diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana-yadage.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana-yadage.yaml
deleted file mode 100644
index 524d04c7..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana-yadage.yaml
+++ /dev/null
@@ -1,28 +0,0 @@
-version: 0.8.0
-inputs:
-  files:
-    - ttbar_analysis_pipeline.py
-    - samples.ipynb
-    - ttbar_analysis_pipeline.ipynb
-    - validate_histograms.py
-    - cabinetry_config_ml.yml
-    - GetIOBranches.py
-    - cabinetry_config.yml
-    - nanoaod_inputs.json
-    - nanoaod_branch_rations.json
-    - fix-env.sh
-    - corrections.json
-    - yadage.yaml
-    - merged.ipynb
-
-  directories:
-    - models
-    - reference
-    - utils
-    - report
-workflow:
-  type: yadage
-  file: yadage.yaml
-outputs:
-  files:
-    - histogram_1.root
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana.yaml
deleted file mode 100644
index e286d613..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana.yaml
+++ /dev/null
@@ -1,30 +0,0 @@
-version: 0.6.0
-inputs:
-  files:
-    - ttbar_analysis_pipeline.py
-    - ttbar_analysis_pipeline.ipynb
-    - validate_histograms.py
-    - cabinetry_config_ml.yml
-    - GetIOBranches.py
-    - cabinetry_config.yml
-    - nanoaod_inputs.json
-    - nanoaod_branch_rations.json
-    - fix-env.sh
-    - corrections.json
-
-  directories:
-    - models
-    - reference
-    - utils
-workflow:
-  type: serial #since everything in reana.yaml file the serial should be the workflow engine
-  specification:
-    steps:
-      - name: demoanalyzer 
-        environment: 'hub.opensciencegrid.org/iris-hep/analysis-systems-base:latest'  
-        commands:
-        - /bin/bash -l && source fix-env.sh && python ttbar_analysis_pipeline.py
-outputs:
-  files:
-    - merged_histograms.root
-
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana_2steps.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana_2steps.yaml
deleted file mode 100644
index 38deb434..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/reana_2steps.yaml
+++ /dev/null
@@ -1,41 +0,0 @@
-version: 0.6.0
-inputs:
-  files:
-    - ttbar_analysis_pipeline.py   
-    - ttbar_analysis_pipeline.ipynb 
-    - validate_histograms.py
-    - cabinetry_config_ml.yml
-    - GetIOBranches.py
-    - cabinetry_config.yml
-    - nanoaod_inputs.json
-    - nanoaod_branch_rations.json
-    - fix-env.sh
-    - first_step.py
-    - second_step.py
-    - corrections.json
- 
-  directories:
-    - models
-    - reference
-    - utils
-  parameters:
-    notebook: ttbar_analysis_pipeline.ipynb
-    value1: True
-    value2: False a
-workflow:
-  type: serial #since everything in reana.yaml file the serial should be the workflow engine
-  specification:
-    steps:
-      - name: Histogram stage
-        environment: 'povstenandrii/papermill:20231102a'  
-        commands:
-        - /bin/bash -l && source fix-env.sh && papermill ${notebook} -p RUN_HISTOGRAMS ${value1} -p RUN_STAT ${value2} output1.ipynb
-      - name: Statistical Inference
-        environment: 'povstenandrii/papermill:20231102a'  
-        commands: 
-        - /bin/bash -l && source fix-env.sh && papermill ${notebook} -p RUN_HISTOGRAMS ${value2} -p RUN_STAT ${value1} output2.ipynb
-outputs:
-  files:
-      # you can't get rid of cash files, but you can find them using the search bar 
-    - histograms.root
-# outputs reana download
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/steps.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/steps.yaml
deleted file mode 100644
index 12e9892c..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/steps.yaml
+++ /dev/null
@@ -1,17 +0,0 @@
-firstsample:
-  process:
-    process_type: interpolated-script-cmd
-    interpreter: bash
-    script: |
-      /bin/bash -l 
-      source fix-env.sh
-      papermill {input} sample2_out.ipynb -p selected_sample 'ttbar_scaledown' -k python3
-
-  publisher:
-    publisher_type: interpolated-pub
-    publish:
-      histfile: 'histograms_ttbar_scaledown.root'
-  environment:
-    environment_type: 'docker-encapsulated'
-    image: 'povstenandrii/papermill:20231102a'
-
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/yadage.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/yadage.yaml
deleted file mode 100644
index f6582be7..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/No_paralelisation_REANA/yadage.yaml
+++ /dev/null
@@ -1,22 +0,0 @@
-stages:
-  - name: firstsample
-    dependencies: [init]
-    scheduler:
-      scheduler_type: 'singlestep-stage'
-      parameters:
-        outfilename: '{workdir}/histograms_ttbar_scaledown.root'
-      step:
-        process:
-          process_type: 'interpolated-script-cmd'
-          script: |
-            /bin/bash -l 
-            source fix-env.sh
-            papermill {input} sample2_out.ipynb -p selected_sample 'ttbar_scaledown' -k python3
-
-        publisher:
-          publisher_type: 'frompar-pub'
-          outputmap:
-            data: outfilename
-        environment:
-          environment_type: 'docker-encapsulated'
-          image: 'povstenandrii/papermill:20231102a'
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/README.md b/analyses/cms-open-data-ttbar/Repr-step(REANA)/README.md
deleted file mode 100644
index caa8be30..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/README.md
+++ /dev/null
@@ -1,53 +0,0 @@
-# CMS Open Data $t\bar{t}$
-
-This directory is focused on running the CMS Open Data $t\bar{t}$ analysis through the `ttbar_analysis_pipeline.ipynb` notebook or `ttbar_analysis_pipeline.py` Python script. Here is a brief description of files in this repository:
-
-| File Name                     | Description                                                                                                                                     |
-|-------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|
-| GetIOBranches.py              | This script uses `nanoaod_branch_ratios.json` to calculate a list of branches to read in specific fractions of data for I/O benchmarking tests. |
-| cabinetry_config.yml          | This is a config file for `cabinetry`, which is used to build a statistical workspace.                                                          |
-| cabinetry_config_ml.yml       | This is another `cabinetry` config file, but specifically for the Machine Learning observables.                                                 |
-| coffea.ipynb                  | This was the old name of the `ttbar_analysis_pipeline.ipynb` notebook (moved to avoid confusion with `coffea` library)                          |
-| corrections.json              | `correctionlib` file to handle correction factors in the $t\bar{t}$ analysis.                                                                   |
-| make_corrections_json.py      | Python script used to write `corrections.json`                                                                                                  |
-| nanoaod_branch_ratios.json    | Branch size fractions for all files listed in `nanoaod_inputs.json` combined.                                                                   |
-| nanoaod_inputs.json           | `xrootd` links to all files used in the $t\bar{t}$ analysis.                                                                                    |
-| requirements.txt              | Requirements to run analysis.                                                                                                                   |
-| ttbar_analysis_pipeline.ipynb | Notebook version of the analysis.                                                                                                               |
-| ttbar_analysis_pipeline.py    | Python script version of the analysis (linked to notebook via `jupytext`)                                                                       |
-| models/                       | Contains models used for ML inference task (when `USE_TRITON = False`)                                                                          |
-| utils/                        | Contains code for bookkeeping and cosmetics, as well as some boilerplate. Also contains images used in notebooks.                               |
-| utils/config.py               | This is a general config file to handle different options for running the analysis.                               |
-
-#### Instructions for paired notebook
-
-If you only care about running the `ttbar_analysis_pipeline.ipynb` notebook, you can completely ignore the `ttbar_analysis_pipeline.py` file.
-
-This notebook (`ttbar_analysis_pipeline.ipynb`) is paired to the file `ttbar_analysis_pipeline.py` via Jupytext (https://jupytext.readthedocs.io/en/latest/). Using `git diff` with this file instead of the `.ipynb` file is much simpler, as you don't have to deal with notebook metadata or output images. However, in order for the notebook output to be preserved, the notebook still needs to be version controlled. It is ideal to run `git diff` with the option `-- . ':(exclude)*.ipynb'`, so that `.ipynb` files are ignored. 
-
-The `.py` file can also be run as a Python script.
-
-There is a pre-commit hook that will ensure that the files are synced via Jupytext. If you are cloning the repository for the first time, you must run
-```
-pre-commit install
-```
-in the GitHub repository. After this, you should be able to commit with the Jupytext pre-commit hook! You may have to commit twice, as the pre-commit hook may make changes to the notebook file.
-
-The `ttbar_analysis_pipeline.ipynb` and `ttbar_analysis_pipeline.py` files should auto-sync with each other, but in case they don't, you can force a sync by running the command
-```
-jupytext --sync ttbar_analysis_pipeline.ipynb
-```
-
-If you wish to create a new notebook (`notebook.ipynb`) and pair it with a .py file via Jupytext, you can either click View ⇒ Activate Command Palettte, then click "Pair Notebook with percent Script", or run the command
-```
-jupytext --set-formats ipynb,py:percent notebook.ipynb
-```
-
-#### Validating outputs
-
-The `validate_histograms.py` script can be used to check that the histograms produced by the analysis are consistent with expectations.
-To use it, simply call `python validate_histograms.py --reference reference/histos_1_file_per_process.json`, where the last
-argument is the appropriate reference file for the number of files per process and the kind of run that has been performed.
-For full usage help see the output of `python validate_histograms.py --help`.
-
-`validate_histograms.py` can also be used to create new references by passing the `--dump-json` option.
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/Snakefile b/analyses/cms-open-data-ttbar/Repr-step(REANA)/Snakefile
deleted file mode 100644
index 89d7e1df..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/Snakefile
+++ /dev/null
@@ -1,106 +0,0 @@
-N_FILES_MAX_PER_SAMPLE = -1
-download_sleep = 0
-url_prefix = "root://eospublic.cern.ch//eos/opendata"
-#In order to run analysis from Nebraska use this prefix
-#url_prefix = "https://xrootd-local.unl.edu:1094//" 
-import glob
-import json
-import os
-def extract_samples_from_json(json_file):
-    output_files = []
-    
-    with open(json_file, "r") as fd:
-        data = json.load(fd)
-
-        for sample, conditions in data.items():
-            for condition, details in conditions.items():
-                sample_name = f"{sample}__{condition}"
-                output_files.append(sample_name)
-                with open(f"sample_{sample_name}_paths.txt", "w") as path_file:
-                    paths = [file_info["path"].replace("https://xrootd-local.unl.edu:1094//store/user/AGC/nanoAOD",
-                                                       "root://eospublic.cern.ch//eos/opendata/cms/upload/agc/1.0.0/") for file_info in details["files"]]
-                    path_file.write("\n".join(paths))
-
-    return output_files
-    
-def get_file_paths(wildcards, max=N_FILES_MAX_PER_SAMPLE):
-    "Return list of at most MAX file paths for the given SAMPLE."
-    import json
-    import os
-    filepaths = []
-    fd = open(f"sample_{wildcards.sample}__{wildcards.condition}_paths.txt")
-    filepaths = fd.read().splitlines()
-    fd.close()
-    return [f"histograms/histograms_{wildcards.sample}__{wildcards.condition}__"+filepath[38:] for filepath in filepaths][:max] 
-
-samples = extract_samples_from_json("nanoaod_inputs.json")
-
-def get_items(json_file):
-    samples = []
-    
-    with open(json_file, "r") as fd:
-        data = json.load(fd)
-        
-        for sample, conditions in data.items():
-            for condition in conditions:
-                samples.append((sample, condition))
-    
-    return samples 
-
-rule all:
-    input:
-        "histograms_merged.root"
-
-rule process_sample_one_file_in_sample:
-    container:
-        "docker.io/reanahub/reana-demo-agc-cmc-ttbar-coffea:1.0.0"
-    resources:
-        kubernetes_memory_limit="3700Mi"
-    input:
-        "ttbar_analysis_reana.ipynb"
-    output:
-        "histograms/histograms_{sample}__{condition}__{filename}"
-    params:
-        sample_name = '{sample}__{condition}'
-    shell:
-        "/bin/bash -l && source fix-env.sh && python prepare_workspace.py sample_{params.sample_name}_{wildcards.filename} && papermill ttbar_analysis_reana.ipynb sample_{params.sample_name}_{wildcards.filename}_out.ipynb -p sample_name {params.sample_name} -p filename {url_prefix}{wildcards.filename} -k python3"
-
-rule process_sample:
-    container:
-        "docker.io/reanahub/reana-demo-agc-cms-ttbar-coffea:1.0.0"
-    resources:
-        kubernetes_memory_limit="1850Mi"
-    input:
-        "file_merging.ipynb",
-        get_file_paths
-    output:
-        "everything_merged_{sample}__{condition}.root"
-    params:
-        sample_name = '{sample}__{condition}'
-    shell:
-        "/bin/bash -l && source fix-env.sh && papermill file_merging.ipynb merged_{params.sample_name}.ipynb -p sample_name {params.sample_name} -k python3"
-
-rule merging_histograms:
-    container:
-        "docker.io/reanahub/reana-demo-agc-cms-ttbar-coffea:1.0.0"
-    resources:
-        kubernetes_memory_limit="1850Mi"
-    input:
-        "everything_merged_ttbar__nominal.root",
-        "everything_merged_ttbar__ME_var.root",
-        "everything_merged_ttbar__PS_var.root",
-        "everything_merged_ttbar__scaleup.root",
-        "everything_merged_ttbar__scaledown.root",
-        "everything_merged_single_top_s_chan__nominal.root",
-        "everything_merged_single_top_t_chan__nominal.root",
-        "everything_merged_single_top_tW__nominal.root",
-        "everything_merged_wjets__nominal.root",
-        "final_merging.ipynb"
-    output:
-        "histograms_merged.root"
-    params:
-        merged_step = "Yes"
-    shell:
-        "/bin/bash -l && source fix-env.sh && papermill final_merging.ipynb sample_merged.ipynb -p merged_step {params.merged_step} -k python3"
-
-    
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/corrections.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/corrections.json
deleted file mode 100644
index f0d4d77a..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/corrections.json
+++ /dev/null
@@ -1 +0,0 @@
-{"schema_version": 2, "corrections": [{"name": "event_systematics", "description": "Calculates a multiplicative event weight for the selected systematic variation", "version": 1, "inputs": [{"name": "syst_name", "type": "string", "description": "Systematic name"}, {"name": "direction", "type": "string", "description": "Variation direction"}, {"name": "pt", "type": "real", "description": "One specific object pt from each event"}], "output": {"name": "weight", "type": "real", "description": "Multiplicative event weight"}, "data": {"nodetype": "category", "input": "syst_name", "content": [{"key": "scale_var", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": 1.025}, {"key": "down", "value": 0.975}], "default": 1.0}}, {"key": "btag_var", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": {"nodetype": "formula", "expression": "1.0 + (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}, {"key": "down", "value": {"nodetype": "formula", "expression": "1.0 - (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}], "default": 1.0}}, {"key": "btag_var_1", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": {"nodetype": "formula", "expression": "1.0 + (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}, {"key": "down", "value": {"nodetype": "formula", "expression": "1.0 - (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}], "default": 1.0}}, {"key": "btag_var_2", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": {"nodetype": "formula", "expression": "1.0 + (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}, {"key": "down", "value": {"nodetype": "formula", "expression": "1.0 - (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}], "default": 1.0}}, {"key": "btag_var_3", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": {"nodetype": "formula", "expression": "1.0 + (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}, {"key": "down", "value": {"nodetype": "formula", "expression": "1.0 - (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}], "default": 1.0}}, {"key": "btag_var_4", "value": {"nodetype": "category", "input": "direction", "content": [{"key": "up", "value": {"nodetype": "formula", "expression": "1.0 + (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}, {"key": "down", "value": {"nodetype": "formula", "expression": "1.0 - (x*0.075 / 50)", "parser": "TFormula", "variables": ["pt"]}}], "default": 1.0}}], "default": 1.0}}]}
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/entrypoint.sh b/analyses/cms-open-data-ttbar/Repr-step(REANA)/entrypoint.sh
deleted file mode 100644
index a8bc3b5c..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/entrypoint.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-
-exec /bin/bash -l -c "$*"
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/Dockerfile b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/Dockerfile
deleted file mode 100644
index 23ac6a69..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/Dockerfile
+++ /dev/null
@@ -1,80 +0,0 @@
-
-FROM almalinux:9 as base
-
-SHELL ["/bin/bash", "-c"]
-
-
-ENV TZ=Etc/UTC
-# Copy the environment files
-COPY requirements.txt /docker/requirements.txt
-COPY environment.yml /docker/environment.yml 
-COPY full.conda-lock.yml /docker/conda-lock.yml 
-COPY requirements.lock /docker/requirements.lock 
-
-# Installing system dependencies and creation necessary directories
-RUN yum install -y bzip2 && \
-    yum clean all && \
-    yum autoremove -y && \
-    curl -Ls https://micro.mamba.pm/api/micromamba/linux-64/latest | tar -xvj -C /usr/local/bin/ --strip-components=1 bin/micromamba && \
-    micromamba shell init --prefix /opt/micromamba --shell bash && \
-    /usr/local/bin/micromamba shell init --prefix /opt/micromamba && \
-    cp /root/.bashrc /etc/.bashrc && \
-    . /etc/.bashrc && \
-    micromamba create --name lock && \
-    micromamba activate lock && \
-    micromamba env list && \
-    micromamba install --channel conda-forge --yes conda-lock && \
-    conda-lock install --help && \
-    conda-lock install --micromamba --name analysis-systems /docker/conda-lock.yml && \
-    micromamba clean --yes --all && \
-    echo 'export PATH="/opt/micromamba/bin:${PATH}"' >> /etc/.bashrc && \
-    echo "micromamba activate analysis-systems" >> /etc/.bashrc && \
-    echo 'if [ -f /etc/.bashrc ]; then . /etc/.bashrc; fi' >> /etc/profile && \
-    . /etc/.bashrc && \
-    micromamba activate analysis-systems && \
-    rm -rf /opt/micromamba/envs/lock && \
-    chmod --recursive 777 /opt/micromamba/envs && \
-    micromamba env list && \
-    micromamba install --channel conda-forge --freeze-installed --yes cmake gcc git && \
-    micromamba clean --yes --all && \
-    python -m pip --no-cache-dir install --upgrade pip setuptools wheel && \
-    python -m pip --no-cache-dir install --no-deps --require-hashes --only-binary :all: --no-binary torch-geometric --use-pep517 --requirement /docker/requirements.lock && \
-    python -m pip --no-cache-dir install --find-links https://data.pyg.org/whl/torch-1.12.1+cpu.html 'torch-scatter==2.1.0+pt112cpu' 'torch-sparse==0.6.15+pt112cpu' 'torch-cluster==1.6.0+pt112cpu' 'torch-spline-conv==1.2.1+pt112cpu' && \
-    python -m ipykernel install --name="analysis-systems" --display-name="Analysis Systems" --sys-prefix && \
-    rm -rf /root/*
-
-# Creating necessary directories and symbolic links
-RUN mkdir -p -v /etc/condor && \
-    mkdir -p -v /direct/condor && \
-    mkdir -p -v /usatlas/atlas01 && \
-    ln -sf /opt/micromamba/envs/analysis-systems/etc/grid-security /etc/grid-security && \
-    ln -sf /lib64/libcrypt.so.2 /lib64/libcrypt.so.1 && \
-    ln -sf /lib64/libcrypto.so.3 /lib64/libcrypto.so.10 && \
-    ln -sf /lib64/libssl.so.3 /lib64/libssl.so.10 && \
-    mkdir -p -v /u0b/software/jupyter/kernels && \
-    ln -s /opt/micromamba/envs/analysis-systems/share/jupyter/kernels/analysis-systems /u0b/software/jupyter/kernels/analysis-systems && \
-    mkdir -p -v /.local /.jupyter /.config /.cache /work && \
-    chmod --recursive 777 /.local /.jupyter /.config /.cache /work && \
-    printf '#!/bin/bash\n\njupyter lab --no-browser --ip 0.0.0.0 --port 8888\n' > /docker/entrypoint.sh && \
-    chmod 777 /docker/entrypoint.sh && \
-    echo 'export JUPYTER_PATH="/opt/micromamba/envs/analysis-systems/share/jupyter:${JUPYTER_PATH}"' >> /etc/.bashrc && \
-    echo 'export JUPYTER_DATA_DIR="/opt/micromamba/envs/analysis-systems/share/jupyter"' >> /etc/.bashrc && \
-    chmod --recursive 777 /opt/micromamba/envs/analysis-systems/share/jupyter && \
-    echo "# image build date: $(date)" > /docker/build_date.txt
-
-WORKDIR /work
-
-ENV HOME=/work
-
-SHELL ["/bin/bash", "-lc"]
-
-# Installing papermill for 
-RUN micromamba install papermill --channel conda-forge 
-
-
-COPY entrypoint.sh /entrypoint.sh  
-RUN chmod +x /entrypoint.sh
-
-ENTRYPOINT ["/entrypoint.sh"]
-
-CMD ["/docker/entrypoint.sh"]
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/conda-lock.yml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/conda-lock.yml
deleted file mode 100644
index 7e49ad1a..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/conda-lock.yml
+++ /dev/null
@@ -1,5780 +0,0 @@
-# This lock file was generated by conda-lock (https://github.com/conda-incubator/conda-lock). DO NOT EDIT!
-#
-# A "lock file" contains a concrete list of package versions (with checksums) to be installed. Unlike
-# e.g. `conda env create`, the resulting environment will not change as new package versions become
-# available, unless you explicitly update the lock file.
-#
-# Install this environment as "YOURENV" with:
-#     conda-lock install -n YOURENV --file full.conda-lock.yml
-# To update a single package to the latest version compatible with the version constraints in the source:
-#     conda-lock lock --lockfile full.conda-lock.yml --update PACKAGE
-# To re-solve the entire environment, e.g. after changing a version constraint in the source file:
-#     conda-lock -f /home/feickert/Code/GitHub/IRIS-HEP/analysis-systems-base/docker/environment.yml --lockfile full.conda-lock.yml
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-- category: main
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-- category: main
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-- category: main
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-- category: main
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-- category: main
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-  optional: false
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-  url: https://conda.anaconda.org/conda-forge/noarch/nbclassic-0.4.8-pyhd8ed1ab_0.tar.bz2
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-- category: main
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-- category: main
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-- category: main
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\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/entrypoint.sh b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/entrypoint.sh
deleted file mode 100644
index a8bc3b5c..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/entrypoint.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-
-exec /bin/bash -l -c "$*"
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/environment.yml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/environment.yml
deleted file mode 100644
index e51abfe8..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/environment.yml
+++ /dev/null
@@ -1,53 +0,0 @@
-name: base
-channels:
-  - conda-forge
-dependencies:
-  - python==3.8.*
-  # base image
-  - xrootd==5.4.0
-  - conda-build
-  - voms
-  - jupyterlab
-  - ipympl
-  - dask_labextension
-  - ca-policy-lcg
-  - coffea==0.7.20
-  - xgboost
-  - lz4
-  - python-xxhash
-  - zstandard
-  - pytables
-  - python-rapidjson
-  - geventhttpclient
-  - brotli
-  - nomkl
-  # docker-coffea-dask
-  - python-blosc
-  - cytoolz
-  - bokeh
-  - dask==2022.9.2
-  - distributed==2022.9.2
-  - dask-gateway==0.9.0
-  - dask-jobqueue
-  - nomkl
-  - scipy
-  - tini
-  - jupyter-server-proxy
-  # BNL currently requires HTCondor v9.0.x
-  - htcondor==9.0.17
-  # coffea[servicex] components available on conda-forge
-  - aiostream
-  - tenacity
-  # Jupyter Lab extensions
-  - nodejs
-  - jupyterlab-github
-  # IRIS-HEP Analysis Systems
-  - awkward==1.10.2
-  - uproot==4.3.7
-  - hist==2.6.2
-  - vector==0.10.0
-  - pyhf==0.7.0
-  - iminuit==2.17.0
-  - cabinetry==0.5.1
-  - mplhep==0.3.26
-  - pip >=22.3
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/full.conda-lock.yml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/full.conda-lock.yml
deleted file mode 100644
index 232a551d..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/full.conda-lock.yml
+++ /dev/null
@@ -1,5778 +0,0 @@
-# This lock file was generated by conda-lock (https://github.com/conda-incubator/conda-lock). DO NOT EDIT!
-#
-# A "lock file" contains a concrete list of package versions (with checksums) to be installed. Unlike
-# e.g. `conda env create`, the resulting environment will not change as new package versions become
-# available, unless you explicitly update the lock file.
-#
-# Install this environment as "YOURENV" with:
-#     conda-lock install -n YOURENV --file full.conda-lock.yml
-# To update a single package to the latest version compatible with the version constraints in the source:
-#     conda-lock lock --lockfile full.conda-lock.yml --update PACKAGE
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-- category: main
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-- category: main
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-- category: main
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-- category: main
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-  platform: linux-64
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-- category: main
-  dependencies:
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-  platform: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-12.2.0-h69a702a_19.tar.bz2
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-- category: main
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-- category: main
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-- category: main
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-- category: main
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-- category: main
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.lock b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.lock
deleted file mode 100644
index 4a587904..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.lock
+++ /dev/null
@@ -1,1316 +0,0 @@
-#
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-    --hash=sha256:45d88b016c849d74ebc6f2b6e8bc17cabf26e7e40c0661ddd8fae4c00f015697 \
-    --hash=sha256:47841407cc89a4b80b0c52276f3cc8138bbbfba4b179ee3acbd7d77ae33f7ac4 \
-    --hash=sha256:4a4fbc769ea9b6bd97f4ad0b430a6807f92f0e5eb020f1e42ece59f3ecfc4585 \
-    --hash=sha256:4ab94426ddb1ecc6a0b601d832d5d9d421820989b8caa929114811369673235c \
-    --hash=sha256:4b0f30372cef3fdc262f33d06e7b411cd59058ce9174ef159ad938c4a34a89da \
-    --hash=sha256:4e3a23ec214e95c9fe85a58470b660efe6534b83e6cbe38b3ed52b053d7cb6ad \
-    --hash=sha256:512bd5ab136b8dc0ffe3fdf2dfb0c4b4f49c8577f6cae55dca862cd37a4564e2 \
-    --hash=sha256:527b3b87b24844ea7865284aabfab08eb0faf599b385b03c2aa91fc6edd6e4b6 \
-    --hash=sha256:54d107c89a3ebcd13228278d68f1436d3f33f2dd2af5415e3feaeb1156e1a62c \
-    --hash=sha256:5835f258ca9f7c455493a57ee707b76d2d9634d84d5d7f62e77be984ea80b849 \
-    --hash=sha256:598adde339d2cf7d67beaccda3f2ce7c57b3b412702f29c946708f69cf8222aa \
-    --hash=sha256:599418aaaf88a6d02a8c515e656f6faf3d10618d3dd95866eb4436520096c84b \
-    --hash=sha256:5bf651afd22d5f0c4be16cf39d0482ea494f5c88f03e75e5fef3a85177fecdeb \
-    --hash=sha256:5c59fcd80b9049b49acd29bd3598cada4afc8d8d69bd4160cd613246912535d7 \
-    --hash=sha256:653acc3880459f82a65e27bd6526e47ddf19e643457d36a2250b85b41a564715 \
-    --hash=sha256:66bd5f950344fb2b3dbdd421aaa4e84f4411a1a13fca3aeb2bcbe667f80c9f76 \
-    --hash=sha256:6f3553510abdbec67c043ca85727396ceed1272eef029b050677046d3387be8d \
-    --hash=sha256:7018ecc5fe97027214556afbc7c502fbd718d0740e87eb1217b17efd05b3d276 \
-    --hash=sha256:713d22cd9643ba9025d33c4af43943c7a1eb8547729228de18d3e02e278472b6 \
-    --hash=sha256:73a4131962e6d91109bca6536416aa067cf6c4efb871975df734f8d2fd821b37 \
-    --hash=sha256:75880ed07be39beff1881d81e4a907cafb802f306efd6d2d15f2b3c69935f6fb \
-    --hash=sha256:75e14eac916f024305db517e00a9252714fce0abcb10ad327fb6dcdc0d060f1d \
-    --hash=sha256:8135fa153a20d82ffb64f70a1b5c2738684afa197839b34cc3e3c72fa88d302c \
-    --hash=sha256:84b14f36e85295fe69c6b9789b51a0903b774046d5f7df538176516c3e422446 \
-    --hash=sha256:86fc24e58ecb32aee09f864cb11bb91bc4c1086615001647dbfc4dc8c32f4008 \
-    --hash=sha256:87f44875f2804bc0511a69ce44a9595d5944837a62caecc8490bbdb0e18b1342 \
-    --hash=sha256:88c70ed9da9963d5496d38320160e8eb7e5f1886f9290475a881db12f351ab5d \
-    --hash=sha256:88e5be56c231981428f4f506c68b6a46fa25c4123a2e86d156c58a8369d31ab7 \
-    --hash=sha256:89d2e02167fa95172c017732ed7725bc8523c598757f08d13c5acca308e1a061 \
-    --hash=sha256:8d6aaa4e7155afaf994d7924eb290abbe81a6905b303d8cb61310a2aba1c68ba \
-    --hash=sha256:92a2964319d359f494f16011e23434f6f8ef0434acd3cf154a6b7bec511e2fb7 \
-    --hash=sha256:96372fc29471646b9b106ee918c8eeb4cca423fcbf9a34daa1b93767a88a2290 \
-    --hash=sha256:978b046ca728073070e9abc074b6299ebf3501e8dee5e26efacb13cec2b2dea0 \
-    --hash=sha256:9c7149272fb5834fc186328e2c1fa01dda3e1fa940ce18fded6d412e8f2cf76d \
-    --hash=sha256:a0239da9fbafd9ff82fd67c16704a7d1bccf0d107a300e790587ad05547681c8 \
-    --hash=sha256:ad5383a67514e8e76906a06741febd9126fc7c7ff0f599d6fcce3e82b80d026f \
-    --hash=sha256:ad61a9639792fd790523ba072c0555cd6be5a0baf03a49a5dd8cfcf20d56df48 \
-    --hash=sha256:b29bfd650ed8e148f9c515474a6ef0ba1090b7a8faeee26b74a8ff3b33617502 \
-    --hash=sha256:b97decbb3372d4b69e4d4c8117f44632551c692bb1361b356a02b97b69e18a62 \
-    --hash=sha256:ba71c9b4dcbb16212f334126cc3d8beb6af377f6703d9dc2d9fb3874fd667ee9 \
-    --hash=sha256:c37c5cce780349d4d51739ae682dec63573847a2a8dcb44381b174c3d9c8d403 \
-    --hash=sha256:c971bf3786b5fad82ce5ad570dc6ee420f5b12527157929e830f51c55dc8af77 \
-    --hash=sha256:d1fde0f44029e02d02d3993ad55ce93ead9bb9b15c6b7ccd580f90bd7e3de476 \
-    --hash=sha256:d24b8bb40d5c61ef2d9b6a8f4528c2f17f1c5d2d31fed62ec860f6006142e83e \
-    --hash=sha256:d5ba88df9aa5e2f806650fcbeedbe4f6e8736e92fc0e73b0400538fd25a4dd96 \
-    --hash=sha256:d6f76310355e9fae637c3162936e9504b4767d5c52ca268331e2756e54fd4ca5 \
-    --hash=sha256:d737fc67b9a970f3234754974531dc9afeea11c70791dcb7db53b0cf81b79784 \
-    --hash=sha256:da22885266bbfb3f78218dc40205fed2671909fbd0720aedba39b4515c038091 \
-    --hash=sha256:da37dcfbf4b7f45d80ee386a5f81122501ec75672f475da34784196690762f4b \
-    --hash=sha256:db19d60d846283ee275d0416e2a23493f4e6b6028825b51290ac05afc87a6f97 \
-    --hash=sha256:db4c979b0b3e0fa7e9e69ecd11b2b3174c6963cebadeecfb7ad24532ffcdd11a \
-    --hash=sha256:e164e0a98e92d06da343d17d4e9c4da4654f4a4588a20d6c73548a29f176abe2 \
-    --hash=sha256:e168a7560b7c61342ae0412997b069753f27ac4862ec7867eff74f0fe4ea2ad9 \
-    --hash=sha256:e381581b37db1db7597b62a2e6b8b57c3deec95d93b6d6407c5b61ddc98aca6d \
-    --hash=sha256:e65bc19919c910127c06759a63747ebe14f386cda573d95bcc62b427ca1afc73 \
-    --hash=sha256:e7b8813be97cab8cb52b1375f41f8e6804f6507fe4660152e8ca5c48f0436017 \
-    --hash=sha256:e8a78079d9a39ca9ca99a8b0ac2fdc0c4d25fc80c8a8a82e5c8211509c523363 \
-    --hash=sha256:ebf909ea0a3fc9596e40d55d8000702a85e27fd578ff41a5500f68f20fd32e6c \
-    --hash=sha256:ec40170327d4a404b0d91855d41bfe1fe4b699222b2b93e3d833a27330a87a6d \
-    --hash=sha256:f178d2aadf0166be4df834c4953da2d7eef24719e8aec9a65289483eeea9d618 \
-    --hash=sha256:f88df3a83cf9df566f171adba39d5bd52814ac0b94778d2448652fc77f9eb491 \
-    --hash=sha256:f973157ffeab5459eefe7b97a804987876dd0a55570b8fa56b4e1954bf11329b \
-    --hash=sha256:ff25f48fc8e623d95eca0670b8cc1469a83783c924a602e0fbd47363bb54aaca
-    # via
-    #   servicex
-    #   tritonclient
-aiosignal==1.3.1 \
-    --hash=sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc \
-    --hash=sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17
-    # via aiohttp
-async-timeout==4.0.2 \
-    --hash=sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15 \
-    --hash=sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c
-    # via aiohttp
-attrs==22.1.0 \
-    --hash=sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6 \
-    --hash=sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c
-    # via aiohttp
-awkward==1.10.2 \
-    --hash=sha256:0298d1af66bbfbf2c9f8515d97df5fd930a30c42fcbd165a7eabb6effdba95b3 \
-    --hash=sha256:06c4c3444a863c166a67a617063720c8d7acabef0529522b37788fdb9ce7f8b1 \
-    --hash=sha256:0ecdf5d1394f3bb8fdc18724a5d0c1f7868494426e776fce4408dc8ceeaa08c5 \
-    --hash=sha256:10d9d7bf901537ea4671aaf061d78bee206e7f89b97656b0986eccd9b0601f51 \
-    --hash=sha256:19bbe1b333ebe1432cfedd37101bf7244a251afa2fb9e192b794c023e31195a1 \
-    --hash=sha256:1c0976175ad3782b777116f1625c541fbe3b4e2ab0168541f42a97d3bb19a1d4 \
-    --hash=sha256:25c5013fbf4a7fea0baf7a6b59bcdb2d18df6845d3c8ae689cfc94db57ee2763 \
-    --hash=sha256:2d0de599dc76f4937cdeff291bd5a7caad9920e5f0acf418e825e3876c075b1b \
-    --hash=sha256:2fcc1bb81c66fb07cd6b5c8a954b64122fa586b52ff3b8fad340e2344184527e \
-    --hash=sha256:303bc0919f0932db3e78a9254c17fcdeb125e4be65cd894b40dfbc3bfddfc054 \
-    --hash=sha256:32b0f997047eb1355d782a2921f3198c0ebe9011b16ef73fb20171d4255c95ab \
-    --hash=sha256:32f7e53a630cbf57439b9ee9749a72d7f5ed905425f59b279b5eb27ee600cb99 \
-    --hash=sha256:337aa0b7787115786cfd2e8622921bc9ac6cf75413e25974c6f8237b19fdf18c \
-    --hash=sha256:373987a502f27c6c43489debbbfd9eca09d1c0b08fd6798a4e0f024afb13efcd \
-    --hash=sha256:470acc695ee6561a53f70c8d812b54908c773d02fa82c5077e32797e98e92646 \
-    --hash=sha256:556755fd6a27fae07d3519ef7c927fa0b79ac1300be45b6da23027955fccf690 \
-    --hash=sha256:5a80eb981bbed4cc91ef768cc207a476906bacb7842b8b74ff5a66110dd858a3 \
-    --hash=sha256:5cc4e94e06caad96f62ac15fee88cf758b8addb883e9fa6442a4e902eb7aae20 \
-    --hash=sha256:5e50b4e9a0750485acea62401dd4481f51fb2b7cc71c8d71835fcc5847d535bf \
-    --hash=sha256:67323e8940f0355192a6e132bcfb98993cba0349be3e0fc7f9254fcde90936f2 \
-    --hash=sha256:6bb938bdb5a530aff7569dd0999dcc373a22d09a42d2efef595055be22ed1d02 \
-    --hash=sha256:6ddde3c5572ac857ffb7979de8d134cd598a25c3d54f986ff3c8fd7976af1979 \
-    --hash=sha256:73fc4fdd757117df143dc7a1fdd895d9f060f525f6cd40953fe2b360657b61bf \
-    --hash=sha256:7bfbab198533de585a58b47d741d3b0446412beeb27cf74aa1d79d6719aa94cf \
-    --hash=sha256:7d6fe944ee8f14e4111430c384aeef9046bb4a054af6985bd4e1e97632649f3f \
-    --hash=sha256:84d453b178117f121ddeb68eac652bdaafdc66aeb2ea1797705ab8df24c7b917 \
-    --hash=sha256:886eefc96462ea58ae74a48bb3ac23e2f003f6295f8dd7a73ebe1c633807faf5 \
-    --hash=sha256:98923e39a4c45e4184b2337dfc9dcef42c3a12d27eb4caf2b91a9718a7b1c5bc \
-    --hash=sha256:9db335cbf1a42b62d47da2de6d1fb70d52c4e4ebbb67ca650157ac55589014cf \
-    --hash=sha256:9eab8962580375b0dcb6e83d4e8fe898b28680438958f838cfc5da6ca794baa0 \
-    --hash=sha256:a0caaf1064c5098bc04914300e02cc74672ffce1cc77594e73935720462760e7 \
-    --hash=sha256:a28afbfc6f46c1ea029a58c9c3a9661088ad84bdebc3c98ce967d14ac39dc601 \
-    --hash=sha256:a7d9cb735d745c46ea3cdbf38d0cb830e15f85ebdf24a1b85fe4dd36cfa92617 \
-    --hash=sha256:ae1c3026a8f19aa8afeff776629fd137ee21bc4523ab3ee2a43c9c4f6a2fab81 \
-    --hash=sha256:bffd1d98e1a93ec703bd4a08ec62c8f5905dc8343c148e3848f62b1af925aa95 \
-    --hash=sha256:c3b17000dd61c1b484ec1b9da12e8c93f7d0e9e660312cf62c6b376b73f64d60 \
-    --hash=sha256:c48e82b604f76634e6b5181bd8877c9711f0c91a46a0df77f8bdfac1a41fa37b \
-    --hash=sha256:d938ab75f5a5f9c2b5e556731e414ea08f18cfb8fc4680561ecf7c5dc9063616 \
-    --hash=sha256:d94872c76d4e2cd4679dc3e20b5afdcfad85cbc29b079b32b722ceb320e92ddb \
-    --hash=sha256:e1d746e652a38ed41570d9df164e84a297800ebf1d1b856f7de8292aae1bfa2d \
-    --hash=sha256:e3bda85028b95ae726fffc9f469df8ca732c4f237bfdbca2ab07feaeac43bd3c \
-    --hash=sha256:e619b1473455d2adc6fd9b102d9e5beef9cd6f5f3f5e3d5a9029ef3f2fc3332f \
-    --hash=sha256:ea8d2bee6f5b032a1b701bc551ca5d4c891e728092bd848be4e2ac7a20af37cd \
-    --hash=sha256:ffa5117294479cb47a4c2042413e45472854842bd9dbaaa639f40f61c4713695
-    # via
-    #   fastjet
-    #   servicex
-backoff==2.2.1 \
-    --hash=sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba \
-    --hash=sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8
-    # via
-    #   servicex
-    #   servicex-databinder
-brotli==1.0.9 \
-    --hash=sha256:12effe280b8ebfd389022aa65114e30407540ccb89b177d3fbc9a4f177c4bd5d \
-    --hash=sha256:160c78292e98d21e73a4cc7f76a234390e516afcd982fa17e1422f7c6a9ce9c8 \
-    --hash=sha256:16d528a45c2e1909c2798f27f7bf0a3feec1dc9e50948e738b961618e38b6a7b \
-    --hash=sha256:19598ecddd8a212aedb1ffa15763dd52a388518c4550e615aed88dc3753c0f0c \
-    --hash=sha256:1c48472a6ba3b113452355b9af0a60da5c2ae60477f8feda8346f8fd48e3e87c \
-    --hash=sha256:268fe94547ba25b58ebc724680609c8ee3e5a843202e9a381f6f9c5e8bdb5c70 \
-    --hash=sha256:269a5743a393c65db46a7bb982644c67ecba4b8d91b392403ad8a861ba6f495f \
-    --hash=sha256:26d168aac4aaec9a4394221240e8a5436b5634adc3cd1cdf637f6645cecbf181 \
-    --hash=sha256:29d1d350178e5225397e28ea1b7aca3648fcbab546d20e7475805437bfb0a130 \
-    --hash=sha256:2aad0e0baa04517741c9bb5b07586c642302e5fb3e75319cb62087bd0995ab19 \
-    --hash=sha256:3496fc835370da351d37cada4cf744039616a6db7d13c430035e901443a34daa \
-    --hash=sha256:35a3edbe18e876e596553c4007a087f8bcfd538f19bc116917b3c7522fca0429 \
-    --hash=sha256:3b78a24b5fd13c03ee2b7b86290ed20efdc95da75a3557cc06811764d5ad1126 \
-    --hash=sha256:40d15c79f42e0a2c72892bf407979febd9cf91f36f495ffb333d1d04cebb34e4 \
-    --hash=sha256:44bb8ff420c1d19d91d79d8c3574b8954288bdff0273bf788954064d260d7ab0 \
-    --hash=sha256:4688c1e42968ba52e57d8670ad2306fe92e0169c6f3af0089be75bbac0c64a3b \
-    --hash=sha256:495ba7e49c2db22b046a53b469bbecea802efce200dffb69b93dd47397edc9b6 \
-    --hash=sha256:4d1b810aa0ed773f81dceda2cc7b403d01057458730e309856356d4ef4188438 \
-    --hash=sha256:503fa6af7da9f4b5780bb7e4cbe0c639b010f12be85d02c99452825dd0feef3f \
-    --hash=sha256:56d027eace784738457437df7331965473f2c0da2c70e1a1f6fdbae5402e0389 \
-    --hash=sha256:5913a1177fc36e30fcf6dc868ce23b0453952c78c04c266d3149b3d39e1410d6 \
-    --hash=sha256:5b6ef7d9f9c38292df3690fe3e302b5b530999fa90014853dcd0d6902fb59f26 \
-    --hash=sha256:5cb1e18167792d7d21e21365d7650b72d5081ed476123ff7b8cac7f45189c0c7 \
-    --hash=sha256:61a7ee1f13ab913897dac7da44a73c6d44d48a4adff42a5701e3239791c96e14 \
-    --hash=sha256:622a231b08899c864eb87e85f81c75e7b9ce05b001e59bbfbf43d4a71f5f32b2 \
-    --hash=sha256:68715970f16b6e92c574c30747c95cf8cf62804569647386ff032195dc89a430 \
-    --hash=sha256:6b2ae9f5f67f89aade1fab0f7fd8f2832501311c363a21579d02defa844d9296 \
-    --hash=sha256:6c772d6c0a79ac0f414a9f8947cc407e119b8598de7621f39cacadae3cf57d12 \
-    --hash=sha256:6d847b14f7ea89f6ad3c9e3901d1bc4835f6b390a9c71df999b0162d9bb1e20f \
-    --hash=sha256:76ffebb907bec09ff511bb3acc077695e2c32bc2142819491579a695f77ffd4d \
-    --hash=sha256:7bbff90b63328013e1e8cb50650ae0b9bac54ffb4be6104378490193cd60f85a \
-    --hash=sha256:7cb81373984cc0e4682f31bc3d6be9026006d96eecd07ea49aafb06897746452 \
-    --hash=sha256:7ee83d3e3a024a9618e5be64648d6d11c37047ac48adff25f12fa4226cf23d1c \
-    --hash=sha256:854c33dad5ba0fbd6ab69185fec8dab89e13cda6b7d191ba111987df74f38761 \
-    --hash=sha256:85f7912459c67eaab2fb854ed2bc1cc25772b300545fe7ed2dc03954da638649 \
-    --hash=sha256:87fdccbb6bb589095f413b1e05734ba492c962b4a45a13ff3408fa44ffe6479b \
-    --hash=sha256:88c63a1b55f352b02c6ffd24b15ead9fc0e8bf781dbe070213039324922a2eea \
-    --hash=sha256:8a674ac10e0a87b683f4fa2b6fa41090edfd686a6524bd8dedbd6138b309175c \
-    --hash=sha256:93130612b837103e15ac3f9cbacb4613f9e348b58b3aad53721d92e57f96d46a \
-    --hash=sha256:9744a863b489c79a73aba014df554b0e7a0fc44ef3f8a0ef2a52919c7d155031 \
-    --hash=sha256:9749a124280a0ada4187a6cfd1ffd35c350fb3af79c706589d98e088c5044267 \
-    --hash=sha256:97f715cf371b16ac88b8c19da00029804e20e25f30d80203417255d239f228b5 \
-    --hash=sha256:9bf919756d25e4114ace16a8ce91eb340eb57a08e2c6950c3cebcbe3dff2a5e7 \
-    --hash=sha256:9d12cf2851759b8de8ca5fde36a59c08210a97ffca0eb94c532ce7b17c6a3d1d \
-    --hash=sha256:9ed4c92a0665002ff8ea852353aeb60d9141eb04109e88928026d3c8a9e5433c \
-    --hash=sha256:a72661af47119a80d82fa583b554095308d6a4c356b2a554fdc2799bc19f2a43 \
-    --hash=sha256:afde17ae04d90fbe53afb628f7f2d4ca022797aa093e809de5c3cf276f61bbfa \
-    --hash=sha256:b336c5e9cf03c7be40c47b5fd694c43c9f1358a80ba384a21969e0b4e66a9b17 \
-    --hash=sha256:b663f1e02de5d0573610756398e44c130add0eb9a3fc912a09665332942a2efb \
-    --hash=sha256:b83bb06a0192cccf1eb8d0a28672a1b79c74c3a8a5f2619625aeb6f28b3a82bb \
-    --hash=sha256:c2415d9d082152460f2bd4e382a1e85aed233abc92db5a3880da2257dc7daf7b \
-    --hash=sha256:c83aa123d56f2e060644427a882a36b3c12db93727ad7a7b9efd7d7f3e9cc2c4 \
-    --hash=sha256:cfc391f4429ee0a9370aa93d812a52e1fee0f37a81861f4fdd1f4fb28e8547c3 \
-    --hash=sha256:db844eb158a87ccab83e868a762ea8024ae27337fc7ddcbfcddd157f841fdfe7 \
-    --hash=sha256:defed7ea5f218a9f2336301e6fd379f55c655bea65ba2476346340a0ce6f74a1 \
-    --hash=sha256:e16eb9541f3dd1a3e92b89005e37b1257b157b7256df0e36bd7b33b50be73bcb \
-    --hash=sha256:e23281b9a08ec338469268f98f194658abfb13658ee98e2b7f85ee9dd06caa91 \
-    --hash=sha256:e2d9e1cbc1b25e22000328702b014227737756f4b5bf5c485ac1d8091ada078b \
-    --hash=sha256:e48f4234f2469ed012a98f4b7874e7f7e173c167bed4934912a29e03167cf6b1 \
-    --hash=sha256:e4c4e92c14a57c9bd4cb4be678c25369bf7a092d55fd0866f759e425b9660806 \
-    --hash=sha256:ec1947eabbaf8e0531e8e899fc1d9876c179fc518989461f5d24e2223395a9e3 \
-    --hash=sha256:f909bbbc433048b499cb9db9e713b5d8d949e8c109a2a548502fb9aa8630f0b1
-    # via geventhttpclient
-cachetools==5.2.0 \
-    --hash=sha256:6a94c6402995a99c3970cc7e4884bb60b4a8639938157eeed436098bf9831757 \
-    --hash=sha256:f9f17d2aec496a9aa6b76f53e3b614c965223c061982d434d160f930c698a9db
-    # via google-auth
-certifi==2022.9.24 \
-    --hash=sha256:0d9c601124e5a6ba9712dbc60d9c53c21e34f5f641fe83002317394311bdce14 \
-    --hash=sha256:90c1a32f1d68f940488354e36370f6cca89f0f106db09518524c88d6ed83f382
-    # via
-    #   geventhttpclient
-    #   minio
-    #   requests
-charset-normalizer==2.1.1 \
-    --hash=sha256:5a3d016c7c547f69d6f81fb0db9449ce888b418b5b9952cc5e6e66843e9dd845 \
-    --hash=sha256:83e9a75d1911279afd89352c68b45348559d1fc0506b054b346651b5e7fee29f
-    # via
-    #   aiohttp
-    #   requests
-coloredlogs==15.0.1 \
-    --hash=sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934 \
-    --hash=sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0
-    # via onnxruntime
-configparser==5.3.0 \
-    --hash=sha256:8be267824b541c09b08db124917f48ab525a6c3e837011f3130781a224c57090 \
-    --hash=sha256:b065779fd93c6bf4cee42202fa4351b4bb842e96a3fb469440e484517a49b9fa
-    # via minio
-confuse==1.3.0 \
-    --hash=sha256:0600af9544e6e82a01e6a4225fb33c566edbd0df919b576e3bc9643e501275f9 \
-    --hash=sha256:f68a1c61fdb175b88e7a1466277c5b62bd039b722c1bbb72d42df24253d32b1f
-    # via servicex
-fastjet==3.4.0.1 \
-    --hash=sha256:2f930f6f700e6c0abef13cd1cef6dde0af13a7e756e3f01b202e569f1ebc487a \
-    --hash=sha256:40027c706174110e68299ccb874f158cad8cf0a78669b21ac556ab1c911228a1 \
-    --hash=sha256:44b0ef5f557489bb8a3017c2cc10ff2f57d684046e440c814afe33bbed5423e3 \
-    --hash=sha256:b7f53437a14a5a6d6e65c51cee1e3b0fe2b8f32de11e183c9879806cdf030b95 \
-    --hash=sha256:bcc0a2ee90a0224ec7dfe9686a19e3819c5b7b1db210b0ee6d010b5939cceecc \
-    --hash=sha256:fd9fdb060dd95dcfa6b5cc52e15ddc744b0b5b582fc74650b7f4b754f807561c
-    # via -r requirements.txt
-flatbuffers==22.10.26 \
-    --hash=sha256:8698aaa635ca8cf805c7d8414d4a4a8ecbffadca0325fa60551cb3ca78612356 \
-    --hash=sha256:e36d5ba7a5e9483ff0ec1d238fdc3011c866aab7f8ce77d5e9d445ac12071d84
-    # via onnxruntime
-frozenlist==1.3.3 \
-    --hash=sha256:008a054b75d77c995ea26629ab3a0c0d7281341f2fa7e1e85fa6153ae29ae99c \
-    --hash=sha256:02c9ac843e3390826a265e331105efeab489ffaf4dd86384595ee8ce6d35ae7f \
-    --hash=sha256:034a5c08d36649591be1cbb10e09da9f531034acfe29275fc5454a3b101ce41a \
-    --hash=sha256:05cdb16d09a0832eedf770cb7bd1fe57d8cf4eaf5aced29c4e41e3f20b30a784 \
-    --hash=sha256:0693c609e9742c66ba4870bcee1ad5ff35462d5ffec18710b4ac89337ff16e27 \
-    --hash=sha256:0771aed7f596c7d73444c847a1c16288937ef988dc04fb9f7be4b2aa91db609d \
-    --hash=sha256:0af2e7c87d35b38732e810befb9d797a99279cbb85374d42ea61c1e9d23094b3 \
-    --hash=sha256:14143ae966a6229350021384870458e4777d1eae4c28d1a7aa47f24d030e6678 \
-    --hash=sha256:180c00c66bde6146a860cbb81b54ee0df350d2daf13ca85b275123bbf85de18a \
-    --hash=sha256:1841e200fdafc3d51f974d9d377c079a0694a8f06de2e67b48150328d66d5483 \
-    --hash=sha256:23d16d9f477bb55b6154654e0e74557040575d9d19fe78a161bd33d7d76808e8 \
-    --hash=sha256:2b07ae0c1edaa0a36339ec6cce700f51b14a3fc6545fdd32930d2c83917332cf \
-    --hash=sha256:2c926450857408e42f0bbc295e84395722ce74bae69a3b2aa2a65fe22cb14b99 \
-    --hash=sha256:2e24900aa13212e75e5b366cb9065e78bbf3893d4baab6052d1aca10d46d944c \
-    --hash=sha256:303e04d422e9b911a09ad499b0368dc551e8c3cd15293c99160c7f1f07b59a48 \
-    --hash=sha256:352bd4c8c72d508778cf05ab491f6ef36149f4d0cb3c56b1b4302852255d05d5 \
-    --hash=sha256:3843f84a6c465a36559161e6c59dce2f2ac10943040c2fd021cfb70d58c4ad56 \
-    --hash=sha256:394c9c242113bfb4b9aa36e2b80a05ffa163a30691c7b5a29eba82e937895d5e \
-    --hash=sha256:3bbdf44855ed8f0fbcd102ef05ec3012d6a4fd7c7562403f76ce6a52aeffb2b1 \
-    --hash=sha256:40de71985e9042ca00b7953c4f41eabc3dc514a2d1ff534027f091bc74416401 \
-    --hash=sha256:41fe21dc74ad3a779c3d73a2786bdf622ea81234bdd4faf90b8b03cad0c2c0b4 \
-    --hash=sha256:47df36a9fe24054b950bbc2db630d508cca3aa27ed0566c0baf661225e52c18e \
-    --hash=sha256:4ea42116ceb6bb16dbb7d526e242cb6747b08b7710d9782aa3d6732bd8d27649 \
-    --hash=sha256:58bcc55721e8a90b88332d6cd441261ebb22342e238296bb330968952fbb3a6a \
-    --hash=sha256:5c11e43016b9024240212d2a65043b70ed8dfd3b52678a1271972702d990ac6d \
-    --hash=sha256:5cf820485f1b4c91e0417ea0afd41ce5cf5965011b3c22c400f6d144296ccbc0 \
-    --hash=sha256:5d8860749e813a6f65bad8285a0520607c9500caa23fea6ee407e63debcdbef6 \
-    --hash=sha256:6327eb8e419f7d9c38f333cde41b9ae348bec26d840927332f17e887a8dcb70d \
-    --hash=sha256:65a5e4d3aa679610ac6e3569e865425b23b372277f89b5ef06cf2cdaf1ebf22b \
-    --hash=sha256:66080ec69883597e4d026f2f71a231a1ee9887835902dbe6b6467d5a89216cf6 \
-    --hash=sha256:783263a4eaad7c49983fe4b2e7b53fa9770c136c270d2d4bbb6d2192bf4d9caf \
-    --hash=sha256:7f44e24fa70f6fbc74aeec3e971f60a14dde85da364aa87f15d1be94ae75aeef \
-    --hash=sha256:7fdfc24dcfce5b48109867c13b4cb15e4660e7bd7661741a391f821f23dfdca7 \
-    --hash=sha256:810860bb4bdce7557bc0febb84bbd88198b9dbc2022d8eebe5b3590b2ad6c842 \
-    --hash=sha256:841ea19b43d438a80b4de62ac6ab21cfe6827bb8a9dc62b896acc88eaf9cecba \
-    --hash=sha256:84610c1502b2461255b4c9b7d5e9c48052601a8957cd0aea6ec7a7a1e1fb9420 \
-    --hash=sha256:899c5e1928eec13fd6f6d8dc51be23f0d09c5281e40d9cf4273d188d9feeaf9b \
-    --hash=sha256:8bae29d60768bfa8fb92244b74502b18fae55a80eac13c88eb0b496d4268fd2d \
-    --hash=sha256:8df3de3a9ab8325f94f646609a66cbeeede263910c5c0de0101079ad541af332 \
-    --hash=sha256:8fa3c6e3305aa1146b59a09b32b2e04074945ffcfb2f0931836d103a2c38f936 \
-    --hash=sha256:924620eef691990dfb56dc4709f280f40baee568c794b5c1885800c3ecc69816 \
-    --hash=sha256:9309869032abb23d196cb4e4db574232abe8b8be1339026f489eeb34a4acfd91 \
-    --hash=sha256:9545a33965d0d377b0bc823dcabf26980e77f1b6a7caa368a365a9497fb09420 \
-    --hash=sha256:9ac5995f2b408017b0be26d4a1d7c61bce106ff3d9e3324374d66b5964325448 \
-    --hash=sha256:9bbbcedd75acdfecf2159663b87f1bb5cfc80e7cd99f7ddd9d66eb98b14a8411 \
-    --hash=sha256:a4ae8135b11652b08a8baf07631d3ebfe65a4c87909dbef5fa0cdde440444ee4 \
-    --hash=sha256:a6394d7dadd3cfe3f4b3b186e54d5d8504d44f2d58dcc89d693698e8b7132b32 \
-    --hash=sha256:a97b4fe50b5890d36300820abd305694cb865ddb7885049587a5678215782a6b \
-    --hash=sha256:ae4dc05c465a08a866b7a1baf360747078b362e6a6dbeb0c57f234db0ef88ae0 \
-    --hash=sha256:b1c63e8d377d039ac769cd0926558bb7068a1f7abb0f003e3717ee003ad85530 \
-    --hash=sha256:b1e2c1185858d7e10ff045c496bbf90ae752c28b365fef2c09cf0fa309291669 \
-    --hash=sha256:b4395e2f8d83fbe0c627b2b696acce67868793d7d9750e90e39592b3626691b7 \
-    --hash=sha256:b756072364347cb6aa5b60f9bc18e94b2f79632de3b0190253ad770c5df17db1 \
-    --hash=sha256:ba64dc2b3b7b158c6660d49cdb1d872d1d0bf4e42043ad8d5006099479a194e5 \
-    --hash=sha256:bed331fe18f58d844d39ceb398b77d6ac0b010d571cba8267c2e7165806b00ce \
-    --hash=sha256:c188512b43542b1e91cadc3c6c915a82a5eb95929134faf7fd109f14f9892ce4 \
-    --hash=sha256:c21b9aa40e08e4f63a2f92ff3748e6b6c84d717d033c7b3438dd3123ee18f70e \
-    --hash=sha256:ca713d4af15bae6e5d79b15c10c8522859a9a89d3b361a50b817c98c2fb402a2 \
-    --hash=sha256:cd4210baef299717db0a600d7a3cac81d46ef0e007f88c9335db79f8979c0d3d \
-    --hash=sha256:cfe33efc9cb900a4c46f91a5ceba26d6df370ffddd9ca386eb1d4f0ad97b9ea9 \
-    --hash=sha256:d5cd3ab21acbdb414bb6c31958d7b06b85eeb40f66463c264a9b343a4e238642 \
-    --hash=sha256:dfbac4c2dfcc082fcf8d942d1e49b6aa0766c19d3358bd86e2000bf0fa4a9cf0 \
-    --hash=sha256:e235688f42b36be2b6b06fc37ac2126a73b75fb8d6bc66dd632aa35286238703 \
-    --hash=sha256:eb82dbba47a8318e75f679690190c10a5e1f447fbf9df41cbc4c3afd726d88cb \
-    --hash=sha256:ebb86518203e12e96af765ee89034a1dbb0c3c65052d1b0c19bbbd6af8a145e1 \
-    --hash=sha256:ee78feb9d293c323b59a6f2dd441b63339a30edf35abcb51187d2fc26e696d13 \
-    --hash=sha256:eedab4c310c0299961ac285591acd53dc6723a1ebd90a57207c71f6e0c2153ab \
-    --hash=sha256:efa568b885bca461f7c7b9e032655c0c143d305bf01c30caf6db2854a4532b38 \
-    --hash=sha256:efce6ae830831ab6a22b9b4091d411698145cb9b8fc869e1397ccf4b4b6455cb \
-    --hash=sha256:f163d2fd041c630fed01bc48d28c3ed4a3b003c00acd396900e11ee5316b56bb \
-    --hash=sha256:f20380df709d91525e4bee04746ba612a4df0972c1b8f8e1e8af997e678c7b81 \
-    --hash=sha256:f30f1928162e189091cf4d9da2eac617bfe78ef907a761614ff577ef4edfb3c8 \
-    --hash=sha256:f470c92737afa7d4c3aacc001e335062d582053d4dbe73cda126f2d7031068dd \
-    --hash=sha256:ff8bf625fe85e119553b5383ba0fb6aa3d0ec2ae980295aaefa552374926b3f4
-    # via
-    #   aiohttp
-    #   aiosignal
-func-adl==3.1 \
-    --hash=sha256:70d183c5d584f11cdb2c443ec7530591ccd2d2d40d0c8bb283b429fb6d1645df \
-    --hash=sha256:de333a40a3289df840e3c275e28a69d8e852edc1c7a75cc174042b514978a295
-    # via
-    #   -r requirements.txt
-    #   func-adl-servicex
-func-adl-servicex==2.1 \
-    --hash=sha256:3e92a1c9cd79aa7140c86b1ca65b09ac77010284afd5d40b0eeb39b8ad3c77bb \
-    --hash=sha256:7311b76d5e5a624b18a93ffa3dff1b98ad9207106c409d8dab842cf2cc2a863e
-    # via
-    #   -r requirements.txt
-    #   servicex-databinder
-gevent==22.10.2 \
-    --hash=sha256:018f93de7d5318d2fb440f846839a4464738468c3476d5c9cf7da45bb71c18bd \
-    --hash=sha256:0d581f22a5be6281b11ad6309b38b18f0638cf896931223cbaa5adb904826ef6 \
-    --hash=sha256:1472012493ca1fac103f700d309cb6ef7964dcdb9c788d1768266e77712f5e49 \
-    --hash=sha256:172caa66273315f283e90a315921902cb6549762bdcb0587fd60cb712a9d6263 \
-    --hash=sha256:17b68f4c9e20e47ad49fe797f37f91d5bbeace8765ce2707f979a8d4ec197e4d \
-    --hash=sha256:1ca01da176ee37b3527a2702f7d40dbc9ffb8cfc7be5a03bfa4f9eec45e55c46 \
-    --hash=sha256:1d543c9407a1e4bca11a8932916988cfb16de00366de5bf7bc9e7a3f61e60b18 \
-    --hash=sha256:1e1286a76f15b5e15f1e898731d50529e249529095a032453f2c101af3fde71c \
-    --hash=sha256:1e955238f59b2947631c9782a713280dd75884e40e455313b5b6bbc20b92ff73 \
-    --hash=sha256:1f001cac0ba8da76abfeb392a3057f81fab3d67cc916c7df8ea977a44a2cc989 \
-    --hash=sha256:1ff3796692dff50fec2f381b9152438b221335f557c4f9b811f7ded51b7a25a1 \
-    --hash=sha256:2929377c8ebfb6f4d868d161cd8de2ea6b9f6c7a5fcd4f78bcd537319c16190b \
-    --hash=sha256:319d8b1699b7b8134de66d656cd739b308ab9c45ace14d60ae44de7775b456c9 \
-    --hash=sha256:323b207b281ba0405fea042067fa1a61662e5ac0d574ede4ebbda03efd20c350 \
-    --hash=sha256:3b7eae8a0653ba95a224faaddf629a913ace408edb67384d3117acf42d7dcf89 \
-    --hash=sha256:4114f0f439f0b547bb6f1d474fee99ddb46736944ad2207cef3771828f6aa358 \
-    --hash=sha256:4197d423e198265eef39a0dea286ef389da9148e070310f34455ecee8172c391 \
-    --hash=sha256:494c7f29e94df9a1c3157d67bb7edfa32a46eed786e04d9ee68d39f375e30001 \
-    --hash=sha256:4e2f008c82dc54ec94f4de12ca6feea60e419babb48ec145456907ae61625aa4 \
-    --hash=sha256:53ee7f170ed42c7561fe8aff5d381dc9a4124694e70580d0c02fba6aafc0ea37 \
-    --hash=sha256:54f4bfd74c178351a4a05c5c7df6f8a0a279ff6f392b57608ce0e83c768207f9 \
-    --hash=sha256:58898dbabb5b11e4d0192aae165ad286dc6742c543e1be9d30dc82753547c508 \
-    --hash=sha256:59b47e81b399d49a5622f0f503c59f1ce57b7705306ea0196818951dfc2f36c8 \
-    --hash=sha256:5aa99e4882a9e909b4756ee799c6fa0f79eb0542779fad4cc60efa23ec1b2aa8 \
-    --hash=sha256:6c04ee32c11e9fcee47c1b431834878dc987a7a2cc4fe126ddcae3bad723ce89 \
-    --hash=sha256:84c517e33ed604fa06b7d756dc0171169cc12f7fdd68eb7b17708a62eebf4516 \
-    --hash=sha256:8729129edef2637a8084258cb9ec4e4d5ca45d97ac77aa7a6ff19ccb530ab731 \
-    --hash=sha256:877abdb3a669576b1d51ce6a49b7260b2a96f6b2424eb93287e779a3219d20ba \
-    --hash=sha256:8c192d2073e558e241f0b592c1e2b34127a4481a5be240cad4796533b88b1a98 \
-    --hash=sha256:8f2477e7b0a903a01485c55bacf2089110e5f767014967ba4b287ff390ae2638 \
-    --hash=sha256:96c56c280e3c43cfd075efd10b250350ed5ffd3c1514ec99a080b1b92d7c8374 \
-    --hash=sha256:97cd42382421779f5d82ec5007199e8a84aa288114975429e4fd0a98f2290f10 \
-    --hash=sha256:98bc510e80f45486ef5b806a1c305e0e89f0430688c14984b0dbdec03331f48b \
-    --hash=sha256:990d7069f14dc40674e0d5cb43c68fd3bad8337048613b9bb94a0c4180ffc176 \
-    --hash=sha256:9d85574eb729f981fea9a78998725a06292d90a3ed50ddca74530c3148c0be41 \
-    --hash=sha256:a2237451c721a0f874ef89dbb4af4fdc172b76a964befaa69deb15b8fff10f49 \
-    --hash=sha256:a47a4e77e2bc668856aad92a0b8de7ee10768258d93cd03968e6c7ba2e832f76 \
-    --hash=sha256:a5488eba6a568b4d23c072113da4fc0feb1b5f5ede7381656dc913e0d82204e2 \
-    --hash=sha256:ae90226074a6089371a95f20288431cd4b3f6b0b096856afd862e4ac9510cddd \
-    --hash=sha256:b43d500d7d3c0e03070dee813335bb5315215aa1cf6a04c61093dfdd718640b3 \
-    --hash=sha256:b6c144e08dfad4106effc043a026e5d0c0eff6ad031904c70bf5090c63f3a6a7 \
-    --hash=sha256:d21ad79cca234cdbfa249e727500b0ddcbc7adfff6614a96e6eaa49faca3e4f2 \
-    --hash=sha256:d82081656a5b9a94d37c718c8646c757e1617e389cdc533ea5e6a6f0b8b78545 \
-    --hash=sha256:da4183f0b9d9a1e25e1758099220d32c51cc2c6340ee0dea3fd236b2b37598e4 \
-    --hash=sha256:db562a8519838bddad0c439a2b12246bab539dd50e299ea7ff3644274a33b6a5 \
-    --hash=sha256:ddaa3e310a8f1a45b5c42cf50b54c31003a3028e7d4e085059090ea0e7a5fddd \
-    --hash=sha256:ed7f16613eebf892a6a744d7a4a8f345bc6f066a0ff3b413e2479f9c0a180193 \
-    --hash=sha256:efc003b6c1481165af61f0aeac248e0a9ac8d880bb3acbe469b448674b2d5281 \
-    --hash=sha256:f01c9adbcb605364694b11dcd0542ec468a29ac7aba2fb5665dc6caf17ba4d7e \
-    --hash=sha256:f23d0997149a816a2a9045af29c66f67f405a221745b34cefeac5769ed451db8 \
-    --hash=sha256:f3329bedbba4d3146ae58c667e0f9ac1e6f1e1e6340c7593976cdc60aa7d1a47 \
-    --hash=sha256:f7ed2346eb9dc4344f9cb0d7963ce5b74fe16fdd031a2809bb6c2b6eba7ebcd5
-    # via geventhttpclient
-geventhttpclient==2.0.2 \
-    --hash=sha256:00b7b2b836294c091c53789a469c5671202d79420b5191931df4e3a767d607fa \
-    --hash=sha256:01c1c783fce45f16db448d7e34864f1e9c22fe60a7780d2c1c14edbb1fb7262e \
-    --hash=sha256:09acd03d0a8c1bb7d5a1cb6fcb77aaa19a907c1b4915ab58da5d283675edb0a5 \
-    --hash=sha256:0e9f7283c01d970e643d89da81127869a8d94bb7a0081020dcad5b590bc007c4 \
-    --hash=sha256:12d271cc53486efb3716e99855dc5cb84f2cd3fc9f3243721747bb39ec0fff8a \
-    --hash=sha256:2435e0f2a60e00d977822ec4c12e7851deb7aa49a23d32d648e72c641aae3b05 \
-    --hash=sha256:27049ea40e3b559eee380310272aaa9b7c19e73c1d9e51e2ec137362be2caa70 \
-    --hash=sha256:28d7655d1d50bc75ece683a0ae8faf978821d4aeae358d77b59371548db07f1e \
-    --hash=sha256:2ba69422d4e8670dd99803b1313ba574a4d41f52e92b512af51068c9c577bdc1 \
-    --hash=sha256:2ca459cedb3827d960362e05ea3a4ae600a6d0d93de77eac2ac0f79828e5e18c \
-    --hash=sha256:2f817e226c02b5a71d86de3772d6accdf250288d1e6825e426c713759830162d \
-    --hash=sha256:31c7febba298ecf44838561074a3fb7a01523adca286469b5a82dcc90e8d6a07 \
-    --hash=sha256:320a2c756d8a4f296de370476a1515485c186d9e22c3fc29e04f8f743a7d47bb \
-    --hash=sha256:3648626ca58ea4b340e695d78e5d533e6b8be78d375edbd42ff188bc3447e095 \
-    --hash=sha256:36d3345c6585b09738195a7c45d279a87ccbab0350f1cce3679d3f0dce8577a1 \
-    --hash=sha256:379d90d8b1fcdda94e74d693806e0b0116c0610504e7f62d5576bac738dc66a5 \
-    --hash=sha256:3a5841dd02e6f792a4ef15dbd04fefe620c831ba0b78105808160bb779a31af4 \
-    --hash=sha256:3e9f2ff09706e3a64a99886d5f2595f3bf364821bc609f2865dbc3e499e21a36 \
-    --hash=sha256:3ebb582a291c4c5daaac2ea115b413f4be86874baa60def44d333301cee17bd7 \
-    --hash=sha256:407d54499556c2741b93691b86da93232590b013f4a0b773327d766fe3e5c0a9 \
-    --hash=sha256:4f0d70a83ef4ab93102c6601477c13e9cdbc87205e5237fbf5797e30dc9d3ee8 \
-    --hash=sha256:57c993c4b2bea551c4a71b75ae1e172e9f3e4352f704ff1b619a0f16aa762f76 \
-    --hash=sha256:5ceb492d43a659b895794999dc40d0e7c23b1d41dd34040bbacd0dc264b57d5b \
-    --hash=sha256:5d0813d97050446dab2fb243312e6c446e4ef5e9591befd597ef8f2887f8e2a8 \
-    --hash=sha256:5f3326e115ec7e7ce95a5d0d47698e8f3584944c4c434a7404937d56b17136b8 \
-    --hash=sha256:60b81a6d4e65db7c1a5350c9fb72ebf800b478849a7e8020d1ab93af237a3747 \
-    --hash=sha256:6775bc81e25c48fa58b034444aecfa508b0c3d1bc1e4ae546cc17661be1f51aa \
-    --hash=sha256:6e3af579c6b46b9caa515a8baf6a2cadeafcd1d41ad22ca5712851f074a40b47 \
-    --hash=sha256:6ff7fc19f9a4fdd54a2b1c106a705ea2c679fa049685ed763051d417725bdab1 \
-    --hash=sha256:716f1f72f50b841daf9c9511a01fc31a030866510a11863f27741e26e4f556a7 \
-    --hash=sha256:721c3075897bfc81e918066f16ae3d1a88c7bb14eeeb831a4f89ea636474643e \
-    --hash=sha256:7551b6db860b56411de1f96618e91b54f65e1a7be8d10255bd1adfb738bb6ee5 \
-    --hash=sha256:777fcdb72077dfbf70516ecb9e9022246dd337b83a4c1e96f17f3ab9e15f4547 \
-    --hash=sha256:77c407c2b4bea817c6f752502db4ab0e9f9465b4fb85b459d1332b5f93a3096c \
-    --hash=sha256:7adaa29e5699dea54e0224d1d2d9d8869668d8ad79f5b89433ff9c46f9424a6c \
-    --hash=sha256:805554594bb29231fd990cc2cbbe493d223d76a6085fec891dd76bb4e0928933 \
-    --hash=sha256:8135a85200b170def7293d01dd1557931fcd1bec1ac78c52ad7cedd22368b9ba \
-    --hash=sha256:81f839d6becd664d0972b488422f5dc821f8ad2f2196d53aa5e4d799a3a35a66 \
-    --hash=sha256:84d7be660b6bc53dd53e3f46b3bc5d275972a8116bd183a77139bb4d9d6d9fb1 \
-    --hash=sha256:852da9bb0fc792cdca5ffc9327490094783e42415494b3569e5d532615027439 \
-    --hash=sha256:8770b8ab9e8c31d2aaf8a6fbc63fbb7239c58db10bb49cee191ca5c141c61542 \
-    --hash=sha256:91615fed7931acd49cfe5fc30984acd5411dc1f2643b1544c879d1a537233c6d \
-    --hash=sha256:94edb022fa50d576cf63f6dd0c437c1acd24a719872a5935991aaf08f8e88cb2 \
-    --hash=sha256:95959c201d3151fa8f57e0f1ce184476d1173996bdde41dc7d600006023dc5be \
-    --hash=sha256:96922d170ef8933f4c20036e8d70d4fbe861f54c543e32e7459ebdbaafa65a2e \
-    --hash=sha256:996c5f453d810b3c592160193d6832a065cca0112e92adc74e62df0e4c564df6 \
-    --hash=sha256:9be5000ba57336a90b438782117c1e43205f51f49aa9b1499a82e210e8431b11 \
-    --hash=sha256:9d075355862d7726eb3436f0136fce7650c884f2d04eaae7a39fed3aad9798bc \
-    --hash=sha256:a0156882c73537bbbbc7c693ae44c9808119963174078692613ffa4feea21fcf \
-    --hash=sha256:a3f67e789e31c7b1ce440cd1465dcdefeca29ba6108735eac0b1a593d3a55b7f \
-    --hash=sha256:a594ab319872a38fb7f16be4cfb107d3c63c43a081f2abe241834e9877f27401 \
-    --hash=sha256:aa7b1a27f950d209fe223a97906fe41312dc12c92372424639b8a9b96f1adf91 \
-    --hash=sha256:ad6c2fcbc3733785bd3b8c2bb43d1f605f9085b0a8b70ce354d198f37143f884 \
-    --hash=sha256:b03f298ec19b8a4717cce8112fe30322c9e5bfada84dde61a1a44d1eeffc1d3c \
-    --hash=sha256:b2dc94b9a23eb6744a8c729aec2b1cdc4e39acf1d8f16ea85a62810aa6b2cae5 \
-    --hash=sha256:b88a10538341e33fed1682c0dd4579c655d49db5863e7456583085a1cd6bd9d4 \
-    --hash=sha256:b9c0c6b75b3905000d2490dc64b4c98a8bac155efbc0ff8917ac082ae0bad261 \
-    --hash=sha256:bc46d5479673dfb293ea428c057d2e23e48ebef5c5d44587cdbaada7f87553e4 \
-    --hash=sha256:bcb7e061c243308d9a44b02de5298001e917f1636a9f270c10da86601fcc8dfa \
-    --hash=sha256:bcf325131b0e4600b793643108cd85dddd66bbf532fd2eb498be5727ef532a1e \
-    --hash=sha256:c55b7ac0ba0e1e1afbf297b7608f0b3a0bbc34fb4b0c19b7869f32a77ddc6209 \
-    --hash=sha256:c58877b4440a580063571a23fbc616aed7c735c6bf9ef525c5129783df8b6966 \
-    --hash=sha256:c8b7298eb1ebd015257bf4503e34f5fbbe64bd83324140f76b511046aba5a0d5 \
-    --hash=sha256:cd76acdc7e7ee5c54c7b279f806b28957a6b092f79c40db34adcfd972749343c \
-    --hash=sha256:d52aba2c38420b3fc518188449f1c2a46b1a99adf1c0266c68e72ee0422cd0fa \
-    --hash=sha256:daff1e977fccf98f27266d3891afdc101f1d705a48331754909e960bcae83f8a \
-    --hash=sha256:dbccf1ba155dea3ea99ba0e67a835c05b4303f05298e85f5bb2a46700ccdf092 \
-    --hash=sha256:e707f62271a093e6e3af6f1bbd8cc398b414b8c508fe6b15505dd8e76c4409ac \
-    --hash=sha256:e79304a63a9d0512f2757c5862487b332b18a9c85feebecf6ebc3526c6dd1ba2 \
-    --hash=sha256:e956a457d8831dc81d6f046ab09ebeec680f9a1e9c07e25a1906e77b287918ee \
-    --hash=sha256:eb23527d98f626ca7a4e8961ed9bdc6aed3388de306614c69a133b34262460f4 \
-    --hash=sha256:ebb3c993903d40fd4bb1f3e55b84c62c8fc1d14433ae6d4d477dd9a325354c94 \
-    --hash=sha256:ebf98db9435824cf0b80b5247be6c88b20bfafd6249f7ebaabb85297da37e380 \
-    --hash=sha256:eec7c52e8eb817674a193e0124486b507215d9e86d34f2638bf9a9292d16f815 \
-    --hash=sha256:ef328ee3e7dca5055b833fdf3c181647a335abf0249947b27f5df2d95390198c \
-    --hash=sha256:f44153e4b3ef9b901edcd14be54145a0058bf5fa371b3e583153865fac866245 \
-    --hash=sha256:fcf96e212b55b93490f3a5fcdfe7a2ef4995a0d13b7d9df398b11e319b7a86b1 \
-    --hash=sha256:fe4e06313aad353b103950780b050d3958000464cc732d621ff8ea3cacbd2bc4
-    # via tritonclient
-google-auth==2.14.1 \
-    --hash=sha256:ccaa901f31ad5cbb562615eb8b664b3dd0bf5404a67618e642307f00613eda4d \
-    --hash=sha256:f5d8701633bebc12e0deea4df8abd8aff31c28b355360597f7f2ee60f2e4d016
-    # via servicex
-greenlet==2.0.1 \
-    --hash=sha256:0109af1138afbfb8ae647e31a2b1ab030f58b21dd8528c27beaeb0093b7938a9 \
-    --hash=sha256:0459d94f73265744fee4c2d5ec44c6f34aa8a31017e6e9de770f7bcf29710be9 \
-    --hash=sha256:04957dc96669be041e0c260964cfef4c77287f07c40452e61abe19d647505581 \
-    --hash=sha256:0722c9be0797f544a3ed212569ca3fe3d9d1a1b13942d10dd6f0e8601e484d26 \
-    --hash=sha256:097e3dae69321e9100202fc62977f687454cd0ea147d0fd5a766e57450c569fd \
-    --hash=sha256:0b493db84d124805865adc587532ebad30efa68f79ad68f11b336e0a51ec86c2 \
-    --hash=sha256:13ba6e8e326e2116c954074c994da14954982ba2795aebb881c07ac5d093a58a \
-    --hash=sha256:13ebf93c343dd8bd010cd98e617cb4c1c1f352a0cf2524c82d3814154116aa82 \
-    --hash=sha256:1407fe45246632d0ffb7a3f4a520ba4e6051fc2cbd61ba1f806900c27f47706a \
-    --hash=sha256:1bf633a50cc93ed17e494015897361010fc08700d92676c87931d3ea464123ce \
-    --hash=sha256:2d0bac0385d2b43a7bd1d651621a4e0f1380abc63d6fb1012213a401cbd5bf8f \
-    --hash=sha256:3001d00eba6bbf084ae60ec7f4bb8ed375748f53aeaefaf2a37d9f0370558524 \
-    --hash=sha256:356e4519d4dfa766d50ecc498544b44c0249b6de66426041d7f8b751de4d6b48 \
-    --hash=sha256:38255a3f1e8942573b067510f9611fc9e38196077b0c8eb7a8c795e105f9ce77 \
-    --hash=sha256:3d75b8d013086b08e801fbbb896f7d5c9e6ccd44f13a9241d2bf7c0df9eda928 \
-    --hash=sha256:41b825d65f31e394b523c84db84f9383a2f7eefc13d987f308f4663794d2687e \
-    --hash=sha256:42e602564460da0e8ee67cb6d7236363ee5e131aa15943b6670e44e5c2ed0f67 \
-    --hash=sha256:4aeaebcd91d9fee9aa768c1b39cb12214b30bf36d2b7370505a9f2165fedd8d9 \
-    --hash=sha256:4c8b1c43e75c42a6cafcc71defa9e01ead39ae80bd733a2608b297412beede68 \
-    --hash=sha256:4d37990425b4687ade27810e3b1a1c37825d242ebc275066cfee8cb6b8829ccd \
-    --hash=sha256:4f09b0010e55bec3239278f642a8a506b91034f03a4fb28289a7d448a67f1515 \
-    --hash=sha256:505138d4fa69462447a562a7c2ef723c6025ba12ac04478bc1ce2fcc279a2db5 \
-    --hash=sha256:5067920de254f1a2dee8d3d9d7e4e03718e8fd2d2d9db962c8c9fa781ae82a39 \
-    --hash=sha256:56961cfca7da2fdd178f95ca407fa330c64f33289e1804b592a77d5593d9bd94 \
-    --hash=sha256:5a8e05057fab2a365c81abc696cb753da7549d20266e8511eb6c9d9f72fe3e92 \
-    --hash=sha256:659f167f419a4609bc0516fb18ea69ed39dbb25594934bd2dd4d0401660e8a1e \
-    --hash=sha256:662e8f7cad915ba75d8017b3e601afc01ef20deeeabf281bd00369de196d7726 \
-    --hash=sha256:6f61d71bbc9b4a3de768371b210d906726535d6ca43506737682caa754b956cd \
-    --hash=sha256:72b00a8e7c25dcea5946692a2485b1a0c0661ed93ecfedfa9b6687bd89a24ef5 \
-    --hash=sha256:811e1d37d60b47cb8126e0a929b58c046251f28117cb16fcd371eed61f66b764 \
-    --hash=sha256:81b0ea3715bf6a848d6f7149d25bf018fd24554a4be01fcbbe3fdc78e890b955 \
-    --hash=sha256:88c8d517e78acdf7df8a2134a3c4b964415b575d2840a2746ddb1cc6175f8608 \
-    --hash=sha256:8dca09dedf1bd8684767bc736cc20c97c29bc0c04c413e3276e0962cd7aeb148 \
-    --hash=sha256:974a39bdb8c90a85982cdb78a103a32e0b1be986d411303064b28a80611f6e51 \
-    --hash=sha256:9e112e03d37987d7b90c1e98ba5e1b59e1645226d78d73282f45b326f7bddcb9 \
-    --hash=sha256:9e9744c657d896c7b580455e739899e492a4a452e2dd4d2b3e459f6b244a638d \
-    --hash=sha256:9ed358312e63bf683b9ef22c8e442ef6c5c02973f0c2a939ec1d7b50c974015c \
-    --hash=sha256:9f2c221eecb7ead00b8e3ddb913c67f75cba078fd1d326053225a3f59d850d72 \
-    --hash=sha256:a20d33124935d27b80e6fdacbd34205732660e0a1d35d8b10b3328179a2b51a1 \
-    --hash=sha256:a4c0757db9bd08470ff8277791795e70d0bf035a011a528ee9a5ce9454b6cba2 \
-    --hash=sha256:afe07421c969e259e9403c3bb658968702bc3b78ec0b6fde3ae1e73440529c23 \
-    --hash=sha256:b1992ba9d4780d9af9726bbcef6a1db12d9ab1ccc35e5773685a24b7fb2758eb \
-    --hash=sha256:b23d2a46d53210b498e5b701a1913697671988f4bf8e10f935433f6e7c332fb6 \
-    --hash=sha256:b5e83e4de81dcc9425598d9469a624826a0b1211380ac444c7c791d4a2137c19 \
-    --hash=sha256:be35822f35f99dcc48152c9839d0171a06186f2d71ef76dc57fa556cc9bf6b45 \
-    --hash=sha256:be9e0fb2ada7e5124f5282d6381903183ecc73ea019568d6d63d33f25b2a9000 \
-    --hash=sha256:c140e7eb5ce47249668056edf3b7e9900c6a2e22fb0eaf0513f18a1b2c14e1da \
-    --hash=sha256:c6a08799e9e88052221adca55741bf106ec7ea0710bca635c208b751f0d5b617 \
-    --hash=sha256:cb242fc2cda5a307a7698c93173d3627a2a90d00507bccf5bc228851e8304963 \
-    --hash=sha256:cce1e90dd302f45716a7715517c6aa0468af0bf38e814ad4eab58e88fc09f7f7 \
-    --hash=sha256:cd4ccc364cf75d1422e66e247e52a93da6a9b73cefa8cad696f3cbbb75af179d \
-    --hash=sha256:d21681f09e297a5adaa73060737e3aa1279a13ecdcfcc6ef66c292cb25125b2d \
-    --hash=sha256:d38ffd0e81ba8ef347d2be0772e899c289b59ff150ebbbbe05dc61b1246eb4e0 \
-    --hash=sha256:d566b82e92ff2e09dd6342df7e0eb4ff6275a3f08db284888dcd98134dbd4243 \
-    --hash=sha256:d5b0ff9878333823226d270417f24f4d06f235cb3e54d1103b71ea537a6a86ce \
-    --hash=sha256:d6ee1aa7ab36475035eb48c01efae87d37936a8173fc4d7b10bb02c2d75dd8f6 \
-    --hash=sha256:db38f80540083ea33bdab614a9d28bcec4b54daa5aff1668d7827a9fc769ae0a \
-    --hash=sha256:ea688d11707d30e212e0110a1aac7f7f3f542a259235d396f88be68b649e47d1 \
-    --hash=sha256:f6327b6907b4cb72f650a5b7b1be23a2aab395017aa6f1adb13069d66360eb3f \
-    --hash=sha256:fb412b7db83fe56847df9c47b6fe3f13911b06339c2aa02dcc09dce8bbf582cd
-    # via gevent
-grpcio==1.41.0 \
-    --hash=sha256:056806e83eaa09d0af0e452dd353db8f7c90aa2dedcce1112a2d21592550f6b1 \
-    --hash=sha256:07594e585a5ba25cf331ddb63095ca51010c34e328a822cb772ffbd5daa62cb5 \
-    --hash=sha256:0abd56d90dff3ed566807520de1385126dded21e62d3490a34c180a91f94c1f4 \
-    --hash=sha256:15c04d695833c739dbb25c88eaf6abd9a461ec0dbd32f44bc8769335a495cf5a \
-    --hash=sha256:1820845e7e6410240eff97742e9f76cd5bf10ca01d36a322e86c0bd5340ac25b \
-    --hash=sha256:1bcbeac764bbae329bc2cc9e95d0f4d3b0fb456b92cf12e7e06e3e860a4b31cf \
-    --hash=sha256:2410000eb57cf76b05b37d2aee270b686f0a7876710850a2bba92b4ed133e026 \
-    --hash=sha256:2882b62f74de8c8a4f7b2be066f6230ecc46f4edc8f42db1fb7358200abe3b25 \
-    --hash=sha256:297ee755d3c6cd7e7d3770f298f4d4d4b000665943ae6d2888f7407418a9a510 \
-    --hash=sha256:39ce785f0cbd07966a9019386b7a054615b2da63da3c7727f371304d000a1890 \
-    --hash=sha256:3a92e4df5330cd384984e04804104ae34f521345917813aa86fc0930101a3697 \
-    --hash=sha256:3bbeee115b05b22f6a9fa9bc78f9ab8d9d6bb8c16fdfc60401fc8658beae1099 \
-    --hash=sha256:4537bb9e35af62c5189493792a8c34d127275a6d175c8ad48b6314cacba4021e \
-    --hash=sha256:462178987f0e5c60d6d1b79e4e95803a4cd789db961d6b3f087245906bb5ae04 \
-    --hash=sha256:5292a627b44b6d3065de4a364ead23bab3c9d7a7c05416a9de0c0624d0fe03f4 \
-    --hash=sha256:5502832b7cec670a880764f51a335a19b10ff5ab2e940e1ded67f39b88aa02b1 \
-    --hash=sha256:585847ed190ea9cb4d632eb0ebf58f1d299bbca5e03284bc3d0fa08bab6ea365 \
-    --hash=sha256:59645b2d9f19b5ff30cb46ddbcaa09c398f9cd81e4e476b21c7c55ae1e942807 \
-    --hash=sha256:5d4b30d068b022e412adcf9b14c0d9bcbc872e9745b91467edc0a4c700a8bba6 \
-    --hash=sha256:7033199706526e7ee06a362e38476dfdf2ddbad625c19b67ed30411d1bb25a18 \
-    --hash=sha256:7b07cbbd4eea56738e995fcbba3b60e41fd9aa9dac937fb7985c5dcbc7626260 \
-    --hash=sha256:7da3f6f6b857399c9ad85bcbffc83189e547a0a1a777ab68f5385154f8bc1ed4 \
-    --hash=sha256:83c1e731c2b76f26689ad88534cafefe105dcf385567bead08f5857cb308246b \
-    --hash=sha256:9674a9d3f23702e35a89e22504f41b467893cf704f627cc9cdd118cf1dcc8e26 \
-    --hash=sha256:9ecd0fc34aa46eeac24f4d20e67bafaf72ca914f99690bf2898674905eaddaf9 \
-    --hash=sha256:a0c4bdd1d646365d10ba1468bcf234ea5ad46e8ce2b115983e8563248614910a \
-    --hash=sha256:a144f6cecbb61aace12e5920840338a3d246123a41d795e316e2792e9775ad15 \
-    --hash=sha256:a3cd7f945d3e3b82ebd2a4c9862eb9891a5ac87f84a7db336acbeafd86e6c402 \
-    --hash=sha256:a614224719579044bd7950554d3b4c1793bb5715cbf0f0399b1f21d283c40ef6 \
-    --hash=sha256:ace080a9c3c673c42adfd2116875a63fec9613797be01a6105acf7721ed0c693 \
-    --hash=sha256:b2de4e7b5a930be04a4d05c9f5fce7e9191217ccdc174b026c2a7928770dca9f \
-    --hash=sha256:b6b68c444abbaf4a2b944a61cf35726ab9645f45d416bcc7cf4addc4b2f2d53d \
-    --hash=sha256:be3c6ac822edb509aeef41361ca9c8c5ee52cb9e4973e1977d2bb7d6a460fd97 \
-    --hash=sha256:c07acd49541f5f6f9984fe0adf162d77bf70e0f58e77f9960c6f571314ff63a4 \
-    --hash=sha256:c1e0a4c86d4cbd93059d5eeceed6e1c2e3e1494e1bf40be9b8ab14302c576162 \
-    --hash=sha256:c8c5bc498f6506b6041c30afb7a55c57a9fd535d1a0ac7cdba9b5fd791a85633 \
-    --hash=sha256:c95dd6e60e059ff770a2ac9f5a202b75dd64d76b0cd0c48f27d58907e43ed6a6 \
-    --hash=sha256:ccd2f1cf11768d1f6fbe4e13e8b8fb0ccfe9914ceeff55a367d5571e82eeb543 \
-    --hash=sha256:d0cc0393744ce3ce1b237ae773635cc928470ff46fb0d3f677e337a38e5ed4f6 \
-    --hash=sha256:d539ebd05a2bbfbf897d41738d37d162d5c3d9f2b1f8ddf2c4f75e2c9cf59907 \
-    --hash=sha256:d71aa430b2ac40e18e388504ac34cc91d49d811855ca507c463a21059bf364f0 \
-    --hash=sha256:dcb5f324712a104aca4a459e524e535f205f36deb8005feb4f9d3ff0a22b5177 \
-    --hash=sha256:e516124010ef60d5fc2e0de0f1f987599249dc55fd529001f17f776a4145767f \
-    --hash=sha256:fb64abf0d92134cb0ba4496a3b7ab918588eee42de20e5b3507fe6ee16db97ee
-    # via tritonclient
-humanfriendly==10.0 \
-    --hash=sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477 \
-    --hash=sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc
-    # via coloredlogs
-idna==2.10 \
-    --hash=sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6 \
-    --hash=sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0
-    # via
-    #   requests
-    #   servicex
-    #   yarl
-importlib-resources==5.10.0 \
-    --hash=sha256:c01b1b94210d9849f286b86bb51bcea7cd56dde0600d8db721d7b81330711668 \
-    --hash=sha256:ee17ec648f85480d523596ce49eae8ead87d5631ae1551f913c0100b5edd3437
-    # via awkward
-jinja2==3.1.2 \
-    --hash=sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852 \
-    --hash=sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61
-    # via torch-geometric
-joblib==1.2.0 \
-    --hash=sha256:091138ed78f800342968c523bdde947e7a305b8594b910a0fea2ab83c3c6d385 \
-    --hash=sha256:e1cee4a79e4af22881164f218d4311f60074197fb707e082e803b61f6d137018
-    # via scikit-learn
-lark-parser==0.12.0 \
-    --hash=sha256:0eaf30cb5ba787fe404d73a7d6e61df97b21d5a63ac26c5008c78a494373c675 \
-    --hash=sha256:15967db1f1214013dca65b1180745047b9be457d73da224fcda3d9dd4e96a138
-    # via qastle
-make-it-sync==1.0.0 \
-    --hash=sha256:26f5dd7d066295d14eee934326228f9d05cc42267c795e0f35a8966ba54b8b4c \
-    --hash=sha256:e06808ce449f765b0f86a2badc2bbe72a3f6a3d4793472b2b8c221bbdba66511
-    # via
-    #   func-adl
-    #   servicex
-markupsafe==2.1.1 \
-    --hash=sha256:0212a68688482dc52b2d45013df70d169f542b7394fc744c02a57374a4207003 \
-    --hash=sha256:089cf3dbf0cd6c100f02945abeb18484bd1ee57a079aefd52cffd17fba910b88 \
-    --hash=sha256:10c1bfff05d95783da83491be968e8fe789263689c02724e0c691933c52994f5 \
-    --hash=sha256:33b74d289bd2f5e527beadcaa3f401e0df0a89927c1559c8566c066fa4248ab7 \
-    --hash=sha256:3799351e2336dc91ea70b034983ee71cf2f9533cdff7c14c90ea126bfd95d65a \
-    --hash=sha256:3ce11ee3f23f79dbd06fb3d63e2f6af7b12db1d46932fe7bd8afa259a5996603 \
-    --hash=sha256:421be9fbf0ffe9ffd7a378aafebbf6f4602d564d34be190fc19a193232fd12b1 \
-    --hash=sha256:43093fb83d8343aac0b1baa75516da6092f58f41200907ef92448ecab8825135 \
-    --hash=sha256:46d00d6cfecdde84d40e572d63735ef81423ad31184100411e6e3388d405e247 \
-    --hash=sha256:4a33dea2b688b3190ee12bd7cfa29d39c9ed176bda40bfa11099a3ce5d3a7ac6 \
-    --hash=sha256:4b9fe39a2ccc108a4accc2676e77da025ce383c108593d65cc909add5c3bd601 \
-    --hash=sha256:56442863ed2b06d19c37f94d999035e15ee982988920e12a5b4ba29b62ad1f77 \
-    --hash=sha256:671cd1187ed5e62818414afe79ed29da836dde67166a9fac6d435873c44fdd02 \
-    --hash=sha256:694deca8d702d5db21ec83983ce0bb4b26a578e71fbdbd4fdcd387daa90e4d5e \
-    --hash=sha256:6a074d34ee7a5ce3effbc526b7083ec9731bb3cbf921bbe1d3005d4d2bdb3a63 \
-    --hash=sha256:6d0072fea50feec76a4c418096652f2c3238eaa014b2f94aeb1d56a66b41403f \
-    --hash=sha256:6fbf47b5d3728c6aea2abb0589b5d30459e369baa772e0f37a0320185e87c980 \
-    --hash=sha256:7f91197cc9e48f989d12e4e6fbc46495c446636dfc81b9ccf50bb0ec74b91d4b \
-    --hash=sha256:86b1f75c4e7c2ac2ccdaec2b9022845dbb81880ca318bb7a0a01fbf7813e3812 \
-    --hash=sha256:8dc1c72a69aa7e082593c4a203dcf94ddb74bb5c8a731e4e1eb68d031e8498ff \
-    --hash=sha256:8e3dcf21f367459434c18e71b2a9532d96547aef8a871872a5bd69a715c15f96 \
-    --hash=sha256:8e576a51ad59e4bfaac456023a78f6b5e6e7651dcd383bcc3e18d06f9b55d6d1 \
-    --hash=sha256:96e37a3dc86e80bf81758c152fe66dbf60ed5eca3d26305edf01892257049925 \
-    --hash=sha256:97a68e6ada378df82bc9f16b800ab77cbf4b2fada0081794318520138c088e4a \
-    --hash=sha256:99a2a507ed3ac881b975a2976d59f38c19386d128e7a9a18b7df6fff1fd4c1d6 \
-    --hash=sha256:a49907dd8420c5685cfa064a1335b6754b74541bbb3706c259c02ed65b644b3e \
-    --hash=sha256:b09bf97215625a311f669476f44b8b318b075847b49316d3e28c08e41a7a573f \
-    --hash=sha256:b7bd98b796e2b6553da7225aeb61f447f80a1ca64f41d83612e6139ca5213aa4 \
-    --hash=sha256:b87db4360013327109564f0e591bd2a3b318547bcef31b468a92ee504d07ae4f \
-    --hash=sha256:bcb3ed405ed3222f9904899563d6fc492ff75cce56cba05e32eff40e6acbeaa3 \
-    --hash=sha256:d4306c36ca495956b6d568d276ac11fdd9c30a36f1b6eb928070dc5360b22e1c \
-    --hash=sha256:d5ee4f386140395a2c818d149221149c54849dfcfcb9f1debfe07a8b8bd63f9a \
-    --hash=sha256:dda30ba7e87fbbb7eab1ec9f58678558fd9a6b8b853530e176eabd064da81417 \
-    --hash=sha256:e04e26803c9c3851c931eac40c695602c6295b8d432cbe78609649ad9bd2da8a \
-    --hash=sha256:e1c0b87e09fa55a220f058d1d49d3fb8df88fbfab58558f1198e08c1e1de842a \
-    --hash=sha256:e72591e9ecd94d7feb70c1cbd7be7b3ebea3f548870aa91e2732960fa4d57a37 \
-    --hash=sha256:e8c843bbcda3a2f1e3c2ab25913c80a3c5376cd00c6e8c4a86a89a28c8dc5452 \
-    --hash=sha256:efc1913fd2ca4f334418481c7e595c00aad186563bbc1ec76067848c7ca0a933 \
-    --hash=sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a \
-    --hash=sha256:fc7b548b17d238737688817ab67deebb30e8073c95749d55538ed473130ec0c7
-    # via jinja2
-minio==5.0.10 \
-    --hash=sha256:6ecb7637a35f806733e9d112eacfa599a58d7c3d4698fda2b5c86fff5d34b417 \
-    --hash=sha256:ba5978a97e3366983c8b4ea11f2ae8e1add995ab4789e0098dd2403199999ac4
-    # via servicex
-mpmath==1.2.1 \
-    --hash=sha256:604bc21bd22d2322a177c73bdb573994ef76e62edd595d17e00aff24b0667e5c \
-    --hash=sha256:79ffb45cf9f4b101a807595bcb3e72e0396202e0b1d25d689134b48c4216a81a
-    # via sympy
-multidict==6.0.2 \
-    --hash=sha256:0327292e745a880459ef71be14e709aaea2f783f3537588fb4ed09b6c01bca60 \
-    --hash=sha256:041b81a5f6b38244b34dc18c7b6aba91f9cdaf854d9a39e5ff0b58e2b5773b9c \
-    --hash=sha256:0556a1d4ea2d949efe5fd76a09b4a82e3a4a30700553a6725535098d8d9fb672 \
-    --hash=sha256:05f6949d6169878a03e607a21e3b862eaf8e356590e8bdae4227eedadacf6e51 \
-    --hash=sha256:07a017cfa00c9890011628eab2503bee5872f27144936a52eaab449be5eaf032 \
-    --hash=sha256:0b9e95a740109c6047602f4db4da9949e6c5945cefbad34a1299775ddc9a62e2 \
-    --hash=sha256:19adcfc2a7197cdc3987044e3f415168fc5dc1f720c932eb1ef4f71a2067e08b \
-    --hash=sha256:19d9bad105dfb34eb539c97b132057a4e709919ec4dd883ece5838bcbf262b80 \
-    --hash=sha256:225383a6603c086e6cef0f2f05564acb4f4d5f019a4e3e983f572b8530f70c88 \
-    --hash=sha256:23b616fdc3c74c9fe01d76ce0d1ce872d2d396d8fa8e4899398ad64fb5aa214a \
-    --hash=sha256:2957489cba47c2539a8eb7ab32ff49101439ccf78eab724c828c1a54ff3ff98d \
-    --hash=sha256:2d36e929d7f6a16d4eb11b250719c39560dd70545356365b494249e2186bc389 \
-    --hash=sha256:2e4a0785b84fb59e43c18a015ffc575ba93f7d1dbd272b4cdad9f5134b8a006c \
-    --hash=sha256:3368bf2398b0e0fcbf46d85795adc4c259299fec50c1416d0f77c0a843a3eed9 \
-    --hash=sha256:373ba9d1d061c76462d74e7de1c0c8e267e9791ee8cfefcf6b0b2495762c370c \
-    --hash=sha256:4070613ea2227da2bfb2c35a6041e4371b0af6b0be57f424fe2318b42a748516 \
-    --hash=sha256:45183c96ddf61bf96d2684d9fbaf6f3564d86b34cb125761f9a0ef9e36c1d55b \
-    --hash=sha256:4571f1beddff25f3e925eea34268422622963cd8dc395bb8778eb28418248e43 \
-    --hash=sha256:47e6a7e923e9cada7c139531feac59448f1f47727a79076c0b1ee80274cd8eee \
-    --hash=sha256:47fbeedbf94bed6547d3aa632075d804867a352d86688c04e606971595460227 \
-    --hash=sha256:497988d6b6ec6ed6f87030ec03280b696ca47dbf0648045e4e1d28b80346560d \
-    --hash=sha256:4bae31803d708f6f15fd98be6a6ac0b6958fcf68fda3c77a048a4f9073704aae \
-    --hash=sha256:50bd442726e288e884f7be9071016c15a8742eb689a593a0cac49ea093eef0a7 \
-    --hash=sha256:514fe2b8d750d6cdb4712346a2c5084a80220821a3e91f3f71eec11cf8d28fd4 \
-    --hash=sha256:5774d9218d77befa7b70d836004a768fb9aa4fdb53c97498f4d8d3f67bb9cfa9 \
-    --hash=sha256:5fdda29a3c7e76a064f2477c9aab1ba96fd94e02e386f1e665bca1807fc5386f \
-    --hash=sha256:5ff3bd75f38e4c43f1f470f2df7a4d430b821c4ce22be384e1459cb57d6bb013 \
-    --hash=sha256:626fe10ac87851f4cffecee161fc6f8f9853f0f6f1035b59337a51d29ff3b4f9 \
-    --hash=sha256:6701bf8a5d03a43375909ac91b6980aea74b0f5402fbe9428fc3f6edf5d9677e \
-    --hash=sha256:684133b1e1fe91eda8fa7447f137c9490a064c6b7f392aa857bba83a28cfb693 \
-    --hash=sha256:6f3cdef8a247d1eafa649085812f8a310e728bdf3900ff6c434eafb2d443b23a \
-    --hash=sha256:75bdf08716edde767b09e76829db8c1e5ca9d8bb0a8d4bd94ae1eafe3dac5e15 \
-    --hash=sha256:7c40b7bbece294ae3a87c1bc2abff0ff9beef41d14188cda94ada7bcea99b0fb \
-    --hash=sha256:8004dca28e15b86d1b1372515f32eb6f814bdf6f00952699bdeb541691091f96 \
-    --hash=sha256:8064b7c6f0af936a741ea1efd18690bacfbae4078c0c385d7c3f611d11f0cf87 \
-    --hash=sha256:89171b2c769e03a953d5969b2f272efa931426355b6c0cb508022976a17fd376 \
-    --hash=sha256:8cbf0132f3de7cc6c6ce00147cc78e6439ea736cee6bca4f068bcf892b0fd658 \
-    --hash=sha256:9cc57c68cb9139c7cd6fc39f211b02198e69fb90ce4bc4a094cf5fe0d20fd8b0 \
-    --hash=sha256:a007b1638e148c3cfb6bf0bdc4f82776cef0ac487191d093cdc316905e504071 \
-    --hash=sha256:a2c34a93e1d2aa35fbf1485e5010337c72c6791407d03aa5f4eed920343dd360 \
-    --hash=sha256:a45e1135cb07086833ce969555df39149680e5471c04dfd6a915abd2fc3f6dbc \
-    --hash=sha256:ac0e27844758d7177989ce406acc6a83c16ed4524ebc363c1f748cba184d89d3 \
-    --hash=sha256:aef9cc3d9c7d63d924adac329c33835e0243b5052a6dfcbf7732a921c6e918ba \
-    --hash=sha256:b9d153e7f1f9ba0b23ad1568b3b9e17301e23b042c23870f9ee0522dc5cc79e8 \
-    --hash=sha256:bfba7c6d5d7c9099ba21f84662b037a0ffd4a5e6b26ac07d19e423e6fdf965a9 \
-    --hash=sha256:c207fff63adcdf5a485969131dc70e4b194327666b7e8a87a97fbc4fd80a53b2 \
-    --hash=sha256:d0509e469d48940147e1235d994cd849a8f8195e0bca65f8f5439c56e17872a3 \
-    --hash=sha256:d16cce709ebfadc91278a1c005e3c17dd5f71f5098bfae1035149785ea6e9c68 \
-    --hash=sha256:d48b8ee1d4068561ce8033d2c344cf5232cb29ee1a0206a7b828c79cbc5982b8 \
-    --hash=sha256:de989b195c3d636ba000ee4281cd03bb1234635b124bf4cd89eeee9ca8fcb09d \
-    --hash=sha256:e07c8e79d6e6fd37b42f3250dba122053fddb319e84b55dd3a8d6446e1a7ee49 \
-    --hash=sha256:e2c2e459f7050aeb7c1b1276763364884595d47000c1cddb51764c0d8976e608 \
-    --hash=sha256:e5b20e9599ba74391ca0cfbd7b328fcc20976823ba19bc573983a25b32e92b57 \
-    --hash=sha256:e875b6086e325bab7e680e4316d667fc0e5e174bb5611eb16b3ea121c8951b86 \
-    --hash=sha256:f4f052ee022928d34fe1f4d2bc743f32609fb79ed9c49a1710a5ad6b2198db20 \
-    --hash=sha256:fcb91630817aa8b9bc4a74023e4198480587269c272c58b3279875ed7235c293 \
-    --hash=sha256:fd9fc9c4849a07f3635ccffa895d57abce554b467d611a5009ba4f39b78a8849 \
-    --hash=sha256:feba80698173761cddd814fa22e88b0661e98cb810f9f986c54aa34d281e4937 \
-    --hash=sha256:feea820722e69451743a3d56ad74948b68bf456984d63c1a92e8347b7b88452d
-    # via
-    #   aiohttp
-    #   yarl
-nest-asyncio==1.5.6 \
-    --hash=sha256:b9a953fb40dceaa587d109609098db21900182b16440652454a146cffb06e8b8 \
-    --hash=sha256:d267cc1ff794403f7df692964d1d2a3fa9418ffea2a3f6859a439ff482fef290
-    # via servicex-databinder
-numpy==1.23.4 \
-    --hash=sha256:0fe563fc8ed9dc4474cbf70742673fc4391d70f4363f917599a7fa99f042d5a8 \
-    --hash=sha256:12ac457b63ec8ded85d85c1e17d85efd3c2b0967ca39560b307a35a6703a4735 \
-    --hash=sha256:2341f4ab6dba0834b685cce16dad5f9b6606ea8a00e6da154f5dbded70fdc4dd \
-    --hash=sha256:296d17aed51161dbad3c67ed6d164e51fcd18dbcd5dd4f9d0a9c6055dce30810 \
-    --hash=sha256:488a66cb667359534bc70028d653ba1cf307bae88eab5929cd707c761ff037db \
-    --hash=sha256:4d52914c88b4930dafb6c48ba5115a96cbab40f45740239d9f4159c4ba779962 \
-    --hash=sha256:5e13030f8793e9ee42f9c7d5777465a560eb78fa7e11b1c053427f2ccab90c79 \
-    --hash=sha256:61be02e3bf810b60ab74e81d6d0d36246dbfb644a462458bb53b595791251911 \
-    --hash=sha256:7607b598217745cc40f751da38ffd03512d33ec06f3523fb0b5f82e09f6f676d \
-    --hash=sha256:7a70a7d3ce4c0e9284e92285cba91a4a3f5214d87ee0e95928f3614a256a1488 \
-    --hash=sha256:7ab46e4e7ec63c8a5e6dbf5c1b9e1c92ba23a7ebecc86c336cb7bf3bd2fb10e5 \
-    --hash=sha256:8981d9b5619569899666170c7c9748920f4a5005bf79c72c07d08c8a035757b0 \
-    --hash=sha256:8c053d7557a8f022ec823196d242464b6955a7e7e5015b719e76003f63f82d0f \
-    --hash=sha256:926db372bc4ac1edf81cfb6c59e2a881606b409ddc0d0920b988174b2e2a767f \
-    --hash=sha256:95d79ada05005f6f4f337d3bb9de8a7774f259341c70bc88047a1f7b96a4bcb2 \
-    --hash=sha256:95de7dc7dc47a312f6feddd3da2500826defdccbc41608d0031276a24181a2c0 \
-    --hash=sha256:a0882323e0ca4245eb0a3d0a74f88ce581cc33aedcfa396e415e5bba7bf05f68 \
-    --hash=sha256:a8365b942f9c1a7d0f0dc974747d99dd0a0cdfc5949a33119caf05cb314682d3 \
-    --hash=sha256:a8aae2fb3180940011b4862b2dd3756616841c53db9734b27bb93813cd79fce6 \
-    --hash=sha256:c237129f0e732885c9a6076a537e974160482eab8f10db6292e92154d4c67d71 \
-    --hash=sha256:c67b833dbccefe97cdd3f52798d430b9d3430396af7cdb2a0c32954c3ef73894 \
-    --hash=sha256:ce03305dd694c4873b9429274fd41fc7eb4e0e4dea07e0af97a933b079a5814f \
-    --hash=sha256:d331afac87c92373826af83d2b2b435f57b17a5c74e6268b79355b970626e329 \
-    --hash=sha256:dada341ebb79619fe00a291185bba370c9803b1e1d7051610e01ed809ef3a4ba \
-    --hash=sha256:ed2cc92af0efad20198638c69bb0fc2870a58dabfba6eb722c933b48556c686c \
-    --hash=sha256:f260da502d7441a45695199b4e7fd8ca87db659ba1c78f2bbf31f934fe76ae0e \
-    --hash=sha256:f2f390aa4da44454db40a1f0201401f9036e8d578a25f01a6e237cea238337ef \
-    --hash=sha256:f76025acc8e2114bb664294a07ede0727aa75d63a06d2fae96bf29a81747e4a7
-    # via
-    #   awkward
-    #   fastjet
-    #   onnxruntime
-    #   pandas
-    #   pyarrow
-    #   scikit-learn
-    #   scipy
-    #   tflite-runtime
-    #   torch-geometric
-    #   tritonclient
-    #   uproot
-    #   vector
-onnxruntime==1.13.1 \
-    --hash=sha256:083ef4448790a7c1fa4efebf4c1b15db95c4e2dbd3c3984018f57fe982c30276 \
-    --hash=sha256:0df1240878f13204246453bcb645ffa759e7dd93e06d210b7fe0defe88942fd3 \
-    --hash=sha256:0f1087bc219e293194b5e3b2ea8b50bf3e9e1343a49ef51c5b06987e6269c042 \
-    --hash=sha256:343d4205631daf3d18a251212d5a04daf1f1ea1c34323042e7fc8deae0a358da \
-    --hash=sha256:3b4e8f2b915fe505ffdc99c80324130ff9da2c52d8d1326c0bce19948523bb6c \
-    --hash=sha256:4dbec4f7c9aa5b09e4c5d3e4d2231820d23660d70939136215562e3ea9d9e629 \
-    --hash=sha256:5336f5b9f5ba2bfb2586eb23b7346b50bb102dd8a15d0ce21b20d098da8984b0 \
-    --hash=sha256:5f9b4533bd8d879f4cfd015a17af021825a9a0ec68e2229971605dac5f4430d3 \
-    --hash=sha256:67785843d393c59c4183cfd3eabbddd23620d0b56472dff679b68c8b94dd4a07 \
-    --hash=sha256:68074af35c1a79c9ee856ef8192a72099d2b17ad240b45764e95e65f58ed71c9 \
-    --hash=sha256:6941cd11e514b4bbc7408de13d041430ac283f2e55446d9ae85a6cc133ab002b \
-    --hash=sha256:76fda2c7c797f799b679be043612de0da51ee91319581310b65f35658d6f0c0c \
-    --hash=sha256:7973bb9d3dd886d6f36b6d97f434c052531cf0ec4b5c05fd5c4c90d0061f02cf \
-    --hash=sha256:852d7f26da6bb060cbaedb1f92cbe3b0b6e874b3169c20f9a55e656ff2d62742 \
-    --hash=sha256:93d803c5e01f24a3c65434d2238093c2d10993fd96a6cfb34d67f1ccd4224dc8 \
-    --hash=sha256:97e9e38bfa168f541c3996a4c4fd57f886d02958e7de97ac167fd27118334a33 \
-    --hash=sha256:a436eb49c488ef01b4bd42ecad0a363ebf32ea7af3daa3a9e1cc35fdb8a8ad01 \
-    --hash=sha256:aaa33c79cfe2ac145d27166c59a216783951090a679d19c5b49f40f71606cf2d \
-    --hash=sha256:ad589c249efcba104f3147df00fbab828855783aa3748f49ee3e04ff69ddf65d \
-    --hash=sha256:af07e43158a24c7ce6056dcd58cfa5c990193889e7bb2bea8300ce93e9c0584b \
-    --hash=sha256:b2b833c0acee7790f553a70ffa94999278886efe55f6f6bcaf57996e54a6724b \
-    --hash=sha256:b488fe1a0c3afce90d22040d898862fb24d3b331644f5e1aec8cfd6a807fc987 \
-    --hash=sha256:bc491fc9a3474cbb40f3e04ea28687791d43a5eb3f55b62a803f88826aa512b3 \
-    --hash=sha256:c19cf50f51c8e73b7c4c2978916d298b969c871bb8ea74c74c3f92c4f9811225 \
-    --hash=sha256:d31681cf8e3570631ce7305e5a09babcf6362112da1f0b88031f74d46efbe18c \
-    --hash=sha256:d541174f3d1d4371c09242faa2d6c84a2de861f1aee771d2248cfc7f67ffb708 \
-    --hash=sha256:d85e6c5a12c1055fec9e24023dd22506d1243417bed0ac26caa9b6123c10c242 \
-    --hash=sha256:f060f7883c27eaf4ed7490f90cd72cdf96c80e4d74133525c6db5ba06f71623d \
-    --hash=sha256:f19697f9846e5518ea4f6c8b78c0f3fbd7f1b9b2fdef8dfc6eb7751b8e7e1edc \
-    --hash=sha256:f523192616479b7f8a50bd02aa775e1256c90a7bc4c034bdeed9bd78a55a6e7a \
-    --hash=sha256:f9011384e792befdcde20860ab57294b3b9de5504a85b85818a8b242600052d7
-    # via -r requirements.txt
-packaging==21.3 \
-    --hash=sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb \
-    --hash=sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522
-    # via
-    #   awkward
-    #   onnxruntime
-    #   vector
-pandas==1.5.1 \
-    --hash=sha256:04e51b01d5192499390c0015630975f57836cc95c7411415b499b599b05c0c96 \
-    --hash=sha256:05c527c64ee02a47a24031c880ee0ded05af0623163494173204c5b72ddce658 \
-    --hash=sha256:0a78e05ec09731c5b3bd7a9805927ea631fe6f6cb06f0e7c63191a9a778d52b4 \
-    --hash=sha256:17da7035d9e6f9ea9cdc3a513161f8739b8f8489d31dc932bc5a29a27243f93d \
-    --hash=sha256:249cec5f2a5b22096440bd85c33106b6102e0672204abd2d5c014106459804ee \
-    --hash=sha256:2c25e5c16ee5c0feb6cf9d982b869eec94a22ddfda9aa2fbed00842cbb697624 \
-    --hash=sha256:32e3d9f65606b3f6e76555bfd1d0b68d94aff0929d82010b791b6254bf5a4b96 \
-    --hash=sha256:36aa1f8f680d7584e9b572c3203b20d22d697c31b71189322f16811d4ecfecd3 \
-    --hash=sha256:5b0c970e2215572197b42f1cff58a908d734503ea54b326412c70d4692256391 \
-    --hash=sha256:5cee0c74e93ed4f9d39007e439debcaadc519d7ea5c0afc3d590a3a7b2edf060 \
-    --hash=sha256:669c8605dba6c798c1863157aefde959c1796671ffb342b80fcb80a4c0bc4c26 \
-    --hash=sha256:66a1ad667b56e679e06ba73bb88c7309b3f48a4c279bd3afea29f65a766e9036 \
-    --hash=sha256:683779e5728ac9138406c59a11e09cd98c7d2c12f0a5fc2b9c5eecdbb4a00075 \
-    --hash=sha256:6bb391659a747cf4f181a227c3e64b6d197100d53da98dcd766cc158bdd9ec68 \
-    --hash=sha256:81f0674fa50b38b6793cd84fae5d67f58f74c2d974d2cb4e476d26eee33343d0 \
-    --hash=sha256:927e59c694e039c75d7023465d311277a1fc29ed7236b5746e9dddf180393113 \
-    --hash=sha256:932d2d7d3cab44cfa275601c982f30c2d874722ef6396bb539e41e4dc4618ed4 \
-    --hash=sha256:a52419d9ba5906db516109660b114faf791136c94c1a636ed6b29cbfff9187ee \
-    --hash=sha256:b156a971bc451c68c9e1f97567c94fd44155f073e3bceb1b0d195fd98ed12048 \
-    --hash=sha256:bcf1a82b770b8f8c1e495b19a20d8296f875a796c4fe6e91da5ef107f18c5ecb \
-    --hash=sha256:cb2a9cf1150302d69bb99861c5cddc9c25aceacb0a4ef5299785d0f5389a3209 \
-    --hash=sha256:d8c709f4700573deb2036d240d140934df7e852520f4a584b2a8d5443b71f54d \
-    --hash=sha256:db45b94885000981522fb92349e6b76f5aee0924cc5315881239c7859883117d \
-    --hash=sha256:ddf46b940ef815af4e542697eaf071f0531449407a7607dd731bf23d156e20a7 \
-    --hash=sha256:e675f8fe9aa6c418dc8d3aac0087b5294c1a4527f1eacf9fe5ea671685285454 \
-    --hash=sha256:eb7e8cf2cf11a2580088009b43de84cabbf6f5dae94ceb489f28dba01a17cb77 \
-    --hash=sha256:f340331a3f411910adfb4bbe46c2ed5872d9e473a783d7f14ecf49bc0869c594
-    # via servicex
-protobuf==3.19.6 \
-    --hash=sha256:010be24d5a44be7b0613750ab40bc8b8cedc796db468eae6c779b395f50d1fa1 \
-    --hash=sha256:0469bc66160180165e4e29de7f445e57a34ab68f49357392c5b2f54c656ab25e \
-    --hash=sha256:0c0714b025ec057b5a7600cb66ce7c693815f897cfda6d6efb58201c472e3437 \
-    --hash=sha256:11478547958c2dfea921920617eb457bc26867b0d1aa065ab05f35080c5d9eb6 \
-    --hash=sha256:14082457dc02be946f60b15aad35e9f5c69e738f80ebbc0900a19bc83734a5a4 \
-    --hash=sha256:2b2d2913bcda0e0ec9a784d194bc490f5dc3d9d71d322d070b11a0ade32ff6ba \
-    --hash=sha256:30a15015d86b9c3b8d6bf78d5b8c7749f2512c29f168ca259c9d7727604d0e39 \
-    --hash=sha256:30f5370d50295b246eaa0296533403961f7e64b03ea12265d6dfce3a391d8992 \
-    --hash=sha256:347b393d4dd06fb93a77620781e11c058b3b0a5289262f094379ada2920a3730 \
-    --hash=sha256:4bc98de3cdccfb5cd769620d5785b92c662b6bfad03a202b83799b6ed3fa1fa7 \
-    --hash=sha256:5057c64052a1f1dd7d4450e9aac25af6bf36cfbfb3a1cd89d16393a036c49157 \
-    --hash=sha256:559670e006e3173308c9254d63facb2c03865818f22204037ab76f7a0ff70b5f \
-    --hash=sha256:5a0d7539a1b1fb7e76bf5faa0b44b30f812758e989e59c40f77a7dab320e79b9 \
-    --hash=sha256:5f5540d57a43042389e87661c6eaa50f47c19c6176e8cf1c4f287aeefeccb5c4 \
-    --hash=sha256:7a552af4dc34793803f4e735aabe97ffc45962dfd3a237bdde242bff5a3de684 \
-    --hash=sha256:84a04134866861b11556a82dd91ea6daf1f4925746b992f277b84013a7cc1229 \
-    --hash=sha256:878b4cd080a21ddda6ac6d1e163403ec6eea2e206cf225982ae04567d39be7b0 \
-    --hash=sha256:90b0d02163c4e67279ddb6dc25e063db0130fc299aefabb5d481053509fae5c8 \
-    --hash=sha256:91d5f1e139ff92c37e0ff07f391101df77e55ebb97f46bbc1535298d72019462 \
-    --hash=sha256:a8ce5ae0de28b51dff886fb922012dad885e66176663950cb2344c0439ecb473 \
-    --hash=sha256:aa3b82ca1f24ab5326dcf4ea00fcbda703e986b22f3d27541654f749564d778b \
-    --hash=sha256:bb6776bd18f01ffe9920e78e03a8676530a5d6c5911934c6a1ac6eb78973ecb6 \
-    --hash=sha256:bbf5cea5048272e1c60d235c7bd12ce1b14b8a16e76917f371c718bd3005f045 \
-    --hash=sha256:c0ccd3f940fe7f3b35a261b1dd1b4fc850c8fde9f74207015431f174be5976b3 \
-    --hash=sha256:d0b635cefebd7a8a0f92020562dead912f81f401af7e71f16bf9506ff3bdbb38
-    # via
-    #   onnxruntime
-    #   tritonclient
-pyarrow==10.0.0 \
-    --hash=sha256:10e031794d019425d34406edffe7e32157359e9455f9edb97a1732f8dabf802f \
-    --hash=sha256:25f51dca780fc22cfd7ac30f6bdfe70eb99145aee9acfda987f2c49955d66ed9 \
-    --hash=sha256:2d326a9d47ac237d81b8c4337e9d30a0b361835b536fc7ea53991455ce761fbd \
-    --hash=sha256:3d2694f08c8d4482d14e3798ff036dbd81ae6b1c47948f52515e1aa90fbec3f0 \
-    --hash=sha256:4051664d354b14939b5da35cfa77821ade594bc1cf56dd2032b3068c96697d74 \
-    --hash=sha256:511735040b83f2993f78d7fb615e7b88253d75f41500e87e587c40156ff88120 \
-    --hash=sha256:65d4a312f3ced318423704355acaccc7f7bdfe242472e59bdd54aa0f8837adf8 \
-    --hash=sha256:68ccb82c04c0f7abf7a95541d5e9d9d94290fc66a2d36d3f6ea0777f40c15654 \
-    --hash=sha256:69b8a1fd99201178799b02f18498633847109b701856ec762f314352a431b7d0 \
-    --hash=sha256:758284e1ebd3f2a9abb30544bfec28d151a398bb7c0f2578cbca5ee5b000364a \
-    --hash=sha256:7be7f42f713068293308c989a4a3a2de03b70199bdbe753901c6595ff8640c64 \
-    --hash=sha256:7ce026274cd5d9934cd3694e89edecde4e036018bbc6cb735fd33b9e967e7d47 \
-    --hash=sha256:7e6b837cc44cd62a0e280c8fc4de94ebce503d6d1190e6e94157ab49a8bea67b \
-    --hash=sha256:b153b05765393557716e3729cf988442b3ae4f5567364ded40d58c07feed27c2 \
-    --hash=sha256:b3e3148468d3eed3779d68241f1d13ed4ee7cca4c6dbc7c07e5062b93ad4da33 \
-    --hash=sha256:b45f969ed924282e9d4ede38f3430630d809c36dbff65452cabce03141943d28 \
-    --hash=sha256:b9f63ceb8346aac0bcb487fafe9faca642ad448ca649fcf66a027c6e120cbc12 \
-    --hash=sha256:c79300e1a3e23f2bf4defcf0d70ff5ea25ef6ebf6f121d8670ee14bb662bb7ca \
-    --hash=sha256:d45a59e2f47826544c0ca70bc0f7ed8ffa5ad23f93b0458230c7e983bcad1acf \
-    --hash=sha256:e4c6da9f9e1ff96781ee1478f7cc0860e66c23584887b8e297c4b9905c3c9066 \
-    --hash=sha256:f329951d56b3b943c353f7b27c894e02367a7efbb9fef7979c6b24e02dbfcf55 \
-    --hash=sha256:f76157d9579571c865860e5fd004537c03e21139db76692d96fd8a186adab1f2
-    # via
-    #   servicex
-    #   servicex-databinder
-pyasn1==0.4.8 \
-    --hash=sha256:39c7e2ec30515947ff4e87fb6f456dfc6e84857d34be479c9d4a4ba4bf46aa5d \
-    --hash=sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba
-    # via
-    #   pyasn1-modules
-    #   rsa
-pyasn1-modules==0.2.8 \
-    --hash=sha256:905f84c712230b2c592c19470d3ca8d552de726050d1d1716282a1f6146be65e \
-    --hash=sha256:a50b808ffeb97cb3601dd25981f6b016cbb3d31fbf57a8b8a87428e6158d0c74
-    # via google-auth
-pyparsing==3.0.9 \
-    --hash=sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb \
-    --hash=sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc
-    # via
-    #   packaging
-    #   torch-geometric
-python-dateutil==2.8.2 \
-    --hash=sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86 \
-    --hash=sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9
-    # via
-    #   minio
-    #   pandas
-python-rapidjson==1.9 \
-    --hash=sha256:05c33a6b582026140fc508de1ad6f9f7a90edd97844c348a0b6d01c55c655bbf \
-    --hash=sha256:10b177a5980a7d9753dc123ae40f149b31b21c834d4e55883d4ad570963483fe \
-    --hash=sha256:10da4f444b05b356fbb11622305c09b1f409194d31f15ba8c519682f49a3e646 \
-    --hash=sha256:118acc14c7b40c30e69d3e87d9f3ec96b518251ead5e522cd23905b4b1163838 \
-    --hash=sha256:11d9851dcb3e4351da3bc497b4e2896db183ffa501482d5241fd472cbf947348 \
-    --hash=sha256:22f988f6334ad540fc04b3e9fea347ae62888e7c216b1e8b3205cfa4835aebe6 \
-    --hash=sha256:27a80f84bc7b748b9b87d89d99d05e856eafbc7f4da1376375a24fa07cbcc76b \
-    --hash=sha256:2e4adc00ffde5f59795fac2eab280805d100fdb334c512399928b5a44689aefb \
-    --hash=sha256:2eadfc7df1b747f691b79b3d7523d3934945660faaf3ac367d49fafef834a29e \
-    --hash=sha256:31d245ca102c6498dad9ad85f9a96bdfac790b174505dc77ee664cab0c92859e \
-    --hash=sha256:3cdf9b07197b2bf1c5b0c33d66d872d5b7ec3e1600d897dd1f3f1ce37018103d \
-    --hash=sha256:41388e80cb0300dc33d3f1f06e5c2719aa9ef60b30fbee8a8bb6b35b203eda18 \
-    --hash=sha256:496e33bd1fb8bd37532d603879dfe9797c4a0809d45dfef6b46b34e741d06789 \
-    --hash=sha256:4c7a4e54772073f2a18c89a3aeaf168f1feeecbbe26c4d7395814a5eb7297630 \
-    --hash=sha256:4ffb853b2f4e7ffc8e6201e369926200fa36ae10db780d2b7431885ba75e9f58 \
-    --hash=sha256:54bafd1d5d5acec17297d6c5cb5de884e4f6b5d154e1d984cf06fd5e86f1d323 \
-    --hash=sha256:559e9d67bb719a446f6322fcd7260793370dacb6212682e863a06eeef545a5b1 \
-    --hash=sha256:5a51b4a4b226bd8ce45710e0af4b55be7371b00d917702599d2583672cbbb78b \
-    --hash=sha256:661537c1fbee359b048154f4fce794bd8cc6ed4d97c68fed439ab8727f74691e \
-    --hash=sha256:68bdc0d3352dc7dc2aff62c5ea73277a501fbf4873457dfddd5835440df23d1d \
-    --hash=sha256:708de2b1ec6971e018348920ea1cd75b85452bf31dbf0f73743d75f67700c820 \
-    --hash=sha256:72706275a1d58eaa59e75ba064ba4048b95e51440fec1b8402076bb042190a41 \
-    --hash=sha256:7abbff592461e9899a71e00eeeeea09473ee4dad4cd4ec1565b3a74ee96849af \
-    --hash=sha256:83454b2afb89b38104c8ea6a63a758f6cf2109ba3905de98d5fd488eff97a35d \
-    --hash=sha256:8552b363238e4762616149238d719d247936767c6c959a36492cf5e049b4d070 \
-    --hash=sha256:875d468d2a965d92d479ef2d6df7dc5ee289ae1275008580631656c65e612be5 \
-    --hash=sha256:a01e42b35987e27d97f1f722de5221cfdf621d0d8aa530cd00ffa8acecdba0b9 \
-    --hash=sha256:a854dddc7e3014ac5e4fea7ae48547f4c06298ec6ca97fe25c209233067dec21 \
-    --hash=sha256:a8bccf158e78a299d95bcebba17a50640aabd96a737a6c51054dcacfc90fc8af \
-    --hash=sha256:aa5fe5f8a715170e6329fd67e4b5c79c9c3fa3a6a5d16304709493125d3fac55 \
-    --hash=sha256:ba786f0a575c75f3fd3eff4d35e0159cea1e8384dba0f3b560da2f9e952affce \
-    --hash=sha256:be7d351c7112dac608133a23f60e95395668d0981a07f4037f63e0e88afcf01a \
-    --hash=sha256:c229cd186316ecf5474d25e8bfdc83c97256454403ac5e9656d38bd26f1cf910 \
-    --hash=sha256:c25dcc70b8d3a6cf615ce47cb18b52d0540363c8efd7c77c60368a779add9983 \
-    --hash=sha256:c4b941d9548b0af83586a88db2b532574c687feb4fbb84daafd324fa3c822350 \
-    --hash=sha256:d376e3c2034f8749baf2250ca2f76222217845b3c6d054b24729b8facae29ed7 \
-    --hash=sha256:dd86188afbc0fafcf3e234990a9a535eaac311b5aeb925426cbb4f86f19c6e10 \
-    --hash=sha256:e5cc8dde6ea51e75669330bbb7f2677b12c9f46ce106f52fa0c9b58b8a272a36 \
-    --hash=sha256:eb9c69eafd04840e369f9a21918fccfe2a59dc2e533af102e1098b3cb7604d8a \
-    --hash=sha256:ec920c316e032f366f244baa6e6354da562deb31bc33167682f77111987e7c77 \
-    --hash=sha256:eec5e7f5667484a0f837c829355b24978c4311b053a699f4e3fef05c3c3410b5 \
-    --hash=sha256:f48364cad2c1cf1cb4ac5f304c073928cf8344cb60b5be312206f4888786d81e \
-    --hash=sha256:f89af19b413012daa7a2d0361020c0a5d6d14ae2960923c8f1a921677d570e08 \
-    --hash=sha256:fb487d65594f14bf9541415337c9a390695c61b1dc1535380e9955fdacafd858 \
-    --hash=sha256:fdf1b88c8372db7d470d56a0ef1c53aac581ef51f4e4bed8651adb991e0bd441 \
-    --hash=sha256:ff1f2d24689352e24cc753c2f0a4dd06478304b41acb7bfea482b37a285f21de
-    # via tritonclient
-pytz==2022.6 \
-    --hash=sha256:222439474e9c98fced559f1709d89e6c9cbf8d79c794ff3eb9f8800064291427 \
-    --hash=sha256:e89512406b793ca39f5971bc999cc538ce125c0e51c27941bef4568b460095e2
-    # via
-    #   minio
-    #   pandas
-pyyaml==6.0 \
-    --hash=sha256:01b45c0191e6d66c470b6cf1b9531a771a83c1c4208272ead47a3ae4f2f603bf \
-    --hash=sha256:0283c35a6a9fbf047493e3a0ce8d79ef5030852c51e9d911a27badfde0605293 \
-    --hash=sha256:055d937d65826939cb044fc8c9b08889e8c743fdc6a32b33e2390f66013e449b \
-    --hash=sha256:07751360502caac1c067a8132d150cf3d61339af5691fe9e87803040dbc5db57 \
-    --hash=sha256:0b4624f379dab24d3725ffde76559cff63d9ec94e1736b556dacdfebe5ab6d4b \
-    --hash=sha256:0ce82d761c532fe4ec3f87fc45688bdd3a4c1dc5e0b4a19814b9009a29baefd4 \
-    --hash=sha256:1e4747bc279b4f613a09eb64bba2ba602d8a6664c6ce6396a4d0cd413a50ce07 \
-    --hash=sha256:213c60cd50106436cc818accf5baa1aba61c0189ff610f64f4a3e8c6726218ba \
-    --hash=sha256:231710d57adfd809ef5d34183b8ed1eeae3f76459c18fb4a0b373ad56bedcdd9 \
-    --hash=sha256:277a0ef2981ca40581a47093e9e2d13b3f1fbbeffae064c1d21bfceba2030287 \
-    --hash=sha256:2cd5df3de48857ed0544b34e2d40e9fac445930039f3cfe4bcc592a1f836d513 \
-    --hash=sha256:40527857252b61eacd1d9af500c3337ba8deb8fc298940291486c465c8b46ec0 \
-    --hash=sha256:432557aa2c09802be39460360ddffd48156e30721f5e8d917f01d31694216782 \
-    --hash=sha256:473f9edb243cb1935ab5a084eb238d842fb8f404ed2193a915d1784b5a6b5fc0 \
-    --hash=sha256:48c346915c114f5fdb3ead70312bd042a953a8ce5c7106d5bfb1a5254e47da92 \
-    --hash=sha256:50602afada6d6cbfad699b0c7bb50d5ccffa7e46a3d738092afddc1f9758427f \
-    --hash=sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2 \
-    --hash=sha256:77f396e6ef4c73fdc33a9157446466f1cff553d979bd00ecb64385760c6babdc \
-    --hash=sha256:81957921f441d50af23654aa6c5e5eaf9b06aba7f0a19c18a538dc7ef291c5a1 \
-    --hash=sha256:819b3830a1543db06c4d4b865e70ded25be52a2e0631ccd2f6a47a2822f2fd7c \
-    --hash=sha256:897b80890765f037df3403d22bab41627ca8811ae55e9a722fd0392850ec4d86 \
-    --hash=sha256:98c4d36e99714e55cfbaaee6dd5badbc9a1ec339ebfc3b1f52e293aee6bb71a4 \
-    --hash=sha256:9df7ed3b3d2e0ecfe09e14741b857df43adb5a3ddadc919a2d94fbdf78fea53c \
-    --hash=sha256:9fa600030013c4de8165339db93d182b9431076eb98eb40ee068700c9c813e34 \
-    --hash=sha256:a80a78046a72361de73f8f395f1f1e49f956c6be882eed58505a15f3e430962b \
-    --hash=sha256:afa17f5bc4d1b10afd4466fd3a44dc0e245382deca5b3c353d8b757f9e3ecb8d \
-    --hash=sha256:b3d267842bf12586ba6c734f89d1f5b871df0273157918b0ccefa29deb05c21c \
-    --hash=sha256:b5b9eccad747aabaaffbc6064800670f0c297e52c12754eb1d976c57e4f74dcb \
-    --hash=sha256:bfaef573a63ba8923503d27530362590ff4f576c626d86a9fed95822a8255fd7 \
-    --hash=sha256:c5687b8d43cf58545ade1fe3e055f70eac7a5a1a0bf42824308d868289a95737 \
-    --hash=sha256:cba8c411ef271aa037d7357a2bc8f9ee8b58b9965831d9e51baf703280dc73d3 \
-    --hash=sha256:d15a181d1ecd0d4270dc32edb46f7cb7733c7c508857278d3d378d14d606db2d \
-    --hash=sha256:d4b0ba9512519522b118090257be113b9468d804b19d63c71dbcf4a48fa32358 \
-    --hash=sha256:d4db7c7aef085872ef65a8fd7d6d09a14ae91f691dec3e87ee5ee0539d516f53 \
-    --hash=sha256:d4eccecf9adf6fbcc6861a38015c2a64f38b9d94838ac1810a9023a0609e1b78 \
-    --hash=sha256:d67d839ede4ed1b28a4e8909735fc992a923cdb84e618544973d7dfc71540803 \
-    --hash=sha256:daf496c58a8c52083df09b80c860005194014c3698698d1a57cbcfa182142a3a \
-    --hash=sha256:dbad0e9d368bb989f4515da330b88a057617d16b6a8245084f1b05400f24609f \
-    --hash=sha256:e61ceaab6f49fb8bdfaa0f92c4b57bcfbea54c09277b1b4f7ac376bfb7a7c174 \
-    --hash=sha256:f84fbc98b019fef2ee9a1cb3ce93e3187a6df0b2538a651bfb890254ba9f90b5
-    # via confuse
-qastle==0.16.0 \
-    --hash=sha256:4239aafb72eac7be88f52c71938b87f874f063b8787bbca3a5e99c427f1b70d9 \
-    --hash=sha256:f57cd4bfc6611f1f08667844c9d28d5287018618d4110f115d7d24b20dd395bb
-    # via
-    #   func-adl-servicex
-    #   servicex
-    #   tcut-to-qastle
-requests==2.28.1 \
-    --hash=sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983 \
-    --hash=sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349
-    # via torch-geometric
-rsa==4.9 \
-    --hash=sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7 \
-    --hash=sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21
-    # via google-auth
-scikit-learn==1.1.3 \
-    --hash=sha256:23fb9e74b813cc2528b5167d82ed08950b11106ccf50297161875e45152fb311 \
-    --hash=sha256:250da993701da88bf475e7c5746abf1285ea0ae47e4d0917cd13afd6600bb162 \
-    --hash=sha256:28b2bd6a1419acd522ff45d282c8ba23dbccb5338802ab0ee12baa4ade0aba4c \
-    --hash=sha256:2ee2c649f2231b68511aabb0dc827edd8936aad682acc6263c34aed11bc95dac \
-    --hash=sha256:30e27721adc308e8fd9f419f43068e43490005f911edf4476a9e585059fa8a83 \
-    --hash=sha256:38814f66285318f2e241305cca545eaa9b4126c65aa5dd78c69371f235f78e2b \
-    --hash=sha256:4d3a19166d4e1cdfcab975c68f471e046ce01e74c42a9a33fa89a14c2fcedf60 \
-    --hash=sha256:5699cded6c0685426433c7e5afe0fecad80ec831ec7fa264940e50c796775cc5 \
-    --hash=sha256:6785b8a3093329bf90ac01801be5525551728ae73edb11baa175df660820add4 \
-    --hash=sha256:6d1c1394e38a3319ace620381f6f23cc807d8780e9915c152449a86fc8f1db21 \
-    --hash=sha256:701181792a28c82fecae12adb5d15d0ecf57bffab7cf4bdbb52c7b3fd428d540 \
-    --hash=sha256:748f2bd632d6993e8918d43f1a26c380aeda4e122a88840d4c3a9af99d4239fe \
-    --hash=sha256:8e9dd76c7274055d1acf4526b8efb16a3531c26dcda714a0c16da99bf9d41900 \
-    --hash=sha256:bef51978a51ec19977700fe7b86aecea49c825884f3811756b74a3b152bb4e35 \
-    --hash=sha256:cd55c6fbef7608dbce1f22baf289dfcc6eb323247daa3c3542f73d389c724786 \
-    --hash=sha256:da5a2e95fef9805b1750e4abda4e834bf8835d26fc709a391543b53feee7bd0e \
-    --hash=sha256:ee47f68d973cee7009f06edb956f2f5588a0f230f24a2a70175fd0ecf36e2653 \
-    --hash=sha256:f4931f2a6c06e02c6c17a05f8ae397e2545965bc7a0a6cb38c8cd7d4fba8624d \
-    --hash=sha256:f5644663987ee221f5d1f47a593271b966c271c236fe05634e6bdc06041b5a2b \
-    --hash=sha256:f5d4231af7199531e77da1b78a4cc6b3d960a00b1ec672578ac818aae2b9c35d \
-    --hash=sha256:fd3ee69d36d42a7dcbb17e355a5653af5fd241a7dfd9133080b3dde8d9e2aafb
-    # via torch-geometric
-scipy==1.9.3 \
-    --hash=sha256:06d2e1b4c491dc7d8eacea139a1b0b295f74e1a1a0f704c375028f8320d16e31 \
-    --hash=sha256:0d54222d7a3ba6022fdf5773931b5d7c56efe41ede7f7128c7b1637700409108 \
-    --hash=sha256:1884b66a54887e21addf9c16fb588720a8309a57b2e258ae1c7986d4444d3bc0 \
-    --hash=sha256:1a72d885fa44247f92743fc20732ae55564ff2a519e8302fb7e18717c5355a8b \
-    --hash=sha256:2318bef588acc7a574f5bfdff9c172d0b1bf2c8143d9582e05f878e580a3781e \
-    --hash=sha256:4db5b30849606a95dcf519763dd3ab6fe9bd91df49eba517359e450a7d80ce2e \
-    --hash=sha256:545c83ffb518094d8c9d83cce216c0c32f8c04aaf28b92cc8283eda0685162d5 \
-    --hash=sha256:5a04cd7d0d3eff6ea4719371cbc44df31411862b9646db617c99718ff68d4840 \
-    --hash=sha256:5b88e6d91ad9d59478fafe92a7c757d00c59e3bdc3331be8ada76a4f8d683f58 \
-    --hash=sha256:68239b6aa6f9c593da8be1509a05cb7f9efe98b80f43a5861cd24c7557e98523 \
-    --hash=sha256:83b89e9586c62e787f5012e8475fbb12185bafb996a03257e9675cd73d3736dd \
-    --hash=sha256:83c06e62a390a9167da60bedd4575a14c1f58ca9dfde59830fc42e5197283dab \
-    --hash=sha256:90453d2b93ea82a9f434e4e1cba043e779ff67b92f7a0e85d05d286a3625df3c \
-    --hash=sha256:abaf921531b5aeaafced90157db505e10345e45038c39e5d9b6c7922d68085cb \
-    --hash=sha256:b41bc822679ad1c9a5f023bc93f6d0543129ca0f37c1ce294dd9d386f0a21096 \
-    --hash=sha256:c68db6b290cbd4049012990d7fe71a2abd9ffbe82c0056ebe0f01df8be5436b0 \
-    --hash=sha256:cff3a5295234037e39500d35316a4c5794739433528310e117b8a9a0c76d20fc \
-    --hash=sha256:d01e1dd7b15bd2449c8bfc6b7cc67d630700ed655654f0dfcf121600bad205c9 \
-    --hash=sha256:d644a64e174c16cb4b2e41dfea6af722053e83d066da7343f333a54dae9bc31c \
-    --hash=sha256:da8245491d73ed0a994ed9c2e380fd058ce2fa8a18da204681f2fe1f57f98f95 \
-    --hash=sha256:fbc5c05c85c1a02be77b1ff591087c83bc44579c6d2bd9fb798bb64ea5e1a027
-    # via
-    #   scikit-learn
-    #   torch-geometric
-servicex==2.5.4 \
-    --hash=sha256:269d61545459440025227baa2a01638880ca07bf83f7118b3002a81626c00eee \
-    --hash=sha256:85fa70bf56750280a8c2105a6c088c41294f398d5a46cb10fbe8574674f957a1
-    # via
-    #   -r requirements.txt
-    #   func-adl-servicex
-    #   servicex-databinder
-servicex-databinder==0.2.10 \
-    --hash=sha256:0b69e2bc5c100d88e306a9c37d2033b0792d9498c8d047fbb1aab7f8c8a94f23 \
-    --hash=sha256:8c02568a559e050fd545c35ac7e7982e8f154eb363b085eb6e4835fe215c2e19
-    # via -r requirements.txt
-six==1.16.0 \
-    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
-    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
-    # via
-    #   geventhttpclient
-    #   google-auth
-    #   grpcio
-    #   python-dateutil
-sympy==1.11.1 \
-    --hash=sha256:938f984ee2b1e8eae8a07b884c8b7a1146010040fccddc6539c54f401c8f6fcf \
-    --hash=sha256:e32380dce63cb7c0108ed525570092fd45168bdae2faa17e528221ef72e88658
-    # via onnxruntime
-tcut-to-qastle==0.7 \
-    --hash=sha256:6cb1b370f6f17550f6d53a9be9675c46da84ac9dc1918a64aacfdfc3bd51fd93 \
-    --hash=sha256:b295d62a6a7501bbb76a94a432d28a0cb245258aed404d50f18be8326af9bcc5
-    # via servicex-databinder
-tflite-runtime==2.10.0 \
-    --hash=sha256:32ecaa9cc10d3807218c9202df7e022e2182b0dd3cf69dc097551fbd85ca5735 \
-    --hash=sha256:351391fc467b872f4ed306af375bad98728082b93dae0631f20f40da71bc9b69 \
-    --hash=sha256:71d07943e41930bc16e089c7459fa925907e32d88600f07b9fa99c5a2820f0f0 \
-    --hash=sha256:7877f4f18cde72b3664029f40a4fd8d4eaf4d2c7905e5cf927463ee1dfd8e0ce \
-    --hash=sha256:a082929891945375051fecac97c4d95d360e962e0aa397cce87d9c3d25a671ff \
-    --hash=sha256:b5c3baa3586b70021123d09a16310af8658858c3ac9bd5cdc513ccd7ad7abb19 \
-    --hash=sha256:b68f6bf92dfb238db7c781f656c5abf3f8e95375606096b26cf517c7629922ae \
-    --hash=sha256:c0e91c7bfc26960da4898c85f8ae9bac47d73097c860ede901cc14ca12b9cc81 \
-    --hash=sha256:dd9c3651910227b09fb73c8b401dda11b9e2bf5c1ff6931589af4e6117404e95
-    # via -r requirements.txt
-threadpoolctl==3.1.0 \
-    --hash=sha256:8b99adda265feb6773280df41eece7b2e6561b772d21ffd52e372f999024907b \
-    --hash=sha256:a335baacfaa4400ae1f0d8e3a58d6674d2f8828e3716bb2802c44955ad391380
-    # via scikit-learn
-torch==1.12.1 \
-    --hash=sha256:03e31c37711db2cd201e02de5826de875529e45a55631d317aadce2f1ed45aa8 \
-    --hash=sha256:0b44601ec56f7dd44ad8afc00846051162ef9c26a8579dda0a02194327f2d55e \
-    --hash=sha256:42e115dab26f60c29e298559dbec88444175528b729ae994ec4c65d56fe267dd \
-    --hash=sha256:42f639501928caabb9d1d55ddd17f07cd694de146686c24489ab8c615c2871f2 \
-    --hash=sha256:4e1b9c14cf13fd2ab8d769529050629a0e68a6fc5cb8e84b4a3cc1dd8c4fe541 \
-    --hash=sha256:68104e4715a55c4bb29a85c6a8d57d820e0757da363be1ba680fa8cc5be17b52 \
-    --hash=sha256:69fe2cae7c39ccadd65a123793d30e0db881f1c1927945519c5c17323131437e \
-    --hash=sha256:6cf6f54b43c0c30335428195589bd00e764a6d27f3b9ba637aaa8c11aaf93073 \
-    --hash=sha256:743784ccea0dc8f2a3fe6a536bec8c4763bd82c1352f314937cb4008d4805de1 \
-    --hash=sha256:8a34a2fbbaa07c921e1b203f59d3d6e00ed379f2b384445773bd14e328a5b6c8 \
-    --hash=sha256:976c3f997cea38ee91a0dd3c3a42322785414748d1761ef926b789dfa97c6134 \
-    --hash=sha256:9b356aea223772cd754edb4d9ecf2a025909b8615a7668ac7d5130f86e7ec421 \
-    --hash=sha256:9c038662db894a23e49e385df13d47b2a777ffd56d9bcd5b832593fab0a7e286 \
-    --hash=sha256:a8320ba9ad87e80ca5a6a016e46ada4d1ba0c54626e135d99b2129a4541c509d \
-    --hash=sha256:b5dbcca369800ce99ba7ae6dee3466607a66958afca3b740690d88168752abcf \
-    --hash=sha256:bfec2843daa654f04fda23ba823af03e7b6f7650a873cdb726752d0e3718dada \
-    --hash=sha256:cd26d8c5640c3a28c526d41ccdca14cf1cbca0d0f2e14e8263a7ac17194ab1d2 \
-    --hash=sha256:e9c8f4a311ac29fc7e8e955cfb7733deb5dbe1bdaabf5d4af2765695824b7e0d \
-    --hash=sha256:f00c721f489089dc6364a01fd84906348fe02243d0af737f944fddb36003400d \
-    --hash=sha256:f3b52a634e62821e747e872084ab32fbcb01b7fa7dbb7471b6218279f02a178a \
-    --hash=sha256:42b7d500629c9e99d875cb204a1a1f5b3f65f6743823b21de9b4cba5962300d8
-    # via -r requirements.txt
-torch-geometric==2.1.0.post1 \
-    --hash=sha256:32347402076ccf60fa50312825178f1e3e5ce5e7b3b3a8b2729ac699da24525d
-    # via -r requirements.txt
-tqdm==4.64.1 \
-    --hash=sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4 \
-    --hash=sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1
-    # via
-    #   servicex
-    #   servicex-databinder
-    #   torch-geometric
-tritonclient[all]==2.27.0 \
-    --hash=sha256:2c7eb48090d2f1cc480681edbf88ff3fbbe76305de851dfffa6cdd8dfa94e9f1 \
-    --hash=sha256:cc6eca462f6c88552da4b43521692e9d397067bd6f0fb25a32d99a7aebd303da \
-    --hash=sha256:d930180438564b1102185196c291af940de065a31b1411fb865f8e208ed74e0b
-    # via -r requirements.txt
-typing-extensions==4.4.0 \
-    --hash=sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa \
-    --hash=sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e
-    # via torch
-uproot==4.3.7 \
-    --hash=sha256:264f148edde4c4a778d9b347c4ae975fe70a910e87d069fbd2b53e1f99874f0e \
-    --hash=sha256:7b55df2b5b8c0db9d4d4e4bdb7161e29215a0fbd39087971b657514d0c67d4c2
-    # via servicex
-urllib3==1.26.12 \
-    --hash=sha256:3fa96cf423e6987997fc326ae8df396db2a8b7c667747d47ddd8ecba91f4a74e \
-    --hash=sha256:b930dd878d5a8afb066a637fbb35144fe7901e3b209d1cd4f524bd0e9deee997
-    # via
-    #   minio
-    #   requests
-vector==0.10.0 \
-    --hash=sha256:76705d13ffc7517488478d3e03b1e7c60b76d8a91a298f5bd1f58047288ffc00 \
-    --hash=sha256:b785678f449de32476f427911248391ddcc7c3582a522a88cbbd50c92dcae490
-    # via fastjet
-yarl==1.8.1 \
-    --hash=sha256:076eede537ab978b605f41db79a56cad2e7efeea2aa6e0fa8f05a26c24a034fb \
-    --hash=sha256:07b21e274de4c637f3e3b7104694e53260b5fc10d51fb3ec5fed1da8e0f754e3 \
-    --hash=sha256:0ab5a138211c1c366404d912824bdcf5545ccba5b3ff52c42c4af4cbdc2c5035 \
-    --hash=sha256:0c03f456522d1ec815893d85fccb5def01ffaa74c1b16ff30f8aaa03eb21e453 \
-    --hash=sha256:12768232751689c1a89b0376a96a32bc7633c08da45ad985d0c49ede691f5c0d \
-    --hash=sha256:19cd801d6f983918a3f3a39f3a45b553c015c5aac92ccd1fac619bd74beece4a \
-    --hash=sha256:1ca7e596c55bd675432b11320b4eacc62310c2145d6801a1f8e9ad160685a231 \
-    --hash=sha256:1e4808f996ca39a6463f45182e2af2fae55e2560be586d447ce8016f389f626f \
-    --hash=sha256:205904cffd69ae972a1707a1bd3ea7cded594b1d773a0ce66714edf17833cdae \
-    --hash=sha256:20df6ff4089bc86e4a66e3b1380460f864df3dd9dccaf88d6b3385d24405893b \
-    --hash=sha256:21ac44b763e0eec15746a3d440f5e09ad2ecc8b5f6dcd3ea8cb4773d6d4703e3 \
-    --hash=sha256:29e256649f42771829974e742061c3501cc50cf16e63f91ed8d1bf98242e5507 \
-    --hash=sha256:2d800b9c2eaf0684c08be5f50e52bfa2aa920e7163c2ea43f4f431e829b4f0fd \
-    --hash=sha256:2d93a049d29df172f48bcb09acf9226318e712ce67374f893b460b42cc1380ae \
-    --hash=sha256:31a9a04ecccd6b03e2b0e12e82131f1488dea5555a13a4d32f064e22a6003cfe \
-    --hash=sha256:3d1a50e461615747dd93c099f297c1994d472b0f4d2db8a64e55b1edf704ec1c \
-    --hash=sha256:449c957ffc6bc2309e1fbe67ab7d2c1efca89d3f4912baeb8ead207bb3cc1cd4 \
-    --hash=sha256:4a88510731cd8d4befaba5fbd734a7dd914de5ab8132a5b3dde0bbd6c9476c64 \
-    --hash=sha256:4c322cbaa4ed78a8aac89b2174a6df398faf50e5fc12c4c191c40c59d5e28357 \
-    --hash=sha256:5395da939ffa959974577eff2cbfc24b004a2fb6c346918f39966a5786874e54 \
-    --hash=sha256:5587bba41399854703212b87071c6d8638fa6e61656385875f8c6dff92b2e461 \
-    --hash=sha256:56c11efb0a89700987d05597b08a1efcd78d74c52febe530126785e1b1a285f4 \
-    --hash=sha256:5999c4662631cb798496535afbd837a102859568adc67d75d2045e31ec3ac497 \
-    --hash=sha256:59ddd85a1214862ce7c7c66457f05543b6a275b70a65de366030d56159a979f0 \
-    --hash=sha256:6347f1a58e658b97b0a0d1ff7658a03cb79bdbda0331603bed24dd7054a6dea1 \
-    --hash=sha256:6628d750041550c5d9da50bb40b5cf28a2e63b9388bac10fedd4f19236ef4957 \
-    --hash=sha256:6afb336e23a793cd3b6476c30f030a0d4c7539cd81649683b5e0c1b0ab0bf350 \
-    --hash=sha256:6c8148e0b52bf9535c40c48faebb00cb294ee577ca069d21bd5c48d302a83780 \
-    --hash=sha256:76577f13333b4fe345c3704811ac7509b31499132ff0181f25ee26619de2c843 \
-    --hash=sha256:7c0da7e44d0c9108d8b98469338705e07f4bb7dab96dbd8fa4e91b337db42548 \
-    --hash=sha256:7de89c8456525650ffa2bb56a3eee6af891e98f498babd43ae307bd42dca98f6 \
-    --hash=sha256:7ec362167e2c9fd178f82f252b6d97669d7245695dc057ee182118042026da40 \
-    --hash=sha256:7fce6cbc6c170ede0221cc8c91b285f7f3c8b9fe28283b51885ff621bbe0f8ee \
-    --hash=sha256:85cba594433915d5c9a0d14b24cfba0339f57a2fff203a5d4fd070e593307d0b \
-    --hash=sha256:8b0af1cf36b93cee99a31a545fe91d08223e64390c5ecc5e94c39511832a4bb6 \
-    --hash=sha256:9130ddf1ae9978abe63808b6b60a897e41fccb834408cde79522feb37fb72fb0 \
-    --hash=sha256:99449cd5366fe4608e7226c6cae80873296dfa0cde45d9b498fefa1de315a09e \
-    --hash=sha256:9de955d98e02fab288c7718662afb33aab64212ecb368c5dc866d9a57bf48880 \
-    --hash=sha256:a0fb2cb4204ddb456a8e32381f9a90000429489a25f64e817e6ff94879d432fc \
-    --hash=sha256:a165442348c211b5dea67c0206fc61366212d7082ba8118c8c5c1c853ea4d82e \
-    --hash=sha256:ab2a60d57ca88e1d4ca34a10e9fb4ab2ac5ad315543351de3a612bbb0560bead \
-    --hash=sha256:abc06b97407868ef38f3d172762f4069323de52f2b70d133d096a48d72215d28 \
-    --hash=sha256:af887845b8c2e060eb5605ff72b6f2dd2aab7a761379373fd89d314f4752abbf \
-    --hash=sha256:b19255dde4b4f4c32e012038f2c169bb72e7f081552bea4641cab4d88bc409dd \
-    --hash=sha256:b3ded839a5c5608eec8b6f9ae9a62cb22cd037ea97c627f38ae0841a48f09eae \
-    --hash=sha256:c1445a0c562ed561d06d8cbc5c8916c6008a31c60bc3655cdd2de1d3bf5174a0 \
-    --hash=sha256:d0272228fabe78ce00a3365ffffd6f643f57a91043e119c289aaba202f4095b0 \
-    --hash=sha256:d0b51530877d3ad7a8d47b2fff0c8df3b8f3b8deddf057379ba50b13df2a5eae \
-    --hash=sha256:d0f77539733e0ec2475ddcd4e26777d08996f8cd55d2aef82ec4d3896687abda \
-    --hash=sha256:d2b8f245dad9e331540c350285910b20dd913dc86d4ee410c11d48523c4fd546 \
-    --hash=sha256:dd032e8422a52e5a4860e062eb84ac94ea08861d334a4bcaf142a63ce8ad4802 \
-    --hash=sha256:de49d77e968de6626ba7ef4472323f9d2e5a56c1d85b7c0e2a190b2173d3b9be \
-    --hash=sha256:de839c3a1826a909fdbfe05f6fe2167c4ab033f1133757b5936efe2f84904c07 \
-    --hash=sha256:e80ed5a9939ceb6fda42811542f31c8602be336b1fb977bccb012e83da7e4936 \
-    --hash=sha256:ea30a42dc94d42f2ba4d0f7c0ffb4f4f9baa1b23045910c0c32df9c9902cb272 \
-    --hash=sha256:ea513a25976d21733bff523e0ca836ef1679630ef4ad22d46987d04b372d57fc \
-    --hash=sha256:ed19b74e81b10b592084a5ad1e70f845f0aacb57577018d31de064e71ffa267a \
-    --hash=sha256:f5af52738e225fcc526ae64071b7e5342abe03f42e0e8918227b38c9aa711e28 \
-    --hash=sha256:fae37373155f5ef9b403ab48af5136ae9851151f7aacd9926251ab26b953118b
-    # via aiohttp
-zipp==3.10.0 \
-    --hash=sha256:4fcb6f278987a6605757302a6e40e896257570d11c51628968ccb2a47e80c6c1 \
-    --hash=sha256:7a7262fd930bd3e36c50b9a64897aec3fafff3dfdeec9623ae22b40e93f99bb8
-    # via importlib-resources
-zope-event==4.5.0 \
-    --hash=sha256:2666401939cdaa5f4e0c08cf7f20c9b21423b95e88f4675b1443973bdb080c42 \
-    --hash=sha256:5e76517f5b9b119acf37ca8819781db6c16ea433f7e2062c4afc2b6fbedb1330
-    # via gevent
-zope-interface==5.5.1 \
-    --hash=sha256:026e7da51147910435950a46c55159d68af319f6e909f14873d35d411f4961db \
-    --hash=sha256:061a41a3f96f076686d7f1cb87f3deec6f0c9f0325dcc054ac7b504ae9bb0d82 \
-    --hash=sha256:0eda7f61da6606a28b5efa5d8ad79b4b5bb242488e53a58993b2ec46c924ffee \
-    --hash=sha256:13a7c6e3df8aa453583412de5725bf761217d06f66ff4ed776d44fbcd13ec4e4 \
-    --hash=sha256:185f0faf6c3d8f2203e8755f7ca16b8964d97da0abde89c367177a04e36f2568 \
-    --hash=sha256:2204a9d545fdbe0d9b0bf4d5e2fc67e7977de59666f7131c1433fde292fc3b41 \
-    --hash=sha256:27c53aa2f46d42940ccdcb015fd525a42bf73f94acd886296794a41f229d5946 \
-    --hash=sha256:3c293c5c0e1cabe59c33e0d02fcee5c3eb365f79a20b8199a26ca784e406bd0d \
-    --hash=sha256:3e42b1c3f4fd863323a8275c52c78681281a8f2e1790f0e869d911c1c7b25c46 \
-    --hash=sha256:3e5540b7d703774fd171b7a7dc2a3cb70e98fc273b8b260b1bf2f7d3928f125b \
-    --hash=sha256:4477930451521ac7da97cc31d49f7b83086d5ae76e52baf16aac659053119f6d \
-    --hash=sha256:475b6e371cdbeb024f2302e826222bdc202186531f6dc095e8986c034e4b7961 \
-    --hash=sha256:489c4c46fcbd9364f60ff0dcb93ec9026eca64b2f43dc3b05d0724092f205e27 \
-    --hash=sha256:509a8d39b64a5e8d473f3f3db981f3ca603d27d2bc023c482605c1b52ec15662 \
-    --hash=sha256:58331d2766e8e409360154d3178449d116220348d46386430097e63d02a1b6d2 \
-    --hash=sha256:59a96d499ff6faa9b85b1309f50bf3744eb786e24833f7b500cbb7052dc4ae29 \
-    --hash=sha256:6cb8f9a1db47017929634264b3fc7ea4c1a42a3e28d67a14f14aa7b71deaa0d2 \
-    --hash=sha256:6d678475fdeb11394dc9aaa5c564213a1567cc663082e0ee85d52f78d1fbaab2 \
-    --hash=sha256:72a93445937cc71f0b8372b0c9e7c185328e0db5e94d06383a1cb56705df1df4 \
-    --hash=sha256:76cf472c79d15dce5f438a4905a1309be57d2d01bc1de2de30bda61972a79ab4 \
-    --hash=sha256:7b4547a2f624a537e90fb99cec4d8b3b6be4af3f449c3477155aae65396724ad \
-    --hash=sha256:7f2e4ebe0a000c5727ee04227cf0ff5ae612fe599f88d494216e695b1dac744d \
-    --hash=sha256:8343536ea4ee15d6525e3e726bb49ffc3f2034f828a49237a36be96842c06e7c \
-    --hash=sha256:8de7bde839d72d96e0c92e8d1fdb4862e89b8fc52514d14b101ca317d9bcf87c \
-    --hash=sha256:90f611d4cdf82fb28837fe15c3940255755572a4edf4c72e2306dbce7dcb3092 \
-    --hash=sha256:9ad58724fabb429d1ebb6f334361f0a3b35f96be0e74bfca6f7de8530688b2df \
-    --hash=sha256:a1393229c9c126dd1b4356338421e8882347347ab6fe3230cb7044edc813e424 \
-    --hash=sha256:a20fc9cccbda2a28e8db8cabf2f47fead7e9e49d317547af6bf86a7269e4b9a1 \
-    --hash=sha256:a69f6d8b639f2317ba54278b64fef51d8250ad2c87acac1408b9cc461e4d6bb6 \
-    --hash=sha256:a6f51ffbdcf865f140f55c484001415505f5e68eb0a9eab1d37d0743b503b423 \
-    --hash=sha256:c9552ee9e123b7997c7630fb95c466ee816d19e721c67e4da35351c5f4032726 \
-    --hash=sha256:cd423d49abcf0ebf02c29c3daffe246ff756addb891f8aab717b3a4e2e1fd675 \
-    --hash=sha256:d0587d238b7867544134f4dcca19328371b8fd03fc2c56d15786f410792d0a68 \
-    --hash=sha256:d1f2d91c9c6cd54d750fa34f18bd73c71b372d0e6d06843bc7a5f21f5fd66fe0 \
-    --hash=sha256:d743b03a72fefed807a4512c079fb1aa5e7777036cc7a4b6ff79ae4650a14f73 \
-    --hash=sha256:dd4b9251e95020c3d5d104b528dbf53629d09c146ce9c8dfaaf8f619ae1cce35 \
-    --hash=sha256:e4988d94962f517f6da2d52337170b84856905b31b7dc504ed9c7b7e4bab2fc3 \
-    --hash=sha256:e6a923d2dec50f2b4d41ce198af3516517f2e458220942cf393839d2f9e22000 \
-    --hash=sha256:e8c8764226daad39004b7873c3880eb4860c594ff549ea47c045cdf313e1bad5
-    # via gevent
-
-# WARNING: The following packages were not pinned, but pip requires them to be
-# pinned when the requirements file includes hashes. Consider using the --allow-unsafe flag.
-# setuptools
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.txt b/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.txt
deleted file mode 100644
index e487e18b..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/environment/requirements.txt
+++ /dev/null
@@ -1,169 +0,0 @@
-aiohttp==3.8.4
-aiosignal==1.3.1
-anyio==3.6.2
-appnope==0.1.3
-argon2-cffi==21.3.0
-argon2-cffi-bindings==21.2.0
-arrow==1.2.3
-asttokens==2.2.1
-async-timeout==4.0.2
-attrs==22.2.0
-awkward==1.10.3
-awkward0==0.15.5
-backcall==0.2.0
-backoff==2.2.1
-beautifulsoup4==4.12.0
-bleach==6.0.0
-bokeh==2.4.3
-boost-histogram==1.3.2
-cabinetry==0.5.2
-cachetools==5.3.0
-certifi==2022.12.7
-cffi==1.15.1
-charset-normalizer==3.1.0
-click==8.1.3
-cloudpickle==2.2.1
-coffea==0.7.21
-comm==0.1.3
-configparser==5.3.0
-confuse==2.0.1
-contourpy==1.0.7
-correctionlib==2.2.2
-cycler==0.11.0
-dask==2023.3.2
-debugpy==1.6.6
-decorator==5.1.1
-defusedxml==0.7.1
-distributed==2023.3.2
-executing==1.2.0
-fastjsonschema==2.16.3
-fonttools==4.39.3
-fqdn==1.5.1
-frozenlist==1.3.3
-fsspec==2023.3.0
-func-adl==3.2.4
-func-adl-servicex==2.2
-google-auth==2.17.1
-HeapDict==1.0.1
-hist==2.6.3
-histoprint==2.4.0
-idna==2.10
-iminuit==2.21.3
-importlib-metadata==6.1.0
-ipykernel==6.22.0
-ipython==8.12.0
-ipython-genutils==0.2.0
-ipywidgets==8.0.6
-isoduration==20.11.0
-jedi==0.18.2
-Jinja2==3.1.2
-jsonpatch==1.32
-jsonpointer==2.3
-jsonschema==4.17.3
-jupyter==1.0.0
-jupyter-console==6.6.3
-jupyter-events==0.6.3
-jupyter_client==8.1.0
-jupyter_core==5.3.0
-jupyter_server==2.5.0
-jupyter_server_terminals==0.4.4
-jupyterlab-pygments==0.2.2
-jupyterlab-widgets==3.0.7
-jupytext==1.14.1
-kiwisolver==1.4.4
-lark-parser==0.12.0
-llvmlite==0.39.1
-locket==1.0.0
-lz4==4.3.2
-make-it-sync==1.0.0
-markdown-it-py==2.2.0
-MarkupSafe==2.1.2
-matplotlib==3.7.1
-matplotlib-inline==0.1.6
-mdurl==0.1.2
-minio==5.0.10
-mistune==2.0.5
-mplhep==0.3.26
-mplhep-data==0.0.3
-msgpack==1.0.5
-multidict==6.0.4
-nbclassic==0.5.4
-nbclient==0.7.3
-nbconvert==7.3.0
-nbformat==5.8.0
-nest-asyncio==1.5.6
-notebook==6.5.3
-notebook_shim==0.2.2
-numba==0.56.4
-numpy==1.23.5
-packaging==23.0
-pandas==1.5.3
-pandocfilters==1.5.0
-parso==0.8.3
-partd==1.3.0
-pexpect==4.8.0
-pickleshare==0.7.5
-Pillow==9.5.0
-platformdirs==3.2.0
-prometheus-client==0.16.0
-prompt-toolkit==3.0.38
-psutil==5.9.4
-ptyprocess==0.7.0
-pure-eval==0.2.2
-pyarrow==11.0.0
-pyasn1==0.4.8
-pyasn1-modules==0.2.8
-pycparser==2.21
-pydantic==1.10.7
-Pygments==2.14.0
-pyhf==0.7.0
-pyparsing==3.0.9
-pyrsistent==0.19.3
-python-dateutil==2.8.2
-python-json-logger==2.0.7
-pytz==2023.3
-PyYAML==6.0
-pyzmq==25.0.2
-qastle==0.16.0
-qtconsole==5.4.2
-QtPy==2.3.1
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rich==13.3.3
-rsa==4.9
-scipy==1.10.1
-Send2Trash==1.8.0
-servicex==2.6.2
-six==1.16.0
-sniffio==1.3.0
-sortedcontainers==2.4.0
-soupsieve==2.4
-stack-data==0.6.2
-tabulate==0.9.0
-tblib==1.7.0
-terminado==0.17.1
-tinycss2==1.2.1
-toml==0.10.2
-toolz==0.12.0
-tornado==6.2
-tqdm==4.65.0
-traitlets==5.9.0
-tritonclient==2.32.0
-typing_extensions==4.5.0
-uhi==0.3.3
-uproot==4.3.7
-uproot3==3.14.4
-uproot3-methods==0.10.1
-uri-template==1.2.0
-urllib3==1.26.15
-vector==0.8.5
-wcwidth==0.2.6
-webcolors==1.13
-webencodings==0.5.1
-websocket-client==1.5.1
-widgetsnbextension==4.0.7
-xgboost==1.7.1
-yarl==1.8.2
-zict==2.2.0
-zipp==3.15.0
-zstandard==0.19.0
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/file_merging.ipynb b/analyses/cms-open-data-ttbar/Repr-step(REANA)/file_merging.ipynb
deleted file mode 100644
index ae89945a..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/file_merging.ipynb
+++ /dev/null
@@ -1,62 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import glob\n",
-    "import hist\n",
-    "import uproot\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "all_histograms = {}\n",
-    "\n",
-    "for fname in glob.glob(f\"histograms/histograms_{sample_name}_*/**/*.root\", recursive=True):\n",
-    "    print(f\"opening file {fname}\")\n",
-    "    with uproot.open(fname) as f:\n",
-    "        # loop over all histograms in file\n",
-    "        for key in f.keys(cycle=False):\n",
-    "            if key not in all_histograms.keys():\n",
-    "                # this kind of histogram has not been seen yet, create a new entry for it\n",
-    "                all_histograms.update({key: hist.Hist(f[key])})\n",
-    "            else:\n",
-    "                # this kind of histogram is already being tracked, so add it\n",
-    "                all_histograms[key] += hist.Hist(f[key])\n",
-    "\n",
-    "# save this to a new file\n",
-    "with uproot.recreate(f\"everything_merged_{sample_name}.root\") as f:\n",
-    "    for key, value in all_histograms.items():\n",
-    "        f[key] = value\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import uproot\n",
-    "file = uproot.open(f\"everything_merged_{sample_name}.root\")\n",
-    "\n",
-    "keys = file.keys()\n",
-    "print(\"Keys for the heverything_merged.root:\", keys)"
-   ]
-  }
- ],
- "metadata": {
-  "language_info": {
-   "name": "python"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/final_merging.ipynb b/analyses/cms-open-data-ttbar/Repr-step(REANA)/final_merging.ipynb
deleted file mode 100644
index 87a4745f..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/final_merging.ipynb
+++ /dev/null
@@ -1,75 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import logging\n",
-    "import time\n",
-    "\n",
-    "import awkward as ak\n",
-    "import cabinetry\n",
-    "import cloudpickle\n",
-    "import correctionlib\n",
-    "from coffea import processor\n",
-    "from coffea.nanoevents import NanoAODSchema\n",
-    "from coffea.analysis_tools import PackedSelection\n",
-    "import copy\n",
-    "from func_adl import ObjectStream\n",
-    "from func_adl_servicex import ServiceXSourceUpROOT\n",
-    "import hist\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pyhf\n",
-    "\n",
-    "import utils  # contains code for bookkeeping and cosmetics, as well as some boilerplate\n",
-    "\n",
-    "logging.getLogger(\"cabinetry\").setLevel(logging.INFO)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import uproot\n",
-    "\n",
-    "if merged_step == 'Yes':\n",
-    "    LIST_OF_FILES_PER_SAMPLE = [\n",
-    "        \"everything_merged_ttbar__nominal.root\",\n",
-    "        \"everything_merged_ttbar__ME_var.root\",\n",
-    "        \"everything_merged_ttbar__PS_var.root\",\n",
-    "        \"everything_merged_ttbar__scaleup.root\",\n",
-    "        \"everything_merged_ttbar__scaledown.root\",\n",
-    "        \"everything_merged_single_top_s_chan__nominal.root\",\n",
-    "        \"everything_merged_single_top_t_chan__nominal.root\",\n",
-    "        \"everything_merged_single_top_tW__nominal.root\",\n",
-    "        \"everything_merged_wjets__nominal.root\"\n",
-    "    ]\n",
-    "    print(LIST_OF_FILES_PER_SAMPLE)\n",
-    "\n",
-    "if merged_step == 'Yes':\n",
-    "    import uproot\n",
-    "\n",
-    "# LIST_OF_FILES_PER_SAMPLE is a list of 9 files containing histograms per sample\n",
-    "\n",
-    "    with uproot.recreate(\"histograms_merged.root\") as f_out:\n",
-    "        for h_file in LIST_OF_FILES_PER_SAMPLE:\n",
-    "            with uproot.open(h_file) as f_per_sample:\n",
-    "                for key in f_per_sample.keys(cycle=False):\n",
-    "                    value = f_per_sample[key]\n",
-    "                    f_out[key] = value\n"
-   ]
-  }
- ],
- "metadata": {
-  "language_info": {
-   "name": "python"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/fix-env.sh b/analyses/cms-open-data-ttbar/Repr-step(REANA)/fix-env.sh
deleted file mode 100644
index f6344275..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/fix-env.sh
+++ /dev/null
@@ -1 +0,0 @@
-export PATH="/opt/micromamba/envs/analysis-systems/bin/:$PATH"
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/models/model_even.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/models/model_even.json
deleted file mode 100644
index 0a9a0e40..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/models/model_even.json
+++ /dev/null
@@ -1 +0,0 @@
-{"learner":{"attributes":{"best_iteration":"250","best_ntree_limit":"251","scikit_learn":"{\"use_label_encoder\": null, \"n_estimators\": 100, \"objective\": \"binary:logistic\", \"max_depth\": null, \"max_leaves\": null, \"max_bin\": null, \"grow_policy\": null, \"learning_rate\": 0.78, \"verbosity\": null, \"booster\": null, \"tree_method\": \"hist\", \"gamma\": 0.00206913808111479, \"min_child_weight\": 0.16237767391887217, \"max_delta_step\": null, \"subsample\": null, \"sampling_method\": null, \"colsample_bytree\": null, \"colsample_bylevel\": null, \"colsample_bynode\": null, \"reg_alpha\": 1, \"reg_lambda\": 0.5, \"scale_pos_weight\": null, \"base_score\": null, \"missing\": NaN, \"num_parallel_tree\": null, \"random_state\": 5, \"n_jobs\": null, \"monotone_constraints\": null, \"interaction_constraints\": null, \"importance_type\": null, \"gpu_id\": null, \"validate_parameters\": null, \"predictor\": null, \"enable_categorical\": false, \"feature_types\": null, 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\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/prepare_workspace.py b/analyses/cms-open-data-ttbar/Repr-step(REANA)/prepare_workspace.py
deleted file mode 100644
index d7cbe670..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/prepare_workspace.py
+++ /dev/null
@@ -1,6 +0,0 @@
-import os
-import sys
-
-# Create the sample name directory folder structure
-sample_filename = sys.argv[1]
-os.makedirs(os.path.split(sample_filename)[0], exist_ok=True)
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reana.yaml b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reana.yaml
deleted file mode 100644
index 8de71e6f..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reana.yaml
+++ /dev/null
@@ -1,23 +0,0 @@
-version: 0.8.0
-inputs:
-  files:
-    - ttbar_analysis_reana.ipynb 
-    - nanoaod_inputs.json
-    - fix-env.sh
-    - corrections.json
-    - Snakefile
-    - file_merging.ipynb
-    - final_merging.ipynb
-    - prepare_workspace.py
-
-  directories:
-    - histograms
-    - utils
-workflow:
-  type: snakemake
-  resources:
-    kerberos: true
-  file: Snakefile
-outputs:
-  files:
-    - histograms_merged.root
\ No newline at end of file
diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_100_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_100_file_per_process.json
deleted file mode 100644
index b5264140..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_100_file_per_process.json
+++ /dev/null
@@ -1,7318 +0,0 @@
-{
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-      0.0,
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-      2421.906899831733,
-      2221.3134310837117,
-      2049.9911608723614,
-      1824.1384008512719,
-      1602.740121601276,
-      1396.9067171050187,
-      1259.0807802456206,
-      1120.4825538726207,
-      962.7385843591899,
-      859.748220413863,
-      750.2691892601797,
-      645.487903867438,
-      567.7252434645002,
-      501.96298360847754,
-      4103.620562910202
-    ],
-    "edges": [
-      50.0,
-      70.0,
-      90.0,
-      110.0,
-      130.0,
-      150.0,
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-      190.0,
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-      230.0,
-      250.0,
-      270.0,
-      290.0,
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-      330.0,
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-      370.0,
-      390.0,
-      410.0,
-      430.0,
-      450.0,
-      470.0,
-      490.0,
-      510.0,
-      530.0,
-      550.0
-    ]
-  },
-  "4j1b_single_top_s_chan": {
-    "contents": [
-      0.0,
-      0.0,
-      0.0,
-      0.0,
-      0.0038813082733357546,
-      0.07374485719337934,
-      0.21347195503346653,
-      0.31826727841353186,
-      0.4890448424403051,
-      0.5433831582670057,
-      0.6326532485537282,
-      0.5239766169003269,
-      0.5045700755336481,
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_10_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_10_file_per_process.json
deleted file mode 100644
index 32afc234..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_10_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_1_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_1_file_per_process.json
deleted file mode 100644
index 213a434a..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_1_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_200_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_200_file_per_process.json
deleted file mode 100644
index 33ecf243..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_200_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_20_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_20_file_per_process.json
deleted file mode 100644
index a76daf3b..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_20_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_2_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_2_file_per_process.json
deleted file mode 100644
index 99cf97a5..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_2_file_per_process.json
+++ /dev/null
@@ -1,7318 +0,0 @@
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_50_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_50_file_per_process.json
deleted file mode 100644
index 1c0fa73a..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_50_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_5_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_5_file_per_process.json
deleted file mode 100644
index 4851e31d..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_5_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_all_file_per_process.json b/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_all_file_per_process.json
deleted file mode 100644
index 5f79adb4..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/reference/histos_all_file_per_process.json
+++ /dev/null
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diff --git a/analyses/cms-open-data-ttbar/Repr-step(REANA)/ttbar_analysis_reana.ipynb b/analyses/cms-open-data-ttbar/Repr-step(REANA)/ttbar_analysis_reana.ipynb
deleted file mode 100644
index 414e4cfe..00000000
--- a/analyses/cms-open-data-ttbar/Repr-step(REANA)/ttbar_analysis_reana.ipynb
+++ /dev/null
@@ -1,424 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import logging\n",
-    "import time\n",
-    "\n",
-    "import awkward as ak\n",
-    "import cabinetry\n",
-    "import cloudpickle\n",
-    "import correctionlib\n",
-    "from coffea import processor\n",
-    "from coffea.nanoevents import NanoAODSchema\n",
-    "from coffea.analysis_tools import PackedSelection\n",
-    "import copy\n",
-    "#from func_adl import ObjectStream\n",
-    "#from func_adl_servicex import ServiceXSourceUpROOT\n",
-    "import hist\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pyhf\n",
-    "\n",
-    "import utils  # contains code for bookkeeping and cosmetics, as well as some boilerplate\n",
-    "\n",
-    "logging.getLogger(\"cabinetry\").setLevel(logging.INFO)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### GLOBAL CONFIGURATION\n",
-    "# input files per process, set to e.g. 10 (smaller number = faster)\n",
-    "N_FILES_MAX_PER_SAMPLE = -1\n",
-    "\n",
-    "# enable Dask\n",
-    "USE_DASK = False\n",
-    "\n",
-    "# enable ServiceX\n",
-    "USE_SERVICEX = False\n",
-    "\n",
-    "### ML-INFERENCE SETTINGS\n",
-    "\n",
-    "# enable ML inference\n",
-    "USE_INFERENCE = False \n",
-    "\n",
-    "# enable inference using NVIDIA Triton server\n",
-    "USE_TRITON = False\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class TtbarAnalysis(processor.ProcessorABC):\n",
-    "    def __init__(self, use_inference, use_triton):\n",
-    "\n",
-    "        # initialize dictionary of hists for signal and control region\n",
-    "        self.hist_dict = {}\n",
-    "        for region in [\"4j1b\", \"4j2b\"]:\n",
-    "            self.hist_dict[region] = (\n",
-    "                hist.Hist.new.Reg(utils.config[\"global\"][\"NUM_BINS\"], \n",
-    "                                  utils.config[\"global\"][\"BIN_LOW\"], \n",
-    "                                  utils.config[\"global\"][\"BIN_HIGH\"], \n",
-    "                                  name=\"observable\", \n",
-    "                                  label=\"observable [GeV]\")\n",
-    "                .StrCat([], name=\"process\", label=\"Process\", growth=True)\n",
-    "                .StrCat([], name=\"variation\", label=\"Systematic variation\", growth=True)\n",
-    "                .Weight()\n",
-    "            )\n",
-    "        \n",
-    "        self.cset = correctionlib.CorrectionSet.from_file(\"corrections.json\")\n",
-    "        self.use_inference = use_inference\n",
-    "        \n",
-    "        # set up attributes only needed if USE_INFERENCE=True\n",
-    "        if self.use_inference:\n",
-    "            \n",
-    "            # initialize dictionary of hists for ML observables\n",
-    "            self.ml_hist_dict = {}\n",
-    "            for i in range(len(utils.config[\"ml\"][\"FEATURE_NAMES\"])):\n",
-    "                self.ml_hist_dict[utils.config[\"ml\"][\"FEATURE_NAMES\"][i]] = (\n",
-    "                    hist.Hist.new.Reg(utils.config[\"global\"][\"NUM_BINS\"],\n",
-    "                                      utils.config[\"ml\"][\"BIN_LOW\"][i],\n",
-    "                                      utils.config[\"ml\"][\"BIN_HIGH\"][i],\n",
-    "                                      name=\"observable\",\n",
-    "                                      label=utils.config[\"ml\"][\"FEATURE_DESCRIPTIONS\"][i])\n",
-    "                    .StrCat([], name=\"process\", label=\"Process\", growth=True)\n",
-    "                    .StrCat([], name=\"variation\", label=\"Systematic variation\", growth=True)\n",
-    "                    .Weight()\n",
-    "                )\n",
-    "            \n",
-    "            self.use_triton = use_triton\n",
-    "\n",
-    "    def only_do_IO(self, events):\n",
-    "        for branch in utils.config[\"benchmarking\"][\"IO_BRANCHES\"][\n",
-    "            utils.config[\"benchmarking\"][\"IO_FILE_PERCENT\"]\n",
-    "        ]:\n",
-    "            if \"_\" in branch:\n",
-    "                split = branch.split(\"_\")\n",
-    "                object_type = split[0]\n",
-    "                property_name = \"_\".join(split[1:])\n",
-    "                ak.materialized(events[object_type][property_name])\n",
-    "            else:\n",
-    "                ak.materialized(events[branch])\n",
-    "        return {\"hist\": {}}\n",
-    "\n",
-    "    def process(self, events):\n",
-    "        if utils.config[\"benchmarking\"][\"DISABLE_PROCESSING\"]:\n",
-    "            # IO testing with no subsequent processing\n",
-    "            return self.only_do_IO(events)\n",
-    "\n",
-    "        # create copies of histogram objects\n",
-    "        hist_dict = copy.deepcopy(self.hist_dict)\n",
-    "        if self.use_inference:\n",
-    "            ml_hist_dict = copy.deepcopy(self.ml_hist_dict)\n",
-    "\n",
-    "        process = events.metadata[\"process\"]  # \"ttbar\" etc.\n",
-    "        variation = events.metadata[\"variation\"]  # \"nominal\" etc.\n",
-    "\n",
-    "        # normalization for MC\n",
-    "        x_sec = events.metadata[\"xsec\"]\n",
-    "        nevts_total = events.metadata[\"nevts\"]\n",
-    "        lumi = 3378 # /pb\n",
-    "        if process != \"data\":\n",
-    "            xsec_weight = x_sec * lumi / nevts_total\n",
-    "        else:\n",
-    "            xsec_weight = 1\n",
-    "\n",
-    "        # setup triton gRPC client\n",
-    "        if self.use_inference and self.use_triton:\n",
-    "            triton_client = utils.clients.get_triton_client(utils.config[\"ml\"][\"TRITON_URL\"])\n",
-    "\n",
-    "\n",
-    "        #### systematics\n",
-    "        # jet energy scale / resolution systematics\n",
-    "        # need to adjust schema to instead use coffea add_systematic feature, especially for ServiceX\n",
-    "        # cannot attach pT variations to events.jet, so attach to events directly\n",
-    "        # and subsequently scale pT by these scale factors\n",
-    "        events[\"pt_scale_up\"] = 1.03\n",
-    "        events[\"pt_res_up\"] = utils.systematics.jet_pt_resolution(events.Jet.pt)\n",
-    "\n",
-    "        syst_variations = [\"nominal\"]\n",
-    "        jet_kinematic_systs = [\"pt_scale_up\", \"pt_res_up\"]\n",
-    "        event_systs = [f\"btag_var_{i}\" for i in range(4)]\n",
-    "        if process == \"wjets\":\n",
-    "            event_systs.append(\"scale_var\")\n",
-    "\n",
-    "        # Only do systematics for nominal samples, e.g. ttbar__nominal\n",
-    "        if variation == \"nominal\":\n",
-    "            syst_variations.extend(jet_kinematic_systs)\n",
-    "            syst_variations.extend(event_systs)\n",
-    "\n",
-    "        # for pt_var in pt_variations:\n",
-    "        for syst_var in syst_variations:\n",
-    "            ### event selection\n",
-    "            # very very loosely based on https://arxiv.org/abs/2006.13076\n",
-    "\n",
-    "            # Note: This creates new objects, distinct from those in the 'events' object\n",
-    "            elecs = events.Electron\n",
-    "            muons = events.Muon\n",
-    "            jets = events.Jet\n",
-    "            if syst_var in jet_kinematic_systs:\n",
-    "                # Replace jet.pt with the adjusted values\n",
-    "                jets[\"pt\"] = jets.pt * events[syst_var]\n",
-    "\n",
-    "            electron_reqs = (elecs.pt > 30) & (np.abs(elecs.eta) < 2.1) & (elecs.cutBased == 4) & (elecs.sip3d < 4)\n",
-    "            muon_reqs = ((muons.pt > 30) & (np.abs(muons.eta) < 2.1) & (muons.tightId) & (muons.sip3d < 4) &\n",
-    "                         (muons.pfRelIso04_all < 0.15))\n",
-    "            jet_reqs = (jets.pt > 30) & (np.abs(jets.eta) < 2.4) & (jets.isTightLeptonVeto)\n",
-    "\n",
-    "            # Only keep objects that pass our requirements\n",
-    "            elecs = elecs[electron_reqs]\n",
-    "            muons = muons[muon_reqs]\n",
-    "            jets = jets[jet_reqs]\n",
-    "\n",
-    "            if self.use_inference:\n",
-    "                even = (events.event%2==0)  # whether events are even/odd\n",
-    "\n",
-    "            B_TAG_THRESHOLD = 0.5\n",
-    "\n",
-    "            ######### Store boolean masks with PackedSelection ##########\n",
-    "            selections = PackedSelection(dtype='uint64')\n",
-    "            # Basic selection criteria\n",
-    "            selections.add(\"exactly_1l\", (ak.num(elecs) + ak.num(muons)) == 1)\n",
-    "            selections.add(\"atleast_4j\", ak.num(jets) >= 4)\n",
-    "            selections.add(\"exactly_1b\", ak.sum(jets.btagCSVV2 > B_TAG_THRESHOLD, axis=1) == 1)\n",
-    "            selections.add(\"atleast_2b\", ak.sum(jets.btagCSVV2 > B_TAG_THRESHOLD, axis=1) >= 2)\n",
-    "            # Complex selection criteria\n",
-    "            selections.add(\"4j1b\", selections.all(\"exactly_1l\", \"atleast_4j\", \"exactly_1b\"))\n",
-    "            selections.add(\"4j2b\", selections.all(\"exactly_1l\", \"atleast_4j\", \"atleast_2b\"))\n",
-    "\n",
-    "            for region in [\"4j1b\", \"4j2b\"]:\n",
-    "                region_selection = selections.all(region)\n",
-    "                region_jets = jets[region_selection]\n",
-    "                region_elecs = elecs[region_selection]\n",
-    "                region_muons = muons[region_selection]\n",
-    "                region_weights = np.ones(len(region_jets)) * xsec_weight\n",
-    "                if self.use_inference:\n",
-    "                    region_even = even[region_selection]\n",
-    "\n",
-    "                if region == \"4j1b\":\n",
-    "                    observable = ak.sum(region_jets.pt, axis=-1)\n",
-    "\n",
-    "                elif region == \"4j2b\":\n",
-    "\n",
-    "                    # reconstruct hadronic top as bjj system with largest pT\n",
-    "                    trijet = ak.combinations(region_jets, 3, fields=[\"j1\", \"j2\", \"j3\"])  # trijet candidates\n",
-    "                    trijet[\"p4\"] = trijet.j1 + trijet.j2 + trijet.j3  # calculate four-momentum of tri-jet system\n",
-    "                    trijet[\"max_btag\"] = np.maximum(trijet.j1.btagCSVV2, np.maximum(trijet.j2.btagCSVV2, trijet.j3.btagCSVV2))\n",
-    "                    trijet = trijet[trijet.max_btag > B_TAG_THRESHOLD]  # at least one-btag in trijet candidates\n",
-    "                    # pick trijet candidate with largest pT and calculate mass of system\n",
-    "                    trijet_mass = trijet[\"p4\"][ak.argmax(trijet.p4.pt, axis=1, keepdims=True)].mass\n",
-    "                    observable = ak.flatten(trijet_mass)\n",
-    "\n",
-    "                    if sum(region_selection)==0:\n",
-    "                        continue\n",
-    "\n",
-    "                    if self.use_inference:\n",
-    "                        features, perm_counts = utils.ml.get_features(\n",
-    "                            region_jets,\n",
-    "                            region_elecs,\n",
-    "                            region_muons,\n",
-    "                            max_n_jets=utils.config[\"ml\"][\"MAX_N_JETS\"],\n",
-    "                        )\n",
-    "                        even_perm = np.repeat(region_even, perm_counts)\n",
-    "\n",
-    "                        # calculate ml observable\n",
-    "                        if self.use_triton:\n",
-    "                            results = utils.ml.get_inference_results_triton(\n",
-    "                                features,\n",
-    "                                even_perm,\n",
-    "                                triton_client,\n",
-    "                                utils.config[\"ml\"][\"MODEL_NAME\"],\n",
-    "                                utils.config[\"ml\"][\"MODEL_VERSION_EVEN\"],\n",
-    "                                utils.config[\"ml\"][\"MODEL_VERSION_ODD\"],\n",
-    "                            )\n",
-    "\n",
-    "                        else:\n",
-    "                            results = utils.ml.get_inference_results_local(\n",
-    "                                features,\n",
-    "                                even_perm,\n",
-    "                                utils.ml.model_even,\n",
-    "                                utils.ml.model_odd,\n",
-    "                            )\n",
-    "                            \n",
-    "                        results = ak.unflatten(results, perm_counts)\n",
-    "                        features = ak.flatten(ak.unflatten(features, perm_counts)[\n",
-    "                            ak.from_regular(ak.argmax(results,axis=1)[:, np.newaxis])\n",
-    "                        ])\n",
-    "                syst_var_name = f\"{syst_var}\"\n",
-    "                # Break up the filling into event weight systematics and object variation systematics\n",
-    "                if syst_var in event_systs:\n",
-    "                    for i_dir, direction in enumerate([\"up\", \"down\"]):\n",
-    "                        # Should be an event weight systematic with an up/down variation\n",
-    "                        if syst_var.startswith(\"btag_var\"):\n",
-    "                            i_jet = int(syst_var.rsplit(\"_\",1)[-1])   # Kind of fragile\n",
-    "                            wgt_variation = self.cset[\"event_systematics\"].evaluate(\"btag_var\", direction, region_jets.pt[:,i_jet])\n",
-    "                        elif syst_var == \"scale_var\":\n",
-    "                            # The pt array is only used to make sure the output array has the correct shape\n",
-    "                            wgt_variation = self.cset[\"event_systematics\"].evaluate(\"scale_var\", direction, region_jets.pt[:,0])\n",
-    "                        syst_var_name = f\"{syst_var}_{direction}\"\n",
-    "                        hist_dict[region].fill(\n",
-    "                            observable=observable, process=process,\n",
-    "                            variation=syst_var_name, weight=region_weights * wgt_variation\n",
-    "                        )\n",
-    "                        if region == \"4j2b\" and self.use_inference:\n",
-    "                            for i in range(len(utils.config[\"ml\"][\"FEATURE_NAMES\"])):\n",
-    "                                ml_hist_dict[utils.config[\"ml\"][\"FEATURE_NAMES\"][i]].fill(\n",
-    "                                    observable=features[..., i], process=process,\n",
-    "                                    variation=syst_var_name, weight=region_weights * wgt_variation\n",
-    "                                )\n",
-    "                else:\n",
-    "                    # Should either be 'nominal' or an object variation systematic\n",
-    "                    if variation != \"nominal\":\n",
-    "                        # This is a 2-point systematic, e.g. ttbar__scaledown, ttbar__ME_var, etc.\n",
-    "                        syst_var_name = variation\n",
-    "                    hist_dict[region].fill(\n",
-    "                        observable=observable, process=process,\n",
-    "                        variation=syst_var_name, weight=region_weights\n",
-    "                    )\n",
-    "                    if region == \"4j2b\" and self.use_inference:\n",
-    "                        for i in range(len(utils.config[\"ml\"][\"FEATURE_NAMES\"])):\n",
-    "                            ml_hist_dict[utils.config[\"ml\"][\"FEATURE_NAMES\"][i]].fill(\n",
-    "                                observable=features[..., i], process=process,\n",
-    "                                variation=syst_var_name, weight=region_weights\n",
-    "                            )\n",
-    "\n",
-    "\n",
-    "        output = {\"nevents\": {events.metadata[\"dataset\"]: len(events)}, \"hist_dict\": hist_dict}\n",
-    "        if self.use_inference:\n",
-    "            output[\"ml_hist_dict\"] = ml_hist_dict\n",
-    "\n",
-    "        return output\n",
-    "\n",
-    "    def postprocess(self, accumulator):\n",
-    "        return accumulator"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "parts = sample_name.split('__')\n",
-    "\n",
-    "# Creating variables\n",
-    "variation = parts[1]\n",
-    "key_to_extract = parts[0] \n",
-    "fileset = utils.file_input.construct_fileset(\n",
-    "    N_FILES_MAX_PER_SAMPLE,\n",
-    "    key_to_extract,\n",
-    "    variation,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "original_dict = fileset\n",
-    "selected_file = original_dict[sample_name]['files']\n",
-    "new_dict = {sample_name: {'files': [filename], 'metadata': original_dict[sample_name]['metadata']}}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "file_parts = filename[38:] #For unl url change this number to 35\n",
-    "files = file_parts[:-5]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "NanoAODSchema.warn_missing_crossrefs = False\n",
-    "executor = processor.FuturesExecutor(workers=utils.config[\"benchmarking\"][\"NUM_CORES\"])\n",
-    "\n",
-    "NanoAODSchema.warn_missing_crossrefs = False # silences warnings about branches we will not use here\n",
-    "executor = processor.FuturesExecutor(workers=utils.config[\"benchmarking\"][\"NUM_CORES\"])\n",
-    "\n",
-    "run = processor.Runner(\n",
-    "    executor=executor, \n",
-    "    schema=NanoAODSchema, \n",
-    "    savemetrics=True, \n",
-    "    metadata_cache={}, \n",
-    "    chunksize=utils.config[\"benchmarking\"][\"CHUNKSIZE\"])\n",
-    "\n",
-    "treename = \"Events\"\n",
-    "\n",
-    "# load local models if not using Triton and models are not yet loaded\n",
-    "if USE_INFERENCE and not USE_TRITON and utils.ml.model_even is None and utils.ml.model_odd is None:\n",
-    "    utils.ml.load_models()\n",
-    "print(new_dict)\n",
-    "#print(os.environ)\n",
-    "filemeta = run.preprocess(new_dict, treename=treename)  # pre-processing\n",
-    "print(treename)\n",
-    "print(filemeta)\n",
-    "\n",
-    "t0 = time.monotonic()\n",
-    "all_histograms, metrics = run(\n",
-    "    fileset={sample_name: new_dict[sample_name]}, \n",
-    "    treename=treename, \n",
-    "    processor_instance=TtbarAnalysis(USE_INFERENCE, USE_TRITON)\n",
-    ")\n",
-    "print(all_histograms)\n",
-    "exec_time = time.monotonic() - t0\n",
-    "print(f\"\\nexecution took {exec_time:.2f} seconds\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import uproot\n",
-    "import os\n",
-    "\n",
-    "os.makedirs(os.path.split(f\"histograms/histograms_{sample_name}_{files}.root\")[0], exist_ok=True)\n",
-    "# save all available histograms to disk\n",
-    "with uproot.recreate(f\"histograms/histograms_{sample_name}_{files}.root\") as f:\n",
-    "    for channel, histogram in all_histograms[\"hist_dict\"].items():\n",
-    "        for sample in histogram.axes[1]:\n",
-    "            for variation in histogram[:, sample, :].axes[1]:\n",
-    "                variation_string = \"\" if variation == \"nominal\" else f\"_{variation}\"\n",
-    "                if sum(histogram[:, sample, variation].values()) != 0:\n",
-    "                    # only save histograms containing events\n",
-    "                    # many combinations are not used (e.g. ME var for W+jets)\n",
-    "                    f[f\"{channel}_{sample}{variation_string}\"] = histogram[:, sample, variation]"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "reana",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "name": "python",
-   "version": "3.8.12"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}