655151,3174.94777866325,30.7604503631591 -25 09 2018 05:20,2467.80297851562,9.246994972229,2304.27860237705,26.2660198211669 -25 09 2018 05:30,2939.92211914062,10.5102701187133,3070.67069785959,31.9626407623291 -25 09 2018 05:40,2766.23510742187,10.0250902175903,2807.60398103105,31.1140403747558 -25 09 2018 05:50,2574.51904296875,9.78491592407226,2650.95130189552,34.9652481079101 -25 09 2018 06:00,1878.73999023437,8.47417163848876,1812.09046199909,38.6256790161132 -25 09 2018 06:10,2444.44091796875,9.14196872711181,2235.88532093801,30.6309204101562 -25 09 2018 06:20,2639.02587890625,10.2149095535278,2918.64830791203,29.6267509460449 -25 09 2018 06:30,2323.07202148437,9.65550518035888,2558.61357843453,33.9488792419433 -25 09 2018 06:40,2396.82592773437,9.16273117065429,2249.38116454448,32.6479988098144 -25 09 2018 06:50,2259.083984375,9.10309791564941,2210.6550955028,31.0776100158691 -25 09 2018 07:00,1842.78503417968,8.33455562591552,1727.00425106669,32.5286102294921 -25 09 2018 07:10,2348.22705078125,9.28312015533447,2327.86882157622,35.2247581481933 -25 09 2018 07:20,3109.03588867187,11.2297601699829,3347.67158816203,32.562629699707 -25 09 2018 07:30,2598.88696289062,10.2721099853515,2950.01184349218,35.6524314880371 -25 09 2018 07:40,2263.61010742187,9.23036003112792,2293.42620238395,34.2548904418945 -25 09 2018 07:50,2605.23388671875,10.0021600723266,2793.44434130282,34.9470901489257 -25 09 2018 08:00,2353.42602539062,9.5956974029541,2513.97765293045,38.6356086730957 -25 09 2018 08:10,2356.14208984375,8.98032855987548,2131.31729497068,27.9384002685546 -25 09 2018 08:20,3044.05590820312,10.5916500091552,3108.37386244453,23.7800006866455 -25 09 2018 08:30,3355.791015625,12.16219997406,3544.94998148085,31.1161308288574 -25 09 2018 08:40,2268.45703125,9.13522815704345,2231.50670553669,36.4158782958984 -25 09 2018 08:50,2304.36499023437,9.23529720306396,2296.64642730078,31.2168407440185 -25 09 2018 09:00,2977.65893554687,10.7191095352172,3163.98327301047,31.2296199798583 -25 09 2018 09:10,3044.84594726562,10.9970397949218,3271.39584473166,30.1990890502929 -25 09 2018 09:20,3111.2080078125,11.2608404159545,3356.967217174,32.0776100158691 -25 09 2018 09:30,2975.30102539062,10.3722696304321,3002.67378297422,26.4036407470703 -25 09 2018 09:40,3115.7900390625,11.414340019226,3399.92502550511,29.3301391601562 -25 09 2018 09:50,3213.82202148437,11.6215600967407,3450.4256320071,30.4265308380126 -25 09 2018 10:00,3007.89599609375,10.2702703475952,2949.01789137645,26.1448192596435 -25 09 2018 10:10,2305.80102539062,9.35898780822753,2377.50076051296,32.3500595092773 -25 09 2018 10:20,2265.34399414062,9.33502864837646,2361.81497991546,32.8330993652343 -25 09 2018 10:30,2996.93090820312,10.4866895675659,3059.41785161307,28.4858798980712 -25 09 2018 10:40,3193.4208984375,11.8404598236083,3494.93233741885,26.0222206115722 -25 09 2018 10:50,2462.93408203125,9.71776008605957,2603.74952495091,27.2388095855712 -25 09 2018 11:00,2728.14599609375,10.4547004699707,3043.91334826724,33.1593704223632 -25 09 2018 11:10,2775.73291015625,10.2432203292846,2934.29007458734,35.3804512023925 -25 09 2018 11:20,3176.73999023437,11.003529548645,3273.68674773394,28.2939701080322 -25 09 2018 11:30,3426.23999023437,12.3646402359008,3567.59994485173,27.2462997436523 -25 09 2018 11:40,3430.3291015625,12.2552900314331,3556.18396889718,28.2819004058837 -25 09 2018 11:50,3496.1259765625,12.4294595718383,3573.4767168237,27.2379608154296 -25 09 2018 12:00,3176.998046875,11.2341403961181,3348.99405291882,30.1727409362792 -25 09 2018 12:10,3498.28491210937,12.7569198608398,3593.36887648386,23.9818305969238 -25 09 2018 12:20,3536.72998046875,13.1456804275512,3600,27.4014892578125 -25 09 2018 12:30,3462.51806640625,12.6841201782226,3590.33273875523,32.7224197387695 -25 09 2018 12:40,2998.98999023437,10.7823801040649,3190.07124292518,34.4515190124511 -25 09 2018 12:50,3487.8369140625,12.8346500396728,3595.75534812726,40.7374382019042 -25 09 2018 13:00,3559.98999023437,13.4722299575805,3600,40.97945022583 -25 09 2018 13:10,3571.81298828125,13.7552900314331,3600,38.6675682067871 -25 09 2018 13:20,3534.47900390625,13.5953798294067,3600,37.4082984924316 -25 09 2018 13:30,3534.4609375,13.2571401596069,3600,40.8730697631835 -25 09 2018 13:40,3417.68896484375,12.2808599472045,3559.0241753546,34.9837188720703 -25 09 2018 13:50,3416.77807617187,12.3202600479125,3563.19588770916,35.3072204589843 -25 09 2018 14:00,3373.01611328125,12.62975025177,3587.55428259008,33.7498893737792 -25 09 2018 14:10,3563.68090820312,13.1600999832153,3600,28.0595607757568 -25 09 2018 14:20,3551.56591796875,13.6231498718261,3600,34.2459907531738 -25 09 2018 14:30,3333.77905273437,11.822919845581,3491.68821408673,36.5430603027343 -25 09 2018 14:40,3244.21704101562,11.6119003295898,3448.2562833808,34.0026702880859 -25 09 2018 14:50,3572.11499023437,13.0881099700927,3600,37.1337509155273 -25 09 2018 15:00,3194.55200195312,11.7144498825073,3470.3901596805,42.0028915405273 -25 09 2018 15:10,2945.38208007812,10.3386802673339,2985.32913071201,36.896858215332 -25 09 2018 15:20,3145.85498046875,11.3748397827148,3389.33296015474,38.2158584594726 -25 09 2018 15:30,2849.21411132812,10.5227603912353,3076.57102048312,37.7159996032714 -25 09 2018 15:40,3432.36206054687,12.4152898788452,3572.24799370348,33.1156997680664 -25 09 2018 15:50,3473.53295898437,12.7211399078369,3591.97405345996,35.2644004821777 -25 09 2018 16:00,3222.61010742187,11.6268701553344,3451.61060099147,40.4512100219726 -25 09 2018 16:10,3263.53002929687,11.7110795974731,3469.69391788558,35.5494003295898 -25 09 2018 16:20,3301.79809570312,12.1288204193115,3540.5761131584,39.5039482116699 -25 09 2018 16:30,3546.9541015625,13.0492696762084,3600,45.0022315979003 -25 09 2018 16:40,3178.90991210937,11.4088697433471,3398.47699215698,47.3001098632812 -25 09 2018 16:50,3139.78100585937,11.4127902984619,3399.5154122146,41.5369796752929 -25 09 2018 17:00,3580.48901367187,13.7461700439453,3600,39.696189880371 -25 09 2018 17:10,3551.2919921875,13.2097797393798,3600,47.875259399414 -25 09 2018 17:20,3596.02099609375,13.9395704269409,3600,48.9336395263671 -25 09 2018 17:30,3547.8349609375,13.0112800598144,3600,45.5651016235351 -25 09 2018 17:40,3433.99096679687,12.3007202148437,3561.15792299967,41.4586486816406 -25 09 2018 17:50,3068.36694335937,10.9089097976684,3239.32382723325,49.0059204101562 -25 09 2018 18:00,2973.44091796875,10.5828599929809,3104.38516957381,43.4393806457519 -25 09 2018 18:10,3226.6708984375,11.4111404418945,3399.07879970407,28.104019165039 -25 09 2018 18:20,3267.8720703125,11.8088197708129,3489.04032705259,32.3218307495117 -25 09 2018 18:30,3309.44897460937,11.7701301574707,3481.59044713271,33.6189002990722 -25 09 2018 18:40,3464.17895507812,11.9250202178955,3509.80626678127,32.3728713989257 -25 09 2018 18:50,3464.9189453125,12.1961297988891,3549.20808747727,40.0554504394531 -25 09 2018 19:00,3536.42700195312,12.5513296127319,3582.76818990949,43.3545799255371 -25 09 2018 19:10,2912.623046875,10.5833101272583,3104.58991811423,41.1426811218261 -25 09 2018 19:20,3480.07788085937,12.0215301513671,3525.25832725953,37.7513809204101 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04:50,2016.76293945312,9.29451179504394,2335.3137773971,65.6728973388671 -10 11 2018 05:00,2101.34790039062,9.47652053833007,2454.57304565267,65.3772277832031 -10 11 2018 05:10,1974.14904785156,9.18360900878906,2262.9648762243,64.8632507324218 -10 11 2018 05:20,1897.791015625,9.09909152984619,2208.05744007433,68.6442794799804 -10 11 2018 05:30,1783.123046875,8.82236957550048,2030.17022195399,70.7258911132812 -10 11 2018 05:40,1223.14904785156,7.75512886047363,1393.04339978079,73.2996368408203 -10 11 2018 05:50,1130.74194335937,7.47007322311401,1242.48974765263,69.195701599121 -10 11 2018 06:00,1058.87194824218,7.18112516403198,1099.65366670686,69.6508865356445 -10 11 2018 06:10,1356.59497070312,7.8517050743103,1446.25244439024,70.1522216796875 -10 11 2018 06:20,1321.14404296875,7.84707307815551,1443.67580098236,65.180793762207 -10 11 2018 06:30,1137.81896972656,7.48161077499389,1248.44820687971,63.4468193054199 -10 11 2018 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11 2018 04:20,199.099304199218,4.66821098327636,258.478524362771,49.8401718139648 -15 11 2018 04:30,26.8965492248535,3.34228301048278,36.3256690766621,46.4347610473632 -15 11 2018 04:40,3.14412689208984,3.10456299781799,20.2206895711906,55.0435791015625 -15 11 2018 04:50,0,2.59498500823974,0,83.5237426757812 -15 11 2018 05:00,0,2.5954430103302,0,89.8301086425781 -15 11 2018 05:10,0,3.03499698638916,17.217886688959,95.2314071655273 -15 11 2018 05:20,0,3.11135411262512,20.5553106758862,92.8113937377929 -15 11 2018 05:30,0,2.72193694114685,0,92.9329833984375 -15 11 2018 05:40,0,2.73014903068542,0,112.137496948242 -15 11 2018 05:50,0,3.1067190170288,20.3261244325695,109.776802062988 -15 11 2018 06:00,0,2.81169509887695,0,113.880897521972 -15 11 2018 06:10,0,3.14088201522827,22.096043864487,119.747703552246 -15 11 2018 06:20,0,2.78833889961242,0,121.407997131347 -15 11 2018 06:30,0,3.2035629749298,25.8290459787358,130.780502319335 -15 11 2018 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11:10,720.039428710937,6.33768892288208,743.950313097673,65.9117431640625 -24 11 2018 11:20,694.028503417968,6.25990104675292,715.233372863385,59.6253509521484 -24 11 2018 11:30,776.242370605468,6.57680082321166,836.361394365,59.2143898010253 -24 11 2018 11:40,751.853088378906,6.48070621490478,798.46454495784,59.9903488159179 -24 11 2018 11:50,621.82421875,6.04326820373535,638.682056066214,60.6824302673339 -24 11 2018 12:00,492.137390136718,5.66941022872924,519.079926411323,62.3119812011718 -24 11 2018 12:10,385.275512695312,5.16229915618896,376.894895833269,66.2112503051757 -24 11 2018 12:20,545.785705566406,5.8321509361267,569.81952273767,66.3665924072265 -24 11 2018 12:30,641.595581054687,6.15985012054443,679.254434134865,63.7681198120117 -24 11 2018 12:40,649.869689941406,6.22470998764038,702.456037555273,67.0426025390625 -24 11 2018 12:50,866.629089355468,6.83096504211425,941.676114995906,68.1586990356445 -24 11 2018 13:00,700.419921875,6.38284301757812,760.920376078534,65.219856262207 -24 11 2018 13:10,394.665893554687,5.30897283554077,415.68900332165,60.8739204406738 -24 11 2018 13:20,408.096099853515,5.50612020492553,470.762210171905,59.702091217041 -24 11 2018 13:30,379.428314208984,5.35671710968017,428.710740890824,62.4747200012207 -24 11 2018 13:40,290.653106689453,4.96333217620849,327.042363303643,64.3171081542968 -24 11 2018 13:50,371.272705078125,5.43975782394409,451.835943547402,63.1436386108398 -24 11 2018 14:00,295.813385009765,5.0743989944458,354.489501762727,61.6954307556152 -24 11 2018 14:10,319.780487060546,5.2571849822998,401.785672225604,59.9634399414062 -24 11 2018 14:20,381.551208496093,5.57583618164062,491.082412465629,64.1723937988281 -24 11 2018 14:30,301.007293701171,5.19539785385131,385.493038773691,62.2653617858886 -24 11 2018 14:40,140.939300537109,4.33739423751831,188.351854476509,61.4523887634277 -24 11 2018 14:50,190.774307250976,4.66756010055541,258.333904432366,60.3772392272949 -24 11 2018 15:00,236.30110168457,4.87167310714721,305.088460841222,61.0629997253417 -24 11 2018 15:10,134.939300537109,4.24548912048339,169.983718327323,61.7339706420898 -24 11 2018 15:20,176.381607055664,4.5765061378479,238.371449902253,59.0109100341796 -24 11 2018 15:30,79.171157836914,3.98288893699645,124.738098981489,56.8518981933593 -24 11 2018 15:40,77.5077362060546,3.92000293731689,113.152526367878,56.9059791564941 -24 11 2018 15:50,77.3479766845703,3.90139198303222,109.845144023013,61.5792694091796 -24 11 2018 16:00,92.4652023315429,3.97472310066223,123.197949058359,65.8141479492187 -24 11 2018 16:10,204.719802856445,4.679621219635,261.018276979894,68.7497329711914 -24 11 2018 16:20,272.379913330078,5.08562088012695,357.315736833045,74.3258590698242 -24 11 2018 16:30,294.380096435546,5.16829013824462,378.444563298521,75.1777114868164 -24 11 2018 16:40,314.22119140625,5.46817684173583,459.891816214973,76.879051208496 -24 11 2018 16:50,277.885192871093,5.08730316162109,357.740273475525,75.7966613769531 -24 11 2018 17:00,243.201095581054,4.91922807693481,316.401730667854,77.1843872070312 -24 11 2018 17:10,225.131698608398,4.96006679534912,326.249596143875,75.3383712768554 -24 11 2018 17:20,31.9690895080566,3.07511711120605,18.8551539902692,82.048957824707 -24 11 2018 17:30,0,2.0958399772644,0,102.143203735351 -24 11 2018 17:40,0,1.51426398754119,0,121.999298095703 -24 11 2018 17:50,0,1.81515395641326,0,143.815994262695 -24 11 2018 18:00,0,2.00350093841552,0,147.152206420898 -24 11 2018 18:10,0,2.43964004516601,0,142.072494506835 -24 11 2018 18:20,0,2.72941493988037,0,141.042098999023 -24 11 2018 18:30,0,3.04526400566101,17.6123545978307,146.289596557617 -24 11 2018 18:40,0,2.39465999603271,0,157.552597045898 -24 11 2018 18:50,0,2.03313899040222,0,166.001998901367 -24 11 2018 19:00,0,1.5235229730606,0,172.455093383789 -24 11 2018 19:10,0,1.66851603984832,0,178.526397705078 -24 11 2018 19:20,0,2.04387402534484,0,172.379592895507 -24 11 2018 19:30,0,2.40829205513,0,175.784698486328 -24 11 2018 19:40,0,2.34221005439758,0,172.591796875 -24 11 2018 19:50,0,2.87070488929748,0,195.793792724609 -24 11 2018 20:00,0,2.83871293067932,0,223.868392944335 -24 11 2018 20:10,0,3.05038094520568,17.8152494177675,241.470306396484 -24 11 2018 20:20,0,2.51855111122131,0,245.502197265625 -24 11 2018 20:30,0,1.73616397380828,0,258.325592041015 -24 11 2018 20:40,0,1.48213100433349,0,255.45799255371 -24 11 2018 20:50,0,1.5002269744873,0,228.813507080078 -24 11 2018 21:00,0,1.2426209449768,0,208.824905395507 -24 11 2018 21:10,0,1.9647250175476,0,181.492095947265 -24 11 2018 21:20,0,2.5725769996643,0,178.381805419921 -24 11 2018 21:30,0,2.17898702621459,0,188.584701538085 -24 11 2018 21:40,0,1.91059398651123,0,187.767303466796 -24 11 2018 21:50,0,2.07632994651794,0,216.42349243164 -24 11 2018 22:00,0,2.01408791542053,0,246.682800292968 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01:00,0,2.74393701553344,0,211.56590270996 -25 11 2018 01:10,0,1.93182897567749,0,206.670303344726 -25 11 2018 01:20,0,1.41942501068115,0,226.392303466796 -25 11 2018 01:30,0,1.45797896385192,0,233.453796386718 -25 11 2018 01:40,0,1.83159005641937,0,221.814804077148 -25 11 2018 01:50,0,1.78985404968261,0,226.163497924804 -25 11 2018 02:00,0,1.5992259979248,0,226.513595581054 -25 11 2018 02:10,0,2.0188410282135,0,212.796096801757 -25 11 2018 02:20,0,2.38869309425354,0,219.615997314453 -25 11 2018 02:30,0,2.28978896141052,0,217.44090270996 -25 11 2018 02:40,0,2.17579889297485,0,236.62890625 -25 11 2018 02:50,0,2.11600399017333,0,235.122406005859 -25 11 2018 03:00,0,1.87569499015808,0,230.499099731445 -25 11 2018 03:10,0,2.16467094421386,0,228.514297485351 -25 11 2018 03:20,0,2.71820402145385,0,222.720397949218 -25 11 2018 03:30,0,1.75576198101043,0,222.12939453125 -25 11 2018 03:40,0,0.720349371433258,0,231.436203002929 -25 11 2018 03:50,0,1.13202500343322,0,244.197296142578 -25 11 2018 04:00,0,1.52014899253845,0,224.802703857421 -25 11 2018 04:10,0,1.3543210029602,0,224.598602294921 -25 11 2018 04:20,0,1.14376294612884,0,244.376098632812 -25 11 2018 04:30,0,1.79398298263549,0,236.0625 -25 11 2018 04:40,0,1.87180805206298,0,234.597198486328 -25 11 2018 04:50,0,1.77960801124572,0,233.8583984375 -25 11 2018 05:00,0,1.68077003955841,0,230.456893920898 -25 11 2018 05:10,0,1.3400330543518,0,232.055099487304 -25 11 2018 05:20,0,0.824082195758819,0,247.302505493164 -25 11 2018 05:30,0,0.943678021430969,0,279.030700683593 -25 11 2018 05:40,0,0.777195870876312,0,269.114501953125 -25 11 2018 05:50,0,1.19288301467895,0,234.630401611328 -25 11 2018 06:00,0,1.77429497241973,0,231.867492675781 -25 11 2018 06:10,0,1.88935804367065,0,222.431198120117 -25 11 2018 06:20,0,1.42109704017639,0,229.198806762695 -25 11 2018 06:30,0,1.7519119977951,0,224.327606201171 -25 11 2018 06:40,0,1.4450010061264,0,227.593994140625 -25 11 2018 06:50,0,1.28995299339294,0,239.576797485351 -25 11 2018 07:00,0,1.29113101959228,0,207.673202514648 -25 11 2018 07:10,0,1.81730699539184,0,205.862594604492 -25 11 2018 07:20,0,2.15779209136962,0,200.396194458007 -25 11 2018 07:30,0,1.90402102470397,0,205.431198120117 -25 11 2018 07:40,0,1.55926501750946,0,224.740005493164 -25 11 2018 07:50,0,1.08462297916412,0,226.723602294921 -25 11 2018 08:00,0,1.65347898006439,0,204.423095703125 -25 11 2018 08:10,0,2.34529209136962,0,192.893493652343 -25 11 2018 08:20,0,2.40458488464355,0,196.06900024414 -25 11 2018 08:30,0,2.24704909324645,0,203.532501220703 -25 11 2018 08:40,0,2.34055399894714,0,197.891403198242 -25 11 2018 08:50,0,2.4257469177246,0,195.056900024414 -25 11 2018 09:00,0,2.01402807235717,0,207.309494018554 -25 11 2018 09:10,0,2.52844095230102,0,196.073501586914 -25 11 2018 09:20,0,2.65025901794433,0,204.805206298828 -25 11 2018 09:30,0,2.25681090354919,0,162.823196411132 -25 11 2018 09:40,0,1.5803780555725,0,140.556900024414 -25 11 2018 09:50,0,2.07305288314819,0,226.181396484375 -25 11 2018 10:00,0,2.4861741065979,0,216.051696777343 -25 11 2018 10:10,0,2.44272994995117,0,214.431198120117 -25 11 2018 10:20,0,2.46440911293029,0,211.36489868164 -25 11 2018 10:30,0,3.28392195701599,31.5344368385749,209.552093505859 -25 11 2018 10:40,11.6487302780151,3.26415395736694,30.0351116911515,209.262603759765 -25 11 2018 10:50,52.9264602661132,3.60885000228881,65.1390660962097,205.732604980468 -25 11 2018 11:00,120.164100646972,4.10668897628784,143.065408377396,193.562301635742 -25 11 2018 11:10,25.6301193237304,3.13727688789367,21.9004559285795,190.618103027343 -25 11 2018 11:20,51.0398216247558,3.50144290924072,52.1617723939271,184.695602416992 -25 11 2018 11:30,60.7268409729003,3.49458694458007,51.396081886487,189.781204223632 -25 11 2018 11:40,233.726196289062,4.67936277389526,260.960656148847,189.517501831054 -25 11 2018 11:50,303.719299316406,5.06734800338745,352.718760018317,192.792007446289 -25 11 2018 12:00,488.463989257812,5.75881195068359,546.625555793013,201.684005737304 -25 11 2018 12:10,473.351196289062,5.62238979339599,504.906344749468,198.941192626953 -25 11 2018 12:20,237.554702758789,4.39211177825927,199.505912827084,202.820602416992 -25 11 2018 12:30,261.304412841796,4.41087102890014,203.368655367197,199.144805908203 -25 11 2018 12:40,341.301300048828,4.93252992630004,319.595792401007,196.906494140625 -25 11 2018 12:50,210.162902832031,4.5118441581726,224.510925393219,193.014602661132 -25 11 2018 13:00,80.2040481567382,3.70224809646606,77.9241302061309,192.793197631835 -25 11 2018 13:10,141.851593017578,4.17206478118896,155.625088443718,189.050994873046 -25 11 2018 13:20,115.887802124023,4.07868099212646,137.747178396469,186.97459411621 -25 11 2018 13:30,85.3594131469726,3.74175691604614,83.7524871136593,178.820098876953 -25 11 2018 13:40,75.9218826293945,3.50859308242797,52.9683325171827,183.080093383789 -25 11 2018 13:50,283.8837890625,5.09526586532592,359.752751173697,181.369003295898 -25 11 2018 14:00,619.631713867187,6.38360595703125,761.209013678478,181.252807617187 -25 11 2018 14:10,562.404479980468,6.21529483795166,699.060088552795,184.517395019531 -25 11 2018 14:20,450.56509399414,5.82177305221557,566.504206188843,184.451507568359 -25 11 2018 14:30,605.613708496093,6.17138385772705,683.347337752254,186.458297729492 -25 11 2018 14:40,1155.96105957031,7.38567876815795,1199.51790478539,188.921905517578 -25 11 2018 14:50,1457.02697753906,7.80601978302001,1420.94649373727,190.535400390625 -25 11 2018 15:00,1743.62805175781,8.43785572052001,1789.81325069317,193.772598266601 -25 11 2018 15:10,1804.91003417968,8.62661457061767,1906.62732966588,193.086593627929 -25 11 2018 15:20,2018.85705566406,9.2074384689331,2278.48401207575,194.080795288085 -25 11 2018 15:30,2832.23901367187,10.8634004592895,3222.05035123224,196.306503295898 -25 11 2018 15:40,3156.7548828125,11.5510997772216,3434.19260415038,197.956893920898 -25 11 2018 15:50,3076.94897460937,11.4878702163696,3418.80802129193,199.886306762695 -25 11 2018 16:00,3023.7900390625,10.9128799438476,3240.80753726286,196.090499877929 -25 11 2018 16:10,2693.56201171875,10.2988500595092,2964.34982650431,195.993896484375 -25 11 2018 16:20,2291.087890625,9.68846797943115,2582.67912479263,195.329193115234 -25 11 2018 16:30,3004.60693359375,11.1580200195312,3325.42666610958,198.194396972656 -25 11 2018 16:40,3341.51391601562,12.2247200012207,3552.6501486719,197.446197509765 -25 11 2018 16:50,3153.48803710937,11.7264404296875,3472.8501949629,194.51040649414 -25 11 2018 17:00,3082.3798828125,11.096019744873,3305.30040701605,193.667892456054 -25 11 2018 17:10,2616.51611328125,10.1535396575927,2883.93246310118,192.58250427246 -25 11 2018 17:20,2434.52392578125,10.2928800582885,2961.16646525076,197.702804565429 -25 11 2018 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a/examples/wind_to_power_pyspark/ml_model/wind-turbine-power-prediction-gbtregressor-pyspark.ipynb b/examples/wind_to_power_pyspark/ml_model/wind-turbine-power-prediction-gbtregressor-pyspark.ipynb index 6c65095..9e5825e 100644 --- a/examples/wind_to_power_pyspark/ml_model/wind-turbine-power-prediction-gbtregressor-pyspark.ipynb +++ b/examples/wind_to_power_pyspark/ml_model/wind-turbine-power-prediction-gbtregressor-pyspark.ipynb @@ -105,6 +105,21 @@ "## Reading the Dataset" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Construct path to dataset: ../../data/T1.csv (mlfmu/examples/data/T1.csv)\n", + "# Check the README.md in `../../data` for instructions on where to download it from.\n", + "from pathlib import Path\n", + "\n", + "data_dir = Path.cwd().parent.parent / \"data\"\n", + "data_path = data_dir / \"T1.csv\"\n", + "print(data_path)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -112,7 +127,7 @@ "outputs": [], "source": [ "# Reading the dataset as Spark DataFrame\n", - "spark_df = spark.read.csv(\"T1.csv\", header=True, inferSchema=True)\n", + "spark_df = spark.read.csv(str(data_path), header=True, inferSchema=True)\n", "\n", "# Caching the dataset\n", "spark_df.cache()\n", From 362039b9bada0ed2c4842bc1233ffb2ee5b06a2a Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Mon, 6 Oct 2025 12:59:27 +0200 Subject: [PATCH 6/7] also update top level README for examples --- examples/README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/examples/README.md b/examples/README.md index d3b5253..9b0cb03 100644 --- a/examples/README.md +++ b/examples/README.md @@ -76,6 +76,8 @@ pip install -U tf2onnx ### ML Model creation instructions +For these examples, we use the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle. Download the dataset from [https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data), and store as `T1.csv` into the `data` folder. + 1. Make sure you are in your virtual environment, either ```conda activate mlfmu-examples```: 2. To generate the FMUs, firstly run the notebooks to train the ML models and save them by running ```training_models.py```. Go into the directory of the specific model you are interested in (e.g. `wind_to_power\ml_model`): From afd7220983671673a6ae1f107cf59831060637c5 Mon Sep 17 00:00:00 2001 From: Stephanie Kemna <6518317+StephanieKemna@users.noreply.github.com> Date: Mon, 6 Oct 2025 14:17:14 +0200 Subject: [PATCH 7/7] correction to README text, no longer including data --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 9b0cb03..5ac5b98 100644 --- a/examples/README.md +++ b/examples/README.md @@ -22,7 +22,7 @@ We have included the python code that was used to create the onnx models, which If you want to train the models yourself and test everything, bottom up, here are the steps we took for training the models. The below steps assume you work on Windows and use the specific versions of software specified in the requirements.txt file, we have not tested this for other systems (as this is a mere, simple example). -These models are using the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle, the data is included here for creating a complete example. +These models are using the publicly available ["Wind Turbine Scada Dataset"](https://www.kaggle.com/datasets/berkerisen/wind-turbine-scada-dataset/data) from Kaggle, which you should download into the `examples\data` folder. ### Install: Conda with pip (Windows native example)