diff --git a/.bumpversion.cfg b/.bumpversion.cfg index e567addc..03d7710a 100644 --- a/.bumpversion.cfg +++ b/.bumpversion.cfg @@ -1,5 +1,5 @@ [bumpversion] -current_version = 0.4.9 +current_version = 0.5.0 commit = True tag = False parse = (?P\d+)\.(?P\d+)\.(?P\d+)(\-(?P[a-z]+)(?P\d+))? diff --git a/.github/workflows/quick_test.yml b/.github/workflows/quick_test.yml index f22c6cf9..37b6a4fe 100644 --- a/.github/workflows/quick_test.yml +++ b/.github/workflows/quick_test.yml @@ -27,8 +27,8 @@ jobs: - name: Run Alphapept on Thermo (IRT_Thermo_Win) run: | conda activate alphapept - python test_ci.py "${{ env.TMP_FOLDER }}" thermo_irt "${{ secrets.MONGODB_PW }}" + python test_ci.py "${{ env.TMP_FOLDER }}" thermo_irt - name: Run Alphapept on Bruker (IRT_Bruker_Win) run: | conda activate alphapept - python test_ci.py "${{ env.TMP_FOLDER }}" bruker_irt "${{ secrets.MONGODB_PW }}" + python test_ci.py "${{ env.TMP_FOLDER }}" bruker_irt diff --git a/.gitignore b/.gitignore index 6d9285da..c5ed20fa 100644 --- a/.gitignore +++ b/.gitignore @@ -149,3 +149,6 @@ checklink/cookies.txt logs _docs/ sidebar.yml + +_proc/ + diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 00000000..57d122ea --- /dev/null +++ b/Dockerfile @@ -0,0 +1,27 @@ +FROM jupyter/base-notebook:python-3.8 + +USER root + +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + apt-utils \ + build-essential \ + libgomp1 \ + gnupg \ + ca-certificates \ + && apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys 3FA7E0328081BFF6A14DA29AA6A19B38D3D831EF \ + && echo "deb https://download.mono-project.com/repo/ubuntu stable-focal main" | sudo tee /etc/apt/sources.list.d/mono-official-stable.list \ + && apt update \ + && apt install -y mono-devel \ + && wget https://github.com/MannLabs/alphapept/blob/master/alphapept/ext/bruker/FF/linux64/libtbb.so.2 \ + && mv libtbb.so.2 /usr/lib/ + +RUN conda install -c anaconda pytables==3.6.1 +RUN conda install -c conda-forge pythonnet +RUN conda install numba==0.55.2 numpy==1.20.3 pandas==1.4.3 + +COPY . . +RUN pip install ".[stable,gui-stable]" + + +CMD ["bash"] \ No newline at end of file diff --git a/Dockerfile_bruker b/Dockerfile_bruker index 070147d3..eeee9288 100644 --- a/Dockerfile_bruker +++ b/Dockerfile_bruker @@ -1,14 +1,16 @@ FROM ubuntu:20.04 RUN apt-get update && apt-get install build-essential -y -RUN apt-get install python3-pip -y +RUN apt-get install python3-pip procps -y -WORKDIR /home/alphapept/ -COPY . . - -RUN pip install . +RUN pip install "alphapept[stable,gui-stable]" RUN apt-get install libgomp1 -y -RUN cp /usr/local/lib/python3.8/dist-packages/alphapept/ext/bruker/FF/linux64/libtbb.so.2 /usr/lib/libtbb.so.2 + +ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib/python3.8/dist-packages/alphapept/ext/bruker/FF/linux64/ RUN chmod 555 -R /usr/local/lib/python3.8/dist-packages/alphapept/ext/bruker/FF/linux64/uff-cmdline2 + +RUN pip install "numpy<1.24.0" +RUN pip install "sqlalchemy<2.0" + CMD ["bash"] diff --git a/Dockerfile_thermo b/Dockerfile_thermo index 78496bd5..344b423b 100644 --- a/Dockerfile_thermo +++ b/Dockerfile_thermo @@ -1,24 +1,25 @@ -FROM python:3.8.3 +FROM jupyter/base-notebook:python-3.8 -# Mono: 5.20 +USER root -RUN apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys 3FA7E0328081BFF6A14DA29AA6A19B38D3D831EF \ - && echo "deb http://download.mono-project.com/repo/debian stretch/snapshots/5.20 main" > /etc/apt/sources.list.d/mono-official.list \ - && apt-get update \ - && apt-get install -y clang \ - && apt-get install -y mono-devel=5.20\* \ - && rm -rf /var/lib/apt/lists/* /tmp/* +RUN apt-get update \ + && apt-get install -y --no-install-recommends \ + apt-utils \ + build-essential \ + libgomp1 \ + gnupg \ + ca-certificates \ + && apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys 3FA7E0328081BFF6A14DA29AA6A19B38D3D831EF \ + && echo "deb https://download.mono-project.com/repo/ubuntu stable-focal main" | sudo tee /etc/apt/sources.list.d/mono-official-stable.list \ + && apt update \ + && apt install -y mono-devel \ + && wget https://github.com/MannLabs/alphapept/blob/master/alphapept/ext/bruker/FF/linux64/libtbb.so.2 \ + && mv libtbb.so.2 /usr/lib/ -# Pythonnet: 2.5.0 (from PyPI) -# Note: pycparser must be installed before pythonnet can be built +RUN conda install -c anaconda pytables==3.6.1 +RUN conda install -c conda-forge pythonnet>=2.5.0 +RUN conda install numba==0.55.2 numpy==1.20.3 pandas==1.4.3 -RUN pip install pycparser \ - && pip install pythonnet==2.5.0 +RUN pip install "alphapept[stable,gui-stable]" -WORKDIR /home/alphapept/ -COPY . . - -RUN pip install -r requirements.txt -RUN pip install . - -CMD ["bash"] +CMD ["bash"] \ No newline at end of file diff --git a/README.md b/README.md index c268ea8e..79c89aef 100644 --- a/README.md +++ b/README.md @@ -141,7 +141,7 @@ AlphaPept as a package within the environment; see below. Linux](https://www.mono-project.com/download/stable/#download-lin). NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources! -6. Install pythonnet with `pip install pythonnet==2.5.2` +6. Install pythonnet with `pip install pythonnet>=2.5.2` ------------------------------------------------------------------------ @@ -172,7 +172,7 @@ AlphaPept as a package within the environment; see below. Make sure that the Path matches to your version (Here 6.12.0) - Save everything and execute `. ~/.zshrc` -4. Install pythonnet with `pip install pythonnet==2.5.2` +4. Install pythonnet with `pip install pythonnet>=2.5.2` ------------------------------------------------------------------------ @@ -227,6 +227,33 @@ installed on Windows machines via a one-click installer. Download the latest version [here](https://github.com/MannLabs/alphapept/releases/latest). +## Docker + +It is possible to run AlphaPept in a docker container. For this, we +provide two Dockerfiles: `Dockerfile_thermo` and `Dockerfile_bruker`, +depending on which filetypes you want to analyse. They are split because +of drastically different requirements. + +To run, navigate to the AlphaPept repository and rename the dockerfile +you want to use, e.g. `Dockerfile_thermo` to `Dockerfile`. + +- Build the image with: `docker build -t docker-alphapept:latest .` +- To run use + `docker run -p 8505:8505 -v /Users/username/Desktop/docker:/home/alphapept/ docker-alphapept:latest alphapept gui` + (Note that -v maps a local folder for convient file transfer) +- Access the AlphaPept GUI via `localhost:8505` in your browser. +- Note 1: The Thermo Dockerfile is built on a Jupyter image, so you can + also start a jupyter instance: + `docker run -p 8888:8888 -v /Users/username/Desktop/docker:/home/jovyan/ docker-alphapept:latest jupyter notebook --allow-root` + +### Docker Troubleshooting on M1-Mac + +- The Thermo dockerfile was tested on an M1-Mac. Resources were set to + 18GB RAM and 2 CPUs, 200 GB disk +- It was possible to build the Bruker dockerfile with the platform tag + `--platform linux/amd64`. However, it was very slow and the Bruker + file is not recommended for an M1-Mac. Windows worked nicely. + ## Additional Documentation The documentation is automatically built based on the jupyter notebooks diff --git a/alphapept/__init__.py b/alphapept/__init__.py index 53bceb11..c0a7c104 100644 --- a/alphapept/__init__.py +++ b/alphapept/__init__.py @@ -1,7 +1,8 @@ -__version__ = "0.4.9" +__version__ = "0.5.0" __requirements__ = { "": "requirements/requirements.txt", "develop": "requirements/requirements_develop.txt", "gui": "requirements/requirements_gui.txt", + "legacy": "requirements/requirements_legacy.txt", } diff --git a/alphapept/__version__.py b/alphapept/__version__.py index c6ddb81f..60913d01 100644 --- a/alphapept/__version__.py +++ b/alphapept/__version__.py @@ -33,7 +33,7 @@ AUTHOR_EMAIL = "straussmaximilian@gmail.com" COPYRIGHT = "Mann Labs" BRANCH = "master" -VERSION_NO = "0.4.9" +VERSION_NO = "0.5.0" MIN_PYTHON = "3.6" MAX_PYTHON = "4" AUDIENCE = "Developers" diff --git a/alphapept/_modidx.py b/alphapept/_modidx.py index 5db4703b..41a3afb3 100644 --- a/alphapept/_modidx.py +++ b/alphapept/_modidx.py @@ -18,6 +18,7 @@ 'alphapept.chem.get_average_formula': ('chem.html#get_average_formula', 'alphapept/chem.py'), 'alphapept.chem.mass_to_dist': ('chem.html#mass_to_dist', 'alphapept/chem.py'), 'alphapept.chem.numba_bin': ('chem.html#numba_bin', 'alphapept/chem.py')}, + 'alphapept.clr_utils': {}, 'alphapept.constants': { 'alphapept.constants.Isotope': ('constants.html#isotope', 'alphapept/constants.py'), 'alphapept.constants.Isotope.__init__': ('constants.html#isotope.__init__', 'alphapept/constants.py'), 'alphapept.constants.get_mass_dict': ('constants.html#get_mass_dict', 'alphapept/constants.py')}, @@ -260,10 +261,12 @@ 'alphapept.io.get_local_intensity': ('io.html#get_local_intensity', 'alphapept/io.py'), 'alphapept.io.get_most_abundant': ('io.html#get_most_abundant', 'alphapept/io.py'), 'alphapept.io.get_peaks': ('io.html#get_peaks', 'alphapept/io.py'), + 'alphapept.io.import_sciex_as_alphapept': ('io.html#import_sciex_as_alphapept', 'alphapept/io.py'), 'alphapept.io.index_ragged_list': ('io.html#index_ragged_list', 'alphapept/io.py'), 'alphapept.io.list_to_numpy_f32': ('io.html#list_to_numpy_f32', 'alphapept/io.py'), 'alphapept.io.load_bruker_raw': ('io.html#load_bruker_raw', 'alphapept/io.py'), 'alphapept.io.load_mzml_data': ('io.html#load_mzml_data', 'alphapept/io.py'), + 'alphapept.io.load_sciex_raw': ('io.html#load_sciex_raw', 'alphapept/io.py'), 'alphapept.io.load_thermo_raw': ('io.html#load_thermo_raw', 'alphapept/io.py'), 'alphapept.io.one_over_k0_to_CCS': ('io.html#one_over_k0_to_ccs', 'alphapept/io.py'), 'alphapept.io.parse_mq_seq': ('io.html#parse_mq_seq', 'alphapept/io.py'), diff --git a/alphapept/clr_utils.py b/alphapept/clr_utils.py new file mode 100644 index 00000000..ff238a2d --- /dev/null +++ b/alphapept/clr_utils.py @@ -0,0 +1,42 @@ +import clr +import os +import numpy as np + +clr.AddReference('System') +# from System.Runtime.InteropServices import Marshal +# from System import IntPtr, Int64 +# def DotNetArrayToNPArray(src): +# ''' +# See https://github.com/mobiusklein/ms_deisotope/blob/90b817d4b5ae7823cfe4ad61c57119d62a6e3d9d/ms_deisotope/data_source/thermo_raw_net.py#L217 +# ''' +# if src is None: +# return np.array([], dtype=np.float64) +# dest = np.empty(len(src), dtype=np.float64) +# Marshal.Copy( +# src, 0, +# IntPtr.__overloads__[Int64](dest.__array_interface__['data'][0]), +# len(src)) +# return dest + +from System.Runtime.InteropServices import GCHandle, GCHandleType +import ctypes +def DotNetArrayToNPArray(src): + ''' + See https://mail.python.org/pipermail/pythondotnet/2014-May/001527.html + ''' + if src is None: + return np.array([], dtype=np.float64) + src_hndl = GCHandle.Alloc(src, GCHandleType.Pinned) + try: + src_ptr = src_hndl.AddrOfPinnedObject().ToInt64() + bufType = ctypes.c_double*len(src) + cbuf = bufType.from_address(src_ptr) + dest = np.frombuffer(cbuf, dtype=cbuf._type_).copy() + finally: + if src_hndl.IsAllocated: src_hndl.Free() + return dest + +ext_dir = os.path.join( + os.path.dirname(__file__), + 'ext' +) diff --git a/alphapept/constants.py b/alphapept/constants.py index ea2d971d..c3c0e41b 100644 --- a/alphapept/constants.py +++ b/alphapept/constants.py @@ -189,6 +189,7 @@ def __init__(self, m0:int, dm:int, intensities:np.ndarray): protease_dict["trypsin_exception"] = "((?<=[CD])K(?=D))|((?<=C)K(?=[HY]))|((?<=C)R(?=K))|((?<=R)R(?=[HR]))" protease_dict["non-specific"] = "()" protease_dict["trypsin"] = "([KR](?=[^P]))" +protease_dict["trypsin/p"] = "[KR]" # %% ../nbs/10_constants.ipynb 25 from numba.typed import Dict diff --git a/alphapept/fasta.py b/alphapept/fasta.py index 60217c8a..b645c4c5 100644 --- a/alphapept/fasta.py +++ b/alphapept/fasta.py @@ -24,7 +24,7 @@ def get_missed_cleavages(sequences:list, n_missed_cleavages:int) -> list: list (of str): the sequences with missed cleavages. """ missed = [] - for k in range(len(sequences)-n_missed_cleavages): + for k in range(len(sequences)-n_missed_cleavages+1): missed.append(''.join(sequences[k-1:k+n_missed_cleavages])) return missed diff --git a/alphapept/feature_finding.py b/alphapept/feature_finding.py index 3c3f9513..f717241b 100644 --- a/alphapept/feature_finding.py +++ b/alphapept/feature_finding.py @@ -1875,6 +1875,8 @@ def find_features(to_process:tuple, callback:Union[Callable, None] = None, paral datatype='bruker' elif ext.lower() == '.mzml': datatype='mzml' + elif ext.lower() == '.wiff': + datatype='sciex' else: raise NotImplementedError('File extension {} not understood.'.format(ext)) @@ -1905,7 +1907,7 @@ def find_features(to_process:tuple, callback:Union[Callable, None] = None, paral if not settings['workflow']["find_features"]: features = query_data_to_features(query_data) else: - if datatype in ['thermo','mzml']: + if datatype in ['thermo','mzml','sciex']: from alphapept.constants import averagine_aa, isotopes diff --git a/alphapept/gui/constants.py b/alphapept/gui/constants.py index 84b83d0b..3f6b9a38 100644 --- a/alphapept/gui/constants.py +++ b/alphapept/gui/constants.py @@ -5,7 +5,7 @@ import alphapept.constants import alphapept.settings -@st.cache +@st.cache_data def load_mods(path): df = pd.read_csv(path, delimiter="\t") return df diff --git a/alphapept/gui/experiment.py b/alphapept/gui/experiment.py index e962063a..520e2696 100644 --- a/alphapept/gui/experiment.py +++ b/alphapept/gui/experiment.py @@ -15,7 +15,6 @@ from alphapept.settings import load_settings_as_template, save_settings, load_settings from alphapept.gui.utils import escape_markdown, files_in_folder from alphapept.utils import get_size -from st_aggrid import GridOptionsBuilder, AgGrid # Dict to match workflow WORKFLOW_DICT = {} @@ -45,7 +44,7 @@ def parse_folder(file_folder: str) -> Tuple[list, list, list]: raw_files = [ _ for _ in os.listdir(file_folder) - if _.lower().endswith(".raw") or _.lower().endswith(".d") or _.lower().endswith(".mzml") + if _.lower().endswith(".raw") or _.lower().endswith(".d") or _.lower().endswith(".mzml") or _.lower().endswith(".wiff") ] fasta_files = [_ for _ in os.listdir(file_folder) if _.lower().endswith(".fasta")] db_files = [ @@ -238,7 +237,7 @@ def file_df_from_files(raw_files: list, file_folder: str) -> pd.DataFrame: """ raw_files.sort() sizes = [ - round(get_size(os.path.join(file_folder, _)) / 1024 ** 3, 2) + round(get_size(os.path.join(file_folder, _)) / 1024**3, 2) for _ in raw_files ] created = [ @@ -265,7 +264,7 @@ def experiment(): cwd = os.getcwd() file_folder = st.text_input( - "Enter path to folder that contains all experimental files. AlphaPept will parse for raw (.d / .raw), FASTA and AlphaPept database (.db_files.hdf) files and add them to the experiment.", + "Enter path to folder that contains all experimental files. AlphaPept will parse for raw (.d / .raw /. wiff), FASTA and AlphaPept database (.db_files.hdf) files and add them to the experiment.", cwd, ) @@ -281,42 +280,32 @@ def experiment(): fasta_files = [os.path.join(file_folder, _) for _ in fasta_files] - recorder["experiment"]["file_paths"] = [ - os.path.join(file_folder, _) for _ in raw_files - ] - if len(raw_files) == 0: st.warning("No raw files in folder.") else: - exclude = st.multiselect("Exclude files", raw_files) - raw_files = [_ for _ in raw_files if _ not in exclude] file_df = file_df_from_files(raw_files, file_folder) file_df['Sample group'] = file_df['Shortname'] file_df['Fraction'] = [1 for i in range(len(file_df))] file_df["Matching group"] = [str(0)]*len(file_df) - gb = GridOptionsBuilder.from_dataframe(file_df) - gb.configure_default_column( - groupable=True, - value=True, - enableRowGroup=True, - aggFunc="sum", - editable=True, - ) - gb.configure_grid_options(domLayout="normal") - gridOptions = gb.build() + file_df['Use'] = True - grid_response = AgGrid( - file_df, - height=300, - gridOptions=gridOptions, - ) + file_df_selected = st.experimental_data_editor(file_df) + + file_df_selected = file_df_selected[file_df_selected['Use']] - file_df_selected = grid_response["data"] + recorder["experiment"]["file_paths"] = [ + os.path.join(file_folder, _) for _ in file_df_selected['Filename'] + ] + + if len(file_df_selected) == 0: + st.warning("No files remaining.") + st.stop() - with st.expander("Additional info"): + + with st.expander("Additional info about the columns"): st.write( "- Filename: Name of the file." " \n- Creation date of file." @@ -325,6 +314,7 @@ def experiment(): " \n- Sample group: Files with the same sample group will be quanted together (e.g. for fractionated samples)." " \n- Fraction: Fraction number, if you have fractionated samples. Leave at 1 if no fractions exists." " \n- Matching group: Match-between-runs only among members of this group or neighboring groups. Leave as is if matching between all files." + " \n- Use: Uncheck to exclude files." ) shortnames = file_df_selected["Shortname"].values.tolist() @@ -372,7 +362,7 @@ def experiment(): ].values.tolist() recorder["experiment"]["matching_group"] = matching_group - st.write(f"## Workflow") + st.write(f"## Processing steps") with st.expander("Steps"): group = SETTINGS_TEMPLATE["workflow"] @@ -384,7 +374,7 @@ def experiment(): st.write("## Modify settings") st.text( - f"AlphaPept should run best with the default settings." + f"AlphaPept runs best with the default settings." "\nYou can overwrite the default setting by ticking a checkbox in Settings below and modifing a parameter." "\nIf you uncheck a selected checkbox the values will be reset to default." ) @@ -404,6 +394,9 @@ def experiment(): recorder = customize_settings(recorder, uploaded_settings, loaded) st.write("## Submit experiment") + exp_size = file_df_selected['Size (GB)'].sum() + st.code(f'Experiment with {len(recorder["experiment"]["file_paths"])} files ({exp_size:.2f} GB).') + if error != 0: st.warning("Some warnings exist. Please check settings.") else: diff --git a/alphapept/gui/history.py b/alphapept/gui/history.py index a9a4eeda..d136c24e 100644 --- a/alphapept/gui/history.py +++ b/alphapept/gui/history.py @@ -129,7 +129,7 @@ def create_multiple_plots(all_results: dict, groups: list, to_plot: list): all_results, files, acquisition_date_times, mode, groups, plot, minimum_date, ) -@st.cache +@st.cache_data def filter_for_single_file(results): results_list = [] @@ -149,7 +149,7 @@ def filter_for_single_file(results): return result_df -@st.cache +@st.cache_data def convert_df(df): return df.to_csv().encode('utf-8') diff --git a/alphapept/gui/results.py b/alphapept/gui/results.py index 1cc46b97..be43a0a2 100644 --- a/alphapept/gui/results.py +++ b/alphapept/gui/results.py @@ -17,7 +17,7 @@ from alphapept.io import MS_Data_File -@st.cache +@st.cache_data def cached_file(file: str) -> pd.DataFrame: """Helper function to cache a file and not reload it. Args: diff --git a/alphapept/gui/status.py b/alphapept/gui/status.py index 9eae68b9..e193351c 100644 --- a/alphapept/gui/status.py +++ b/alphapept/gui/status.py @@ -16,6 +16,21 @@ import alphapept.interface +def list_experiments(folder_path): + + files = os.listdir(folder_path) + data = [] + + for file in files: + file_path = os.path.join(folder_path, file) + creation_time = os.path.getctime(file_path) + creation_time = datetime.datetime.fromtimestamp(creation_time).strftime('%Y-%m-%d %H:%M:%S') + data.append((creation_time, os.path.splitext(file)[0])) + + df = pd.DataFrame(data, columns=['Creation Time', 'Experiment Name']) + + return df + def queue_watcher(): """ Start the queue_watcher. @@ -189,8 +204,7 @@ def status(): with st.expander(f"Queue"): queue_table = st.empty() - with st.expander(f"Failed"): - failed_table = st.empty() + if st.checkbox("Terminate process"): st.error( @@ -199,6 +213,10 @@ def status(): if st.button("Confirm"): terminate_process() + st.write("## Last experiments") + res_table = st.empty() + + while True: ram.progress( 1 - psutil.virtual_memory().available / psutil.virtual_memory().total @@ -206,8 +224,7 @@ def status(): cpu.progress(psutil.cpu_percent() / 100) queue_files = [_ for _ in os.listdir(QUEUE_PATH) if _.endswith(".yaml")] - failed_files = [_ for _ in os.listdir(FAILED_PATH) if _.endswith(".yaml")] - n_failed = len(failed_files) + n_queue = len(queue_files) if n_queue == 0: @@ -273,10 +290,16 @@ def status(): queue_table.table(queue_df) - if n_failed == 1: - failed_msg.error(f"{n_failed} run failed. Please check {FAILED_PATH}.") - elif n_failed > 1: - failed_msg.error(f"{n_failed} runs failed. Please check {FAILED_PATH}.") + failed = list_experiments(FAILED_PATH) + failed['Success'] = "❌" + + success = list_experiments(PROCESSED_PATH) + success['Success'] = "✅" + + res = pd.concat([failed, success]) + res = res.sort_values('Creation Time', ascending=False) + + res = res.reset_index(drop=True) - failed_table.table(pd.DataFrame(failed_files)) + res_table.table(res.head(5)) time.sleep(0.4) diff --git a/alphapept/gui/utils.py b/alphapept/gui/utils.py index a7a34d5f..5deb51ed 100644 --- a/alphapept/gui/utils.py +++ b/alphapept/gui/utils.py @@ -12,7 +12,7 @@ from alphapept.utils import get_size -@st.cache(allow_output_mutation=True) +@st.cache_data() def load_file(file:str) -> dict: """Cached streamlit function to read summary stats from a file. diff --git a/alphapept/interface.py b/alphapept/interface.py index 3ac761a5..038bb5eb 100644 --- a/alphapept/interface.py +++ b/alphapept/interface.py @@ -1207,6 +1207,16 @@ def parallel_execute( set_global=False ) + if False: #TODO Make the loop below more elegant with a dict + MEMORY_LIMITS = {} + MEMORY_LIMITS['find_features'] = {} + MEMORY_LIMITS['find_features']['thermo'] = 8 + MEMORY_LIMITS['find_features']['bruker'] = 25 + MEMORY_LIMITS['raw_conversion']['bruker'] = 8 + MEMORY_LIMITS['raw_conversion']['sciex'] = 30 + MEMORY_LIMITS['search_db'] = 8 + + files = settings['experiment']['file_paths'] n_files = len(files) logging.info(f'Processing {len(files)} files for step {step.__name__}') @@ -1231,7 +1241,7 @@ def parallel_execute( n_processes_temp = max((int(memory_available //25 ),1)) n_processes = min((n_processes, n_processes_temp)) logging.info(f'Using Bruker Feature Finder. Setting Process limit to {n_processes}.') - elif ext.lower() in ('.raw','.mzml'): + elif ext.lower() in ('.raw','.mzml','.wiff'): memory_available = psutil.virtual_memory().available/1024**3 n_processes_temp = max((int(memory_available //8 ), 1)) n_processes = min((n_processes, n_processes_temp)) @@ -1239,13 +1249,30 @@ def parallel_execute( else: raise NotImplementedError('Feature Finding: File extension {} not understood.'.format(ext)) - if step.__name__ == 'search_db': + elif step.__name__ == 'search_db': memory_available = psutil.virtual_memory().available/1024**3 n_processes_temp = max((int(memory_available //8 ), 1)) # 8 gb per file: Todo: make this better n_processes = min((n_processes, n_processes_temp)) n_processes = min((n_processes, n_files)) #not more processes than files. logging.info(f'Searching. Setting Process limit to {n_processes}.') + elif step.__name__ == 'raw_conversion': #alphatims raw conversion needs enough RAM + base, ext = os.path.splitext(files[0]) + if ext.lower() == '.d': + memory_available = psutil.virtual_memory().available/1024**3 + n_processes_temp = max((int(memory_available //8 ), 1)) # 8 gb per file: Todo: make this better + n_processes = min((n_processes, n_processes_temp)) + n_processes = min((n_processes, n_files)) #not more processes than files. + logging.info(f'Importing Raw data with Bruker. Setting Process limit to {n_processes}.') + elif ext.lower() == '.wiff': + memory_available = psutil.virtual_memory().available/1024**3 + n_processes_temp = max((int(memory_available //30 ), 1)) # 8 gb per file: Todo: make this better + n_processes = min((n_processes, n_processes_temp)) + n_processes = min((n_processes, n_files)) #not more processes than files. + logging.info(f'Importing Raw data with SciEx. Setting Process limit to {n_processes}.') + else: + pass + failed = [] rerun = [] diff --git a/alphapept/io.py b/alphapept/io.py index a174b61e..92242b67 100644 --- a/alphapept/io.py +++ b/alphapept/io.py @@ -1,12 +1,228 @@ # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/02_io.ipynb. # %% auto 0 -__all__ = ['load_thermo_raw', 'load_bruker_raw', 'one_over_k0_to_CCS', 'check_sanity', 'extract_mzml_info', 'load_mzml_data', - 'extract_mq_settings', 'parse_mq_seq', 'get_peaks', 'get_centroid', 'gaussian_estimator', 'centroid_data', - 'get_local_intensity', 'get_most_abundant', 'list_to_numpy_f32', 'HDF_File', 'MS_Data_File', - 'index_ragged_list', 'raw_conversion'] +__all__ = ['get_peaks', 'get_centroid', 'gaussian_estimator', 'centroid_data', 'get_local_intensity', 'get_most_abundant', + 'load_thermo_raw', 'load_bruker_raw', 'one_over_k0_to_CCS', 'import_sciex_as_alphapept', 'load_sciex_raw', + 'check_sanity', 'extract_mzml_info', 'load_mzml_data', 'extract_mq_settings', 'parse_mq_seq', + 'list_to_numpy_f32', 'HDF_File', 'MS_Data_File', 'index_ragged_list', 'raw_conversion'] -# %% ../nbs/02_io.ipynb 4 +# %% ../nbs/02_io.ipynb 3 +from numba import njit +import numpy as np + +@njit +def get_peaks(int_array: np.ndarray) -> list: + """Detects peaks in an array. + + Args: + int_array (np.ndarray): An array with intensity values. + + Returns: + list: A regular Python list with all peaks. + A peak is a triplet of the form (start, center, end) + + """ + peaklist = [] + gradient = np.diff(int_array) + start, center, end = -1, -1, -1 + + for i in range(len(gradient)): + + grad = gradient[i] + + if (end == -1) & (center == -1): # No end and no center yet + if grad <= 0: # If decreasing, move start point + start = i + else: # If increasing set as center point + center = i + + if (end == -1) & ( + center != -1 + ): # If we have a centerpoint and it is still increasing set as new center + if grad >= 0: + center = i + else: # If it is decreasing set as endpoint + end = i + + if end != -1: # If we have and endpoint and it is going down + if grad < 0: + end = i # Set new Endpoint + else: # if it stays the same or goes up set a new peak + peaklist.append((start + 1, center + 1, end + 1)) + start, center, end = end, -1, -1 # Reset start, center, end + + if end != -1: + peaklist.append((start + 1, center + 1, end + 1)) + + return peaklist + +# %% ../nbs/02_io.ipynb 8 +from numba import njit + +@njit +def get_centroid( + peak: tuple, + mz_array: np.ndarray, + int_array: np.ndarray +) -> tuple: + """Wrapper to estimate centroid center positions. + + Args: + peak (tuple): A triplet of the form (start, center, end) + mz_array (np.ndarray): An array with mz values. + int_array (np.ndarray): An array with intensity values. + + Returns: + tuple: A tuple of the form (center, intensity) + """ + start, center, end = peak + mz_int = np.sum(int_array[start + 1 : end]) + + peak_size = end - start - 1 + + if peak_size == 1: + mz_cent = mz_array[center] + elif peak_size == 2: + mz_cent = ( + mz_array[start + 1] * int_array[start + 1] + + mz_array[end - 1] * int_array[end - 1] + ) / (int_array[start + 1] + int_array[end - 1]) + else: + mz_cent = gaussian_estimator(peak, mz_array, int_array) + + return mz_cent, mz_int + +@njit +def gaussian_estimator( + peak: tuple, + mz_array: np.ndarray, + int_array: np.ndarray +) -> float: + """Three-point gaussian estimator. + + Args: + peak (tuple): A triplet of the form (start, center, end) + mz_array (np.ndarray): An array with mz values. + int_array (np.ndarray): An array with intensity values. + + Returns: + float: The gaussian estimate of the center. + """ + start, center, end = peak + + m1, m2, m3 = mz_array[center - 1], mz_array[center], mz_array[center + 1] + i1, i2, i3 = int_array[center - 1], int_array[center], int_array[center + 1] + + if i1 == 0: # Case of sharp flanks + m = (m2 * i2 + m3 * i3) / (i2 + i3) + elif i3 == 0: + m = (m1 * i1 + m2 * i2) / (i1 + i2) + else: + l1, l2, l3 = np.log(i1), np.log(i2), np.log(i3) + m = ( + ((l2 - l3) * (m1 ** 2) + (l3 - l1) * (m2 ** 2) + (l1 - l2) * (m3 ** 2)) + / ((l2 - l3) * (m1) + (l3 - l1) * (m2) + (l1 - l2) * (m3)) + * 1 + / 2 + ) + + return m + +# %% ../nbs/02_io.ipynb 14 +@njit +def centroid_data( + mz_array: np.ndarray, + int_array: np.ndarray +) -> tuple: + """Estimate centroids and intensities from profile data. + + Args: + mz_array (np.ndarray): An array with mz values. + int_array (np.ndarray): An array with intensity values. + + Returns: + tuple: A tuple of the form (mz_array_centroided, int_array_centroided) + """ + peaks = get_peaks(int_array) + + mz_array_centroided = np.zeros(len(peaks)) + int_array_centroided = np.zeros(len(peaks)) + + + for i in range(len(peaks)): + mz_, int_ = get_centroid(peaks[i], mz_array, int_array) + mz_array_centroided[i] = mz_ + int_array_centroided[i] = int_ + + return mz_array_centroided, int_array_centroided + +# %% ../nbs/02_io.ipynb 16 +from .chem import calculate_mass +from tqdm import tqdm +import numpy as np +from numba.typed import List +from numba import njit +import gzip +import sys +import os +import logging + +@njit +def get_local_intensity(intensity, window=10): + """ + Calculate the local intensity for a spectrum. + + Args: + intensity (np.ndarray): An array with intensity values. + window (int): Window Size + Returns: + nop.ndarray: local intensity + """ + + local_intensity = np.zeros(len(intensity)) + + for i in range(len(intensity)): + start = max(0, i-window) + end = min(len(intensity), i+window) + local_intensity[i] = intensity[i]/np.max(intensity[start:end]) + + return local_intensity + +def get_most_abundant( + mass: np.ndarray, + intensity: np.ndarray, + n_max: int, + window: int = 10, +) -> tuple: + """Returns the n_max most abundant peaks of a spectrum. + + Args: + mass (np.ndarray): An array with mz values. + intensity (np.ndarray): An array with intensity values. + n_max (int): The maximum number of peaks to retain. + Setting `n_max` to -1 returns all peaks. + window (int): Use local maximum in a window + + Returns: + tuple: the filtered mass and intensity arrays. + + """ + if n_max == -1: + return mass, intensity + if len(mass) < n_max: + return mass, intensity + else: + + if window > 0: + sortindex = np.argsort(get_local_intensity(intensity, window))[::-1][:n_max] + else: + sortindex = np.argsort(intensity)[::-1][:n_max] + + sortindex.sort() + + return mass[sortindex], intensity[sortindex] + +# %% ../nbs/02_io.ipynb 19 def load_thermo_raw( raw_file_name: str, n_most_abundant: int, @@ -28,9 +244,7 @@ def load_thermo_raw( from alphapept.pyrawfilereader import RawFileReader rawfile = RawFileReader(raw_file_name) - spec_indices = np.array( - range(rawfile.FirstSpectrumNumber, rawfile.LastSpectrumNumber + 1) - ) + spec_indices = range(rawfile.FirstSpectrumNumber, rawfile.LastSpectrumNumber + 1) scan_list = [] rt_list = [] @@ -130,82 +344,63 @@ def load_thermo_raw( return query_data, acquisition_date_time -# %% ../nbs/02_io.ipynb 6 -def load_bruker_raw( - d_folder_name: str, - n_most_abundant: int, - callback: callable = None, - **kwargs -) -> tuple: - """Load raw Bruker data as a dictionary. - - Args: - d_folder_name (str): The name of a Bruker .d folder. - n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum. - callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None. - - Returns: - tuple: A dictionary with all the raw data and a string with the acquisition_date_time - +# %% ../nbs/02_io.ipynb 21 +def load_bruker_raw(raw_file, most_abundant, callback=None, **kwargs): """ + Load bruker raw file and extract spectra + """ + import alphatims.bruker + from .constants import mass_dict + from .io import list_to_numpy_f32, get_most_abundant + + data = alphatims.bruker.TimsTOF(raw_file) + prec_data = data.precursors + frame_data = data.frames + frame_data = frame_data.set_index('Id') + import sqlalchemy as db import pandas as pd - from alphapept.constants import mass_dict - from alphapept.ext.bruker import timsdata - from alphapept.io import list_to_numpy_f32, get_most_abundant - tdf = os.path.join(d_folder_name, 'analysis.tdf') + tdf = os.path.join(raw_file, 'analysis.tdf') engine = db.create_engine('sqlite:///{}'.format(tdf)) - prec_data = pd.read_sql_table('Precursors', engine) - frame_data = pd.read_sql_table('Frames', engine) - frame_data = frame_data.set_index('Id') global_metadata = pd.read_sql_table('GlobalMetadata', engine) global_metadata = global_metadata.set_index('Key').to_dict()['Value'] acquisition_date_time = global_metadata['AcquisitionDateTime'] - - tdf = timsdata.TimsData(d_folder_name) + M_PROTON = mass_dict['Proton'] prec_data['Mass'] = prec_data['MonoisotopicMz'].values * prec_data['Charge'].values - prec_data['Charge'].values*M_PROTON - mass_list_ms2 = [] - int_list_ms2 = [] - scan_list_ms2 = [] - - prec_data = prec_data.sort_values(by='Mass', ascending=True) - - precursor_ids = prec_data['Id'].tolist() - - for idx, key in enumerate(precursor_ids): - - ms2_data = tdf.readPasefMsMs([key]) - masses, intensity = ms2_data[key] - masses, intensity = get_most_abundant(np.array(masses), np.array(intensity), n_most_abundant) - mass_list_ms2.append(masses) - int_list_ms2.append(intensity) - scan_list_ms2.append(key) - - if callback: - callback((idx+1)/len(precursor_ids)) - - check_sanity(mass_list_ms2) - query_data = {} + query_data['prec_mass_list2'] = prec_data['Mass'].values query_data['prec_id2'] = prec_data['Id'].values query_data['mono_mzs2'] = prec_data['MonoisotopicMz'].values query_data['rt_list_ms2'] = frame_data.loc[prec_data['Parent'].values]['Time'].values / 60 #convert to minutes query_data['scan_list_ms2'] = prec_data['Parent'].values query_data['charge2'] = prec_data['Charge'].values - query_data['mobility2'] = tdf.scanNumToOneOverK0(1, prec_data['ScanNumber'].to_list()) #check if its okay to always use first frame - query_data["mass_list_ms2"] = mass_list_ms2 - query_data["int_list_ms2"] = int_list_ms2 + + query_data['mobility2'] = data.mobility_values[ + data.precursors.ScanNumber.values.astype(np.int64) + ] + ( + spectrum_indptr, + spectrum_tof_indices, + spectrum_intensity_values, + ) = data.index_precursors( + centroiding_window=5, + keep_n_most_abundant_peaks=most_abundant + ) + # TODO: Centroid spectra and trim + query_data["alphatims_spectrum_indptr_ms2"] = spectrum_indptr[1:] + query_data["alphatims_spectrum_mz_values_ms2"] = data.mz_values[spectrum_tof_indices] + query_data["alphatims_spectrum_intensity_values_ms2"] = spectrum_intensity_values return query_data, acquisition_date_time -# %% ../nbs/02_io.ipynb 8 +# %% ../nbs/02_io.ipynb 23 import alphapept import numpy as np @@ -237,7 +432,64 @@ def one_over_k0_to_CCS( pass return ccs -# %% ../nbs/02_io.ipynb 12 +# %% ../nbs/02_io.ipynb 27 +from alpharaw.wrappers.alphapept_wrapper import parse_msdata_to_alphapept +from .chem import calculate_mass + +def import_sciex_as_alphapept(sciex_wiff): + from alpharaw.sciex import SciexWiffData + raw_data = SciexWiffData(centroided=False) + raw_data.import_raw(sciex_wiff) + return parse_msdata_to_alphapept(raw_data) + +def load_sciex_raw( + raw_file_name: str, + n_most_abundant: int, + callback: callable = None, +) -> tuple: + """Load Sciex data as a dictionary. + + Args: + raw_file_name (str): The name of a Sciex .wiff file. + n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum. + use_profile_ms1 (bool): Use profile data or centroid it beforehand. Defaults to False. + callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None. + + Returns: + tuple: A dictionary with all the raw data and a string with the acquisition_date_time + + Note: SciEx file have one main file but multiple additional files which need to be present in the same location. + """ + query_data, acquisition_date_time = import_sciex_as_alphapept(raw_file_name) + + query_data['prec_mass_list2'] = np.array([ + calculate_mass(query_data['mono_mzs2'][i], query_data['charge2'][i]) + for i in range(len(query_data['mono_mzs2']))]) + + # Centroid data + # ToDo: Should we insert zero intensity peaks? + for index in ['1','2']: + masses_ = [] + intensities_ = [] + for j in range(len(query_data[f'mass_list_ms{index}'])): + mass = np.array(query_data[f'mass_list_ms{index}'][j]) + ints = np.array(query_data[f'int_list_ms{index}'][j]) + sortindex = np.argsort(mass) + mass = mass[sortindex] + ints = ints[sortindex] + mass_, ints_ = centroid_data(np.array(mass), np.array(ints)) + if index == '2': + mass_, ints_ = get_most_abundant(mass_, ints_, n_most_abundant) + masses_.append(mass_) + intensities_.append(ints_) + + query_data[f'mass_list_ms{index}'] = np.array(masses_, dtype='object') + query_data[f'int_list_ms{index}'] = np.array(intensities_, dtype='object') + + return query_data, acquisition_date_time + + +# %% ../nbs/02_io.ipynb 29 def check_sanity(mass_list: np.ndarray) -> None: """Sanity check for mass list to make sure the masses are sorted. @@ -414,7 +666,7 @@ def load_mzml_data( return query_data, acquisition_date_time, vendor -# %% ../nbs/02_io.ipynb 15 +# %% ../nbs/02_io.ipynb 32 import xml.etree.ElementTree as ET def __extract_nested(child): @@ -462,7 +714,7 @@ def extract_mq_settings(path: str) -> dict: return mq_dict -# %% ../nbs/02_io.ipynb 18 +# %% ../nbs/02_io.ipynb 35 def parse_mq_seq(peptide: str) -> str: """Replaces maxquant convention to alphapept convention. @@ -483,223 +735,7 @@ def parse_mq_seq(peptide: str) -> str: return peptide -# %% ../nbs/02_io.ipynb 23 -from numba import njit -import numpy as np - -@njit -def get_peaks(int_array: np.ndarray) -> list: - """Detects peaks in an array. - - Args: - int_array (np.ndarray): An array with intensity values. - - Returns: - list: A regular Python list with all peaks. - A peak is a triplet of the form (start, center, end) - - """ - peaklist = [] - gradient = np.diff(int_array) - start, center, end = -1, -1, -1 - - for i in range(len(gradient)): - - grad = gradient[i] - - if (end == -1) & (center == -1): # No end and no center yet - if grad <= 0: # If decreasing, move start point - start = i - else: # If increasing set as center point - center = i - - if (end == -1) & ( - center != -1 - ): # If we have a centerpoint and it is still increasing set as new center - if grad >= 0: - center = i - else: # If it is decreasing set as endpoint - end = i - - if end != -1: # If we have and endpoint and it is going down - if grad < 0: - end = i # Set new Endpoint - else: # if it stays the same or goes up set a new peak - peaklist.append((start + 1, center + 1, end + 1)) - start, center, end = end, -1, -1 # Reset start, center, end - - if end != -1: - peaklist.append((start + 1, center + 1, end + 1)) - - return peaklist - -# %% ../nbs/02_io.ipynb 28 -from numba import njit - -@njit -def get_centroid( - peak: tuple, - mz_array: np.ndarray, - int_array: np.ndarray -) -> tuple: - """Wrapper to estimate centroid center positions. - - Args: - peak (tuple): A triplet of the form (start, center, end) - mz_array (np.ndarray): An array with mz values. - int_array (np.ndarray): An array with intensity values. - - Returns: - tuple: A tuple of the form (center, intensity) - """ - start, center, end = peak - mz_int = np.sum(int_array[start + 1 : end]) - - peak_size = end - start - 1 - - if peak_size == 1: - mz_cent = mz_array[center] - elif peak_size == 2: - mz_cent = ( - mz_array[start + 1] * int_array[start + 1] - + mz_array[end - 1] * int_array[end - 1] - ) / (int_array[start + 1] + int_array[end - 1]) - else: - mz_cent = gaussian_estimator(peak, mz_array, int_array) - - return mz_cent, mz_int - -@njit -def gaussian_estimator( - peak: tuple, - mz_array: np.ndarray, - int_array: np.ndarray -) -> float: - """Three-point gaussian estimator. - - Args: - peak (tuple): A triplet of the form (start, center, end) - mz_array (np.ndarray): An array with mz values. - int_array (np.ndarray): An array with intensity values. - - Returns: - float: The gaussian estimate of the center. - """ - start, center, end = peak - - m1, m2, m3 = mz_array[center - 1], mz_array[center], mz_array[center + 1] - i1, i2, i3 = int_array[center - 1], int_array[center], int_array[center + 1] - - if i1 == 0: # Case of sharp flanks - m = (m2 * i2 + m3 * i3) / (i2 + i3) - elif i3 == 0: - m = (m1 * i1 + m2 * i2) / (i1 + i2) - else: - l1, l2, l3 = np.log(i1), np.log(i2), np.log(i3) - m = ( - ((l2 - l3) * (m1 ** 2) + (l3 - l1) * (m2 ** 2) + (l1 - l2) * (m3 ** 2)) - / ((l2 - l3) * (m1) + (l3 - l1) * (m2) + (l1 - l2) * (m3)) - * 1 - / 2 - ) - - return m - -# %% ../nbs/02_io.ipynb 34 -@njit -def centroid_data( - mz_array: np.ndarray, - int_array: np.ndarray -) -> tuple: - """Estimate centroids and intensities from profile data. - - Args: - mz_array (np.ndarray): An array with mz values. - int_array (np.ndarray): An array with intensity values. - - Returns: - tuple: A tuple of the form (mz_array_centroided, int_array_centroided) - """ - peaks = get_peaks(int_array) - - mz_array_centroided = np.zeros(len(peaks)) - int_array_centroided = np.zeros(len(peaks)) - - - for i in range(len(peaks)): - mz_, int_ = get_centroid(peaks[i], mz_array, int_array) - mz_array_centroided[i] = mz_ - int_array_centroided[i] = int_ - - return mz_array_centroided, int_array_centroided - -# %% ../nbs/02_io.ipynb 36 -from .chem import calculate_mass -from tqdm import tqdm -import numpy as np -from numba.typed import List -from numba import njit -import gzip -import sys -import os -import logging - -@njit -def get_local_intensity(intensity, window=10): - """ - Calculate the local intensity for a spectrum. - - Args: - intensity (np.ndarray): An array with intensity values. - window (int): Window Size - Returns: - nop.ndarray: local intensity - """ - - local_intensity = np.zeros(len(intensity)) - - for i in range(len(intensity)): - start = max(0, i-window) - end = min(len(intensity), i+window) - local_intensity[i] = intensity[i]/np.max(intensity[start:end]) - - return local_intensity - -def get_most_abundant( - mass: np.ndarray, - intensity: np.ndarray, - n_max: int, - window: int = 10, -) -> tuple: - """Returns the n_max most abundant peaks of a spectrum. - - Args: - mass (np.ndarray): An array with mz values. - intensity (np.ndarray): An array with intensity values. - n_max (int): The maximum number of peaks to retain. - Setting `n_max` to -1 returns all peaks. - window (int): Use local maximum in a window - - Returns: - tuple: the filtered mass and intensity arrays. - - """ - if n_max == -1: - return mass, intensity - if len(mass) < n_max: - return mass, intensity - else: - - if window > 0: - sortindex = np.argsort(get_local_intensity(intensity, window))[::-1][:n_max] - else: - sortindex = np.argsort(intensity)[::-1][:n_max] - - sortindex.sort() - - return mass[sortindex], intensity[sortindex] - -# %% ../nbs/02_io.ipynb 38 +# %% ../nbs/02_io.ipynb 39 def list_to_numpy_f32( long_list: list ) -> np.ndarray: @@ -724,7 +760,7 @@ def list_to_numpy_f32( return np_array -# %% ../nbs/02_io.ipynb 42 +# %% ../nbs/02_io.ipynb 43 import h5py import os import time @@ -862,7 +898,7 @@ def check( ) return warning_messages -# %% ../nbs/02_io.ipynb 44 +# %% ../nbs/02_io.ipynb 45 import pandas as pd from fastcore.foundation import patch @@ -1142,12 +1178,12 @@ def write( dataset.attrs[attr_name] = str(value) # e.g. dicts hdf_file.attrs["last_updated"] = time.asctime() -# %% ../nbs/02_io.ipynb 48 +# %% ../nbs/02_io.ipynb 49 class MS_Data_File(HDF_File): """ A class to store and retrieve on-disk MS data with an HDF container.""" pass -# %% ../nbs/02_io.ipynb 50 +# %% ../nbs/02_io.ipynb 51 @patch def import_raw_DDA_data( self:MS_Data_File, @@ -1233,6 +1269,14 @@ def _read_DDA_query_data( n_most_abundant, callback=callback, ) + elif ext.lower() == '.wiff': + vendor = "SciEx" + logging.info(f'File {base} has extension {ext} - converting from {vendor}.') + query_data, acquisition_date_time = load_sciex_raw( + file_name, + n_most_abundant, + callback=callback, + ) elif ext.lower() == '.d': vendor = "Bruker" logging.info(f'File {base} has extension {ext} - converting from {vendor}.') @@ -1255,30 +1299,14 @@ def _read_DDA_query_data( ) return query_data, vendor, acquisition_date_time - @patch def _save_DDA_query_data( self:MS_Data_File, query_data:dict, vendor:str, acquisition_date_time:str, - overwrite:bool=False -) -> None: - """Save a query dict to this ms_data object. - - Args: - query_data (dict): A dictionary with data for MS1 and MS2 scans. - vendor (str): The vendor name, must be Thermo or Bruker if provided. - acquisition_date_time (str): A string that indicates when the data was acquired. - overwrite (bool): Overwrite pre-existing data and truncate existing groups. - If the False, ignore the is_overwritable flag of this HDF_File. - Defaults to None. - - Raises: - KeyError: If the query_dict contains keys that do not end with 1 or 2. - i.e. are not MS1 or MS2 spectra. - - """ + overwrite=False +): # if vendor == "Bruker": # raise NotImplementedError("Unclear what are ms1 and ms2 attributes for bruker") if "Raw" not in self.read(): @@ -1293,7 +1321,9 @@ def _save_DDA_query_data( if key.endswith("1"): # TODO: Weak check for ms2, imporve to _ms1 if consistency in naming is guaranteed if key == "mass_list_ms1": - indices = index_ragged_list(value) + indices = np.zeros(len(value) + 1, np.int64) + indices[1:] = [len(i) for i in value] + indices = np.cumsum(indices) self.write( indices, dataset_name="indices_ms1", @@ -1311,21 +1341,23 @@ def _save_DDA_query_data( elif key.endswith("2"): # TODO: Weak check for ms2, imporve to _ms2 if consistency in naming is guaranteed if key == "mass_list_ms2": - indices = index_ragged_list(value) + indices = np.zeros(len(value) + 1, np.int64) + indices[1:] = [len(i) for i in value] + indices = np.cumsum(indices) self.write( indices, dataset_name="indices_ms2", group_name=f"Raw/MS2_scans" ) - if len(value) > 1: #in case there is no MS2 - value = np.concatenate(value) - else: - value = np.array(value) + value = np.concatenate(value) elif key == "int_list_ms2": - if len(value) > 1: #in case there is no MS2 - value = np.concatenate(value) - else: - value = np.array(value) + value = np.concatenate(value) + elif key == "alphatims_spectrum_indptr_ms2": + key = "indices_ms2" + elif key == "alphatims_spectrum_mz_values_ms2": + key = "mass_list_ms2" + elif key == "alphatims_spectrum_intensity_values_ms2": + key = "int_list_ms2" self.write( value, # TODO: key should be trimmed: xxx_ms2 should just be e.g. xxx @@ -1335,10 +1367,8 @@ def _save_DDA_query_data( else: raise KeyError("Unspecified scan type") return -# to_save["bounds"] = np.sum(to_save['mass_list_ms2']>=0,axis=0).astype(np.int64) -# logging.info('Converted file saved to {}'.format(save_path)) -# %% ../nbs/02_io.ipynb 54 +# %% ../nbs/02_io.ipynb 55 @patch def read_DDA_query_data( self:MS_Data_File, @@ -1415,7 +1445,7 @@ def read_DDA_query_data( ) return query_data -# %% ../nbs/02_io.ipynb 57 +# %% ../nbs/02_io.ipynb 58 def raw_conversion( to_process: dict, callback: callable = None, diff --git a/alphapept/pyrawfilereader.py b/alphapept/pyrawfilereader.py index e5c92141..81b69a5e 100644 --- a/alphapept/pyrawfilereader.py +++ b/alphapept/pyrawfilereader.py @@ -52,26 +52,45 @@ # see https://github.com/mobiusklein/ms_deisotope/blob/90b817d4b5ae7823cfe4ad61c57119d62a6e3d9d/ms_deisotope/data_source/thermo_raw_net.py#L217 from System.Runtime.InteropServices import Marshal from System import IntPtr, Int64 +# def DotNetArrayToNPArray(src, dtype=None): +# '''A quick and dirty implementation of the fourth technique shown in +# https://mail.python.org/pipermail/pythondotnet/2014-May/001525.html for +# copying a .NET Array[Double] to a NumPy ndarray[np.float64] via a raw +# memory copy. +# ``int_ptr_tp`` must be an integer type that can hold a pointer. On Python 2 +# this is :class:`long`, and on Python 3 it is :class:`int`. +# ''' +# # When the input .NET array pointer is None, return an empty array. On Py2 +# # this would happen automatically, but not on Py3, and perhaps not safely on +# # all Py2 because it relies on pythonnet and the .NET runtime properly checking +# # for nulls. +# if src is None: +# return np.array([], dtype=np.float64) +# dest = np.empty(len(src), dtype=np.float64) +# Marshal.Copy( +# src, 0, +# IntPtr.__overloads__[Int64](dest.__array_interface__['data'][0]), +# len(src)) +# return dest + + +from System.Runtime.InteropServices import GCHandle, GCHandleType +import ctypes def DotNetArrayToNPArray(src, dtype=None): - '''A quick and dirty implementation of the fourth technique shown in - https://mail.python.org/pipermail/pythondotnet/2014-May/001525.html for - copying a .NET Array[Double] to a NumPy ndarray[np.float64] via a raw - memory copy. - ``int_ptr_tp`` must be an integer type that can hold a pointer. On Python 2 - this is :class:`long`, and on Python 3 it is :class:`int`. ''' - # When the input .NET array pointer is None, return an empty array. On Py2 - # this would happen automatically, but not on Py3, and perhaps not safely on - # all Py2 because it relies on pythonnet and the .NET runtime properly checking - # for nulls. + See https://mail.python.org/pipermail/pythondotnet/2014-May/001527.html + ''' if src is None: return np.array([], dtype=np.float64) - dest = np.empty(len(src), dtype=np.float64) - Marshal.Copy( - src, 0, - IntPtr.__overloads__[Int64](dest.__array_interface__['data'][0]), - len(src)) - return dest + src_hndl = GCHandle.Alloc(src, GCHandleType.Pinned) + try: + src_ptr = src_hndl.AddrOfPinnedObject().ToInt64() + bufType = ctypes.c_double*len(src) + cbuf = bufType.from_address(src_ptr) + dest = np.frombuffer(cbuf, dtype=cbuf._type_).copy() + finally: + if src_hndl.IsAllocated: src_hndl.Free() + return dest ''' APIs are similar to [pymsfilereader](https://github.com/frallain/pymsfilereader), but some APIs have not been implemented yet." @@ -470,7 +489,7 @@ def GetMSOrderForScanNum(self, scanNumber): MS8 8 MS9 9 """ - return IScanEventBase(self.source.GetScanEventForScanNumber(scanNumber)).MSOrder + return int(IScanEventBase(self.source.GetScanEventForScanNumber(scanNumber)).MSOrder) def GetNumberOfMSOrdersFromScanNum(self, scanNumber): """This function gets the number of MS reaction data items in the scan event for the scan @@ -533,4 +552,4 @@ def GetCentroidMassListFromScanNum(self, scanNumber): else: print("Profile scan {0} cannot be centroided!".format(scanNumber)) segmentedScan = self.source.GetSegmentedScanFromScanNumber(scanNumber, scanStatistics) - return np.array([DotNetArrayToNPArray(segmentedScan.Positions, float), DotNetArrayToNPArray(segmentedScan.Intensities, float)]) + return np.array([DotNetArrayToNPArray(segmentedScan.Positions, float), DotNetArrayToNPArray(segmentedScan.Intensities, float)]) \ No newline at end of file diff --git a/alphapept/score.py b/alphapept/score.py index 8fefb494..6a025493 100644 --- a/alphapept/score.py +++ b/alphapept/score.py @@ -168,7 +168,7 @@ def cut_fdr(df: pd.DataFrame, fdr_level:float=0.01, plot:bool=True, cut:bool=Tru if plot: import matplotlib.pyplot as plt plt.figure(figsize=(10, 5)) - plt.plot(df["score"], df["fdr"]) + plt.plot(df["score"].values, df["fdr"].values) plt.axhline(0.01, color="k", linestyle="--") plt.axvline(cutoff_value, color="r", linestyle="--") @@ -432,7 +432,7 @@ def train_RF(df: pd.DataFrame, 'score_rank', 'db_idx', 'feature_idx', 'precursor', 'query_idx', 'raw_idx', 'sequence', 'decoy', 'sequence_naked', 'target'], train_fdr_level: float = 0.1, - ini_score: str = 'x_tandem', + ini_score: str = 'hits', min_train: int = 1000, test_size: float = 0.8, max_depth: list = [5, 25, 50], @@ -970,22 +970,25 @@ def score_hdf(to_process: tuple, callback: Callable = None, parallel: bool=False if settings["score"]["method"] == 'random_forest': try: - classifier, features = train_RF(df_, n_jobs = settings['general']['n_processes']) + classifier, features = train_RF(df_, n_jobs = settings['general']['n_processes'], ini_score= settings['score']['ml_ini_score']) df_['score'] = classifier.predict_proba(df_[features])[:,1] except ValueError as e: - logging.info('ML failed. Defaulting to x_tandem score') + logging.info('ML failed. Defaulting to morpheus score') logging.info(f"{e}") - logging.info('Converting x_tandem score to probabilities') + logging.info('Converting morpheus score to probabilities') - x_, y_ = ecdf(df_['x_tandem'].values) + x_, y_ = ecdf(df_['score'].values) f = interp1d(x_, y_, bounds_error = False, fill_value=(y_.min(), y_.max())) df_['score'] = df_['x_tandem'].apply(lambda x: f(x)) - elif settings["score"]["method"] == 'x_tandem': df_['score'] = df_['x_tandem'] + elif settings["score"]["method"] == 'generic_score': + df_['score'] = df_['generic_score'] + elif settings["score"]["method"] == 'morpheus': + df_['score'] = df_['hits'] else: try: import importlib diff --git a/alphapept/search.py b/alphapept/search.py index fd667881..c57680ac 100644 --- a/alphapept/search.py +++ b/alphapept/search.py @@ -227,6 +227,7 @@ def get_psms( callback: Callable = None, prec_tol_calibrated:float = None, frag_tol_calibrated:float = None, + top_n: int = 10, **kwargs )->(np.ndarray, int): """[summary] @@ -243,6 +244,7 @@ def get_psms( callback (Callable, optional): Optional callback. Defaults to None. prec_tol_calibrated (float, optional): Precursor tolerance if calibration exists. Defaults to None. frag_tol_calibrated (float, optional): Fragment tolerance if calibration exists. Defaults to None. + top_n (int): Number of top-n hits to keep. Returns: np.ndarray: Numpy recordarray storing the PSMs. @@ -310,7 +312,6 @@ def get_psms( n_queries = len(query_masses) n_db = len(db_masses) - top_n = 5 if alphapept.performance.COMPILATION_MODE == "cuda": import cupy @@ -1267,7 +1268,7 @@ def search_parallel(settings: dict, calibration:Union[list, None] = None, fragme if len(output) > 0: psms = pd.concat(output) if ms_file_path[j] in df_cache: - temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms])) + temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]), settings['search']['top_n']) selector = temp['temp_idx'].values df_cache[ms_file_path[j]] = temp else: @@ -1298,7 +1299,7 @@ def search_parallel(settings: dict, calibration:Union[list, None] = None, fragme if len(output) > 0: psms = pd.concat(output) if ms_file_path[j] in df_cache: - temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms])) + temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]), settings['search']['top_n']) selector = temp['temp_idx'].values df_cache[ms_file_path[j]] = temp else: diff --git a/alphapept/settings.py b/alphapept/settings.py index 8a3674ee..7dc53c92 100644 --- a/alphapept/settings.py +++ b/alphapept/settings.py @@ -219,6 +219,7 @@ def save_settings(settings: dict, path: str): search["prec_tol"] = {'type':'spinbox', 'min':1, 'max':500, 'default':20, 'description':"Maximum allowed precursor mass offset."} search["frag_tol"] = {'type':'spinbox', 'min':1, 'max':500, 'default':50, 'description':"Maximum fragment mass tolerance."} +search["top_n"] = {'type':'spinbox', 'min':1, 'max':50, 'default':10, 'description':"Top n selection of peptides for search."} search["min_frag_hits"] = {'type':'spinbox', 'min':1, 'max':99, 'default':7, 'description':"Minimum number of fragment hits."} search["ppm"] = {'type':'checkbox', 'default':True, 'description':"Use ppm instead of Dalton."} search["calibrate"] = {'type':'checkbox', 'default':True, 'description':"Recalibrate masses."} @@ -235,7 +236,9 @@ def save_settings(settings: dict, path: str): # Score score = {} -score["method"] = {'type':'combobox', 'value':['x_tandem','random_forest'], 'default':'random_forest', 'description':"Scoring method."} +score["method"] = {'type':'combobox', 'value':['x_tandem','random_forest','generic_score','morpheus'], 'default':'random_forest', 'description':"Scoring method."} +score["ml_ini_score"] = {'type':'combobox', 'value':['x_tandem','hits','generic_score'], 'default':'generic_score', 'description':"Initial score for ML. Hits is equivalent to Morpehus score."} + SETTINGS_TEMPLATE["score"] = score # %% ../nbs/00_settings.ipynb 33 diff --git a/docs/index.html b/docs/index.html index d63a0459..f3a67cd8 100644 --- a/docs/index.html +++ b/docs/index.html @@ -410,7 +410,7 @@
Bruker Support
Thermo Support
  1. Install Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!
    2. -
  2. Install pythonnet with pip install pythonnet==2.5.2
    3. +
  3. Install pythonnet with pip install pythonnet>=2.5.2
@@ -440,7 +440,7 @@
Thermo Support
  • Save everything and execute . ~/.zshrc
      • -
    1. Install pythonnet with pip install pythonnet==2.5.2
      2. +
    2. Install pythonnet with pip install pythonnet>=2.5.2
    diff --git a/docs/search.json b/docs/search.json index b19ebc66..cdc55c59 100644 --- a/docs/search.json +++ b/docs/search.json @@ -760,7 +760,7 @@ "href": "index.html#python-installation-instructions", "title": "AlphaPept", "section": "Python Installation Instructions", - "text": "Python Installation Instructions\n\nRequirements\nWe highly recommend the Anaconda or Miniconda Python distribution, which comes with a powerful package manager. See below for additional instructions for Linux and Mac as they require additional installation of Mono to use the RawFileReader.\nAlphaPept can be used as an application as a whole or as a Python Package where individual modules are called. Depending on the use case, AlphaPept will need different requirements, and you might not want to install all of them.\nCurrently, we have the default requirements.txt, additional requirements to run the GUI gui and packages used for developing develop.\nTherefore, you can install AlphaPept in multiple ways:\n\nThe default alphapept\nWith GUI-packages alphapept[gui]\nWith pacakges for development alphapept[develop] (alphapept[develop,gui]) respectively\n\nThe requirements typically contain pinned versions and will be automatically upgraded and tested with dependabot. This stable version allows having a reproducible workflow. However, in order to avoid conflicts with package versions that are too strict, the requirements are not pinned when being installed. To use the strict version use the -stable-flag, e.g. alphapept[stable].\nFor end-users that want to set up a processing environment in Python, the \"alphapept[stable,gui-stable]\" is the batteries-included-version that you want to use.\n\n\nPython\nIt is strongly recommended to install AlphaPept in its own environment. 1. Open the console and create a new conda environment: conda create --name alphapept python=3.8 2. Activate the environment: conda activate alphapept 3. Install AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package without the GUI dependencies and without strict version dependencies, use pip install alphapept.\nIf AlphaPept is installed correctly, you should be able to import AlphaPept as a package within the environment; see below.\n\n\nLinux\n\nInstall the build-essentials: sudo apt-get install build-essential.\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\nInstall libgomp.1 with sudo apt-get install libgomp1.\n\n\nBruker Support\n\nCopy-paste the Bruker library for feature finding to your /usr/lib folder with sudo cp alphapept/ext/bruker/FF/linux64/alphapeptlibtbb.so.2 /usr/lib/libtbb.so.2.\n\n\n\nThermo Support\n\nInstall Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!\nInstall pythonnet with pip install pythonnet==2.5.2\n\n\n\n\n\nMac\n\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\n\n\nBruker Support\n\nOnly supported for preprocessed files.\n\n\n\nThermo Support\n\nInstall brew and pkg-config: brew install pkg-config\nInstall Mono from mono-project website Mono Mac\nRegister the Mono-Path to your system: For macOS Catalina, open the configuration of zsh via the terminal:\n\n\nType in cd to navigate to the home directory.\nType nano ~/.zshrc to open the configuration of the terminal\nAdd the path to your mono installation: export PKG_CONFIG_PATH=/usr/local/lib/pkgconfig:/usr/lib/pkgconfig:/Library/Frameworks/Mono.framework/Versions/Current/lib/pkgconfig:$PKG_CONFIG_PATH. Make sure that the Path matches to your version (Here 6.12.0)\nSave everything and execute . ~/.zshrc\n\n\nInstall pythonnet with pip install pythonnet==2.5.2\n\n\n\n\n\nDeveloper\n\nRedirect to the folder of choice and clone the repository: git clone https://github.com/MannLabs/alphapept.git\nNavigate to the alphapept folder with cd alphapept and install the package with pip install . (default users) or with pip install -e . to enable developers mode. Note that you can use the different requirements here aswell (e.g. pip install \".[gui-stable]\")\n\n\n\nGPU Support\nSome functionality of AlphaPept is GPU optimized that uses Nvidia’s CUDA. To enable this, additional packages need to be installed.\n\nMake sure to have a working CUDA toolkit installation that is compatible with CuPy. To check type nvcc --version in your terminal.\nInstall cupy. Make sure to install the cupy version matching your CUDA toolkit (e.g. pip install cupy-cuda110 for CUDA toolkit 11.0.\n\n\n\n\nAdditional Notes\n\nTo access Thermo files, we have integrated RawFileReader into AlphaPept. We rely on Mono for Linux/Mac systems.\n\n\nTo access Bruker files, we rely on the timsdata-library. Currently, only Windows is supported. For feature finding, we use the Bruker Feature Finder, which can be found in the ext folder of this repository.\n\n\nNotes for NBDEV\n\nFor developing with the notebooks, install the nbdev package (see the development requirements)\nTo facilitate navigating the notebooks, use jupyter notebook extensions. They can be called from a running jupyter instance like so: http://localhost:8888/nbextensions. The extensions collapsible headings and toc2 are very beneficial." + "text": "Python Installation Instructions\n\nRequirements\nWe highly recommend the Anaconda or Miniconda Python distribution, which comes with a powerful package manager. See below for additional instructions for Linux and Mac as they require additional installation of Mono to use the RawFileReader.\nAlphaPept can be used as an application as a whole or as a Python Package where individual modules are called. Depending on the use case, AlphaPept will need different requirements, and you might not want to install all of them.\nCurrently, we have the default requirements.txt, additional requirements to run the GUI gui and packages used for developing develop.\nTherefore, you can install AlphaPept in multiple ways:\n\nThe default alphapept\nWith GUI-packages alphapept[gui]\nWith pacakges for development alphapept[develop] (alphapept[develop,gui]) respectively\n\nThe requirements typically contain pinned versions and will be automatically upgraded and tested with dependabot. This stable version allows having a reproducible workflow. However, in order to avoid conflicts with package versions that are too strict, the requirements are not pinned when being installed. To use the strict version use the -stable-flag, e.g. alphapept[stable].\nFor end-users that want to set up a processing environment in Python, the \"alphapept[stable,gui-stable]\" is the batteries-included-version that you want to use.\n\n\nPython\nIt is strongly recommended to install AlphaPept in its own environment. 1. Open the console and create a new conda environment: conda create --name alphapept python=3.8 2. Activate the environment: conda activate alphapept 3. Install AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package without the GUI dependencies and without strict version dependencies, use pip install alphapept.\nIf AlphaPept is installed correctly, you should be able to import AlphaPept as a package within the environment; see below.\n\n\nLinux\n\nInstall the build-essentials: sudo apt-get install build-essential.\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\nInstall libgomp.1 with sudo apt-get install libgomp1.\n\n\nBruker Support\n\nCopy-paste the Bruker library for feature finding to your /usr/lib folder with sudo cp alphapept/ext/bruker/FF/linux64/alphapeptlibtbb.so.2 /usr/lib/libtbb.so.2.\n\n\n\nThermo Support\n\nInstall Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!\nInstall pythonnet with pip install pythonnet>=2.5.2\n\n\n\n\n\nMac\n\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\n\n\nBruker Support\n\nOnly supported for preprocessed files.\n\n\n\nThermo Support\n\nInstall brew and pkg-config: brew install pkg-config\nInstall Mono from mono-project website Mono Mac\nRegister the Mono-Path to your system: For macOS Catalina, open the configuration of zsh via the terminal:\n\n\nType in cd to navigate to the home directory.\nType nano ~/.zshrc to open the configuration of the terminal\nAdd the path to your mono installation: export PKG_CONFIG_PATH=/usr/local/lib/pkgconfig:/usr/lib/pkgconfig:/Library/Frameworks/Mono.framework/Versions/Current/lib/pkgconfig:$PKG_CONFIG_PATH. Make sure that the Path matches to your version (Here 6.12.0)\nSave everything and execute . ~/.zshrc\n\n\nInstall pythonnet with pip install pythonnet>=2.5.2\n\n\n\n\n\nDeveloper\n\nRedirect to the folder of choice and clone the repository: git clone https://github.com/MannLabs/alphapept.git\nNavigate to the alphapept folder with cd alphapept and install the package with pip install . (default users) or with pip install -e . to enable developers mode. Note that you can use the different requirements here aswell (e.g. pip install \".[gui-stable]\")\n\n\n\nGPU Support\nSome functionality of AlphaPept is GPU optimized that uses Nvidia’s CUDA. To enable this, additional packages need to be installed.\n\nMake sure to have a working CUDA toolkit installation that is compatible with CuPy. To check type nvcc --version in your terminal.\nInstall cupy. Make sure to install the cupy version matching your CUDA toolkit (e.g. pip install cupy-cuda110 for CUDA toolkit 11.0.\n\n\n\n\nAdditional Notes\n\nTo access Thermo files, we have integrated RawFileReader into AlphaPept. We rely on Mono for Linux/Mac systems.\n\n\nTo access Bruker files, we rely on the timsdata-library. Currently, only Windows is supported. For feature finding, we use the Bruker Feature Finder, which can be found in the ext folder of this repository.\n\n\nNotes for NBDEV\n\nFor developing with the notebooks, install the nbdev package (see the development requirements)\nTo facilitate navigating the notebooks, use jupyter notebook extensions. They can be called from a running jupyter instance like so: http://localhost:8888/nbextensions. The extensions collapsible headings and toc2 are very beneficial." }, { "objectID": "index.html#standalone-windows-installer", diff --git a/installer/one_click_windows/alphapept_innoinstaller.iss b/installer/one_click_windows/alphapept_innoinstaller.iss index 68c78023..7d7eaf15 100644 --- a/installer/one_click_windows/alphapept_innoinstaller.iss +++ b/installer/one_click_windows/alphapept_innoinstaller.iss @@ -2,7 +2,7 @@ ; SEE THE DOCUMENTATION FOR DETAILS ON CREATING INNO SETUP SCRIPT FILES! #define MyAppName "AlphaPept" -#define MyAppVersion "0.4.9" +#define MyAppVersion "0.5.0" #define MyAppPublisher "MannLabs" #define MyAppURL "https://github.com/MannLabs/alphapept" #define MyAppExeName "alphapept.exe" diff --git a/installer/one_click_windows/create_installer_windows.bat b/installer/one_click_windows/create_installer_windows.bat index 87f45133..669b20e4 100644 --- a/installer/one_click_windows/create_installer_windows.bat +++ b/installer/one_click_windows/create_installer_windows.bat @@ -12,7 +12,7 @@ call DEL /F/Q/S dist > NUL call RMDIR /Q/S build call RMDIR /Q/S dist call python setup.py sdist bdist_wheel -call pip install dist/alphapept-0.4.9-py3-none-any.whl[stable,gui-stable] +call pip install dist/alphapept-0.5.0-py3-none-any.whl[stable,gui-stable,legacy-stable] call pip install pyinstaller==4.10 call cd installer/one_click_windows call pyinstaller ../alphapept.spec -y diff --git a/nbs/.gitignore b/nbs/.gitignore index 075b2542..2efb7a86 100644 --- a/nbs/.gitignore +++ b/nbs/.gitignore @@ -1 +1 @@ -/.quarto/ +/.quarto/ \ No newline at end of file diff --git a/nbs/00_settings.ipynb b/nbs/00_settings.ipynb index fadb6217..6aa3bd94 100644 --- a/nbs/00_settings.ipynb +++ b/nbs/00_settings.ipynb @@ -944,6 +944,7 @@ "\n", "search[\"prec_tol\"] = {'type':'spinbox', 'min':1, 'max':500, 'default':20, 'description':\"Maximum allowed precursor mass offset.\"}\n", "search[\"frag_tol\"] = {'type':'spinbox', 'min':1, 'max':500, 'default':50, 'description':\"Maximum fragment mass tolerance.\"}\n", + "search[\"top_n\"] = {'type':'spinbox', 'min':1, 'max':50, 'default':10, 'description':\"Top n selection of peptides for search.\"}\n", "search[\"min_frag_hits\"] = {'type':'spinbox', 'min':1, 'max':99, 'default':7, 'description':\"Minimum number of fragment hits.\"}\n", "search[\"ppm\"] = {'type':'checkbox', 'default':True, 'description':\"Use ppm instead of Dalton.\"}\n", "search[\"calibrate\"] = {'type':'checkbox', 'default':True, 'description':\"Recalibrate masses.\"}\n", @@ -1026,6 +1027,12 @@ " max: 10000\n", " min: 100\n", " type: spinbox\n", + "top_n:\n", + " default: 1\n", + " description: Top n selection of peptides for search.\n", + " max: 50\n", + " min: 1\n", + " type: spinbox\n", "\n" ] } @@ -1051,7 +1058,9 @@ "# Score\n", "score = {}\n", "\n", - "score[\"method\"] = {'type':'combobox', 'value':['x_tandem','random_forest'], 'default':'random_forest', 'description':\"Scoring method.\"}\n", + "score[\"method\"] = {'type':'combobox', 'value':['x_tandem','random_forest','generic_score','morpheus'], 'default':'random_forest', 'description':\"Scoring method.\"}\n", + "score[\"ml_ini_score\"] = {'type':'combobox', 'value':['x_tandem','hits','generic_score'], 'default':'generic_score', 'description':\"Initial score for ML. Hits is equivalent to Morpehus score.\"}\n", + "\n", "SETTINGS_TEMPLATE[\"score\"] = score" ] }, @@ -1071,6 +1080,16 @@ " value:\n", " - x_tandem\n", " - random_forest\n", + " - generic_score\n", + " - morpheus\n", + "ml_ini_score:\n", + " default: hits\n", + " description: Initial score for ML. Hits is equivalent to Morpehus score.\n", + " type: combobox\n", + " value:\n", + " - x_tandem\n", + " - hits\n", + " - generic_score\n", "\n" ] } @@ -1393,7 +1412,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/01_chem.ipynb b/nbs/01_chem.ipynb index 43ab8902..103553b6 100644 --- a/nbs/01_chem.ipynb +++ b/nbs/01_chem.ipynb @@ -278,7 +278,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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    " ] @@ -497,7 +497,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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GQHsLYjMzsxpakSweA3aWtKokAXsDDwA3AgflcSYAV7UgNjMzq6EVbRa3kxqy/wLMyjFMAT4PnCDpIWAd4Py+js3MzGobWDxK74uI04DTOhQ/DOzUgnDMzKyAr+A2M7NChUcWklYCtiedubQIuC8i5jc7MDMzK49Ok4WkzUjtCPsADwILgFWALSW9DJwLXBQRb/RFoGZm1jr1jizOAH4EHBsRUT1A0tuAw4CPk662NjOz5VinySIiDq0zbD5wdjMCMjOz8mm4gVvS5pJ+JumXknZpZlBmZlYu9dosVomIV6qKvgqclF//GtihiXGZmVmJ1Duy+LWkI6reLwZGARsDS5oZlJmZlUu9ZLEvMFTSbyW9F/gcMA74MHB4XwRnZmblUK+BewlwjqRLgFOBfwdOiYi/91VwZmZWDvXaLN4NTAReA75OuiDva5Laga9GxMI+idDMzFqu3nUW5wL7A6sDF0TEbsAhkvYALidVSZmZ2QqgXrJ4ndSgvRrp6AKAiLgZuLm5YZmZWZnUSxaHAceSEsURdcYzM7PlXL1k8WBEnFhvYknqeCsQMzNb/tQ7dfZGSZ+VNLK6UNJgSXtJuojUo52ZmS3n6h1Z7At8ArhM0ibAQtJdZwcA1wFnR8TMpkdoZmYtV+86i1eAHwI/lDQIWBdY5FNmzcxWPA11qxoRi4F5TY7FzMxKyt2qmplZIScLMzMrVJgs8hlRa/VFMGZmVk6NHFmsB9wp6QpJ+0pSs4MyM7NyKUwWEXEKsAVwPnAk8KCkr0varMmxmZlZSTTUZpGv0n4yP14H1gKulPTNJsZmZmYlUXjqrKTjSfeGeho4D5gYEYslrQQ8yNKuVs3MbDnVyHUWawMHRsSj1YUR8YakDzYnLDMzK5NGqqE27Zgocu95RMTspkRlZmal0kiy2Lr6jaQBwDubE46ZmZVRp8lC0iRJLwDbSXo+P14A5gNX9VmEZmbWcp0mi4g4MyLWACZHxND8WCMi1omIST1ZqKRhkq6U9FdJsyXtImltSb+T9GB+9oWAZmYlUe/I4u355S8k7djx0cPlfg/4bUS8HdgemA2cDFwfEVsA1+f3ZmZWAvXOhjoBOAb4do1hAezVnQVKWhN4L+kCPyLiNeA1SQcAe+bRLgJuAj7fnWWYmVnvqtefxTH5+V96eZmbAAuACyRtD9wFHA+sFxGV26A/SbrNyFtIOoaUxBg5cmStUczMrJc1ciPBj0paI78+RdJUSWN6sMyBwI7AjyJiDPASHaqc8hXjNfv2jogpETE2IsYOHz68B2GYmVmjGjl19tSIeEHSe4B9SPeI+nEPljkXmBsRt+f3V5KSx1OSNgDIz/N7sAwzM+tFjSSLJfn5A8CUiPgNMLi7C4yIJ4HHJY3ORXsDDwBXAxNy2QR8eq6ZWWk0cruPdknnAu8DviFpZXreadJngZ9LGgw8DByV53mFpKOBR4GDe7gMMzPrJY0ki4OBfYFvRcTCXEU0sScLjYi7gbE1Bu3dk/mamVlzNNKfxcukKqGXJI0EBgF/bXZgZmZWHo3covyzwGnAU8AbuTiA7ZoYl5mZlUgj1VDHA6Mj4plmB2NmZuXUSEP148BzzQ7EzMzKq5Eji4eBmyT9Bni1UhgR32laVCugaTPbmTx9Dk8sXMSIYUOYOG4048e0tTosMzOgsWTxWH4MpgfXV1jnps1sZ9LUWSxanC5paV+4iElTZwE4YZhZKRQmi4j4MoCkVfOZUdbLJk+f82aiqFi0eAmTp89xsjCzUmjk3lC7SHqAfLqspO0l/bDpka1Anli4qEvlZmZ9rZEG7rOBccAzABFxD+kW49ZLRgwb0qVyM7O+1tBtOyLi8Q5FS2qOaN0ycdxohgwasEzZkEEDmDhudCdTmJn1rUYauB+XtCsQkgaRrruY3dywViyVdomTrryX15a8QZvPhjKzkmkkWRxH6ga1DWgHrgM+3cygVkTjx7Rx2R2PAXD5sbu0OBozs2U1kixGR8Th1QWSdgNuaU5IZmZWNo20WfxPg2VmZrac6vTIQtIuwK7AcEknVA0aCgyoPZWZmS2P6lVDDQZWz+OsUVX+PHBQM4MyM7Ny6TRZRMTNwM2SLoyIR/swJjMzK5lGGrhXljQFGFU9fkTs1aygzMysXBpJFr8Afgychy/GMzNbITWSLF6PiB81PRIzMyutRk6d/bWkT0vaQNLalUfTIzMzs9Jo5MhiQn6eWFUWwKa9H46ZmZVRI/1ZbNIXgZiZWXnVuyjvwHoTRsTU3g/HzMzKqN6RxYfqDAvAycLMbAVR76K8o/oyEDMzK6+GOj8yM7MVm5OFmZkVcrIwM7NChclC0qqSTpX0k/x+C0kfbH5oZmZWFo0cWVwAvApU+vpsB85oWkRmZlY6jSSLzSLim8BigIh4GVBPFyxpgKSZkq7J7zeRdLukhyRdLmlwT5dhZma9o5Fk8ZqkIaRrK5C0GelIo6eOB2ZXvf8G8N2I2Bx4Fji6F5ZhZma9oJFkcTrwW2AjST8HrgdO6slCJW0IfIB023MkCdgLuDKPchEwvifLMDOz3tPIvaGuk3QXsDOp+un4iHi6h8s9m5RwKt21rgMsjIjX8/u5QFutCSUdAxwDMHLkyB6GYWZmjWjkbKhfA+8HboqIa3qaKPKZVPMj4q7uTB8RUyJibESMHT58eE9CMTOzBjVSDfUtYHfgAUlXSjpI0io9WOZuwL9KegT4X1L10/eAYZIqRzobks66MjOzEihMFhFxc0R8mtR/xbnAwcD87i4wIiZFxIYRMQo4BLghIg4HbgQOyqNNAK7q7jLMzKx3NXQFdz4b6iPAccC7SA3Qve3zwAmSHiK1YZzfhGWYmVk3FDZwS7oC2Il0RtQ5wM0R8UZvLDwibgJuyq8fzssxM7OSaaRb1fOBQyNiSbODMTOzcqrXU95eEXEDsBpwQLoUYin3lGdmtuKod2SxB3ADtXvMc095ZmYrkHo95Z2WX34lIv5RPUzSJk2NyszMSqWRs6F+WaPsyhplZma2nKrXZvF2YGtgTUkHVg0aCvTkojwzM+tn6rVZjAY+CAxj2XaLF4BPNTEmMzMrmXptFlcBV0naJSJu7cOYzMysZBq5zmKmpM+QqqTerH6KiE80LSozMyuVRhq4LwHWB8YBN5Nu8vdCM4MyM7NyaSRZbB4RpwIvRcRFpE6L3t3csMzMrEwaSRaL8/NCSdsAawJva15IZmZWNo20WUyRtBZwKnA1sDrwpaZGZWZmpdJIt6rn5Zc3k/q0MDOzFUy9i/JOqDdhRHyn98MxM7MyqndksUafRWFmZqVW76K8L/dlIGZmVl6FZ0NJ2lLS9ZLuy++3k3RK80MzM7OyaOTU2Z8Ak8in0EbEvcAhzQzKzMzKpZFksWpE3NGh7PVmBGNmZuXUSLJ4WtJmpN7xkHQQMK+pUZmZWak0clHeZ4ApwNsltQP/AA5valRmZlYqjVyU9zCwj6TVSEciL5PaLB5tcmxmZlYSnVZDSRoqaZKkcyS9j5QkJgAPAQf3VYBmZtZ69Y4sLgGeBW4l9Yz3RUDAhyPi7uaHZmZmZVEvWWwaEdsCSDqP1Kg9MiJe6ZPIzMysNOqdDVW5NTkRsQSY60RhZrZiqndksb2k5/NrAUPyewEREUObHp2ZmZVCvXtDDejLQMzMrLwauSjPzMxWcH2eLCRtJOlGSQ9Iul/S8bl8bUm/k/Rgfl6rr2MzM7PaWnFk8TpwYkRsBewMfEbSVsDJwPURsQVwfX5vZmYl0OfJIiLmRcRf8usXgNlAG3AAcFEe7SJgfF/HZmZmtbW0zULSKGAMcDuwXkRUblD4JLBeJ9McI2mGpBkLFizom0DNzFZwLUsWklYHfgn8V0Q8Xz0sIoJ8l9uOImJKRIyNiLHDhw/vg0jNzKwlyULSIFKi+HlETM3FT0naIA/fAJjfitjMzOytWnE2lIDzgdkR8Z2qQVeTblRIfr6qr2MzM7PaGunPorftBnwcmCXp7lz2BeAs4ApJR5Nuf+4725bAtJntTJ4+hycWLmLEsCFMHDea8WPaWh2WmfWxPk8WEfEn0i1Datm7L2Ox+qbNbGfS1FksWrwEgPaFi5g0dRaAE4bZCsZXcFunJk+f82aiqFi0eAmTp89pUURm1ipOFtapJxYu6lK5mS2/nCysUyOGDelSuZktv5wsrFMTx41myKBlbz48ZNAAJo4b3aKIzKxVWnE2lPUTlUbsk668l9eWvEGbz4YyW2E5WVhd48e0cdkdjwFw+bG7tDgaM2sVV0OZmVkhJwszMyvkZGFmZoWcLMzMrJCThZmZFXKyMDOzQk4WZmZWyMnCzMwKOVmYmVkhJwszMyvkZGFmZoWcLMzMrJCThZmZFXKyMDOzQk4WZmZWyMnCzMwKOVmYmVkh95Rn/dK0me1Mnj6HJxYuYoS7ezVrOicL63emzWxn0tRZLFq8BID2hYuYNHUWgBOGWZO4Gsr6ncnT57yZKCoWLV7C5OlzWhSR2fLPycL6nScWLupSuZn1nJOF9Tsjhg3pUrmZ9ZyThfU7E8eNZsigAcuUDRk0gInjRrcoIrPlnxu4rd+pNGKfdOW9vLbkDdp8NpRZ0zlZWL80fkwbl93xGACXH7tLi6NZyqf02vKqVMlC0r7A94ABwHkRcVaLQzJrWNlP6S1rInNc/SOu0rRZSBoA/ADYD9gKOFTSVq2NyqxxZT6lt5LI2hcuIliayKbNbHdcjqshioimL6QRknYBTo+Icfn9JICIOLOzacaOHRszZszo8rIuOPSzrL/gcbbaYGh3w22KB+Y9D+C4GlS2uG57+JlOh+286Tp9GMlbzXxsIa++vuQt5SsPHMCYkcP6PqDMcXVNdVwPr9nGudsdAEDbsCHccvJeDc9H0l0RMbYryy5TNVQb8HjV+7nAuzuOJOkY4BiAkSNHdmtB+227Aa/Ofq5b0zZTWTZ6HTmuxqw8cECnG5hWqxVXvfK+4ri6prPl98U1RmVKFg2JiCnAFEhHFt2Zx/pf+EKvxmQGMHNmO6dXtVlAOqX3zAO3ZeMW13UfdtYNtNfYoLQNG8LHurBH2tscV9d0FldfXGNUmjYLoB3YqOr9hrnMrF8YP6aNMw/clrZhQxBpw3LmgduWolG0rNemOK6uaWVcZTqyuBPYQtImpCRxCHBYa0My65rxY9pKkRw6qsRUtrN7HFf/ias0DdwAkvYHziadOvvTiPhavfG728BtZrYi6+8N3ETEtcC1rY7DzMyWVaY2CzMzKyknCzMzK+RkYWZmhZwszMysUKnOhuoqSQuAR/tgUesCT/fBcrrKcXVNGeMqY0zguLqqv8W1cUQM78qM+nWy6CuSZnT1NLO+4Li6poxxlTEmcFxdtSLE5WooMzMr5GRhZmaFnCwaM6XVAXTCcXVNGeMqY0zguLpquY/LbRZmZlbIRxZmZlbIycLMzAqtkMlC0k8lzZd0X1XZ2pJ+J+nB/LxWLpek70t6SNK9knasmmZCHv9BSRNKFNdvJS2UdE1PY+qtuCTtIOlWSffn8o+VJK6NJf1F0t05tuPKEFfVdEMlzZV0TlnikrQkf153S7q6RHGNlHSdpNmSHpA0qtVxSfqXqs/qbkmvSBrf6rjysG/m3/zsPI7qLjgiVrgH8F5gR+C+qrJvAifn1ycD38iv9wf+DxCwM3B7Ll8beDg/r5Vfr9XquPKwvYEPAdeU6PPaEtgivx4BzAOGlSCuwcDK+fXqwCPAiFbHVTXd94BLgXPK8D3mYS/2xu+qCXHdBLyv6rtctQxxVU27NvDPMsQF7ArcQuoOYgBwK7Bn3eX25pfenx7AqA4f9hxgg/x6A2BOfn0ucGjH8YBDgXOrypcZr1VxVb3fk15KFr0ZV1X5PeTkUZa4gHWAx+hhsuituIB3Av8LHEkvJItejKtXk0VvxAVsBfypbHF1mNcxwM/LEBewC3AXMARYFZgBvKPeMlfIaqhOrBcR8/LrJ4H18us24PGq8ebmss7KWx1XX+l2XJJ2Iu3R/70McUnaSNK9efg3IuKJVsclaSXg28DnmhBLt+PKr1eRNEPSbT2tUunFuLYEFkqaKmmmpMmSlu1/tDVxVTsEuKwJMXU5roi4FbiRdIQ/D5geEbPrLcDJooZIKbh05xQvD3FJ2gC4BDgqIt4oQ1wR8XhEbAdsDkyQtF7RNH0Q16eBayNibjNjqdaF73HjSLeQOAw4W9JmJYhrILA7Kbm+C9iUdETW6riAN3/32wLTmxkTNBaXpM2BdwAbkhLKXpJ2rzeNk8VST+UvtPLFzs/l7cBGVeNtmMs6K291XH2ly3FJGgr8BvhiRNxWlrgq8hHFfaSNTqvj2gX4D0mPAN8CjpB0VgniIiIqzw+T2gnGlCCuucDdEfFwRLwOTCPV67c6roqDgV9FxOImxNSduD4M3BYRL0bEi6R2jV3qLcDJYqmrgcoZTROAq6rKj8hnFewMPJcP96YD75e0Vj7z4P00Z6+hq3H1lS7FJWkw8Cvg4oi4skRxbShpCED+Ht9DqtdtaVwRcXhEjIyIUaS95Ysj4uRWx5V/7ysDSFoX2A14oNVxAXcCwyRV7qS6V0niqjiU5lVBdSeux4A9JA2UNAjYA6hbDdWrjUH95UH60uYBi0l7JEeTGjevBx4Efg+snccV8ANS/fosYGzVfD4BPJQfR5Uorj8CC4BFeT7jWh0X8G95+rurHjuUIK73AfeSGtzvBY4py/dYNb8j6Z2zoXrj89o1v78nPx9dhrg6fJezgAuBwSWJaxRpb36lnn5Wvfg9DiA1fs8mJdXvFC3Xt/swM7NCroYyM7NCThZmZlbIycLMzAo5WZiZWSEnCzMzK+RkYf2KpJD0s6r3AyUtUMEddiUdqV64c2uHeZ4uqdu348i3pdghvx4o6UVJ/1Y1/C51uAtth+mvlTSsYBk3SRpbo3wHSft3N3Zb8ThZWH/zErBN5UI60rn1fXnlerdJGtih6BbSdQsA2wN/q7yXtBqwGel6hpoiYv+IWNjNcHYg3ZHUrCFOFtYfXQt8IL9e5spYpfv6T1O6d/9tkrbrOLGk4ZJ+KenO/Ngtl68u6QJJs/L0H8nlL1ZNe5CkC2vM81N5Xvfkea+ayy+U9GNJt5NuI13tzyxNFrsCPyZtxAF2Au6KiCWS/k3SHUr9IZyrfIM8SY/kq6iRdKqkOZL+JOmyDkc8H83T/03S7vlq+q8AH8vz7HHfIrb8c7Kw/uh/gUMkrQJsB9xeNezLwMxINwb8AnBxjem/B3w3It4FfAQ4L5efSrodwrZ5+hu6ENPUiHhXRGxPuir26KphGwK7RsQJHaapPrLYFfgD8KqkNfL7P0t6B/AxYLeI2AFYAhxePRNJlfXYHtgP6FjtNDAidgL+CzgtIl4DvgRcHhE7RMTlXVhPW0F1PCw2K72IuFepF7RDSUcZ1d5D2nASETdIWkfpBobV9gG20tKOwYZKWj2XH1K1nGe7ENY2ks4AhpE63qm+T9gvImJJjfV4VNJgSesDbyfdk+pO4N2kZPE/pI6s3gncmeMdwtKbxFXsBlwVEa8Ar0j6dYfhU/PzXaRbT5h1mZOF9VdXk+7GuifpvjhdsRKwc964vkmd9ypZfU+cVToZ50JgfETcI+nIHFfFS3Vi+TPwUWBeRISk20gb/51IvZdtAVwUEZPqzKPIq/l5Cf7PWze5Gsr6q58CX46IWR3K/0iuppG0J/B0RDzfYZzrgM9W3lTOSAJ+B3ymqnyt/PIpSe9Q6pDow53EswYwL9/B8/BOxqnlz6TqoVvz+1uBI4AnI+I50s3hDpL0thzT2pI27jCPW4APSVolHyF9sIHlvpBjNmuIk4X1SxExNyK+X2PQ6cA7lXq+O4ult22u9p/A2NyI/QBwXC4/A1hL0n2S7gH+JZefDFxD2rB3dhv4U0ltJ7cAf+3CqtxC6qjn1rxe80h3BP1zfv8AcApwXV6n35G6xXxTRNxJOtK6l9QvwSzguYLl3kiqinMDtzXEd501Ww5IWj0iXsxnYf2BdKv1v7Q6Llt+uP7SbPkwRdJWpDaVi5worLf5yMLMzAq5zcLMzAo5WZiZWSEnCzMzK+RkYWZmhZwszMys0P8D3Dvj08nlkNsAAAAASUVORK5CYII=\n", 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", 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    " ] @@ -602,7 +602,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/02_io.ipynb b/nbs/02_io.ipynb index 8c81fb39..26c2e5e9 100644 --- a/nbs/02_io.ipynb +++ b/nbs/02_io.ipynb @@ -10,6 +10,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -19,8 +20,11 @@ "\n", "* `.raw` files for `Thermo` raw data.\n", "* `.d` folders for `Bruker` raw data.\n", + "* `.wiff` files for `SciEx` raw data.\n", "* `.mzML` for generic input.\n", "\n", + "Since 0.5.0, AlphaPept uses [AlphaTims](https://github.com/MannLabs/alphatims) and [AlphaRaw](https://github.com/MannLabs/alpharaw) to import Bruker and Thermo files.\n", + "\n", "After reading these input files, AlphaPept uses several preprocessing functions to prepare it for subsequent analysis. Functions include, for instance:\n", "\n", "* Centroiding of profile data to centroided data.\n", @@ -30,47 +34,20 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "## Reading raw input\n", - "\n", - "Input can be read from three different files formats:\n", - "\n", - "* `.raw` files describing `Thermo` raw data.\n", - "* `.d` folders describing `Bruker` raw data.\n", - "* `.mzML` files describing generic input.\n", + "## Preprocessing data\n", "\n", - "All reading functions return a `query_data` dictionary similar to the following structure:\n", + "Raw data needs to be preprocessed to simplify it for AlphaPept analysis. Currently, this requires:\n", "\n", - "```\n", - "query_data = {\n", - " \"scan_list_ms1\": np.array(...)\n", - " \"rt_list_ms1\": np.array(...)\n", - " \"mass_list_ms1\": np.array(...)\n", - " \"int_list_ms1\": np.array(...)\n", - " \"ms_list_ms1\": np.array(...)\n", - " \"scan_list_ms2\": np.array(...)\n", - " \"rt_list_ms2\": np.array(...)\n", - " \"mass_list_ms2\": mass_list_ms2\n", - " \"int_list_ms2\": int_list_ms2\n", - " \"ms_list_ms2\": np.array(...)\n", - " \"prec_mass_list2\": np.array(...)\n", - " \"mono_mzs2\": np.array(...)\n", - " \"charge2\": np.array(...)\n", - "}\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Thermo\n", + "* Profiling of the data\n", + "* Trimming of spectra to retain only the 'n'-most intense peaks\n", "\n", - "To read Thermo files, AlphaPept uses the `pyrawfilereader` package, a Python implementation of the commonly used `rawfilereader` tool. By using the custom python version, Thermo files can be read without having to install `MSFileReader`.\n", + "### Centroiding profile data\n", "\n", - "The user can pass an additional flag `use_profile_ms1`. This will then use the profile data which is not centroided already an peform centroiding. Note that this will lead to slightly different intensities, as the centroided data uses the apex and the centroid algorithm the summed intensity." + "Importing raw data frequently results in profile data. When having profile data, Alphapept first needs to perform centroiding to use this data properly. For this, it needs to search local maxima (\"peaks\") of the intensity as a function of m/z. For this AlphaPept uses the function `get_peaks`. A peak is described by three points, the `start` of the peak, the `center`, and the `end`. The function accepts an intensity array and calculates the delta (gradient) between consecutive data points to determine the start, center, and end." ] }, { @@ -80,137 +57,111 @@ "outputs": [], "source": [ "#| export\n", - "def load_thermo_raw(\n", - " raw_file_name: str,\n", - " n_most_abundant: int,\n", - " use_profile_ms1: bool = False,\n", - " callback: callable = None,\n", - ") -> tuple:\n", - " \"\"\"Load raw thermo data as a dictionary.\n", + "from numba import njit\n", + "import numpy as np\n", + "\n", + "@njit\n", + "def get_peaks(int_array: np.ndarray) -> list:\n", + " \"\"\"Detects peaks in an array.\n", "\n", " Args:\n", - " raw_file_name (str): The name of a Thermo .raw file.\n", - " n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum.\n", - " use_profile_ms1 (bool): Use profile data or centroid it beforehand. Defaults to False.\n", - " callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None.\n", + " int_array (np.ndarray): An array with intensity values.\n", "\n", " Returns:\n", - " tuple: A dictionary with all the raw data and a string with the acquisition_date_time\n", + " list: A regular Python list with all peaks.\n", + " A peak is a triplet of the form (start, center, end)\n", "\n", " \"\"\"\n", - " from alphapept.pyrawfilereader import RawFileReader\n", - " rawfile = RawFileReader(raw_file_name)\n", - "\n", - " spec_indices = np.array(\n", - " range(rawfile.FirstSpectrumNumber, rawfile.LastSpectrumNumber + 1)\n", - " )\n", - "\n", - " scan_list = []\n", - " rt_list = []\n", - " mass_list = []\n", - " int_list = []\n", - " ms_list = []\n", - " prec_mzs_list = []\n", - " mono_mzs_list = []\n", - " charge_list = []\n", - "\n", - " for idx, i in enumerate(spec_indices):\n", - " try:\n", - " ms_order = rawfile.GetMSOrderForScanNum(i)\n", - " rt = rawfile.RTFromScanNum(i)\n", - "\n", - " if ms_order == 2:\n", - " prec_mz = rawfile.GetPrecursorMassForScanNum(i, 0)\n", - "\n", - " mono_mz, charge = rawfile.GetMS2MonoMzAndChargeFromScanNum(i)\n", - " else:\n", - " prec_mz, mono_mz, charge = 0,0,0\n", - "\n", - " if use_profile_ms1:\n", - " if ms_order == 2:\n", - " masses, intensity = rawfile.GetCentroidMassListFromScanNum(i)\n", - " masses, intensity = get_most_abundant(masses, intensity, n_most_abundant)\n", - " else:\n", - " masses, intensity = rawfile.GetProfileMassListFromScanNum(i)\n", - " masses, intensity = centroid_data(masses, intensity)\n", - "\n", - " else:\n", - " masses, intensity = rawfile.GetCentroidMassListFromScanNum(i)\n", - " if ms_order == 2:\n", - " masses, intensity = get_most_abundant(masses, intensity, n_most_abundant)\n", - "\n", - " scan_list.append(i)\n", - " rt_list.append(rt)\n", - " mass_list.append(np.array(masses))\n", - " int_list.append(np.array(intensity, dtype=np.int64))\n", - " ms_list.append(ms_order)\n", - " prec_mzs_list.append(prec_mz)\n", - " mono_mzs_list.append(mono_mz)\n", - " charge_list.append(charge)\n", - " except KeyboardInterrupt as e:\n", - " raise e\n", - " except SystemExit as e:\n", - " raise e\n", - " except Exception as e:\n", - " logging.info(f\"Bad scan={i} in raw file '{raw_file_name}': {e}\")\n", - "\n", - " if callback:\n", - " callback((idx+1)/len(spec_indices))\n", - "\n", - " scan_list_ms1 = [scan_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", - " rt_list_ms1 = [rt_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", - " mass_list_ms1 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", - " int_list_ms1 = [int_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", - " ms_list_ms1 = [ms_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", - "\n", - " scan_list_ms2 = [scan_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " rt_list_ms2 = [rt_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " mass_list_ms2 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " int_list_ms2 = [int_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " ms_list_ms2 = [ms_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " mono_mzs2 = [mono_mzs_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " charge2 = [charge_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - "\n", - " prec_mass_list2 = [\n", - " calculate_mass(mono_mzs_list[i], charge_list[i])\n", - " for i, _ in enumerate(ms_list)\n", - " if _ == 2\n", - " ]\n", + " peaklist = []\n", + " gradient = np.diff(int_array)\n", + " start, center, end = -1, -1, -1\n", "\n", - " check_sanity(mass_list)\n", + " for i in range(len(gradient)):\n", "\n", - " query_data = {}\n", + " grad = gradient[i]\n", "\n", - " query_data[\"scan_list_ms1\"] = np.array(scan_list_ms1)\n", - " query_data[\"rt_list_ms1\"] = np.array(rt_list_ms1)\n", - " query_data[\"mass_list_ms1\"] = np.array(mass_list_ms1, dtype=object)\n", - " query_data[\"int_list_ms1\"] = np.array(int_list_ms1, dtype=object)\n", - " query_data[\"ms_list_ms1\"] = np.array(ms_list_ms1)\n", + " if (end == -1) & (center == -1): # No end and no center yet\n", + " if grad <= 0: # If decreasing, move start point\n", + " start = i\n", + " else: # If increasing set as center point\n", + " center = i\n", "\n", - " query_data[\"scan_list_ms2\"] = np.array(scan_list_ms2)\n", - " query_data[\"rt_list_ms2\"] = np.array(rt_list_ms2)\n", - " query_data[\"mass_list_ms2\"] = mass_list_ms2\n", - " query_data[\"int_list_ms2\"] = int_list_ms2\n", - " query_data[\"ms_list_ms2\"] = np.array(ms_list_ms2)\n", - " query_data[\"prec_mass_list2\"] = np.array(prec_mass_list2)\n", - " query_data[\"mono_mzs2\"] = np.array(mono_mzs2)\n", - "# TODO: Refactor charge2 to be consistent: charge_ms2\n", - " query_data[\"charge2\"] = np.array(charge2)\n", + " if (end == -1) & (\n", + " center != -1\n", + " ): # If we have a centerpoint and it is still increasing set as new center\n", + " if grad >= 0:\n", + " center = i\n", + " else: # If it is decreasing set as endpoint\n", + " end = i\n", "\n", - " acquisition_date_time = rawfile.GetCreationDate()\n", + " if end != -1: # If we have and endpoint and it is going down\n", + " if grad < 0:\n", + " end = i # Set new Endpoint\n", + " else: # if it stays the same or goes up set a new peak\n", + " peaklist.append((start + 1, center + 1, end + 1))\n", + " start, center, end = end, -1, -1 # Reset start, center, end\n", "\n", - " rawfile.Close()\n", + " if end != -1:\n", + " peaklist.append((start + 1, center + 1, end + 1))\n", "\n", - " return query_data, acquisition_date_time" + " return peaklist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Bruker\n", + "A quick test to illustrate the function:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(2, 6, 9), (9, 13, 16)]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", + "get_peaks(int_array)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| hide\n", + "def test_get_peaks():\n", + " int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", + " assert get_peaks(int_array) == [(2, 6, 9), (9, 13, 16)]\n", + " \n", + "test_get_peaks()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To determine the center of the peak, we distinguish based on the number of raw data points that are contained in the peak:\n", "\n", - "To access Bruker files, AlphaPept relies on the external `timsdata` library from Bruker (available in the `alphatims\\ext` folder, licenses are applicable). Unfortunately, these libraries are only available on Windows and Linux. As a result, the reading of raw data is not available on macOS. However, once raw data is converted to `.ms_data.hdf` output, other workflow steps (besides feature feating) are possible without problems on macOS." + "* One data point: m/z value of this point is taken as the center\n", + "* Two datapoints: Average of the two m/z values, weighted by the intensities\n", + "* Three or more data points: Gaussian estimation of the center position.\n", + "\n", + "For the Gaussian estimation, only the three central points are used to fit a Gaussian Peak shape. The Gaussian is then approximated with the logarithm. \n", + "\n", + "The gaussian estimator is defined in `gaussian_estimator` and is used by the wrapper `get_centroid`." ] }, { @@ -220,86 +171,106 @@ "outputs": [], "source": [ "#| export\n", - "def load_bruker_raw(\n", - " d_folder_name: str,\n", - " n_most_abundant: int,\n", - " callback: callable = None,\n", - " **kwargs\n", + "from numba import njit\n", + "\n", + "@njit\n", + "def get_centroid(\n", + " peak: tuple,\n", + " mz_array: np.ndarray,\n", + " int_array: np.ndarray\n", ") -> tuple:\n", - " \"\"\"Load raw Bruker data as a dictionary.\n", + " \"\"\"Wrapper to estimate centroid center positions.\n", "\n", " Args:\n", - " d_folder_name (str): The name of a Bruker .d folder.\n", - " n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum.\n", - " callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None.\n", + " peak (tuple): A triplet of the form (start, center, end)\n", + " mz_array (np.ndarray): An array with mz values.\n", + " int_array (np.ndarray): An array with intensity values.\n", "\n", " Returns:\n", - " tuple: A dictionary with all the raw data and a string with the acquisition_date_time\n", - "\n", + " tuple: A tuple of the form (center, intensity)\n", " \"\"\"\n", - " import sqlalchemy as db\n", - " import pandas as pd\n", - " from alphapept.constants import mass_dict\n", - " from alphapept.ext.bruker import timsdata\n", - " from alphapept.io import list_to_numpy_f32, get_most_abundant\n", - "\n", - " tdf = os.path.join(d_folder_name, 'analysis.tdf')\n", - " engine = db.create_engine('sqlite:///{}'.format(tdf))\n", - " prec_data = pd.read_sql_table('Precursors', engine)\n", - " frame_data = pd.read_sql_table('Frames', engine)\n", - " frame_data = frame_data.set_index('Id')\n", - "\n", - " global_metadata = pd.read_sql_table('GlobalMetadata', engine)\n", - " global_metadata = global_metadata.set_index('Key').to_dict()['Value']\n", - " acquisition_date_time = global_metadata['AcquisitionDateTime']\n", - "\n", - " tdf = timsdata.TimsData(d_folder_name)\n", - "\n", - " M_PROTON = mass_dict['Proton']\n", - "\n", - " prec_data['Mass'] = prec_data['MonoisotopicMz'].values * prec_data['Charge'].values - prec_data['Charge'].values*M_PROTON\n", + " start, center, end = peak\n", + " mz_int = np.sum(int_array[start + 1 : end])\n", "\n", - " mass_list_ms2 = []\n", - " int_list_ms2 = []\n", - " scan_list_ms2 = []\n", + " peak_size = end - start - 1\n", "\n", - " prec_data = prec_data.sort_values(by='Mass', ascending=True)\n", + " if peak_size == 1:\n", + " mz_cent = mz_array[center]\n", + " elif peak_size == 2:\n", + " mz_cent = (\n", + " mz_array[start + 1] * int_array[start + 1]\n", + " + mz_array[end - 1] * int_array[end - 1]\n", + " ) / (int_array[start + 1] + int_array[end - 1])\n", + " else:\n", + " mz_cent = gaussian_estimator(peak, mz_array, int_array)\n", "\n", - " precursor_ids = prec_data['Id'].tolist()\n", + " return mz_cent, mz_int\n", "\n", - " for idx, key in enumerate(precursor_ids):\n", + "@njit\n", + "def gaussian_estimator(\n", + " peak: tuple,\n", + " mz_array: np.ndarray,\n", + " int_array: np.ndarray\n", + ") -> float:\n", + " \"\"\"Three-point gaussian estimator.\n", "\n", - " ms2_data = tdf.readPasefMsMs([key])\n", - " masses, intensity = ms2_data[key]\n", - " masses, intensity = get_most_abundant(np.array(masses), np.array(intensity), n_most_abundant)\n", - " mass_list_ms2.append(masses)\n", - " int_list_ms2.append(intensity)\n", - " scan_list_ms2.append(key)\n", + " Args:\n", + " peak (tuple): A triplet of the form (start, center, end)\n", + " mz_array (np.ndarray): An array with mz values.\n", + " int_array (np.ndarray): An array with intensity values.\n", "\n", - " if callback:\n", - " callback((idx+1)/len(precursor_ids))\n", + " Returns:\n", + " float: The gaussian estimate of the center.\n", + " \"\"\"\n", + " start, center, end = peak\n", "\n", - " check_sanity(mass_list_ms2)\n", + " m1, m2, m3 = mz_array[center - 1], mz_array[center], mz_array[center + 1]\n", + " i1, i2, i3 = int_array[center - 1], int_array[center], int_array[center + 1]\n", "\n", - " query_data = {}\n", - " query_data['prec_mass_list2'] = prec_data['Mass'].values\n", - " query_data['prec_id2'] = prec_data['Id'].values\n", - " query_data['mono_mzs2'] = prec_data['MonoisotopicMz'].values\n", - " query_data['rt_list_ms2'] = frame_data.loc[prec_data['Parent'].values]['Time'].values / 60 #convert to minutes\n", - " query_data['scan_list_ms2'] = prec_data['Parent'].values\n", - " query_data['charge2'] = prec_data['Charge'].values\n", - " query_data['mobility2'] = tdf.scanNumToOneOverK0(1, prec_data['ScanNumber'].to_list()) #check if its okay to always use first frame\n", - " query_data[\"mass_list_ms2\"] = mass_list_ms2\n", - " query_data[\"int_list_ms2\"] = int_list_ms2\n", + " if i1 == 0: # Case of sharp flanks\n", + " m = (m2 * i2 + m3 * i3) / (i2 + i3)\n", + " elif i3 == 0:\n", + " m = (m1 * i1 + m2 * i2) / (i1 + i2)\n", + " else:\n", + " l1, l2, l3 = np.log(i1), np.log(i2), np.log(i3)\n", + " m = (\n", + " ((l2 - l3) * (m1 ** 2) + (l3 - l1) * (m2 ** 2) + (l1 - l2) * (m3 ** 2))\n", + " / ((l2 - l3) * (m1) + (l3 - l1) * (m2) + (l1 - l2) * (m3))\n", + " * 1\n", + " / 2\n", + " )\n", "\n", - " return query_data, acquisition_date_time" + " return m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For `ccs` (i.e., ion mobility) values, we need additional functions from the Bruker library. As the live feature-finder might not be able to determine some charge values, it is intended to perform this calculation at a later stage once we have charge values from the post-processing feature finder." + "The function performs as expected:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.499999999999999\n", + "(4.499999999999999, 12)\n" + ] + } + ], + "source": [ + "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", + "mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", + "peak = (2, 6, 9)\n", + "\n", + "print(gaussian_estimator(peak, mz_array, int_array))\n", + "print(get_centroid(peak, mz_array, int_array))" ] }, { @@ -308,69 +279,100 @@ "metadata": {}, "outputs": [], "source": [ - "#| export\n", - "import alphapept\n", - "import numpy as np\n", + "#| hide\n", + "def test_get_centroid():\n", + " \n", + " int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", + " mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", + " \n", + " peak = (2, 6, 9)\n", + " \n", + " mz, intsum = get_centroid(peak, mz_array, int_array)\n", + " \n", + " assert np.allclose(mz, 4.499999999999999)\n", + " assert np.allclose(intsum, 12)\n", + " \n", + " def gaussian(x, mu, sigma):\n", + " return np.exp(-np.power(x - mu, 2.0) / (2 * np.power(sigma, 2.0)))\n", "\n", - "def one_over_k0_to_CCS(\n", - " one_over_k0s: np.ndarray,\n", - " charges: np.ndarray,\n", - " mzs: np.ndarray,\n", - ") -> np.ndarray:\n", - " \"\"\"Retrieve collisional cross section (CCS) values from (mobility, charge, mz) arrays.\n", + " test_values = np.arange(0, 200)\n", + " gauss_trace = np.zeros(len(test_values))\n", "\n", - " Args:\n", - " one_over_k0s (np.ndarray): The ion mobilities (1D-np.float).\n", - " charges (np.ndarray): The charges (1D-np.int).\n", - " mzs (np.ndarray): The mz values (1D-np.float).\n", + " centers = [30, 60, 120]\n", + " sigmas = [1, 2, 3]\n", "\n", - " Returns:\n", - " np.ndarray: The CCS values.\n", + " for center, sigma in zip(centers, sigmas):\n", + " gauss_trace += np.round(gaussian(test_values, center, sigma), 3)\n", "\n", - " \"\"\"\n", - " from alphapept.ext.bruker import timsdata\n", + " peaks = get_peaks(gauss_trace)\n", + " centers_found = [_[1] for _ in peaks]\n", "\n", - " ccs = np.empty(len(one_over_k0s))\n", - " ccs[:] = np.nan\n", + " assert set(centers) == set(centers_found)\n", "\n", - " for idx, (one_over, charge, mz) in enumerate(zip(one_over_k0s, charges, mzs)):\n", - " try:\n", - " ccs[idx] = timsdata.oneOverK0ToCCSforMz(one_over, int(charge), mz)\n", - " except ValueError:\n", - " pass\n", - " return ccs" + " for i, peak in enumerate(peaks):\n", + " center_est, a = get_centroid(peak, test_values, gauss_trace)\n", + " sigma_est = (a * 0.3989) / 1\n", + "\n", + " assert np.round(center_est, 2) == centers[i]\n", + " assert np.round(sigma_est, 2) == sigmas[i]\n", + " \n", + "test_get_centroid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Due to availbility of Bruker libraries, this can only be tested on Windows and Linux." + "The detected centroid can also easily be visualized:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#| hide\n", - "def test_one_over_k0_to_CCS():\n", - " one_over_k0_to_CCS([1], [1], [1])\n", + "import matplotlib.pyplot as plt\n", "\n", - "# NOTE, test was not enable for a long time and might be outdated by now\n", - "# import sys\n", - "# if sys.platform[:6] != \"darwin\":\n", - "# test_one_over_k0_to_CCS()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Generic `.mzML` files\n", "\n", - "To access `.mzML` files, we rely on the `pyteomics` package. For using an mzml format for performing a search, Peak Picking (data centroiding) should be applied to all MS levels of the data." + "def plot_centroid(peak, mz_array, int_array):\n", + "\n", + " plt.figure(figsize=(3, 3))\n", + "\n", + " start, center, end = peak\n", + "\n", + " centroid = get_centroid((start, center, end), mz_array, int_array)\n", + "\n", + " plt.plot(mz_array[start - 2 : end + 2], int_array[start - 2 : end + 2])\n", + " plt.plot(mz_array[start - 2 : end + 2], int_array[start - 2 : end + 2], \"b.\")\n", + " plt.axvline(mz_array[start], color=\"r\")\n", + " plt.axvline(mz_array[end], color=\"r\")\n", + "\n", + " plt.axvline(centroid[0], color=\"g\", label='Center')\n", + " plt.title(\"Centroid\")\n", + " plt.xlabel(\"m/z\")\n", + " plt.ylabel(\"Intensity\")\n", + " plt.legend()\n", + "\n", + " plt.show()\n", + " \n", + "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", + "mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", + "\n", + "peak = (2, 6, 9)\n", + " \n", + "plot_centroid(peak, mz_array, int_array)" ] }, { @@ -380,82 +382,197 @@ "outputs": [], "source": [ "#| export\n", - "def check_sanity(mass_list: np.ndarray) -> None:\n", - " \"\"\"Sanity check for mass list to make sure the masses are sorted.\n", "\n", - " Args:\n", - " mass_list (np.ndarray): The mz values (1D-np.float).\n", + "@njit\n", + "def centroid_data(\n", + " mz_array: np.ndarray,\n", + " int_array: np.ndarray\n", + ") -> tuple:\n", + " \"\"\"Estimate centroids and intensities from profile data.\n", "\n", - " Raises:\n", - " ValueError: When the mz values are not sorted.\n", + " Args:\n", + " mz_array (np.ndarray): An array with mz values.\n", + " int_array (np.ndarray): An array with intensity values.\n", "\n", + " Returns:\n", + " tuple: A tuple of the form (mz_array_centroided, int_array_centroided)\n", " \"\"\"\n", - " if not all(\n", - " mass_list[0][i] <= mass_list[0][i + 1] for i in range(len(mass_list[0]) - 1)\n", - " ):\n", - " raise ValueError(\"Masses are not sorted.\")\n", + " peaks = get_peaks(int_array)\n", "\n", + " mz_array_centroided = np.zeros(len(peaks))\n", + " int_array_centroided = np.zeros(len(peaks))\n", "\n", - "def extract_mzml_info(input_dict: dict) -> tuple:\n", - " \"\"\"Extract basic MS coordinate arrays from a dictionary.\n", "\n", - " Args:\n", - " input_dict (dict): A dictionary obtained by iterating over a Pyteomics mzml.read function.\n", + " for i in range(len(peaks)):\n", + " mz_, int_ = get_centroid(peaks[i], mz_array, int_array)\n", + " mz_array_centroided[i] = mz_\n", + " int_array_centroided[i] = int_\n", "\n", - " Returns:\n", - " tuple: The rt, masses, intensities, ms_order, prec_mass, mono_mz, charge arrays retrieved from the input_dict.\n", - " If the `ms level` in the input dict does not equal 2, the charge, mono_mz and prec_mass will be equal to 0.\n", + " return mz_array_centroided, int_array_centroided" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Trimming spectra to retain the `n` most intense peaks\n", "\n", - " \"\"\"\n", - " from alphapept.chem import calculate_mass\n", - " rt = float(input_dict.get('scanList').get('scan')[0].get('scan start time')) # rt_list_ms1/2\n", - " masses = input_dict.get('m/z array')\n", - " intensities = input_dict.get('intensity array').astype(int)\n", - " ms_order = input_dict.get('ms level')\n", - " prec_mass = mono_mz = charge = 0\n", - " if ms_order == 2:\n", - " try:\n", - " charge = int(input_dict.get('precursorList').get('precursor')[0].get('selectedIonList').get('selectedIon')[0].get(\n", - " 'charge state'))\n", - " except TypeError:\n", - " charge = 0\n", - " mono_mz = input_dict.get('precursorList').get('precursor')[0].get('selectedIonList').get('selectedIon')[0].get(\n", - " 'selected ion m/z')\n", - " prec_mass = calculate_mass(mono_mz, charge)\n", - " return rt, masses, intensities, ms_order, prec_mass, mono_mz, charge\n", + "`get_most_abundant`: In order to save spectra in a more memory-efficient form, we only keep the n most abundant peaks. This allows us to save data in a fast, accessible matrix format. \n", "\n", + "`get_local_intensity`: This calculates the local intensity to get local maxima." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| export\n", + "from alphapept.chem import calculate_mass\n", + "from tqdm import tqdm\n", + "import numpy as np\n", + "from numba.typed import List\n", + "from numba import njit\n", + "import gzip\n", + "import sys\n", + "import os\n", + "import logging\n", "\n", - "def load_mzml_data(\n", - " filename: str,\n", + "@njit\n", + "def get_local_intensity(intensity, window=10):\n", + " \"\"\"\n", + " Calculate the local intensity for a spectrum.\n", + "\n", + " Args:\n", + " intensity (np.ndarray): An array with intensity values.\n", + " window (int): Window Size\n", + " Returns:\n", + " nop.ndarray: local intensity\n", + " \"\"\"\n", + "\n", + " local_intensity = np.zeros(len(intensity))\n", + "\n", + " for i in range(len(intensity)):\n", + " start = max(0, i-window) \n", + " end = min(len(intensity), i+window)\n", + " local_intensity[i] = intensity[i]/np.max(intensity[start:end])\n", + " \n", + " return local_intensity\n", + "\n", + "def get_most_abundant(\n", + " mass: np.ndarray,\n", + " intensity: np.ndarray,\n", + " n_max: int,\n", + " window: int = 10,\n", + ") -> tuple:\n", + " \"\"\"Returns the n_max most abundant peaks of a spectrum.\n", + "\n", + " Args:\n", + " mass (np.ndarray): An array with mz values.\n", + " intensity (np.ndarray): An array with intensity values.\n", + " n_max (int): The maximum number of peaks to retain.\n", + " Setting `n_max` to -1 returns all peaks.\n", + " window (int): Use local maximum in a window\n", + "\n", + " Returns:\n", + " tuple: the filtered mass and intensity arrays.\n", + "\n", + " \"\"\"\n", + " if n_max == -1:\n", + " return mass, intensity\n", + " if len(mass) < n_max:\n", + " return mass, intensity\n", + " else:\n", + " \n", + " if window > 0:\n", + " sortindex = np.argsort(get_local_intensity(intensity, window))[::-1][:n_max]\n", + " else:\n", + " sortindex = np.argsort(intensity)[::-1][:n_max]\n", + " \n", + " sortindex.sort()\n", + "\n", + " return mass[sortindex], intensity[sortindex]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reading raw input\n", + "\n", + "Input can be read from three different files formats:\n", + "\n", + "* `.raw` files describing `Thermo` raw data.\n", + "* `.d` folders describing `Bruker` raw data.\n", + "* `.mzML` files describing generic input.\n", + "* `.wiff` files for `SciEx` raw data.\n", + "\n", + "All reading functions return a `query_data` dictionary similar to the following structure:\n", + "\n", + "```\n", + "query_data = {\n", + " \"scan_list_ms1\": np.array(...)\n", + " \"rt_list_ms1\": np.array(...)\n", + " \"mass_list_ms1\": np.array(...)\n", + " \"int_list_ms1\": np.array(...)\n", + " \"ms_list_ms1\": np.array(...)\n", + " \"scan_list_ms2\": np.array(...)\n", + " \"rt_list_ms2\": np.array(...)\n", + " \"mass_list_ms2\": mass_list_ms2\n", + " \"int_list_ms2\": int_list_ms2\n", + " \"ms_list_ms2\": np.array(...)\n", + " \"prec_mass_list2\": np.array(...)\n", + " \"mono_mzs2\": np.array(...)\n", + " \"charge2\": np.array(...)\n", + "}\n", + "```" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Thermo\n", + "\n", + "To read Thermo files, AlphaPept uses the `pyrawfilereader` package, a Python implementation of the commonly used `rawfilereader` tool. By using the custom python version, Thermo files can be read without having to install `MSFileReader`.\n", + "\n", + "The user can pass an additional flag `use_profile_ms1`. This will then use the profile data which is not centroided already an peform centroiding. Note that this will lead to slightly different intensities, as the centroided data uses the apex and the centroid algorithm the summed intensity.\n", + "\n", + "The import of files is done now via `alpharaw`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#| export\n", + "def load_thermo_raw(\n", + " raw_file_name: str,\n", " n_most_abundant: int,\n", + " use_profile_ms1: bool = False,\n", " callback: callable = None,\n", - " **kwargs\n", ") -> tuple:\n", - " \"\"\"Load data from an mzml file as a dictionary.\n", + " \"\"\"Load raw thermo data as a dictionary.\n", "\n", " Args:\n", - " filename (str): The name of a .mzml file.\n", + " raw_file_name (str): The name of a Thermo .raw file.\n", " n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum.\n", + " use_profile_ms1 (bool): Use profile data or centroid it beforehand. Defaults to False.\n", " callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None.\n", "\n", " Returns:\n", - " tuple: A dictionary with all the raw data, a string with the acquisition_date_time and a string with the vendor.\n", + " tuple: A dictionary with all the raw data and a string with the acquisition_date_time\n", "\n", " \"\"\"\n", - " from pyteomics import mzml\n", - " import os\n", - " import re\n", - " import logging\n", - " import datetime\n", - " import pathlib\n", - " np.warnings.filterwarnings('ignore', category=np.VisibleDeprecationWarning)\n", + " from alphapept.pyrawfilereader import RawFileReader\n", + " rawfile = RawFileReader(raw_file_name)\n", "\n", - " try:\n", - " reader = mzml.read(filename, use_index=True)\n", - " spec_indices = np.array(range(1, len(reader) + 1))\n", - " except OSError:\n", - " logging.info('Could not open the file. Please, specify the correct path to the file.')\n", - " sys.exit(1)\n", + " spec_indices = range(rawfile.FirstSpectrumNumber, rawfile.LastSpectrumNumber + 1)\n", "\n", " scan_list = []\n", " rt_list = []\n", @@ -465,54 +582,50 @@ " prec_mzs_list = []\n", " mono_mzs_list = []\n", " charge_list = []\n", - " \n", - " vendor = \"Unknown\"\n", - " \n", + "\n", " for idx, i in enumerate(spec_indices):\n", " try:\n", - " spec = next(reader)\n", + " ms_order = rawfile.GetMSOrderForScanNum(i)\n", + " rt = rawfile.RTFromScanNum(i)\n", "\n", - " if idx == 0:\n", - " ext = re.findall(r\"File:\\\".+\\.(\\w+)\\\"\", spec['spectrum title'])[0]\n", - " if ext.lower() == 'raw':\n", - " vendor = \"Thermo\"\n", + " if ms_order == 2:\n", + " prec_mz = rawfile.GetPrecursorMassForScanNum(i, 0)\n", + "\n", + " mono_mz, charge = rawfile.GetMS2MonoMzAndChargeFromScanNum(i)\n", + " else:\n", + " prec_mz, mono_mz, charge = 0,0,0\n", + "\n", + " if use_profile_ms1:\n", + " if ms_order == 2:\n", + " masses, intensity = rawfile.GetCentroidMassListFromScanNum(i)\n", + " masses, intensity = get_most_abundant(masses, intensity, n_most_abundant)\n", + " else:\n", + " masses, intensity = rawfile.GetProfileMassListFromScanNum(i)\n", + " masses, intensity = centroid_data(masses, intensity)\n", + "\n", + " else:\n", + " masses, intensity = rawfile.GetCentroidMassListFromScanNum(i)\n", + " if ms_order == 2:\n", + " masses, intensity = get_most_abundant(masses, intensity, n_most_abundant)\n", "\n", " scan_list.append(i)\n", - " rt, masses, intensities, ms_order, prec_mass, mono_mz, charge = extract_mzml_info(spec)\n", - " \n", - " sortindex = np.argsort(masses)\n", - " \n", - " masses = masses[sortindex]\n", - " intensities = intensities[sortindex]\n", - " \n", - " if ms_order == 2:\n", - " masses, intensities = get_most_abundant(masses, intensities, n_most_abundant)\n", " rt_list.append(rt)\n", - " \n", - " #Remove zero intensities\n", - " to_keep = intensities>0\n", - " masses = masses[to_keep]\n", - " intensities = intensities[to_keep]\n", - " \n", - " mass_list.append(masses)\n", - " int_list.append(intensities)\n", + " mass_list.append(np.array(masses))\n", + " int_list.append(np.array(intensity, dtype=np.int64))\n", " ms_list.append(ms_order)\n", - " prec_mzs_list.append(prec_mass)\n", + " prec_mzs_list.append(prec_mz)\n", " mono_mzs_list.append(mono_mz)\n", " charge_list.append(charge)\n", - " \n", " except KeyboardInterrupt as e:\n", " raise e\n", " except SystemExit as e:\n", " raise e\n", " except Exception as e:\n", - " logging.info(f\"Bad scan={i} in mzML file '{filename}' {e}\")\n", + " logging.info(f\"Bad scan={i} in raw file '{raw_file_name}': {e}\")\n", "\n", " if callback:\n", " callback((idx+1)/len(spec_indices))\n", "\n", - " check_sanity(mass_list)\n", - "\n", " scan_list_ms1 = [scan_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", " rt_list_ms1 = [rt_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", " mass_list_ms1 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", @@ -524,9 +637,8 @@ " mass_list_ms2 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", " int_list_ms2 = [int_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", " ms_list_ms2 = [ms_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " prec_mass_list2 = [prec_mzs_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", " mono_mzs2 = [mono_mzs_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", - " charge_ms2 = [charge_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " charge2 = [charge_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", "\n", " prec_mass_list2 = [\n", " calculate_mass(mono_mzs_list[i], charge_list[i])\n", @@ -534,12 +646,14 @@ " if _ == 2\n", " ]\n", "\n", + " check_sanity(mass_list)\n", + "\n", " query_data = {}\n", "\n", " query_data[\"scan_list_ms1\"] = np.array(scan_list_ms1)\n", " query_data[\"rt_list_ms1\"] = np.array(rt_list_ms1)\n", - " query_data[\"mass_list_ms1\"] = np.array(mass_list_ms1)\n", - " query_data[\"int_list_ms1\"] = np.array(int_list_ms1)\n", + " query_data[\"mass_list_ms1\"] = np.array(mass_list_ms1, dtype=object)\n", + " query_data[\"int_list_ms1\"] = np.array(int_list_ms1, dtype=object)\n", " query_data[\"ms_list_ms1\"] = np.array(ms_list_ms1)\n", "\n", " query_data[\"scan_list_ms2\"] = np.array(scan_list_ms2)\n", @@ -549,30 +663,23 @@ " query_data[\"ms_list_ms2\"] = np.array(ms_list_ms2)\n", " query_data[\"prec_mass_list2\"] = np.array(prec_mass_list2)\n", " query_data[\"mono_mzs2\"] = np.array(mono_mzs2)\n", - " query_data[\"charge2\"] = np.array(charge_ms2)\n", + "# TODO: Refactor charge2 to be consistent: charge_ms2\n", + " query_data[\"charge2\"] = np.array(charge2)\n", "\n", - " fname = pathlib.Path(filename)\n", - " acquisition_date_time = datetime.datetime.fromtimestamp(fname.stat().st_mtime).strftime('%Y-%m-%dT%H:%M:%S')\n", + " acquisition_date_time = rawfile.GetCreationDate()\n", "\n", - " return query_data, acquisition_date_time, vendor" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Reading other files\n", + " rawfile.Close()\n", "\n", - "Benchmarking proteomics software against each other is not straightforward as various naming conventions exist and different algorithms are implemented. In this section, we define some helper functions that allow us to read results from other tools and facilitate the comparison of different tools against AlphaPept." + " return query_data, acquisition_date_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Reading MaxQuant .xml settings file\n", + "### Bruker\n", "\n", - "One of the most commonly used tools to analyze MS data is MaxQuant. AlphaPept reads MaxQuant .xml files as follows:" + "To access Bruker files, AlphaPept relies on the external `timsdata` library from Bruker (available in the `alphatims\\ext` folder, licenses are applicable). Unfortunately, these libraries are only available on Windows and Linux. As a result, the reading of raw data is not available on macOS. However, once raw data is converted to `.ms_data.hdf` output, other workflow steps (besides feature feating) are possible without problems on macOS." ] }, { @@ -582,86 +689,67 @@ "outputs": [], "source": [ "#| export\n", - "import xml.etree.ElementTree as ET\n", - "\n", - "def __extract_nested(child):\n", + "def load_bruker_raw(raw_file, most_abundant, callback=None, **kwargs):\n", " \"\"\"\n", - " Helper function to extract nested entries\n", + " Load bruker raw file and extract spectra\n", " \"\"\"\n", - " if len(child) > 0:\n", - " temp_dict = {}\n", - " for xx in child:\n", - " temp_dict[xx.tag] = __extract_nested(xx)\n", - " return temp_dict\n", - " else:\n", - " if child.text == 'True':\n", - " info = True\n", - " elif child.text == 'False':\n", - " info = False\n", - " else:\n", - " info = child.text\n", - " return info\n", - "\n", - "def extract_mq_settings(path: str) -> dict:\n", - " \"\"\"Function to return MaxQuant values as a dictionary for a given xml file.\n", + " import alphatims.bruker\n", + " from .constants import mass_dict\n", + " from .io import list_to_numpy_f32, get_most_abundant\n", "\n", - " Args:\n", - " path (str): File name of an xml file.\n", + " data = alphatims.bruker.TimsTOF(raw_file)\n", + " prec_data = data.precursors\n", + " frame_data = data.frames\n", + " frame_data = frame_data.set_index('Id')\n", + " \n", + " import sqlalchemy as db\n", + " import pandas as pd\n", "\n", - " Returns:\n", - " dict: A dictionary with MaxQuant info.\n", + " tdf = os.path.join(raw_file, 'analysis.tdf')\n", + " engine = db.create_engine('sqlite:///{}'.format(tdf))\n", "\n", - " Raises:\n", - " ValueError: When path is not a valid xml file.\n", + " global_metadata = pd.read_sql_table('GlobalMetadata', engine)\n", + " global_metadata = global_metadata.set_index('Key').to_dict()['Value']\n", + " acquisition_date_time = global_metadata['AcquisitionDateTime']\n", + " \n", "\n", - " \"\"\"\n", - " if not path.endswith('.xml'):\n", - " raise ValueError(\"Path {} is not a valid xml file.\".format(path))\n", + " M_PROTON = mass_dict['Proton']\n", "\n", - " tree = ET.parse(path)\n", - " root = tree.getroot()\n", + " prec_data['Mass'] = prec_data['MonoisotopicMz'].values * prec_data['Charge'].values - prec_data['Charge'].values*M_PROTON\n", "\n", - " mq_dict = {}\n", + " query_data = {}\n", "\n", - " for child in root:\n", + " query_data['prec_mass_list2'] = prec_data['Mass'].values\n", + " query_data['prec_id2'] = prec_data['Id'].values\n", + " query_data['mono_mzs2'] = prec_data['MonoisotopicMz'].values\n", + " query_data['rt_list_ms2'] = frame_data.loc[prec_data['Parent'].values]['Time'].values / 60 #convert to minutes\n", + " query_data['scan_list_ms2'] = prec_data['Parent'].values\n", + " query_data['charge2'] = prec_data['Charge'].values\n", "\n", - " mq_dict[child.tag] = __extract_nested(child)\n", + " query_data['mobility2'] = data.mobility_values[\n", + " data.precursors.ScanNumber.values.astype(np.int64)\n", + " ]\n", + " (\n", + " spectrum_indptr,\n", + " spectrum_tof_indices,\n", + " spectrum_intensity_values,\n", + " ) = data.index_precursors(\n", + " centroiding_window=5,\n", + " keep_n_most_abundant_peaks=most_abundant\n", + " )\n", + " # TODO: Centroid spectra and trim\n", + " query_data[\"alphatims_spectrum_indptr_ms2\"] = spectrum_indptr[1:]\n", + " query_data[\"alphatims_spectrum_mz_values_ms2\"] = data.mz_values[spectrum_tof_indices]\n", + " query_data[\"alphatims_spectrum_intensity_values_ms2\"] = spectrum_intensity_values\n", "\n", - " return mq_dict" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'FastaFileInfo': {'fastaFilePath': 'testfile.fasta',\n", - " 'identifierParseRule': '>([^\\\\s]*)',\n", - " 'descriptionParseRule': '>(.*)',\n", - " 'taxonomyParseRule': None,\n", - " 'variationParseRule': None,\n", - " 'modificationParseRule': None,\n", - " 'taxonomyId': None}}" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mq_dict = extract_mq_settings('../testfiles/test_mqpar.xml')\n", - "mq_dict['fastaFiles']" + " return query_data, acquisition_date_time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "AlphaPept incorporates PTMs directly in amino acid sequences with lower case identifiers. Parsing MaxQuant sequences with PTMs is done with:" + "For `ccs` (i.e., ion mobility) values, we need additional functions from the Bruker library. As the live feature-finder might not be able to determine some charge values, it is intended to perform this calculation at a later stage once we have charge values from the post-processing feature finder." ] }, { @@ -671,73 +759,69 @@ "outputs": [], "source": [ "#| export\n", - "def parse_mq_seq(peptide: str) -> str:\n", - " \"\"\"Replaces maxquant convention to alphapept convention.\n", + "import alphapept\n", + "import numpy as np\n", "\n", - " ToDo: include more sequences\n", + "def one_over_k0_to_CCS(\n", + " one_over_k0s: np.ndarray,\n", + " charges: np.ndarray,\n", + " mzs: np.ndarray,\n", + ") -> np.ndarray:\n", + " \"\"\"Retrieve collisional cross section (CCS) values from (mobility, charge, mz) arrays.\n", "\n", " Args:\n", - " peptide (str): A peptide sequence from MaxQuant.\n", + " one_over_k0s (np.ndarray): The ion mobilities (1D-np.float).\n", + " charges (np.ndarray): The charges (1D-np.int).\n", + " mzs (np.ndarray): The mz values (1D-np.float).\n", "\n", " Returns:\n", - " str: A parsed peptide sequence compatible with AlphaPept.\n", + " np.ndarray: The CCS values.\n", "\n", " \"\"\"\n", - " peptide = peptide[1:-1] #Remove _\n", + " from alphapept.ext.bruker import timsdata\n", "\n", - " peptide = peptide.replace('(Acetyl (Protein N-term))','a')\n", - " peptide = peptide.replace('M(Oxidation (M))','oxM')\n", - " peptide = peptide.replace('C','cC') #This is fixed and not indicated in MaxQuant\n", + " ccs = np.empty(len(one_over_k0s))\n", + " ccs[:] = np.nan\n", "\n", - " return peptide" + " for idx, (one_over, charge, mz) in enumerate(zip(one_over_k0s, charges, mzs)):\n", + " try:\n", + " ccs[idx] = timsdata.oneOverK0ToCCSforMz(one_over, int(charge), mz)\n", + " except ValueError:\n", + " pass\n", + " return ccs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "A quick test shows the results are correct:" + "Due to availbility of Bruker libraries, this can only be tested on Windows and Linux." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'AFQPFFVELToxMPYSVIR'" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "parse_mq_seq('_AFQPFFVELTM(Oxidation (M))PYSVIR_')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + "outputs": [], "source": [ - "## Preprocessing data\n", - "\n", - "Raw data needs to be preprocessed to simplify it for AlphaPept analysis. Currently, this requires:\n", + "#| hide\n", + "def test_one_over_k0_to_CCS():\n", + " one_over_k0_to_CCS([1], [1], [1])\n", "\n", - "* Profiling of the data\n", - "* Trimming of spectra to retain only the 'n'-most intense peaks" + "# NOTE, test was not enable for a long time and might be outdated by now\n", + "# import sys\n", + "# if sys.platform[:6] != \"darwin\":\n", + "# test_one_over_k0_to_CCS()" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "### Centroiding profile data\n", + "### `.wiff` files\n", "\n", - "Importing raw data frequently results in profile data. When having profile data, Alphapept first needs to perform centroiding to use this data properly. For this, it needs to search local maxima (\"peaks\") of the intensity as a function of m/z. For this AlphaPept uses the function `get_peaks`. A peak is described by three points, the `start` of the peak, the `center`, and the `end`. The function accepts an intensity array and calculates the delta (gradient) between consecutive data points to determine the start, center, and end." + "Similar to Thermo, we now use alpharaw to read `.wiff`-files." ] }, { @@ -747,111 +831,71 @@ "outputs": [], "source": [ "#| export\n", - "from numba import njit\n", - "import numpy as np\n", - "\n", - "@njit\n", - "def get_peaks(int_array: np.ndarray) -> list:\n", - " \"\"\"Detects peaks in an array.\n", - "\n", - " Args:\n", - " int_array (np.ndarray): An array with intensity values.\n", - "\n", - " Returns:\n", - " list: A regular Python list with all peaks.\n", - " A peak is a triplet of the form (start, center, end)\n", - "\n", - " \"\"\"\n", - " peaklist = []\n", - " gradient = np.diff(int_array)\n", - " start, center, end = -1, -1, -1\n", "\n", - " for i in range(len(gradient)):\n", "\n", - " grad = gradient[i]\n", + "from alpharaw.wrappers.alphapept_wrapper import parse_msdata_to_alphapept\n", + "from alphapept.chem import calculate_mass\n", "\n", - " if (end == -1) & (center == -1): # No end and no center yet\n", - " if grad <= 0: # If decreasing, move start point\n", - " start = i\n", - " else: # If increasing set as center point\n", - " center = i\n", + "def import_sciex_as_alphapept(sciex_wiff):\n", + " from alpharaw.sciex import SciexWiffData\n", + " raw_data = SciexWiffData(centroided=False)\n", + " raw_data.import_raw(sciex_wiff)\n", + " return parse_msdata_to_alphapept(raw_data)\n", "\n", - " if (end == -1) & (\n", - " center != -1\n", - " ): # If we have a centerpoint and it is still increasing set as new center\n", - " if grad >= 0:\n", - " center = i\n", - " else: # If it is decreasing set as endpoint\n", - " end = i\n", + "def load_sciex_raw(\n", + " raw_file_name: str,\n", + " n_most_abundant: int,\n", + " callback: callable = None,\n", + ") -> tuple:\n", + " \"\"\"Load Sciex data as a dictionary.\n", "\n", - " if end != -1: # If we have and endpoint and it is going down\n", - " if grad < 0:\n", - " end = i # Set new Endpoint\n", - " else: # if it stays the same or goes up set a new peak\n", - " peaklist.append((start + 1, center + 1, end + 1))\n", - " start, center, end = end, -1, -1 # Reset start, center, end\n", + " Args:\n", + " raw_file_name (str): The name of a Sciex .wiff file.\n", + " n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum.\n", + " use_profile_ms1 (bool): Use profile data or centroid it beforehand. Defaults to False.\n", + " callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None.\n", "\n", - " if end != -1:\n", - " peaklist.append((start + 1, center + 1, end + 1))\n", + " Returns:\n", + " tuple: A dictionary with all the raw data and a string with the acquisition_date_time\n", "\n", - " return peaklist" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A quick test to illustrate the function:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(2, 6, 9), (9, 13, 16)]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", - "get_peaks(int_array)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#| hide\n", - "def test_get_peaks():\n", - " int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", - " assert get_peaks(int_array) == [(2, 6, 9), (9, 13, 16)]\n", - " \n", - "test_get_peaks()" + " Note: SciEx file have one main file but multiple additional files which need to be present in the same location.\n", + " \"\"\"\n", + " query_data, acquisition_date_time = import_sciex_as_alphapept(raw_file_name)\n", + "\n", + " query_data['prec_mass_list2'] = np.array([\n", + " calculate_mass(query_data['mono_mzs2'][i], query_data['charge2'][i])\n", + " for i in range(len(query_data['mono_mzs2']))])\n", + "\n", + " # Centroid data\n", + " # ToDo: Should we insert zero intensity peaks?\n", + " for index in ['1','2']:\n", + " masses_ = []\n", + " intensities_ = []\n", + " for j in range(len(query_data[f'mass_list_ms{index}'])):\n", + " mass = np.array(query_data[f'mass_list_ms{index}'][j])\n", + " ints = np.array(query_data[f'int_list_ms{index}'][j])\n", + " sortindex = np.argsort(mass)\n", + " mass = mass[sortindex]\n", + " ints = ints[sortindex]\n", + " mass_, ints_ = centroid_data(np.array(mass), np.array(ints))\n", + " if index == '2':\n", + " mass_, ints_ = get_most_abundant(mass_, ints_, n_most_abundant)\n", + " masses_.append(mass_)\n", + " intensities_.append(ints_)\n", + "\n", + " query_data[f'mass_list_ms{index}'] = np.array(masses_, dtype='object')\n", + " query_data[f'int_list_ms{index}'] = np.array(intensities_, dtype='object')\n", + "\n", + " return query_data, acquisition_date_time\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To determine the center of the peak, we distinguish based on the number of raw data points that are contained in the peak:\n", - "\n", - "* One data point: m/z value of this point is taken as the center\n", - "* Two datapoints: Average of the two m/z values, weighted by the intensities\n", - "* Three or more data points: Gaussian estimation of the center position.\n", - "\n", - "For the Gaussian estimation, only the three central points are used to fit a Gaussian Peak shape. The Gaussian is then approximated with the logarithm. \n", + "### Generic `.mzML` files\n", "\n", - "The gaussian estimator is defined in `gaussian_estimator` and is used by the wrapper `get_centroid`." + "To access `.mzML` files, we rely on the `pyteomics` package. For using an mzml format for performing a search, Peak Picking (data centroiding) should be applied to all MS levels of the data." ] }, { @@ -861,257 +905,288 @@ "outputs": [], "source": [ "#| export\n", - "from numba import njit\n", - "\n", - "@njit\n", - "def get_centroid(\n", - " peak: tuple,\n", - " mz_array: np.ndarray,\n", - " int_array: np.ndarray\n", - ") -> tuple:\n", - " \"\"\"Wrapper to estimate centroid center positions.\n", + "def check_sanity(mass_list: np.ndarray) -> None:\n", + " \"\"\"Sanity check for mass list to make sure the masses are sorted.\n", "\n", " Args:\n", - " peak (tuple): A triplet of the form (start, center, end)\n", - " mz_array (np.ndarray): An array with mz values.\n", - " int_array (np.ndarray): An array with intensity values.\n", - "\n", - " Returns:\n", - " tuple: A tuple of the form (center, intensity)\n", - " \"\"\"\n", - " start, center, end = peak\n", - " mz_int = np.sum(int_array[start + 1 : end])\n", + " mass_list (np.ndarray): The mz values (1D-np.float).\n", "\n", - " peak_size = end - start - 1\n", + " Raises:\n", + " ValueError: When the mz values are not sorted.\n", "\n", - " if peak_size == 1:\n", - " mz_cent = mz_array[center]\n", - " elif peak_size == 2:\n", - " mz_cent = (\n", - " mz_array[start + 1] * int_array[start + 1]\n", - " + mz_array[end - 1] * int_array[end - 1]\n", - " ) / (int_array[start + 1] + int_array[end - 1])\n", - " else:\n", - " mz_cent = gaussian_estimator(peak, mz_array, int_array)\n", + " \"\"\"\n", + " if not all(\n", + " mass_list[0][i] <= mass_list[0][i + 1] for i in range(len(mass_list[0]) - 1)\n", + " ):\n", + " raise ValueError(\"Masses are not sorted.\")\n", "\n", - " return mz_cent, mz_int\n", "\n", - "@njit\n", - "def gaussian_estimator(\n", - " peak: tuple,\n", - " mz_array: np.ndarray,\n", - " int_array: np.ndarray\n", - ") -> float:\n", - " \"\"\"Three-point gaussian estimator.\n", + "def extract_mzml_info(input_dict: dict) -> tuple:\n", + " \"\"\"Extract basic MS coordinate arrays from a dictionary.\n", "\n", " Args:\n", - " peak (tuple): A triplet of the form (start, center, end)\n", - " mz_array (np.ndarray): An array with mz values.\n", - " int_array (np.ndarray): An array with intensity values.\n", + " input_dict (dict): A dictionary obtained by iterating over a Pyteomics mzml.read function.\n", "\n", " Returns:\n", - " float: The gaussian estimate of the center.\n", + " tuple: The rt, masses, intensities, ms_order, prec_mass, mono_mz, charge arrays retrieved from the input_dict.\n", + " If the `ms level` in the input dict does not equal 2, the charge, mono_mz and prec_mass will be equal to 0.\n", + "\n", " \"\"\"\n", - " start, center, end = peak\n", + " from alphapept.chem import calculate_mass\n", + " rt = float(input_dict.get('scanList').get('scan')[0].get('scan start time')) # rt_list_ms1/2\n", + " masses = input_dict.get('m/z array')\n", + " intensities = input_dict.get('intensity array').astype(int)\n", + " ms_order = input_dict.get('ms level')\n", + " prec_mass = mono_mz = charge = 0\n", + " if ms_order == 2:\n", + " try:\n", + " charge = int(input_dict.get('precursorList').get('precursor')[0].get('selectedIonList').get('selectedIon')[0].get(\n", + " 'charge state'))\n", + " except TypeError:\n", + " charge = 0\n", + " mono_mz = input_dict.get('precursorList').get('precursor')[0].get('selectedIonList').get('selectedIon')[0].get(\n", + " 'selected ion m/z')\n", + " prec_mass = calculate_mass(mono_mz, charge)\n", + " return rt, masses, intensities, ms_order, prec_mass, mono_mz, charge\n", "\n", - " m1, m2, m3 = mz_array[center - 1], mz_array[center], mz_array[center + 1]\n", - " i1, i2, i3 = int_array[center - 1], int_array[center], int_array[center + 1]\n", "\n", - " if i1 == 0: # Case of sharp flanks\n", - " m = (m2 * i2 + m3 * i3) / (i2 + i3)\n", - " elif i3 == 0:\n", - " m = (m1 * i1 + m2 * i2) / (i1 + i2)\n", - " else:\n", - " l1, l2, l3 = np.log(i1), np.log(i2), np.log(i3)\n", - " m = (\n", - " ((l2 - l3) * (m1 ** 2) + (l3 - l1) * (m2 ** 2) + (l1 - l2) * (m3 ** 2))\n", - " / ((l2 - l3) * (m1) + (l3 - l1) * (m2) + (l1 - l2) * (m3))\n", - " * 1\n", - " / 2\n", - " )\n", + "def load_mzml_data(\n", + " filename: str,\n", + " n_most_abundant: int,\n", + " callback: callable = None,\n", + " **kwargs\n", + ") -> tuple:\n", + " \"\"\"Load data from an mzml file as a dictionary.\n", "\n", - " return m" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The function performs as expected:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4.499999999999999\n", - "(4.499999999999999, 12)\n" - ] - } - ], - "source": [ - "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", - "mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", - "peak = (2, 6, 9)\n", + " Args:\n", + " filename (str): The name of a .mzml file.\n", + " n_most_abundant (int): The maximum number of peaks to retain per MS2 spectrum.\n", + " callback (callable): A function that accepts a float between 0 and 1 as progress. Defaults to None.\n", "\n", - "print(gaussian_estimator(peak, mz_array, int_array))\n", - "print(get_centroid(peak, mz_array, int_array))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#| hide\n", - "def test_get_centroid():\n", - " \n", - " int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", - " mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", - " \n", - " peak = (2, 6, 9)\n", - " \n", - " mz, intsum = get_centroid(peak, mz_array, int_array)\n", + " Returns:\n", + " tuple: A dictionary with all the raw data, a string with the acquisition_date_time and a string with the vendor.\n", + "\n", + " \"\"\"\n", + " from pyteomics import mzml\n", + " import os\n", + " import re\n", + " import logging\n", + " import datetime\n", + " import pathlib\n", + " np.warnings.filterwarnings('ignore', category=np.VisibleDeprecationWarning)\n", + "\n", + " try:\n", + " reader = mzml.read(filename, use_index=True)\n", + " spec_indices = np.array(range(1, len(reader) + 1))\n", + " except OSError:\n", + " logging.info('Could not open the file. Please, specify the correct path to the file.')\n", + " sys.exit(1)\n", + "\n", + " scan_list = []\n", + " rt_list = []\n", + " mass_list = []\n", + " int_list = []\n", + " ms_list = []\n", + " prec_mzs_list = []\n", + " mono_mzs_list = []\n", + " charge_list = []\n", " \n", - " assert np.allclose(mz, 4.499999999999999)\n", - " assert np.allclose(intsum, 12)\n", + " vendor = \"Unknown\"\n", " \n", - " def gaussian(x, mu, sigma):\n", - " return np.exp(-np.power(x - mu, 2.0) / (2 * np.power(sigma, 2.0)))\n", + " for idx, i in enumerate(spec_indices):\n", + " try:\n", + " spec = next(reader)\n", "\n", - " test_values = np.arange(0, 200)\n", - " gauss_trace = np.zeros(len(test_values))\n", + " if idx == 0:\n", + " ext = re.findall(r\"File:\\\".+\\.(\\w+)\\\"\", spec['spectrum title'])[0]\n", + " if ext.lower() == 'raw':\n", + " vendor = \"Thermo\"\n", "\n", - " centers = [30, 60, 120]\n", - " sigmas = [1, 2, 3]\n", + " scan_list.append(i)\n", + " rt, masses, intensities, ms_order, prec_mass, mono_mz, charge = extract_mzml_info(spec)\n", + " \n", + " sortindex = np.argsort(masses)\n", + " \n", + " masses = masses[sortindex]\n", + " intensities = intensities[sortindex]\n", + " \n", + " if ms_order == 2:\n", + " masses, intensities = get_most_abundant(masses, intensities, n_most_abundant)\n", + " rt_list.append(rt)\n", + " \n", + " #Remove zero intensities\n", + " to_keep = intensities>0\n", + " masses = masses[to_keep]\n", + " intensities = intensities[to_keep]\n", + " \n", + " mass_list.append(masses)\n", + " int_list.append(intensities)\n", + " ms_list.append(ms_order)\n", + " prec_mzs_list.append(prec_mass)\n", + " mono_mzs_list.append(mono_mz)\n", + " charge_list.append(charge)\n", + " \n", + " except KeyboardInterrupt as e:\n", + " raise e\n", + " except SystemExit as e:\n", + " raise e\n", + " except Exception as e:\n", + " logging.info(f\"Bad scan={i} in mzML file '{filename}' {e}\")\n", "\n", - " for center, sigma in zip(centers, sigmas):\n", - " gauss_trace += np.round(gaussian(test_values, center, sigma), 3)\n", + " if callback:\n", + " callback((idx+1)/len(spec_indices))\n", "\n", - " peaks = get_peaks(gauss_trace)\n", - " centers_found = [_[1] for _ in peaks]\n", + " check_sanity(mass_list)\n", "\n", - " assert set(centers) == set(centers_found)\n", + " scan_list_ms1 = [scan_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", + " rt_list_ms1 = [rt_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", + " mass_list_ms1 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", + " int_list_ms1 = [int_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", + " ms_list_ms1 = [ms_list[i] for i, _ in enumerate(ms_list) if _ == 1]\n", "\n", - " for i, peak in enumerate(peaks):\n", - " center_est, a = get_centroid(peak, test_values, gauss_trace)\n", - " sigma_est = (a * 0.3989) / 1\n", + " scan_list_ms2 = [scan_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " rt_list_ms2 = [rt_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " mass_list_ms2 = [mass_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " int_list_ms2 = [int_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " ms_list_ms2 = [ms_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " prec_mass_list2 = [prec_mzs_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " mono_mzs2 = [mono_mzs_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", + " charge_ms2 = [charge_list[i] for i, _ in enumerate(ms_list) if _ == 2]\n", "\n", - " assert np.round(center_est, 2) == centers[i]\n", - " assert np.round(sigma_est, 2) == sigmas[i]\n", - " \n", - "test_get_centroid()" + " prec_mass_list2 = [\n", + " calculate_mass(mono_mzs_list[i], charge_list[i])\n", + " for i, _ in enumerate(ms_list)\n", + " if _ == 2\n", + " ]\n", + "\n", + " query_data = {}\n", + "\n", + " query_data[\"scan_list_ms1\"] = np.array(scan_list_ms1)\n", + " query_data[\"rt_list_ms1\"] = np.array(rt_list_ms1)\n", + " query_data[\"mass_list_ms1\"] = np.array(mass_list_ms1)\n", + " query_data[\"int_list_ms1\"] = np.array(int_list_ms1)\n", + " query_data[\"ms_list_ms1\"] = np.array(ms_list_ms1)\n", + "\n", + " query_data[\"scan_list_ms2\"] = np.array(scan_list_ms2)\n", + " query_data[\"rt_list_ms2\"] = np.array(rt_list_ms2)\n", + " query_data[\"mass_list_ms2\"] = mass_list_ms2\n", + " query_data[\"int_list_ms2\"] = int_list_ms2\n", + " query_data[\"ms_list_ms2\"] = np.array(ms_list_ms2)\n", + " query_data[\"prec_mass_list2\"] = np.array(prec_mass_list2)\n", + " query_data[\"mono_mzs2\"] = np.array(mono_mzs2)\n", + " query_data[\"charge2\"] = np.array(charge_ms2)\n", + "\n", + " fname = pathlib.Path(filename)\n", + " acquisition_date_time = datetime.datetime.fromtimestamp(fname.stat().st_mtime).strftime('%Y-%m-%dT%H:%M:%S')\n", + "\n", + " return query_data, acquisition_date_time, vendor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reading other files\n", + "\n", + "Benchmarking proteomics software against each other is not straightforward as various naming conventions exist and different algorithms are implemented. In this section, we define some helper functions that allow us to read results from other tools and facilitate the comparison of different tools against AlphaPept." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The detected centroid can also easily be visualized:" + "### Reading MaxQuant .xml settings file\n", + "\n", + "One of the most commonly used tools to analyze MS data is MaxQuant. AlphaPept reads MaxQuant .xml files as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", + "#| export\n", + "import xml.etree.ElementTree as ET\n", "\n", + "def __extract_nested(child):\n", + " \"\"\"\n", + " Helper function to extract nested entries\n", + " \"\"\"\n", + " if len(child) > 0:\n", + " temp_dict = {}\n", + " for xx in child:\n", + " temp_dict[xx.tag] = __extract_nested(xx)\n", + " return temp_dict\n", + " else:\n", + " if child.text == 'True':\n", + " info = True\n", + " elif child.text == 'False':\n", + " info = False\n", + " else:\n", + " info = child.text\n", + " return info\n", "\n", - "def plot_centroid(peak, mz_array, int_array):\n", + "def extract_mq_settings(path: str) -> dict:\n", + " \"\"\"Function to return MaxQuant values as a dictionary for a given xml file.\n", "\n", - " plt.figure(figsize=(3, 3))\n", + " Args:\n", + " path (str): File name of an xml file.\n", "\n", - " start, center, end = peak\n", + " Returns:\n", + " dict: A dictionary with MaxQuant info.\n", "\n", - " centroid = get_centroid((start, center, end), mz_array, int_array)\n", + " Raises:\n", + " ValueError: When path is not a valid xml file.\n", "\n", - " plt.plot(mz_array[start - 2 : end + 2], int_array[start - 2 : end + 2])\n", - " plt.plot(mz_array[start - 2 : end + 2], int_array[start - 2 : end + 2], \"b.\")\n", - " plt.axvline(mz_array[start], color=\"r\")\n", - " plt.axvline(mz_array[end], color=\"r\")\n", + " \"\"\"\n", + " if not path.endswith('.xml'):\n", + " raise ValueError(\"Path {} is not a valid xml file.\".format(path))\n", "\n", - " plt.axvline(centroid[0], color=\"g\", label='Center')\n", - " plt.title(\"Centroid\")\n", - " plt.xlabel(\"m/z\")\n", - " plt.ylabel(\"Intensity\")\n", - " plt.legend()\n", + " tree = ET.parse(path)\n", + " root = tree.getroot()\n", "\n", - " plt.show()\n", - " \n", - "int_array = np.array([0,0,0,1,2,3,3,2,1,0,0,1,2,3,2,1,0])\n", - "mz_array = np.array([0,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15])\n", + " mq_dict = {}\n", "\n", - "peak = (2, 6, 9)\n", - " \n", - "plot_centroid(peak, mz_array, int_array)" + " for child in root:\n", + "\n", + " mq_dict[child.tag] = __extract_nested(child)\n", + "\n", + " return mq_dict" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'FastaFileInfo': {'fastaFilePath': 'testfile.fasta',\n", + " 'identifierParseRule': '>([^\\\\s]*)',\n", + " 'descriptionParseRule': '>(.*)',\n", + " 'taxonomyParseRule': None,\n", + " 'variationParseRule': None,\n", + " 'modificationParseRule': None,\n", + " 'taxonomyId': None}}" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "#| export\n", - "\n", - "@njit\n", - "def centroid_data(\n", - " mz_array: np.ndarray,\n", - " int_array: np.ndarray\n", - ") -> tuple:\n", - " \"\"\"Estimate centroids and intensities from profile data.\n", - "\n", - " Args:\n", - " mz_array (np.ndarray): An array with mz values.\n", - " int_array (np.ndarray): An array with intensity values.\n", - "\n", - " Returns:\n", - " tuple: A tuple of the form (mz_array_centroided, int_array_centroided)\n", - " \"\"\"\n", - " peaks = get_peaks(int_array)\n", - "\n", - " mz_array_centroided = np.zeros(len(peaks))\n", - " int_array_centroided = np.zeros(len(peaks))\n", - "\n", - "\n", - " for i in range(len(peaks)):\n", - " mz_, int_ = get_centroid(peaks[i], mz_array, int_array)\n", - " mz_array_centroided[i] = mz_\n", - " int_array_centroided[i] = int_\n", - "\n", - " return mz_array_centroided, int_array_centroided" + "mq_dict = extract_mq_settings('../testfiles/test_mqpar.xml')\n", + "mq_dict['fastaFiles']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Trimming spectra to retain the `n` most intense peaks\n", - "\n", - "`get_most_abundant`: In order to save spectra in a more memory-efficient form, we only keep the n most abundant peaks. This allows us to save data in a fast, accessible matrix format. \n", - "\n", - "`get_local_intensity`: This calculates the local intensity to get local maxima." + "AlphaPept incorporates PTMs directly in amino acid sequences with lower case identifiers. Parsing MaxQuant sequences with PTMs is done with:" ] }, { @@ -1121,70 +1196,52 @@ "outputs": [], "source": [ "#| export\n", - "from alphapept.chem import calculate_mass\n", - "from tqdm import tqdm\n", - "import numpy as np\n", - "from numba.typed import List\n", - "from numba import njit\n", - "import gzip\n", - "import sys\n", - "import os\n", - "import logging\n", - "\n", - "@njit\n", - "def get_local_intensity(intensity, window=10):\n", - " \"\"\"\n", - " Calculate the local intensity for a spectrum.\n", - "\n", - " Args:\n", - " intensity (np.ndarray): An array with intensity values.\n", - " window (int): Window Size\n", - " Returns:\n", - " nop.ndarray: local intensity\n", - " \"\"\"\n", - "\n", - " local_intensity = np.zeros(len(intensity))\n", - "\n", - " for i in range(len(intensity)):\n", - " start = max(0, i-window) \n", - " end = min(len(intensity), i+window)\n", - " local_intensity[i] = intensity[i]/np.max(intensity[start:end])\n", - " \n", - " return local_intensity\n", + "def parse_mq_seq(peptide: str) -> str:\n", + " \"\"\"Replaces maxquant convention to alphapept convention.\n", "\n", - "def get_most_abundant(\n", - " mass: np.ndarray,\n", - " intensity: np.ndarray,\n", - " n_max: int,\n", - " window: int = 10,\n", - ") -> tuple:\n", - " \"\"\"Returns the n_max most abundant peaks of a spectrum.\n", + " ToDo: include more sequences\n", "\n", " Args:\n", - " mass (np.ndarray): An array with mz values.\n", - " intensity (np.ndarray): An array with intensity values.\n", - " n_max (int): The maximum number of peaks to retain.\n", - " Setting `n_max` to -1 returns all peaks.\n", - " window (int): Use local maximum in a window\n", + " peptide (str): A peptide sequence from MaxQuant.\n", "\n", " Returns:\n", - " tuple: the filtered mass and intensity arrays.\n", + " str: A parsed peptide sequence compatible with AlphaPept.\n", "\n", " \"\"\"\n", - " if n_max == -1:\n", - " return mass, intensity\n", - " if len(mass) < n_max:\n", - " return mass, intensity\n", - " else:\n", - " \n", - " if window > 0:\n", - " sortindex = np.argsort(get_local_intensity(intensity, window))[::-1][:n_max]\n", - " else:\n", - " sortindex = np.argsort(intensity)[::-1][:n_max]\n", - " \n", - " sortindex.sort()\n", + " peptide = peptide[1:-1] #Remove _\n", "\n", - " return mass[sortindex], intensity[sortindex]" + " peptide = peptide.replace('(Acetyl (Protein N-term))','a')\n", + " peptide = peptide.replace('M(Oxidation (M))','oxM')\n", + " peptide = peptide.replace('C','cC') #This is fixed and not indicated in MaxQuant\n", + "\n", + " return peptide" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A quick test shows the results are correct:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'AFQPFFVELToxMPYSVIR'" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "parse_mq_seq('_AFQPFFVELTM(Oxidation (M))PYSVIR_')" ] }, { @@ -2081,6 +2138,14 @@ " n_most_abundant,\n", " callback=callback,\n", " )\n", + " elif ext.lower() == '.wiff':\n", + " vendor = \"SciEx\"\n", + " logging.info(f'File {base} has extension {ext} - converting from {vendor}.')\n", + " query_data, acquisition_date_time = load_sciex_raw(\n", + " file_name,\n", + " n_most_abundant,\n", + " callback=callback,\n", + " )\n", " elif ext.lower() == '.d':\n", " vendor = \"Bruker\"\n", " logging.info(f'File {base} has extension {ext} - converting from {vendor}.')\n", @@ -2103,30 +2168,14 @@ " )\n", " return query_data, vendor, acquisition_date_time\n", "\n", - "\n", "@patch\n", "def _save_DDA_query_data(\n", " self:MS_Data_File,\n", " query_data:dict,\n", " vendor:str,\n", " acquisition_date_time:str,\n", - " overwrite:bool=False\n", - ") -> None:\n", - " \"\"\"Save a query dict to this ms_data object.\n", - "\n", - " Args:\n", - " query_data (dict): A dictionary with data for MS1 and MS2 scans.\n", - " vendor (str): The vendor name, must be Thermo or Bruker if provided.\n", - " acquisition_date_time (str): A string that indicates when the data was acquired.\n", - " overwrite (bool): Overwrite pre-existing data and truncate existing groups.\n", - " If the False, ignore the is_overwritable flag of this HDF_File.\n", - " Defaults to None.\n", - "\n", - " Raises:\n", - " KeyError: If the query_dict contains keys that do not end with 1 or 2.\n", - " i.e. are not MS1 or MS2 spectra.\n", - "\n", - " \"\"\"\n", + " overwrite=False\n", + "):\n", "# if vendor == \"Bruker\":\n", "# raise NotImplementedError(\"Unclear what are ms1 and ms2 attributes for bruker\")\n", " if \"Raw\" not in self.read():\n", @@ -2141,7 +2190,9 @@ " if key.endswith(\"1\"):\n", "# TODO: Weak check for ms2, imporve to _ms1 if consistency in naming is guaranteed\n", " if key == \"mass_list_ms1\":\n", - " indices = index_ragged_list(value)\n", + " indices = np.zeros(len(value) + 1, np.int64)\n", + " indices[1:] = [len(i) for i in value]\n", + " indices = np.cumsum(indices)\n", " self.write(\n", " indices,\n", " dataset_name=\"indices_ms1\",\n", @@ -2159,21 +2210,23 @@ " elif key.endswith(\"2\"):\n", "# TODO: Weak check for ms2, imporve to _ms2 if consistency in naming is guaranteed\n", " if key == \"mass_list_ms2\":\n", - " indices = index_ragged_list(value)\n", + " indices = np.zeros(len(value) + 1, np.int64)\n", + " indices[1:] = [len(i) for i in value]\n", + " indices = np.cumsum(indices)\n", " self.write(\n", " indices,\n", " dataset_name=\"indices_ms2\",\n", " group_name=f\"Raw/MS2_scans\"\n", " )\n", - " if len(value) > 1: #in case there is no MS2\n", - " value = np.concatenate(value)\n", - " else:\n", - " value = np.array(value)\n", + " value = np.concatenate(value)\n", " elif key == \"int_list_ms2\":\n", - " if len(value) > 1: #in case there is no MS2\n", - " value = np.concatenate(value)\n", - " else:\n", - " value = np.array(value)\n", + " value = np.concatenate(value)\n", + " elif key == \"alphatims_spectrum_indptr_ms2\":\n", + " key = \"indices_ms2\"\n", + " elif key == \"alphatims_spectrum_mz_values_ms2\":\n", + " key = \"mass_list_ms2\"\n", + " elif key == \"alphatims_spectrum_intensity_values_ms2\":\n", + " key = \"int_list_ms2\"\n", " self.write(\n", " value,\n", "# TODO: key should be trimmed: xxx_ms2 should just be e.g. xxx\n", @@ -2182,9 +2235,7 @@ " )\n", " else:\n", " raise KeyError(\"Unspecified scan type\")\n", - " return\n", - "# to_save[\"bounds\"] = np.sum(to_save['mass_list_ms2']>=0,axis=0).astype(np.int64)\n", - "# logging.info('Converted file saved to {}'.format(save_path))" + " return" ] }, { @@ -2414,34 +2465,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converted 00_settings.ipynb.\n", - "Converted 01_chem.ipynb.\n", - "Converted 02_io.ipynb.\n", - "Converted 03_fasta.ipynb.\n", - "Converted 04_feature_finding.ipynb.\n", - "Converted 05_search.ipynb.\n", - "Converted 06_score.ipynb.\n", - "Converted 07_recalibration.ipynb.\n", - "Converted 08_quantification.ipynb.\n", - "Converted 09_matching.ipynb.\n", - "Converted 10_constants.ipynb.\n", - "Converted 11_interface.ipynb.\n", - "Converted 12_performance.ipynb.\n", - "Converted 13_export.ipynb.\n", - "Converted 14_display.ipynb.\n", - "Converted 15_label.ipynb.\n", - "Converted additional_code.ipynb.\n", - "Converted contributing.ipynb.\n", - "Converted file_formats.ipynb.\n", - "Converted index.ipynb.\n" - ] - } - ], + "outputs": [], "source": [ "#|hide\n", "import nbdev; nbdev.nbdev_export()" @@ -2450,7 +2474,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.5 ('base')", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/03_fasta.ipynb b/nbs/03_fasta.ipynb index 858fd49a..349ceef3 100644 --- a/nbs/03_fasta.ipynb +++ b/nbs/03_fasta.ipynb @@ -70,7 +70,7 @@ " list (of str): the sequences with missed cleavages.\n", " \"\"\"\n", " missed = []\n", - " for k in range(len(sequences)-n_missed_cleavages):\n", + " for k in range(len(sequences)-n_missed_cleavages+1):\n", " missed.append(''.join(sequences[k-1:k+n_missed_cleavages]))\n", "\n", " return missed\n", @@ -154,7 +154,8 @@ " pep_length_min, pep_length_max = 6, 65\n", "\n", " assert set(cleave_sequence('ABCDEFGHIJKLMNOPQRST', 0, protease, pep_length_min, pep_length_max)) == set(['ABCDEFGHIJK', 'LMNOPQR'])\n", - " assert set(cleave_sequence('ABCDEFGHIJKLMNOPQRST', 1, protease, pep_length_min, pep_length_max)) == set(['ABCDEFGHIJK', 'LMNOPQR', 'ABCDEFGHIJKLMNOPQR'])\n", + " assert set(cleave_sequence('ABCDEFGHIJKLMNOPQRST', 1, protease, pep_length_min, pep_length_max)) == set(['ABCDEFGHIJK', 'LMNOPQR', 'LMNOPQRST', 'ABCDEFGHIJKLMNOPQR'])\n", + " assert set(cleave_sequence('AAAAAKEEEEERIIIIIKSQUEEK', 2, protease, pep_length_min, pep_length_max)) == set(['AAAAAK', 'EEEEER', 'IIIIIK', 'SQUEEK', 'AAAAAKEEEEER', 'EEEEERIIIIIK', 'IIIIIKSQUEEK', 'AAAAAKEEEEERIIIIIK', 'EEEEERIIIIIKSQUEEK'])\n", "\n", "test_cleave_sequence()" ] @@ -1081,7 +1082,7 @@ { "data": { "text/plain": [ - "['xAMAMA', 'AMAMA']" + "['AMAMA', 'xAMAMA']" ] }, "execution_count": null, @@ -1208,14 +1209,22 @@ { "data": { "text/plain": [ - "['aPEPTIDEM',\n", - " 'aPEPTIDEoxM',\n", - " 'MEDITPEaP_decoy',\n", - " 'oxMEDITPEaP_decoy',\n", + "['PEPTIDEM',\n", + " 'PEPTIDEoxM',\n", + " 'MEDITPEP_decoy',\n", + " 'oxMEDITPEP_decoy',\n", " 'PEPTIDEM',\n", " 'PEPTIDEoxM',\n", " 'MEDITPEP_decoy',\n", - " 'oxMEDITPEP_decoy']" + " 'oxMEDITPEP_decoy',\n", + " 'aPEPTIDEM',\n", + " 'aPEPTIDEoxM',\n", + " 'MEDITPEaP_decoy',\n", + " 'oxMEDITPEaP_decoy',\n", + " 'aPEPTIDEM',\n", + " 'aPEPTIDEoxM',\n", + " 'MEDITPEaP_decoy',\n", + " 'oxMEDITPEaP_decoy']" ] }, "execution_count": null, @@ -1555,14 +1564,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2136,7 +2143,7 @@ "\n", " to_add, pept_dict, fasta_dict = generate_database(mass_dict, ['../testfiles/test.fasta'], **settings['fasta'])\n", " \n", - " assert len(to_add) == 3078 #This will break if the deafult settings are changed\n", + " assert len(to_add) == 3104 #This will break if the deafult settings are changed\n", " assert 'GQTVLGSIDHLYTGSGYR' in pept_dict\n", " assert fasta_dict[0]['name'] == 'sp|A0PJZ0|A20A5_HUMAN'\n", " \n", @@ -2639,7 +2646,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/04_feature_finding.ipynb b/nbs/04_feature_finding.ipynb index 43a18cac..830cf555 100644 --- a/nbs/04_feature_finding.ipynb +++ b/nbs/04_feature_finding.ipynb @@ -341,14 +341,12 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2617,6 +2615,8 @@ " datatype='bruker'\n", " elif ext.lower() == '.mzml':\n", " datatype='mzml'\n", + " elif ext.lower() == '.wiff':\n", + " datatype='sciex'\n", " else:\n", " raise NotImplementedError('File extension {} not understood.'.format(ext))\n", "\n", @@ -2647,7 +2647,7 @@ " if not settings['workflow'][\"find_features\"]:\n", " features = query_data_to_features(query_data)\n", " else:\n", - " if datatype in ['thermo','mzml']:\n", + " if datatype in ['thermo','mzml','sciex']:\n", "\n", " from alphapept.constants import averagine_aa, isotopes\n", "\n", @@ -2923,34 +2923,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converted 00_settings.ipynb.\n", - "Converted 01_chem.ipynb.\n", - "Converted 02_io.ipynb.\n", - "Converted 03_fasta.ipynb.\n", - "Converted 04_feature_finding.ipynb.\n", - "Converted 05_search.ipynb.\n", - "Converted 06_score.ipynb.\n", - "Converted 07_recalibration.ipynb.\n", - "Converted 08_quantification.ipynb.\n", - "Converted 09_matching.ipynb.\n", - "Converted 10_constants.ipynb.\n", - "Converted 11_interface.ipynb.\n", - "Converted 12_performance.ipynb.\n", - "Converted 13_export.ipynb.\n", - "Converted 14_display.ipynb.\n", - "Converted 15_label.ipynb.\n", - "Converted additional_code.ipynb.\n", - "Converted contributing.ipynb.\n", - "Converted file_formats.ipynb.\n", - "Converted index.ipynb.\n" - ] - } - ], + "outputs": [], "source": [ "#|hide\n", "import nbdev; nbdev.nbdev_export()" @@ -2959,7 +2932,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/05_search.ipynb b/nbs/05_search.ipynb index d176d190..c4d403de 100644 --- a/nbs/05_search.ipynb +++ b/nbs/05_search.ipynb @@ -187,14 +187,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -572,6 +570,7 @@ " callback: Callable = None,\n", " prec_tol_calibrated:float = None,\n", " frag_tol_calibrated:float = None,\n", + " top_n: int = 10,\n", " **kwargs\n", ")->(np.ndarray, int):\n", " \"\"\"[summary]\n", @@ -588,6 +587,7 @@ " callback (Callable, optional): Optional callback. Defaults to None.\n", " prec_tol_calibrated (float, optional): Precursor tolerance if calibration exists. Defaults to None.\n", " frag_tol_calibrated (float, optional): Fragment tolerance if calibration exists. Defaults to None.\n", + " top_n (int): Number of top-n hits to keep.\n", "\n", " Returns:\n", " np.ndarray: Numpy recordarray storing the PSMs.\n", @@ -655,7 +655,6 @@ "\n", " n_queries = len(query_masses)\n", " n_db = len(db_masses)\n", - " top_n = 5\n", "\n", " if alphapept.performance.COMPILATION_MODE == \"cuda\":\n", " import cupy\n", @@ -1450,14 +1449,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1937,7 +1934,7 @@ " if len(output) > 0:\n", " psms = pd.concat(output)\n", " if ms_file_path[j] in df_cache:\n", - " temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]))\n", + " temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]), settings['search']['top_n'])\n", " selector = temp['temp_idx'].values\n", " df_cache[ms_file_path[j]] = temp\n", " else:\n", @@ -1968,7 +1965,7 @@ " if len(output) > 0:\n", " psms = pd.concat(output)\n", " if ms_file_path[j] in df_cache:\n", - " temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]))\n", + " temp = filter_top_n(pd.concat([df_cache[ms_file_path[j]], psms]), settings['search']['top_n'])\n", " selector = temp['temp_idx'].values\n", " df_cache[ms_file_path[j]] = temp\n", " else:\n", @@ -2023,34 +2020,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converted 00_settings.ipynb.\n", - "Converted 01_chem.ipynb.\n", - "Converted 02_io.ipynb.\n", - "Converted 03_fasta.ipynb.\n", - "Converted 04_feature_finding.ipynb.\n", - "Converted 05_search.ipynb.\n", - "Converted 06_score.ipynb.\n", - "Converted 07_recalibration.ipynb.\n", - "Converted 08_quantification.ipynb.\n", - "Converted 09_matching.ipynb.\n", - "Converted 10_constants.ipynb.\n", - "Converted 11_interface.ipynb.\n", - "Converted 12_performance.ipynb.\n", - "Converted 13_export.ipynb.\n", - "Converted 14_display.ipynb.\n", - "Converted 15_label.ipynb.\n", - "Converted additional_code.ipynb.\n", - "Converted contributing.ipynb.\n", - "Converted file_formats.ipynb.\n", - "Converted index.ipynb.\n" - ] - } - ], + "outputs": [], "source": [ "#|hide\n", "import nbdev; nbdev.nbdev_export()" @@ -2059,7 +2029,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/06_score.ipynb b/nbs/06_score.ipynb index 5ccf8ec8..9920022a 100644 --- a/nbs/06_score.ipynb +++ b/nbs/06_score.ipynb @@ -331,7 +331,7 @@ " if plot:\n", " import matplotlib.pyplot as plt\n", " plt.figure(figsize=(10, 5))\n", - " plt.plot(df[\"score\"], df[\"fdr\"])\n", + " plt.plot(df[\"score\"].values, df[\"fdr\"].values)\n", " plt.axhline(0.01, color=\"k\", linestyle=\"--\")\n", "\n", " plt.axvline(cutoff_value, color=\"r\", linestyle=\"--\")\n", @@ -454,7 +454,7 @@ " T_df = df[(~df.decoy) & (np.isin(df.sequence, target_in))]\n", " D_df = df[(df.decoy) & (np.isin(df.sequence, decoy_in))]\n", " \n", - " df = T_df.append(D_df)\n", + " df = pd.concat([T_df, D_df], ignore_index=True)\n", " \n", " return df\n", "\n", @@ -533,8 +533,8 @@ " return stat_rates\n", "\n", "def plot_qvalue_vs_fdr(df):\n", - " plt.plot(df.fdr, df.target_cum, label='FDR')\n", - " plt.plot(df.q_value, df.target_cum, label='q-value')\n", + " plt.plot(df.fdr.values, df.target_cum.values, label='FDR')\n", + " plt.plot(df.q_value.values, df.target_cum.values, label='q-value')\n", " plt.xlim(0-0.0001,0.005)\n", " plt.ylim(0-100,7000)\n", " plt.legend(loc='best')\n", @@ -548,16 +548,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\admin\\AppData\\Local\\Temp\\ipykernel_71924\\512733151.py:87: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " df = T_df.append(D_df)\n" - ] - } - ], + "outputs": [], "source": [ "#| hide\n", "TD = simulateTargetDecoyScores(n=50000, pi0=0.8, target_mu=3.5)\n", @@ -585,7 +576,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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    " ] @@ -615,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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    " ] @@ -645,7 +636,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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    " ] @@ -686,7 +677,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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B27ZB7dpKAmlOPQKRDJdTUMjQ3LlkrVrJ0ClPcMrn7zG/cStu6HoZn94yKdnhpS0DBhzagrtO65jsUJQIRDLZrTmfMm76N+y9ein/HncDtYs2cf9RA3m8Wz+2ZunjIZ4cGDf9G4CkJwP9TYtkqAFj8vjoixWQVZWvGjTlP/sdzbNdTmJRoxbJDi2jvPDRUiUCEUmc8DDQuo2bGTB7Ev/46BVOP+8BVtfZldtPuCLZ4WWkbZXgNu1KBCIZIjwM1HpNIU9MHEm3ZXN5r2Vnqm3bmuzQMlpWJViQp0QgkgFuzfmUcXlfc9nHr/Dn959nS1Y1hvS+lpc79tTK4CQ7p1vyi/QpEYiksZyCQoa8PJuiYsCMjssX8W7rLtzW8wpW1GuY7PAymq4aEpG4GzAmjxkLvufqvPHkdjiGxQ2bc/3Jg9mcVS1mL2BgJflwksRRIhBJM+G5gC7L5jNh4sPss2YZG6vXZHHD5myuGv2+wVWrGPf/oROnHaRy0plGiUAkTeQUFDJ4/GxqbtnEHdOe5YKZ/+XbXRpx/h/uZFqbg6O2q0xDFJIcSgQiKe438wDAxTNyuGjmf3i6y8ncd/T5bKhRO2pbDQMJKBGIpLQBY/L4YPEadvn5J1qvX8UXjVsxpuvpfNCyM7Oa7RezrZKAhMW16JyZ9TKzBWa2yMxKLWBuZmeZ2Twzm2tmz8czHpF0kVNQSNu/vsEHi9dw4hcfMmXsFTyaM5wqxdv4uVrNmEmgTvUsHjq7s5KA/GK7ewRmtitwlbvfXcZxWcAooCewDJhhZrnuPi/imLbAzcAR7r7WzJpsbzwimSbcC2j801qGTnmckxZ8wNwmbbih97UUV8mK2q5tkzq8Obh74gKVlBE1EZhZc+A2oCmQA7wADAPOCz0uS1dgkbt/GXq9F4FTgXkRx1wKjHL3tQDuvmL7T0EkM4Qng4uBvVct5ZX/G0Ktos3ce/T5jO56RswicRoGklhi9QieBd4FXgF6AfnAbOBAd/+uHK+9F7A04vkyoFuJY9oBmNkHQBYw1N1/V/fWzAYBgwBatFBBLMksOQWF3PzqHDYVFVN121aKs6ry1W5NyenQnee6nMTihtFXpioBSHnESgS7ufvQ0OPJZvYHYIC7F1fw+7cFugPNgGlm1tHdf4g8yN1HA6MBsrOzk1+hSSRBwsNA5sWcP+sNBn38Gqed/wCr6jRgaM/Lo7Y7Yu/d+L9LD0tgpJLKYs4RmFkDgsuMAVYD9c2CJYnuvqaM1y4EIr+qNAtti7QM+Mjdi4CvzOwLgsQwo3zhi6SvniOmsnDFBtqsXsY9E0dySOE83m3dhazibVHb1KhahXvOPFCLwmS7xEoE9YGZ/JoIAGaF/nSgTRmvPQNoa2atCRJAf+DcEsfkAOcAT5lZI4Khoi/LFblIGgqXif5hUxG4c+X0l7nugxfYVK0Gg0/6M6/uf1zU8hAaBpIdFTURuHurnXlhd99qZlcDkwnG/59097lmNgzId/fc0L4TzGwesA0Y4u6rd+Z9RVJVeBjoF2Z0WPEVU/bpyh09L2dVnQaltlNpCNlZ5jFuimBmVYHewL6hTfOAye6etALm2dnZnp+fn6y3F4mL8DBQja1buPrD8eR06M7iRs2pvrWILVWrRW2nuQApLzOb6e7Zpe2LdfnoXsDbwHKggGCI6GRghJkd6+7fxiNYkUwTTgIHL5vHvRNHsveaZayvUZvFjZpHTQJ1qmdx9+kd1QuQChFrjuBu4DF3fyhyo5ldC/wDuCCOcYmkvXCV0DqbNzJ02rOcP+sNCus3YeBZf+P91geV2kbDQBIPsRLBoe5+YcmN7j7SzBbELySR9BfuBQBcnP865896g2cODorEbaxeq9Q2Whks8RIrEWyKsW9jRQcikgnCq4PrbVpP+59Ws6BxK0Z3PZ33Wh1EwV77ltpGZaIl3mJePmpmZ5Sy3YBd4hSPSFr6ZXXwlm30XvABw958nHU169Lzkkf5uVrNUpOAhoEkUWIlgmnAKTH2iUg5/Fokbg0PvvkYvb7IY84e+3Bj72txK70AsIaBJJFirSO4MIFxiKSdkkXiXh33F2psK+If3S9k7CGnsy1KpVBdEiqJFuvy0afDycDMLnD3ZxIWlUiKC/cCqm0rojirGl823ItXDujBc11O4qvdSh/q0VCQJEusG9N0inh8XbwDEUkXPUdMJW/hSi7Mz+Wd0YNotGEtblUYdvygqEmgbZM6LPp7HyUBSYpYcwSq8imyHcLrAvZetZSXJz7Mwd9+zjttDqZKceyCvRoKkmSLlQiamdlIgquEwo9/4e7XxjUykRQyYEweHyxazVV5L3Hthy+wsVot/nTy9eR06B61SJxWB0tlESsRDIl4rOI+IqXIKShkyMuzKSoGzNh35RLebHsYdxx/Gavr7FpqG80FSGUT66ohTQ6LxDBgTB75ny9n8Acv8MoBx7GoUQsGnzyYoqzoReJUKloqo+2+eb1IpgtfFpq99DMmTXyY1muXs6bWLixq1CJqEtC6AKnMlAhEyik8DFRj00bufPdpziuYwDf1d+fcs+/iw1ado7ZTEpDKTolApBwibxpzef7rnDt7EmMOOY0RRw5kU/WaUdtpKEhSQZmJwMzaAY8Bu7v7AWZ2INDX3e+Ke3QilUDPEVNZ+fVy9l2/ms+btGZ01zN4t83BzNmzXdQ2uiRUUkmsBWVhY4CbgSIAd59DcP9hkbSWU1BI25v/S7t3JzFl7BU88vo9mBezuVoNJQFJK+UZGqrt7h/bb6+FTtqtKkUSYcCYPBbOXsioNx/jhIXT+WSPtjGLxIEuC5XUVZ5EsMrM9ia00tjM+hHcvlIkLfUcMRWfN58p44ZQfVsRdx37R57KPjVqkTjQXICktvIkgquA0cC+ZlYIfAUMjGtUIgmWU1DI0Ny5bFy/kS1Vq2ENm/FSx+N5rstJfN2gadR2GgaSdFBmInD3L4HjzawOUMXd18c/LJHEGTAmj7yFK7koP5dLZuTQ94KHWFm3AXf1uDRqGw0DSTopz1VDt5d4DoC7D4tTTCIJ03PEVGzuXF6dOJLOy79gyt6HUFa9RfUCJN2UZ2hoQ8TjmsDJwPz4hCOSOD0feIc+r43lqryXWF+jNteeMoTc/Y6OWiQONBcg6ak8Q0MPRD43s/uByXGLSCTOwuWiAfZes4wJ+x7BsB6DWFO7ftQ2GgqSdLYjK4trA80qOhCReMspKOSv46Zz7fvP0/aAHixs3JLBJw1ma1bs/wYqESHprjxzBJ/y66BpFtAY0PyApIycgkJufnUOnRbPZsLEf9Lqh+WsrNOAhY1bxkwCBgzQUJBkgPL0CE6OeLwV+N7dy7WgzMx6AQ8TJJCx7j48ynFnAv8GDnF33ftAKsyAMXnMmbeU2955inM/mcSSXffknP5/J6/lgVHbaBhIMk3MRGBmWcBkd993e1841HYU0BNYBswws1x3n1fiuHoE90T+aHvfQySWniOmsnDFBq7Jz+XsOf/jia5n8OCR5/JztehF4jQMJJkoZiJw921mtsDMWrj7N9v52l2BRaF1CJjZi8CpwLwSx/0NuIff3hFNZIflFBRy11Pv0mT9ati9DaO7nsHUNtl8umfbmO10WahkqvIMDTUA5prZx0RcSurufctotxewNOL5MqBb5AFm1gVo7u5vmFnURGBmg4BBAC1atChHyJKJbs35lHF5X9N3/rv8b8po1tTahZ6XPMrmajViJgENBUmmK08iuC0eb2xmVYARwIVlHevuownKXJCdnR17tY9knPDloHv8uIqx/xvF8YtnULBne24oo0gcqBcgAuVLBH3c/cbIDWZ2D/BuGe0KgeYRz5uFtoXVAw4ApoZWK+8B5JpZX00YS3lErgfYZ9U3vPbc9WR5McOOu5SnDz6Z4hhF4upUz+Lu0zuqFyBC+RJBT+DGEtt6l7KtpBlAWzNrTZAA+gPnhne6+zqgUfi5mU0F/qIkIGUJ3zO4GKixdQubq1ZnccNmPN+5N+MO6sPSXfeI2lbDQCK/FzURmNkVwJVAGzObE7GrHvBBWS/s7lvN7GqCVchZwJPuPtfMhgH57p67c6FLJgrfMjKreBuXznidP+a//kuRuH8c+8eYbXVFkEjpYvUIngcmAv8AborYvt7d15Tnxd19AjChxLbboxzbvTyvKZkpfOP4omJov3IJ9054mE7fLeTNfbqV3RjVCBKJJWoiCA3drAPOSVw4Ir/3y43j3fnz+89z5fSXWFezLlf1vZE39j1SReJEdtKO1BoSSZjwojAAzGi19lv+s9/RDOtxKT/U2iVqOyUAkfJTIpBKKTwhXGPLz9z63nOMP/AEFjZuyfUn/TlqfSBNBIvsGCUCqVQi5wIOXzKb4ZP+SYt13/PtLk1iFonTegCRHadEIJVGeF3ALj//xN/eeZL+c/7Hlw2acta5w/m4+QGltqlRtQr3nHmgegEiO0GJQJIuXCZ6U1ExABfM/A/9Pp3CY9368dAR57C5Wo1S22keQKRiKBFIUoV7AQ03/ECbn1Yzd/e9Gd31DN7epytzd9+71DaaCxCpWEoEkjQDxuTxwaLVnDZvKndMGc3q2vV/KRIXLQloUZhIxVMikKToOWIqGxZ9xVOTR3HslzOZ2XRfbuh9XcwicRoKEokPJQJJqPBQUNuVX/O/cX+hihcztMcgnu1yUtQicboiSCS+lAgkYXqOmMo3hWugWg0WNWrOuIP6MK5zb5bFKBKnXoBI/MUu1i5SAXIKCml7Qy49cp9h2uhLafzTGtyqMLz7RVGTQJ3qWTx0dmclAZEEUI9A4iY8DNTh+y95deLDdPx+MRPbHY7HqA0E6gWIJJoSgcTFgDF5fLhoFX95bxyXT/83a2vvwuWn3cyk9kdEbaPLQkWSQ4lAKlRkiQisCs3WfU/O/sfyt+MuYV2telHbaUJYJHmUCKRChFcH24YN3DztOV7sdAJfNG7F9ScNZluMW0aqFyCSfEoEstPCcwFHfTWLf0x6hKY/rmTprrvzReNWMZOAFoeJVA5KBLJTBozJ49O533DfW2P5w2dTWLxbM84aMJz8ZvvHbKehIJHKQ4lAdlj4pjHXzPwPp899m1GH/oGRR5zD5qrVo7ZpULsad5yyv4aCRCoRJQLZbrfmfMrkKZ+w+0+rYY99GN3tTKa07cb8Jm2itjHgwbM7KwGIVEJKBLJdej7wDp3ezuXNt8eyqvauQZG4qtVjJgHdM0CkclMikHLJKSjkgdGTuXvSIxy9pICPm3Xgpl7XxiwSV6d6Fnef3lEJQKSSUyKQmMLrAlp9/zWTnrseN+O2npcz7qA+qhQqkiaUCCSqAWPymPn5txRVq8miRs15+uBTeL5zbwrrN4naRusCRFKPis7J7+QUFNJuyOt0Gvc47z1xCU3Wr8atCvcdc0HMJHDE3rux6O99lAREUox6BPKL8DBQu+WLeW3Cw+y/4kveaH9EzEVhoF6ASKpTIhAgokjctOe47KNXWFO7Pped9lcmtz88ZjutDhZJfXFNBGbWC3gYyALGuvvwEvsHA5cAW4GVwB/d/et4xiS/lVNQyODxsykGsCrsuX4Vrx5wHHcddwk/1qwbs60mhEXSQ9wSgZllAaOAnsAyYIaZ5br7vIjDCoBsd99oZlcA9wJnxysm+a0BY/KYPW8Zt097lhc7ncjnTVrzlz5/inrLyDCVhxBJL/HsEXQFFrn7lwBm9iJwKvBLInD3dyKOnw4MjGM8EhLuBRz15UwmT36Epj+u4qvd9uLzJq1jJgHNBYikp3gmgr2ApRHPlwHdYhx/MTCxtB1mNggYBNCiRYuKii8jDRiTx9zPlnDf22M587O3WdiwOf0G3susvfaL2U7DQCLpq1JMFpvZQCAbOKa0/e4+GhgNkJ2d7QkMLW1E3jDmmllv0Hfeuzx8eH9GHXY2W6pWi9pOw0Ai6S+eiaAQaB7xvFlo22+Y2fHALcAx7r45jvFkrKBI3Gz2Xb+aT/dsy+huZ/K/doexoHGrqG00DCSSOeKZCGYAbc2sNUEC6A+cG3mAmR0EPAH0cvcVcYwlYw0Y/SFNc8Yz5e1/sbJOg1+KxMVKAhoGEskscUsE7r7VzK4GJhNcPvqku881s2FAvrvnAvcBdYGXzQzgG3fvG6+YMkVOQSFDc+dSd/lS/jHpEY76ejYfNT+Am3pdE7M+kNYEiGSmuM4RuPsEYEKJbbdHPD4+nu+ficK3jWy3cgk5z13PNqvCLSdcyfOde8VMApoLEMlclWKyWCrGgDF5zJr/LVSvycJGLXgy+1T+r3Nvlu/SOGob3StARJQI0sCtOZ8y/oPFXD793zw06w1OuvBhVtRryP1Hnx+zneYCRASUCFJaeGHY/ssXkjvxYfZbuYTc/Y5ma1bZf61KAiISpkSQgsJrArZuK+bGqU9z6YwcVtbZlUvOuI0pbWOt2dNloSLye0oEKWbAmDw+WLwmeGJVaLzxB8Yf2JPh3S+KWSTOgAHqBYhIKZQIUkR4GKj25o0Me/cZnu/ci8+btGZI7+vKLBKnYSARiUWJIAWELwntvngGf588it1/WsPCRs3LLBKnK4JEpDyUCCqxcAJosHEdD741htPnTeWLhi24cuDNzG7aPmo7zQOIyPZQIqikeo6YysIVGwAYWDCBkz9/j4eOOIdHDz1LReJEpEIpEVQy4bmAxutXceBPa5izZztGdzuTSe0OZ2HjllHb1amexd2nd1QvQES2mxJBJZFTUMjNr85h05Zt9P9kMn9950m+r9eQEy4exeaq1aMmAdUHEpGdpURQCYTnAlqsXc7wSf/k8G/mkNeiY5lF4jQMJCIVQYkgycLrAtqtXMLrz15PUZUsbjrxasZ3OiFmEtAloSJSUZQIkiQ8F1BzyyaoXosvGrVkdNfTeaFTL77bpVHUdg1qV+OOU/bXXICIVBglggQLl4egqIhr8l7mvIKgSNz39Rrx4FEDo7bTXICIxIsSQQKF5wI6fbuAeyaOZN9VX5PT4Ri2ZEW/HBQ0FyAi8aVEkACRReL++s5TXJz/OivqNOCPZ97O2/t0jdpOl4SKSCIoEcRZySJxu236kRc7ncDw7hexvkadqO00GSwiiaJEECfhyeA6mzdw99SnGHdQH+Y3acOQPtfFvBpI5SFEJNGUCCrYLwvDiorpsegj7p48isYbfuDzxq2Y36SNLgkVkUpHiaAChYeBdtu4jnumPEHf+dOY37gVg864lTl7tovaTpPBIpJMSgQVIHw1UNiAggn0WvAhDxw5gMcP7UdRjKuC1AsQkWRTIthJ4V7AHj+uYvefVvNJ0/Y80a0fE9ofyeJGzaO20xVBIlJZKBHshAFj8vhw0SrO/WQyN7/zJN/Va8QJF49iS9VqUZOAFoaJSGWjRLADwlcEtVhTyAuT/smhSz/j/ZaduFlF4kQkBSkRbIfwwrCiYmi/cgmvPzuYLVnVGNL7Wl7u2BPMSm2nYSARqcyUCMohcjK4zuaNFNWozYJGLXm825k836kXK+o1LLWd1gSISCpQIoghPARUDFTfWsRVeeMZWDCBPheN5Pt6jXjoyAFR2+pqIBFJFXFNBGbWC3gYyALGuvvwEvtrAM8CBwOrgbPdfUk8YyqvnIJC/jR+NgBdCudzz8SRtF29lFf2P5bNVatHbad5ABFJNXFLBGaWBYwCegLLgBlmluvu8yIOuxhY6+77mFl/4B7g7HjFtD3u/M9czIu59e1/cVF+LsvrNeLCfkOZund21DZtm9RREhCRlBPPHkFXYJG7fwlgZi8CpwKRieBUYGjo8b+BR8zM3N3jGFe5rN1YBFaFeps3MO6gPtx7zAX8VKN21OPVExCRVBXPRLAXsDTi+TKgW7Rj3H2rma0DGgKrIg8ys0HAIIAWLVrEK97ADz/ADTfQoagj83Zvw429r415SaiuCBKRVJcSk8XuPhoYDZCdnR2/3kJODlx5JaxYwRG9rmDe7tGLxGkyWETSRTwTQSEQuby2WWhbaccsM7OqQH2CSePE+v57uOYaePll6NQJ/vMf9q+yB9Ve/oSi4t/mHQ0BiUi6iWcimAG0NbPWBB/4/YFzSxyTC1wA5AH9gLeTMj8wZgy8/jrcfTcMGQLVqnFaaNd9kxfw7Q+baLprLYac2F5DQCKSdiyen7tm1gd4iODy0Sfd/W4zGwbku3uumdUEngMOAtYA/cOTy9FkZ2d7fn7+zgf3zTewfDl06wabN8OSJdC+/c6/rohIJWRmM9291Mse45oI4mGnE0FxMTz+ONx4IzRvDp99BlWiTwaLiKSDWIkgsz4BFyyAY46Bq66Cww6DCROUBEQk46XEVUMVYs4c6NoVatWCp56CCy6IWiRORCSTpP/X4R9/DP7s2BFuuQXmz4cLL1QSEBEJSd9E8PPPwQd/69awbFnwwX/bbbDHHsmOTESkUknPoaEPP4SLL4bPPw+GgGpHLw0hIpLp0qtHUFwM110HRx4JmzbBpEnw9NOw227JjkxEpNJKr0RQpQr89BNcfXVwWeiJJyY7IhGRSi/1E8GaNcEw0OzZwfMxY2DkSKhbN6lhiYikitROBK+8Ah06wDPPwEcfBdu0LkBEZLuk5qfmd99Bv37BT9OmkJ8Pl12W7KhERFJSaiaCsWPhv/+F4cPh44+hc+dkRyQikrJS8/LRIUPg7LOhbdtkRyIikvJSruicma0Evk7gWzaixB3T0ozOL3Wl87mBzq+itXT3xqXtSLlEkGhmlh+tYl860PmlrnQ+N9D5JVJqzhGIiEiFUSIQEclwSgRlG53sAOJM55e60vncQOeXMJojEBHJcOoRiIhkOCUCEZEMp0QQYma9zGyBmS0ys5tK2V/DzMaH9n9kZq2SEOYOKce5DTazeWY2x8zeMrOWyYhzR5V1fhHHnWlmbmaV4pK98irP+ZnZWaG/w7lm9nyiY9wZ5fj32cLM3jGzgtC/0T7JiHNHmNmTZrbCzD6Lst/MbGTo3OeYWZdExwiAu2f8D5AFLAbaANWBT4AOJY65Eng89Lg/MD7ZcVfguR0L1A49viJVzq285xc6rh4wDZgOZCc77gr++2sLFAANQs+bJDvuCj6/0cAVoccdgCXJjns7zu9ooAvwWZT9fYCJgAGHAh8lI071CAJdgUXu/qW7bwFeBE4tccypwDOhx/8GepilxI2Pyzw3d3/H3TeGnk4HmiU4xp1Rnr87gL8B9wA/JzK4ClCe87sUGOXuawHcfUWCY9wZ5Tk/B3YJPa4PfJvA+HaKu08D1sQ45FTgWQ9MB3Y1sz0TE92vlAgCewFLI54vC20r9Rh33wqsAxomJLqdU55zi3QxwTeUVFHm+YW6283d/Y1EBlZByvP31w5oZ2YfmNl0M+uVsOh2XnnObygw0MyWAROAaxITWkJs7//PuEjNonMSF2Y2EMgGjkl2LBXFzKoAI4ALkxxKPFUlGB7qTtCbm2ZmHd39h2QGVYHOAZ529wfM7DDgOTM7wN2Lkx1YulCPIFAINI943iy0rdRjzKwqQRd1dUKi2znlOTfM7HjgFqCvu29OUGwVoazzqwccAEw1syUE47C5KTRhXJ6/v2VArrsXuftXwBcEiSEVlOf8LgZeAnD3PKAmQcG2dFCu/5/xpkQQmAG0NbPWZladYDI4t8QxucAFocf9gLc9NNtTyZV5bmZ2EPAEQRJIpfFlKOP83H2duzdy91bu3opgDqSvu+cnJ9ztVp5/mzkEvQHMrBHBUNGXCYxxZ5Tn/L4BegCY2X4EiWBlQqOMn1zg/NDVQ4cC69x9eaKD0NAQwZi/mV0NTCa4iuFJd59rZsOAfHfPBf5F0CVdRDD50z95EZdfOc/tPqAu8HJo/vsbd++btKC3QznPL2WV8/wmAyeY2TxgGzDE3VOht1re87seGGNmfyaYOL4wRb6EYWYvECTpRqE5jjuAagDu/jjBnEcfYBGwEbgoKXGmyO9TRETiRENDIiIZTolARCTDKRGIiGQ4JQIRkQynRCAikuGUCCTjmNlQM/tLEt53m5nNjvhpZWbdzWxdqLLmAjObZmYnl4i1MHT8PDM7J9FxS/rTOgKRxNnk7p0jN4TKmb/n7ieHnncGcsxsk7u/FTrsQXe/38zaAjPN7N/uXpTAuCXNqUcgGcHMbjGzL8zsfaB9xPa9zWySmc00s/fMbN/Q9t3N7DUz+yT0c3ho+2Az+yz086fQtmHhx6Hnd5vZdTsSp7vPBoYBV5eybyHBoqMGO/LaItGoRyBpz8wOJlgJ3png3/wsYGZo92jgcndfaGbdgEeB44CRwLvufrqZZQF1Q69zEdCNoH78R2b2LvAk8CrwUKjIXX+C8sol1TKz2aHHX7n76VFCngUMKeU8ugALU7AMiFRySgSSCY4CXgvfc8HMckN/1gUO59fSGgA1Qn8eB5wP4O7bgHVmdmTodTaE2r8KHOXuI81sdahm0+5AQZQSD78bGoqi5H0u/mxmFxHUEDqlPCcssj2UCCSTVQF+KOeHc1nGEpS63oOgh7AzDgLmRzwPzxH0Bf5lZnu7e6rdYEcqMc0RSCaYBpxmZrXMrB6hb9Xu/iPwlZn9AX65f2ynUJu3CG7biZllmVl94L3Q69Q2szrA6aFtAK8BvYBDCAqo7RAzOxC4DRhVcl+oAFs+v1bBFakQSgSS9tx9FjCe4H64EwlKH4cNAC42s0+Aufx6m8TrgGPN7FOC+YQOodd5GvgY+AgY6+4FoffYArwDvBQaStoeR4UvHyVIANdGXDFU0jBgcGguQqRCqPqoSAUIfTDPAv4QurpHJGXoW4XITjKzDgT15N9SEpBUpB6BiEiGU49ARCTDKRGIiGQ4JQIRkQynRCAikuGUCEREMtz/Axi526V3pRDiAAAAAElFTkSuQmCC", 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/zbzTz+Pxy+5hd/UT8so1jI8N6i1Ay5sFCGNMpTY7OYVRHyyjxv49aK0Tebl1d1bUaMjnLc8Py6Grx8MChDGmUvt04ixmffAsWZFRXHHLixyMqcbc5ueF7dDV42EBwhhTOR06BCNH8trrL7O9Zl3GdLkz3+ikcB26ejwsQBhjKp+NG+HSS+G335h1Xh+eOGcAh2Pi8hUJ16Grx8MChDGm0pi9fBvjPvuZXXsO8kaNk4maNIGodh3JnbUasnLyylXGfIM/NszVGFMpLBn/Js16dObgjt1kRUZx2xUPc9dmp5VQmYauHg9rQRhjwtuOHTBoEOd89BFrTjyV+PSDHKhaHYD0rBzGzd/AouGdLSD4YQHCGBOWZi/fxk9jX2bQ//5FbPYRXvzrTUzs2JfsyPyXve1hcN+GQLEAYYwJO561lF5b9iW/1GnC8MsHs6lOY9RPWUtGF84ChDEmfOTmwuuvM+232qRLTYb0GsbBmDhUnHSrQL4gYcnoolmS2hhToXnu8NblztdZeWobuO8+Lv5uDgAHqlbPCw7gBAdLRheftSCMMRXW7OQUHv8wmRsXfcj9i94jPboqw3v+nfntu0J6doHyCfGxLBreOQg1rZgsQBhjKqxx8zdwy7czeOi7d/mkRSdGX3o3u6vXJh4hNjqSdJvbUCoB7WISke4iskFENorIcD/7Y0TkfXf/EhFp6m6PFpGpIrJaRNaJyIhA1tMYU8FkZMCWLWzfn87bib24s+9j3NdnBLur1wYq37LcgRKwFoSIRAKvApcB24ClIjJHVdd6Fbsd2KeqzUSkP/AMcC1wNRCjqmeKSBywVkSmq+qWQNXXGBPaPEtyN/wpiefmv0yt+Oo0uvUlth6Az5ufm69sZVuWO1AC2YLoCGxU1U2qmgnMAHr7lOkNTHUfzwS6iIhnoEE1EYkCYoFM4EAA62qMCWGzk1P45/QlDPzweT589xEkK4sHO97ERa0aEBud//af1pVUdgKZg0gAtno93wacU1gZVc0WkVSgDk6w6A38AcQBD6rqXt83EJGBwECAJk2alHX9jTEhYvq7X/KfN4fS8MCfTG7fi/F/vZG0KrEkrN/N2L5n5t3sp7Iuyx0ooZqk7gjkAA2B2sC3IvKFqm7yLqSqE4GJAImJif7mwBhjKjJVEGG51GJFw5YM6dWL5Qln5O3evj/dupICKJBdTClAY6/njdxtfsu43Um1gD3AAGCeqmap6i5gEZAYwLoaY0LI7OXbGHn9E/x0UnO6PTGH6jViGdT7kXzBAWwWdKAFsgWxFGguIqfgBIL+OBd+b3OAm4HFQD9ggaqqiPwOdAbeEZFqwLnACwGsqzEmCLzvBe3pHorZvZNqQwbz5IbvWV3/NNJ37OJQnYZER0qlvwVoeQtYgHBzCoOA+UAkMFlV14jIGCBJVecAk3CCwEZgL04QAWf00xQRWYMzO36Kqq4KVF2NMeXPs16SZ65Cyr40fhz1HMO/eJMq2ZmMvfgW3upwJTkRkZCrxMdGV/pbgJa3gOYgVHUuMNdn2yivxxk4Q1p9jzvkb7sxJnyMm78h30Q2gK5rFrKu7skMv3wIm0/If/G3W4CWv1BNUhtjwtz2/elE5OZw0/JP+KL5OWyrVZ/BvR/mUJXYfOsneVi+ofxZgDDGlAvffMPZh7bz6MfP0377emplHOLFCwZwMKYa8bHRHMnOtWUyQoAFCGNMwHnnG6Jysrly7hSGfD+DQ1XiuL/HQ/yn1cWAEwhG92oNYHMbQoAFCGNMwHnnG+754UMe+u5d/tvyQp7vMYjMOnURP4HAAkLwWYAwxpQpf0NX9+zeT6PD+9gW34C3E3uxpv5pLGjWEQE22/LbIcsChDGmzBQYuro/nY8mvMf8uS+SFhHNFbe8yMGYaixo1hGwxHOoswBhjCkz3l1J1Y+k8cg3b3Nj8ly2xTfg2e73kRtxdGE9SzyHPgsQxpgys31/OgBN96bw7ozHOOngn7yV2JvnL7yRp248l58t8VyhWIAwxpSZhrWqkpKawbZa9VnW6AymtO9FckJLEuz+DBVSQO8oZ4ypJFTh/feZO2Uw9bPTyI6MYkivh0lOaGldSRWYBQhjTOmkpECfPtC/P7Xiq/PPixLsVp9hwrqYjDElo0ryqHE0HzeGyJxs3vrbXTT+x6P0SWxC157BrpwpCxYgjDElMjs5hdozZrK6/qkM7z6Y32o3JPY/ayEy0loMYcIChDGm+HJy4OWXoXdvxn22mdQewzhcpWre4nrpWTmMm7/BAkSYsABhjDmm2ckpzJw6j4c+GEe7Pzawbv1Wtsd3RmPiCpT1DHU1FZ8FCGNMkf7z42a2DhvF5O9mcDAmjiE9h/F53UuIrxLJvrSsAuVtdnT4sABhjCnS7pH/YPDCfzO71UWM6TKQvXG1IDuXmOhIYqMjbVnuMGYBwhhTUFoa/PEHnHYaL/7lCr6Lb8rXp3XIVyQ1PYsJ17a1ZbnDmAUIY0x+X30Fd9wBcXGwYgU169fh65gOBYo1tNnRYc8myhljHKmpbL7qBujcmS170xl03q3MXrWDYd1aEBsdma+odSVVDqKqwa5DmUhMTNSkpKRgV8OYCsP7vg3nZP3JxLcfptq+P3mrQx8mXDCAjOiqxEZHMrbvmYDd4S1cicgyVU30t8+6mIyphDz3bcjIzEIlgqSIeBY0aMXkHr1YddLpeeU88xoWDe9sAaESsi4mYyqhcfPWc9nKL5k7ZQg1Mw6RHRnFAz2H5gsOHjavofKyFoQxYc73FqCPt63BmEkj6PLrUpJPakHNjEMcqFq90ONtXkPlZQHCmDCW7xagqlz09SwueGIykZrLPzvfwZT2PfPd5U0A76ykJaMrNwsQxoQx71uAAnTZ+CMrT2rOU73/zqaa9cn1meR2VfsEvlq/25LRBrAAYUxY27n3EHcu/Q/zWpzP1vgGDOk5jMNVYhERJvQ900YmmSIFNECISHfgRSASeEtVn/bZHwNMA9oDe4BrVXWLu+8s4A2gJpALdFDVjEDW15iKzjvfcGH6dv4zczytt/9M1ewjvNzpOg67i+vZJDdTHMcdIEQkHrhPVZ88RrlI4FXgMmAbsFRE5qjqWq9itwP7VLWZiPQHngGuFZEo4N/Ajaq6UkTqAAVXBTPG5PHkG3LSM3hg8fvc+8OHpFatweArh/Pf5p3yyllewRRXocNcRaSxiEwUkf+JyB0iUk1EngN+Bk4sxmt3BDaq6iZVzQRmAL19yvQGprqPZwJdRESArsAqVV0JoKp7VDUHY0yhPPmGu5fM5P7vZzDnjL9y6R3/4ts2l5BQO85uAWqOW1EtiGnAN8BHQHcgCVgBnKWqO4rx2gnAVq/n24BzCiujqtkikgrUAU4HVETmA/WAGar6rO8biMhAYCBAkyZNilElY8LU4cNEbd4EtU9icmJvVpx0OgtPbQ+ApGex4omuQa6gqYiKChAnqOpo9/F8EbkauF5VcwNfLaKAC4AOQBrwpTsd/EvvQqo6EZgIzlIb5VAvY0KCd66h55/rGDvvZSZnR3LZTS9wKCYuLziAzWMwJVdkDkJEauMMjQYniVzL7QJCVfce47VTgMZezxu52/yV2ebmHWq577MNWKiqf7r1mAucDXyJMZWI7yQ3T+5gxKzVRB9MZexXk+m/6jO2nJDAV38fTUxGFbs/gykzRQWIWsAyjgYIgOXuvwqceozXXgo0F5FTcAJBf2CAT5k5wM3AYqAfsEBVPV1LD4tIHJAJXARMOPbpGBM+8k1yA1L2pzNi1mqqRkdw0o7fmD7jUeoc3s9r5/TjhU7XUTcynrF9W9jQVVNmCg0Qqtq0NC/s5hQGAfNxhrlOVtU1IjIGSFLVOcAk4B0R2QjsxQkiqOo+EXkeJ8goMFdVPylNfYypaHwnuQFkZGaRnhXBwfgGfHdyG6Yk9uanBs0AZ80kG7pqylKRy3273T6XAy3dTWuB+aqaXQ51Oy623LcJN6cM/+TosheqXLnmK+75YSZXX/8MqbE1CpRPiI9l0fDO5VpHU/GVaLlvEUkAFgB/AMk4XU09gOdF5BJV3R6IyhpTWfnmG+LjotmXlkXDA7t4cv6rXLJpGcsatiRBMsm0e0GbclBUDuJJ4DVVfcF7o4gMAcbi5A6MMWXAX74hWuDmFZ8w7Ku3EVWeuPQuZnbsyZP92gJ2Ax8TeEUFiHNV9Rbfjar6kohsCFyVjKl8/OUbsnKVzpuXs7ZJK/5+6b3oyU150isQWEAwgVZUgCjqLiFpZV0RYyoLf0NXPTfliczN4Y6lHzO3xQVsjW/AvVcMZc1zV/GdyDFe1ZiyV+QwVxHp62e74CygZ4w5ToUNXY2Pi6bBlg08O/dFztz5K9E52bxyfn/iTzwBLDiYICkqQCwEehaxzxhznPx1JeWmp3PvNx9yy6IP2B9bg7v7jGBei06WeDZBV9Q8iFvKsR7GVAr+7u989w8zuXPRdH7veTUD2w5gQ2Y0CZZ4NiGgqGGub3uChIjcrKpTCytrjCmehvGxpOxPJy4znRMP7WXLCQlM6tCH31q04YVJDzMv2BU0xktRXUxtvB7fz9FluY0xxeSbkL6kZT3++GAO//jkJQ5VieXy214mp3oNLr7p+mBX1ZgCigoQtjqqMaXgm5A+9Mcuzp7+NH1Xfc5v9RrzWNf7aFi7mnUlmZBVVIBoJCIv4Yxa8jzOo6pDAlozYyo474T0aXu2MmP6CGqnHWDqxQO4+dNJzKxaNcg1NKZoRQWIYV6PbZEjY4pQ2NwG0VxUIthSuyFfn5LIlMRerKt/KjdbcDAVQJGL9VUktlifCRbfriSA2KgIrl7zJTd++wH9rn823+J6tqieCSUlWqzPGFM8vnMbGqXu5Kl5r/DXLckkNW5N9cz0vABhcxtMRWIBwpjj5NudlOKZ26DKTcv/xyPfTEVFGHXZ3Zw99lH4/BfEFtUzFZAFCGMKUdTtPr2XyhCODvm7cEsySY1a8Wi3QXDyyYxp35g+7Rv7fwNjQtwxA4SInA68BtRX1b+IyFlAL1X9v4DXzpggKep2n97dSVE52Qz8cRaftLyQ32qfxJCeD5MeHUNslSjGWleSqeAiilHmTWAEkAWgqqtwbw1qTLjyt2ZSelYO+9Ky8p633rGR/0z7Ow8vnMYV678lIT6WjCpVSagdx9i+Z1pXkqnwitPFFKeqP0r+FSVD7pajxpQlf2smecRkHeH+76czcMks9sbV4q4rH+Wnjl1sZJIJO8UJEH+KyGm43awi0g/nNqTGhK18yWcv8bHR3L54Bvf+MJMZZ3XlqUtuI6tGLetOMmGpOAHiPmAi0FJEUoDNwA0BrZUxQTasW4t8OYhqR9JociSVu669nKgujzF4alv+V6eljUwyYa3YE+VEpBoQoaoHA1ulkrGJcqaseUYxNVv+Hc98/ipxdWpT8+e1EFGc1J0xFUOpJsqJyCif5wCo6pgyqZ0xIapPk6r0WTcVPpwGZ5wBkyZZcDCVSnG6mA57Pa4K9ADWBaY6xoSI9evhootg7154/HEYORJiYoJdK2PK1TEDhKo+5/1cRMYD8wNWI2PKmfeEuEY1q/DQ5a3oc2Yz6NEDhgyBNm2O/SLGhKGSzKSOAxqVdUWMCYa8CXGZ2Vy9+nPuXjKLG/Y8Bzd0os+kScGunjFBVZwcxGqOriQQCdQDLP9gKiTf5TPSMrOpuzuFsfNe5oLfVrKk8V+Q9MOMm7/BRiaZSq84LYgeXo+zgZ2qWqyJciLSHXgRJ7C8papP++yPAaYB7YE9wLWqusVrfxNgLTBaVccX5z2NKUyB5TP2pXFb0hyGfjuNHIlgZNd7ea9td1QikCImyhlTWRQZIEQkEpivqi2P94XdY18FLgO2AUtFZI6qrvUqdjuwT1WbiUh/4BngWq/9zwOfHu97G+OPv+Uzzvt9FYubnMVjXe/lj5r18rY3jI8t7+oZE3KKDBCqmiMiG0Skiar+fpyv3RHYqKqbAERkBtAbp0Xg0RsY7T6eCbwiIqKqKiJ9cCbleY+iMqbEtu9PJzoni4FLZvG/My7kt9oNGdxrGBlRMeC1lIzds8EYR3G6mGoDa0TkR7wu1qra6xjHJQBbvZ5vA84prIyqZotIKlBHRDKAR3BaH0MLewMRGQgMBGjSpEkxTsVUZp0P/c7QD57ljN1bUBH+dd41ZERXJT42mmoxUfmW9bb8gzHFCxCPB7wWBY0GJqjqIZ9FAvNR1Yk4y4CQmJgYHvdONWUvPR2eeIK3XnuOXdVqc0ffx/miufNdJTY6ktG9WltAMMaP4gSIv6nqI94bROQZ4JtjHJcCeN8ppZG7zV+ZbSISBdTCSVafA/QTkWeBeCBXRDJU9ZVi1NeYfKOVHkv6gNu/nIbceSdJNzzAuu932B3ejCmGY67FJCLLVfVsn22rVPWsYxwXBfwMdMEJBEuBAaq6xqvMfcCZqnq3m6Tuq6rX+LzOaODQsUYx2VpMxmN2cgr/N/0Hau3bza91GhOXmU7i7k30/fv1FgyM8VGitZhE5B7gXuBUEVnltasGsOhYb+rmFAbhzLqOBCar6hoRGQMkqeocYBLwjohsBPZiNyIyJeA7t+HsnxYxZ85LHIyJo/ttr5BWJZaFCa351eY2GHNciupieg9niOlYYLjX9oOqurc4L66qc4G5PttGeT3OAK4+xmuMLs57mcrJe25D7bRUhv53PFeu/Zr1dU/mkcuHoHJ0cb2ibgJkjCmo0AChqqlAKnBd+VXHmOPjmdtw2p6tfPDuI9Q4ksaETgP413lXkxUZna+szW0w5viUZC0mY0LGjr2HICKSLbUbMv/083i7fU9+rte0QDmb22DM8bPF7U3FpApvvslXk+8lPv0AORGRPNp9cF5wiI+NJiE+FgES4mMZ2/dMyz8Yc5ysBWEqnl9/hTvvhK++IjbxPGprNvu9dtvcBmPKhrUgTIUxe/k2XrriHtJbtubQ9z+S/Ngz1PtxEfff2tlaC8YEgLUgTIXgGa304i8r+K5pGx7rei8HqM/YFdvp0y7BAoIxAWABwoS2zEwYO5bpB08hPaoOg3sO40hUFWdxvawcu2+DMQFkXUwmdP34I5x9NoweTbukrwA4Ep1/5VWb22BM4FiAMKEnLY2NN95Fzrnnsf33nQy9+Une7+x/Oo7NbTAmcKyLyYSc9Q8+Rst/T+TfbS/n6Ytv5VBMHNEZ2URHClk5R9cOs7kNxgSWBQgTGlJTYft2OOMMBjXsQu0B9Vna+C95u7Ny1e7bYEw5swBhgu+//4W774b4eFi9ml/TQb2Cg0dqehYrnuha/vUzppKyHIQJnt274brroFcvqFMHpk6FiIhC8wqWbzCmfFmAMMGxbh2ccQZ89BGMGQNJSZDoLEk/rFsLYqMj8xW3fIMx5c+6mEz5ys6GqCho3hz69ePLS69h1EbYPurzAnkF73s8WL7BmPJnAcKUj9xcmDgRxo+HH36AunWZfdfjefdyAEjZn86IWasBbHa0MSHAuphM4P3yC392OB/uuYfvsqvT57kv8+4C5wkOHunu7GhjTPBZC8IETm4ujB9PzqhRVCGKYZcP4cMzLwOVfC0HXzY72pjQYAHCBI4ILF7Md6clMuzigeyqUSdvV3pWDpEi5KgWOMxGKxkTGqyLyZStI0fgiSfgl1+cADF9Orf0GJ4vOHjkqNpoJWNCmAUIU3YWL4Z27Zxhq7NnO9uqVqVh7Ti/xT33brB7ORgTmqyLyZTe4cMwciS89BI0agRz58Lll+ftHtatRYGcg6elYKOVjAld1oIwpTduHLz4Itx7L6xZw+wGZ9Hp6QWcMvwTOj29AMBaCsZUQKJ+koQVUWJioiYlJQW7GpXH/v3wxx/ObOjDh2HFCujUKe/Ob76tBQsIxoQmEVmmqon+9lkLwhy/2bOhVSu4+mpnKGu1atCpE4DNbTAmjFiAMMW3cydccw1ceSWceGLe4nreCpvDYHMbjKl4LEltimftWrjwQjh0CJ58EoYNY/ZPuxj39IJ86yU1jI8lxU8wsLkNxlQ8AW1BiEh3EdkgIhtFZLif/TEi8r67f4mINHW3XyYiy0Rktftv50DW0xQhK8v5t0UL6N8fVq6ERx9l9k+7GDFrNSn701GOrqN0Sct6NrfBmDARsAAhIpHAq8DlQCvgOhFp5VPsdmCfqjYDJgDPuNv/BHqq6pnAzcA7gaqnKURuLrz6qhMYdu+GyEjnecuWQOG5hq/W77YRS8aEiUB2MXUENqrqJgARmQH0BtZ6lekNjHYfzwReERFR1WSvMmuAWBGJUdUjAayv8diwAe64A777Di67DDIzCxQpKtdgcxuMCQ+B7GJKALZ6Pd/mbvNbRlWzgVTAd02Gq4Dl/oKDiAwUkSQRSdq9e3eZVbzSys2FZ56BNm3gp59gyhSYPx8SCl7s7a5vxoS/kE5Si0hrnG4nvzciVtWJwERw5kGUY9XCU0QE/PgjXHGF053UoEHeLs/y3J6E9CUt6/HRshS/s6ONMeEhkC2IFKCx1/NG7ja/ZUQkCqgF7HGfNwI+Bm5S1V8DWM/KLSMDHn8cfv7Zef7uu85tQH2Cg29C+qNlKVzVPsFyDcaEsUC2IJYCzUXkFJxA0B8Y4FNmDk4SejHQD1igqioi8cAnwHBVXRTAOlZuixY5uYb166FmTRg2DKpWLVCsqIT0ouE2wMyYcBWwAKGq2SIyCJgPRAKTVXWNiIwBklR1DjAJeEdENgJ7cYIIwCCgGTBKREa527qq6q5A1bdSOXQIHn0UXnkFmjSBefOgWzegYFfSsG4tbPKbMZWUrcVUGY0e7SzJPXiwM+mtenWAQtdRqhodwb60rAIvkxAfay0IYyq4otZiCukktSlDe/c6i+u1bu10JXXrBuedl69IYV1JMVERxEZHWkLamErG1mKqDD76yFlc75pr8hbXm121Sb4luWcnpxTaZZSanmWT34yphKwFEc527IBBg5wA0a4dTJ4MEREFupI8y2TEx0X77UpqGB9rk9+MqYQsQISrNWvgggsgPR2efhoeegiinI/bupKMMcVhASLcZGVBdLSzZtL118PgwcxOq8648QvzRib5W20VnK6kCde2LTCKyVoOxlROFiDChWdxveefd2ZD16sHr7zitztJAH9j16wryRjjzQJEOFi3zpnw9v33LD69Aw+M/pSoxo0Y1q2F3+4khQJBwrqSjDG+LEBUZLm5MHYsjBlDZmwcj/cayvstLwIRcBPPvsHBQ3FGI1lXkjGmMBYgKijPjOfHps2lSovzear73fwaUT1fmfSsHCJFyPEzGdImuRljjsUCREWTns6G+x7mjaptSKl5Evf3HEZmVHShxXNUbWSSMaZEbKJciJudnJI3oe3eu17g4Bl/ocWUV+i0fjFAkcEBjk5qs0luxpjjZS2IEOYZgRRx6CD/+GYqNyV/wrZa9bn72v9jUdO2xzze01KwkUnGmJKwABHCPCOQHlj6MTckz2VSYm/GX3gjmTGx4CevEB8bTbWYKEs8G2PKhAWIULVnD9V/WQf1mvJGx6v4+tREVjR08waF5BVG92ptAcEYU2YsBxFCZien0Gnsl9zXZwR7mzbj1f+NQzSX9CpVjwYHLK9gjCkf1oIIEbOTU3h+6teMmvsK3X75gVUNmvHoFQ8QFRVJVs7R7iTLKxhjyosFiBAxc9p8/vf6EKrkZPHUxbcyqUMfciIiia8SZXkFY0xQWIAItsxMqFKFxdF1+egvnZl2dg82n3A0AKSmZ7Hiia5BrKAxprKyHESw5OTACy9A8+awaxcNTqjOPy69K19wAGcBPWOMCQYLEMGwZg106gQPPghnngk5OQzr1oLY6Mh8xWzGszEmmCxAlKfcXPjnP8lt2479q9dxf8+hdOr0ILN35NKnXYKNTDLGhBTLQZSniAhSFi5hxenn83iXgeyNqwWpGYyYtRrARiYZY0KKtSACLS0Nhg+H9esBGHDRYO7rOcwJDq70rBzGzd8QrBoaY4xf1oIIpG++cW7ks3EjnHgitGzJ74ey/RbdXshtQI0xJlisBREIqalw991w8cWk7D3MgP5P0imzLbOTUwodlWSjlYwxocYCRCBMmIC++SZTzulLl1te5vuT25Di3uHtkpb1bLSSMaZCsC6mMjJ3wWqmz1nCd1VP4pS4jpx0xwssqn1qvjLpWTl8tX43Y/ueybj5G2x2tDEmpFmAKC1Vlj7zGuf+cwTNYuPpdvsrbEqLYJNPcPDYvj/dRisZYyqEgHYxiUh3EdkgIhtFZLif/TEi8r67f4mINPXaN8LdvkFEugWyniWWkgK9e9NhxH38XqsBg3o/jErRv1LLNRhjKoqAtSBEJBJ4FbgM2AYsFZE5qrrWq9jtwD5VbSYi/YFngGtFpBXQH2gNNAS+EJHTVTWHUPHTT85s6Kws/tn5Dqa070luRGSRh1iuwRhTkQSyBdER2Kiqm1Q1E5gB9PYp0xuY6j6eCXQREXG3z1DVI6q6Gdjovl7wHTni/HvGGXDbbbB6NfMuu85vcIiPjbaZ0caYCiuQOYgEYKvX823AOYWVUdVsEUkF6rjbf/A5tsCVVUQGAgMBmjRpUmYV9ysnB1580VlgLynJmdcwYQIAw7pVZcSs1XaHN2NMWKnQw1xVdaKqJqpqYr169QL3Rj/9BOefDw89BG3bOmsqebF1lIwx4SiQLYgUoLHX80buNn9ltolIFFAL2FPMYwMvNxfGjIGnnoJatWD6dLj2WhApUNRGJhljwk0gWxBLgeYicoqIVMFJOs/xKTMHuNl93A9YoKrqbu/vjnI6BWgO/BjAuvoXEeEszX311bBuHfTv7zc4GGNMOApYC8LNKQwC5gORwGRVXSMiY4AkVZ0DTALeEZGNwF6cIIJb7gNgLZAN3FduI5gOH4bRo+H226FlS3jvPYiOLpe3NsaYUBLQiXKqOheY67NtlNfjDODqQo59EngykPUrYMECuPNO2LQJGjVyAoQFB2NMJVWhk9RlJjXVCQxdujjdSl9/DfffH+xaGWNMUFmAAGe46uTJ8PDDsGoVXHRRsGtkjDFBV3nXYtq1C3bsgLPOcgJDz57Qvn2wa2WMMSGj8rUgVOHdd6FVK7juOmcoa1ycBQdjjPFRuQLE1q1OS+GGG6B5c/jgAyfnYIwxpoDK08XkmQ2dk+MslzFoEEQWvbieMcZUZuEfIDIyoGpVp0vpzjvhvvvgVP/3ajDGGHNU+PavZGfDs89Cs2awc6fTlfTccxYcjDGmmMIzQKxcCeeeC488Ah06BLs2xhhTIYVXgMjNhccfh8REJyH94YcwaxbUrx/smhljTIUTXgEiIgJ+/hkGDIC1a6FfP1tczxhjSih8ktQZGc6///63rZ9kjDFlQJzVtSs+EdkN/FaOb1kX+LMc36+82flVbOF8fuF8blD+53eyqvq941rYBIjyJiJJqpoY7HoEip1fxRbO5xfO5wahdX7hlYMwxhhTZixAGGOM8csCRMlNDHYFAszOr2IL5/ML53ODEDo/y0EYY4zxy1oQxhhj/LIAYYwxxi8LEH6ISHcR2SAiG0VkuJ/9MSLyvrt/iYg09do3wt2+QUS6lWvFi6mk5ycil4nIMhFZ7f7budwrfwyl+ezc/U1E5JCIDC23Sh+HUv5tniUii0VkjfsZVi3XyhdDKf42o0Vkqnte60RkRLlXvhiKcX5/FZHlIpItIv189t0sIr+4PzeXS4VV1X68foBI4FfgVKAKsBJo5VPmXuB193F/4H33cSu3fAxwivs6kcE+pzI8v3ZAQ/fxX4CUYJ9PWZ2b1/6ZwIfA0GCfTxl/dlHAKqCN+7xOmP1tDgBmuI/jgC1A02CfUwnOrylwFjAN6Oe1/QRgk/tvbfdx7UDX2VoQBXUENqrqJlXNBGYAvX3K9Aamuo9nAl1ERNztM1T1iKpuBja6rxdKSnx+qpqsqtvd7WuAWBGJKZdaF09pPjtEpA+wGefcQlFpzq8rsEpVVwKo6h5VzSmnehdXac5PgWoiEgXEApnAgfKpdrEd8/xUdYuqrgJyfY7tBnyuqntVdR/wOdA90BW2AFFQArDV6/k2d5vfMqqaDaTifCMrzrHBVprz83YVsFxVjwSoniVR4nMTkerAI8A/yqGeJVWaz+50QEVkvtuF8XA51Pd4leb8ZgKHgT+A34Hxqro30BU+TqW5PgTl2hI+i/WZciMirYFncL6VhovRwARVPSThuQJwFHAB0AFIA74UkWWq+mVwq1VmOgI5QEOcLphvReQLVd0U3GpVbNaCKCgFaOz1vJG7zW8Zt0lbC9hTzGODrTTnh4g0Aj4GblLVXwNe2+NTmnM7B3hWRLYADwCPisigANf3eJXm/LYBC1X1T1VNA+YCZwe8xsenNOc3AJinqlmqugtYBITEekZeSnN9CM61JdiJm1D7wfmmtQknyexJJLX2KXMf+RNlH7iPW5M/Sb2J0EsElub84t3yfYN9HmV9bj5lRhOaSerSfHa1geU4Cdwo4AvgimCfUxme3yPAFPdxNWAtcFawz+l4z8+r7NsUTFJvdj/H2u7jEwJe52D/0kLxB/gb8DPOiIOR7rYxQC/3cVWckS4bgR+BU72OHeketwG4PNjnUpbnBzyG08+7wuvnxGCfT1l9dl6vEZIBogz+Nm/AScD/BDwb7HMp47/N6u72NW5wGBbscynh+XXAae0dxmkZrfE69jb3vDcCt5ZHfW2pDWOMMX5ZDsIYY4xfFiCMMcb4ZQHCGGOMXxYgjDHG+GUBwhhjjF8WIIxxicjoYKziKiI5IrLC66epiFwsIqkikuyu/rlQRHr41DXFLb9WRK4r73qb8GdLbRgTfOmq2tZ7g7uM9beq2sN93haYLSLpenR5jAmqOl5EmgPLRGSmqmaVY71NmLMWhKnURGSkiPwsIt8BLby2nyYi89z7XnwrIi3d7fVF5GMRWen+nO9u/7uI/OT+POBuG+N57D5/UkTuL0k9VXUFzoSqAst/qOovOOsr1S7JaxtTGGtBmEpLRNrjLNfQFuf/wnJgmbt7InC3qv4iIucA/wI6Ay8B36jqlSISCVR3X+dWnPWcBFgiIt8Ak4FZwAsiEuG+l7/l32NFZIX7eLOqXllIlZcDw/ycx9nAL+qsQWRMmbEAYSqzC4GP1Vm8DhGZ4/5bHTgf+NBrZVfPfS86AzcBqHM/hVQRucB9ncPu8bOAC1X1JRHZIyLtgPpAsqru8VOPAl1MhfBdZvZBEbkVZynvnsU5YWOOhwUIYwqKAPYX86J9LG8BtwANcFoUpdEOWOf13JOD6AVMEpHTVDWjlO9hTB7LQZjKbCHQR0RiRaQG7rdwVT0AbBaRqwHE0cY95kvgHnd7pIjUAr51XydORKoBV7rbwFkavTvOImzzS1pRETkLeBx41Xefqs4BkoDyuU+xqTQsQJhKS1WXA+/jLLv8KbDUa/f1wO0ishJnhVDPrSHvBy4RkdU4+YpW7uu8jbO66BLgLVVNdt8jE/gKZ1nq473F54WeYa44gWGIFn6DnzHA391chzFlwlZzNSaA3Av2cuBqd7SRMRWGfdswJkBEpBXO2v1fWnAwFZG1IIwxxvhlLQhjjDF+WYAwxhjjlwUIY4wxflmAMMYY45cFCGOMMX79P70VIiM/ZOu8AAAAAElFTkSuQmCC\n", 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", 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", 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\n", 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", 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    " ] @@ -753,7 +744,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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    " ] @@ -860,7 +851,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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    " ] @@ -869,14 +860,6 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\admin\\AppData\\Local\\Temp\\ipykernel_71924\\512733151.py:87: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " df = T_df.append(D_df)\n" - ] } ], "source": [ @@ -900,7 +883,7 @@ "outputs": [ { "data": { - "image/png": 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kSdREJJF0xXyRDLfrLY3y84z3b+sfKI3UqTPPjB4nTQqZQkT2g66YL5LFZt903k7rFZXOZY/oDxERkWynIkwkwzUsKmDRHQNYdMcAjjy0KQATZq3QNcRERLKcijCRLPL8D06vWu58zXMsWrUxYBoREdkfKsJEsswb1/WuWj7zF5OYvEA3eBYRyUYqwkSyzMFN6vPerf2q1i95YGrANBKrq6+OmogkkoowkSxUmJ/HB7d/9g3J91ZsCJhGYnP++VETkURSESaSpcyMi0uim1Kc86tXA6eRWMybFzURSSQVYSJZ7I7Bx1Qt/2KC/rFOnMsui5qIJJKKMJEsZmb8ekhPAO55ZQEfr9scNpCIiOwzFWEiWW5Qz7ZVyyff/jJL1mwKmEZERPaVijCRBJhzU9+q5dPvfCVgEhER2VcqwkQSoEFRPjN/dm7V+thX3w+YRkRE9oWKMJGEaFK/kJv/62gAbntubuA0ckBcf33URCSRVISJJMjXvtixavnOf6oQy3p9+kRNRBJJRZhIwtxzyXEA3DfpfbZsrwicRvbLjBlRE5FEUhEmkjADj21TtXzRmCkBk8h+GzkyaiKSSCrCRBLo7Z9Gk/TfWbqOykoPnEZERKqjIkwkgZo1KKxafvejdQGTiIjInqgIE0mop648BYAL7vlP4CQiIlIdFWEiCXV8hxZVy2P+peuGiYhkGhVhIgn24LASAG5/XperyEq33RY1EUmkgtABRCQ+Zx/Rumr5w9Wb6NCyYcA0UmOnnBI6gYjEKNaeMDPra2bzzGyBmY3awzEXmdlsM5tlZn+OM49ILjvj57qnZNaZPDlqIpJIsRVhZpYP3Av0A3oAQ82sxy7HdAWuAU5196OAkXHlEclV//7JWVXLS9ZsCphEauzaa6MmIokUZ09YL2CBuy90923AY8CgXY75LnCvu68FcPeVMeYRyUntD2pI99ZNADj9TvWGiYhkijiLsLbAkrT1palt6boB3czsP2b2upn1jTGPSM762/c0t0hEJNOE/nZkAdAVOBMYCvzOzJrvepCZDTezUjMrLSsrq9uEIgnQsOiz7+Bc//eZAZOIiMgOcRZhy4D2aevtUtvSLQXGu/t2d/8AmE9UlO3E3ce6e4m7lxQXF8cWWCTJbhwYTcl89PUP6Tv61cBpREQkziJsGtDVzDqbWREwBBi/yzF/J+oFw8xaEQ1PLowxk0jO+tZpnauW5y7fQKdRzwZMI/tk9OioiUgixVaEuXs5MAKYAMwBxrn7LDO7ycwuSB02AVhtZrOBV4D/cffVcWUSyXWL7hiw0/rqT7cGSiL7pGfPqIlIIpm7h85QIyUlJV5aWho6hkhWe+T1xdzw93eB3QszySATJ0aPffqEzSEitWZm0929pLp9oSfmi0gAl/TqEDqC7ItbbomaiCSSijCRHJSfZ1XL/1mwKmASEZHcpSJMJEdddfbhAHz1gamBk4iI5CYVYSI56upzu1ctZ9vcUBGRJFARJiJMmLU8dAQRkZyjIkwkh33r1OjaYZc/+mbgJFKtMWOiJiKJpCJMJIfdMPDIquVbnpkdMIlUq3v3qIlIIqkIE8lhZp99S/KB1z7Q3LBM8/TTURORRFIRJpLj3v7puVXLwx6aFjCJ7Oauu6ImIomkIkwkxzVrUMhTV54CwL/mlwVOIyKSO1SEiQjHd2hRtbxle0XAJCIiuUNFmIjs5IF/LwwdQUQkJ6gIExEA7hx8LAAvzV0ZOImISG5QESYiAFx0YnsA3vrwk7BB5DOPPBI1EUkkFWEiUuWYts0AmLpwdeAkAkD79lETkURSESYiVQb1bAPAxWNfD5xEAHj88aiJSCKpCBORKt85vUvV8pI1mwImEQDuvz9qIpJIKsJEpFqn3/lK6AgiIommIkxEdvL7b5SEjiAikhNUhInITnof2bpqec7H6wMmERFJNhVhIrKbGwf2AODWZ+cETiIiklwqwkRkN5d+sSMAH6zaGDhJjnviiaiJSCIVhA4gIpmnqCD6+2zZJ5uprHTy8ixwohzVqlXoBCISo1h7wsysr5nNM7MFZjaqmv3DzKzMzGak2nfizCMi++7YdtGFWyfMWh44SQ57+OGoiUgixVaEmVk+cC/QD+gBDDWzHtUc+ri790y1B+LKIyI1c/eQ4wC44k9v4u6B0+QoFWEiiRZnT1gvYIG7L3T3bcBjwKAYX09EDqBOrRpVLXe+5rmASUREkinOIqwtsCRtfWlq264Gm9k7ZvaEmVV7kzQzG25mpWZWWlZWFkdWEanG5FFnh44gIpJYob8d+TTQyd2PBV4E/lDdQe4+1t1L3L2kuLi4TgOK5LI2zRtULT8+7cOASUREkifOImwZkN6z1S61rYq7r3b3ranVB4ATYswjIrXw43O7AfC/T84MnEREJFniLMKmAV3NrLOZFQFDgPHpB5jZoWmrFwC6MqRIhhlxdteqZU3Qr2PPPRc1EUmk2K4T5u7lZjYCmADkAw+6+ywzuwkodffxwPfN7AKgHFgDDIsrj4jUXsOifDZtq2DR6k10TpuwLzFr2DB0AhGJkWXbX7YlJSVeWloaOoZITnl32ToG/uY1ABbdMSBwmhxy333R45VXhs0hIrVmZtPdvaS6faEn5otIFji6bbOq5QUrNwRMkmPGjYuaiCSSijARqZE+v3w1dAQRkURQESYi+2TBrf0AKOnYInASEZFkUBEmIvukID/6dVG6eC3vLlsXOI2ISPZTESYi+6xloyKAqkn6IiJSeyrCRGSfvXFdn6rlmUvVGxa7SZOiJiKJpCJMRPZZfp7xv32PAOD8e9QbJiKyP1SEiUiNXHHmYQA0qR/btZ5lh1/8ImoikkgqwkSkVjZsKWfl+i2hYyTbM89ETUQSSUWYiNTYoJ5tALjxH7MCJxERyV4qwkSkxu76yhcA+Oes5YGTiIhkLxVhIlJjBfl5NE3NCXt94erAaUREspOKMBGplSevOAWAIWNfD5wkwRo0iJqIJJK+3iQitdK1dZOqZXfHzAKmSajnnw+dQERipJ4wEdlvNz8zJ3QEEZGsoyJMRGpt6rW9AXjwPx8ETpJQN98cNRFJJBVhIlJrrZvWp3OrRvQ4tGnoKMn00ktRE5FEUhEmIvvlxE4tmP3xetw9dBQRkayiIkxE9svLc1cCcM1TMwMnERHJLirCRGS//GPEaQA8Nm0JFZXqDRMR2VcqwkRkv7Rt/tl1rEY+PiNckCRq2TJqIpJIKsJEZL/NvbkvAE+//VHgJAnz5JNRE5FE2msRZpH2tT25mfU1s3lmtsDMRu3luMFm5mZWUtvXEpFw6hfmVy2XbdgaMImISPbYaxHm0dednqvNic0sH7gX6Af0AIaaWY9qjmsC/ACYWpvXEZHM8Oi3TwLgxFsnBk6SINdcEzURSaR9GY5808xOrMW5ewEL3H2hu28DHgMGVXPczcD/A7bU4jVEJEOcevhnc5c2bSsPmCRBpkyJmogk0r4UYScBU8zsfTN7x8xmmtk7+/C8tsCStPWlqW1VzOx4oL27P7vPiUUkI6XfO/L6v70bMImISHbYlyLsPOAw4GzgfGBg6nG/mFke8Evg6n04driZlZpZaVlZ2f6+tIjEZOFt/QF46q1lgZOIiGS+PRZhZnaQmR0EbNhD+zzLgPRJ/e1S23ZoAhwNTDKzRcAXgfHVTc5397HuXuLuJcXFxfvw0iISQl7eZ71h5RWVAZOIiGS+gr3smw44YEAHYG1quTnwIdD5c849DehqZp2Jiq8hwCU7drr7OqDVjnUzmwT82N1La/omRCRztG5ajxXrtzL5/dWc0U1/NO2Xdu1CJxCRGO2xJ8zdO7t7F2AicL67t3L3lkTDkS983ondvRwYAUwA5gDj3H2Wmd1kZhccmPgikmlevvpMAKZ+sDpskCR49NGoiUgi2efddNfMZrr7MZ+3ra6UlJR4aak6y0QyWadR0XdtPri9/04T9kVEco2ZTXf3aq+Dui8T8z8ys+vNrFOqXQfostgi8rlmf7w+dITsNnJk1EQkkfY2Mf+R1OIEoBj4W6oVA0PjjyYi2WryqLMBeO29VYGTZLkZM6ImIom0t4n5J5hZG+AbwFlEk/L3PnYpIgK0ad6Argc35rUFq7jsS4eFjiMikpH2VoT9FngJ6AKkT8LaUYx1iTGXiGS507q24qH/LOLTreU0rre3XzUiIrlpb9+OvNvdjwQedPcuaW3HtyZFRPboi12i2xjd+uzswElERDLT507Md/cr6iKIiCTLuT1aA/CXN5bwed/Clj3o1i1qIpJIGiMQkVikX5piyZrNdGjZMGCaLDV2bOgEIhKjfblEhYhIrTxz1WkAXP7o9MBJREQyj4owEYnNUW2aArpeWK0NHx41EUkkFWEiEhszo1vrxgA8P/PjwGmy0Pz5URORRFIRJiKxuvrc7gBc8ac3AycREcksKsJEJFbnHXVI1fKClRsCJhERySwqwkQkdk+PiCbof/sPpZ9zpIhI7tAlKkQkdke3jSboL169CXff6fIVshc9e4ZOICIxUhEmIrEzM448tClzPl7PjCWfcFyHFqEjZYfRo0MnEJEYaThSROrE775+AgBfvm9y4CQiIplBRZiI1Il2LT67Yv7StZsCJskil14aNRFJJBVhIlJnJow8A4A+v/xX4CRZYunSqIlIIqkIE5E6s+PCrVu2VwZOIiISnoowEakz6d+KnDRvZcAkIiLhqQgTkTr17Peja4ZNmlcWOImISFgqwkSkTh3VphkAD09eFDZINjj55KiJSCLFWoSZWV8zm2dmC8xsVDX7LzezmWY2w8xeM7MeceYRkcxQvzD61bN83ZbASTLc7bdHTUQSKbYizMzygXuBfkAPYGg1Rdaf3f0Yd+8J3An8Mq48IpI5nrriVABefU9DkiKSu+LsCesFLHD3he6+DXgMGJR+gLuvT1ttBHiMeUQkQxx5aBMAHp+2JHCSDDd4cNREJJHivG1RWyD9N+xS4KRdDzKz7wE/AoqAs2PMIyIZYse3JKcvXhs4SYZbvTp0AhGJUfCJ+e5+r7sfBvwvcH11x5jZcDMrNbPSsjINX4gkQffWUW/Yyg2aFyYiuSnOImwZ0D5tvV1q2548BvxXdTvcfay7l7h7SXFx8YFLKCLBXDvgSABenb8qcBIRkTDiLMKmAV3NrLOZFQFDgPHpB5hZ17TVAcB7MeYRkQxyRtdWtGhYyK9fmh86iohIELHNCXP3cjMbAUwA8oEH3X2Wmd0ElLr7eGCEmfUBtgNrgW/ElUdEMouZsXbTdtZu2s7ydVs4pFn90JEyT+/eoROISIzMPbu+kFhSUuKlpaWhY4jIAfD3t5Yx8vEZfOvUztx4vi4TKCLJY2bT3b2kun3BJ+aLSO4a1LMNAC/MXh44iYhI3VMRJiLBmBlHHtqUpWs3U15RGTpO5unXL2oikkgqwkQkqP8+ri0A/5qvy8/sZvPmqIlIIqkIE5Gg/vv4qAh76s29XcFGRCR5VISJSFAtG9ejY8uGbNNwpIjkGBVhIhLcce2b8/aST8i2b2uLiOwPFWEiElzP9s1ZuWEr81ZsCB0lswwcGDURSaQ4b+AtIrJPuh0S3Udy6sI1HHFI08BpMsiPfxw6gYjESD1hIhLc8R1aAPDUW5qcLyK5Q0WYiARXvzAfgLeXfKLrhaU788yoiUgiqQgTkYxwetdWAIye+F7gJCIidUNFmIhkhDFfOwGAe15ZwKZt5YHTiIjET0WYiGSEhkUFfP3kjgC8PHdl4DQiIvFTESYiGeOGgT0AuHrc24GTiIjET5eoEJGMUZgf/V24tbySLdsrqibs56yLLgqdQERipJ4wEcko/3NedwD+rstVwJVXRk1EEklFmIhklEtPiuaFjXpqpm5jtGlT1EQkkVSEiUhGadawsGr57zNyvDesf/+oiUgiqQgTkYzz75+cBcAPH9cEfRFJLhVhIpJx2h/UsGo554ckRSSxVISJSEbq3jq6qff4tz8KnEREJB4qwkQkIz3y7V4A/OCxGWGDiIjERNcJE5GMdHDT+lXLL85ewTk9WgdME8iwYaETiEiMYu0JM7O+ZjbPzBaY2ahq9v/IzGab2Ttm9pKZdYwzj4hkl8eGfxGA7/6xlC3bKwKnCWDYMBViIgkWWxFmZvnAvUA/oAcw1Mx67HLYW0CJux8LPAHcGVceEck+X+zSkv7HHALAETf8M3CaAFatipqIJFKcPWG9gAXuvtDdtwGPAYPSD3D3V9x9x5UIXwfaxZhHRLLQvZccX7U8ZOyUgEkCuPDCqIlIIsVZhLUFlqStL01t25NvA8/HmEdEspCZ8faN5wLw+sI1vLtsXeBEIiIHRkZ8O9LMLgVKgJ/vYf9wMys1s9KysrK6DSciwTVrWMjvv1ECwMDfvKZrh4lIIsRZhC0D2qett0tt24mZ9QGuAy5w963Vncjdx7p7ibuXFBcXxxJWRDJb7yNbU5hvACxfvyVwGhGR/RdnETYN6Gpmnc2sCBgCjE8/wMyOA8YQFWArY8wiIglw25ePAWDctKWBk4iI7L/YijB3LwdGABOAOcA4d59lZjeZ2QWpw34ONAb+amYzzGz8Hk4nIsJXStpTvzCPX02cT2VlDgxJXnFF1EQkkSzb5laUlJR4aWlp6BgiEsj/PT2Lh/6ziOFndOHa/keGjiMisldmNt3dS6rblxET80VE9tWofkcAMPbVhYGT1IElS6ImIomkIkxEskq9gvyq5fsnvR8wSR342teiJiKJpCJMRLLO5FFnA/D//jmXilyYGyYiiaQiTESyTpvmDehS3AiAqR+sDpxGRKR2VISJSFZ6fPjJANzx/NzASUREakdFmIhkpVaNiwB4Z+k6Vm7QxVtFJPuoCBORrGRm/OicbgD0uvWlwGlicvXVURORRFIRJiJZ64ozD6ta3lpeETBJTM4/P2oikkgqwkQkaxXm53HzoKMAeGHWisBpYjBvXtREJJFUhIlIVhvaqwMAV/3lLSYvWBU4zQF22WVRE5FEUhEmIlmtID+P4zs0B+CSB6ayeVsChyVFJJFUhIlI1nvqylMZfkYXAC4aMyVwGhGRfaMiTEQSYcfNvGcuW8fGreWB04iIfD4VYSKSGP9v8DEAvJa0uWEikkgFoQOIiBwoZ3U/GIjuKXneUYcETnMAXH996AQiEiP1hIlIYhzctD7HdWjOwrKNvDw3AZes6NMnaiKSSCrCRCRR7v/qCQBMnLMycJIDYMaMqIlIIqkIE5FEOaRZfc7oVsyfp36Y/ZerGDkyaiKSSCrCRCRxzupeDMCge18LnEREZM9UhIlI4nz95E4AzF/xKZ1GPcv6LdvDBhIRqYaKMBFJnPw847X/PatqvdetEwOmERGpnoowEUmkdi0a8v5t/QHYsr2SNz5YEziRiMjOYi3CzKyvmc0zswVmNqqa/WeY2ZtmVm5mF8aZRURyT36e8faN5wJw6QNT2bI9yybq33Zb1EQkkWIrwswsH7gX6Af0AIaaWY9dDvsQGAb8Oa4cIpLbmjUs5NwerdlWUcl/3fuf0HFq5pRToiYiiRRnT1gvYIG7L3T3bcBjwKD0A9x9kbu/A1TGmENEctyYr0XXDpu7fAN9R78aOE0NTJ4cNRFJpDiLsLbAkrT1paltIiJ1ysx452fRsOTc5Rt47I0PAyfaR9deGzURSaSsmJhvZsPNrNTMSsvKykLHEZEs1LR+IW/ecA4Ao56aibsHTiQiuS7OImwZ0D5tvV1qW425+1h3L3H3kuLi4gMSTkRyz0GNiji3R2sAShevDZxGRHJdnEXYNKCrmXU2syJgCDA+xtcTEflcv7joC5jBtx+ept4wEQkqtiLM3cuBEcAEYA4wzt1nmdlNZnYBgJmdaGZLga8AY8xsVlx5REQgGpYc9IU2rN9STudrnmNreZZdtkJEEsOy7S/BkpISLy0tDR1DRLLY9opKul73fNX6f0adTdvmDQIm2oMZM6LHnj1DphCR/WBm0929pLp9WTExX0TkQCrMz+OD2/vT9eDGAJx6x8v8bHwGdsT37KkCTCTBVISJSE4yM1780Zd45Nu9AHh48iK+8tvJVFRm0OjAxIlRE5FEUhEmIjnt9K7FvHdrP07u0pJpi9by65feCx3pM7fcEjURSSQVYSKS8wrz8/jzd0/iy8e15e6X3mPctCWf/yQRkf2kIkxEhGh48n/O6w7AT558h+mL1wROJCJJpyJMRCSlTfMGVXPEBt8/hbnL1wdOJCJJpiJMRCTN6V2LuerswwHoO/rf/OrF+YETiUhSFYQOICKSaX50Tjc6t2rEj8a9za9feo8lazdx11e+gJnVbZAxY+r29USkTqkIExHZhZnx38e3o6TjQXznj9N46s1lNKlXwP8NOrpug3TvXrevJyJ1SsORIiJ70KFlQ/7xvdMA+MOUxfx64nssWbOp7gI8/XTURCSRVISJiOxFg6J8nrnqNOoV5PGrifM5/c5X6q4Qu+uuqIlIIqkIExH5HEe3bcas/zuPu77yBQCGjH2dLdt1428R2T8qwkRE9kFBfh6DT2jHkBPbs+yTzVw0ZgrTF68NHUtEspiKMBGRGrhj8LF8/+zDmfvxBgbfP5kBd/+bsg1bQ8cSkSykIkxEpIZ+dG53pl3Xh6vOPpxZH63nxFsnMm/5htCxRCTLqAgTEamFZg0Lufrc7gzq2QaA83/zGo++vvjAvsgjj0RNRBLJ3D10hhopKSnx0tLS0DFERKosXr2Ryx6ZztzlG+jWujG/GXo83Q9pEjqWiGQAM5vu7iXV7lMRJiKy/7aVV3Lrs7P5w5SoN6xJvQIGn9COa/sfSVFBLQcdHn88erz44gOUUkTqmoowEZE6MnXhai55YCoVldHv1mYNCjm+Q3NaNCwiL884+4iD6XvUIeTl7cMtkM48M3qcNCm2vCISr70VYbptkYjIAXRSl5a8f1t/VqzfwsQ5K/jT6x8yc9l66hXkseyTzTwxfSkdWzbk3kuOp1XjerRuWq/u70kpIhlBRZiISAxaN63PV0/qyFdP6li1beWGLYx6ciYvz13JwN+8BkDXgxtz3lGH8MUuLflC+2Y0qV8YKrKI1DEVYSIideTgJvV5cNiJ/Pu9Mj5cs4k/Tl7MgrJPueeVBdzzygIAWjYq4rgOzTmpc0u+A6iPTCS5sq4ImzdvHmfumCeRctFFF3HllVeyadMm+vfvv9tzhg0bxrBhw1i1ahUXXnjhbvuvuOIKLr74YpYsWcLXvva13fZfffXVnH/++cybN4/LLrtst/3XX389ffr0YcaMGYwcOXK3/bfddhunnHIKkydP5tprr91t/+jRo+nZsycTJ07klltu2W3/mDFj6N69O08//TR3VXMfuUceeYT27dvz+OOPc//99++2/4knnqBVq1Y8/PDDPPzww7vtf+6552jYsCH33Xcf48aN223/pNR8lF/84hc888wzO+1r0KABzz//PAA333wzL7300k77W7ZsyZNPPgnANddcw5QpU3ba365dOx599FEARo4cyYwZM3ba361bN8aOHQvA8OHDmT9//k77e/bsyejRowG49NJLWbp06U77Tz75ZG6//XYABg8ezOrVq3fa37t3b2644QYA+vXrx+bNm3faP3DgQH784x8D7PZzB/rZ08/eaKD2P3sTUj97vc85j+Vr1rN5ewUryiv5y6ZtPNn5RHouWkOnlo348ulfoiB/53JMP3v62QP93svGn710sRZhZtYX+DWQDzzg7nfssr8e8EfgBGA1cLG7L4ozk4hIpikqyKO4Sb2qdXco7Nic4ceMAmDO32+necMiDKhXkEdRQR4frtnE2o3b+HSjrtYvkq1i+3akmeUD84FzgKXANGCou89OO+ZK4Fh3v9zMhgBfdve9fhdb344UkVyxePVGXp67kocnL6JeQR7zV3y6x2PbNm9ApTtN6hfQpVVjmtQv4IhDm9KtdWPqFeSTZ9C1dRMaFOZT6U69gjx9IUCkDoT6dmQvYIG7L0yFeAwYBMxOO2YQ8LPU8hPAPWZmnm3XzRARiUHHp//KN4Fv/s8wACoqna3lFbz14SdMXbiaFo2KKF28lnoFeeSZkWewfP1W3lu5gcWrN1E+felez39026a4Q54ZXVs3plmD6EsB3Vo3oVXjent9rkgSdD24MZ1aNQr2+nEWYW2BJWnrS4GT9nSMu5eb2TqgJbAq/SAzGw4MB+jQoUNceUVEMsuO+STDhgGQn2c0LCrg1MNbcerhrQD45qmdq33qtvJKlq7dxLJPNpNnxrRFa8gzIz/PmPz+Koryo54wA1Zs2MILs1ZgwKfbytGfwZIrRvU7gsu/dFiw18+KifnuPhYYC9FwZOA4IiIZr6ggjy7FjelS3BigqmgD+N5Zh+/xedvKK5m/Qjcjl9xwcNOwPb5xFmHLgPZp6+1S26o7ZqmZFQDNiCboi4hIAEUFeRzdtlnoGCI5oZY3NNsn04CuZtbZzIqAIcD4XY4ZD3wjtXwh8LLmg4mIiEguiK0nLDXHawQwgegSFQ+6+ywzuwkodffxwO+BR8xsAbCGqFATERERSTzdwFtEJFNt2hQ9NmwYNoeI1Jpu4C0iko1UfIkkWpxzwkREZH/cd1/URCSRVISJiGSqceOiJiKJpCJMREREJAAVYSIiIiIBqAgTERERCUBFmIiIiEgAWXedMDMrAxaHzlELrdjlxuQSnD6TzKPPJPPoM8k8+kwyz94+k47uXlzdjqwrwrKVmZXu6WJtEoY+k8yjzyTz6DPJPPpMMk9tPxMNR4qIiIgEoCJMREREJAAVYXVnbOgAsht9JplHn0nm0WeSefSZZJ5afSaaEyYiIiISgHrCRERERAJQEVaHzOznZjbXzN4xs7+ZWfPQmXKRmfU1s3lmtsDMRoXOk+vMrL2ZvWJms81slpn9IHQmiZhZvpm9ZWbPhM4iYGbNzeyJ1L8jc8zs5NCZcp2Z/TD1e+tdM/uLmdWvyfNVhNWtF4Gj3f1YYD5wTeA8OcfM8oF7gX5AD2ComfUImyrnlQNXu3sP4IvA9/SZZIwfAHNCh5Aqvwb+6e5HAF9An01QZtYW+D5Q4u5HA/nAkJqcQ0VYHXL3F9y9PLX6OtAuZJ4c1QtY4O4L3X0b8BgwKHCmnObuH7v7m6nlDUT/sLQNm0rMrB0wAHggdBYBM2sGnAH8HsDdt7n7J0FDCUAB0MDMCoCGwEc1ebKKsHC+BTwfOkQOagssSVtfiv7Bzxhm1gk4DpgaOIrAaOAnQGXgHBLpDJQBD6WGiB8ws0ahQ+Uyd18G/AL4EPgYWOfuL9TkHCrCDjAzm5gaG961DUo75jqiIZg/hUsqklnMrDHwJDDS3deHzpPLzGwgsNLdp4fOIlUKgOOB+939OGAjoDmtAZlZC6KRlM5AG6CRmV1ak3MUxBEsl7l7n73tN7NhwECgt+v6ICEsA9qnrbdLbZOAzKyQqAD7k7s/FTqPcCpwgZn1B+oDTc3sUXev0T8wckAtBZa6+45e4idQERZaH+ADdy8DMLOngFOAR/f1BOoJq0Nm1peoe/8Cd98UOk+OmgZ0NbPOZlZENIlyfOBMOc3MjGieyxx3/2XoPALufo27t3P3TkT/j7ysAiwsd18OLDGz7qlNvYHZASNJNAz5RTNrmPo91psafllCPWF16x6gHvBi9HnxurtfHjZSbnH3cjMbAUwg+ibLg+4+K3CsXHcq8DVgppnNSG271t2fCxdJJCNdBfwp9QfkQuCbgfPkNHefamZPAG8STTF6ixpeOV9XzBcREREJQMORIiIiIgGoCBMREREJQEWYiIiISAAqwkREREQCUBEmIiIiEoCKMBFJJDO7zsxmmdk7ZjbDzE4KnUlEJJ2uEyYiiWNmJxPdmeJ4d99qZq2Aov04X4G7lx+wgCIiqCdMRJLpUGCVu28FcPdV7v6RmZ1oZpPN7G0ze8PMmphZfTN7yMxmpm6MfBZEtxgzs/Fm9jLwkpk1MrMHU897K/1+sCIitaGeMBFJoheAG81sPjAReByYknq82N2nmVlTYDPwA8Dd/RgzOwJ4wcy6pc5zPHCsu68xs9uIbt/zLTNrDrxhZhPdfWMdvzcRSQj1hIlI4rj7p8AJwHCgjKj4ugz42N2npY5ZnxpiPI3UDXfdfS6wGNhRhL3o7mtSy+cCo1K3VppEdGPrDnXxfkQkmdQTJiKJ5O4VRMXSJDObCXyvFqdJ7+UyYLC7zzsA8URE1BMmIsljZt3NrGvapp7AHOBQMzsxdUwTMysA/g18NbWtG1HvVnWF1gTgKjOz1LHHxfcORCQXqCdMRJKoMfCb1NytcmAB0dDkQ6ntDYjmg/UB7gPuT/WWlQPDUt+o3PWcNwOjgXfMLA/4gOgbmCIitWLuHjqDiIiISM7RcKSIiIhIACrCRERERAJQESYiIiISgIowERERkQBUhImIiIgEoCJMREREJAAVYSIiIiIBqAgTERERCeD/A7jrxVguHZC5AAAAAElFTkSuQmCC\n", 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", 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\n", 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klcxAJkmSVDKHLKUeMmXGUxu0nXP40BIqkST1NvaQSZIklcweMqmeqk2YlyTpA+whkyRJKpmBTJIkqWQGMkmSpJI5h0xqI2NemLph4ycHNL4QSdLvMJBJ2oBLeEhSYzlkKUmSVDIDmSRJUskMZJIkSSVzDpmkDVSd/M8lDa9DktqFPWSSJEklM5BJkiSVzEAmSZJUMgOZJElSyQxkkiRJJTOQSZIklcxAJkmSVDIDmSRJUslcGFZSTXzguCTVjz1kkiRJJTOQSZIklcxAJkmSVDIDmSRJUsmc1C/V0azFy8suYZN6Q42S1OoMZFIPGfPC1LJLkCT1Ug5ZSpIklcxAJkmSVLK6DVlGxG7AdcDOQAJTM/PyiPgY8GNgEPAccHxm/jYiArgcOBpYBZySmQ/Vqz5J3VN9SPaShtchSa2onnPI1gBfz8yHIqIfMC8iZgCnAD/NzIsj4jzgPOCbwFHAkOLrQODK4rvUfO77btkVSJJaSN2GLDPz5fU9XJm5AngC2BU4Bri22O1a4E+K18cA12XFA8AOEbFLveqTJElqFg2ZQxYRg4CRwGxg58x8udj0CpUhTaiEtRc7HbakaJMkSWppdQ9kEfER4Bbg7Mx8s/O2zEwq88u6c77JETE3IuYuW7asByuVJEkqR10DWUT0oRLGrs/Mfyual64fiiy+v1q0vwTs1unwgUXb78jMqZk5OjNH77TTTvUrXpIkqUHqFsiKuyanAU9k5qWdNt0OnFy8Phm4rVP7SVExBnij09CmJElSy6rnXZZjgS8Bj0bE/KLtAuBi4KaIOA14Hji+2HYXlSUvnqGy7MWX61ibpJ7Q1d2m485vbB2S1MvVLZBl5i+A6GLz+Cr7J3BmveqRJElqVq7UL0mSVDIfLi5thlmLl5ddgiSphdhDJkmSVDIDmSRJUskMZJIkSSVzDpnUyZQZT23Qds7hQ0uoRJLUTuwhkyRJKpmBTJIkqWQOWUqb0tVq9JIk9RB7yCRJkkpmIJMkSSqZgUySJKlkziGTtNm6eoTUQeMaXIgk9XL2kEmSJJXMQCZJklQyA5kkSVLJDGSSJEklqymQRcTwehciSZLUrmrtIbsiIh6MiDMiYvu6ViRJktRmagpkmXkI8AVgN2BeRNwQEYfXtTJJkqQ2UfMcssx8Gvgr4JvAYcDfRcTCiDi2XsVJkiS1g1rnkO0bEVOAJ4A/BD6bmZ8qXk+pY32SJEktr9aV+v8e+AFwQWa+vb4xM38dEX9Vl8qkEox5YeqGjZ8c0PhCJEltpdZA9sfA25m5FiAitgL6ZuaqzPznulUnSZLUBmqdQ3YP8OFO77ct2iRJkrSFau0h65uZK9e/ycyVEbFtnWqS1MvNmnbuBm0HnXZJCZVIUu9Qaw/ZWxHRsf5NRIwC3t7I/pIkSapRrT1kZwM3R8SvgQD+G/D5ehUlSZLUTmoKZJk5JyL2AvYsmp7MzPfqV5YkSVL7qLWHDGB/YFBxTEdEkJnX1aUqSZKkNlJTIIuIfwZ+H5gPrC2aEzCQSZIkbaFae8hGA3tnZtazGEmta8qMpzZoO+fwoSVUIknNp9a7LB+jMpFfkiRJPazWHrIdgQUR8SDwzvrGzJxYl6qkOqvWWwMwpsF1SJIEtQeyC+tZhCRJUjurddmL/4yIPYAhmXlPsUr/1vUtTaqfqg8RlySpJLXeZfkVYDLwMSp3W+4KXAWM38gxPwQmAK9m5rCi7ULgK8CyYrcLMvOuYtv5wGlU7uI8KzP/YzN+HqnHzVq8vOwSJEktrtZJ/WcCY4E3ATLzaeDjmzjmGuDIKu1TMnO/4mt9GNsbOAHYpzjmioiwB06SJLWFWgPZO5n57vo3EfEhKuuQdSkzfw78psbzHwPcmJnvZOazwDPAATUeK0mS1KvVGsj+MyIuAD4cEYcDNwN3bOY1/zwiHomIH0bER4u2XYEXO+2zpGiTJElqebUGsvOozPt6FPgqcBfwV5txvSupzEHbD3gZ+NvuniAiJkfE3IiYu2zZsk0fIEmS1ORqvctyHfD94muzZebS9a8j4vvAncXbl4DdOu06sGirdo6pwFSA0aNH++QASZLU69V6l+WzVJkzlpmf7M7FImKXzHy5eDuJyhMAAG4HboiIS4FPAEOAB7tzbkmSpN6qO8+yXK8vcByVJTC6FBE/Aj4N7BgRS4C/Bj4dEftRCXfPURn+JDMfj4ibgAXAGuDMzFxb5bSSJEktp9Yhyw8uxHRZRMwDvr2RY06s0jxtI/tfBFxUSz2SJEmtpNYhy45Ob7ei0mNWa++aJEmSNqLWUNX5bsg1VIYbj+/xaqQ6mDXt3LJLkCRpo2odshxX70IkSZLaVa1Dlv9zY9sz89KeKUeSJKn9dOcuy/2pLE8B8Fkqy1I8XY+iJEmS2kmtgWwg0JGZKwAi4kLg/2XmF+tVmCRJUruo9dFJOwPvdnr/btEmSZKkLVRrD9l1wIMRcWvx/k+Aa+tSkaSWNOaFqVVaL2l4HZLUjGq9y/KiiPh34JCi6cuZ+av6lSVJktQ+ah2yBNgWeDMzLweWRMTgOtUkSZLUVmpd9uKvqdxpuSdwNdAH+BdgbP1Kk9Tqpsx4aoO2cw4fWkIlklSuWnvIJgETgbcAMvPXQL96FSVJktROag1k72ZmAgkQEdvVryRJkqT2Umsguyki/gnYISK+AtwDfL9+ZUmSJLWPTc4hi4gAfgzsBbxJZR7ZtzNzRp1rkyRJagubDGSZmRFxV2YOBwxhkiRJPazWhWEfioj9M3NOXauRtlC1u/bGlFCHJEndUWsgOxD4YkQ8R+VOy6DSebZvvQqTJElqFxsNZBGxe2a+ABzRoHokSZLazqZ6yKYDHZn5fETckpmfa0BNkiRJbWVTy15Ep9efrGchkiRJ7WpTgSy7eC1JkqQesqkhyxER8SaVnrIPF6/hvyb1969rdZJa2pgXplZpvaThdUhS2TYayDJz60YVIkmS1K5qfXSSJEmS6sRAJkmSVDIDmSRJUskMZJIkSSUzkEmSJJXMQCZJklQyA5kkSVLJDGSSJEklM5BJkiSVzEAmSZJUMgOZJElSyTb1cHFJKt99392wbdz5ja9DkurEHjJJkqSS1S2QRcQPI+LViHisU9vHImJGRDxdfP9o0R4R8XcR8UxEPBIRHfWqS5IkqdnUs4fsGuDID7SdB/w0M4cAPy3eAxwFDCm+JgNX1rEuSb3MrMXLN/iSpFZStzlkmfnziBj0geZjgE8Xr68FfgZ8s2i/LjMTeCAidoiIXTLz5XrVJ6k5zZp2btklSFLDNXoO2c6dQtYrwM7F612BFzvtt6RokyRJanmlTeovesOyu8dFxOSImBsRc5ctW1aHyiRJkhqr0cteLF0/FBkRuwCvFu0vAbt12m9g0baBzJwKTAUYPXp0twOdJKlJuJyJ9L5G95DdDpxcvD4ZuK1T+0nF3ZZjgDecPyZJktpF3XrIIuJHVCbw7xgRS4C/Bi4GboqI04DngeOL3e8CjgaeAVYBX65XXWodU2Y8tUHbmBemllCJJElbpp53WZ7YxabxVfZN4Mx61SJJktTMXKlfkiSpZAYySZKkkhnIJEmSSmYgkyRJKlmj1yGTpLqpduftOYcPLaESSeoee8gkSZJKZiCTJEkqmUOWkqT242Ob1GTsIZMkSSqZPWTqtXxMkiSpVdhDJkmSVDJ7yCRJvY9zwNRi7CGTJEkqmYFMkiSpZA5ZqleotgL7mBLqkCSpHgxkkqSe1Uzzu6rVIjUhA5l6BZe40AdV6zWVpN7KOWSSJEklM5BJkiSVzCFLSb1StWHsB3afXEIlkrTlDGSSpObmxHy1AQOZmo//85UktRnnkEmSJJXMQCZJklQyA5kkSVLJnEOmpjNr8fKyS5BUFueQqk3ZQyZJklQye8hULv81LLUH/65LG2UPmSRJUsnsIZMkqTuq9faNO7/xdail2EMmSZJUMnvIJEnqinPf1CAGMkkto9oDx+GShtchSd1lIJMktQZ7s9SLOYdMkiSpZPaQSZJUD96NqW4oJZBFxHPACmAtsCYzR0fEx4AfA4OA54DjM/O3ZdSn+pgy46kN2s7xnwSSmoVDnipRmb8Ox2Xma53enwf8NDMvjojzivffLKc01UO1CdezSqhDUg8xwEg9ppn6J44BPl28vhb4GQayXmnWtHPLLkGSpF6lrECWwE8iIoF/ysypwM6Z+XKx/RVg55JqkySpe+wt1BYqK5AdnJkvRcTHgRkRsbDzxszMIqxtICImA5MBdt999/pXKkmSVGelBLLMfKn4/mpE3AocACyNiF0y8+WI2AV4tYtjpwJTAUaPHl01tEnSel0NoR90mgvGAt4JKDWJhq9DFhHbRUS/9a+BPwIeA24HTi52Oxm4rdG1SZIklaGMHrKdgVsjYv31b8jMuyNiDnBTRJwGPA8cX0JtkiRJDdfwQJaZi4ERVdqXA+MbXY+k9lR1XbzDh5ZQiSQ117IXkiS1NufsqQs+y1KSJKlkBjJJkqSSOWQpqS1Ve5QXuBQG4LCaVAJ7yCRJkkpmIJMkSSqZQ5aS1C583qLUtAxkkqRNM8xJdWUgk6RCtede+sxLSY3gHDJJkqSS2UMmST3BpSIkbQF7yCRJkkpmD5m2SLUHNI8poQ6pKZXZa+Yk/N7PXte2YiCTpI3pDb8UDV9Sr2cgk6Rm1RvCoKQeYSBTdTX/i/tzdS1Dagv2cLU3P39hINMWqv6AZqnF+QtUUg8zkKlmsxYvL7sEqeGq/Xd/0CcHlFCJpFZmIJOk3sTeOaklGcgkSeotvNGjZRnIVJXDk5IkNY6BTJK6yXllknqagUySGsk5YJKq8FmWkiRJJTOQSZIklcwhSzFr2rlllyBJUlszkEmS1K5cRqNpGMiamX9RJEmbUuuNIv7+aGoGsjYzZcZTG7SNKaEOSZL0XwxkLaLaPLDq6yJ9rv7FSG3ItcnU9FxypakZyNrMmBemll2C1DYMaZJqZSCTpAYypEmqxkDWwnwepSSpR3Q13OmNAj3GhWElSZJKZg9ZE6s6tIGTMqVW053ebIc3VXfdmfzv8kw9xkDWyzgMKUlS6zGQNQtvR5YkqW01XSCLiCOBy4GtgR9k5sUll7RlqgStKWs2XAvsnKb7JCRJUqM0VQyIiK2BfwQOB5YAcyLi9sxcUG5ltam6Cv4LVYYYd29AMZLamstrSL1LUwUy4ADgmcxcDBARNwLHAL0ikElSvfX0PFKDm3rclkzBadQNAU14M0KzBbJdgRc7vV8CHFhSLe+r9liiB3afvNnnq7Za/qzNPpsk1abWMFfrflsa3Bp1HfUiW/Kg9F4+F7vZAtkmRcRkYH0aWhkRT/bg6XcEXqtt17/twcuqB3XjM1QT83Ps/fwMe78m/gwv6CXn3MAeXW1otkD2ErBbp/cDi7b3ZeZUoC4PZIyIuZk5uh7nVmP4GbYGP8fez8+w9/MzbKxmW6l/DjAkIgZHxDbACcDtJdckSZJUV03VQ5aZayLiz4H/oLLsxQ8z8/GSy5IkSaqrpgpkAJl5F3BXSZevy1CoGsrPsDX4OfZ+foa9n59hA0Vmll2DJElSW2u2OWSSJEltx0D2ARHxvYhYGBGPRMStEbFD2TWpNhFxZEQ8GRHPRMR5Zdej7omI3SLivohYEBGPR8TXyq5Jmycito6IX0XEnWXXos0TETtExL8Wvw+fiIiDyq6p1RnINjQDGJaZ+wJPAeUu3auadHrs1lHA3sCJEbF3uVWpm9YAX8/MvYExwJl+hr3W14Anyi5CW+Ry4O7M3AsYgZ9n3RnIPiAzf5KZa4q3D1BZC03N7/3HbmXmu8D6x26pl8jMlzPzoeL1Ciq/AHYttyp1V0QMBP4Y+EHZtWjzRMT2wKHANIDMfDczXy+1qDZgINu4U4F/L7sI1aTaY7f8Zd5LRcQgYCQwu+RS1H2XAX8JrCu5Dm2+wcAy4Opi6PkHEbFd2UW1urYMZBFxT0Q8VuXrmE77fIvKEMr15VUqtZ+I+AhwC3B2Zr5Zdj2qXURMAF7NzHll16It8iGgA7gyM0cCbwHOy62zpluHrBEy8zMb2x4RpwATgPHpuiC9xSYfu6XmFxF9qISx6zPz38quR902FpgYEUcDfYH+EfEvmfnFkutS9ywBlmTm+h7qf8VAVndt2UO2MRFxJJXu9omZuarselQzH7vVy0VEUJmz8kRmXlp2Peq+zDw/Mwdm5iAqfwfvNYz1Ppn5CvBiROxZNI0HFpRYUltoyx6yTfgH4PeAGZXfDzyQmX9WbknaFB+71RLGAl8CHo2I+UXbBcXTOyQ11l8A1xf/wF0MfLnkelqeK/VLkiSVzCFLSZKkkhnIJEmSSmYgkyRJKpmBTJIkqWQGMkmSpJIZyCS1vIj4VkQ8HhGPRMT8iDiw7JokqTPXIZPU0iLiICpP3ujIzHciYkdgmy0434cyc02PFShJ2EMmqfXtAryWme8AZOZrmfnriNg/ImZGxMMR8WBE9IuIvhFxdUQ8WjxUeRxUHqcWEbdHxL3ATyNiu4j4YXHcrzo/B1eSNoc9ZJJa3U+Ab0fEU8A9wI+BWcX3z2fmnIjoD7wNfA3IzBweEXsBP4mIocV5OoB9M/M3EfE3VB4LdGpE7AA8GBH3ZOZbDf7ZJLUIe8gktbTMXAmMAiYDy6gEsa8CL2fmnGKfN4thyIOBfynaFgLPA+sD2YzM/E3x+o+A84pHPP2MyoO0d2/EzyOpNdlDJqnlZeZaKsHpZxHxKHDmZpymc+9XAJ/LzCd7oDxJsodMUmuLiD0jYkinpv2AJ4BdImL/Yp9+EfEh4H7gC0XbUCq9XtVC138AfxERUew7sn4/gaR2YA+ZpFb3EeDvi7lea4BnqAxfXl20f5jK/LHPAFcAVxa9aGuAU4o7Mz94zu8AlwGPRMRWwLNU7uSUpM0SmVl2DZIkSW3NIUtJkqSSGcgkSZJKZiCTJEkqmYFMkiSpZAYySZKkkhnIJEmSSmYgkyRJKpmBTJIkqWT/H/mXjldt/p9cAAAAAElFTkSuQmCC", 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    " ] @@ -941,7 +924,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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\n", 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", 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\n", 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", 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", 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    " ] @@ -1008,7 +991,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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cnWRZkmWrV6/e+JVKUocNbbE4ySbAh4C3rWtsVZ1eVSNVNTJnzpz2i5OkDmkzCFYB80btz23aHrYN8BzgO0luBl4ALHLBWJIGq80guBzYJclOSTYHDgcWPdxZVXdX1eyqml9V84GlwMFVtazFmiRJY7QWBM37HB8DLAFuAM6tquuSnJzk4LaeV5K0fia7DfUGq6rFwOIxbSdNMHafNmuRJPXnK4slqeMMAknqOINAkjrOIJCkjjMIJKnjDAJJ6jiDQJI6ziCQpI4zCCSp4wwCSeo4g0CSOs4gkKSOMwgkqeMMAknqOINAkjrOIJCkjjMIJKnjDAJJ6jiDQJI6ziCQpI4zCCSp4wwCSeo4g0CSOs4gkKSOMwgkqeMMAknqOINAkjqu1SBIckCSG5MsT3J8n/63Jrk+yTVJLkrytDbrkSSN11oQJJkFnAYcCCwAjkiyYMywK4GRqvpvwHnAB9qqR5LUX5tHBHsBy6vqpqq6DzgbOGT0gKr6dlXd0+wuBea2WI8kqY82g2BHYMWo/ZVN20TeAHyjX0eSo5MsS7Js9erVG7FESdJjYrE4yZHACHBKv/6qOr2qRqpqZM6cOYMtTpJmuE1bfOxVwLxR+3ObtrUk2Q94O/CSqvpti/VIkvpo84jgcmCXJDsl2Rw4HFg0ekCSPYBPAQdX1a0t1iJJmkBrQVBVDwDHAEuAG4Bzq+q6JCcnObgZdgqwNfClJFclWTTBw0mSWtLmqSGqajGweEzbSaO292vz+SVJ6/aYWCyWJA2PQSBJHWcQSFLHGQSS1HEGgSR1nEEgSR1nEEhSxxkEktRxBoEkdZxBIEkdZxBIUscZBJLUcQaBJHWcQSBJHWcQSFLHGQSS1HEGgSR1nEEgSR1nEEhSxxkEktRxBoEkdZxBIEkdZxBIUscZBJLUcQaBJHWcQSBJHWcQSFLHGQSS1HGtBkGSA5LcmGR5kuP79D8uyTlN/2VJ5rdZjyRpvNaCIMks4DTgQGABcESSBWOGvQG4s6qeAXwYeH9b9UiS+mvziGAvYHlV3VRV9wFnA4eMGXMI8Llm+zxg3yRpsSZJ0hhtBsGOwIpR+yubtr5jquoB4G5g+7EPlOToJMuSLFu9enVL5UpSN02LxeKqOr2qRqpqZM6cOcMuR5JmlDaDYBUwb9T+3Kat75gkmwKPB25vsSZJ0hhtBsHlwC5JdkqyOXA4sGjMmEXA65vtQ4FvVVW1WJMkaYxN23rgqnogyTHAEmAW8Nmqui7JycCyqloEfAY4M8ly4A56YSFJGqDWggCgqhYDi8e0nTRq+17gNW3WIEma3LRYLJYktccgkKSOMwgkqeMMAknqOINAkjrOIJCkjjMIJKnjDAJJ6jiDQJI6ziCQpI4zCCSp4wwCSeq4TLe7PidZDfx0gE85G7htgM83aM5v+prJcwPnt7E9rar6vrPXtAuCQUuyrKpGhl1HW5zf9DWT5wbOb5A8NSRJHWcQSFLHGQTrdvqwC2iZ85u+ZvLcwPkNjGsEktRxHhFIUscZBJLUcQZBI8kBSW5MsjzJ8X36H5fknKb/siTzh1DmozKFub01yfVJrklyUZKnDaPOR2td8xs17tVJKslj4pK9qZrK/JIc1nwNr0ty1qBr3BBT+P58apJvJ7my+R5dOIw6H40kn01ya5IfTNCfJB9t5n5Nkj0HXSMAVdX5D2AW8GNgZ2Bz4GpgwZgxbwY+2WwfDpwz7Lo34tz+ENiq2X7TdJnbVOfXjNsGuBhYCowMu+6N/PXbBbgSeEKz/6Rh172R53c68KZmewFw87DrXo/5vRjYE/jBBP0LgW8AAV4AXDaMOj0i6NkLWF5VN1XVfcDZwCFjxhwCfK7ZPg/YN0kGWOOjtc65VdW3q+qeZncpMHfANW6IqXztAN4NvB+4d5DFbQRTmd8bgdOq6k6Aqrp1wDVuiKnMr4Btm+3HAz8fYH0bpKouBu6YZMghwOerZymwXZIdBlPdIwyCnh2BFaP2VzZtfcdU1QPA3cD2A6luw0xlbqO9gd5fKNPFOufXHG7Pq6qvD7KwjWQqX79dgV2TXJJkaZIDBlbdhpvK/N4FHJlkJbAYeMtgShuI9f35bMWmg35CPXYlORIYAV4y7Fo2liSbAB8CjhpyKW3alN7poX3oHc1dnOS5VXXXMIvaiI4AzqiqU5PsDZyZ5DlV9dCwC5spPCLoWQXMG7U/t2nrOybJpvQOUW8fSHUbZipzI8l+wNuBg6vqtwOqbWNY1/y2AZ4DfCfJzfTOwy6aRgvGU/n6rQQWVdX9VfUT4Ef0gmE6mMr83gCcC1BVlwJb0Lth20wwpZ/PthkEPZcDuyTZKcnm9BaDF40Zswh4fbN9KPCtalZ7HuPWObckewCfohcC0+n8MqxjflV1d1XNrqr5VTWf3hrIwVW1bDjlrrepfG+eT+9ogCSz6Z0qummANW6IqczvZ8C+AEmeRS8IVg+0yvYsAl7XXD30AuDuqrpl0EV4aojeOf8kxwBL6F3F8Nmqui7JycCyqloEfIbeIelyeos/hw+v4qmb4txOAbYGvtSsf/+sqg4eWtHrYYrzm7amOL8lwMuSXA88CBxXVdPhaHWq83sb8Okkf0Vv4fioafJHGEm+SC+kZzdrHO8ENgOoqk/SW/NYCCwH7gH+fCh1TpPPpySpJZ4akqSOMwgkqeMMAknqOINAkjrOIJCkjjMIpClK8mCSq0Z9zE+yT5K7m/0bkryzGTu6/YdJPjjs+qWJ+DoCaerWVNXuoxua25F/t6oOSvJ7wFVJvtZ0P9y+JXBlkq9W1SWDLVlaN48IpI2kqn4DXAE8Y0z7GuAqhnAzMWkqDAJp6rYcdVroq2M7k2xP715G141pfwK9e/9cPJgypfXjqSFp6sadGmr8QZIrgYeA9zW3SNinab+aXgh8pKp+MbBKpfVgEEgb7rtVddBE7Ul2ApYmObeqrhpwbdI6eWpIallza+j3AX877FqkfgwCaTA+Cby4ucpIekzx7qOS1HEeEUhSxxkEktRxBoEkdZxBIEkdZxBIUscZBJLUcQaBJHXc/wcOGJrtLDG0ZQAAAABJRU5ErkJggg==\n", 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kK5OsXL9+/ZavVJJabGCLxUlmAB8G3rqxvlV1WlUNVdXQnDlzmi9OklqkySBYB8wbtj+3e+wh2wPPAb6X5AZgP2CpC8aS1F9NBsFlwB5JdkuyDXAEsPShxqq6s6pmV9X8qpoPrAAWV9XKBmuSJI3SWBB0P+f4GGA5cB1wTlVdk+TkJIubul9J0qaZ6G2oN1tVLQOWjTp24jh9FzZZiySpN19ZLEktZxBIUssZBJLUcgaBJLWcQSBJLWcQSFLLGQSS1HIGgSS1nEEgSS1nEEhSyxkEktRyBoEktZxBIEktZxBIUssZBJLUcgaBJLWcQSBJLWcQSFLLGQSS1HIGgSS1nEEgSS1nEEhSyxkEktRyBoEktZxBIEktZxBIUssZBJLUco0GQZKDklyfZFWS43q0vyXJtUmuTnJhkqc2WY8kaazGgiDJTOBU4GBgAXBkkgWjul0BDFXVfwLOBT7QVD2SpN6anBHsC6yqqtVVdR9wFnDo8A5V9d2quru7uwKY22A9kqQemgyCXYE1w/bXdo+N5/XAN3s1JFmSZGWSlevXr9+CJUqSHhWLxUmOAoaAD/Zqr6rTqmqoqobmzJnT3+IkaZrbqsHbXgfMG7Y/t3tshCQHAu8AXlxV9zZYjySphyZnBJcBeyTZLck2wBHA0uEdkuwNfBpYXFU3N1iLJGkcjQVBVT0AHAMsB64Dzqmqa5KcnGRxt9sHgccBX05yZZKl49ycJKkhTZ4aoqqWActGHTtx2PaBTd6/JGnjHhWLxZKkwTEIJKnlDAJJajmDQJJaziCQpJYzCCSp5QwCSWo5g0CSWs4gkKSWMwgkqeUMAklqOYNAklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJYzCCSp5QwCSWo5g0CSWs4gkKSWMwgkqeUMAklqOYNAklrOIJCkljMIJKnlDAJJajmDQJJartEgSHJQkuuTrEpyXI/2xyQ5u9t+aZL5TdYjSRqrsSBIMhM4FTgYWAAcmWTBqG6vB26vqqcDHwHe31Q9kqTempwR7AusqqrVVXUfcBZw6Kg+hwKf726fCxyQJA3WJEkapckg2BVYM2x/bfdYzz5V9QBwJ7DT6BtKsiTJyiQr169f31C5ktROU2KxuKpOq6qhqhqaM2fOoMuRpGmlySBYB8wbtj+3e6xnnyRbAY8Hbm2wJknSKE0GwWXAHkl2S7INcASwdFSfpcDrutuHAd+pqmqwJknSKFs1dcNV9UCSY4DlwEzgc1V1TZKTgZVVtRT4LHBGklXAbXTCQpLUR40FAUBVLQOWjTp24rDte4DXNFmDJGliU2KxWJLUHINAklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJYzCCSp5QwCSWo5g0CSWs4gkKSWMwgkqeUy1d71Ocl64Bd9vMvZwC19vL9+c3xT13QeGzi+Le2pVdXzk72mXBD0W5KVVTU06Dqa4vimruk8NnB8/eSpIUlqOYNAklrOINi40wZdQMMc39Q1nccGjq9vXCOQpJZzRiBJLWcQSFLLGQRdSQ5Kcn2SVUmO69H+mCRnd9svTTJ/AGU+IpMY21uSXJvk6iQXJnnqIOp8pDY2vmH9Xp2kkjwqLtmbrMmML8nh3cfwmiRn9rvGzTGJ38+nJPlukiu6v6OLBlHnI5Hkc0luTvLjcdqT5GPdsV+dZJ9+1whAVbX+C5gJ/AzYHdgGuApYMKrPm4BPdbePAM4edN1bcGx/AmzX3X7jVBnbZMfX7bc9cBGwAhgadN1b+PHbA7gCeEJ3f+dB172Fx3ca8Mbu9gLghkHXvQnjexGwD/DjcdoXAd8EAuwHXDqIOp0RdOwLrKqq1VV1H3AWcOioPocCn+9unwsckCR9rPGR2ujYquq7VXV3d3cFMLfPNW6OyTx2AO8G3g/c08/itoDJjO8NwKlVdTtAVd3c5xo3x2TGV8AO3e3HA7/qY32bpaouAm6boMuhwBeqYwWwY5Jd+lPdwwyCjl2BNcP213aP9exTVQ8AdwI79aW6zTOZsQ33ejr/Q5kqNjq+7nR7XlV9o5+FbSGTefz2BPZMcnGSFUkO6lt1m28y4zsJOCrJWmAZ8Ob+lNYXm/r32Yit+n2HevRKchQwBLx40LVsKUlmAB8Gjh5wKU3ais7poYV0ZnMXJXluVd0xyKK2oCOB06vqlCT7A2ckeU5VPTjowqYLZwQd64B5w/bndo/17JNkKzpT1Fv7Ut3mmczYSHIg8A5gcVXd26fatoSNjW974DnA95LcQOc87NIptGA8mcdvLbC0qu6vqp8DP6UTDFPBZMb3euAcgKq6BNiWzhu2TQeT+vtsmkHQcRmwR5LdkmxDZzF46ag+S4HXdbcPA75T3dWeR7mNji3J3sCn6YTAVDq/DBsZX1XdWVWzq2p+Vc2nswayuKpWDqbcTTaZ383z6MwGSDKbzqmi1X2scXNMZny/BA4ASPIsOkGwvq9VNmcp8Nru1UP7AXdW1Y39LsJTQ3TO+Sc5BlhO5yqGz1XVNUlOBlZW1VLgs3SmpKvoLP4cMbiKJ2+SY/sg8Djgy931719W1eKBFb0JJjm+KWuS41sOvDTJtcDvgbdV1VSYrU52fG8FPpPkb+gsHB89Rf4TRpIv0Qnp2d01jncBWwNU1aforHksAlYBdwN/OZA6p8jPU5LUEE8NSVLLGQSS1HIGgSS1nEEgSS1nEEhSyxkE0iQl+X2SK4d9zU+yMMmd3f3rkryr23f48Z8k+dCg65fG4+sIpMnbUFV7DT/QfTvy71fVIUkeC1yZ5Ovd5oeOzwKuSPK1qrq4vyVLG+eMQNpCqup3wOXA00cd3wBcyQDeTEyaDINAmrxZw04LfW10Y5Kd6LyX0TWjjj+Bznv/XNSfMqVN46khafLGnBrq+uMkVwAPAu/rvkXCwu7xq+iEwEer6qa+VSptAoNA2nzfr6pDxjueZDdgRZJzqurKPtcmbZSnhqSGdd8a+n3A2wddi9SLQSD1x6eAF3WvMpIeVXz3UUlqOWcEktRyBoEktZxBIEktZxBIUssZBJLUcgaBJLWcQSBJLff/ASbzs0Y1bnfSAAAAAElFTkSuQmCC", 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DoIx9kk8WFhoxpN4hYGb9hoOgjPe8aXinOYL6ulouPPagqtRjZpYGB0EJ0+c18YvHmjrMEQj40L+O8NmAmfUrDoISpsxaxIYtHf8qUAB/+HvJL/AzM+uTHAQllJooLjeBbGbWFzkISig1UVxqu5lZX+UgKOHCYw/q9McuPFFsZv2Rv3SuhPYJ4SmzFvH86g3s46+ONrN+ykFQxinj/A4hM+v/HARlTJ/X5DMCM+v3HAQlTJ/XxKS7ntz6FtKm1RuYdNeTAA4DM+tXPFlcQrHPEWzY0trl3ycwM+trHAQl+HMEZpYVDoIS/DkCM8sKB0EJ/hyBmWWFJ4tL8OcIzCwrHARl+HMEZpYFvjRkZpZxDgIzs4xLNQgkHSdpkaRGSROLtO8r6Q+S5kl6QtIJadZjZmadpRYEkmqB64DjgTHAOZLGFHS7GJgaEeOAs4EfpFWPmZkVl+YZwXigMSIWR8Rm4Hbg5II+AeyWLO8OPJ9iPWZmVkSaQTACWJq3vizZlu8y4FxJy4CZwPnFdiRpgqS5kuY2N/tPRZqZ7UjVniw+B7ghIkYCJwA3S+pUU0RcHxENEdEwfPjwihdpZtafpRkETcCovPWRybZ8nwSmAkTEQ8BOwLAUazIzswJpBsGjwAGS9pM0kNxk8IyCPs8BRwNIejO5IPC1HzOzCkotCCKiBTgPmAU8Re7dQQskTZZ0UtLtC8CnJT0O3AZ8PCIirZrMzKyzVL9iIiJmkpsEzt92Sd7yQuDtadZgZmblVXuy2MzMqsxBYGaWcQ4CM7OMcxCYmWWcg8DMLOMcBGZmGecgMDPLOAeBmVnGOQjMzDLOQWBmlnEOAjOzjHMQmJllnIPAzCzjHARmZhnnIDAzyzgHgZlZxjkIzMwyzkFgZpZxDgIzs4xzEJiZZZyDwMws4xwEZmYZ5yAwM8s4B4GZWcY5CMzMMs5BYGaWcQ4CM7OMSzUIJB0naZGkRkkTS/Q5U9JCSQsk3ZpmPWZm1tmAtHYsqRa4DngfsAx4VNKMiFiY1+cAYBLw9ohYJel1adVjZmbFpXlGMB5ojIjFEbEZuB04uaDPp4HrImIVQESsSLEeMzMrIs0gGAEszVtflmzLdyBwoKQHJc2RdFyxHUmaIGmupLnNzc0plWtmlk3VniweABwAHAWcA/xE0pDCThFxfUQ0RETD8OHDK1uhmVk/l2YQNAGj8tZHJtvyLQNmRMSWiHgG+Ae5YDAzswpJMwgeBQ6QtJ+kgcDZwIyCPtPJnQ0gaRi5S0WLU6zJzMwKpBYEEdECnAfMAp4CpkbEAkmTJZ2UdJsFvCxpIfAH4MKIeDmtmszMrDNFRLVr2CYNDQ0xd+7capdhZtanSHosIhqKtVV7stjMzKrMQWBmlnEOAjOzjHMQmJll3DYHgaQaSR9JoxgzM6u8kkEgaTdJkyR9X9L7lXM+uff5n1m5Es3MLE3lvn30ZmAV8BDwKeAiQMApETE//dLMzKwSygXB/hExFkDS/wDLgX0jYmNFKjMzs4ooN0ewpX0hIlqBZQ4BM7P+p9wZwaGS1pC7HARQn7ceEbFb6tWZmVnqSgZBRNRWshAzM6uOkkEgaSfgM8AbgSeAnyVfJGdmZv1IuTmCG4EG4EngBODqilRkZmYVVW6OYEzeu4Z+CjxSmZLMzKySuvuuIV8SMjPrp8qdERyWvEsIcu8U8ruGzMz6oXJB8HhEjKtYJWZmVhXlLg31rT9dZmZm26XcGcHrJH2+VGNEXJNCPWZmVmHlgqAW2IXXPllsZmb9ULkgWB4RkytWiZmZVUW5OQKfCZiZZUC5IDi6YlWYmVnVlAyCiFhZyULMzKw6/MfrzcwyzkFgZpZxDgIzs4xLNQgkHSdpkaRGSRPL9PuQpJDUkGY9ZmbWWWpBIKkWuA44HhgDnCNpTJF+uwL/D3g4rVrMzKy0NM8IxgONEbE4IjYDtwMnF+l3OfBNYGOKtZiZWQlpBsEIYGne+rJk21aSDgdGRcQ95XYkaYKkuZLmNjc37/hKzcwyrGqTxZJqgGuAL3TVNyKuj4iGiGgYPnx4+sWZmWVImkHQBIzKWx+ZbGu3K/AW4H5JS4AjgRmeMDYzq6w0g+BR4ABJ+0kaCJwNzGhvjIhXImJYRIyOiNHAHOCkiJibYk1mZlYgtSBI/s7xecAs4ClgakQskDRZ0klp3a+ZmW2bcl9D3WMRMROYWbDtkhJ9j0qzFjMzK86fLDYzyzgHgZlZxjkIzMwyzkFgZpZxDgIzs4xzEJiZZZyDwMws4xwEZmYZ5yAwM8s4B4GZWcY5CMzMMs5BYGaWcQ4CM7OMcxCYmWWcg8DMLOMcBGZmGecgMDPLOAeBmVnGOQjMzDLOQWBmlnEOAjOzjHMQmJllnIPAzCzjHARmZhnnIDAzyzgHgZlZxjkIzMwyLtUgkHScpEWSGiVNLNL+eUkLJT0h6T5Jr0+zHjMz6yy1IJBUC1wHHA+MAc6RNKag2zygISIOAaYB30qrHjMzKy7NM4LxQGNELI6IzcDtwMn5HSLiDxHxarI6BxiZYj1mZlZEmkEwAliat74s2VbKJ4HfFGuQNEHSXElzm5ubd2CJZmbWKyaLJZ0LNABTirVHxPUR0RARDcOHD69scWZm/dyAFPfdBIzKWx+ZbOtA0jHAV4B3R8SmFOsxM7Mi0jwjeBQ4QNJ+kgYCZwMz8jtIGgf8GDgpIlakWIuZmZWQWhBERAtwHjALeAqYGhELJE2WdFLSbQqwC3CnpPmSZpTYnZmZpSTNS0NExExgZsG2S/KWj0nz/s3MrGu9YrLYzMyqx0FgZpZxDgIzs4xzEJiZZZyDwMws4xwEZmYZ5yAwM8s4B4GZWcY5CMzMMs5BYGaWcQ4CM7OMcxCYmWWcg8DMLOMcBGZmGecgMDPLOAeBmVnGOQjMzDLOQWBmlnEOAjOzjHMQmJllnIPAzCzjHARmZhnnIDAzyzgHgZlZxjkIzMwyzkFgZpZxDgIzs4xzEJiZZVyqQSDpOEmLJDVKmlikfZCkO5L2hyWNTrMeMzPrLLUgkFQLXAccD4wBzpE0pqDbJ4FVEfFG4NvAN9Oqx8zMikvzjGA80BgRiyNiM3A7cHJBn5OBG5PlacDRkpRiTWZmViDNIBgBLM1bX5ZsK9onIlqAV4A9C3ckaYKkuZLmNjc3p1SumVk29YnJ4oi4PiIaIqJh+PDh1S7HzKxfSTMImoBReesjk21F+0gaAOwOvJxiTWZmViDNIHgUOEDSfpIGAmcDMwr6zAA+liyfDvw+IiLFmszMrMCAtHYcES2SzgNmAbXAzyJigaTJwNyImAH8FLhZUiOwklxYmJlZBaUWBAARMROYWbDtkrzljcAZadZgZmbl9YnJYjMzS4+DwMws4xwEZmYZ5yAwM8s4B4GZWcY5CMzMMs5BYGaWcQ4CM7OMcxCYmWWcg8DMLOMcBGZmGecgMDPLOPW1b32W1Aw8W8G7HAa8VMH7qzSPr+/qz2MDj29He31EFP3LXn0uCCpN0tyIaKh2HWnx+Pqu/jw28PgqyZeGzMwyzkFgZpZxDoKuXV/tAlLm8fVd/Xls4PFVjOcIzMwyzmcEZmYZ5yAwM8u4TAeBpOMkLZLUKGlikfZBku5I2h+WNDqvbVKyfZGkYytaeDds79gkvU/SY5KeTP59b8WL74aePHdJ+76S1kn6YsWK3gY9fG0eIukhSQuS53GnihbfDT14fdZJujEZ11OSJlW8+G7oxvjeJemvkloknV7Q9jFJ/0x+PlaRgiMikz9ALfA0sD8wEHgcGFPQ57+AHyXLZwN3JMtjkv6DgP2S/dRWe0w7aGzjgH2S5bcATdUez44cX177NOBO4IvVHs8Ofv4GAE8Ahybre/am1+YOGN+HgduT5cHAEmB0tce0HeMbDRwC3AScnrd9D2Bx8u/QZHlo2jVn+YxgPNAYEYsjYjNwO3ByQZ+TgRuT5WnA0ZKUbL89IjZFxDNAY7K/3mK7xxYR8yLi+WT7AqBe0qCKVN19PXnukHQK8Ay58fVGPRnf+4EnIuJxgIh4OSJaK1R3d/VkfAHsLGkAUA9sBtZUpuxu63J8EbEkIp4A2gpueyxwb0SsjIhVwL3AcWkXnOUgGAEszVtflmwr2iciWoBXyP2G1Z3bVlNPxpbvQ8BfI2JTSnVur+0en6RdgC8DX61AndurJ8/fgUBImpVcevhSBerdVj0Z3zRgPbAceA64KiJWpl3wNurJ8aEqx5YBad+B9U2SDga+Se43zP7kMuDbEbEuOUHobwYA7wDeCrwK3CfpsYi4r7pl7TDjgVZgH3KXTv4kaXZELK5uWX1bls8ImoBReesjk21F+ySnorsDL3fzttXUk7EhaSTwS+CjEfF06tVuu56M7wjgW5KWABcAF0k6L+V6t1VPxrcMeCAiXoqIV4GZwOGpV7xtejK+DwO/jYgtEbECeBDoFd/Xk6cnx4fqHFuqPbFSrR9yvzktJjfZ2z6hc3BBn/+m44TV1GT5YDpOFi+mF03I9XBsQ5L+p1V7HGmMr6DPZfTOyeKePH9Dgb+Sm0gdAMwGPlDtMe3A8X0Z+N9keWdgIXBItce0rePL63sDnSeLn0mex6HJ8h6p11ztB63KT9gJwD/IzfB/Jdk2GTgpWd6J3DtLGoFHgP3zbvuV5HaLgOOrPZYdNTbgYnLXYOfn/byu2uPZkc9d3j56ZRDsgNfmueQmwv8GfKvaY9nBr89dku0LkhC4sNpj2c7xvZXc2dt6cmc6C/Ju+x/JuBuBT1SiXn/FhJlZxmV5jsDMzHAQmJllnoPAzCzjHARmZhnnIDAzyzgHgVk3SWqVND/vZ7SkoyS9kqw/JenSpG/+9r9Luqra9ZuV4q+YMOu+DRFxWP6G5OuR/xQRH5S0MzBf0q+T5vbt9cA8Sb+MiAcrW7JZ13xGYLaDRMR64DHgjQXbN5D7YF5v+mJCs60cBGbdV593WeiXhY2S9gSOpODrrSUNBQ4AHqhMmWbbxpeGzLqv06WhxDslzSP33fJXRsQCSUc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", "text/plain": [ "
    " ] @@ -1405,7 +1388,7 @@ " 'score_rank', 'db_idx', 'feature_idx', 'precursor', 'query_idx', 'raw_idx',\n", " 'sequence', 'decoy', 'sequence_naked', 'target'],\n", " train_fdr_level: float = 0.1,\n", - " ini_score: str = 'x_tandem',\n", + " ini_score: str = 'hits',\n", " min_train: int = 1000,\n", " test_size: float = 0.8,\n", " max_depth: list = [5, 25, 50],\n", @@ -2152,22 +2135,25 @@ " \n", " if settings[\"score\"][\"method\"] == 'random_forest':\n", " try:\n", - " classifier, features = train_RF(df_, n_jobs = settings['general']['n_processes'])\n", + " classifier, features = train_RF(df_, n_jobs = settings['general']['n_processes'], ini_score= settings['score']['ml_ini_score'])\n", " df_['score'] = classifier.predict_proba(df_[features])[:,1]\n", " except ValueError as e:\n", - " logging.info('ML failed. Defaulting to x_tandem score')\n", + " logging.info('ML failed. Defaulting to morpheus score')\n", " logging.info(f\"{e}\")\n", " \n", - " logging.info('Converting x_tandem score to probabilities')\n", + " logging.info('Converting morpheus score to probabilities')\n", " \n", - " x_, y_ = ecdf(df_['x_tandem'].values)\n", + " x_, y_ = ecdf(df_['score'].values)\n", " f = interp1d(x_, y_, bounds_error = False, fill_value=(y_.min(), y_.max()))\n", " \n", " df_['score'] = df_['x_tandem'].apply(lambda x: f(x))\n", " \n", - " \n", " elif settings[\"score\"][\"method\"] == 'x_tandem':\n", " df_['score'] = df_['x_tandem']\n", + " elif settings[\"score\"][\"method\"] == 'generic_score':\n", + " df_['score'] = df_['generic_score']\n", + " elif settings[\"score\"][\"method\"] == 'morpheus':\n", + " df_['score'] = df_['hits']\n", " else:\n", " try:\n", " import importlib\n", @@ -2286,34 +2272,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Converted 00_settings.ipynb.\n", - "Converted 01_chem.ipynb.\n", - "Converted 02_io.ipynb.\n", - "Converted 03_fasta.ipynb.\n", - "Converted 04_feature_finding.ipynb.\n", - "Converted 05_search.ipynb.\n", - "Converted 06_score.ipynb.\n", - "Converted 07_recalibration.ipynb.\n", - "Converted 08_quantification.ipynb.\n", - "Converted 09_matching.ipynb.\n", - "Converted 10_constants.ipynb.\n", - "Converted 11_interface.ipynb.\n", - "Converted 12_performance.ipynb.\n", - "Converted 13_export.ipynb.\n", - "Converted 14_display.ipynb.\n", - "Converted 15_label.ipynb.\n", - "Converted additional_code.ipynb.\n", - "Converted contributing.ipynb.\n", - "Converted file_formats.ipynb.\n", - "Converted index.ipynb.\n" - ] - } - ], + "outputs": [], "source": [ "#|hide\n", "import nbdev; nbdev.nbdev_export()" @@ -2322,7 +2281,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/07_recalibration.ipynb b/nbs/07_recalibration.ipynb index e46fb4b8..d069138c 100644 --- a/nbs/07_recalibration.ipynb +++ b/nbs/07_recalibration.ipynb @@ -1042,7 +1042,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/08_quantification.ipynb b/nbs/08_quantification.ipynb index 09ba8ab2..c69b6583 100644 --- a/nbs/08_quantification.ipynb +++ b/nbs/08_quantification.ipynb @@ -1625,7 +1625,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/09_matching.ipynb b/nbs/09_matching.ipynb index 2af490c4..6ec4ac6c 100644 --- a/nbs/09_matching.ipynb +++ b/nbs/09_matching.ipynb @@ -854,7 +854,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/10_constants.ipynb b/nbs/10_constants.ipynb index c0c24b23..1888fc85 100644 --- a/nbs/10_constants.ipynb +++ b/nbs/10_constants.ipynb @@ -662,7 +662,8 @@ "protease_dict[\"trypsin_full\"] = \"([KR](?=[^P]))|((?<=W)K(?=P))|((?<=M)R(?=P))\"\n", "protease_dict[\"trypsin_exception\"] = \"((?<=[CD])K(?=D))|((?<=C)K(?=[HY]))|((?<=C)R(?=K))|((?<=R)R(?=[HR]))\"\n", "protease_dict[\"non-specific\"] = \"()\"\n", - "protease_dict[\"trypsin\"] = \"([KR](?=[^P]))\"" + "protease_dict[\"trypsin\"] = \"([KR](?=[^P]))\"\n", + "protease_dict[\"trypsin/p\"] = \"[KR]\"" ] }, { @@ -887,7 +888,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/11_interface.ipynb b/nbs/11_interface.ipynb index 02b97df1..f395afef 100644 --- a/nbs/11_interface.ipynb +++ b/nbs/11_interface.ipynb @@ -1400,6 +1400,16 @@ " set_global=False\n", " )\n", "\n", + " if False: #TODO Make the loop below more elegant with a dict \n", + " MEMORY_LIMITS = {}\n", + " MEMORY_LIMITS['find_features'] = {}\n", + " MEMORY_LIMITS['find_features']['thermo'] = 8\n", + " MEMORY_LIMITS['find_features']['bruker'] = 25\n", + " MEMORY_LIMITS['raw_conversion']['bruker'] = 8\n", + " MEMORY_LIMITS['raw_conversion']['sciex'] = 30\n", + " MEMORY_LIMITS['search_db'] = 8\n", + " \n", + "\n", " files = settings['experiment']['file_paths']\n", " n_files = len(files)\n", " logging.info(f'Processing {len(files)} files for step {step.__name__}')\n", @@ -1424,7 +1434,7 @@ " n_processes_temp = max((int(memory_available //25 ),1))\n", " n_processes = min((n_processes, n_processes_temp))\n", " logging.info(f'Using Bruker Feature Finder. Setting Process limit to {n_processes}.')\n", - " elif ext.lower() in ('.raw','.mzml'):\n", + " elif ext.lower() in ('.raw','.mzml','.wiff'):\n", " memory_available = psutil.virtual_memory().available/1024**3\n", " n_processes_temp = max((int(memory_available //8 ), 1))\n", " n_processes = min((n_processes, n_processes_temp))\n", @@ -1432,13 +1442,30 @@ " else:\n", " raise NotImplementedError('Feature Finding: File extension {} not understood.'.format(ext))\n", "\n", - " if step.__name__ == 'search_db':\n", + " elif step.__name__ == 'search_db':\n", " memory_available = psutil.virtual_memory().available/1024**3\n", " n_processes_temp = max((int(memory_available //8 ), 1)) # 8 gb per file: Todo: make this better\n", " n_processes = min((n_processes, n_processes_temp))\n", " n_processes = min((n_processes, n_files)) #not more processes than files.\n", " logging.info(f'Searching. Setting Process limit to {n_processes}.')\n", "\n", + " elif step.__name__ == 'raw_conversion': #alphatims raw conversion needs enough RAM\n", + " base, ext = os.path.splitext(files[0])\n", + " if ext.lower() == '.d':\n", + " memory_available = psutil.virtual_memory().available/1024**3\n", + " n_processes_temp = max((int(memory_available //8 ), 1)) # 8 gb per file: Todo: make this better\n", + " n_processes = min((n_processes, n_processes_temp))\n", + " n_processes = min((n_processes, n_files)) #not more processes than files.\n", + " logging.info(f'Importing Raw data with Bruker. Setting Process limit to {n_processes}.')\n", + " elif ext.lower() == '.wiff':\n", + " memory_available = psutil.virtual_memory().available/1024**3\n", + " n_processes_temp = max((int(memory_available //30 ), 1)) # 8 gb per file: Todo: make this better\n", + " n_processes = min((n_processes, n_processes_temp))\n", + " n_processes = min((n_processes, n_files)) #not more processes than files.\n", + " logging.info(f'Importing Raw data with SciEx. Setting Process limit to {n_processes}.')\n", + " else:\n", + " pass\n", + "\n", "\n", " failed = []\n", " rerun = []\n", @@ -1841,7 +1868,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.8.13 ('alphapept')", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/12_performance.ipynb b/nbs/12_performance.ipynb index 93b00971..9b8d3892 100644 --- a/nbs/12_performance.ipynb +++ b/nbs/12_performance.ipynb @@ -760,7 +760,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/13_export.ipynb b/nbs/13_export.ipynb index 50aa293a..48cde0d9 100644 --- a/nbs/13_export.ipynb +++ b/nbs/13_export.ipynb @@ -365,7 +365,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/14_display.ipynb b/nbs/14_display.ipynb index c19b20eb..10710a28 100644 --- a/nbs/14_display.ipynb +++ b/nbs/14_display.ipynb @@ -187,7 +187,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/15_label.ipynb b/nbs/15_label.ipynb index 161670f9..c992c233 100644 --- a/nbs/15_label.ipynb +++ b/nbs/15_label.ipynb @@ -314,7 +314,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/additional_code.ipynb b/nbs/additional_code.ipynb index 812f45df..acdc678a 100644 --- a/nbs/additional_code.ipynb +++ b/nbs/additional_code.ipynb @@ -136,7 +136,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/contributing.ipynb b/nbs/contributing.ipynb index 2e4c32aa..5a90516a 100644 --- a/nbs/contributing.ipynb +++ b/nbs/contributing.ipynb @@ -372,7 +372,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/docs/index.html b/nbs/docs/index.html index 787f381a..9080e82a 100644 --- a/nbs/docs/index.html +++ b/nbs/docs/index.html @@ -431,7 +431,7 @@
    Bruker Support
    Thermo Support
    1. Install Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!
      2. -
    2. Install pythonnet with pip install pythonnet==2.5.2
      3. +
    3. Install pythonnet with pip install pythonnet>=2.5.2
    @@ -461,7 +461,7 @@
    Thermo Support
  • Save everything and execute . ~/.zshrc
      • -
    1. Install pythonnet with pip install pythonnet==2.5.2
      2. +
    2. Install pythonnet with pip install pythonnet>=2.5.2
    diff --git a/nbs/docs/search.json b/nbs/docs/search.json index 4bbab361..7d4a13f1 100644 --- a/nbs/docs/search.json +++ b/nbs/docs/search.json @@ -760,7 +760,7 @@ "href": "index.html#python-installation-instructions", "title": "AlphaPept", "section": "Python Installation Instructions", - "text": "Python Installation Instructions\n\nRequirements\nWe highly recommend the Anaconda or Miniconda Python distribution, which comes with a powerful package manager. See below for additional instructions for Linux and Mac as they require additional installation of Mono to use the RawFileReader.\nAlphaPept can be used as an application as a whole or as a Python Package where individual modules are called. Depending on the use case, AlphaPept will need different requirements, and you might not want to install all of them.\nCurrently, we have the default requirements.txt, additional requirements to run the GUI gui and packages used for developing develop.\nTherefore, you can install AlphaPept in multiple ways:\n\nThe default alphapept\nWith GUI-packages alphapept[gui]\nWith pacakges for development alphapept[develop] (alphapept[develop,gui]) respectively\n\nThe requirements typically contain pinned versions and will be automatically upgraded and tested with dependabot. This stable version allows having a reproducible workflow. However, in order to avoid conflicts with package versions that are too strict, the requirements are not pinned when being installed. To use the strict version use the -stable-flag, e.g. alphapept[stable].\nFor end-users that want to set up a processing environment in Python, the \"alphapept[stable,gui-stable]\" is the batteries-included-version that you want to use.\n\n\nPython\nIt is strongly recommended to install AlphaPept in its own environment. 1. Open the console and create a new conda environment: conda create --name alphapept python=3.8 2. Activate the environment: conda activate alphapept 3. Install AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package without the GUI dependencies and without strict version dependencies, use pip install alphapept.\nIf AlphaPept is installed correctly, you should be able to import AlphaPept as a package within the environment; see below.\n\n\nLinux\n\nInstall the build-essentials: sudo apt-get install build-essential.\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\nInstall libgomp.1 with sudo apt-get install libgomp1.\n\n\nBruker Support\n\nCopy-paste the Bruker library for feature finding to your /usr/lib folder with sudo cp alphapept/ext/bruker/FF/linux64/alphapeptlibtbb.so.2 /usr/lib/libtbb.so.2.\n\n\n\nThermo Support\n\nInstall Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!\nInstall pythonnet with pip install pythonnet==2.5.2\n\n\n\n\n\nMac\n\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\n\n\nBruker Support\n\nOnly supported for preprocessed files.\n\n\n\nThermo Support\n\nInstall brew and pkg-config: brew install pkg-config\nInstall Mono from mono-project website Mono Mac\nRegister the Mono-Path to your system: For macOS Catalina, open the configuration of zsh via the terminal:\n\n\nType in cd to navigate to the home directory.\nType nano ~/.zshrc to open the configuration of the terminal\nAdd the path to your mono installation: export PKG_CONFIG_PATH=/usr/local/lib/pkgconfig:/usr/lib/pkgconfig:/Library/Frameworks/Mono.framework/Versions/Current/lib/pkgconfig:$PKG_CONFIG_PATH. Make sure that the Path matches to your version (Here 6.12.0)\nSave everything and execute . ~/.zshrc\n\n\nInstall pythonnet with pip install pythonnet==2.5.2\n\n\n\n\n\nDeveloper\n\nRedirect to the folder of choice and clone the repository: git clone https://github.com/MannLabs/alphapept.git\nNavigate to the alphapept folder with cd alphapept and install the package with pip install . (default users) or with pip install -e . to enable developers mode. Note that you can use the different requirements here aswell (e.g. pip install \".[gui-stable]\")\n\n\n\nGPU Support\nSome functionality of AlphaPept is GPU optimized that uses Nvidia’s CUDA. To enable this, additional packages need to be installed.\n\nMake sure to have a working CUDA toolkit installation that is compatible with CuPy. To check type nvcc --version in your terminal.\nInstall cupy. Make sure to install the cupy version matching your CUDA toolkit (e.g. pip install cupy-cuda110 for CUDA toolkit 11.0.\n\n\n\n\nAdditional Notes\n\nTo access Thermo files, we have integrated RawFileReader into AlphaPept. We rely on Mono for Linux/Mac systems.\n\n\nTo access Bruker files, we rely on the timsdata-library. Currently, only Windows is supported. For feature finding, we use the Bruker Feature Finder, which can be found in the ext folder of this repository.\n\n\nNotes for NBDEV\n\nFor developing with the notebooks, install the nbdev package (see the development requirements)\nTo facilitate navigating the notebooks, use jupyter notebook extensions. They can be called from a running jupyter instance like so: http://localhost:8888/nbextensions. The extensions collapsible headings and toc2 are very beneficial." + "text": "Python Installation Instructions\n\nRequirements\nWe highly recommend the Anaconda or Miniconda Python distribution, which comes with a powerful package manager. See below for additional instructions for Linux and Mac as they require additional installation of Mono to use the RawFileReader.\nAlphaPept can be used as an application as a whole or as a Python Package where individual modules are called. Depending on the use case, AlphaPept will need different requirements, and you might not want to install all of them.\nCurrently, we have the default requirements.txt, additional requirements to run the GUI gui and packages used for developing develop.\nTherefore, you can install AlphaPept in multiple ways:\n\nThe default alphapept\nWith GUI-packages alphapept[gui]\nWith pacakges for development alphapept[develop] (alphapept[develop,gui]) respectively\n\nThe requirements typically contain pinned versions and will be automatically upgraded and tested with dependabot. This stable version allows having a reproducible workflow. However, in order to avoid conflicts with package versions that are too strict, the requirements are not pinned when being installed. To use the strict version use the -stable-flag, e.g. alphapept[stable].\nFor end-users that want to set up a processing environment in Python, the \"alphapept[stable,gui-stable]\" is the batteries-included-version that you want to use.\n\n\nPython\nIt is strongly recommended to install AlphaPept in its own environment. 1. Open the console and create a new conda environment: conda create --name alphapept python=3.8 2. Activate the environment: conda activate alphapept 3. Install AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package without the GUI dependencies and without strict version dependencies, use pip install alphapept.\nIf AlphaPept is installed correctly, you should be able to import AlphaPept as a package within the environment; see below.\n\n\nLinux\n\nInstall the build-essentials: sudo apt-get install build-essential.\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\nInstall libgomp.1 with sudo apt-get install libgomp1.\n\n\nBruker Support\n\nCopy-paste the Bruker library for feature finding to your /usr/lib folder with sudo cp alphapept/ext/bruker/FF/linux64/alphapeptlibtbb.so.2 /usr/lib/libtbb.so.2.\n\n\n\nThermo Support\n\nInstall Mono from mono-project website Mono Linux. NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!\nInstall pythonnet with pip install pythonnet>=2.5.2\n\n\n\n\n\nMac\n\nInstall AlphaPept via pip: pip install \"alphapept[stable,gui-stable]\". If you want to use AlphaPept as a package withouth the GUI dependencies and strict version dependencies use pip install alphapept.\n\n\nBruker Support\n\nOnly supported for preprocessed files.\n\n\n\nThermo Support\n\nInstall brew and pkg-config: brew install pkg-config\nInstall Mono from mono-project website Mono Mac\nRegister the Mono-Path to your system: For macOS Catalina, open the configuration of zsh via the terminal:\n\n\nType in cd to navigate to the home directory.\nType nano ~/.zshrc to open the configuration of the terminal\nAdd the path to your mono installation: export PKG_CONFIG_PATH=/usr/local/lib/pkgconfig:/usr/lib/pkgconfig:/Library/Frameworks/Mono.framework/Versions/Current/lib/pkgconfig:$PKG_CONFIG_PATH. Make sure that the Path matches to your version (Here 6.12.0)\nSave everything and execute . ~/.zshrc\n\n\nInstall pythonnet with pip install pythonnet>=2.5.2\n\n\n\n\n\nDeveloper\n\nRedirect to the folder of choice and clone the repository: git clone https://github.com/MannLabs/alphapept.git\nNavigate to the alphapept folder with cd alphapept and install the package with pip install . (default users) or with pip install -e . to enable developers mode. Note that you can use the different requirements here aswell (e.g. pip install \".[gui-stable]\")\n\n\n\nGPU Support\nSome functionality of AlphaPept is GPU optimized that uses Nvidia’s CUDA. To enable this, additional packages need to be installed.\n\nMake sure to have a working CUDA toolkit installation that is compatible with CuPy. To check type nvcc --version in your terminal.\nInstall cupy. Make sure to install the cupy version matching your CUDA toolkit (e.g. pip install cupy-cuda110 for CUDA toolkit 11.0.\n\n\n\n\nAdditional Notes\n\nTo access Thermo files, we have integrated RawFileReader into AlphaPept. We rely on Mono for Linux/Mac systems.\n\n\nTo access Bruker files, we rely on the timsdata-library. Currently, only Windows is supported. For feature finding, we use the Bruker Feature Finder, which can be found in the ext folder of this repository.\n\n\nNotes for NBDEV\n\nFor developing with the notebooks, install the nbdev package (see the development requirements)\nTo facilitate navigating the notebooks, use jupyter notebook extensions. They can be called from a running jupyter instance like so: http://localhost:8888/nbextensions. The extensions collapsible headings and toc2 are very beneficial." }, { "objectID": "index.html#standalone-windows-installer", diff --git a/nbs/file_formats.ipynb b/nbs/file_formats.ipynb index 76fd9ddd..99b3eb06 100644 --- a/nbs/file_formats.ipynb +++ b/nbs/file_formats.ipynb @@ -205,7 +205,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/index.ipynb b/nbs/index.ipynb index 429b11ce..d923932f 100644 --- a/nbs/index.ipynb +++ b/nbs/index.ipynb @@ -70,6 +70,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -113,7 +114,7 @@ "\n", "##### Thermo Support\n", "5. Install Mono from mono-project website [Mono Linux](https://www.mono-project.com/download/stable/#download-lin). NOTE, the installed mono version should be at least 6.10, which requires you to add the ppa to your trusted sources!\n", - "6. Install pythonnet with `pip install pythonnet==2.5.2`\n", + "6. Install pythonnet with `pip install pythonnet>=2.5.2`\n", "\n", "* * *\n", "#### Mac\n", @@ -132,7 +133,7 @@ "* Type `nano ~/.zshrc` to open the configuration of the terminal\n", "* Add the path to your mono installation: `export PKG_CONFIG_PATH=/usr/local/lib/pkgconfig:/usr/lib/pkgconfig:/Library/Frameworks/Mono.framework/Versions/Current/lib/pkgconfig:$PKG_CONFIG_PATH`. Make sure that the Path matches to your version (Here 6.12.0)\n", "* Save everything and execute `. ~/.zshrc` \n", - "4. Install pythonnet with `pip install pythonnet==2.5.2`\n", + "4. Install pythonnet with `pip install pythonnet>=2.5.2`\n", "\n", "* * *\n", "#### Developer\n", @@ -156,7 +157,22 @@ "* To facilitate navigating the notebooks, use jupyter notebook extensions. They can be called from a running jupyter instance like so: `http://localhost:8888/nbextensions`. The extensions `collapsible headings` and `toc2` are very beneficial.\n", "\n", "## Standalone Windows Installer\n", - "To use AlphaPept as a stand-alone program for end-users, it can be installed on Windows machines via a one-click installer. Download the latest version [here](https://github.com/MannLabs/alphapept/releases/latest)." + "To use AlphaPept as a stand-alone program for end-users, it can be installed on Windows machines via a one-click installer. Download the latest version [here](https://github.com/MannLabs/alphapept/releases/latest).\n", + "\n", + "## Docker\n", + "\n", + "It is possible to run AlphaPept in a docker container. For this, we provide two Dockerfiles: `Dockerfile_thermo` and `Dockerfile_bruker`, depending on which filetypes you want to analyse. They are split because of drastically different requirements.\n", + "\n", + "To run, navigate to the AlphaPept repository and rename the dockerfile you want to use, e.g. `Dockerfile_thermo` to `Dockerfile`.\n", + "\n", + "- Build the image with: `docker build -t docker-alphapept:latest .`\n", + "- To run use `docker run -p 8505:8505 -v /Users/username/Desktop/docker:/home/alphapept/ docker-alphapept:latest alphapept gui` (Note that -v maps a local folder for convient file transfer)\n", + "- Access the AlphaPept GUI via `localhost:8505` in your browser.\n", + "- Note 1: The Thermo Dockerfile is built on a Jupyter image, so you can also start a jupyter instance: `docker run -p 8888:8888 -v /Users/username/Desktop/docker:/home/jovyan/ docker-alphapept:latest jupyter notebook --allow-root `\n", + "\n", + "### Docker Troubleshooting on M1-Mac\n", + "- The Thermo dockerfile was tested on an M1-Mac. Resources were set to 18GB RAM and 2 CPUs, 200 GB disk\n", + "- It was possible to build the Bruker dockerfile with the platform tag `--platform linux/amd64`. However, it was very slow and the Bruker file is not recommended for an M1-Mac. Windows worked nicely." ] }, { @@ -374,7 +390,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/release/logos/alpha_logo.icns b/release/logos/alpha_logo.icns deleted file mode 100644 index 1a907534..00000000 Binary files a/release/logos/alpha_logo.icns and /dev/null differ diff --git a/release/logos/alpha_logo.ico b/release/logos/alpha_logo.ico deleted file mode 100644 index 03a8c4e0..00000000 Binary files a/release/logos/alpha_logo.ico and /dev/null differ diff --git a/release/logos/alpha_logo.png b/release/logos/alpha_logo.png deleted file mode 100644 index 9a4bf851..00000000 Binary files a/release/logos/alpha_logo.png and /dev/null differ diff --git a/release/one_click_linux_gui/control b/release/one_click_linux_gui/control deleted file mode 100644 index e00506e6..00000000 --- a/release/one_click_linux_gui/control +++ /dev/null @@ -1,7 +0,0 @@ -Package: alphapept -Version: 0.4.9 -Architecture: all -Maintainer: Mann Labs -Description: AlphaPept - AlphaPept is an open-source Python package in the AlphaPept ecosystem. - AlphaPept was developed by the Mann Labs at the Max Planck Institute of Biochemistry and University of Copenhagen and is freely available with an Apache License. Additional third-party licenses are applicable for external Python packages (see https://github.com/MannLabs/alphapept for more details.). diff --git a/release/one_click_linux_gui/create_installer_linux.sh b/release/one_click_linux_gui/create_installer_linux.sh deleted file mode 100644 index fccc0299..00000000 --- a/release/one_click_linux_gui/create_installer_linux.sh +++ /dev/null @@ -1,36 +0,0 @@ -#!bash - -# Initial cleanup -rm -rf dist -rm -rf build -cd ../.. -rm -rf dist -rm -rf build - -# Creating a conda environment -conda create -n alphapept_installer python=3.8 -y -conda activate alphapept_installer - -# Creating the wheel -python setup.py sdist bdist_wheel - -# Setting up the local package -cd release/one_click_linux_gui -# Make sure you include the required extra packages and always use the stable or very-stable options! -pip install "../../dist/alphapept-0.4.9-py3-none-any.whl[stable,gui-stable]" - -# Creating the stand-alone pyinstaller folder -pip install pyinstaller==4.2 -pyinstaller ../pyinstaller/alphapept.spec -y -conda deactivate - -# If needed, include additional source such as e.g.: -# cp ../../alphapept/data/*.fasta dist/alphapept/data -# WARNING: this probably does not work!!!! - -# Wrapping the pyinstaller folder in a .deb package -mkdir -p dist/alphapept_gui_installer_linux/usr/local/bin -mv dist/alphapept dist/alphapept_gui_installer_linux/usr/local/bin/alphapept -mkdir dist/alphapept_gui_installer_linux/DEBIAN -cp control dist/alphapept_gui_installer_linux/DEBIAN -dpkg-deb --build --root-owner-group dist/alphapept_gui_installer_linux/ diff --git a/release/one_click_macos_gui/Info.plist b/release/one_click_macos_gui/Info.plist deleted file mode 100644 index bd7ee5d7..00000000 --- a/release/one_click_macos_gui/Info.plist +++ /dev/null @@ -1,24 +0,0 @@ - - - - - CFBundleDisplayName - alphapept - CFBundleExecutable - MacOS/alphapept_terminal - CFBundleIconFile - alpha_logo.icns - CFBundleIdentifier - alphapept.0.4.9 - CFBundleShortVersionString - 0.4.9 - CFBundleInfoDictionaryVersion - 6.0 - CFBundleName - alphapept - CFBundlePackageType - APPL - LSBackgroundOnly - - - diff --git a/release/one_click_macos_gui/Resources/conclusion.html b/release/one_click_macos_gui/Resources/conclusion.html deleted file mode 100644 index ee72d64f..00000000 --- a/release/one_click_macos_gui/Resources/conclusion.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - - -
    -

    AlphaPept

    -

    Thank you for installing AlphaPept.

    -
    - - diff --git a/release/one_click_macos_gui/Resources/welcome.html b/release/one_click_macos_gui/Resources/welcome.html deleted file mode 100644 index 9f9f50e3..00000000 --- a/release/one_click_macos_gui/Resources/welcome.html +++ /dev/null @@ -1,13 +0,0 @@ - - - - - - -
    -

    AlphaPept

    -

    AlphaPept is an open-source Python package of the AlphaPept ecosystem.

    -

    AlphaPept was developed by the Mann Labs at the Max Planck Institute of Biochemistry and the University of Copenhagen and is freely available with an Apache License. Since AlphaPept uses external Python packages, additional third-party licenses are applicable.

    -
    - - diff --git a/release/one_click_macos_gui/alphapept_terminal b/release/one_click_macos_gui/alphapept_terminal deleted file mode 100644 index a15c30c8..00000000 --- a/release/one_click_macos_gui/alphapept_terminal +++ /dev/null @@ -1,3 +0,0 @@ -#!/bin/sh - -open -a Terminal "${BASH_SOURCE%/*}/alphapept_gui" diff --git a/release/one_click_macos_gui/create_installer_macos.sh b/release/one_click_macos_gui/create_installer_macos.sh deleted file mode 100644 index 688f7176..00000000 --- a/release/one_click_macos_gui/create_installer_macos.sh +++ /dev/null @@ -1,44 +0,0 @@ -#!bash - -# Initial cleanup -rm -rf dist -rm -rf build -FILE=alphapept.pkg -if test -f "$FILE"; then - rm alphapept.pkg -fi -cd ../.. -rm -rf dist -rm -rf build - -# Creating a conda environment -conda create -n alphapeptinstaller python=3.8 -y -conda activate alphapeptinstaller - -# Creating the wheel -python setup.py sdist bdist_wheel - -# Setting up the local package -cd release/one_click_macos_gui -pip install "../../dist/alphapept-0.4.9-py3-none-any.whl[stable,gui-stable]" - -# Creating the stand-alone pyinstaller folder -pip install pyinstaller==4.2 -pyinstaller ../pyinstaller/alphapept.spec -y -conda deactivate - -# If needed, include additional source such as e.g.: -# cp ../../alphapept/data/*.fasta dist/alphapept/data - -# Wrapping the pyinstaller folder in a .pkg package -mkdir -p dist/alphapept/Contents/Resources -cp ../logos/alpha_logo.icns dist/alphapept/Contents/Resources -mv dist/alphapept_gui dist/alphapept/Contents/MacOS -cp Info.plist dist/alphapept/Contents -cp alphapept_terminal dist/alphapept/Contents/MacOS -cp ../../LICENSE.txt Resources/LICENSE.txt -cp ../logos/alpha_logo.png Resources/alpha_logo.png -chmod 777 scripts/* - -pkgbuild --root dist/alphapept --identifier de.mpg.biochem.alphapept.app --version 0.4.9 --install-location /Applications/alphapept.app --scripts scripts alphapept.pkg -productbuild --distribution distribution.xml --resources Resources --package-path alphapept.pkg dist/alphapept_gui_installer_macos.pkg diff --git a/release/one_click_macos_gui/distribution.xml b/release/one_click_macos_gui/distribution.xml deleted file mode 100644 index 30b6e130..00000000 --- a/release/one_click_macos_gui/distribution.xml +++ /dev/null @@ -1,17 +0,0 @@ - - - alphapept 0.4.9 - - - - - - - - - - - - - alphapept.pkg - diff --git a/release/one_click_macos_gui/scripts/postinstall b/release/one_click_macos_gui/scripts/postinstall deleted file mode 100644 index 004ffa14..00000000 --- a/release/one_click_macos_gui/scripts/postinstall +++ /dev/null @@ -1,6 +0,0 @@ -#!/bin/sh - -# make sure this file itself is executable -xattr -dr com.apple.quarantine /Applications/alphapept.app -chmod -R 577 /Applications/alphapept.app -echo "Postinstall finished" diff --git a/release/one_click_macos_gui/scripts/preinstall b/release/one_click_macos_gui/scripts/preinstall deleted file mode 100644 index 8b774dcb..00000000 --- a/release/one_click_macos_gui/scripts/preinstall +++ /dev/null @@ -1,5 +0,0 @@ -#!/bin/sh - -# make sure this file itself is executable -rm -rf /Applications/alphapept.app -echo "Preinstall finished" diff --git a/release/one_click_windows_gui/alphapept_innoinstaller.iss b/release/one_click_windows_gui/alphapept_innoinstaller.iss deleted file mode 100644 index 63848aa3..00000000 --- a/release/one_click_windows_gui/alphapept_innoinstaller.iss +++ /dev/null @@ -1,46 +0,0 @@ -; Script generated by the Inno Setup Script Wizard. -; SEE THE DOCUMENTATION FOR DETAILS ON CREATING INNO SETUP SCRIPT FILES! - -#define MyAppName "AlphaPept" -#define MyAppVersion "0.4.9" -#define MyAppPublisher "MannLabs" -#define MyAppURL "https://github.com/MannLabs/alphapept" -#define MyAppExeName "alphapept.exe" - -[Setup] -; NOTE: The value of AppId uniquely identifies this application. Do not use the same AppId value in installers for other applications. -; (To generate a new GUID, click Tools | Generate GUID inside the IDE.) -AppId={{23E74CF2-128C-43B0-9221-08A2F225FE06} -AppName={#MyAppName} -AppVersion={#MyAppVersion} -;AppVerName={#MyAppName} {#MyAppVersion} -AppPublisher={#MyAppPublisher} -AppPublisherURL={#MyAppURL} -AppSupportURL={#MyAppURL} -AppUpdatesURL={#MyAppURL} -DefaultDirName={autopf}\{#MyAppName} -DisableProgramGroupPage=yes -LicenseFile=..\..\LICENSE -; Uncomment the following line to run in non administrative install mode (install for current user only.) -;PrivilegesRequired=lowest -OutputBaseFilename="AlphaPept-Windows-64bit" -SetupIconFile=..\alpha_logo.ico -Compression=lzma -SolidCompression=yes -WizardStyle=modern - -[Languages] -Name: "english"; MessagesFile: "compiler:Default.isl" - -[Tasks] -Name: "desktopicon"; Description: "{cm:CreateDesktopIcon}"; GroupDescription: "{cm:AdditionalIcons}"; - -[Files] -Source: "dist\\alphapept\*"; DestDir: "{app}"; Flags: recursesubdirs createallsubdirs - -[Icons] -Name: "{autoprograms}\{#MyAppName}"; Filename: "{app}\{#MyAppExeName}"; Parameters: "gui" -Name: "{autodesktop}\{#MyAppName}"; Filename: "{app}\{#MyAppExeName}"; Parameters: "gui"; Tasks: desktopicon - -[Run] -Filename: "{app}\{#MyAppExeName}"; Parameters: "gui"; Description: "{cm:LaunchProgram,{#StringChange(MyAppName, '&', '&&')}}"; Flags: nowait postinstall skipifsilent diff --git a/release/one_click_windows_gui/create_installer_windows.sh b/release/one_click_windows_gui/create_installer_windows.sh deleted file mode 100644 index f9195074..00000000 --- a/release/one_click_windows_gui/create_installer_windows.sh +++ /dev/null @@ -1,32 +0,0 @@ -#!bash - -# Initial cleanup -rm -rf dist -rm -rf build -cd ../.. -rm -rf dist -rm -rf build - -# Creating a conda environment -conda create -n alphapept_installer python=3.8 -y -conda activate alphapept_installer - -# Creating the wheel -python setup.py sdist bdist_wheel - -# Setting up the local package -cd release/one_click_windows_gui -# Make sure you include the required extra packages and always use the stable or very-stable options! -pip install "../../dist/alphapept-0.4.9-py3-none-any.whl[stable,gui-stable]" - -# Creating the stand-alone pyinstaller folder -pip install pyinstaller==4.2 -pyinstaller ../pyinstaller/alphapept.spec -y -conda deactivate - -# If needed, include additional source such as e.g.: -# cp ../../alphapept/data/*.fasta dist/alphapept/data - -# Wrapping the pyinstaller folder in a .exe package -"C:\Program Files (x86)\Inno Setup 6\ISCC.exe" alphapept_innoinstaller.iss -# WARNING: this assumes a static location for innosetup diff --git a/release/pyinstaller/alphapept.spec b/release/pyinstaller/alphapept.spec deleted file mode 100644 index e6759a7d..00000000 --- a/release/pyinstaller/alphapept.spec +++ /dev/null @@ -1,152 +0,0 @@ -# -*- mode: python ; coding: utf-8 -*- - -import pkgutil -import os -import sys -from PyInstaller.building.build_main import Analysis, PYZ, EXE, COLLECT, BUNDLE, TOC -import PyInstaller.utils.hooks -import pkg_resources -import importlib.metadata -import alphapept - - -##################### User definitions -exe_name = 'alphapept_gui' -script_name = 'alphapept_pyinstaller.py' -if sys.platform[:6] == "darwin": - icon = '../logos/alpha_logo.icns' -else: - icon = '../logos/alpha_logo.ico' -block_cipher = None -location = os.getcwd() -project = "alphapept" -remove_tests = True -bundle_name = "alphapept" -##################### - - -requirements = { - req.split()[0] for req in importlib.metadata.requires(project) -} -requirements.add(project) -requirements.add("distributed") -hidden_imports = set() -datas = [] -binaries = [] -checked = set() -while requirements: - requirement = requirements.pop() - checked.add(requirement) - if requirement in ["pywin32"]: - continue - try: - module_version = importlib.metadata.version(requirement) - except ( - importlib.metadata.PackageNotFoundError, - ModuleNotFoundError, - ImportError - ): - continue - try: - datas_, binaries_, hidden_imports_ = PyInstaller.utils.hooks.collect_all( - requirement, - include_py_files=True - ) - except ImportError: - continue - datas += datas_ - # binaries += binaries_ - hidden_imports_ = set(hidden_imports_) - if "" in hidden_imports_: - hidden_imports_.remove("") - if None in hidden_imports_: - hidden_imports_.remove(None) - requirements |= hidden_imports_ - checked - hidden_imports |= hidden_imports_ - -if remove_tests: - hidden_imports = sorted( - [h for h in hidden_imports if "tests" not in h.split(".")] - ) -else: - hidden_imports = sorted(hidden_imports) - - -hidden_imports = [h for h in hidden_imports if "__pycache__" not in h] -datas = [d for d in datas if ("__pycache__" not in d[0]) and (d[1] not in [".", "Resources", "scripts"])] - -if sys.platform[:5] == "win32": - base_path = os.path.dirname(sys.executable) - library_path = os.path.join(base_path, "Library", "bin") - dll_path = os.path.join(base_path, "DLLs") - libcrypto_dll_path = os.path.join(dll_path, "libcrypto-1_1-x64.dll") - libssl_dll_path = os.path.join(dll_path, "libssl-1_1-x64.dll") - libcrypto_lib_path = os.path.join(library_path, "libcrypto-1_1-x64.dll") - libssl_lib_path = os.path.join(library_path, "libssl-1_1-x64.dll") - if not os.path.exists(libcrypto_dll_path): - datas.append((libcrypto_lib_path, ".")) - if not os.path.exists(libssl_dll_path): - datas.append((libssl_lib_path, ".")) - -a = Analysis( - [script_name], - pathex=[location], - binaries=binaries, - datas=datas, - hiddenimports=hidden_imports, - hookspath=[], - runtime_hooks=[], - excludes=[h for h in hidden_imports if "datashader" in h], - win_no_prefer_redirects=False, - win_private_assemblies=False, - cipher=block_cipher, - noarchive=False -) -pyz = PYZ( - a.pure, - a.zipped_data, - cipher=block_cipher -) - -if sys.platform[:5] == "linux": - exe = EXE( - pyz, - a.scripts, - a.binaries, - a.zipfiles, - a.datas, - name=bundle_name, - debug=False, - bootloader_ignore_signals=False, - strip=False, - upx=True, - console=True, - upx_exclude=[], - icon=icon - ) -else: - exe = EXE( - pyz, - a.scripts, - # a.binaries, - a.zipfiles, - # a.datas, - exclude_binaries=True, - name=exe_name, - debug=False, - bootloader_ignore_signals=False, - strip=False, - upx=True, - console=True, - icon=icon - ) - coll = COLLECT( - exe, - a.binaries, - # a.zipfiles, - a.datas, - strip=False, - upx=True, - upx_exclude=[], - name=exe_name - ) diff --git a/release/pyinstaller/alphapept_pyinstaller.py b/release/pyinstaller/alphapept_pyinstaller.py deleted file mode 100644 index 658e7c97..00000000 --- a/release/pyinstaller/alphapept_pyinstaller.py +++ /dev/null @@ -1,13 +0,0 @@ -if __name__ == "__main__": - try: - import alphapept.gui - import multiprocessing - multiprocessing.freeze_support() - alphapept.gui.run() - except e: - import traceback - import sys - exc_info = sys.exc_info() - # Display the *original* exception - traceback.print_exception(*exc_info) - input("Something went wrong, press any key to continue...") diff --git a/release/pypi/install_pypi_wheel.sh b/release/pypi/install_pypi_wheel.sh deleted file mode 100644 index 2f492abe..00000000 --- a/release/pypi/install_pypi_wheel.sh +++ /dev/null @@ -1,5 +0,0 @@ -conda create -n alphapept_pip_test python=3.8 -y -conda activate alphapept_pip_test -pip install "alphapept[stable,gui-stable]" -alphapept -conda deactivate diff --git a/release/pypi/install_test_pypi_wheel.sh b/release/pypi/install_test_pypi_wheel.sh deleted file mode 100644 index 97f82570..00000000 --- a/release/pypi/install_test_pypi_wheel.sh +++ /dev/null @@ -1,5 +0,0 @@ -conda create -n alphapept_pip_test python=3.8 -y -conda activate alphapept_pip_test -pip install --index-url https://test.pypi.org/simple/ --extra-index-url https://pypi.org/simple "alphapept[stable,gui-stable]" -alphapept -conda deactivate diff --git a/release/pypi/prepare_pypi_wheel.sh b/release/pypi/prepare_pypi_wheel.sh deleted file mode 100644 index 992fc8b9..00000000 --- a/release/pypi/prepare_pypi_wheel.sh +++ /dev/null @@ -1,9 +0,0 @@ -cd ../.. -conda create -n alphapept_pypi_wheel python=3.8 -conda activate alphapept_pypi_wheel -pip install twine -rm -rf dist -rm -rf build -python setup.py sdist bdist_wheel -twine check dist/* -conda deactivate diff --git a/requirements/requirements.txt b/requirements/requirements.txt index 36816cda..067d2dec 100644 --- a/requirements/requirements.txt +++ b/requirements/requirements.txt @@ -6,7 +6,7 @@ matplotlib==3.6.1 networkx==2.8.6 numba==0.55.2 numpy==1.20.3 -pandas==1.4.3 +pandas==2.0.1 psutil==5.9.1 pyteomics==4.5.5 pyyaml==6.0 @@ -15,3 +15,5 @@ scipy==1.8.1 SQLAlchemy==1.4.39 tables==3.6.1 tqdm==4.64.0 +alphatims==1.0.7 +alpharaw==0.1.0 diff --git a/requirements/requirements_gui.txt b/requirements/requirements_gui.txt index 6376b8bb..d8cd4d1c 100644 --- a/requirements/requirements_gui.txt +++ b/requirements/requirements_gui.txt @@ -1,5 +1,4 @@ plotly_express==0.4.1 -streamlit-aggrid==0.2.3.post2 -streamlit>=1.13 +streamlit>=1.20.0 watchdog==2.1.9 wget==3.2 diff --git a/requirements/requirements_legacy.txt b/requirements/requirements_legacy.txt new file mode 100644 index 00000000..e0f73e9e --- /dev/null +++ b/requirements/requirements_legacy.txt @@ -0,0 +1 @@ +python-lzf==0.2.4 \ No newline at end of file diff --git a/sandbox/01_test_run_sciex.ipynb b/sandbox/01_test_run_sciex.ipynb new file mode 100644 index 00000000..8a2185c2 --- /dev/null +++ b/sandbox/01_test_run_sciex.ipynb @@ -0,0 +1,1339 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# AlphaPept Test Runs and Visualization Examples\n", + "\n", + "This notebooks is intended to show how a IRT File can be processed." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Download Test Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test Run" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-03-24 15:14:37> Logging to C:\\Users\\admin\\alphapept\\logs\\log_20230324151437.txt.\n", + "2023-03-24 15:14:37> Code location f:\\projects\\alphapept\\alphapept\n", + "2023-03-24 15:14:37> Python location C:\\ProgramData\\Miniconda3\\envs\\alphapept\\python.exe\n", + "2023-03-24 15:14:37> Platform information:\n", + "2023-03-24 15:14:37> system - Windows\n", + "2023-03-24 15:14:37> release - 10\n", + "2023-03-24 15:14:37> version - 10.0.19044\n", + "2023-03-24 15:14:37> machine - AMD64\n", + "2023-03-24 15:14:37> processor - Intel64 Family 6 Model 85 Stepping 4, GenuineIntel\n", + "2023-03-24 15:14:37> cpu count - 24\n", + "2023-03-24 15:14:37> ram memory - 115.9/127.7 Gb (available/total)\n", + "2023-03-24 15:14:37> processor - Intel64 Family 6 Model 85 Stepping 4, GenuineIntel\n", + "2023-03-24 15:14:38> Python information:\n", + "2023-03-24 15:14:38> SQLAlchemy - 1.4.39\n", + "2023-03-24 15:14:38> alphapept - 0.5.0\n", + "2023-03-24 15:14:38> alphatims - 1.0.7\n", + "2023-03-24 15:14:38> biopython - 1.79\n", + "2023-03-24 15:14:38> bumpversion - \n", + "2023-03-24 15:14:38> bumpversion> - \n", + "2023-03-24 15:14:38> click - 8.1.3\n", + "2023-03-24 15:14:38> click> - \n", + "2023-03-24 15:14:38> fastcore - 1.5.28\n", + "2023-03-24 15:14:38> h5py - 3.7.0\n", + "2023-03-24 15:14:38> jupyter - 1.0.0\n", + "2023-03-24 15:14:38> jupyter> - \n", + "2023-03-24 15:14:38> jupyter_contrib_nbextensions - \n", + "2023-03-24 15:14:38> jupyter_contrib_nbextensions> - \n", + "2023-03-24 15:14:38> matplotlib - 3.7.0\n", + "2023-03-24 15:14:38> nbdev - 2.3.12\n", + "2023-03-24 15:14:38> nbdev> - \n", + "2023-03-24 15:14:38> networkx - 2.8.6\n", + "2023-03-24 15:14:38> numba - 0.55.2\n", + "2023-03-24 15:14:38> numpy - 1.20.3\n", + "2023-03-24 15:14:38> pandas - 1.4.3\n", + "2023-03-24 15:14:38> plotly_express - \n", + "2023-03-24 15:14:38> psutil - 5.9.0\n", + "2023-03-24 15:14:38> pyinstaller - \n", + "2023-03-24 15:14:38> pyteomics - 4.5.5\n", + "2023-03-24 15:14:38> python - 3.8.16\n", + "2023-03-24 15:14:38> pythonnet> - \n", + "2023-03-24 15:14:38> pywin32 - 305.1\n", + "2023-03-24 15:14:38> pyyaml - 6.0\n", + "2023-03-24 15:14:38> scikit-learn - 1.1.2\n", + "2023-03-24 15:14:38> scipy - 1.8.1\n", + "2023-03-24 15:14:38> streamlit - \n", + "2023-03-24 15:14:38> streamlit-aggrid - \n", + "2023-03-24 15:14:38> streamlit> - \n", + "2023-03-24 15:14:38> tables - 3.6.1\n", + "2023-03-24 15:14:38> tqdm - 4.64.0\n", + "2023-03-24 15:14:38> twine - \n", + "2023-03-24 15:14:38> twine> - \n", + "2023-03-24 15:14:38> watchdog - 2.3.0\n", + "2023-03-24 15:14:38> wget - 3.2\n", + "2023-03-24 15:14:38> \n", + "2023-03-24 15:14:38> Check for settings not completely implemented yet.\n", + "2023-03-24 15:14:38> Size check:\n", + "2023-03-24 15:14:38> Size of job (raw files) 0.02 Gb\n", + "2023-03-24 15:14:38> Required disk space for F: - 0.02 Gb, Available 125.62 Gb OK.\n", + "2023-03-24 15:14:38> \n", + "2023-03-24 15:14:38> Workflow Settings:\n", + "2023-03-24 15:14:38> align - False\n", + "2023-03-24 15:14:38> continue_runs - False\n", + "2023-03-24 15:14:38> create_database - True\n", + "2023-03-24 15:14:38> find_features - True\n", + "2023-03-24 15:14:38> import_raw_data - True\n", + "2023-03-24 15:14:38> lfq_quantification - True\n", + "2023-03-24 15:14:38> match - False\n", + "2023-03-24 15:14:38> recalibrate_data - True\n", + "2023-03-24 15:14:38> search_data - True\n", + "2023-03-24 15:14:38> \n", + "2023-03-24 15:14:38> Checking if files exist.\n", + "2023-03-24 15:14:38> FASTA Files have a total size of 12.971 Mb\n", + "2023-03-24 15:14:38> Results path was not set. Setting to F:\\Zeno2\\06\\results.hdf\n", + "2023-03-24 15:14:38> Shortnames not set. Setting to filename.\n", + "2023-03-24 15:14:38> Sample group not set. Setting to shortname.\n", + "2023-03-24 15:14:38> Fraction not set. Setting to 1.\n", + "2023-03-24 15:14:38> No database path set and save_db option checked. Using default path F:\\Zeno2\\06\\database.hdf\n", + "2023-03-24 15:14:38> Workflow has 11 steps\n", + "2023-03-24 15:14:38> ==== create_database ====\n", + "2023-03-24 15:14:38> Database path set and exists. Using F:\\Zeno2\\06\\database.hdf as database.\n", + "2023-03-24 15:14:38> ==== import_raw_data ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:00 Processing 1 files for step raw_conversion\n", + "2023-03-24 15:14:38> File F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03 has extension .wiff - converting from SciEx.\n", + "2023-03-24 15:15:19> File conversion complete. Extracted 49,549 precursors.\n", + "2023-03-24 15:15:19> File conversion of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:41 ==== feature_finding ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Processing 1 files for step find_features\n", + "2023-03-24 15:15:21> No *.hdf file with features found for F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf. Adding to feature finding list.\n", + "2023-03-24 15:15:21> Feature finding on F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff\n", + "2023-03-24 15:15:21> Hill extraction with centroid_tol 8 and max_gap 2\n", + "2023-03-24 15:15:25> Number of hills 94,951, len = 12.05\n", + "2023-03-24 15:15:25> Repeating hill extraction with centroid_tol 8.46\n", + "2023-03-24 15:15:26> Number of hills 94,330, len = 12.29\n", + "2023-03-24 15:15:29> After duplicate removal of hills 75,545\n", + "2023-03-24 15:15:36> After split hill_ptrs 79,971\n", + "2023-03-24 15:15:38> After filter hill_ptrs 79,634\n", + "2023-03-24 15:15:51> Extracting hill stats complete\n", + "2023-03-24 15:15:54> Found 15,782 pre isotope patterns.\n", + "2023-03-24 15:16:14> Extracted 15,866 isotope patterns.\n", + "2023-03-24 15:16:22> Report complete.\n", + "2023-03-24 15:16:22> Matching features to query data.\n", + "2023-03-24 15:16:22> Saving feature table.\n", + "2023-03-24 15:16:23> Feature table saved to F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf\n", + "2023-03-24 15:16:23> Saving features.\n", + "2023-03-24 15:16:23> Feature finding of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [01:01 ==== search_data ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Starting first search.\n", + "2023-03-24 15:16:23> Processing 1 files for step search_db\n", + "2023-03-24 15:16:23> Calibrating fragments\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Miniconda3\\envs\\alphapept\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3419: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "C:\\ProgramData\\Miniconda3\\envs\\alphapept\\lib\\site-packages\\numpy\\core\\_methods.py:188: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-03-24 15:16:29> Performing search on 41,656 query and 5,045,760 db entries with frag_tol = 50.00 and prec_tol = 20.00.\n", + "2023-03-24 15:16:32> Found 15,384 psms.\n", + "2023-03-24 15:16:32> Extracting columns for scoring.\n", + "2023-03-24 15:16:44> Extracted columns from 15,384 spectra.\n", + "2023-03-24 15:16:44> Saving first_search results to F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf\n", + "2023-03-24 15:16:44> Search of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff complete.\n", + "2023-03-24 15:16:59> First search complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:36 ==== recalibrate_data ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Processing 1 files for step calibrate_hdf\n", + "2023-03-24 15:16:59> Recalibrating file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff.\n", + "2023-03-24 15:16:59> Scoring using generic score\n", + "2023-03-24 15:17:00> 7,027 target (70 decoy) of 11,029 PSMs. FDR 0.009962 for a cutoff of 9.28 (set FDR was 0.01).\n", + "2023-03-24 15:17:00> Precursor mass calibration for file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff.\n", + "2023-03-24 15:17:00> Precursor calibration std 0.30, 0.00\n", + "2023-03-24 15:17:00> Saving precursor calibration\n", + "2023-03-24 15:17:02> Precursor calibration of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf complete.\n", + "2023-03-24 15:17:02> Starting fragment calibration.\n", + "2023-03-24 15:17:02> Calibrating fragments with neighbors\n", + "2023-03-24 15:17:02> Scoring using generic score\n", + "2023-03-24 15:17:02> 7,027 target (70 decoy) of 11,029 PSMs. FDR 0.009962 for a cutoff of 9.28 (set FDR was 0.01).\n", + "2023-03-24 15:17:02> Minimum hits for fragments before score 7.00.\n", + "2023-03-24 15:17:02> Minimum hits for fragments after score 7.08.\n", + "2023-03-24 15:17:06> Median offset (std) 17.03 (13.36) - after calibration 0.00 (11.82) Mad offset 6.76\n", + "2023-03-24 15:17:06> Saving calibration\n", + "2023-03-24 15:17:15> Fragment calibration of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:16 ==== search_data ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Starting second search with DB.\n", + "2023-03-24 15:17:15> Processing 1 files for step search_db\n", + "2023-03-24 15:17:15> Found calibrated prec_tol with value 1.48\n", + "2023-03-24 15:17:15> Found calibrated frag_tol with value 59.09\n", + "2023-03-24 15:17:16> Performing search on 41,656 query and 5,045,760 db entries with frag_tol = 59.09 and prec_tol = 1.48.\n", + "2023-03-24 15:17:18> Found 13,218 psms.\n", + "2023-03-24 15:17:18> Extracting columns for scoring.\n", + "2023-03-24 15:17:27> Extracted columns from 13,218 spectra.\n", + "2023-03-24 15:17:27> Saving second_search results to F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.ms_data.hdf\n", + "2023-03-24 15:17:28> Search of file F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff complete.\n", + "2023-03-24 15:17:42> Second search complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:26 ==== score ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Processing 1 files for step score_hdf\n", + "2023-03-24 15:17:42> Calling score_hdf\n", + "2023-03-24 15:17:42> Found second search psms for scoring.\n", + "2023-03-24 15:17:43> Last q_value 0.071 of dataset is smaller than fdr_level 0.100\n", + "2023-03-24 15:17:43> 8,177 target (584 decoy) of 8,761 PSMs. FDR 0.071420 for a cutoff of 7.00 (set FDR was 0.1).\n", + "2023-03-24 15:17:43> The total number of available decoys is lower than the initial set of high scoring targets.\n", + "2023-03-24 15:17:43> ML failed. Defaulting to morpheus score\n", + "2023-03-24 15:17:43> There are fewer high scoring targets or decoys than required by 'min_train'.\n", + "2023-03-24 15:17:43> Converting morpheus score to probabilities\n", + "2023-03-24 15:17:43> 9,882 target (98 decoy) of 13,218 PSMs. FDR 0.009917 for a cutoff of 0.89 (set FDR was 0.01).\n", + "2023-03-24 15:17:43> Saving identifications to ms_data file.\n", + "2023-03-24 15:17:44> Saving identifications to ms_data file complete.\n", + "2023-03-24 15:17:44> Saving identifications to csv file complete.\n", + "2023-03-24 15:17:44> Filter df with custom score\n", + "2023-03-24 15:17:44> Global FDR on precursor\n", + "2023-03-24 15:17:44> 6,615 target (66 decoy) of 8,761 PSMs. FDR 0.009977 for a cutoff of 0.90 (set FDR was 0.01).\n", + "2023-03-24 15:17:44> Global FDR cutoff at 0.904.\n", + "2023-03-24 15:17:44> FDR on peptides complete. For 0.01 FDR found 6,998 targets and 66 decoys.\n", + "2023-03-24 15:17:44> Extracting fragment_ions\n", + "2023-03-24 15:17:46> Extracting fragment_ions complete.\n", + "2023-03-24 15:17:46> Exporting peptide_fdr on F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff.\n", + "2023-03-24 15:17:46> Scoring of files F:/Zeno2/06\\20230102_Zeno1_TiHe_MA_HeLa_Br15_50ng_EVO8_44min_03.wiff complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:04 ==== isobaric_labeling ====\n", + "2023-03-24 15:17:46> ==== protein_grouping ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 Fasta dict with length 20,365, Pept dict with length 5,045,764\n", + "2023-03-24 15:17:46> Extracting protein groups.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 A total of 5,706 unique and 713 shared peptides.\n", + "2023-03-24 15:17:47> A total of 201 ambigious proteins\n", + "2023-03-24 15:17:47> A total of 63 unique and 3 shared peptides.\n", + "2023-03-24 15:17:47> A total of 3 ambigious proteins\n", + "2023-03-24 15:17:47> Global FDR on protein_group\n", + "2023-03-24 15:17:47> 1,203 target (12 decoy) of 1,467 PSMs. FDR 0.009975 for a cutoff of 0.96 (set FDR was 0.01).\n", + "2023-03-24 15:17:47> Global FDR cutoff at 0.962.\n", + "2023-03-24 15:17:47> FDR on proteins complete. For 0.01 FDR found 6,766 targets and 12 decoys. A total of 1,215 proteins found.\n", + "2023-03-24 15:17:47> Saving complete.\n", + "2023-03-24 15:17:47> Protein groups complete.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + " 0%| | 0/1 [00:00 ==== quantification ====\n", + "2023-03-24 15:17:47> Reading protein_fdr for quantification.\n", + "2023-03-24 15:17:47> Saving protein_groups after delayed normalization to combined_protein_fdr_dn\n", + "2023-03-24 15:17:47> Complete.\n", + "2023-03-24 15:17:47> Starting profile extraction.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + " 0%| | 0/1 [00:00 LFQ complete.\n", + "2023-03-24 15:17:47> Extracting protein_summary\n", + "2023-03-24 15:17:47> Saved protein_summary of length 1,215 saved to F:\\Zeno2\\06\\results_protein_summary.csv\n", + "2023-03-24 15:17:47> Updating protein_fdr.\n", + "2023-03-24 15:17:47> Exporting as csv.\n", + "2023-03-24 15:17:48> Saved df of length 6,778 saved to F:\\Zeno2\\06\\results\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\r", + "100%|████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:00<00:00, 1.83it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-03-24 15:17:48> ==== export ====\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-03-24 15:17:48> Settings saved to F:\\Zeno2\\06\\results.yaml\n", + "2023-03-24 15:17:48> Analysis complete.\n" + ] + }, + { + "data": { + "image/png": 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mDC644AK88MILSEhIwMSJE0OChEeOHMGQIUOwdetWPPDAA5g+fTrmzp2LV155pUHbAUS+lgYPwzho0CCkpaVFDBTOmzcPUVFRuPzyywHoQU5VVXH99dfXuL7rr78efr8fixcvBgDzvVnvv/8+5s6di4MHD2LTpk2YOHEiEhISQoLhdfXyyy+jsLAwbAjA6kpLS3Hffffhr3/9qxnwq8ncuXMxc+ZM3HHHHbjrrruwYsUKjB07Fg899BAWL16M++67DzfddBO++OIL3H333XVK58mu53XRkOtyfn4+cnNz8dNPP2HSpEkAgKFDh9a6noEDB2Ljxo1mkFEIgR9++AGyLGPlypXmfCtXroQsy+jfv3/E5bz88svmgwqzZs3CnDlzMHr0aMyZMwcDBw6E3W43710GDRpUx1wgIiKiM+KM9q8hIiKiU8YYBiXSjxBVw+O0bdtWVFRUhHzX7XaHDS22f/9+YbfbxWOPPWZOe+GFFwQA8fnnn5vTKisrRadOnQQAsXz5cnN6VlaWACDmzZtnTtuxY4cAIGRZFqtXrzanL1myRAAQs2fPNqdNnjxZNGvWTJw4cSIkXePGjRNxcXHmNhjb1blzZ+HxeMz5XnnlFQFAbN682ZxWnyHFIvF4PKJLly6iTZs2wufzhSy3bdu2YfOXl5cLAOL++++vdbnDhg0TsbGxorCwMOyzDz/8MGRfnn322WLTpk0h87hcLnHDDTeEfXfRokUCgFi8eHHE9dY2fFVmZqY4//zzw6Zv3bpVABBvvvlmjdtTUz7V1/bt24XL5RKZmZlhZVYIIYYOHSq6desm3G63OU3TNHHeeeeJ9u3bm9OMY2PYsGFC0zRz+vTp04WiKKKoqEgIoQ/DZrPZxIUXXhhyPBjD/fzjH/+ImM7TNaRYenq6mDBhgvm3UfZr+wkehqa0tFTEx8eLKVOmhCz3+PHjIi4uLmx6bYwhxZ577jlzyKuVK1cKIYR44403RHR0tCgvL69xmKnbb79dtGzZ0twfX3/9tQAgNmzYUOc0GE6WB6g2bFJdy01dhxSrXja9Xq/o2rVrxOOnNsbwXtV/4uPjw47h2s7nwU42pNjLL78sbr/9djF37lzxySefiDvvvFNYLBbRvn17UVxcXK/033///eK+++4TH3/8sfjwww/FhAkTBADRv3//Bp8v09PTBQDx3XffmdNyc3OF3W4Xd911lzntjjvuEJIkhZSf/Px8kZiYWO9js7Zrqd1uD5n3nnvuEQDEzp07zWnFxcXC4XCEDOc4bdq0k5bv9evXCwDiL3/5izlt9+7dolevXiFpaNu2rdixY0edt8dw7NgxERMTI956662Q7Yw0pNjdd98t2rRpYx4jkYYUM84BycnJ5jlUCCEeeOABAUCcddZZIfv9mmuuETabLeS4y8rKCjnf1ed6fjINuS7b7XYzn5OSksSrr7560vWsXbtWABBffvmlEEKITZs2CQDiqquuEn379jXnGzVqlOjZs2fYtgbfN9U0xN8vOTwkERERnXrs4UJERPQ788Ybb2Dp0qUhP8EmTJgQNhSJ3W43e0eoqor8/HxER0ejY8eOWL9+vTnf4sWL0aJFC4waNcqc5nA4MGXKlIhpiY6ODnkxbceOHREfH4/OnTuHvPzc+H3fvn0A9CdEFyxYgEsvvRRCiJAnjIcPH47i4uKQdAHApEmTQp7uHjhwYMgyT4Xbb78d27Ztw+uvvx4yvE9lZSXsdnvY/MaLhisrK2tc5lNPPYVly5bhmWeeQXx8fNjnQ4YMwdKlSzF//nzccsstsFqtKC8vD5mnMeuvSWOWWVM+1Yfb7cbVV18NTdPw8ccfh5XZgoICfPPNNxg7dmxID4/8/HwMHz4cu3fvxpEjR0K+c9NNN0GSJPPvgQMHQlVVZGdnAwCWLVsGr9eLadOmhfQWmjJlCmJjYxvcY+GX9re//S3smF+6dCkuvPDCkPmWLl2KoqIiXHPNNSHHlKIo6Nu3L5YvX96g9WdmZqJ79+748MMPAehP91922WWIioqKOL/f78fHH3+Mq6++2twf559/PlJSUhrcy+Wyyy6LmAf33HNPyHwNKTcnE1w2CwsLUVxcjIEDB4ado+pqwYIFWLp0Kb7++mvMnj0bHTp0wJVXXokff/wxbN5I5/P6uPPOO/Haa6/h2muvxZVXXomXX34Z//znP7F7927MnDmzXst6+umn8cwzz2Ds2LEYN24c3n//fTz55JP44YcfQoZYq++5pUuXLub5HNCHW+rYsWPIuX3x4sXo168fevToYU5LTEysd6+IYJGupcZwUIbx48cDQEgvlwULFsDtdoes2+i9WdswhMZnwcOxxcTEIDMzE1OnTsWnn36KmTNnwu/34/LLLw/rvXoy9913H9q2bYsbb7yx1vl27dqFV155Bc8991zE/VTdVVddhbi4OPNv43o+fvz4kPN/37594fV663R8nYrreUOuYV999RW+/PJLvPDCC2jVqlXYtTaSnj17Ijo6Gt999x0AvSdLWloarr/+eqxfvx4VFRUQQuD7778PKcdERET0+9WwGjARERH9ap1zzjk4++yza/y8+jswAEDTNLzyyiuYOXMm9u/fD1VVzc+SkpLM37Ozs5GRkRHSaA0gZHirYGlpaWHzxsXFoWXLlmHTAL2xEgDy8vJQVFSEt99+G2+//XbEZefm5ob83apVq5C/ExISQpbZWM899xzeeecdPP7447jkkktCPnM6nRGHb3K73ebnkXz88cd46KGHMHnyZNx6660R50lNTTXH8B8zZgyeeuopXHDBBdi9e7c51EtD11+bhi6ztnyqj2nTpmHTpk146623Ir4jZs+ePRBC4OGHH8bDDz8ccRm5ublo0aKF+ffJyogReOnYsWPIfDabDW3btjU//7Xp1q0bhg0bFjb9gw8+CPl79+7dAPTgRiTVh4+rj2uvvRYvvPACpk+fjh9//BF//etfa5z366+/Rl5eHs4555yQ9zIMGTIEH374IZ599tk6vWcoWFpaWsQ8MN6HYWhIuTmZ//znP3jiiSfw888/hxwz1c99dTVo0KCQofjGjBmD9u3b44477sC6detC5o10Pm+sa6+9FnfddReWLVuG+++/v1HLmj59Oh5++GEsW7bMDL7X99xS/bgF9GM3+NyenZ2Nfv36hc1X07WpLk52LQWA7t27o2vXrvjwww/xyCOPANCDL02aNMHw4cPN+YxgSvCwmdVVD8r4/X4MGzYMgwcPxmuvvWbON2zYMGRmZuK5557Ds88+W6dtWb16NebMmYP//ve/Jz227rzzTpx33nm48sor67Ts6vvHuJ6f7Dpfn2U25HrekGvYkCFDAAAXX3wxLrvsMnTt2hXR0dER37tjUBQF/fr1M4cPW7lyJQYOHIgBAwZAVVWsXr0aqampKCgoYMCFiIjoD4IBFyIioj+YSI0MTz31FB5++GHccMMNePzxx5GYmAhZljFt2jRomtbgdSmKUq/pIvAOCGOd48ePx4QJEyLO271793otszHef/993Hfffbjlllsijn3frFkzLF++HEKIkEbWY8eOAQCaN28e9p2lS5fi+uuvx4gRI/Dmm2/WOS1jxozBgw8+iIULF+Lmm28212+sK1ht6z+ZZs2aRXwSubZlniyf6mr+/Pl46623MHbs2BrfU2CUkbvvvjukYTNY9cbWX7KM/BYYeTZnzpyI72VoaG8kQH+PywMPPIApU6YgKSkprHdNMKMXS6R3kgDAihUrzIbPU60h5aY2K1euxKhRozBo0CDMnDkTzZo1g9VqxezZsyO+26MhoqOj0bdvXyxcuBDl5eVwuVzmZ43p3VKbli1bhr3gvCGcTieSkpJCllXf8+Wv/bgdP3487r//fvz0009IS0vD8uXLcfPNN4ccT8Z7RDZt2hTSCyfYpk2bAOg9egDgu+++w5YtW/Diiy+GzNe+fXt07twZP/zwQ53TeO+992LgwIFo06aN+a4mo4fMsWPHcPDgQbRq1QrffPMNFi9ejE8//TTknU5+vx+VlZU4cOAAEhMTQ4KzDb3O1+ZU7POGXJeDZWRkoGfPnpg7d26tARcAGDBgAJ588km43W6sXLkSDz74IOLj49G1a1esXLnSfGiCARciIqI/BgZciIiICJ988gmGDBmC9957L2R6UVFRyJPW6enp2LZtW1gDRvBT6qdCcnIyYmJioKpqxKfWG6ohT5wvXLgQN954I0aPHo033ngj4jw9evTAu+++i+3bt5uNZYD+YnDj82Br1qzBFVdcgbPPPhv/+te/6tXQbQyDUlxcHLL+lStXQtO0kKeX16xZg6ioKHTo0KHOyw9e5vLly1FSUhLSuFbTNtUln+pi3759mDJlCtq0aVNj7yZAf8k3AFit1lNWRtLT0wEAO3fuNJcPAF6vF/v37z+lZfFMyMjIAACkpKSc8m1p1aoV+vfvj2+//Ra33nprjWW6vLwcCxcuxNVXX40xY8aEff7nP/8Zc+fO/cUCLqe63CxYsAAOhwNLliwJGb5o9uzZjV52ML/fDwAoKysLCbj8EoQQOHDgAHr27NnoZRnDtiUnJ5vT6nu+rIv09PSI16FTfW2KxAg2zps3D+np6VBVNWwos4svvhiKomDOnDm4/vrrIy7n//7v/2CxWHDRRRcBAHJycgAgpMepwefzmWWiLg4ePIjs7OyIPaJGjRqFuLg4FBUV4eDBgwCA0aNHh8135MgRtGnTBi+99BKmTZtW53WfKaeinFVWVkbsJVPdwIED4fV68eGHH+LIkSNmYGXQoEFmwKVDhw5m4IWIiIh+3/gOFyIiIoKiKGFPjs6fPz+sh8Pw4cNx5MgR/Pvf/zanud1uvPPOO6c8PVdeeSUWLFiALVu2hH2el5fXoOW6XK6QQMXJfPfddxg3bhwGDRqEuXPn1jgUy2WXXQar1RryzgMhBN588020aNEC5513njl9+/btGDFiBFq3bo3//Oc/NT6hfuLEiYhP87777rsAEDLUzZgxY5CTk4NPP/005Pvz58/HpZdeWqdx+KsbM2YMVFUNCXp4PB7Mnj0bffv2DRkupq75dDI+nw/jxo1DRUUFPvzww5D3AlSXkpKCwYMH46233orYu6chZWTYsGGw2Wx49dVXQ/L+vffeQ3FxMUaMGFHvZf6aDB8+HLGxsXjqqafg8/nCPm/ocWV44oknMGPGDNxxxx01zvPZZ5+hvLwcU6dOxZgxY8J+Ro4ciQULFtSpkbMhTnW5URQFkiSFNIofOHAAn3/+eWOTaiooKMCPP/6Ipk2bIiUl5ZQtF4i8vbNmzUJeXp7Z8F8Xbrc74nBZjz/+OIQQIcuqz/myroYPH45Vq1bh559/NqcVFBQ0+J1A9dGqVSsMHDgQH3/8MT744AO0adMmbBtatmyJSZMmYdmyZZg1a1bYMt5880188803mDx5MtLS0gDADJR/9NFHIfOuX78eO3furFdA7O2338Znn30W8mMcp88//7yZT+eff37YfJ999hmSk5Nx9tln47PPPsOll15a98w5g+pazvx+f8Shyv73v/9h8+bNYcPK7dixwwxMGfr27Qur1Ypnn30WiYmJ5jCYAwcOxOrVq7FixQr2biEiIvoDYQ8XIiIiwsiRI/HYY49h0qRJOO+887B582bMnTs35Cl/ALj55pvx+uuv45prrsGdd96JZs2aYe7cueZLaBv6zoJInnnmGSxfvhx9+/bFlClT0KVLFxQUFGD9+vVYtmxZg4a76d27Nz7++GP85S9/QZ8+fRAdHV1j41F2djZGjRoFSZIwZswYzJ8/P+Tz7t27m8OapaWlYdq0aXjuuefg8/nQp08ffP7551i5ciXmzp1rDo9SWlqK4cOHo7CwEPfcc0/YS9gzMjLM9xB88MEHePPNN3H55Zejbdu2KC0txZIlS7B06VJceumlIe/hGDNmDM4991xMmjQJ27ZtQ5MmTTBz5kyoqopHH300ZB3fffed+XLfvLw8lJeX44knngCgP407aNAgAHoD0lVXXYUHHngAubm5aNeuHf75z3/iwIEDIT2h6pNPJ/Pwww9j7dq1OP/887F7927znSPVXXHFFXC5XHjjjTcwYMAAdOvWDVOmTEHbtm2Rk5ODVatW4fDhw9i4cWOd1mtITk7GAw88gEcffRQXXXQRRo0ahZ07d2LmzJno06eP+YJsQO9hZLxXwRja5/XXX0d8fDzi4+NPOgTNmRAbG4tZs2bhT3/6E3r16oVx48YhOTkZBw8exKJFi9C/f3+8/vrrDV5+VlYWsrKyap1n7ty5SEpKqrFRfdSoUXjnnXewaNGiiE/Znwr1LTcLFizAjh07wpYzYcIEjBgxAi+++CIuuugiXHvttcjNzcUbb7yBdu3amUNE1dcnn3yC6OhoCCFw9OhRvPfeeygsLMSbb75Z53PsnDlzkJ2djYqKCgD6cW8c53/605/M3lzp6em4+uqr0a1bNzgcDnz//ff46KOP0KNHD3PIwro4fvw4evbsiWuuuQadOnUCACxZsgRffvklLrroIlx22WXmvHU9X9bHvffeiw8++AAXXHAB7rjjDrhcLrz77rto1aoVCgoKGnRt+uqrryLu9/POOy/s2jh+/HjcdNNNOHr0KB588MGIy3vppZewY8cO3HbbbVi8eLEZhFqyZAkWLlyIrKwsvPDCC+b8vXv3xgUXXIB//vOfKCkpwYUXXohjx47htddeg9PprFcvk0hD/BUVFQHQj1sjqNCqVauI78yZNm0aUlNTcfnll9d5nWdaXctZWVkZWrZsiauvvhqZmZlwuVzYvHkzZs+ejbi4uLB3PXXu3BlZWVn49ttvzWlRUVHo3bs3Vq9ejUsvvdQsb4MGDUJ5eTnKy8sZcCEiIvojEURERPS7MHv2bAFArF27NuLny5cvFwDE/Pnzwz5zu93irrvuEs2aNRNOp1P0799frFq1SmRlZYmsrKyQefft2ydGjBghnE6nSE5OFnfddZdYsGCBACBWr15tzpeVlSUyMzPD1pWeni5GjBgRNh2AmDp1asi0nJwcMXXqVNGyZUthtVpF06ZNxdChQ8Xbb7990u3av3+/ACBmz55tTisrKxPXXnutiI+PFwBEenp6xLwKXm5NPzNmzAiZX1VV8dRTT4n09HRhs9lEZmam+OCDDyKmqaafCRMmmPOuXbtWXHXVVaJVq1bCbrcLl8slevXqJV588UXh8/nC0ltQUCAmT54skpKSRFRUlMjKyopYFmbMmFHnbaqsrBR33323aNq0qbDb7aJPnz5i8eLFjcqn2mRlZdW6LONn//795nf27t0rrr/+etG0aVNhtVpFixYtxMiRI8Unn3xizlPTsWGkffny5SHTX3/9ddGpUydhtVpFamqquPXWW0VhYWHIPLXty9rK1clkZmaGHXOG9PT0kDJS2zEthBATJkwQLpcrbPry5cvF8OHDRVxcnHA4HCIjI0NMnDhR/PTTT3VOp7H9zz33XK3zBachJydHWCwW8ac//anG+SsqKkRUVJS44oor6pyWSOcOQ037vi7l5mRle+XKlUIIId577z3Rvn17YbfbRadOncTs2bPN46w+Ih2bLpdL9OvXT/zrX/8Kmfdk+762Yym4vN94442iS5cuIiYmRlitVtGuXTtx3333iZKSknqlvbCwUIwfP160a9dOREVFCbvdLjIzM8VTTz0lvF5v2Px1OV8KUfP1ItK1acOGDWLgwIHCbreLtLQ08fTTT4tXX31VABDHjx+v87YYZaamn+BriqGgoEDY7XYBQGzbtq3GZXs8HvHSSy+J3r17C5fLJaKiokSvXr3Eyy+/HDGfKioqxGOPPSa6dOkinE6niIuLEyNHjhQbNmyo8/acbDtrumcIFmk/1HQOqKlsRlpf9f1Yn+t5XdSlnHk8HnHnnXeK7t27i9jYWGG1WkV6erqYPHlyyLXGACDiOfqee+4RAMSzzz4bMr1du3YCgNi7d2/I9EjXH+MckJeXFzJvTedyIiIi+nWShPiVvG2QiIiIfrNefvllTJ8+HYcPH0aLFi3OdHKIiIgwbdo0vPXWWygrK2tQzxkiIiIiovpiwIWIiIjqpbKyMuS9I263Gz179oSqqti1a9cZTBkREf1RVb825efno0OHDujVqxeWLl16BlNGRERERH8kfIcLERER1cvo0aPRqlUr9OjRA8XFxfjggw+wY8eO0/JyYvrtOn78eK2fO51OxMXFnabUnB4FBQXwer01fq4oCpKTk09jik7O6/We9P1IcXFxIQ3bvwRVVU/6Avvo6GhER0f/ouk4FYqLi1FZWVnrPE2bNj1Nqam/vLw8qKpa4+c2mw2JiYmnMUWR9evXD4MHD0bnzp2Rk5OD9957DyUlJeY7OMrKylBWVlbrMpKTk39TPWF+T8dJXVVWVqK4uLjWeRITE2Gz2U5TioiIiIhCsYcLERER1cvLL7+Md999FwcOHICqqujSpQvuvfdeXH311Wc6afQrdrKXVk+YMAHvv//+6UnMaTJ48GCsWLGixs/T09Nx4MCB05egOvj2228xZMiQWueZPXs2Jk6c+Ium48CBA2jTpk2t88yYMQOPPPLIL5qOU2HixIn45z//Wes8v+YqWevWrZGdnV3j59VfIH6m/PWvf8Unn3yCw4cPQ5Ik9OrVCzNmzMCwYcMAAI888ggeffTRWpexf/9+tG7d+jSk9tT4PR0ndfX+++9j0qRJtc6zfPlyDB48+PQkiIiIiKgaBlyIiIiI6Be3bNmyWj9v3rw5unTpcppSc3qsW7cOhYWFNX7udDrRv3//05iikyssLMS6detqnSczMxPNmjX7RdPhdrvx/fff1zpP27Zt0bZt2180HafCtm3bcPTo0VrnMYICv0Y//PBDrT10EhIS0Lt379OYoobZt28f9u3bV+s8AwYMgMPhOE0parzf03FSV8eOHcPWrVtrnad3795ISEg4TSkiIiIiCsWACxERERERERERERERUSPJZzoBREREREREREREREREv3UMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERERERERETUSAy5ERERERERERERERESNxIALERERERERERERERFRIzHgQkRERERERERERERE1EgMuBARERERERE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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from alphapept.settings import load_settings\n", + "from alphapept.paths import DEFAULT_SETTINGS_PATH\n", + "import os\n", + "\n", + "settings = load_settings(DEFAULT_SETTINGS_PATH)\n", + "\n", + "BASE_PATH = 'F:/Zeno2/06'\n", + "\n", + "files = [os.path.join(BASE_PATH, _) for _ in os.listdir(BASE_PATH) if _.endswith('.wiff')]\n", + "\n", + "\n", + "settings['experiment']['file_paths'] = files\n", + "settings['experiment']['fasta_paths'] = ['F:/human.fasta']\n", + " \n", + "import alphapept.interface\n", + "\n", + "settings_ = alphapept.interface.run_complete_workflow(settings)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Raw', 'corrected_fragment_mzs', 'estimated_max_fragment_ppm', 'feature_cluster_mapping', 'feature_table', 'feature_table_idx', 'features', 'first_search', 'fragment_ions', 'identifications', 'peptide_fdr', 'second_search']\n" + ] + }, + { + "data": { + "text/html": [ + "
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    chargedb_idxdecoydecoys_cumdelta_mdelta_m_ppmdelta_m_ppm_absfdrfeature_idxfragment_ion_idx...scan_noscorescore_precursorscore_ranksequencesequence_nakedtargettarget_cumtarget_precursorx_tandem
    01.011829False0-0.000241-0.7365810.7365810.0000007210...338120.9920300.9920301TLYGFGGTLYGFGGTrue3775True23.281641
    11.012447False65-0.004437-13.51417313.5141730.009831235021...74550.9069510.9069511DIGAIARDIGAIARTrue6612True17.189986
    21.021267False23-0.007822-25.44376025.4437600.003962475956...57930.9439220.9439221SLVSVTKSLVSVTKTrue5805True18.947273
    32.080856False44-0.004812-14.45094514.4509450.0069775181135...106210.9230400.9230401MoxMVAGFKMMVAGFKTrue6306True17.926783
    42.080925False180.0016346.1981086.1981080.0032674430148...26100.9616420.9616421MIYASSKMIYASSKTrue5509True19.540600
    \n", + "

    5 rows × 62 columns

    \n", + "
    " + ], + "text/plain": [ + " charge db_idx decoy decoys_cum delta_m delta_m_ppm delta_m_ppm_abs \\\n", + "0 1.0 11829 False 0 -0.000241 -0.736581 0.736581 \n", + "1 1.0 12447 False 65 -0.004437 -13.514173 13.514173 \n", + "2 1.0 21267 False 23 -0.007822 -25.443760 25.443760 \n", + "3 2.0 80856 False 44 -0.004812 -14.450945 14.450945 \n", + "4 2.0 80925 False 18 0.001634 6.198108 6.198108 \n", + "\n", + " fdr feature_idx fragment_ion_idx ... scan_no score \\\n", + "0 0.000000 721 0 ... 33812 0.992030 \n", + "1 0.009831 2350 21 ... 7455 0.906951 \n", + "2 0.003962 4759 56 ... 5793 0.943922 \n", + "3 0.006977 5181 135 ... 10621 0.923040 \n", + "4 0.003267 4430 148 ... 2610 0.961642 \n", + "\n", + " score_precursor score_rank sequence sequence_naked target target_cum \\\n", + "0 0.992030 1 TLYGFGG TLYGFGG True 3775 \n", + "1 0.906951 1 DIGAIAR DIGAIAR True 6612 \n", + "2 0.943922 1 SLVSVTK SLVSVTK True 5805 \n", + "3 0.923040 1 MoxMVAGFK MMVAGFK True 6306 \n", + "4 0.961642 1 MIYASSK MIYASSK True 5509 \n", + "\n", + " target_precursor x_tandem \n", + "0 True 23.281641 \n", + "1 True 17.189986 \n", + "2 True 18.947273 \n", + "3 True 17.926783 \n", + "4 True 19.540600 \n", + "\n", + "[5 rows x 62 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import alphapept.io\n", + "\n", + "_ = settings['experiment']['file_paths'][0]\n", + "base, ext = os.path.splitext(_)\n", + "\n", + "ms_file = alphapept.io.MS_Data_File(base+'.ms_data.hdf')\n", + "\n", + "print(ms_file.read())\n", + "\n", + "df = ms_file.read(dataset_name='peptide_fdr')\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MS2 Spectrum\n", + "\n", + "Visualize PSMS" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for TLYGFGG_1\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for DIGAIAR_1\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for SLVSVTK_1\n" + ] + }, + { + "data": { + "image/png": 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0j169epkNB6xbty4A4OrVqzkuj5eXF9zd3bF79248ePAgR+997733EB0dje7du6Nt27b43//+hx07duDevXuYPn16jsvyvOfn9tJoNKhRowaEEOjTp4/0vL+/P1577TWz763RaKRjYzQacf/+fej1etSoUQPHjh176ecmJiZi79696N27N0qUKGH2WlYrHb/sXN24cSOMRiPee+89/Pfff9K/oKAglCtXThpue+TIEdy9excDBw40i23Pnj1zvQBB//79zcpet25dGAwGXL9+PVf7tVTJkiURERGBJUuWYMOGDejduzeioqIwf/78bN9XqFAhvPfee1ixYgW+/PJLXL16Ffv27UPHjh2lORVTU1Ol7YcNG4ZmzZqhSZMmOS5jw4YNER8fj4MHDyI+Ph5ff/01jEYjhg0bhlGjRiE4OBiLFi1CSEgIXnvtNSxevDjHn0FERM6HyTkiIqL/r2bNmti4cSMePHiAQ4cOYfz48Xj48CHeffddnDt3zuL9dO3aFY8fP5ZWB9y/fz+uXbuW5XDAIkWKYNGiRbh9+zYuXryIuXPnIiAgAJ9++im+++67TPuNi4vD/v37AQA//fQTnjx5kushrT169ECrVq0QFRWFr7/+Olf7stb9+/eRkJAg/UtOTn7pe8qWLZspiWFKfl67dg0Gg8FsnwkJCUhPTzfbPmNSxDQXVE6TRwBQr149tG/fHlOmTEGhQoXQpk0bREdHS0PmcmrEiBFQq9X4/fffrXp/x44d4eHhgdWrVwMAkpOTsXnzZnTt2lU6bomJiWbHJ+MwWjmPj4eHBz777DNs27YNhQsXRkREBD7//HOLE6kZvfXWWwgPD7f6+Jhk/I5+fn7w9PQ0W93Y9HzG771ixQpUqVIFnp6eeOWVVxAQEIAtW7ZYdP6aEn3ZLXKQXTkzxuLy5csQQqBcuXIICAgw+3f+/HlpYRtToqxcuXJm+9NqtShdurRFZbG2jLYUExOD/v3749tvv0W/fv3Qrl07fPfdd+jRowfGjh2b7UqvAPDNN9+gefPm+Oijj1CmTBlERESgcuXKaNWqFQAgX758AIB169Zh//79meYgzIl8+fIhPDwcxYsXBwBER0cjISEB48aNw++//47Ro0dj5syZ+PzzzzFq1CizeQyJiMg1MTlHRESUgbu7O2rWrImoqCgsWrQIOp0OP/74o8Xvb9myJfz8/KQFHNasWQONRoNOnTq98D0qlQrly5fH0KFDsXfvXqjVaimpYtK5c2eo1Wqz/Zp66uWGm5sbfvjhB9SrVw+jRo1CdHR0rvZnjXbt2qFIkSLSvw8//DDX+7xx44bZPosUKSIlNk1e1FPw+V6LllKpVFi/fj0OHDiAIUOG4ObNm+jduzfCwsKsmjvOy8sLr7zyCu7fv5/j9wLPEiMtW7aUzqP169cjLS3NbEXYmjVrmh2fL774wmwfch4fABg+fDguXbqEGTNmwNPTE5988glef/11HD9+3Kr9FS9e3OrjY5LVd7Tke3///ffo2bMnypQpg++++w7bt2/Hzp070bBhw0zzk8nhZWUyGo1QqVRSOTL+++abb2QvU07LaEsLFy5EtWrVUKxYMbPnW7dujSdPnrz0HPPz88PPP/+M69evY8+ePbh27RpWrVqF27dvIyAgQOoZO3r0aHTo0AHu7u64du0arl27Js3nd+PGDdy6dStH5U5JScHEiRMxc+ZM+Pj4YO3atXj33XfRtm1btGnTBu+++26m/xcQEZHrcXN0AYiIiJSsRo0aAIDbt29b/B4PDw+8++67WLlyJe7cuYMff/wRDRs2RFBQkEXvL126NAoUKJDpM4sWLYoGDRrgxx9/xCeffIKdO3eiZ8+e2a5CaClPT0/88ssvaNCgAfr16wd/f3+zIaO29uWXX5r1rrFk5dkrV65ACGHWe+7SpUsAng1v8/f3z7Q4RNWqVXNd1qyGHD6vVq1aqFWrFqZPn441a9aga9euiImJMRs+aYmHDx/iv//+k1b7tEb37t3Rpk0bHD58GKtXr0a1atVQsWJF6fXVq1ebDdfLbc8p4OXHp0yZMhg1ahRGjRqFy5cvIzQ0FF9++SW+//77HH/W1atXc3V8cmP9+vUoXbo0Nm7caPadJ02aZLbdi46H6VjndhEakzJlykAIgVKlSpkNn88oODgYwLOedg0bNpSe1+l0iIuLk+Uayc7Lzg9r3blzR+qp9zzTEHO9Xm/RfkqUKCH1AExKSsLRo0fRvn176fUbN25gzZo1Wa6eXb16dVStWlVaEMQSU6dORalSpaQe0Ldu3UK1atWk14sWLZqj/RERkXNizzkiIiIAu3btyrJ3x9atWwEAr732Wo7217VrV+h0OgwYMACJiYlZDj39+++/pXnpnnfo0CHcu3cvy8/s2rUr7t69iwEDBkCn0+V6SOvzfH19sX37dpQtWxadO3dGbGysbPt+mbCwMDRu3Fj6V6FChZe+59atW9i0aZP0d0pKClauXInQ0FAEBQXB09PTbJ+NGzfOsvGeU6ZVH59f/RJ4NnQv4zkUGhoKANkObX369CkePnyY6XnTvINNmza1uqzNmjVDoUKF8Nlnn2HPnj1mveYAoE6dOmbHR47knLe3N4DMx+fJkyd4+vSp2XNlypRB/vz5Xzr0NzExMdNzW7duxdGjR3N1fHLD1Evs+Zj//fffOHDggNl2LzoeAQEBiIiIwLJlyzKtVmtNT7N27dpBo9FgypQpmd4vhJCGddaoUQMBAQFYvHix2TDv5cuXZyqjLfj4+Njkc8qXL4/jx49LCXqTtWvXQq1Wo0qVKtJz8fHxuHDhwkv3OX78eOj1eowYMUJ6btOmTZn+dezYEQCwcuXKHE0NcOnSJcyfPx9z5syRkpaFCxc2K9v58+ctvrFDRETOiz3niIiIAAwdOhRPnjzBO++8g5CQEKSnp2P//v1Yt24dSpYsiV69epltf+XKFUybNi3TfqpVq4YWLVqgXr16KFasGH7++Wd4eXmhXbt2mbZdtWoVVq9ejXfeeQdhYWFwd3fH+fPnsWzZMnh6emLChAmZ3tO+fXsMGjQIP//8M4oXL46IiAj5DgKeJQx27tyJOnXqoG3btoiNjcUbb7xh0XuvX7+OVatWAXg26TwA6RgFBwejW7duspa1fPny6NOnDw4fPozChQtj2bJluHPnjs2H5YaGhkKj0eCzzz5DcnIyPDw80LBhQ6xZswYLFy7EO++8gzJlyuDhw4dYunQpfH19sx16nJCQgGrVqqFz584ICQkBAOzYsQNbt25F06ZN0aZNG7PtS5YsCeDZvHovo9Vq0alTJ8yfPx8ajQadO3e2+ntbysvLCxUqVMC6detQvnx5FCxYEJUqVYJer0ejRo3w3nvvoUKFCnBzc8OmTZtw586dbId8A8Cbb76JatWqoUaNGvDz88OxY8ewbNkyFC9ePNN10rNnT6xYsQJxcXHSsbKFli1bYuPGjXjnnXfQokULxMXFYfHixahQoYLZMOYXHY9KlSph7ty5eOutt1C9enX0798fpUqVwrVr17Bly5Yc95YqU6YMpk2bhvHjx+PatWto27Yt8ufPj7i4OGzatAn9+/fHRx99BK1Wi2nTpmHAgAFo2LAhOnbsiLi4OERHR8uSnH2ZsLAwLFq0CNOmTUPZsmURGBho1oMvo71792Lv3r0AniVpHz9+LNUrERERUh04evRobNu2DXXr1sWQIUPwyiuvYPPmzdi2bRv69u1r1hu3e/fu2LNnj1kSc+bMmThz5gzCw8Ph5uaGn376Cb/99humTZuGmjVrStu1bds2UxlNsTIlwy01YsQIdOzY0ayOfffdd9GmTRvpvP7111+xefNmi/dJREROys6rwxIRESnStm3bRO/evUVISIjIly+fcHd3F2XLlhVDhw4Vd+7cMds2ODhYAMjyX58+faTtRo8eLQCI9957L8vPPHXqlBg9erSoXr26KFiwoHBzcxNFihQRHTp0EMeOHXthWTt06CAAiDFjxrz0e82aNUsAEHFxcVm+DkAMHjw40/Pnz58XhQoVEgULFhRnzpx56ecIIcSuXbteeFzq1atn0T4sFRwcLFq0aCF27NghqlSpIjw8PERISIj48ccfLXr/pEmTBACRmJho9nx0dHSm4xUcHCx69Ohhtt3SpUtF6dKlhUajEQDErl27xLFjx0Tnzp1FiRIlhIeHhwgMDBQtW7YUR44cybYsDx48EO+//74oW7as8Pb2Fh4eHqJixYoiKipKpKenZ9q+UKFColatWhZ9TyGEOHTokAAgmjRpYvF7TLHMeDzj4uIEABEdHS0916NHDxEcHGy23f79+0VYWJhwd3cXAMSkSZPEf//9JwYPHixCQkKEj4+P8PPzE+Hh4eKHH354aXkmTpwoQkNDhZ+fn9BqtaJEiRLigw8+EAkJCZm2bd++vfDy8hIPHjzIdp8vOgd69OghfHx8Mm1fr149UbFiRelvo9EooqKiRHBwsPDw8BDVqlUTmzdvtvh4mJw5c0a88847wt/fX3h6eorXXntNfPLJJy8tZ1bnqhBCbNiwQbz11lvCx8dH+Pj4iJCQEDF48GBx8eJFs+0WLlwoSpUqJTw8PESNGjXE3r17Rb169Sy6VjNeE6ayHD582Gw703m0a9cu6bmEhATRokULkT9/fovqBtP3z+rf88dRCCH+/vtv0axZMxEUFCS0Wq0oX768mD59utDpdGbb1atXT2RsBm3evFm88cYbIn/+/MLb21vUqlXLonPz+TJmjFF2tmzZIvLlyydu3bqV6bUZM2aIokWLiiJFiojPPvvM4n0SEZHzUglhhxlaiYiIiCjXzp07h4oVK2Lz5s1o0aKFRe85efIkQkNDsXLlStl7LypR4cKF0b17d8yaNcvRRSEiIiKyCOecIyIiInISu3btQu3atS1OzAHA0qVLkS9fviyHVruas2fPIjU1FWPHjnV0UYiIiIgsxp5zRERElK3ExEQYDIYXvu7u7o6CBQvasURkiV9//RXnzp3DJ598giFDhuCrr75ydJGIiIiIKAtMzhEREVG2SpYsievXr7/w9Xr16mH37t32KxBZpGTJkrhz5w4iIyOxatUq5M+f39FFIiIiIqIsMDlHRERE2frrr7+Qmpr6wtcLFCiAsLAwO5aIiIiIiMh1MDlHRERERERERETkIFwQgoiIiIiIiIiIyEHcHF0AV2E0GnHr1i3kz58fKpXK0cUhIiIiIiIiIiIHEkLg4cOHKFq0KNTqF/ePY3JOJrdu3ULx4sUdXQwiIiIiIiIiIlKQGzduoFixYi98nck5mZhWQLtx4wZ8fX0dXBoiIiIiIiIiInKklJQUFC9eXMoZvQiTczIxDWX19fVlco6IiIiIiIiIiADgpdOfcUEIIiIiIiIiIiIiB2FyjoiIiIiIiIiIyEGYnCMiIiIiIiIiInIQzjlHRERERERERORiDAYDdDqdo4vh0jQaDdzc3F46p9zLMDlHRERERERERORCHj16hH///RdCCEcXxeV5e3ujSJEicHd3t3ofTM4REREREREREbkIg8GAf//9F97e3ggICMh1ry7KmhAC6enpSExMRFxcHMqVKwe12rrZ45icIyIiIiIiIiJyETqdDkIIBAQEwMvLy9HFcWleXl7QarW4fv060tPT4enpadV+uCAEEREREREREZGLYY85+7C2t5zZPmQoBxEREREREREREVmByTkiIiIiIiIiIiIHYXKOiIiIiIiIiIjIQZicIyIiIiIiIiIiRbhx4wZ69+6NokWLwt3dHcHBwfjwww9x7949RxfNZpicIyIiIiIiIiIih7t69Spq1KiBy5cvY+3atbhy5QoWL16M2NhY1K5dG/fv37fZZ6enp9ts3y/D5BwRERERERERkYtLT0+36z9rDB48GO7u7vjtt99Qr149lChRAs2aNcPvv/+OmzdvYuLEiQCerUT7008/mb3X398fy5cvl/6+ceMG3nvvPfj7+6NgwYJo06YNrl27Jr3es2dPtG3bFtOnT0fRokXx2muvYerUqahUqVKmcoWGhuKTTz6x6jtZws1meyYiIiIiIiIiIkWIioqy6+dNnjw5R9vfv38fO3bswPTp0+Hl5WX2WlBQELp27Yp169Zh4cKFL92XTqdDZGQkateujX379sHNzQ3Tpk1D06ZNcerUKbi7uwMAYmNj4evri507dwIA/Pz8MGXKFBw+fBg1a9YEABw/fhynTp3Cxo0bc/R9coLJOSIiIiIiIiIicqjLly9DCIHXX389y9dff/11PHjwAImJiS/d17p162A0GvHtt99CpVIBAKKjo+Hv74/du3ejSZMmAAAfHx98++23UrIOACIjIxEdHS0l56Kjo1GvXj2ULl06t1/xhZicI6I8SQgBlUoFIQQASBU25Q6Pq+MxBsphigUAGI1GqNWcTYSIiIgcZ8KECY4ugkVMv2Nf5PlE2oucPHkSV65cQf78+c2ef/r0Kf755x/p78qVK2faX79+/dC7d2989dVXUKvVWLNmDb7++uscfIOcY3KOiKzyfKPTmZgayDqdDu7u7jAajdBoNI4ultPjcXU8V4mBs9YtzzPFIi0tDZ6enjAYDE4ZCyIiInItliS1HKls2bJQqVQ4f/483nnnnUyvnz9/HgEBAfD39ze7GW2i0+mkx48ePUJYWBhWr16daT8BAQHSYx8fn0yvt2rVCh4eHti0aRPc3d2h0+nw7rvv5uarvRSTc6RoZ8+exX///YcCBQqgaNGiKFSokKOLlKf9888/SE1NRYECBRAYGAitVuvoIuWIqcF87tw5TJkyBY8ePYJWq8XHH3+M0NBQuLmxSrQGj6vjOXsMnL1ueZ4pFmfPnsWoUaPw+PFjPHnyBBMnTkSdOnVQuHBhRxeRiIiISJFeeeUVvP3221i4cCFGjBhhNu9cQkICVq9ejcGDBwN4lmC7ffu29Prly5fx5MkT6e/q1atj3bp1CAwMhK+vb47K4ebmhh49eiA6Ohru7u7o1KlTpjnw5MbxFaRYy5YtQ8OGDdGvXz/UqVMH3bp1w/r16x1drDxr2bJlqF+/Plq3bo3y5ctj0KBB2LVrl6OLlSNqtRqXLl1C7dq1kT9/fpQtWxY6nQ61a9fGl19+iVu3bjm6iE6Jx9XxnDkGrlC3PE+tVuOff/7BW2+9hVKlSuGdd95BaGgo+vXrh+nTp+P06dOOLiIRERGRYs2fPx9paWmIjIzE3r17cePGDWzfvh1vv/02ypcvj08//RQA0LBhQ8yfPx/Hjx/HkSNHMHDgQLMbvF27dkWhQoXQpk0b7Nu3D3Fxcdi9ezeGDRuGf//996Xl6Nu3L/744w9s374dvXv3ttn3lQiSRXJysgAgkpOTHV0Ul3Dw4EHh7+8vVqxYIRITE8WWLVtEjx49RJEiRcQ333zj6OLlOXv27BH58+cX0dHR4p9//hHR0dGiSZMmokaNGmL9+vWOLp5FjEajEEKIMWPGiObNm5u9FhUVJQoVKiQmTZokEhMTHVE8p8Xj6njOHANXqFueZ4pFVFSUaNiwodlrS5cuFZUqVRJ9+vQRFy5ccETxiIiIKI9ITU0V586dE6mpqY4uilXi4uJEjx49ROHChYVKpRIARLt27cTjx4+lbW7evCmaNGkifHx8RLly5cTWrVuFn5+fiI6Olra5ffu26N69uyhUqJDw8PAQpUuXFv369ZPyNj169BBt2rR5YTnq1q0rKlas+NLyZne8Lc0VKXucC+VZ165dQ7ly5dClSxe4ubmhefPmeO2111C4cGFMmDAB3t7eeP/99x1dzDzj1KlTqFGjBnr27AkAKF26NEJCQrBw4UJMnToV3t7eaNasmWML+RKmOayePHkizf2k0+mg1Woxfvx4uLu7Y/LkyShTpgy6devGydstxOPqeM4cA1eoW55nioUQAg8fPsSTJ0/g6ekJtVqNvn37wt3dHf/73/9QqlQpTJgwAUIIxcSCiIiISClKliyJ5cuXS39PmjQJX331FU6dOoVatWoBAIoWLYodO3aYvS8pKcns76CgIKxYseKFn/P8Z2QkhMCtW7cwaNCgHJffGvxFSIrk6emJy5cv49KlS9JzZcqUwaBBg9C5c2fMnTsXZ86ccWAJ8xZ3d3dcu3YNN2/elJ6rVasWhg0bhvLly2Pp0qWKHjb3vFdffRX79+9HUlIStFot0tPTAQCjRo3CgAEDMHz4cNy9e5cN5hzicXU8Z4yBK9UtzytatCguXLiAGzduSAtDAED37t3Rv39/REVFIS4uTlGxICIiIlKqKVOmYO7cuTh48CCMRqPNPy8xMRHz589HQkICevXqZfPPA5icI4UqW7YsypQpgx9++AEPHjyQng8ODsb777+Pe/fumSXuyLbKlSsHo9GI3377zawyrFGjBnr06IFdu3bh2rVrjitgFl5UaQ8aNAhly5bFO++8g8ePH8Pd3R2pqakAgA8//BBeXl44fPiwPYvqVHhcHc+VYuCMdcvzXhSLnj17Ijw8HK1bt8ajR4/g4eGBp0+fAgBGjhyJgIAA/P777/YsKhEREZFT69WrF4YPH26Xm5uBgYGYOnUqlixZggIFCtj88wAm50ghHjx4gDt37uDRo0cAgIoVK6JNmzaYPXs21q9fj4cPH0rbhoeHo1ChQjh06JCjiuvyUlNTzboEN2jQAC1btsSHH36I2NhYs21btmyJwoUL4+DBg3Yu5YuZhu1du3YNCxYswPjx47F582YAQL58+TBmzBg8evQIHTt2RGpqqrTyjoeHB3x8fJx6pUhb4nF1PGePgbPXLc8zxeKff/5BVFQU+vbti2XLliE5ORkA8PnnnyNfvnwIDw/H/fv34enpCQB4/Pgx/Pz87PZDj4iIiIhyRgiBxMREdOnSxW6fyeQcOdyaNWvw3nvvoUqVKujatSu+++47AMAnn3yCnj17Yvjw4Vi6dKm0okpycjKMRiOKFy/uyGK7rB9++AFdunSRVhfcvn07gGer5rRs2RLvvfeeWcL0/v370Gq1KFy4sCOLLTE1mE+fPo169erhxx9/xM6dO9G6dWssWrQIarUaLVq0wIcffoiEhATUqFEDf/75J/bv34/58+fj0aNHeP311x39NRSHx9XxnD0Gzl63PC9jLPbt24cbN26gX79++OyzzwAAVapUwdy5c5E/f35UqFAB33//PX766Sd89tlnuH37NmrUqOHgb0FEREREivHSZSfIIlyt1TqrVq0S+fLlE3PnzhXffvut6NSpk3j77bfFtWvXpG0mTpwoypUrJ9544w3RsWNHUadOHVG5cmWh0+kcWHLXtGLFCuHr6yumTZsmZs6cKWrUqCHeffdds1Vx+vbtKwoWLCjeeecdMXToUNGgQQNRpUoVRcXj2rVronTp0mLMmDEiPT1dGAwGMXv2bFG0aFFx9epVIYQQOp1OHDp0SLRp00a88soroly5ciIkJEQcPXrUwaVXLh5Xx3PWGLhK3fK8+Ph48dprr4nRo0dLz/3000/Cx8dHnDlzRnruzp07ol+/fqJcuXKibNmyIiwsTBw7dswRRSYiIqI8wtlXa3U2cqzWqhJCCEcnCF1BSkoK/Pz8kJycDF9fX0cXxymcOHEC3bp1w8iRI6VJFi9cuIAaNWrg+++/R9u2baVtd+zYgePHj+P8+fMIDg7Gp59+Cjc3NxgMBml1QsqdQ4cOoVu3bpg4cSK6d+8OADhy5AjefPNN7Nq1C3Xq1JG2XbFiBY4cOYLr16+jVKlS+OKLL6DVahURD4PBgBkzZuDvv//GmjVrkD9/fgDA0aNH8c4772Dv3r0oWbKk2XtOnToFX19f+Pj4ICAgwAGlVj4eV8dz1hi4St1iIoSAEAILFizAjh07sGzZMgQGBsJgMCAhIQH16tXDDz/8gOrVq5u97/r16/D29oabmxuHtBIREZFNPX36FHFxcShVqpQ0tQbZTnbH29JckZutC0mUkSkffPv2bVSrVg1169YF8GyYUEhICGrVqiUNa9LpdNBqtYiMjERkZKTZfvR6PdzceArnlhACBoMBly5dQq1atdCoUSMAzxIBVapUQaVKlaSJzE3HvEePHujRo4fZfhwZD9MQMwDQaDSoXr06Hj9+LCUvAKBy5coAgFu3biE4OBgqlUp6rUqVKvYtsJPgcXU8Z46BK9QtzzPFQqVSQaVSoVq1arh16xYCAwMBPIvPq6++CpVKhZs3b2ZKzgUHBzui2ERERETkBDjnHNndkydPoFKpUK5cOXTv3h1ly5YFAKkBKoTA/fv3ASDbycuV0FhzBaaGb+XKldGuXTu8+uqrAJ41NN3d3aFSqXDv3j0ALz7mQgiHxkOtViM+Ph7ffPMNnj59iubNmyMqKkoqm4lKpYLBYJCSF3v37pXONcqMx9XxnDkGrlC3PM8UiwkTJuDhw4d46623soyFRqOBXq+X/t68eTPOnz9v9/ISERERkfNgco7sas+ePShWrBguX76MsmXLonHjxgDMGzapqal48uSJ9He3bt2wfPlyexc1T4iNjUXFihVx7949VK1aFW3atDF7Xa/XIzU11Wy13OHDh2PLli1m2z3fU8dRvvjiC3z11VdYunQp0tPTzZIVpu/h5uYmdSUeP348GjdujPT0dAeXXNl4XB3PGWPgSnXL83744Qds3LgRkyZNkm40PR8LvV4PLy8v+Pn5AQAmTJiA9u3bw8fHx8ElJyIiIiIlY3KO7Co4OBiVKlVC48aNcfXqVQDPhgo93wB75ZVXpPl4mjRpgr///hvvv/++Q8rr6tzc3ODt7Y0mTZogKSkJAMx6fLi5uaFgwYLSsK0mTZpg69atmYYYK8GMGTNQt25drF69GosWLUJ6ejo0Gg2EENBoNHBzc5OGpU2ZMgXz5s3DX3/9haCgIEcXXdF4XB3PGWPgSnXL84YMGYKuXbviwIEDmDBhAlJTU6HRaGA0GqHRaKBSqaDT6aBSqTB16lTMnTsXf/75J0qUKOHoohMRERG5hOXLl8Pf39/RxZAdk3NkVyVLlsSKFStQoUIFvPXWW7h27RrUajWMRqO0jbu7Ox4/fox33nkH165dw9mzZ6XFH0heERERmDNnDry8vBAREYHk5GS4ubmZNaJN8Wjbti3i4+MVGQ+9Xg8fHx/MmzcPNWvWxIoVK/DNN99IvYxUKhU8PDzg6+uLDz74AFFRUdizZw9q1qzp6KIrGo+r4zlrDFyhbsm4XpbBYICnpyfGjh2LTp06YceOHZg0aRJSU1Olueg0Gg18fHwwbNgwxcSCiIiIyFn07NnTbGFIk927d0OlUiEpKQkdO3bEpUuXpNcmT56M0NBQ+xXSRhyanFu0aBGqVKkCX19f+Pr6onbt2ti2bZv0ev369aXGh+nfwIEDzfYRHx+PFi1awNvbG4GBgRg9erTZj3/gWSCrV68ODw8PlC1bNsshkgsWLEDJkiXh6emJ8PBwHDp0yCbfOS8zGo0QQqB06dJYs2YN7t+/j6ZNm+Lq1atSgs5gMCA5ORmjR4/GlStXcPbsWWi1Wuj1esWs1OcqTEOx6tWrh7lz5+Ly5cto2rQpkpKSpJ446enpSE5ORpcuXXDp0iWcPn3a4fEwNZgfPXokPWc6f7y8vBAQEIATJ05gxYoVUi8jALh79y4uXryII0eO4MiRIwgLC3NI+ZWKx9XxXCUGzlq3PE8IAZVKhQcPHkjxMMXC3d0dDx8+xNWrV/Hbb79h/Pjx0lQM9+/fx7///ivFw9GxICIiInI1Xl5e0ugLV+LQ5FyxYsUwc+ZMHD16FEeOHEHDhg3Rpk0bnD17VtqmX79+uH37tvTv888/l14zGAxo0aIF0tPTsX//fqxYsQLLly/Hp59+Km0TFxeHFi1aoEGDBjhx4gSGDx+Ovn37YseOHdI269atw8iRIzFp0iQcO3YMVatWRWRkJO7evWufA+HCdu/ejV9++UX62zR8tX///ihTpgwKFiyIt956S0rQAUCFChXQpEkTHD9+XGqsKWVCcGf3999/48CBAwDM53KKiopCsWLFkJqainr16iEpKQlqtRo6nQ5FihRBvXr1cOrUKUXEQ6VSITExEa+99hrWrFkD4FmjWa1WIyoqCvPmzcNPP/2EatWqYe3atVi0aBHS0tJQtGhRLFy4EEeOHJFWt6T/w+PqeM4cA1eoWzJ68OABypcvj9mzZyMpKQkqlUqKxZw5c7Bhwwa89957OHjwICZMmIAnT56gYMGCWLp0KY4ePYpKlSo5+isQERERmUtPt+8/G3h+WOvy5csxZcoUnDx5UurQtXz5cgghMHnyZJQoUQIeHh4oWrQohg0bZpPyyEUlMo7bcLCCBQti1qxZ6NOnD+rXr4/Q0FDMnj07y223bduGli1b4tatWyhcuDAAYPHixRg7diwSExPh7u6OsWPHYsuWLThz5oz0vk6dOiEpKQnbt28HAISHh6NmzZqYP38+gGc9vIoXL46hQ4di3LhxFpU7JSUFfn5+SE5Oliblzuvu3buHbt264f79+5g4cSJatWoFAGjfvj0uXbqEzZs3w93dHd27d8f58+exd+9elC5dGleuXEHp0qWhVqsV11hzVkII3L59G02bNkW5cuXw0UcfoXbt2gCexePy5cv4+eefcefOHYwYMQKpqanYtWsXChQogFOnTqFixYrSCoRKiUe/fv0QExOD5cuXo3379vjss8/w+eef4/vvv0ezZs3w+PFjDB06FJcuXUKLFi0watQouLu7O7rYisfj6njOFANXrFueN3nyZMyYMQMzZszAyJEjMWvWLMycOVOKxdOnT/H5559j586dKF++PObOncvFH4iIiMjhnj59iri4OJQqVQqenp7/98LkyfYtSA4/r2fPnkhKSsJPP/1k9vzu3bvRoEEDPHjwAD/99BOGDx+OpKQkpKam4pNPPsH27dvx+++/AwD8/PywZcsW9OnTBzExMahYsSISEhJw8uRJ9OvXT6YvZu6FxxuW54oUM+ecwWBATEwMHj9+LP2wB4DVq1ejUKFCqFSpktnQEQA4cOAAKleuLCXmACAyMhIpKSlS77sDBw5IK4I+v43pDn96ejqOHj1qto1arUbjxo2lbbKSlpaGlJQUs39k7pVXXsHYsWNRrFgxzJkzB7t370bXrl1x6dIl/PzzzwgODkaRIkXw7bffolKlSihbtixu3ryJsmXLSsOHlNhYc0YqlQpFixbFpEmTcPv2bSxatAhnz55F586dcenSJWzatAmlSpXCG2+8gc8//xz58uXD66+/jpSUFFSpUgUajQYGg0FR8Vi6dCn69u2L7t27o3Pnzvjqq68QExODZs2aSfN0zZ8/H0WKFMEff/yBx48fO7rIToHH1fGcKQauWLcAkOZBnTx5Mv73v/9h9OjRaNq0Kb744gv8+OOPUixMc9DVqVMHN27cMBuSTEREREQ5t3nzZuTLl8/sX7NmzbLc1svLC/ny5YObmxuCgoIQFBQELy8vxMfHIygoCI0bN0aJEiXwxhtv2CwxJxeH/xo+ffo0ateujadPnyJfvnzYtGkTKlSoAADo0qULgoODUbRoUZw6dQpjx47FxYsXsXHjRgBAQkKCWWIOgPR3QkJCttukpKQgNTUVDx48gMFgyHKbCxcuvLDcM2bMwJQpU3L35V2Yab6eevXqQaPR4Msvv0TXrl0BAGfPnoW/vz8MBgM0Gg2Cg4OxcOFCzJ0712x1QdMwV8o9Uzzat28PjUaDGTNmoEWLFlCr1Th06BAKFSokxeOtt97ClClT8MMPP5j1AFHCPFAZff311/D29saMGTMwfvx4vP322wAgTTzv7e2NlStXIikpSVoBmF6Ox9XxnCUGrlq3mG4QqdVqjBkzBl5eXvjwww/Ru3dvvPXWWwAgLV7h4eGBqVOnIiUlBYUKFXJwyYmIiIiyMWGCo0vwUg0aNMCiRYvMnvv777/x/vvvW7yPDh06YPbs2ShdujSaNm2K5s2bo1WrVoq7Ifw8h5fstddew4kTJ5CcnIz169ejR48e2LNnDypUqID+/ftL21WuXBlFihRBo0aN8M8//6BMmTIOLDUwfvx4jBw5Uvo7JSUFxYsXd2CJlEWlUkmNtrfeektqtP333384ePAgmjZtKvWY0Gg0KF26tDR82fQcyef5eLRt2xbu7u6YMGECgoODER8fj0KFCpnFo1GjRmjUqBEA5cbD1HCePn06UlNT8dVXXyE0NBQdOnQA8H8NZy8vL3h5eTm4tM6Dx9XxnCkGrli3mJjmxtNqtRg6dCiePn2KsWPHIiQkBAMGDED+/Pml7+bu7s7EHBERESmfE0xH4+Pjg7Jly5o99++//+ZoH8WLF8fFixfx+++/Y+fOnRg0aBBmzZqFPXv2QKvVyllc2Tg8Oefu7i4d+LCwMBw+fBhz5szBN998k2nb8PBwAMCVK1dQpkwZBAUFZVpV9c6dOwAg9cAKCgqSnnt+G19fX3h5eUGj0UCj0WS5zfO9uDLy8PCAh4dHDr9t3mNqfNWuXRuffvoppk+fjs8++wx6vR4tW7aERqORGnYmSm6sOTtTPJo3bw4hBKZMmYIvvvgCH374IcLDw6HRaKTEgIkS42H6Hvfu3cMrr7yCr776CgDQrVs3qNVqtG/fHoAyy+5oGa+35/G42kfGa+x5zhoDZ61bXhYLrVaL27dvo0iRIhg9ejQAYMyYMVCr1ejTpw/8/PwU8T2IiIiI8ip3d3cYDIZMz3t5eaFVq1Zo1aoVBg8ejJCQEJw+fRrVq1d3QClfTnHjBo1GI9LS0rJ87cSJEwCAIkWKAABq166N06dPm62qunPnTvj6+kpDY2vXro3Y2Fiz/ezcuVOa187d3R1hYWFm2xiNRsTGxprNfUc5Y1pnRKPRYMeOHYiJiUGNGjXw0UcfoUCBApg9ezbWr18PAC9MFJD8NBoNfv/9d+zfvx8tWrTAxIkTcfXqVcybNw/79u0DoIzhxKb5noQQmSpavV4PjUaD69evo1KlSli5ciUA4KuvvsLQoUPRoUMH/Pzzz3YvszMwGo1QqVS4f/8+EhMTzV4zJVd4XG3LlAy6cuUKDh8+bPaaM8fAWeqW5z0fi02bNiH9uRXFno9FcHAwvv76awDA6NGj8cUXX+Cjjz7CqlWroLA1tYiIiIjynJIlSyIuLg4nTpzAf//9h7S0NCxfvhzfffcdzpw5g6tXr+L777+Hl5cXgoODHV3cFxMONG7cOLFnzx4RFxcnTp06JcaNGydUKpX47bffxJUrV8TUqVPFkSNHRFxcnPj5559F6dKlRUREhPR+vV4vKlWqJJo0aSJOnDghtm/fLgICAsT48eOlba5evSq8vb3F6NGjxfnz58WCBQuERqMR27dvl7aJiYkRHh4eYvny5eLcuXOif//+wt/fXyQkJFj8XZKTkwUAkZycLM/BcUIGgyHTcxs2bBAqlUqsWbNGeu6vv/4SERERYsiQIfYsXp7x6NEjce/ePbPn9Hq9EEKIjRs3CpVKJX744QfptV9++UWULFlSTJo0yZ7FfCHTeXTx4kXx4YcfihYtWogpU6aI//77T9omPj5eFC1aVAwcODDTeTdhwgRx/vx5u5bZmfzzzz+idOnS4pNPPhE3b940e43H1bZMx/T48ePC19dXLFmyJNM2So7BggULsiyzEM5RtzzPdGxPnjwpAgICRL9+/TJdDzdu3BBBQUHigw8+EAaDQRiNRum1uXPnirNnz9q1zERERESWSk1NFefOnROpqamOLkqO9OjRQ7Rp0ybT87t27RIAxIMHD0R0dLTw8/OTXnv69Klo37698Pf3FwBEdHS02LRpkwgPDxe+vr7Cx8dH1KpVS/z+++82K3d2x9vSXJFDk3O9e/cWwcHBwt3dXQQEBIhGjRqJ3377TQjxrIESEREhChYsKDw8PETZsmXF6NGjM32ha9euiWbNmgkvLy9RqFAhMWrUKKHT6cy22bVrlwgNDRXu7u6idOnSIjo6OlNZ5s2bJ0qUKCHc3d3FG2+8IQ4ePJij75JXk3Pbtm0T8+bNk475843Jo0ePCpVKJRYvXiyEEGYNm1OnTmWZzKPcWbt2rWjRooUoVqyY6Nq1q9i8ebP02v79+4VGo8kyHvv27ZMSeI5kOidOnTolAgMDxbvvvisGDBgg3N3dxeTJk6XtJk6cKD788EOz70CWWbx4sVCpVKJatWpi+vTp4vbt29JrEyZMEMOGDeNxtQHTuX3ixAnh7e0tRo4cmWkbo9EoPvnkE0We20uWLBEqlUr8+OOPmV7766+/FF+3ZOX69euiRIkSYvTo0Vm+/t1334nx48ebfR+lfhciIiKi5zlrcs5ZyZGcUwnBMRlySElJgZ+fH5KTk+Hr6+vo4tjFhg0b0KFDB1SsWBGDBg1Cv3794ObmJg0Vio+PR1xcHOrVqye9R2SY7yq7+X4oZ1atWoUhQ4Zg/Pjx8PHxwdq1a1GoUCHExMTA29sb+/fvx8OHDxEZGSm9J+PxV8IE7XFxcWjYsCE6d+6MqKgoAMCUKVNw9+5dzJ49G1qtVjqPMp5P9HKnTp3CV199hXLlymHhwoX44IMPMHjwYK66ageXL19G5cqV8dFHH2HatGnQ6XTYvn07EhISEBgYiDZt2ijynF6yZAkGDx6MNWvWoEOHDtJQc1Ndcfz4cdy6dQstWrSQ3qPEuiWjzZs3Y9GiRdiyZQt0Oh2mTJmCs2fPolChQoiMjMS7774LIPt5GomIiIiU6OnTp4iLi0OpUqXg6enp6OK4vOyOt6W5IocvCEHO6eLFi5g1axZGjhyJ27dvS3Pv9O/fX1qeuESJEihRooTZ+zI2cJiYk8eRI0cQFRWFOXPmoGfPngCAxo0bIzQ0FPv370fjxo3x5ptvZnpfxuPv6MazwWDAhg0b0KxZM4wbN056/t9//8XZs2dRp04dVKtWDS1btkSrVq3YYLaCEAL79+9HdHQ0DAYDlixZgvz582PXrl2oWLEipk+f7ugiuiS9Xo/58+cjX758CA0NBQC0bdsW//77L1JSUhAfH4+2bdvi448/RrVq1Rxb2OfExsZi4MCBWL9+Pdq1a4fz58/jm2++wbFjx1C6dGlERESgd+/eqFatmllCTml1S1aOHTuG+/fvAwCaN28OvV6PqlWr4ty5c/jf//6HY8eOISoqivUMEREREdkcMyNkFT8/P7z11lvo1q0bli5dijJlyuD777/HkiVLoNfrAcBsomzTBP8kP4PBgH/++QdhYWFo2LAhgGeJgPLly6Nq1arSAivPx0OpHWY1Gg06d+6M7t27S3cVpk2bhujoaDRs2BDdunXD8ePHMXv2bCQkJDi4tM6patWqKFWqFK5fv45PP/0UQ4cOxcSJE7F7926zXq4kLzc3NwwdOhTt27fHl19+Kd24WLduHc6dO4dDhw7h77//xuzZsx1b0OcYjUa4ubkhICAAmzZtwvnz59G6dWvEx8ejUqVKSExMxOzZszFhwgQAznez5c0334S3tze+++47qFQqfP/995g9ezZ+/PFHtG/fHrt27cK5c+ccXUwiIiIiygOc65c0OZwpqRMUFIRPPvkEVatWhbe3N+bNmycl6L755hsYDAaoVCokJycDcL5Gm7MQQkCj0aB+/fp47733pAa/m5sbNBoNtFotHjx4AMC816JSe4IIIfDqq68iPDwcAJCYmIh79+5h8+bNmDZtGoYOHYoVK1Zg165d0urNZDlTkvzp06fYu3cvgGe9YDUaDby8vHDy5EncunXLkUV0SUIIGI1GlC1bFqNGjUK5cuVQqVIlfPXVVwgJCYGXlxfCwsKwaNEirFq1CpcuXXJ0kSGEgFqtRr169bBx40YcOHAAFStWRIcOHfD9999j4cKF+P7779GyZUvs2LEDcXFxji5yjhUtWhQXLlzAF198IdU9wLObT7169cKpU6dw8uRJB5eSiIiIiPICZkwoR0xJneXLl2PZsmUAgPT0dPj7+2P+/PkoXbo0Vq9ejSVLluDmzZto3bo1h8nZkCkeu3btwrVr1wBAmg/KYDDg0aNHUoIUAIYMGYKNGzfavZzZEUJIZb5//z4eP36M1NRUAEBAQACmTp2Kpk2bSgkOvV6PatWqSQ1pytrzx/XevXt4/PgxHj16BACoXbs2jEYjhg0bhm3btuHEiRMYNmwYJk+ejJiYGOl9lDumGKhUKty/fx8PHz5E+fLlMW/ePHz44YfSUu6mmx7p6el47bXXEBgY6MhiA/i/umXlypU4ePAgli1bhiFDhqBLly7w9vaGEAIFChRA+/btcfz4ccTHxzu4xNnLeD2kpKSgQoUKiImJwZUrV3D8+HEcOHBA2r5w4cKoVasWChYs6KgiExEREeWaUkdMuRo5jjOTc5RjaWlp+PHHH7Fnzx4AgLu7O/R6Pfz8/LBw4UKULVsWy5cvR82aNZGYmIgxY8Y4uMSu7enTp1i1ahViY2MBPBsaajQaodFoUKBAAQQEBAAAmjRpgh07dqB169aOLK5k69atOHnyJFQqFTQaDTZu3IgWLVqgatWq6Nq1K7799lsAQL58+QA8Sxao1WrExMRAq9UiKCjIkcVXrOyOa/fu3fHDDz+gUaNG6N27N9atW4eff/4ZpUqVwvjx4zFp0iS0atVKkfODOZOsYtCyZUuEhoaiTZs22LJlCyIjI6XJYk2JsIMHDyI4OFgxPY3T0tIQExODv/76CxEREZg4cSIqVapkto1Op0ONGjVQrFgxB5Uyey+6HqpVq4Y2bdrg33//xa5du5CUlIRPP/1UStZNmjQJFy5cQIUKFRz9FYiIiIhyzPR7Pj093cElyRuePHkCANBqtVbvg6u1yiSvrNZqWrXu6NGjaNiwIVatWiUle0yTgV+5cgWVKlVCtWrVsG/fPri5uUGv10sLRZB8sosHADRr1gydO3fGxo0bcf78eZw5cwZardbhKyfeuXMHtWvXRv369fHxxx/j6dOnqFWrFsaOHQs3NzfEx8fj22+/xZQpU6SFIc6cOYN169Zh7ty52LdvH6pUqeKw8ivVy47r9evX8d133+H9999HWFgY6tSpg6pVq3LVZBlZGoPJkydj/PjxAJ6d2zExMZg3bx7+/PNPVK5c2cHfwrxuadCgAdasWYOWLVuabZOamopOnTpBp9Nh8+bNijuHsouFRqOR6pmFCxfirbfeQu/evXHlyhW88sorMBqNiImJUdTiHERERESWEkIgPj4eOp0ORYsWVdzvNFchhMCTJ09w9+5d+Pv7o0iRIpm2sTRXxOScTFw1OWdqoGWUkpKCfv36oUiRIpg9e7bUuL937x4aNmwIo9GI48ePMzEnM0vjYRrCVbduXfz9998ICQnByZMnodVqFROPY8eOYcCAAQgPD4e/vz/S0tIwa9YsAM++z6pVq/DRRx9hyZIlaNGiBfr27YtLly5h9erVqFq1qoNLr1zZHdfk5GSsWbMGY8eOxaxZszBgwAAHl9Y15eTcbt68Od5//31cuXIFP/74o7SSq71ZWrcAz+4MxsbGYs6cOUhMTMSRI0eg1WoVmeR9WSxWrlyJkSNH4tdff0WDBg1w/fp1pKamomjRoihUqJCDS09ERERkvfT0dMTFxXFxRjvw9/dHUFDQC39PMzlnR66anDP5+uuvYTQa0bFjR2n40tKlSzFixAicPHkSZcqUkbbt168fFixYIA13VUIiyNVYEo+0tDR07doV9+/fx2+//abIROmxY8fwwQcf4M6dO2jZsiXmz58vvZacnIwRI0YgLS0Nq1evxunTp1GgQAHFDp9TkuyO64MHD/DRRx/h6dOnWL58Odzc3BS7QIgzy8m5feLECRQsWFBa0MWRLKlbbt26hXnz5uHOnTtYsmSJIuuW570sFsOHD0daWhpWrFiRq6EIREREREpjNBo5tNXGtFpttqPSmJyzM1dOzqWmpmLKlClYvHgxwsLCULJkScyaNQve3t7o27cv/Pz8MHv2bKhUKrPGmZIba87Mknh8/fXXcHd3xz///IOSJUtCo9EoNh6nTp1CmzZt4OnpibVr15r1HJo4cSK2bNmCQ4cOwd3d3XGFdEIvO65bt27FoUOHmIywIUvO7b///hseHh6OK+RzclK3JCUlwc/PDyqVSrF1y/N4PRARERGRI1iaK1LW+BNSJC8vL8ycORNnzpxBp06dcOLECdSpUwcDBgxAUlISrl+/jrS0NLi5uZmtUqL0xpqzsjQeAFC6dGloNBoYDAbFxqNKlSr45ZdfoNVqMWfOHJw8eVJ67b///kNAQAB0Op0DS+icXnZcCxUqxLtoNmbJua3X6x1YQnM5qVtMiTkhhGLrlufxeiAiIiIiJWPPOZm4cs+5rCxduhRnz57F3LlzAQD/+9//MHHiRAeXKu9yhXgcP34c3bt3x5MnTxAREQEPDw+sX78ev//+u8Pm4XIFPK6O58wxcIW65XnOHAsiIiIicj4c1mpneSU5l3HS8MOHD2PBggVITEzE2rVrXfq7K9HL4pE/f36nmk/s9OnTaNeuHdLS0jBo0CB07twZwcHBji6W0+NxdTxni4Gr1S3Pc7ZYEBEREZHzYnLOzvJKci4rf//9N+rVq4fffvsNERERji5Onufs8Th69CjGjx+P1atXIyAgwNHFcQrp6emIiooCAEyYMCHL+fl4XG0rL8TAWeqWvBALIiIiInIOnHOOcsVoNOLSpUu4dOlStksvCyEQHh6OatWq4dq1a/YrIGVJ6fGw5LwKCwvDL7/8wgZzDqhUKvj7+8Pf3/+FvZl4XG1LpVIhICAAAQEBThUDV6zrVSoVihYtiqJFizpVLIiIiIgo72LPOZm4Ws85S3oemCxZsgQDBw7E5cuXUaZMGXsVMc8wGo24cuUKAKBs2bJQq7PPqSs5Hjk5r4jI9ljXExERERHZjqW5IuUvsUYOYep5YHqcnUaNGuHMmTNsrNmIXq/HmjVrAFiW0FJyPHJyXhGR7bGuJyIiIiJyPPack4mr9Zwj5dDpdIiOjgYA9OrVC1qt1sElIiIiIiIiIqKXYc85Iheh1WrRv39/RxeDFEyv12P9+vUAgHfffRdubqza7U2n02Ht2rUAgM6dOzOJ7kA6nQ4rV64EAHTv3p2xICIiIiLFYwuOiMjJGY1GXLhwQXpM9ieEwNWrV6XH5DhCCNy4cUN6TERERESkdEzOUZbY84BsgeeVbWg0GrRq1Up6TPbn5uaGdu3aSY+dhStek25ubujUqZP0mIiIiIhI6firlbLEngfK4UqNZ55XtqHRaBAWFuboYuRparUaVapUcXQxcswVr0m1Wo2QkBBHF4OIiIiIyGJMzlGW2PNAOVyp8czzikhZeE0SERERETkeV2uVCVdrJVsxGo24dOkSAKB8+fJQq9UOLhEpjRACiYmJAICAgACoVCoHlyjvMRqNuH37NgCgSJEivE4dyGg0Ij4+HgBQokQJxoKIiIiIHMbSXBF/sRIpnGmIVkhICBuZlCWdToeFCxdi4cKF0Ol0ji5OnqTX67F06VIsXboUer3e0cXJ0/R6PZYvX47ly5czFkRERETkFDiGhbLEngdkCzyvbMfb29vRRcjTVCoV/P39pcfOwhWvSZVKhYCAAOkxEREREZHScVirTFxtWGt6ejqioqIAABMmTIC7u7uDS5R3uVLjmeeV9YQQikk0KKksueHs38NoNOa6PuA1KQ85YkFERERErofDWilXTD0PHDF/ldFotOvn2Ypc38MRQ7QeP36M+/fvmz0nRx7f3ueVKQZCCBgMBpt/npxu3LiBK1eu4Pr16wCeHTsl3EsxGo1QqVS4f/++NM+dM9m6dSt2794NQDnH1BqmZNCVK1dw+PBhq/fjiLp+4cKFWLp0qV0+yx6ej8WmTZuQnp7u6CIRERERkZNhco6ypNVqMXjwYAwePBhardbmn7d9+3bMnz8fer0earXa6RN0psZaXFwcvv76a4waNQrr1q2zal/2bjzHxMSgY8eOqFq1Kt5//31s2bJFKkdu2fO8MsXg0qVLGDFiBNq0aYOpU6fi3r17Nv1cOaxcuRLt2rVDnTp10LVrVymRoYReXmq1GlevXkXNmjUxb9483Lp1y9FFstixY8fQsmVL9OrVCzt27ADgnAk607l94sQJhIWF4cSJE1bvy951/dKlSzFkyBAUKFDA5p9lD6ZYnDp1Cm+++Sa2bduG//77z9HFIiIiIiInw+QcOdyGDRvQvHlzfPPNN9Jk6s6coDM11k6fPo2IiAhs2bIFBw8eRJcuXTBr1qwc78+ejedVq1ZhwIABeOuttzBmzBhcvXoV33zzDZ48eWLTz5Xb8zGoW7cubt68iWLFimH69OmYP3++o4uXrRUrVmDQoEEYNGgQVq1ahaJFi2LLli1m10PGZJJer8eGDRuwYcMGu/Su3LlzJ+Li4rB582YsX74cCQkJZmVTarLL09MTpUuXRoMGDfDRRx9h+/btAORJ0On1esTExCAmJsamMTCd2ydPnkSdOnXQt29f9OvXz2afJ6clS5Zg0KBBWLduHd59910YDIZMPVrlOHd0Oh1WrlyJlStX2nyBFLVajfj4eLRq1Qo9e/bEkiVLULRo0UzbKfWaICIiIiJl4IIQ5FAXL17ErFmzMHLkSNy+fRurVq2CEAL9+/eHm5ubU87jo1arcf36dbRr1w5dunTBjBkzoFarsWzZMkyYMAFt27ZFuXLlHF3MTI4cOYKoqCjMmTMHPXv2BAA0btwYoaGh2L9/Pxo3buzYAuaAqddi69at0adPH2lOrSJFiuDu3bvQ6XRmiU6lzD124MABfPrpp1i6dCk6d+4MAEhNTcWGDRtw6tQpuLu7o0KFClCpVGbXhtFoxOnTpwEArVq1snk5a9euje7du6NcuXJYsGABjEYjhgwZAn9/f0UcxxcpVqwYihQpgsjISDx9+hSjRo2Cv78/atWqhVOnTqFy5cpW1zdGoxEXLlyQHtuKWq3G5cuXER4ejo8++gjTpk2DTqfD9u3bkZCQgMKFC6NRo0bw8fGxWRmsERsbi4EDB2L9+vVo164dzp8/j2+++QbHjh1DmTJlUKtWLQwYMEBKlObmPBJC4OrVq9JjWzt16hQqVaqEzz//HDqdDlOmTMHZs2dRqFAh1K1bF927d5flexERERGR62JyjrKk0+mwdu1aAEDnzp1t1mPLz88Pb731Frp164Zy5cphwIAB+P777wFAStA936BxhsaN0WhETEwMypYtiwkTJkiN/Zo1a0Kr1SqyR6DBYMA///yDsLAwNGzYEMCznkDly5dH1apVkZaWBgC5joW9ziuDwYANGzagWbNmGDdunPT8v//+i7Nnz6JOnToICwtD8+bN0apVK0WcU0ajEUajER9++CEaNWokPb9w4UKcO3cO27ZtQ5EiRfDaa6/hxx9/NEsiaTQaNG3aVHpsa0II7N+/H9HR0TAYDFiyZAny58+PPXv24PXXX8f06dNtXoac0ul0MBgMUKvVCAsLw+uvv445c+agb9++uHXrFrp3744vvvjC6uScRqOREqO2jIFer8f8+fORL18+hIaGAgDatm2Lf//9FykpKYiPj0f79u0xfvx4VKtW7aX7s8c1aTQa4ebmhoCAAGzatAmvv/46WrdujcqVK6NSpUq4fv06Fi5ciOvXryMqKirX16ObmxvatWsnPba1Y8eOSXN0Nm/eHHq9HlWrVsW5c+dw5MgRXLhwQZbvRURERESui8k5ypKtex6YEjtBQUH45JNP4OfnBwCYN28ehg4diu+//x5CCAwcOBAajQbJycnw8/NzisaNWq3Gm2++iaSkJOl7AUDFihXh5uaG27dv47XXXrN4f7ZuPAshoNFoUL9+fXh5eaFEiRIA/q9Rq9Vq8eDBAwDmc55ZEwt79WjRaDTo3Lkzbty4Ia2IM23aNERHR2PcuHEoXLgwVq1ahUuXLqFmzZoICgqyWVksIYSAWq1GnTp1UK5cOQQGBgIAOnTogH/++QcbN25Evnz5cObMGYwePRoxMTHo1KmT9H6NRoNatWrZrbxVq1ZFqVKlcP36dXz66afw8vLCxIkT4ebmhoEDB9qtHC/zfAJZq9WiQIECKF26NA4fPozOnTujd+/e+Omnn6DT6VCrVq1cJXI0Gg3CwsLkKvoLubm5YejQoXj69Cm+/PJLjBw5EpUrV8a6desQHByMc+fOoU2bNpg9ezZWrFjx0v3Zo65Xq9WoV68eNm7ciB49eqBixYoYN24cPv74Y3h7e+PBgweYNWsWduzYgX79+qFUqVK5+ky1Wo0qVarI9A1e7s0338SePXvw3XffQaVS4fvvv8err76K5ORkzJkzB9u2bcO5c+dQoUIFu5WJiIiIiJyLc40XJLsx9Txo166dTXoemBrMy5cvx7JlywAA6enp8Pf3x/z581G6dGmsXr0aS5Yswc2bN9G6dWtF9sbJihACdevWxYwZMwDAbE4llUplNgdSbGzsS1e8NDWer169apPGsykWu3btwrVr18zKbDAY8OjRIyQnJ0vbDxkyBBs3brTqs2x9XpkIIfDqq68iPDwcAJCYmIh79+5h8+bNmDZtGoYOHYoVK1Zg165duZpMXy6mGKxYsQKrV6+Wnu/duzf++OMP1KxZE6+//jpq166NtLQ0PH782FFFlXp+Pn36FHv37gXwbHi6RqOBl5cXTp48qZhFIkzHNTo6Gl9++SWAZ+fGxYsXAQCDBw9GcHAwmjZtipkzZ+Lnn392WFktIYSA0WhE2bJlMWrUKJQrVw6VKlXCV199hZCQEHh5eSEsLAyLFi2Sks8vY6+6fuXKlTh48CCWLVuGIUOGoEuXLvD29oYQAgUKFED79u1x/PhxxMfHy14GWytatCguXLiAL774Qqp7gGc9w3v16oVTp07h5MmTDi4lERERESkZk3OUJVPPgypVqthszre0tDT8+OOP2LNnDwDA3d0der0efn5+WLhwIcqWLYvly5ejZs2aSExMxJgxY2xSDjkIIaSE1v379/H48WNpEQWNRoO0tDSkpqZCo9FIPbkmTJiAt99++6UTltsjofX06VOsWrUKsbGxUpmNRiM0Gg0KFCiAgIAAAECTJk2wY8cOtG7d2qrPseV5lVUMUlNTAQABAQGYOnUqmjZtKiU49Ho9qlWrJjWkHS0tLQ0//PCDdD0AQLNmzaSejMCz71i2bFkUK1bM7L1CCCQlJSEpKUnWBO7zx/TevXt4/PgxHj16BODZvHNGoxHDhg3Dtm3bcOLECQwbNgyTJ09GTExMpon+HSUtLQ3r16+Xjmu7du3w77//omrVqvDz88PevXsxbtw4vPrqq1i/fr3VnyOEwN27d3H37l3Zk+imOKhUKty/fx8PHz5E+fLlMW/ePHz44YcIDg6WtgOe3eh47bXXpB6Y2bFXXR8TE4O//voLERERmDhxIipVqmS2jU6nQ40aNTKd29YwGo24efMmbt68Kfs0AhmviZSUFFSoUAExMTG4cuUKjh8/jgMHDkjbFy5cGLVq1ULBggVlLQcRERERuRhBskhOThYARHJysqOL4hSMRqMQQogjR44IX19f8fPPP0uvGQwGIYQQly9fFh4eHqJWrVpCp9MJIYT0X6XYsmWLOHHihPT3hg0bRHh4uChTpoxo27at+O6774QQz77vo0ePRJkyZcSRI0fE1KlThY+Pjzh06JCjii7JLhZCCNG0aVOxYsUK0aZNG1G+fHmRnp4uhBBCr9fbvaxZeVkMli5dKoT4v+9pMmHCBBEeHi7u3r1r1/Jm5UUxeL7Mjx8/Fq1atRL16tXLdOzT0tLEpEmTxKRJk0RaWlquy5PdMW3Tpo1Yt26d+O2334RKpRKBgYHi8OHD0rafffaZuHTpUq7LIIeMx3Xbtm3ixIkTQqVSiQYNGog7d+5I2549e1aqe6whdwyEeHEcSpcuLVq3bi1Wr16d5fs++ugjERkZqYj/Hz0fg/z584tff/010zZPnjwRrVu3Fs2aNctVDEwcEYs1a9aIffv2CY1GIxo3bizWrl0rLl++LMaNGyeKFi0q4uPjZSkHERERETkXS3NFnHOOsmQ0GnH79m0Az1a4zG2PCpFh8QDT43LlyqFp06b4448/0Lp1a2kFynv37qF9+/YoV64c9u3bBzc3N+j1ertM7m2pO3fuYMiQIahfvz4+/vhjPH36FD179sTYsWPh5uaG+Ph4fPDBB7h79y7GjRsHHx8f5MuXDx988AFOnjyJv/76CzVq1LB7uS2Nhfj/PUSSkpLQs2dPhISE4MyZM9BqtVbHQu7zypIYDB48GP/995+0MMSZM2ewbt06zJ8/H/v27ZN6BdqTpTFQqVR48uQJdu/ejblz5yIhIQGHDx+WejY+f/zkmovwZcf0+vXr6NatG95//33Mnz8fderUQdWqVaXyOLKH68uO69atWzF37lwcPHgQwcHBCAwMlN5jmg8sNytEe3t75/5L/H+WxKFXr164fv06xo8fD+DZuR0TE4MlS5bgzz//lHrpZseedX2zZs3w+++/o2XLlgCAJ0+eIDY2FnPmzEFiYiKOHDkCtVqd61W6VSoV/P39zT4/N7KLhUajQXx8PHr06IGFCxfizJkz6N27N4YNG4ZXXnkFRqMRmzdvRvHixXNdDiIiIiJyXSohbDgrex6SkpICPz8/JCcnW9QgUrr09HRERUUBeDb80t3dXZb9fv311zAajejYsaM0fGnp0qUYMWIETp48iTJlykjb9uvXDwsWLJCGuyopMWdy7NgxDBgwAOHh4fD390daWhpmzZoF4Nk5sWrVKnz00UdYtGgRunTpgsDAQDx58gRHjx5F5cqVLfoMuRvPJpbEIi0tDV27dsX9+/fx22+/5TpJaovzytIYLFmyBC1atEDfvn1x6dIlrF69GlWrVs315+eGJTG4ffs2li5dioSEBMydO9cuiersjmlycjLWrFmDsWPHYtasWRgwYIDNymGtFx3X4cOH4+TJkyhbtqyDS2iZnJzbzZs3x/vvv48rV67gxx9/lFZyfRlH1vW3bt3CvHnzcOfOHSxZskSRN2FMXhaLlStXYuTIkfj111/RoEEDXL9+HampqShatCgKFSrk4NITERERkaNYnCuybQe+vMPVhrWmp6eLr7/+Wnz99dfSMMbcevLkiRg7dqzw8/MTDRs2FL179xb37t0TqampomvXrmLQoEEiPT0909BVpQ1lzejo0aPijTfeEMHBwWLw4MFmryUlJYlevXqJzp07CyGEWLt2rThz5kyO9m+LIVqWxML0WVeuXJGGUeY2FrY4r4SwLAZdunQRQghx6tQpcePGDdk+21o5iUFycrI0PNBew4mzO6b3798XvXv3Fl26dBHp6emZhgw70suO6wcffCDruWdrOTm3jx8/Lq5fv56j/Tuqrjed2w8ePJDOH2ev63v27Ck6d+7sVOcXEREREdmWpbkihy4IsWjRIlSpUgW+vr7w9fVF7dq1sW3bNun1p0+fYvDgwXjllVeQL18+tG/fHnfu3DHbR3x8PFq0aAFvb28EBgZi9OjR0Ov1Ztvs3r0b1atXh4eHh7TIQEYLFixAyZIl4enpifDwcBw6dMgm39lZaLVaDB8+HMOHD5dtuJyXlxdmzpyJM2fOoFOnTjhx4gTq1KmDAQMGICkpCdevX0daWhrc3NzMJlRXYi+K51WvXh1Lly6FSqVCbGys2eqffn5+KFKkCM6dO4f09HR06tQJFStWzNH+TUO0/P39ZRmiBVgeCwAoXbo0NBoNDAZDrmNhi/MKsCwGZ8+eRXp6OipXrizLpPO5lZMY5M+fHyqVCkIIaDQau5Qvu2NaoEABBAUF4dy5cwDkGTool5cd1/j4eOm4CifoOG7puZ2WlobQ0FCzBUQs4ci63vQdTOe2s9f1RYsWxfnz5x1XQCIiIiJyWg5NzhUrVgwzZ87E0aNHceTIETRs2BBt2rTB2bNnAQAjRozAr7/+Kq3oeevWLbRr1056v8FgQIsWLZCeno79+/djxYoVWL58OT799FNpm7i4OLRo0QINGjTAiRMnMHz4cPTt2xc7duyQtlm3bh1GjhyJSZMm4dixY6hatSoiIyNx9+5d+x2MPKRYsWLo168fjh49ipEjR6JAgQLYunUrtm7dijlz5gBQVmPfElWqVMEvv/wCrVaLOXPm4OTJk9Jr//33HwICAl66KuuL2CqhBWQfi7lz5wL4v1jYKylkLVvGwJZyEoMXXRd6vR6//PILfvnll0w3J3LjZce0UKFCSE9Pl+3z5GTvekav12PDhg3YsGGDrDEALDu35f5MOchxbltDr9cjJiYGMTExdo+Fkq8JIiIiIlIuxc05V7BgQcyaNQvvvvsuAgICsGbNGrz77rsAgAsXLuD111/HgQMHUKtWLWzbtg0tW7bErVu3ULhwYQDA4sWLMXbsWCQmJsLd3R1jx47Fli1bcObMGekzOnXqhKSkJGzfvh0AEB4ejpo1a2L+/PkAns3xVbx4cQwdOlSaRP5lXG3OOVsTGSYNP3z4MBYsWIDExESsXbvWaY/h8ePH0b17dzx58gQRERHw8PDA+vXr8fvvv1s8B5S9vSwWpl5bziIvxsBW84aZOOMxBexbz9g6BoBzxsER9QtjQURERERKYWmuyKE9555nMBgQExODx48fo3bt2jh69Ch0Oh0aN24sbRMSEoISJUrgwIEDAIADBw6gcuXKUmIOACIjI5GSkiL1vjtw4IDZPkzbmPaRnp6Oo0ePmm2jVqvRuHFjaZuspKWlISUlxeyfK7FlzwMgcy+JmjVr4oMPPsg0VMjZVKtWDWvWrIFarUZsbCxKliyJo0ePKrqx9rJYOEuPFpO8GAONRoOGDRuiYcOGNunh6IzHFLBvPaPRaNC0aVM0bdrUZr1MbREHR9f1tkj8azQatGrVCq1atXKqWBARERFR3uXw5Nzp06eRL18+eHh4YODAgdi0aRMqVKiAhIQEuLu7w9/f32z7woULIyEhAQCQkJBglpgzvW56LbttUlJSkJqaiv/++w8GgyHLbUz7yMqMGTPg5+cn/StevLhV31+pjEYjLly4gAsXLsBoNFq9HyEE7t69i7t372Y7v5MQAuHh4ahWrRquXbtm9ecpQeXKlRETE4OQkBD06dMHwcHBudqfXI3n9PR0TJ8+HdOnT8922JUtYyHXefUycsdALpYOfcxpDDQaDSIiIhAREWF1MiI9PR2TJ0/G5MmTszw/lHpMAWXUMxqNBrVq1UKtWrVylRB62fUudxzkuiZfdv6Y2KOu12g0CAsLQ1hYWK5iYTAYcPToURw9ehQGgyHT60q+JsixLL0eiIiIiEwcPvvya6+9hhMnTiA5ORnr169Hjx49sGfPHkcX66XGjx+PkSNHSn+npKS4VILO1PPA9NhaOp0OCxcuBJD98CKVSoUlS5bg77//xvfff2/15ylFWFgYfvnlF3h6euZ6X6bGs+mxtdzd3TFx4sSXbmfLWMh1XllCzhjIxWg04vTp0wAgHYesOOJ6sCQ2SjymgGvVM5Zc73LGQc5r0tvb+6XbOEMMTExJvuwo9ZogIiIiIufi8OScu7s7ypYtC+DZj9zDhw9jzpw56NixI9LT05GUlGTWe+7OnTsICgoCAAQFBWVaVdW0muvz22Rc4fXOnTvw9fWFl5cXNBoNNBpNltuY9pEVDw8PeHh4WPelnYAljRJLWdJgA4BGjRrhzJkzKFOmjCyf62hyNdbsmdAysVUs5DqvhBBITEwEAAQEBLxwaJzSGsymoY+mx9nJSQyEEHjy5AmAZ9ebNUMFLY2N0o6piaPrGSEEkpOTAfzfCqTWsPR6l7N+keOadHd3x5gxYyza1tZ1vaX1g1yUek0QERERkfNweHIuI6PRiLS0NISFhUGr1SI2Nhbt27cHAFy8eBHx8fGoXbs2AKB27dqYPn067t69i8DAQADAzp074evriwoVKkjbbN261ewzdu7cKe3D3d0dYWFhiI2NRdu2baUyxMbGYsiQIfb4yi4tJw02Z0nK6fV6/PzzzwCANm3awM3NtpeRnIlSSyk9Fpb2lFIa09BHS+QkBjqdDrNmzQLgXMdDLkqoZ3Q6HWbPng0gdzFwxPVub7auX+SqH+yd5CMiIiKivMuhybnx48ejWbNmKFGiBB4+fIg1a9Zg9+7d2LFjB/z8/NCnTx+MHDkSBQsWhK+vL4YOHYratWtLjdsmTZqgQoUK6NatGz7//HMkJCTg448/xuDBg6VebQMHDsT8+fMxZswY9O7dG3/88Qd++OEHbNmyRSrHyJEj0aNHD9SoUQNvvPEGZs+ejcePH6NXr14OOS5KwEbJi1k6NFFp9Hq9lKhu3ry5zZOKWZHzvLK0pxRZhtd87mm1WkcXIcdcNe5y1A/OehOAiIiIiJyPQ5Nzd+/eRffu3XH79m34+fmhSpUq2LFjB95++20AwNdffw21Wo327dsjLS0NkZGR0g9l4FkPg82bN+ODDz5A7dq14ePjgx49emDq1KnSNqVKlcKWLVswYsQIzJkzB8WKFcO3336LyMhIaZuOHTsiMTERn376KRISEhAaGort27dnWiQiL2Gj5MVyMjRRDnI1no1GI44dOwYAUvntTa7zKic9pZRErqGPGbm7u2Py5Mm52gev+dyxdE7Hl7F3skyuuNu7R3F25KwfeBOAiIiIiOzBocm57777LtvXPT09sWDBAixYsOCF2wQHB2catppR/fr1cfz48Wy3GTJkCIexZiBHo0RJDTa55GRoohzkajxrNBo0bNhQeuwoebmxK9fQR1tx1ti4Uj3jiCSpHHF31h7F2XHWmwBERERE5HyctwVDNiVXo8QVG2yOIEfjWaPRICIiQobSWI+NXeUOfXTm2LhaPWPPJKlccbd3j2IiIiIiIlfC5BzZlCs22Gw1NPFFnDlpYivO2lNKrqGPGen1evz+++8AgMaNGzvN8ZCLEuoZueZ0dNbr3d49irPjrPUDEREREeVd/MVKNqWkBptclD408UWEEHjy5AmAZz1znHnid1frKZVbRqMRBw8eBABp6HJeooR6RglzOtIzctUPTPIRERERkb3wlyZliY2S7Cl1aGJ2dDodZs2aBcBxSUW5zisl9JRSEo1Gg7p160qPrcFrPneUMqdjTskVd3v3KM6OXPUDbwIQERERkb2w9UVZkqtRoqQGm1xsNTTxRVwpaSLXeaWEnlLWkGvoY0YajQaNGjXK1T6cORGhhHpGrjkd7X29yxV3JfUolqt+4E0AIiIiIrIX523lk03J1ShRUoPNWcnVeHZ3d8fkyZNlKpV18npjV8lDH505Nq5Uz9g7SSpn3J2xR3F2nPUmABERERE5HybnKEtyNkpcrcFmb86cNMlIrvNKCT2lrGGroY9CCOh0OgDPrjdrjoezJyIcXc/INaejva93ueJu7x7F2XHW+oGIiIiI8i6VEEI4uhCuICUlBX5+fkhOToavr6+ji0M2ZKuhiWS59PR0REVFAXD+nlJy4PFwPMZAOeSKBZN8ZC3WB0RERGRiaa5IbccykRMRQiApKQlJSUlg/tacaWjisWPHYDQaHV0ci+n1emzfvh3bt2+HXq93SBnkPK+0Wq3De0u5El7zeZOrxl2O+sE0XHr27NlSz1QiIiIiIltglx/KkivN4SQ3e6/KKFfvDaPRiIMHDwKAVH57k+u8UtIQupyQa+hjRlqtFhMmTJAeW4PXfO7INaejvXtryRV3JfUolrN+4A0AIiIiIrIHJufoheRolCipwSYXuVZltJRcjWeNRoO6detKjx0lLzd2dTodZs2aBUDeBJhKpZJlX84aG1eqZxyRJJUj7kpe7MRaznoTgIiIiIicj/O2YMim5GqUuGKDzRHkaDxrNBo0atRIhtJYj41d5XLm2LhaPWPPJKlccbd3j2IiIiIiIlfC5BzZlCs22Gw1NPFFnDlpYivO2lNKrqGPGRkMBuzevRsAUL9+fZe51iylhHpGr9fj999/BwA0btzY6nPSWa93e/cozo6z1g9ERERElHfxFyvZlJIabHKx1dBEWxNCSJOaa7Vap1550NV6SuWWwWDAvn37AAB169bNk8k5R9czSpjTkZ6Rq35gko+IiIiI7IW/NClLbJS4Hp1Oh6ioKACOSyrKdV4poaeUkqjVatSqVUt6bA1e87mjlDkdc0quuNu7R3F25KofeBOAiIiIiOyFrS/KklyNEiU12ORiq6GJL+JKSRO5zisl9JSyhlxDHzNyc3PLdfLAmRMRSqhn5JrT0d7Xu1xxV1KPYrnqB94EICIiIiJ7cd5WPtmUXI0SJTXYnJVcjWetVosJEyZIjx0hrzd2lTz00Zlj40r1jL2TpM4cd1tz1psAREREROR8mJyjLLFRohxyNZ5VKpXDkxZynVdK6CllDSUPfeQ1nztyzelo72SZXHG3d4/i7Dhr/UBEREREeZdKCCEcXQhXkJKSAj8/PyQnJ8PX19fRxSEbstXQRLJcenq6w+fPUxIeD8djDJRDrlgwyUfWYn1AREREJpbmiqybOZxcnhACjx8/xuPHj8H8rTnT0MSDBw/CaDQ6ujgWMxgMiI2NRWxsLAwGg0PKwPNKuRibvIlxfzHTcOlZs2ZJvSKJiIiIiGyBXX4oS640h5Pc7D00Ua7eGwaDAfv27QMA1K1b1yHDKuU6r5Q0hC4n5Br6mJFWq8Xo0aOlx9bgNZ87cs3paO/eWnLFXUk9ip21fiAiIiKivIvJObIpJTXY5CLXqoyWkqvxrFarUatWLekx2Z9Op7PJUCeVSgUfHx9Z9uWMlFDPyDWno7MmSZW82Im1mOQjIiIiIntx/kwJ2YRcjRJXbLA5Kzc3N7us/pgdNnaVy5ljw3rGenLFXcmLnRARERERKR2Tc2RTrthgs9XQxBdx5qSJrSihp5Q15Br6mJHBYMBff/0FAKhTp47LXGuWUkI9YzAYsHv3bgBA/fr1rS6Hs17v9u5RnB1nrR+IiIiIKO/iL1ayKSU12ORiq6GJZDln7Skl19DHjAwGA/744w8AQK1atfJkcs7R9YwS5nSkZ+SqH5jkIyIiIiJ74S9NyhIbJa4nPT3d4UlFuc4rJfSUUhK1Wo3q1atLj63Baz53nHVOR7nibu8exdmRq35w1psAREREROR82PqiLMnVKFFSg00uthqa+CKulDSR67xSQk8pa8g19DEjNzc3tG7dOlf7cOZEhBLqGbnmdLT39S5X3JXUo1iu+oE3AYiIiIjIXpy3lU82JVejREkNNrnYamjii8jVeNZqtRg9erT02BHyemNXyUMfnTk2rlTP2DtJ6sxxtzVnvQlARERERM6HyTnKEhslyiFX41mlUsHHx0euYllFrvNKCT2lrKHkoY+85pXB3skyueJu7x7F2XHW+oGIiIiI8i6VEEI4uhCuICUlBX5+fkhOToavr6+ji6MYrthIstXQRLKcEubPU5L09HTMmjULADB69Og8dzyUUM/wnFQOuWKhhPOKnBPrAyIiIjKxNFfEnnOUJbkaJfYeAmoPSh6amB2DwYC//voLAFCnTh2HlJuNXdsxHVdrOXNsXLGesRdnjrutudJwaSIiIiJSNibnKEtslLyYvYcmytV4NhgM+OOPPwAAtWrVckhyTq7zSklD6JRAq9Vi+PDh0mNr8JrPHbnmdLR3skyuuCupRzHrByIiIiJyNkzOkU0pqcEmF7lWZbSUXI1ntVqN6tWrS4+dmbP2lLLVUCeVSgV/f39Z9uWMlFDPyDWno7MmSZXUo1iu+oFJPiIiIiKyFybnKEtyNUqU1GDL69zc3NC6dWuHloGNXeVy5tiwnrGeXHFX8mIn1nLWmwBERERE5HyYnKMsydUoccUGm705c9IkI7nOKyX0lLKGXEMfMzIYDDh8+DAAoGbNmlYdD2dORCihnpFrTkd7X+9yxd3ePYqz46z1AxERERHlXUzOkU0pqcEmF3uvwubMSRNbcdaeUnINfczIYDBg+/btAIDq1as7zfGQixLqGbnmdOT1nnty1Q9M8hERERGRvTA5R1lio8T1pKenY9asWQCA0aNHOyQBINd5pYSeUkqiVqtRuXJl6bE1eM3njrPO6eiKcZerfnDWmwBERERE5HyYnKMssVHyYrYamvgicjaeTatAOopc55USekpZQ66hjxm5ubmhffv2udoHr/nckWtOR3sny+SKu717FGdHrvqBNwGIiIiIyF4c+mtzxowZqFmzJvLnz4/AwEC0bdsWFy9eNNumfv36UKlUZv8GDhxotk18fDxatGgBb29vBAYGYvTo0dDr9Wbb7N69G9WrV4eHhwfKli2L5cuXZyrPggULULJkSXh6eiI8PByHDh2S/Ts7C1OjpFatWrlqlKSnp2Py5MmYPHky0tPTZSyh45iGJvr4+EClUtn880yN53379sFgMFi9H61Wi+HDh2P48OEOm7tOrvPKWZmGPv7xxx+5iqUtOHNsXKmeket6t5Qzx93WTEm+pk2bws2N9zKJiIiIyHYc+mtzz549GDx4MGrWrAm9Xo8JEyagSZMmOHfunNm8TP369cPUqVOlv729vaXHBoMBLVq0QFBQEPbv34/bt2+je/fu0Gq10l38uLg4tGjRAgMHDsTq1asRGxuLvn37okiRIoiMjAQArFu3DiNHjsTixYsRHh6O2bNnIzIyEhcvXkRgYKCdjohyOGvPJFckV+8NlUoFf39/mUplnbx+Xil56GNej41S2Lu3llxxt3ePYiIiIiIiV6ISQghHF8IkMTERgYGB2LNnDyIiIgA86zkXGhqK2bNnZ/mebdu2oWXLlrh16xYKFy4MAFi8eDHGjh2LxMREuLu7Y+zYsdiyZQvOnDkjva9Tp05ISkqSJlEPDw9HzZo1MX/+fACA0WhE8eLFMXToUIwbN+6lZU9JSYGfnx+Sk5Ph6+ubm8PgUoQQePLkCYBnSVV79DSzNVsNTSTLKWkInRKkp6dLdeTw4cPz3PFQQj2jhDkd6RnWD+RoPAeJiIjIxNJckaK6biQnJwMAChYsaPb86tWrUahQIVSqVAnjx4+XGmEAcODAAVSuXFlKzAFAZGQkUlJScPbsWWmbxo0bm+0zMjISBw4cAPDsR9TRo0fNtlGr1WjcuLG0TUZpaWlISUkx+0eZ2XsIqD0oeWhidgwGAw4ePIiDBw86VbnJMk+ePDGrG/MSpdQzOp3O4fM6knxcabg0ERERESmbYiZRMRqNGD58OOrUqYNKlSpJz3fp0gXBwcEoWrQoTp06hbFjx+LixYvYuHEjACAhIcEsMQdA+jshISHbbVJSUpCamooHDx7AYDBkuc2FCxeyLO+MGTMwZcqU3H1pBeNd3xdT8tDE7BgMBqmnaPXq1R3S40+u84pD6MxptVoMGjRIemwNXvO5Y5rT0fTYWcgVdyX1KGb9QERERETORjHJucGDB+PMmTP4888/zZ7v37+/9Lhy5cooUqQIGjVqhH/++QdlypSxdzEl48ePx8iRI6W/U1JSULx4cYeVR6mU1GCTi1yrMlpKrsazWq1G5cqVpcfOzNRTytnYauijSqXKk3NjmiihnpFrTkdnTZKaehQDQK1atRxa18tVPzDJR0RERET2oojk3JAhQ7B582bs3bsXxYoVy3bb8PBwAMCVK1dQpkwZBAUFZVpV9c6dOwCAoKAg6b+m557fxtfXF15eXtBoNNBoNFluY9pHRh4eHvDw8LD8SzoZuRolSmqw5XVubm5o3769Q8vAxi4UO+zRmWPDesZ6csXdWXsUZ8dZbwIQERERkfNxaHJOCIGhQ4di06ZN2L17N0qVKvXS95w4cQIAUKRIEQBA7dq1MX36dNy9e1fqObJz5074+vqiQoUK0jZbt24128/OnTtRu3ZtAIC7uzvCwsIQGxuLtm3bAng2zDY2NhZDhgyR46s6HbkaJa7YYLM3Z06aZCTXeaWEnlLWsNXQR4PBINWNoaGhVh0PZ05EKKGeMRgMOHz4MACgZs2aVp+T9r7e5Yq7vXsUZ8dZ6wciIiIiyrscmpwbPHgw1qxZg59//hn58+eX5ojz8/ODl5cX/vnnH6xZswbNmzfHK6+8glOnTmHEiBGIiIhAlSpVAABNmjRBhQoV0K1bN3z++edISEjAxx9/jMGDB0s92wYOHIj58+djzJgx6N27N/744w/88MMP2LJli1SWkSNHokePHqhRowbeeOMNzJ49G48fP0avXr3sf2BciJIabHKx96qMzpw0sRVn7Skl19DHjAwGA3799VcAz4b/O8vxkIsS6hm55nTk9Z57ctUPTPIRERERkb04NDm3aNEiAED9+vXNno+OjkbPnj3h7u6O33//XUqUFS9eHO3bt8fHH38sbavRaLB582Z88MEHqF27Nnx8fNCjRw9MnTpV2qZUqVLYsmULRowYgTlz5qBYsWL49ttvERkZKW3TsWNHJCYm4tNPP0VCQgJCQ0Oxffv2TItE5BVslGRPqUMTs5Oeno7Zs2cDAIYPH+6QuazkOq+U0FNKSdRqNUJCQqTH1uA1nzvOOqejK8ZdrvrBWW8CEBEREZHzcfiw1uwUL14ce/bseel+goODMw1bzah+/fo4fvx4ttsMGTIkzw5jzYiNkhez96qMcjaenzx5IlexrCLXeaWEnlLWkGvoY0Zubm7o1KlTrvbBaz535JrT0d7JMrnibu8exdmRq37gTQAiIiIishdFLAhByiNXo0RJDTa52Gpo4ovI1XjWarUYNGiQ9NgR8npjV66hj7bgzLFxpXrG3klSOePujD2Ks+OsNwGIiIiIyPkwOUdZkrNR4moNNnuTq/GsUqmkRVMcJa83dpU89NHZY+Mq9Yy9k6Ryxd3ePYqJiIiIiFyJSrxsbClZJCUlBX5+fkhOToavr6+ji6MYQggkJycDeLbQh0qlcnCJcs9WQxPJcq7UU0oOOp0OCxYsAPBsoZ28lhxRQj2jhDkd6RnWD+Ro6enpiIqKAgBMmDCB5yAREVEeZmmuiD3nyKbsPQTUHpQ8NDE7BoMBJ06cAACEhoY6TblfxFV6SslBCIGkpCTpcV6jlHrG0XM60v+Ro35gko+IiIiI7IXJOcoSGyUvpuShidkxGAz49ddfAQCVK1d2SHJOrvOKQ+jMubm5oV+/ftJja/Cazx0lzOloDbnirqQexXLWD7wJQERERET2wOQcvZAcjRIlNdjkIteqjJaSq/GsVqsREhIiPXYUOc4rpfSUyilbDX1Uq9V49dVXc70fZ01EKKGekWtOR0ckSeWq65XSo1iu+oE3AYiIiIjIXpicoyzJ1ShRUoPNmcnReHZzc0OnTp1kKI312NhV7tBHZ46Nq9Uz9kySyhV3Z+1RnB1nvQlARERERM6HyTnKklyNEldssNmbMydNMpLrvFJCTylr2Groo9FoxJkzZwAAlSpVsupac+ZEhBLqGbnmdLT39S5X3O3dozg7zlo/EBEREVHexeQc2ZSSGmxysfeqjM6cNLEVZ+0pJdfQx4z0ej02btwIAAgJCclz88UpoZ6Ra05HXu+5J1f9wCQfEREREdkLk3OUJTZKsqfUoYnZ0el0WLBgAQBg8ODBDumFJ9d5pYSeUkqiUqlQunRp6bE1eM3njlLmdMwpV4y7XPWDs94EICIiIiLnw+QcZYmNkhez96qMcjWehRBISkqSHjuCXOeVEnpKWUOuoY8ZabVadO/ePVf74DWfO3LN6WjvZJlccbd3j+LsyFU/8CYAEREREdkLk3OUJbkaJUpqsMnFVkMTX0TOhFa/fv2kx46Q1xu7cg19tAVnjo0r1TP2TpLKGXdn7FGcHWe9CUBEREREzofJOcqSnI0SV2uw2ZtcjWe1Wo1XX31VrmJZJa83dpU89NHZY+Mq9Yy9k6Ryxd3ePYqJiIiIiFyJSjhqfJuLSUlJgZ+fH5KTk+Hr6+vo4iiGEAKJiYkAgICAAKvnw1ISWw1NJMu5Uk8pOeh0OixZsgQA0L9//zyXHFFCPaOEOR3pGdYP5Gjp6emIiooCAEyYMIHnIBERUR5maa6IPefIpuw9BNQelDw0MTtGoxFnzpwBAFSqVElxPbdyylV6Ssnh+eRUXrzfooR6RglzOtL/kaN+YJKPiIiIiOyFyTnKEhslL6bkoYnZ0ev12LhxIwAgJCTEITGV67ziEDpzbm5u6Nmzp/TYGrzmc0cJczpaQ664K6lHsZz1A28CEBEREZE9OE8LguxOjkaJkhpscpFrVUZLydV4VqlUKF26tPTYUeQ4r5TQU8oathr6qFarUbJkyVzvx1kTEUqoZ+Sa09ERSVK56nql9CiWq37gTQAiIiIishcm5yhLcjVKlNRgc2ZyNJ61Wi26d+8uQ2lyV4a83NhV8tBHZ46Nq9Uz9kySyhV3Z+1RnB1nvQlARERERM6HyTnKklyNEldssNmbMydNMpLrvFJCTylr2Groo9FoxKVLlwAA5cuXt+pac+ZEhBLqGbnmdLT39S5X3O3dozg7zlo/EBEREVHexeQc2ZSSGmxysfeqjM6cNLEVZ+0pJdfQx4z0ej1iYmIA5M2VAZVQz8g1pyOv99yTq35gko+IiIiI7IXJOcoSGyUvpuShidnR6XRYsmQJAKB///4O6YUn13mlhJ5SSqJSqVC8eHHpsTV4zeeOUuZ0zClXjLtc9YOz3gQgIiIiIudjVXKuR48e6NOnDyIiIuQuDykEGyUvZu9VGeVqPAshkJiYKD12BLnOKyX0lLKGXEMfM9JqtejTp0+u9sFrPnfkmtPR3skyueJu7x7F2ZGrfuBNACIiIiKyF6syC8nJyWjcuDGCg4PRq1cv9OjRwyZDtchx5GqUKKnBJhdbDU18ETkTWj179pQeO0Jeb+zKNfTRFpw5Nq5Uz9g7SSpX3J21R3F2nPUmABERERE5H6ta6D/99BMSExOxatUqrFixApMmTULjxo3Rp08ftGnTxqkbRvSMXI0SV2yw2ZtcjWe1Wo2SJUvKVCrr5PXGrpKHPjpzbFypnrF3klSuuNu7RzERERERkStRCRlaMseOHUN0dDS+/fZb5MuXD++//z4GDRqEcuXKyVFGp5CSkgI/Pz8kJyfD19fX0cVRDKPRiNu3bwMAihQp4nQ9crJiq6GJZDlX6iklB51Oh+joaABAr1698tzxUEI9o4Q5HekZ1g/kaOnp6YiKigKQNxfpISIiov9jaa4o17e3b9++jZ07d2Lnzp3QaDRo3rw5Tp8+jQoVKuDzzz/HiBEjcvsR5MTsPQTUHpQ8NDE7RqMRly5dAgCUL1/eqZOKrtRTSg5CCNy6dUt6nNcooZ5RwpyO9Ixc9QOTfERERERkL1Yl53Q6HX755RdER0fjt99+Q5UqVTB8+HB06dJFygRu2rQJvXv3ZnLOSbFR8mJKHpqYHb1ej5iYGACOu5Mv13nFIXTm3Nzc0KVLF+mxNXjN544S5nS0hlxxV1KPYrnqB94EICIiIiJ7sepXa5EiRWA0GtG5c2ccOnQIoaGhmbZp0KAB/P39c1k8chS5GiVKarDJRa5VGS0lV+NZpVKhePHi0mNHkOu8UkJPKWvYauijWq1G+fLlc7UPZ05EKKGekWtOR3snSeWKu5J6FMtVP/AmABERERHZi1W/Nr/++mt06NABnp6eL9zG398fcXFxVheMHEuuRomSGmzOSq7Gs1arRZ8+fWQqlXXyemNXyUMfnTk2rlTP2DtJKlfcnbVHcXac9SYAERERETkfq36J79q1C23bts2UnHv8+DGGDh2KZcuWyVI4chy5GiWu2GCzN2dOmmQk13mlhJ5S1rDV0Eej0SjdDClVqpRVx8OZExFKqGfkmtPR3te7XHG3d4/i7Dhr/UBEREREeZdVv/xXrFiBmTNnIn/+/GbPp6amYuXKlUzOkURJDTa52HtVRmdOmtiKs/aUkmvoY0Z6vR6rVq0CkDdXBlRCPSPXnI683nNPrvqBST4iIiIispccJedSUlIghIAQAg8fPjTrOWcwGLB161YEBgbKXkiyPzZKXkzJQxOzo9PpEB0dDQDo1auXQyb8l+u8UkJPKSVRqVQICgqSHluD13zuKGFOR2u4Ytzlqh+c9SYAERERETmfHCXn/P39oVKpoFKpspx8XKVSYcqUKbIVjhyHjZIXs/eqjHI1noUQuHXrlvTYEeQ6r5TQU8oacg19zEir1WLgwIG52gev+dyRa05HeyfL5Iq7vXsUZ0eu+oE3AYiIiIjIXnKUWdi1axeEEGjYsCE2bNiAggULSq+5u7sjODgYRYsWlb2QZH9yNUqU1GCTi62GJr6IXI1nNzc3dOnSRXrsCHm9sSvX0EdbcObYuFI9Y+8kqVxxd9Yexdlx1psAREREROR8ctRCr1evHgAgLi4OJUqUcLoGHFlOrkaJKzbY7E2uxrNarc6yx6s95fXGrpKHPjpzbFypnrF3klSuuNu7RzERERERkStRCQtbMqdOnZKG2Jw6dSrbbatUqSJL4ZxJSkoK/Pz8kJycDF9fX0cXRzGMRiPi4+MBACVKlHCJ+YxsNTSRLOdKPaXkoNPpsHr1agBA165d89zxUEI9o4Q5HekZ1g/kaOnp6YiKigKgvF7SREREZF+W5oosvr0dGhqKhIQEBAYGIjQ0FCqVKsseCiqVCgaDwbpSk8ux9xBQe1Dy0MTsGI1GxMXFAQBKlSrl1ElFV+opJQchBK5duyY9zmuUUM8oYU5Hekau+oFJPiIiIiKyF4uTc3FxcQgICJAek2tjo+TFlDw0MTt6vR6rVq0C4LikolznFYfQmXNzc0OHDh2kx9bgNZ87SpjT0RpyxV1JPYrlqh94E4CIiIiI7MXiX63BwcFZPibXJFejREkNNrnItSqjpeRqPKtUKgQFBUmPHUGu80oJPaWsYauhj2q1GhUrVszVPpw5EaGEekauOR3tnSSVK+5K6lEsV/3AmwBEREREZC9WtWBWrFiBLVu2SH+PGTMG/v7+ePPNN3H9+nWL9zNjxgzUrFkT+fPnR2BgINq2bYuLFy+abfP06VMMHjwYr7zyCvLly4f27dvjzp07ZtvEx8ejRYsW8Pb2RmBgIEaPHg29Xm+2ze7du1G9enV4eHigbNmyWL58eabyLFiwACVLloSnpyfCw8Nx6NAhi7+LqzE1Snr27JmrRompwRYTE5MpJmQZU+M5MTExV41nrVaLgQMHYuDAgQ7rFSXXeeWsTEMfb926pbgEmDPHxpXqGbmud0vJFXdTj+LixYs7VY/i7JiSfCVLlnSJG0tEREREpFxW/RKPiorCokWLAAAHDhzA/PnzMXv2bGzevBkjRozAxo0bLdrPnj17MHjwYNSsWRN6vR4TJkxAkyZNcO7cOfj4+AAARowYgS1btuDHH3+En58fhgwZgnbt2uGvv/4CABgMBrRo0QJBQUHYv38/bt++je7du0Or1UqT8cbFxaFFixYYOHAgVq9ejdjYWPTt2xdFihRBZGQkAGDdunUYOXIkFi9ejPDwcMyePRuRkZG4ePEiAgMDrTlMTk2ungfOOgRUSVyp94Zc55USekpZw1ZDH41GI/79918AQLFixaw6Hs7aGxFQRj0j15yO9r7e5Yq7vXsUZ8dZ6wciIiIiyrssXq31ed7e3rhw4QJKlCiBsWPH4vbt21i5ciXOnj2L+vXrS0NkcioxMRGBgYHYs2cPIiIikJycjICAAKxZswbvvvsuAODChQt4/fXXceDAAdSqVQvbtm1Dy5YtcevWLRQuXBgAsHjxYowdOxaJiYlwd3fH2LFjsWXLFpw5c0b6rE6dOiEpKQnbt28HAISHh6NmzZqYP38+gGc/7osXL46hQ4di3LhxLy07V2vNO7gqo+NxJTxzPB6Oxxgoh1yxYJKPrMX6gIiIiEwszRVZ9UszX758uHfvHgDgt99+w9tvvw0A8PT0RGpqqjW7BAAkJycDAAoWLAgAOHr0KHQ6HRo3bixtExISghIlSuDAgQMAnvXcq1y5spSYA4DIyEikpKTg7Nmz0jbP78O0jWkf6enpOHr0qNk2arUajRs3lrbJKC0tDSkpKWb/XInRaMSFCxdw4cIFGI1GRxdHUZQ8NDE7Op0Oy5cvx/Lly6HT6RxSBrnOK1ccQpcbKpUKBQsWRMGCBa0+Hrzmc8c0p2NQUJBTnZOuGHe56gdXGi5NRERERMpm1ZiZt99+G3379kW1atVw6dIlNG/eHABw9uxZq4fHGI1GDB8+HHXq1EGlSpUAAAkJCXB3d4e/v7/ZtoULF0ZCQoK0zfOJOdPrptey2yYlJQWpqal48OABDAZDlttcuHAhy/LOmDEDU6ZMseq7OgMlTe6tNPZelVGu3htCCFy7dk167AhynVdKGkKXE3INfcxIq9Vi2LBhudoHr/ncMc3pmFv27q0lV9yV1KNYrvpBCcOliYiIiChvsCqzsGDBAnz88ce4ceMGNmzYgFdeeQXAs55unTt3tqoggwcPxpkzZ/Dnn39a9X57Gz9+PEaOHCn9nZKSIv2IdwVyNUqU1GCTi1yrMlpKrsazm5sbOnToID12hLze2NXr9Vi1ahUA5SXAnDk2rlTP2DtJKlfcTT2KTY9dgbPeBCAiIiIi52NVC93f31+am+151vYkGzJkCDZv3oy9e/eiWLFi0vNBQUFIT09HUlKSWe+5O3fuICgoSNom46qqptVcn98m4wqvd+7cga+vL7y8vKDRaKDRaLLcxrSPjDw8PODh4WHV93UGcjVKXLHBZm9yNZ7VajUqVqwoV7Gsktcbu6ahj6bHSuLMsXGlesbeSVK54m7vHsVERERERK7E6l/QSUlJOHToEO7evWs2T41KpUK3bt0s2ocQAkOHDsWmTZuwe/dulCpVyuz1sLAwaLVaxMbGon379gCAixcvIj4+HrVr1wYA1K5dG9OnT8fdu3elVVV37twJX19fVKhQQdpm69atZvveuXOntA93d3eEhYUhNjYWbdu2BfBsaFFsbCyGDBmSwyNDz3PFBputhia+iDMnTWzFWXtKyTX0MSO9Xo9169YBADp27Ogy15qllFDP6HQ6rF69GgDQtWtXq89JZ73e7d2jODvOWj8QERERUd5lVSvm119/RdeuXfHo0SP4+vqa3d3PSXJu8ODBWLNmDX7++Wfkz59fmiPOz88PXl5e8PPzQ58+fTBy5EgULFgQvr6+GDp0KGrXro1atWoBAJo0aYIKFSqgW7du+Pzzz5GQkICPP/4YgwcPlnq2DRw4EPPnz8eYMWPQu3dv/PHHH/jhhx+wZcsWqSwjR45Ejx49UKNGDbzxxhuYPXs2Hj9+jF69ellziOj/U1KDTS5KHpqYHaPRiH///RcAUKxYMadeedCVekrJwWg04vLly9LjvEYJ9YwS5nSkZ+SqH5jkIyIiIiJ7sSo5N2rUKPTu3RtRUVHw9va2+sMXLVoEAKhfv77Z89HR0ejZsycA4Ouvv4ZarUb79u2RlpaGyMhILFy4UNpWo9Fg8+bN+OCDD1C7dm34+PigR48emDp1qrRNqVKlsGXLFowYMQJz5sxBsWLF8O233yIyMlLapmPHjkhMTMSnn36KhIQEhIaGYvv27ZkWicgr2Ch5MSUPTcyOXq/HsmXLADguqSjXeaWEnlJKotFopF6/Go3Gqn3wms8dJczpaA254m7vHsXZkat+4E0AIiIiIrIXq3613rx5E8OGDctVYg6w7Meup6cnFixYgAULFrxwm+Dg4EzDVjOqX78+jh8/nu02Q4YM4TDW/0+uRomSGmxysdXQxBeRq/GsUqlQsGBB6bEjyHVeKaGnlDXkGvqYkUajQWhoaK724cyJCCXUM3LN6WjvJKlccVdSj2K56gfeBCAiIiIie7Hq12ZkZCSOHDmC0qVLy10eUgi5GiVKarA5K7kaz1qtFsOGDZOrWFbJ641dJQ99dObYuFI9Y+8kqVxxd9Yexdlx1psAREREROR8rPol3qJFC4wePRrnzp1D5cqVM93Zb926tSyFI8eRq1Hiig02e3PmpElGcp1XSugpZQ1bDX00Go24e/cuACAwMNCq4+HMiQgl1DNyzelo7+tdrrjbu0dxdpy1fiAiIiKivEslrLg1n90PXZVKBYPBkKtCOaOUlBT4+fkhOTkZvr6+ji4O2ZCthiaS5dLT0xEVFQXA+XtKyYHHw/EYA+WQKxZM8pG1WB8QERGRiaW5Iqtuy+fF1QDzGjZKXkzJQxOzo9frsW7dOgDPFkBxRC88uc4rJfSUUhKVSoX8+fNLj63Baz53lDCnozVcMe5y1Q+uNFyaiIiIiJQt163zp0+fwtPTU46ykIKwUfJi9l6VUa7Gs9FoxOXLl6XHjiDXeaWkIXQ5IdfQx4y0Wi1GjRqVq33wms8dueZ0tHeyTK64K6lHsVz1A28CEBEREZG9WJVZMBgMiIqKwuLFi3Hnzh1cunQJpUuXxieffIKSJUuiT58+cpeT7EyuRomSGmxykWtVRkvJ1XjWaDRo27bt/2vvzuOkqO79/797emZY1BkWhQEVxSUiAQRBWVxCBAHFLRgNXC5B0fCTL6KIUVEvxOWKihGNRkW9Juojole9iorEOKK4hBERJGJQohGDCwNGZIYlTG/1+4NMSQ8z7dB9uupU9ev5ePB4FDNFe7pPnWN/PvU5p9xjPxR6sJtIJPS73/1Okn0JsCD3TZjmGa+TpKb6PagVxZkE9SYAAAAAgier5NxNN92kRx55RLNnz9YvfvEL9+c9evTQnXfeSXIuBEwFJWEM2LxmKniORqPq3bu3oVZlp9CDXZuXPga5b8I0z3idJDXV715XFAMAAABhktUDIQ477DDdf//9GjJkiPbZZx/95S9/0SGHHKKPPvpIAwcO1LfffpuPtlqNB0I0LpVK6cMPP5QkHXnkkaHYzyhfSxPRfGGqlDIhkUjomWeekSSNGjWq4JIjNswzNuzpiJ2YH+A3HggBAADq5fWBEF9++aUOO+yw3X6eSqUUj8ezeUmElNdLQL1g89LETFKplDZu3ChJ6tChQ6CTimGqlDIhlUpp9erVkuQuXS4kNswzNuzpiJ1MzQ8k+QAAAOCVrJJz3bt315tvvqmDDjoo7edPP/20+vTpY6Rh8BdBSdNsXpqYSSKR0Ny5cyX5l1Q0dV2xhC5dNBrVqaee6h5ngzGfGxv2dMyGqX63qaLY1PzATQAAAAB4JatvrTNnztT48eP15ZdfKpVK6ZlnntGaNWv06KOPasGCBabbCB+YCkpsCthMMfVUxuYyFTxHIhHts88+7rEfTF1XNlRKZSNfSx+j0aiOPfbYnF4jyIkIG+YZU3s6ep0kNdXvNlUUm5ofuAkAAAAAr2T1bfPMM8/UCy+8oBtuuEF77bWXZs6cqaOPPlovvPCCTj75ZNNthA9MBSU2BWxBZSp4Likp0eWXX26oVdkp9GDX5qWPQe6bMM0zXidJTfV7UCuKMwnqTQAAAAAET9bfxE844QRVVlaabAssYiooCWPA5rUgJ00aMnVd2VAplY18LX10HEebNm2SJLVr1y6rsRbkRIQN84ypPR29Hu+m+t3riuJMgjo/AAAAoHBl9c3/kEMO0bJly9S+ffu0n2/evFlHH320Pv30UyONQ/DZFLCZ4vVTGYOcNMmXoFZKmVr62FA8Htfdd98tKVifhyk2zDOm9nRkvOfO1PxAkg8AAABeySqr8NlnnymZTO7287q6On355Zc5Nwr+Iyhpms1LEzNJJBJ65plnJEmjRo3ypQrP1HVlQ6WUbVq2bJnTv2fM58aGPR2zEcZ+NzU/BPUmAAAAAIJnj6Lz559/3j3+05/+pPLycvfvyWRSixYt0sEHH2yscfAPQUnTvH4qo6ngOZVKafXq1ZLktt9rpq4rGyqlsmFq6WNDpaWlmj59ek6vwZjPjak9Hb1Olpnqd68rijMxNT9wEwAAAABe2aNvz/UBfSQS0fjx49N+V1JSooMPPli33367scbBPyYrD2wJ2EzJ19LEppgKnqPRqE499VT32A+FHuyaWvqYD0HumzDNM14nSU31e1ArijMJ6k0AAAAABM8eRTD1X7i7du2qZcuWad99981Lo+A/U0FJGAM2r5kKnqPRqI499lhTzcpKoQe7Ni99DHLfhGme8TpJaqrfva4oBgAAAMIk4jiO43cjwqC2tlbl5eWqqalRWVmZ382xRjKZ1KpVqyRJPXv2DEXQlq+liWi+MFVKmZBIJLRgwQJJ0mmnnVZwn4cN84wNezpiJ+YH+C0Wi2nWrFmS7KuSBgAA3mpurijrb6yLFi3SokWLtHHjxt0qFeqX5ABeLwH1gs1LEzNxHEebNm2SJLVr1866yq09EaZKKRNSqZRWrlwpSe7S5UJiwzxjw56O2MnU/ECSDwAAAF7J6pvm9ddfrxtuuEH9+vVTp06dAh3ko3EEJU2zeWliJvF4XHfffbck/5KKpq4rltCli0ajOvnkk93jbDDmc2PDno7ZMNXvNlUUm5ofuAkAAAAAr2T1LXzu3Ll6+OGHNW7cONPtgSVMBSU2BWymmHoqY3OZTJq0bNnSVLOyYuq6sqFSKhv5WvoYjUZ13HHH5fQaQU5E2DDPmNrT0eskqckqM1sqik3ND9wEAAAAgFey+tYfi8U0aNAg022BRUwFJTYFbEFlKnguLS3V9OnTTTUrK4Ue7Nq89DHIfROmecbrJKmpfg9qRXEmQb0JAAAAgODJKjl34YUXat68eZoxY4bp9sASpoKSMAZsXgty0qQhU9eVDZVS2cjX0kfHcbRlyxZJ0j777JPVWAtyIsKGecbUno5ej3dT/e51RXEmQZ0fAAAAULiySs7t2LFDDzzwgF555RX16tVLJSUlab+fM2eOkcYh+GwK2Ezx+qmMQU6a5EtQK6VMLX1sKB6Pu/NukD4PU2yYZ0zt6ch4z52p+YEkHwAAALySVVbh/fffd4OHDz74wGR7YAmCkqbZvDQxk0QioQULFkiSTjvtNF82/Dd1XdlQKWWbXMcoYz53fu/pmI0w9rup+SGoNwEAAAAQPFlF56+99prpdsAyBCVN8/qpjKaC51QqpZUrV0qS236vmbqubKiUyoappY8NlZaWaubMmTm9BmM+N6b2dPQ6WWaq372uKM7E1PzATQAAAAB4ZY++PY8aNep7z4lEIvq///u/rBsEO5isPLAlYDMlX0sTm2IqeI5Gozr55JPdYz8UerBrauljPgS5b8I0z3idJDXV70GtKM4kqDcBAAAAEDx7FMGUl5fnqx2wjKmgJIwBm9dMBc/RaFTHHXecqWZlhWDX3qWPQe6bMM0zXidJTfW71xXFAAAAQJhEHMdx/G5EGNTW1qq8vFw1NTUqKyvzuznWSCaTWr58uSSpb9++oQja8rU0Ec0XpkopExKJhP70pz9JkoYPH15wn4cN84wNezpiJ+YH+C0Wi2nWrFmS7KuSBgAA3mpurij4Oz/DavVLQI899thQJOak75Ym3n333YrH4343p9kcx1Ftba1qa2sV9Jx8faXU6tWrlUql/G6O71KplJYtW6Zly5YV5OdhwzxTv6fjypUrC7IPbGJqfkgkEnryySf15JNPKpFIGGwhAAAAkI7byWgUlQeZ2bo0MZN4PK45c+ZI8u9OvqnriiV06aLRqAYPHuweZ4Mxnxsb9nTMhql+t6mi2NT8EKbl0gAAALAb0RcaZSoosSlgM8XUUxmby2TSJN9Pfvw+pq4rrx/KYUq+lj7umpzLVpATETbMM6b2dPQ6SWqq32162Imp+YGbAAAAAPAKyTk0ylRQYlPAFlSmgufS0lLNnDnTUKuyU+jBbv3SR0nu52CLIPdNmOYZr5OkJvs9iBXFmQT1JgAAAACCh+QcGmUyKAlbwOa1ICdNGjJ1XdlQKZWNfC19dBxHdXV1kqQWLVpk9XkEPRHh9zzjOI62bNkiSdpnn32yvia9Hu+m+t3riuJMgjo/AAAAoHDxtFZDeFpr4eCpjP7jSXjp+Dz8Rx/Yw1RfkORDtpgPAABAPZ7Wipw4jqNvvvlG33zzTeCf7GlaUJ/KmEgk9OKLL+rFF1/07cmDJq+rli1b+l4tFSaM+dwVFRX5vq/jngprv5uYH4L6ZG4AAAAEDyU/aFSY9nAyzeunMpqq3kilUlq2bJkkue33mqnryqYldHvC1NLHhkpKSjRjxgxJ2T/0gzGfG1N7OnpdrWWq322qKDY5P3ADAAAAAF7w9Rb/G2+8odNPP12dO3dWJBLR/Pnz035/3nnnKRKJpP0ZMWJE2jmbNm3S2LFjVVZWpjZt2uiCCy7Q1q1b0855//33dcIJJ6hly5Y68MADNXv27N3a8tRTT6lbt25q2bKlevbsqYULFxp/v0FjovIgkUho/vz5mj9/vm/VWqbVP5XxuOOO8yQ5Z6p6o/6JnoMHD/Z177pCrniLx+OaM2eO5syZY7QSJxKJKBqNKhqN5pTMCWrfhGme8aNay0S/B7WiOJP6JN/06dNJVgMAACCvfK2c27Ztm4466ihNmDBBo0aNavScESNG6Pe//7379xYtWqT9fuzYsVq/fr0qKysVj8d1/vnna+LEiZo3b56knet7hw0bpqFDh2ru3LlatWqVJkyYoDZt2mjixImSpCVLlmjMmDG6+eabddppp2nevHk666yztGLFCvXo0SNP795upioPbH46ZZCYSJjUJ+f8FNSKN5NsXfYY5L4J2zzjZYLUVL97XVEMAAAAhIk1D4SIRCJ69tlnddZZZ7k/O++887R58+bdKurqffjhh+revbuWLVumfv36SZJeeuklnXrqqfriiy/UuXNn3Xfffbr22mtVXV3t3vmePn265s+fr48++kiS9LOf/Uzbtm1zl+RI0oABA9S7d2/NnTu3We3ngRCNSyaTevvttyXt/EzDELTla2kims+mJXQ2SCaTWrRokSRpyJAhoRhne8KGeSaRSOhPf/qTJGn48OEFf036ifkBfuOBEAAAoF5oHgixePFidejQQUcccYQmTZqkb775xv1dVVWV2rRp4ybmJGno0KEqKirS0qVL3XNOPPHEtC9Gw4cP15o1a/Ttt9+65wwdOjTtvzt8+HBVVVU12a66ujrV1tam/cHuvF4C6oV8LU3MN8dxtGPHDu3YsSPwG7+HcQldLpLJpJYsWaIlS5YomUz63RzP2TDP1O/puGzZMq5Jn5maH8K0XBoAAAB2s/p28ogRIzRq1Ch17dpVf//733XNNdfolFNOUVVVlaLRqKqrq9WhQ4e0f1NcXKx27dqpurpaklRdXa2uXbumndOxY0f3d23btlV1dbX7s13PqX+Nxtx88826/vrrTbxNK1F5kJmtSxMzicfjuuWWWyT5dyff1HXFErp00WhUgwYNco+zwZjPza7LxoN0TZrqd5sqik3ND2FbLg0AAAB7WR19jR492j3u2bOnevXqpUMPPVSLFy/WkCFDfGyZdPXVV2vatGnu32tra3XggQf62CKzTAUlNgVspph6KmNzhSlpYuq6qq+UCpp8LX2MRqMaNmxYTq8R5ESEDfOMqT0dvR7vpvq9vqJY8n8Zn6n5gZsAAAAA8EqgovxDDjlE++67rz755BMNGTJEFRUV2rhxY9o5iURCmzZtUkVFhSSpoqJCGzZsSDun/u/fd0797xvTokWL3R5OESamghKbAragMhU8l5SUaMaMGZL8q/wr9GC3fumjJPdzsEWQ+yZM84zXSVKT/R7EiuJMgnoTAAAAAMETqOTcF198oW+++UadOnWSJA0cOFCbN2/W8uXL1bdvX0nSq6++qlQqpf79+7vnXHvttYrH4yopKZEkVVZW6ogjjlDbtm3dcxYtWqSpU6e6/63KykoNHDjQw3dnF5NBSdgCNq+ZCp4jkYjvSRdT15UNlVLZyNfSR8dx3L21ioqKsvo8gp6I8HuecRxHdXV1knbevMn2mvQ6SWqq372uKM4kqPMDAAAACpevT2vdunWrPvnkE0lSnz59NGfOHP34xz9Wu3bt1K5dO11//fU6++yzVVFRob///e+68sortWXLFq1atcqtWjvllFO0YcMGzZ07V/F4XOeff7769eunefPmSZJqamp0xBFHaNiwYbrqqqv0wQcfaMKECbrjjjs0ceJESdKSJUv0ox/9SLfccotGjhypJ554QrNmzdKKFSvUo0ePZr0XntZaOHgqo/94El46Pg//0Qf2MNUXJPmQLeYDAABQLxBPa3333XfVp08f9enTR5I0bdo09enTRzNnzlQ0GtX777+vM844Qz/4wQ90wQUXqG/fvnrzzTfTlpM+9thj6tatm4YMGaJTTz1Vxx9/vB544AH39+Xl5Xr55Ze1du1a9e3bV5dffrlmzpzpJuYkadCgQZo3b54eeOABHXXUUXr66ac1f/78ZifmwshxHPcptEF/sqdpQX0qYzKZ1Msvv6yXX37Ztyd6mryuioqKfK+WChPGfGEKa7+bmB+C+mRuAAAABI+vlXNhErbKOe76Ni2ZTOrNN9+UJJ1wwgl5X3pmqnrDhj61oQ1+MrX0MR+vW+h9kysTS4vrX8fLai1T/R7GiuJYLOY+4Xr69OmMCTQb8ykAAKjX3FxR8L89I29MVCWFMWAz9VTG5jK12X00GtWgQYPcY78UcrVbPB53g32TAVskElHLli1zfp2g9o0N84ypPR39eLiFiX63+WEn2bJpHz0AAACEW/AzJcgLU0FJGAM2P5gInqPRqIYNG2agNdkj2LVXkPsmbPOMl0lSU/2er4edAAAAAIWA5BzyKowBW76WJjYlyEmTfLGhUiobJSUlmjFjhiSzCRivl1rbxoZ5JplMatGiRZKkIUOGZN2OoI53ryuKMwnq/AAAAIDCxTdW5JVNAZsp+VqamG+m9sSyQVArpUwtfWwomUxq8eLFknY+4KaQk3N+SSaTWrJkiSRp8ODBBdcHNjE1P5DkAwAAgFf4polGEZSETzwe932DalPXlQ2VUjYpKirSMccc4x5ngzGfG1v2dNxTpvrd64riTEzND0G9CQAAAIDgIfpCo0wFJTYFbKbka2liU8KUNDF1XdlQKZUNU0sfGyouLtbIkSNzeo0gJyJsmGdM7eno9Xg31e82VRSbmh+4CQAAAACvBDfKR16ZCkpsCthMydfSxKaYCp5LSko0ffp099gPhR7s2rz0Mch9E6Z5xuskaZD7Pd+CehMAAAAAwUNyDo0iKLGHqeA5EomoZcuWhlqVHVPXlQ2VUtmweekjYz43pvZ09DpZZqrfva4oziSo8wMAAAAKV8RxHMfvRoRBbW2tysvLVVNTo7KyMr+bY40wPYSgXr6WJqL5YrGY7/vn2SQWi7mVY9OnTy+4z8OGeYZr0h6m+oIkH7LFfAAAAOo1N1dE5RwaZSoo8XoJqBdsXpqYSTKZ1JtvvilJOuGEE3xpN8Fu/tQnp7IV5L4J4zzjlSD3e76Fabk0AAAA7EZyDo0iKGma10sTTQXPyWRSixcvliQNGjTIl2SGqevKpiV0eyJfFV4lJSWaNm2ae5wNxnxuTO3p6HWyzFS/21RRHNT5AQAAAIWL5BzyyqaAzRRTT2VsLlPBc1FRkY455hj3OMiCWikVj8fzstQpEokU9HJ6G+YZU3s6BjVJalNFsan5gSQfAAAAvEJyDo0yFZTYFLAVuuLiYo0cOdLXNhDs2ivIfcM8kz1T/W7zw06yFdSbAAAAAAgeknNolKmgJIwBm9ebzwc5adKQqevKhkqpbJha+thQMpnU22+/LUkaMGBAVp9HkBMRNswzpvZ09Hq8m5zrvawoziSo8wMAAAAKF8k55JVNAZsp+Vqa2JQgJ03yJaiVUqaWPjaUTCZVWVkpSTrmmGMC83mYYsM8Y2pPR8Z77kzNDyT5AAAA4BWSc2gUQUn4xGIxdy+r6dOn+7KXlanryoZKKZsUFRWpd+/e7nE2GPO5Ceqejqb63euK4kxMzQ9BvQkAAACA4CE5h0aZCkpsCthMydfSxKaYTJrU94VfTF1XNlRKZcPU0seGiouLddZZZ+X0GkFORNgwz5ja09HrJKmpfve6ojgTU/MDNwEAAADgFZJzaJSpoMSmgM2UfC1NbIqp4LmkpETTpk1zj/1Q6MGuqaWP+RDkvgnTPON1kjTI/Z5vQb0JAAAAgOAhOYdGEZTYw1TwHIlEVFZWZqpZWTF1XdlQKZUNm5c+Mubt4HWyzFS/e11RnElQ5wcAAAAUrojjOI7fjQiD2tpalZeXq6amxvcEiE0cx1FdXZ0kqUWLFqEIkvK1NBHNF4vFQlMpZUIsFtOcOXMkSdOmTSu4z8OGecaGPR2xk6n5gSQfssX/owAAQL3m5oqonEOjTAUlXi8B9YLNSxMzSSaTevvttyVJAwYM8KXdBLv5s2PHjpz+fZD7xpZ5xu89HbMR5H7PtzAtlwYAAIDdSM6hUQQlTfN6aaKp4DmZTKqyslKSdMwxx/iSnDN1Xdm0hM4GJSUlmjJlinucDcZ8bkzt6eh1ssxUv9tUUcz8AAAAgKAhOYe8silgM8XUUxmby1TwXFRUpN69e7vHQWZLpdSeytfSx0gkovbt2xt5rSCyYZ4xtadjUJOkNlUUm5ofSPIBAADAKyTn0ChTQYlNAVuhKy4u1llnneVrGwh27V36GOS+YZ7Jnql+t/lhJ9kK6k0AAAAABA/JOTTKVFASxoDNa0FOmjRk6rqyoVIqG6aWPjaUTCa1fPlySVLfvn2z+jyCnIiwYZ4xtaej1+PdVL97XVGcSVDnBwAAABQuknPIK5sCNlO8fipjkJMm+RLUSilTSx8bSiaTWrhwoSSpd+/egfk8TLFhnjG1pyPjPXem5geSfAAAAPAKyTk0iqAkM1uXJmYSi8U0Z84cSdK0adN82cvK1HVlQ6WUTYqKitS9e3f3OBuM+dwEdU/HMPa7qfkhqDcBAAAAEDwk59AogpKm5WtpYlNMBs87duww1aysmLqubKiUyoappY8NFRcX69xzz83pNRjzuTG1p6PXyTJT/e51RXEmpuYHbgIAAADAKyTn0ChTQYlNAZsp+Vqa2BRTwXNJSYmmTJniHvuh0INdU0sf8yHIfROmecbrJKnJfg9iRXEmQb0JAAAAgOAhOYdGmQxKwhawec1U8ByJRNS+fXtTzcpKoQe7Ni99DHrfhGWe8TpJaqrfva4oBgAAAMIk4jiO43cjwqC2tlbl5eWqqanxtKrKdo7jaMuWLZKkffbZR5FIxOcW5S5fSxPRfGGqlDIhHo/rrrvukiRdcsklBZccsWGesWFPR+zE/AC/xWIxzZo1S5J0zTXXcA0CAFDAmpsronIOeeX1ElAv2Lw0MZNkMqnly5dLkvr27RuYdjclLJVSJuyanCrE+y22zDN+7+mI75iYH0jyAQAAwCsk59AogpKm2bw0MZNkMqmFCxdKknr37u1Lcs7UdcUSunTFxcW66KKL3ONsMOZzY8Oejtkw1e82VRSbnB+4CQAAAAAvkJxDk0wEJTYFbKaYeipjc5kKnouKitS9e3f32C8mritbKqX2VL6WPhYVFamioiLn1wlqIsKGecbUno5+JElNzfW2VBSbmh+4CQAAAACvkJxDo0wFJTYFbEFmInguLi7Wueeea6A12SPYtXfpY5D7JmzzjJdJUlP9HtSK4kyCehMAAAAAwUNyDo0yFZSEMWDzWpCTJg2Zuq5sqJTKRr6WPiaTSa1atUqS1LNnz6w+jyAnImyYZ0zt6ej1eDfV715XFGcS1PkBAAAAhYvkHPLKpoDNFK+fyhjkpEm+BLVSytTSx4aSyaTmz58vSerevXtgPg9TbJhnTO3pyHjPnan5gSQfAAAAvEJyDo0iKMnM1qWJmcTjcd11112SpEsuucSXKjxT15UNlVI2KSoq0uGHH+4eZ4Mxnxtb9nTcU2Hsd1PzQ1BvAgAAACB4fI0g3njjDZ1++unq3LmzIpGIW/lRz3EczZw5U506dVKrVq00dOhQffzxx2nnbNq0SWPHjlVZWZnatGmjCy64QFu3bk075/3339cJJ5ygli1b6sADD9Ts2bN3a8tTTz2lbt26qWXLlurZs6dbAVGo6oOSyspKJZNJv5tjlfqliVOmTPEkwZVMJvXnP/9Zf/7zn3PqC8dxtGXLFm3ZskWO4xhsYfOZuq7qK6XOOuusrJ9O6odkMql33nlH77zzjtFxVVxcrLFjx2rs2LFZfx6M+dzU7+l47rnn5nRNmhrve/LfM9Hv9Q+yuOWWWxSLxQy2cM+Zmh/qk3y9e/cOVMIVAAAAweNrVLtt2zYdddRRmjBhgkaNGrXb72fPnq277rpLjzzyiLp27aoZM2Zo+PDhWr16tVq2bClJGjt2rNavX6/KykrF43Gdf/75mjhxoubNmydJqq2t1bBhwzR06FDNnTtXq1at0oQJE9SmTRtNnDhRkrRkyRKNGTNGN998s0477TTNmzdPZ511llasWKEePXp494FYxFTlgddLQL2Qr6WJTTFVvVFcXKyLLrrIPfZDoVe8mVr6mA9B7pswzTNeV2uZ7PcgVhRnYsNyaQAAABQGX5Nzp5xyik455ZRGf+c4ju68807913/9l84880xJ0qOPPqqOHTtq/vz5Gj16tD788EO99NJLWrZsmfr16ydJuvvuu3Xqqafq17/+tTp37qzHHntMsVhMv/vd71RaWqof/vCHWrlypebMmeMm537zm99oxIgRuuKKKyRJN954oyorK/Xb3/5Wc+fO9eCTsI/JoCRsAZvXTAXPRUVFqqioMNSq7BR6sGvz0seg901Y5hmvk6Sm+j1fDzsBAAAACoG168HWrl2r6upqDR061P1ZeXm5+vfvr6qqKo0ePVpVVVVq06aNm5iTpKFDh6qoqEhLly7VT37yE1VVVenEE09Mq6QYPny4br31Vn377bdq27atqqqq3Kfj7XpOw2W2u6qrq1NdXZ3799raWgPvOnzCGLCZeipjcwU9aZIPQa2Uql/6aFo8Htd9990nSZo0aVJoxlpz2TDPmNrTMajj3euK4kyCOj8AAACgcFmbnKuurpYkdezYMe3nHTt2dH9XXV2tDh06pP2+uLhY7dq1Szuna9euu71G/e/atm2r6urqjP+dxtx88826/vrrs3hnhcWmgM0Um5cmZpJMJrVq1SpJUs+ePQPT7qaEpVLKBMdxtGnTJve40Ngwz9Tv6Vh/DH+ZmB9I8gEAAMAr1ibnbHf11VenVdvV1tbqwAMP9LFFZhGUNM3mpYmZJJNJtxq0e/fuviTnTF1XNlRK2aS4uFgTJkxwj7PBmM+NDXs6ZsNUv3tdUZyJyfmBmwAAAADwgrURRP3eWBs2bFCnTp3cn2/YsMHdj6eiokIbN25M+3eJREKbNm1y/31FRYU2bNiQdk7937/vnEz7c7Vo0UItWrTI4p0Fh4mgxKaAzZR8LU1siqnguaioSIcffrh77BcT15UNlVLZMLX0saGioiJ16dIl59cJaiLChnnG1J6OfiRJTc31tlQUm5ofuAkAAAAAr1ibnOvatasqKiq0aNEiNxlXW1urpUuXatKkSZKkgQMHavPmzVq+fLn69u0rSXr11VeVSqXUv39/95xrr71W8Xjc/XJdWVmpI444Qm3btnXPWbRokaZOner+9ysrKzVw4ECP3q19TAUlNgVsQWYieC4uLtbYsWMNtCZ7hR7s2rz0Mch9E7Z5xsskqal+D2pFcSZBvQkAAACA4PE1Obd161Z98skn7t/Xrl2rlStXql27durSpYumTp2q//7v/9bhhx+url27asaMGercubO7WfaRRx6pESNG6Be/+IXmzp2reDyuiy++WKNHj1bnzp0lSf/xH/+h66+/XhdccIGuuuoqffDBB/rNb36jO+64w/3vXnrppfrRj36k22+/XSNHjtQTTzyhd999Vw888ICnn4dNTAUlYQzYvBbkpElDpq4rGyqlspGvpY+pVEoffvihpJ3zYjZjLciJCBvmGVN7Ono93k31u9cVxZkEdX4AAABA4fI1Offuu+/qxz/+sfv3+j3cxo8fr4cfflhXXnmltm3bpokTJ2rz5s06/vjj9dJLL6lly5buv3nsscd08cUXa8iQISoqKtLZZ5/tLhuTdj7h9eWXX9bkyZPVt29f7bvvvpo5c6YmTpzonjNo0CDNmzdP//Vf/6VrrrlGhx9+uObPn68ePXp48CmEm00Bmyn5WprYlCAnTfIlqJVSppY+NpRIJPTUU09Jkq655pqC2y/OhnnG1J6OjPfcmZofSPIBAADAK74m5wYPHpxxaVckEtENN9ygG264oclz2rVrp3nz5mX87/Tq1UtvvvlmxnPOOeccnXPOOZkbXEAISppm89LETOLxuO677z5J0qRJk3ypwjN1XdlQKWWTSCSigw8+2D3OBmM+N7bs6binwtjvpuaHoN4EAAAAQPBYu+cc/EVQ0jSvn8poKnh2HEebNm1yj/1g6rqyoVIqG6aWPjZUUlKi8847L6fXYMznxtSejl4ny0z1u9cVxZmYmh+4CQAAAACvkJxDo0wFJTYFbKbka2liU0wmtCZMmOAe+6HQg11TSx/zIch9E6Z5xuskqal+D2pFcSZBvQkAAACA4CE5h0aZCkrCGLB5zVTwXFRUpC5duphqVlYKPdi1eeljkPsmTPOM10lSU/3udUUxAAAAECYRJ+iRjCVqa2tVXl6umpoalZWV+d0ca6RSKW3cuFGS1KFDB+sSEtnI19JENF+YKqVMiMfjeuihhyRJF1xwQcF9HjbMMzbs6YidmB/gt1gsplmzZkkqzIf0AACA7zQ3V8TtbeSV10tAvWDz0sRMUqmUPvzwQ0nSkUceGehEaZgqpUxwHEfV1dXucaGxYZ6xYU9H7GRqfiDJBwAAAK+QnEOjCEqaZvPSxEwSiYSeeuopSf7dyTd1XbGELl1xcbHGjRvnHmeDMZ8bG/Z0zIapfrepotjU/MBNAAAAAHglOBEEPGUqKLEpYDPF1FMZm8tU8ByJRHTwwQe7x34wdV3ZUCmVjXwtfSwqKtKhhx6a02sEORFhwzxjak9Hr5OkJud6WyqKTc0P3AQAAACAV/i2iUaZCkpsCtiCylTwXFJSovPOO89Qq7JT6MGuzUsfg9w3YZpnvE6Smur3oFYUZxLUmwAAAAAInmBFYPCMqaAkjAGb14KcNGnI1HVlQ6VUNvK19DGVSumTTz6RJB122GFZjbUgJyJsmGdM7eno9Xg3WWXmZUVxJkGdHwAAAFC4gh3pw3o2BWymeP1UxiAnTfIlqJVSppY+NpRIJDRv3jxJhflkQBvmGVN7OjLec2dqfiDJBwAAAK+QnEOjCEqaZvPSxEzi8bgeeughSdIFF1zgy4b/pq4rGyqlbBKJRNS5c2f3OBuM+dzYsKdjNsLY76bmh6DeBAAAAEDwkJxDowhKmub1UxlNBc+O46i6uto99oOp68qGSqlsmFr62FBJSYkmTpyY02sw5nNjak9Hr5Nlpvrd64riTEzND9wEAAAAgFdIzqFRpoISmwI2U/K1NLEpJhNa48aNc4/9UOjBrqmlj/kQ5L4J0zzjdZLUVL8HtaI4k6DeBAAAAEDwkJxDo0wFJWEM2LxmKnguKirSoYceaqpZWSn0YNfmpY9B7pswzTNeJ0lN9bvXFcUAAABAmEScoEcylqitrVV5eblqampUVlbmd3OskUql9MUXX0iSDjjggMBV5DQmX0sT0XxhqpQyIR6P69FHH5Uk/fznPy+4z8OGecaGPR2xE/MD/BaLxTRr1ixJ9lVJAwAAbzU3V8TtbeSV10tAvWDz0sRMUqmUPvnkE0nSYYcdFuikYpgqpUxwHEeff/65e1xobJhnbNjTETuZmh9I8gEAAMArJOfQKIKSptm8NDGTRCKhefPmSfIvqWjqumIJXbri4mKNHj3aPc4GYz43NuzpmA1T/W5TRbGp+YGbAAAAAPBKcCIIeMpUUGJTwGaKqacyNpep4DkSiahz587usR9MXVc2VEplI19LH4uKitStW7ecXiPIiQgb5hlTezp6nSQ11e82VRSbmh+4CQAAAACv8G0TjTIVlNgUsAWVqeC5pKREEydONNWsrBR6sGvz0scg902Y5hmvk6Sm+j2oFcWZBPUmAAAAAIInWBEYPGMqKAljwOa1ICdNGjJ1XdlQKZWNfC19TKVSWrdunSSpS5cuWX0eQU5E2DDPmNrT0evxbqrfva4oziSo8wMAAAAKV7AjfVjPpoDNFK+fyhjkpEm+BLVSytTSx4YSiYQefvhhScH6PEyxYZ4xtacj4z13puYHknwAAADwCsk5NIqgpGk2L03MJB6P69FHH5Uk/fznP/dlw39T15UNlVI2iUQi2m+//dzjbDDmc2PDno7ZCGO/m5ofgnoTAAAAAMFDcg6NIihpmtdPZTQVPDuOo88//9w99oOp68qGSqlsmFr62FBJSYkmT56c02sw5nNjak9Hr5Nlpvrd64riTEzND9wEAAAAgFdIzqFRpoISmwI2U/K1NLEppoLn4uJijR492j32Q6EHu6aWPuZDkPsmTPOM10lSU/0e1IriTIJ6EwAAAADBQ3IOjTIVlIQxYPOaqeC5qKhI3bp1M9Sq7BR6sGvz0scg902Y5hmvk6Sm+t3rimIAAAAgTCJO0CMZS9TW1qq8vFw1NTUqKyvzuznWSKVSWrt2rSSpa9euodjPKF9LE9F8YaqUMiEej+vxxx+XJI0ZM6bgPg8b5hkb9nTETswP8FssFtOsWbMk2VclDQAAvNXcXBG3t5FXXi8B9YLNSxMzSaVSWrdunSSpS5cugU4qhqlSygTHcfTpp5+6x4XGhnnGhj0dsZOp+YEkHwAAALxCcg6NIihpms1LEzNJJBJ6+OGHJfmXVDR1XbGELl1xcbFGjRrlHmeDMZ8bG/Z0zIapfrepotjU/MBNAAAAAHglOBEEPGUqKLEpYDPF1FMZm8tU8ByJRLTffvu5x34wdV3ZUCmVjXwtfSwqKlKvXr1yeo0gJyJsmGdM7enodZLUVL/bVFFsan7gJgAAAAC8wrdNNMpUUGJTwBZUpoLnkpISTZ482VSzslLowa7NSx+D3Ddhmme8TpKa6vegVhRnEtSbAAAAAAieYEVg8IypoCSMAZvXgpw0acjUdWVDpVQ28rX0MZVKaf369ZKkTp06ZfV5BDkRYcM8Y2pPR6/Hu6l+97qiOJOgzg8AAAAoXMGO9GE9mwI2U7x+KmOQkyb5EtRKKVNLHxtKJBJ68MEHJQXr8zDFhnnG1J6OjPfcmZofSPIBAADAKyTn0CiCkqbZvDQxk3g8rscff1ySNGbMGF82/Dd1XdlQKWWTSCSiNm3auMfZYMznxoY9HbMRxn43NT8E9SYAAAAAgofkHBpFUNI0r5/KaCp4dhxHn376qXvsB1PXlQ2VUtkwtfSxoZKSEk2dOjWn12DM58bUno5eJ8tM9bvXFcWZmJofuAkAAAAAr5CcQ6NMBSU2BWym5GtpYlNMBc/FxcUaNWqUe+yHQg92TS19zIcg902Y5hmvk6Sm+j2oFcWZBPUmAAAAAIKH5BwaZSooCWPA5jVTwXNRUZF69eplqllZKfRg1+alj0HumzDNM14nSU31u9cVxQAAAECYRJygRzKWqK2tVXl5uWpqalRWVuZ3c6yRSqX0t7/9TZL0gx/8IBT7GeVraSKaL0yVUiYkEgk9/fTTkqSf/vSnBZccsWGesWFPR+zE/AC/xWIxzZo1S5J9VdIAAMBbzc0VFVYEB895vQTUCzYvTcwklUpp/fr1kqROnToFOqkYpkopE1KplD766CP3uNDYMM/YsKcjdjI1P5DkAwAAgFdIzqFRBCVNs3lpYiaJREIPPvigJP+SiqauK5bQpYtGozr99NPd42ww5nNjw56O2TDV7zZVFJuaH7gJAAAAAK9YXTpz3XXXKRKJpP3ZtTpix44dmjx5stq3b6+9995bZ599tjZs2JD2GuvWrdPIkSPVunVrdejQQVdccYUSiUTaOYsXL9bRRx+tFi1a6LDDDnOrogpZfVDy+eef5xSUpFIpffbZZ/rss89CU9FT/1TGyZMne5LAiMfjeuihh/TQQw8pHo9n/TqRSERt2rRRmzZtfEsqmrqu6iulunXrFqgKwPpEyKOPPppTXzYUjUbVt29f9e3bN+vknKm+8YMN80z9no69evXK6Zo0Nd6by1S/11cUP/zww7v9P9ZrpuaH+iTf6NGjA5VwBQAAQPBY/23zhz/8oV555RX377t+Qb7sssv04osv6qmnnlJ5ebkuvvhijRo1Sn/+858lSclkUiNHjlRFRYWWLFmi9evXu5UB9XuBrF27ViNHjtRFF12kxx57TIsWLdKFF16oTp06afjw4d6+WYuYqjwI6hJQm5iq3igpKdHUqVMNtSo7hV7xZvPSxyD3TZjmGa+rtUz1e1ArijOxYbk0AAAACoP1EVhxcbEqKip2+3lNTY0eeughzZs3TyeddJIk6fe//72OPPJIvf322xowYIBefvllrV69Wq+88oo6duyo3r1768Ybb9RVV12l6667TqWlpZo7d666du2q22+/XZJ05JFH6q233tIdd9yRMTlXV1enuro69++1tbWG37m/TAUlYQzYvBbkpElDpq4rm5bQ7Yl8LX10HEdff/21JGm//fbLaqwFORFhwzxjak9Hr8e7qX6vryi2QVDnBwAAABQu67+xfvzxx+rcubMOOeQQjR071v3CvXz5csXjcQ0dOtQ9t1u3burSpYuqqqokSVVVVerZs6c6duzonjN8+HDV1tbqr3/9q3vOrq9Rf079azTl5ptvVnl5ufvnwAMPNPJ+w8brJaBeyNfSxKYEdQlnPtm0hG5PmFr62FA8Hte9996re++915Nr0jY2zDP1ezo++OCDOV2TjPfcmZofbFguDQAAgMJg9Tf//v376+GHH9ZLL72k++67T2vXrtUJJ5ygLVu2qLq6WqWlpWrTpk3av+nYsaOqq6slSdXV1WmJufrf1/8u0zm1tbX617/+1WTbrr76atXU1Lh/6pchhQVBSdPqlyZ++umn1i1NzCSRSOiJJ57QE0884VtCy9R1VV8plW2VWBi1bt1arVu3zvrfM+ZzY8OejtkIY7+bmh+CehMAAAAAwWP1GrlTTjnFPe7Vq5f69++vgw46SE8++aRatWrlY8ukFi1aqEWLFr62IZ/CtIeTaV4/ldHUEq1UKqWPPvrIPfaDqevKpiV0e8LU0seGSktLdeWVV+b0Goz53Jja09HrJZmm+j0ej+vxxx+XJI0ZM8bXSmlT84MNy6UBAABQGKxOzjXUpk0b/eAHP9Ann3yik08+WbFYTJs3b06rntuwYYO7R11FRYXeeeedtNeof5rrruc0fMLrhg0bVFZW5nsC0E+mghKbAjZT6pcmesVU8ByNRnX66ae7x34o9GC3fumjZF8CLMh9E6Z5xuskqal+t/lhJ9kK6k0AAAAABE+gknNbt27V3//+d40bN059+/ZVSUmJFi1apLPPPluStGbNGq1bt04DBw6UJA0cOFA33XSTNm7cqA4dOkiSKisrVVZWpu7du7vnLFy4MO2/U1lZ6b5GoTIVlIQxYPOaqeA5Go2qb9++ppqVlUIPduuXPtYf2yTIfROmecbrJKmpfve6ohgAAAAIk4hjcSTzy1/+UqeffroOOuggffXVV/rVr36llStXavXq1dpvv/00adIkLVy4UA8//LDKyso0ZcoUSdKSJUskSclkUr1791bnzp01e/ZsVVdXa9y4cbrwwgs1a9YsSdLatWvVo0cPTZ48WRMmTNCrr76qSy65RC+++GLGp7U2VFtbq/LyctXU1KisrMz8hxFQqVRKH3zwgSSpR48eodjgPF9LE9F8YaqUMiGRSOi5556TJJ155pkFlxyxYZ5JJBJ6+umnJUk//elPC64PbML8AL/FYjH3e6ZtVdIAAMBbzc0VWR09fPHFFxozZoy++eYb7bfffjr++OP19ttvu1UFd9xxh4qKinT22Werrq5Ow4cP17333uv++2g0qgULFmjSpEkaOHCg9tprL40fP1433HCDe07Xrl314osv6rLLLtNvfvMbHXDAAfqf//mfPUrMoWleLwH1gs1LEzNxHEdff/21JAX+QQphqpQyIZVKadWqVZLkLl0uJDbMMzbs6YidTM0PJPkAAADgFauTc0888UTG37ds2VL33HOP7rnnnibPOeigg3ZbttrQ4MGD9d5772XVxrAiKGmazUsTM4nH427y2q+koqnriiV06aLRqEaMGOEeZ4Mxnxsb9nTMhql+t6mi2NT8wE0AAAAAeIWoFo0yFZTYFLCZYuqpjM1lMmnSunVrU83KiqnryoZKqWzka+ljNBrVgAEDcnqNICcibJhnTO3p6HWS1FS/21RRbGp+4CYAAAAAvMK3TTTKVFBiU8AWVKaC59LSUl155ZWmmpWVQg92bV76GOS+CdM843WS1FS/B7WiOJOg3gSA/2KxmBYvXixp5/7JQZ6TAACAN4IVgcEzpoKSMAZsXgty0qQhU9eVDZVS2cjX0kfHcVRTUyNJKi8vz2qsBTkRYcM8Y2pPR6/Hu6l+97qiOJOgzg8AAAAoXFY/rTVIeFpr4eCpjP7jSXjp+Dz8Rx/Yw1RfkORDtrZu3arTTjtNkrRgwQLtvffePrcIAAD4JRRPa4V/CEqaZvPSxEwSiYSee+45SdKZZ57pS1LR1HVlQ6WUbXLdm4wxnzu/93TMRhj73dT8EKbl0gAAALAbyTk0iqCkaV4/ldFU8JxKpbRq1SpJctvvNVPXlU1L6PaEqaWPDZWWluraa6/N6TUY87kxtaej18kyU/1uU0WxqfmBmwAAAADwCsk5NMpk5YEtAZsppp7K2FymgudoNKoRI0a4x34o9GA3Ho/r3nvvlWRfAizIfROmecbrJKmpfg9qRXEmQb0JAAAAgOAJbgSDvDIVlIQxYPOaqeA5Go1qwIABhlqVHYJde5c+BrlvwjTPeJ0kNdXvXlcUAwAAAGHCAyEM4YEQjUsmk1q5cqUkqXfv3qEI2vK1NBHNF6ZKKRMSiYQWLlwoSTr11FML7vOwYZ6xYU9H7MT8AL/xQAgAAFCPB0LACl4vAfWCzUsTM3EcRzU1NZKk8vLyQCcVw1QpZUIqldKKFSskyV26XEhsmGds2NMRO5maH0jyAQAAwCt800SjCEoys3VpYibxeFx33nmnJP+SiqauK5bQpYtGozrppJPc42ww5nNjw56O2TDV7zZVFJuaH7gJAAAAAK8QfaFRpoISmwI2U0w9lbG5TCZNSkpKTDUrK6auKxsqpbKRr6WP0WhUJ554Yk6vEeREhA3zjKk9Hb1Okprqd5sqik3ND9wEAAAAgFdIzqFRpoISmwK2oDIVPJeWluraa6811aysFHqwa/PSxyD3TZjmGa+TpCb7PYgVxZkE9SYAAAAAgofkHBplMigJW8DmtSAnTRoydV3ZUCmVjXwtfXQcR9u3b5e0c7xl83kEPRHh9zxjak9Hr8e7qX73uqI4k6DODwAAAChcPK3VEJ7WWjh4KqP/YrGYZs2aJSn4lVIm8Hn4jz6wh6m+IMmHbPG0VgAAUK+5uaIiD9uEAHEcRxs3btTGjRtF/jZd/dLEVatWBWpvrkQioeeff17PP/+8EomEL20weV21bt3a92qpMGHM566kpMT3fR33VFj73cT8UL9c+t5771U8HjfUMgAAAGB3lPygUWHaw8k0r5/KaKp6I5VKacWKFZLktt9rpq4rm5bQ7QlTSx93E4tp8OLFO49/+Uspi8+VMZ8bU3s6el2tZarfbaooNjk/cAMAAAAAXiA5hyaZCEpsCthMMfVUxuYyFTxHo1GddNJJ7rFfCjnYjcfjuvPOOyXZmQALat+EaZ7xI0lqot9tfthJtoJ6EwAAAADBE9wIBnllKigJY8DmBxPBczQa1YknnmigNdkj2JW1yx6D3Ddhm2e8TJKa6nevK4oBAACAMCE5h7wKY8CWt6WJTQhy0iRfglopZWrpI9LZMM8kEgktXLhQknTqqadmfU0Gdbx7XVGcSVDnBwAAABQuvrEir2wK2EyxfWliUxzH0fbt2yXtrMwJ8pMHw1YphdzYMM/YsKcjdjI1P5DkAwAAgFf4polGEZRkZuvSxEzi8bhuu+02Sf4lFU1dVzZUSoUNYz43tuzpuKdM9bvXFcWZmJofuAkAAAAArxB9oVGmghKbAjZTvF6aGKakianryoZKqWyYWvqYD0FORNgwz5ja09Hr8W6q322qKDY1P3ATAAAAAF6xJzKEVUwFJTYFbEFlLGkSi2nw4sU7j3/5S8mHvij0YNfmpY9B7pswzTNeJ0lN9nsQK4ozCepNAAAAAAQPyTk0ymRQEraAzWtBTpo0ZOq6sqFSKhs2L30MeiLC73nG1J6OXo93U/1u08NOgjo/AAAAoHCRnENe2RSwmeL10sSgJ03yIaiVUqaWPiKdDfOMqT0dGe+5MzU/kOQDAACAV4r8bgDs5DiONm/erM2bN8txHL+bY5X6pYkrVqxQKpXyuzmBYvK6Kikp8b1aKkwY84UprP1uYn6oT/LdeeedisfjhloGAAAA7I7KOTQqqJVJXvB6aWKYqjdMXVc2VEplw9TSx3xgzOfI0J6OXo93U/1u08NOTM4P3AAAAACAF0jOoUkmghKbAjZTvF6aGLakSSEHu6aWPuZLUPtm+/btuuCCCyRJDz30kFq3bu1zi7Lnx3g30e82P+wkW0G9CQAAAIDgCX6mBHlhKigJY8Dmh6AmTRoi2LVbUJfupVIprV+/3j0OOi/Hu6kxafPDTgAAAADbkZxDXoUxYPN6aSIJrd0FtiLT0NJHpItGo+ratat7HGRBHe82PewksPMDAAAAChbfWJFXNgVspti+NLEQUJGJXUWjUR100EHuMQqbqfmBJB8AAAC8wjdNNIqgBPlg6roKY0Wm3xKJhNasWeMek3QuDKbGpE0POzE1P3ATAAAAAF4h44JGmQpKbArYjPF4aWKYEqWmrqswVmT6Lcj7tjmOo1gs5h4Hmdfj3dSYtKmi2NT8wE0AAAAAeCW4UT7yylRQYlPAFlRhqt4g2LVXkPdti8fjWrJkiXvcokULn1uUPa/HO2OyadwEAAAAgFdIzqFRBCX2CFPwbOq6CmVFps/Yt80OXo93Y3O9RQ87YX4AAABA0JCcQ35ZFLAFFYnS3VGRiTSxmM777DP3OMgY77kzNT+Q5CtMsVhMs2bNkpT99ROLxfTZv+ekWMDnJAAA4A2Sc2gUQQnygevKXmHaty3ITCQG9gRjsmncBAAAAIBXivxugG3uueceHXzwwWrZsqX69++vd955x+8m+aI+KLntttsUj8f9bk5GsVhM1113na6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+ "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "try:\n", + " import matplotlib.pyplot as plt\n", + "except ModuleNotFoundError:\n", + " !pip install matplotlib\n", + " import matplotlib.pyplot as plt\n", + "\n", + "def plot_psms(precursor, ms_file):\n", + "\n", + " df = ms_file.read(dataset_name='peptide_fdr')\n", + " \n", + " ion_dict = {}\n", + " ion_dict[0] = ''\n", + " ion_dict[1] = '-H20'\n", + " ion_dict[2] = '-NH3'\n", + "\n", + " spectrum = df[df['precursor'] == precursor].iloc[0]\n", + " start = spectrum['fragment_ion_idx']\n", + " end = spectrum['n_fragments_matched'] + start\n", + "\n", + " query_data = ms_file.read_DDA_query_data()\n", + " ions = ms_file.read(dataset_name=\"fragment_ions\")\n", + "\n", + " ion = [('b'+str(int(_))).replace('b-','y') for _ in ions.iloc[start:end]['ion_index']]\n", + " losses = [ion_dict[int(_)] for _ in ions.iloc[start:end]['fragment_ion_type']]\n", + " ion = [a+b for a,b in zip(ion, losses)]\n", + " ints = ions.iloc[start:end]['fragment_ion_int'].astype('int').values\n", + " masses = ions.iloc[start:end]['fragment_ion_mass'].astype('float').values\n", + " ion_type = ions.iloc[start:end]['fragment_ion_type'].abs().values\n", + "\n", + " query_idx = spectrum['raw_idx']\n", + "\n", + " query_indices = query_data[\"indices_ms2\"]\n", + " query_charges = query_data['charge2']\n", + " query_frags = query_data['mass_list_ms2']\n", + " query_ints = query_data['int_list_ms2']\n", + "\n", + " query_idx_start = query_indices[query_idx]\n", + " query_idx_end = query_indices[query_idx + 1]\n", + " query_frag = query_frags[query_idx_start:query_idx_end]\n", + " query_int = query_ints[query_idx_start:query_idx_end]\n", + "\n", + " ax = plt.figure(figsize=(15, 5))\n", + "\n", + " plt.vlines(query_frag, 0, query_int, \"k\", label=\"Query\", alpha=0.5)\n", + "\n", + " plt.vlines(masses, ints, max(query_int)*(1+0.1*ion_type), \"k\", alpha=0.5, linestyle=':')\n", + "\n", + " plt.vlines(masses, 0, ints, \"r\", label=\"Hits\", alpha=0.5)\n", + "\n", + " for i in range(len(masses)):\n", + " plt.text(masses[i], (1+0.1*ion_type[i])*max(query_int), ion[i], rotation=45)\n", + "\n", + " figure_title = f\"{spectrum['precursor']} - b-hits {spectrum['hits_b']}, y-hits {spectrum['hits_y']}, matched int {spectrum['fragments_matched_int_ratio']*100:.2f} %\"\n", + "\n", + " plt.xlabel(\"m/z\")\n", + " plt.ylabel('Intensity')\n", + " plt.ylim([0, (1+0.2*max(ion_type)+0.1)*max(query_int)])\n", + " plt.legend()\n", + " plt.title(figure_title)\n", + " plt.show()\n", + " \n", + " \n", + "for index in range(3):\n", + " precursor = df['precursor'].iloc[index]\n", + " print(f\" Plotting PSMS for {precursor}\")\n", + " plot_psms(precursor, ms_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for ALVLDcCHYPEDEVGQEDEAESDIFSIR_3\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for VPTANVSVVDLTcCR_3\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for TFAPEEISAMVLTK_2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for GcCALQcCAILSPAFK_2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Plotting PSMS for SLYDEVAAQGEVVR_2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "for index in np.argsort(df['score'])[::-1][:5]:\n", + " precursor = df['precursor'].iloc[index]\n", + " print(f\" Plotting PSMS for {precursor}\")\n", + " plot_psms(precursor, ms_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MS1 Cluster Annotation\n", + "\n", + "We add additional information from feature finding to the results dataframe, e.g. the intensities of each ms1 peak in the isotope pattern." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    delta_mfeature_idint_areaint_summz_averagert_maxrt_min
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    sequencems1_int_max_apexisotope_mzsisotope_ints
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    4MIYASSK23135.0[400.2041403986947, 400.70704411009524, 401.20...[3165.816483333337, 1992.3105750000007, 1277.2...
    ...............
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    " + ], + "text/plain": [ + " sequence ms1_int_max_apex \\\n", + "0 TLYGFGG 1165372.0 \n", + "1 DIGAIAR 275122.0 \n", + "2 SLVSVTK 46091.0 \n", + "3 MoxMVAGFK 11648.0 \n", + "4 MIYASSK 23135.0 \n", + "... ... ... \n", + "7059 VDEFPLcCGHoxMVSDEYEQLSSEALEAAR 4214.0 \n", + "7060 FWEVISDEHGIDPTGTYHGDSDLQLDR 62519.0 \n", + "7061 FWEVISDEHGIDPTGTYHGDSDLQLER 31720.0 \n", + "7062 ALVLDcCHYPEDEVGQEDEAESDIFSIR 6912.0 \n", + "7063 ALVLDcCHYPEDEVGQEDEAESDIFSIR 6912.0 \n", + "\n", + " isotope_mzs \\\n", + "0 [714.3444045387184, 715.3473350501366, 716.349... \n", + "1 [715.4094247787275, 716.4121377739049, 717.414... \n", + "2 [733.4445389238168, 734.4467504226436, 735.450... \n", + "3 [400.19534229718874, 400.6970108031559, 401.19... \n", + "4 [400.2041403986947, 400.70704411009524, 401.20... \n", + "... ... \n", + "7059 [1033.460897179716, 1033.7946778773262, 1034.1... \n", + "7060 [776.3556732519544, 776.6069971509734, 776.858... \n", + "7061 [779.8601920809836, 780.1109621823498, 780.360... \n", + "7062 [1046.1373002124426, 1046.4726708049636, 1046.... \n", + "7063 [1046.1373002124426, 1046.4726708049636, 1046.... \n", + "\n", + " isotope_ints \n", + "0 [204950.59273333306, 84961.88466666656, 19481.... \n", + "1 [34188.34912499991, 11786.416458333297, 2295.0... \n", + "2 [4786.3014416666565, 1556.3678249999957, 181.4... \n", + "3 [1667.0162833333293, 609.2941250000008, 119.47... \n", + "4 [3165.816483333337, 1992.3105750000007, 1277.2... \n", + "... ... \n", + "7059 [141.6247083333428, 342.18401666667995, 250.73... \n", + "7060 [3376.699524999996, 5717.634008333328, 5353.44... \n", + "7061 [1589.430091666682, 2827.0303333333486, 3219.8... \n", + "7062 [644.7283666666593, 1548.4200249999915, 1353.9... \n", + "7063 [644.7283666666593, 1548.4200249999915, 1353.9... \n", + "\n", + "[7064 rows x 4 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feature_mapping = ms_file.read(dataset_name='feature_cluster_mapping')\n", + "display(feature_mapping.head())\n", + "feature_table = ms_file.read(dataset_name='feature_table')\n", + "feature_table['isotope_mzs'] = feature_mapping.groupby('feature_id')['mz_average'].apply(list)\n", + "feature_table['isotope_ints'] = feature_mapping.groupby('feature_id')['int_sum'].apply(list)\n", + "\n", + "df[['isotope_mzs','isotope_ints']] = feature_table.loc[df['feature_idx'].tolist()][['isotope_mzs','isotope_ints']].values\n", + "\n", + "display(df[['sequence','ms1_int_max_apex','isotope_mzs','isotope_ints']])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.16" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "vscode": { + "interpreter": { + "hash": "93e8bb4087408aec42fcdf4393a67f3ce091943157b7a43e15b454dcb1ee1235" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/settings.ini b/settings.ini index 106c1885..74dff5d3 100644 --- a/settings.ini +++ b/settings.ini @@ -8,7 +8,7 @@ author = Maximilian T. Strauss author_email = straussmaximilian@gmail.com copyright = Mann Labs branch = master -version = 0.4.9 +version = 0.5.0 min_python = 3.6 max_python = 4 audience = Developers diff --git a/setup.py b/setup.py index 519c4479..e82b2a8a 100644 --- a/setup.py +++ b/setup.py @@ -60,8 +60,8 @@ packages = setuptools.find_packages(), include_package_data = True, install_requires=requirements + [ - "pywin32==225; sys_platform=='win32'", - "pythonnet==2.5.2; sys_platform=='win32'", + "pywin32>=305; sys_platform=='win32'", + "pythonnet>=2.5.2; sys_platform=='win32'", "tables==3.6.1; sys_platform=='win32'" ], extras_require=extra_requirements, diff --git a/test_ci.py b/test_ci.py index fb429485..5bf40050 100644 --- a/test_ci.py +++ b/test_ci.py @@ -13,7 +13,7 @@ import numpy as np import alphapept.interface -from alphapept.settings import load_settings, load_settings_as_template +from alphapept.settings import load_settings, load_settings_as_template, create_default_settings import yaml import alphapept import alphapept.io @@ -157,6 +157,7 @@ def prepare_settings(self): """ Prepares the settings according to the test run """ + create_default_settings() self.settings = load_settings_as_template(DEFAULT_SETTINGS_PATH) @@ -243,7 +244,7 @@ def run(self, password=None): def upload_to_db(self, password): from pymongo import MongoClient logging.info('Uploading to DB') - string = f"mongodb+srv://{MONGODB_USER}:{password}@{MONGODB_URL}?ssl=true&ssl_cert_reqs=CERT_NONE" + string = f"mongodb+srv://{MONGODB_USER}:{password}@{MONGODB_URL}" client = MongoClient(string) #When having keys with dots like filename.ms_data.hdf, mongodb causes an error. This is to remove the dots.