From e456a405c37b9f941deecaa2f5cdadcbe3c8cbf0 Mon Sep 17 00:00:00 2001 From: VictorRezende Date: Sun, 11 Aug 2024 15:16:24 -0300 Subject: [PATCH 1/4] =?UTF-8?q?corre=C3=A7=C3=A3o=20da=20importa=C3=A7?= =?UTF-8?q?=C3=A3o=20do=20pacote=20pandas=5Fprofiling?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- overviews/AndreMachado/main.ipynb | 20 ++++---------------- 1 file changed, 4 insertions(+), 16 deletions(-) diff --git a/overviews/AndreMachado/main.ipynb b/overviews/AndreMachado/main.ipynb index 6a39ea12..eb8f7c04 100644 --- a/overviews/AndreMachado/main.ipynb +++ b/overviews/AndreMachado/main.ipynb @@ -41,23 +41,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "collapsed": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\UR8D\\Anaconda3\\envs\\3W\\lib\\site-packages\\tslearn\\bases\\bases.py:15: UserWarning:\n", - "\n", - "h5py not installed, hdf5 features will not be supported.\n", - "Install h5py to use hdf5 features: http://docs.h5py.org/\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(\"ignore\", FutureWarning)\n", @@ -73,7 +61,7 @@ "import pandas as pd\n", "# from tslearn.preprocessing import TimeSeriesScalerMeanVariance, TimeSeriesScalerMinMax\n", "import matplotlib.pyplot as plt \n", - "import pandas_profiling\n", + "from ydata_profiling import ProfileReport\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'svg'" @@ -63666,7 +63654,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6" + "version": "3.9.13" }, "toc": { "base_numbering": 1, From 5487d25f80efeca86e33bb1f0f5aa1ac6933b865 Mon Sep 17 00:00:00 2001 From: Ricardo Emanuel Vaz Vargas Date: Mon, 12 Aug 2024 21:43:35 -0300 Subject: [PATCH 2/4] Update environment.yml --- environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/environment.yml b/environment.yml index 835107bb..6db7bcea 100644 --- a/environment.yml +++ b/environment.yml @@ -15,7 +15,7 @@ dependencies: - scikit-learn=1.1.2 - seaborn=0.12.0 - tslearn=0.5.3.2 - - pandas-profiling=3.6.3 + - ydata-profiling=4.9.0 - numba=0.56.4 - missingno=0.5.2 - pyarrow=17.0.0 \ No newline at end of file From 29573400419f26f4dbd23d644ccc6287d8632cce Mon Sep 17 00:00:00 2001 From: Ricardo Emanuel Vaz Vargas Date: Mon, 12 Aug 2024 22:08:24 -0300 Subject: [PATCH 3/4] Partially adapt the resample and plot_instance functions to version 2.0.0 of 3W Dataset. Improvements are still required --- toolkit/misc.py | 40 +++++++++++++++++++--------------------- 1 file changed, 19 insertions(+), 21 deletions(-) diff --git a/toolkit/misc.py b/toolkit/misc.py index 6e02d2cc..6f2323e5 100644 --- a/toolkit/misc.py +++ b/toolkit/misc.py @@ -527,14 +527,17 @@ def resample(data, n, class_number): Args: data (string): Instance path n (integer): Factor to downsampling the instance. - class_number (integer): integer that represents the event class [0-8] + class_number (integer): integer that represents the event class Returns: pandas.DataFrame: Downsamplig instance DataFrame """ + # Timestamp is expected to be a column + data.reset_index(inplace=True) # Group Timestamp and get last value resampleTimestamp = data.timestamp.groupby(data.index // n).max() # Replace transient label from 100 to 0.5 + data["class"] = data["class"].astype(float) tempClassLabel = data["class"].replace(class_number + 100, 0.5) # Get the max value from the group Class column resampleClass = tempClassLabel.groupby(tempClassLabel.index // n).max() @@ -544,10 +547,10 @@ def resample(data, n, class_number): dfResample = data.groupby(data.index // n).mean(numeric_only=True) # Drop class column dfResample.drop(["class"], axis=1, inplace=True) - # Insert new class label values group by non overlap - dfResample.insert(8, "class", resampleClass) - # Insert new timestamp values group by non overlap - dfResample.insert(0, "timestamp", resampleTimestamp) + # Insert resampled class label values + dfResample["class"] = resampleClass + # Insert resampled timestamp + dfResample.index = resampleTimestamp return dfResample @@ -559,18 +562,13 @@ def plot_instance(class_number, instance_index, resample_factor): Args: class_number (integer): integer that represents the event class - [0-8] instance_index (integer): input the instance file index """ instances_path = os.path.join( PATH_DATASET, str(class_number), "*" + PARQUET_EXTENSION ) instances_path_list = glob.glob(instances_path) - if class_number > 8 or class_number < 0: - print( - f"invalid class number: {class_number} - Type a valid class number 0 to 8" - ) - elif instance_index >= len(instances_path_list): + if instance_index >= len(instances_path_list): print( f"instance index {instance_index} out of range - Insert a valid index between 0 and {len(instances_path_list)-1}" ) @@ -579,7 +577,7 @@ def plot_instance(class_number, instance_index, resample_factor): instances_path_list[instance_index], engine=PARQUET_ENGINE ) df_instance_resampled = resample(df_instance, resample_factor, class_number) - df_drop_resampled = df_instance_resampled.drop(["timestamp", "class"], axis=1) + df_drop_resampled = df_instance_resampled.drop(["state", "class"], axis=1) df_drop_resampled.interpolate( method="linear", limit_direction="both", axis=0, inplace=True ) @@ -617,7 +615,7 @@ def plot_instance(class_number, instance_index, resample_factor): fig = go.Figure() fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[0]], mode="lines+markers", marker_symbol="circle", @@ -629,7 +627,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[1]], mode="lines+markers", marker_symbol="diamond", @@ -641,7 +639,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[2]], mode="lines+markers", marker_symbol="x", @@ -653,7 +651,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[3]], mode="lines+markers", marker_symbol="star", @@ -665,7 +663,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[4]], mode="lines+markers", marker_symbol="triangle-up", @@ -677,7 +675,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[5]], mode="lines", name=VARS[5], @@ -687,7 +685,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[6]], mode="lines", name=VARS[6], @@ -697,7 +695,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_scaler_resampled[VARS[7]], mode="lines", name=VARS[7], @@ -707,7 +705,7 @@ def plot_instance(class_number, instance_index, resample_factor): ), fig.add_trace( go.Scatter( - x=df_instance_resampled["timestamp"], + x=df_instance_resampled.index, y=df_instance_resampled["class"], mode="markers", name="Label", From dccfe610bf29530069276d0e3f884c17c08236e4 Mon Sep 17 00:00:00 2001 From: Ricardo Emanuel Vaz Vargas Date: Mon, 12 Aug 2024 22:11:21 -0300 Subject: [PATCH 4/4] Partially adapt the 3W Dataset's General Presentation by @AndreMachado to version 2.0.0 of 3W Dataset. Improvements are still possible --- overviews/AndreMachado/main.ipynb | 63568 +--------------------------- 1 file changed, 80 insertions(+), 63488 deletions(-) diff --git a/overviews/AndreMachado/main.ipynb b/overviews/AndreMachado/main.ipynb index eb8f7c04..49c5a724 100644 --- a/overviews/AndreMachado/main.ipynb +++ b/overviews/AndreMachado/main.ipynb @@ -27,9 +27,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This Jupyter Notebook presents a new 3w Dataset overview. For this, One **interactive plot graph** from a specific instance from an event class is presented. \n", - "By default, the instance is downsampling (n=100) and applied Z-score Scaler.\n", - "To help the visualization transient labels were changed to '0.5'." + "This Jupyter Notebook presents a 3W Dataset overview. For this, one **interactive plot graph** from a specific instance from an event class is presented. By default, the instance is downsampling (n=100) and applied Z-score Scaler. To help the visualization, transient labels were changed to '0.5'." ] }, { @@ -41,26 +39,27 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import warnings\n", + "\n", "warnings.simplefilter(\"ignore\", FutureWarning)\n", "\n", "import sys\n", "import os\n", - "sys.path.append(os.path.join('..','..'))\n", + "\n", + "sys.path.append(os.path.join(\"..\", \"..\"))\n", "import toolkit as tk\n", "\n", - "import plotly.offline as py \n", - "import plotly.graph_objs as go \n", + "import plotly.offline as py\n", + "import plotly.graph_objs as go\n", "import glob\n", "import pandas as pd\n", - "# from tslearn.preprocessing import TimeSeriesScalerMeanVariance, TimeSeriesScalerMinMax\n", - "import matplotlib.pyplot as plt \n", + "import matplotlib.pyplot as plt\n", "from ydata_profiling import ProfileReport\n", "\n", "%matplotlib inline\n", @@ -71,20 +70,47 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Each instance is stored in a CSV file and loaded into a pandas DataFrame. Each observation is stored in a line in the CSV file and loaded as a line in the pandas DataFrame. The first line of each CSV file contains a header with column identifiers. Each column of CSV files stores the following type of information:\n", + "Each instance is stored in a [Parquet file](https://parquet.apache.org/docs/) and loaded into a pandas DataFrame as follows:\n", + "\n", + "* All Parquet files are created and read with pandas functions, `pyarrow` engine and `brotli` compression;\n", + "* For each instance, timestamps corresponding to observations are stored in Parquet file as its index and loaded into pandas DataFrame as its index;\n", + "* Each observation is stored in a line of a Parquet file and loaded as a line of a pandas DataFrame; \n", + "* All variables are stored as float in columns of Parquet files and loaded as float in columns of pandas DataFrame;\n", + "* All labels are stored as `Int64` (not `int64`) in columns of Parquet files and loaded as `Int64` (not `int64`) in columns of pandas DataFrame.\n", "\n", - "* **timestamp**: observations timestamps loaded into pandas DataFrame as its index;\n", - "* **P-PDG**: pressure variable at the Permanent Downhole Gauge (PDG);\n", - "* **P-TPT**: pressure variable at the Temperature and Pressure Transducer (TPT);\n", - "* **T-TPT**: temperature variable at the Temperature and Pressure Transducer (TPT);\n", - "* **P-MON-CKP**: pressure variable upstream of the production choke (CKP);\n", - "* **T-JUS-CKP**: temperature variable downstream of the production choke (CKP);\n", - "* **P-JUS-CKGL**: pressure variable upstream of the gas lift choke (CKGL);\n", - "* **T-JUS-CKGL**: temperature variable upstream of the gas lift choke (CKGL);\n", - "* **QGL**: gas lift flow rate;\n", - "* **class**: observations labels associated with three types of periods (normal, fault transient, and faulty steady state).\n", + "The variables and labels are as follows:\n", "\n", - "Other information are also loaded into each pandas Dataframe:\n", + "* **ABER-CKGL**: Opening of the GLCK (gas lift choke) [%];\n", + "* **ABER-CKP**: Opening of the PCK (production choke) [%];\n", + "* **ESTADO-DHSV**: State of the DHSV (downhole safety valve) [0, 0.5, or 1];\n", + "* **ESTADO-M1**: State of the PMV (production master valve) [0, 0.5, or 1];\n", + "* **ESTADO-M2**: State of the AMV (annulus master valve) [0, 0.5, or 1];\n", + "* **ESTADO-PXO**: State of the PXO (pig-crossover) valve [0, 0.5, or 1];\n", + "* **ESTADO-SDV-GL**: State of the gas lift SDV (shutdown valve) [0, 0.5, or 1];\n", + "* **ESTADO-SDV-P**: State of the production SDV (shutdown valve) [0, 0.5, or 1];\n", + "* **ESTADO-W1**: State of the PWV (production wing valve) [0, 0.5, or 1];\n", + "* **ESTADO-W2**: State of the AWV (annulus wing valve) [0, 0.5, or 1];\n", + "* **ESTADO-XO**: State of the XO (crossover) valve [0, 0.5, or 1];\n", + "* **P-ANULAR**: Pressure in the well annulus [Pa];\n", + "* **P-JUS-BS**: Downstream pressure of the SP (service pump) [Pa];\n", + "* **P-JUS-CKGL**: Downstream pressure of the GLCK (gas lift choke) [Pa];\n", + "* **P-JUS-CKP**: Downstream pressure of the PCK (production choke) [Pa];\n", + "* **P-MON-CKGL**: Upstream pressure of the GLCK (gas lift choke) [Pa];\n", + "* **P-MON-CKP**: Upstream pressure of the PCK (production choke) [Pa];\n", + "* **P-MON-SDV-P**: Upstream pressure of the production SDV (shutdown valve) [Pa];\n", + "* **P-PDG**: Pressure at the PDG (permanent downhole gauge) [Pa];\n", + "* **PT-P**: Downstream pressure of the PWV (production wing valve) in the production tube [Pa];\n", + "* **P-TPT**: Pressure at the TPT (temperature and pressure transducer) [Pa];\n", + "* **QBS**: Flow rate at the SP (service pump) [m3/s];\n", + "* **QGL**: Gas lift flow rate [m3/s];\n", + "* **T-JUS-CKP**: Downstream temperature of the PCK (production choke) [oC];\n", + "* **T-MON-CKP**: Upstream temperature of the PCK (production choke) [oC];\n", + "* **T-PDG**: Temperature at the PDG (permanent downhole gauge) [oC];\n", + "* **T-TPT**: Temperature at the TPT (temperature and pressure transducer) [oC];\n", + "* **class**: Label of the observation;\n", + "* **state**: Well operational status.\n", + "\n", + "Other informations are also loaded into each pandas Dataframe:\n", "\n", "* **label**: instance label (event type);\n", "* **well**: well name. Hand-drawn and simulated instances have fixed names. Real instances have names masked with incremental id;\n", @@ -107,63387 +133,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Downsampling instances Functions. The original frequency rate is 1Hz. In some 3W classes, due to a large number of samples in some instances, it is impossible to plot the entire series. For that, this function provides an alternative to change/decrease the frequency of the samples, such as from seconds to minutes, and allows data visualization." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot one especific event class and instance. By default the instance is downsampling (n=100) and Z-score Scaler. \n", - " To help the visualization transient labels were changed to '0.5'." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot one interactive graph from an especific event class and instance. \n", - "By default the instance is downsampling (n=100) and Z-score Scaler.\n", - "To help the visualization transient labels were changed to '0.5'." + "Plot one interactive graph from an especific event class and instance." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "line": { - "color": "#008080" - }, - "marker": { - "size": 3, - "symbol": "circle" - }, - "mode": "lines+markers", - "name": "P-PDG", - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "class_number = 7\n", - "instance_index = -10\n", + "instance_index = 5\n", "resample_factor = 100\n", - "tk.plot_instance(class_number,instance_index, resample_factor)" + "tk.plot_instance(class_number, instance_index, resample_factor)" ] }, { @@ -63510,13 +168,21 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class_number = 2\n", "resample_factor = 100\n", - "df_all_instances_class = pd.concat([tk.resample(pd.read_csv(f, sep=',',header=0),resample_factor,class_number)for f in glob.glob(os.path.join(tk.PATH_DATASET, str(class_number), \"*.csv\"))],ignore_index=True)" + "df_all_instances_class = pd.concat(\n", + " [\n", + " tk.resample(pd.read_parquet(f, engine=\"pyarrow\"), resample_factor, class_number)\n", + " for f in glob.glob(\n", + " os.path.join(tk.PATH_DATASET, str(class_number), \"*.parquet\")\n", + " )\n", + " ],\n", + " ignore_index=True,\n", + ")" ] }, { @@ -63528,77 +194,19 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "90e736ef77ba44bba37b2802b173586d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Summarize dataset: 0%| | 0/5 [00:00