diff --git a/.gitignore b/.gitignore index d233484e1e..3766dffb5b 100644 --- a/.gitignore +++ b/.gitignore @@ -10,4 +10,9 @@ __pycache__/ **/tmp/ dc_generated/ # Ignore the data folder under the un_census/enhanced_tmcf/ directory. -*/*/*/data/* \ No newline at end of file +*/*/*/data/* +lib/ +bin/ +pyvenv.cfg +# Ignore updates to the local configs json file. +import-automation/executor/config_override.json \ No newline at end of file diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000000..091f6e0ff4 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,6 @@ +[submodule "scripts/un/sdg/sdg-dataset"] + path = scripts/un/sdg/sdg-dataset + url = https://code.officialstatistics.org/undata2/data-commons/sdg-dataset.git +[submodule "scripts/un/sdg/sssom-mappings"] + path = scripts/un/sdg/sssom-mappings + url = https://code.officialstatistics.org/undata2/sssom-mappings.git diff --git a/LICENSE-CC4 b/LICENSE-CC4 new file mode 100644 index 0000000000..c8c8904059 --- /dev/null +++ b/LICENSE-CC4 @@ -0,0 +1,7 @@ +Copyright 2023 Google LLC + +The non-source code materials in this project are licensed under: +Creative Commons - Attribution CC-BY 4.0 + +For the full license text, please visit: +https://creativecommons.org/licenses/by/4.0/legalcode diff --git a/README.md b/README.md index 5785834e69..95e3cc568f 100644 --- a/README.md +++ b/README.md @@ -113,7 +113,7 @@ Install requirements and setup a virtual environment to isolate python developme python3 -m venv .env source .env/bin/activate -pip3 install -r requirements.txt +pip3 install -r requirements_all.txt ``` ##### Testing @@ -153,8 +153,8 @@ you import modules and run tests, as below. ##### Guidelines -* Any additional package required must be specified in the requirements.txt - in the top-level folder. No other requirements.txt files are allowed. +* Any additional package required must be specified in the `requirements_all.txt` + file in the top-level folder. No other `requirements.txt` files are allowed. * Code must be formatted according to the [Google Python Style Guide](https://google.github.io/styleguide/pyguide.html) according to the [yapf formatter](https://github.com/google/yapf). @@ -249,7 +249,6 @@ To disable yapf for some lines, For general questions or issues about importing data into Data Commons, please open an issue on our [issues](https://github.com/datacommonsorg/data/issues) -page. For all other questions, please send an email to -`support@datacommons.org`. +page. For all other questions, please [share feedback on this form](https://docs.google.com/forms/d/e/1FAIpQLScJTtNlIItT-uSPXI98WT6yNlavF-kf5JS0jMrCvJ9TPLmelg/viewform). **Note** - This is not an officially supported Google product. diff --git a/docs/README.md b/docs/README.md index e71ae5ebea..bef69acb3d 100644 --- a/docs/README.md +++ b/docs/README.md @@ -4,7 +4,7 @@ This document summarizes the steps involved in adding a dataset to Data Commons ## Prerequisites -* Ensure that the DC team (support@datacommons.org) has approved the addition of the dataset. +* Ensure that the Data Commons team has approved the addition of the dataset. Please [suggest a dataset here](https://docs.google.com/forms/d/e/1FAIpQLSf_kZ13bmzXvgEbim0OXeAVsTQYsIhN8_o9ekdbjKoeFjfvRA/viewform). * Review the following documents to get a background on the data model, format and workflow: * [Summary of data model](https://schema.org/docs/datamodel.html) (DC inherits schema from schema.org) * [How statistics is represented in DC](representing_statistics.md) @@ -35,7 +35,7 @@ Once the entity and schema mapping have been finalized, you can now prepare the * Data cleaning code (along with README) checked into [data repo](https://github.com/datacommonsorg/data) * Validation results for the artifacts (from running [`dc-import`](https://github.com/datacommonsorg/import#using-import-tool) tool) -Note: you may also use the [DC Import Wizard](datacommons.org/import) to help generate artifacts for common dataset structures +Note: you may also use the [DC Import Wizard](https://datacommons.org/import) to help generate artifacts for common dataset structures ## Review by DC team diff --git a/import-automation/executor/Dockerfile b/import-automation/executor/Dockerfile index 6de4f228d9..1bba3650c7 100644 --- a/import-automation/executor/Dockerfile +++ b/import-automation/executor/Dockerfile @@ -13,16 +13,18 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -FROM gcr.io/google-appengine/python -RUN virtualenv /env -p python3.7 +FROM python:3.11.4 -ENV VIRTUAL_ENV /env -ENV PATH /env/bin:$PATH +RUN apt-get update \ + && apt-get -y upgrade \ + && apt-get -y autoremove \ + && rm -rf /var/lib/apt/lists/* +WORKDIR /workspace -ADD requirements.txt /app/requirements.txt -RUN pip install -r /app/requirements.txt +ADD requirements.txt /workspace/requirements.txt +RUN pip install -r /workspace/requirements.txt -ADD . /app +COPY app/. /workspace/app/ CMD gunicorn --timeout 1800 --workers 5 -b :$PORT app.main:FLASK_APP diff --git a/import-automation/executor/README.md b/import-automation/executor/README.md index d0f0d1447e..9cf052b429 100644 --- a/import-automation/executor/README.md +++ b/import-automation/executor/README.md @@ -47,13 +47,85 @@ Commons knowledge graph using the importer. ## Running locally +Authenticate with GCP first: `gcloud auth application-default login` + +### Scheduling or Updating An Import Locally + +You can schedule (on the GCP Cloud Scheduler) or execute an import job from your local machine. + +Ensure this script is executed from the directory which contains `schedule_update_import.sh`, i.e. from `/data/import-automation/executor`. Configs (`/import-automation/executor/app/configs.py`) are loaded from GCS. To override any configs locally, set them in the file `/import-automation/executor/config_override.json`. note that the config fields must belong to `/import-automation/executor/app/configs.py`, else the update will produce an Exception. Note that the `user_script_args` field in configs can also be set in the config file. + +Note: any local changes to the `/import-automation/executor/config_override.json` file are ignored by git. This was done using: + +``` +Run git update-index --skip-worktree /import-automation/executor/config_override.json +``` + +To start tracking changes to this file, execute the following: +``` +Run git update-index --no-skip-worktree /import-automation/executor/config_override.json +``` + +To get a list of files that are skipped when checking for changes, execute: + +``` +Run git ls-files -v . | grep ^S +``` + +### Usage + +Run `./schedule_update_import.sh --help` for usage. + + +#### Schedule an Import: +To schedule an import to run as a cron job on the GCP Cloud Scheduler, do the following: + +``` +Run `./schedule_update_import.sh -s ` +``` + +`` is the GCP project id where the config file is stored, e.g. `datcom-import-automation`. +`` is the path to the import (relative to the root directory of the `data` repo), with the name of the import provided with a colon, e.g. `scripts/us_usda/quickstats:UsdaAgSurvey`. + +Example invocation: + +``` +Run `./schedule_update_import.sh -s datcom-import-automation scripts/us_usda/quickstats:UsdaAgSurvey` +``` + +The script will log the name of the Cloud Scheduler job and a url for all the jobs on the scheduler. Please verify that all the job metadata was updated as expected. + + +#### Update an Import: +You can execute an import process locally. Note that this is not recommeded for import scripts which take longer than a few minutes to execute because all the processing is done locally. For all prod imports, the recommended path is to Schedule an Import. + +Instead of downloading a fresh version of this repo from GitHub, this script uses the locally downloaded/cloned current state of the repo by inferring the path to the `data` root directory. A side effect is that upon completion, the local GitHub repo may have other artifacts, e.g. output CSV/TMCF files produced. You may want to revert those files if they are not intended to be committed. + +Once the script runs to completion, the data directory's latest update is printed (along with the location on GCS) which can confirm whether the import actually produced new data. Note: it is a good idea to check the directory path printed to see if the expected import files are all there. + +To excute an Update locally, do the following: + +``` +Run `./schedule_update_import.sh -u ` +``` + +`` is the GCP project id where the config file is stored, e.g. `datcom-import-automation`. +`` is the path to the import (relative to the root directory of the `data` repo), with the name of the import provided with a colon, e.g. `scripts/us_usda/quickstats:UsdaAgSurvey`. + +Example invocation: + +``` +Run `./schedule_update_import.sh -u datcom-import-automation scripts/us_usda/quickstats:UsdaAgSurvey` +``` + + +## Local Executor [should be deprecated soon] + ``` PYTHONPATH=$(pwd) python app/main.py `` -## Local Executor - Run `. run_local_executor.sh --help` for usage. diff --git a/import-automation/executor/app/configs.py b/import-automation/executor/app/configs.py index b1d37a537e..8e76654428 100644 --- a/import-automation/executor/app/configs.py +++ b/import-automation/executor/app/configs.py @@ -11,16 +11,15 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -""" -Configurations for the executor. +"""Configurations for the executor. The app endpoints accept a configs field that allows customization of all the configurations. See main.py. """ +import dataclasses import os from typing import List -import dataclasses from google.cloud import logging @@ -32,9 +31,10 @@ def _production(): @dataclasses.dataclass class ExecutorConfig: """Configurations for the executor.""" + # ID of the Google Cloud project that hosts the executor. The project # needs to enable App Engine and Cloud Scheduler. - gcp_project_id: str = 'google.com:datcom-data' + gcp_project_id: str = 'datcom-import-automation' # ID of the Google Cloud project that stores generated CSVs and MCFs. The # project needs to enable Cloud Storage and gives the service account the # executor uses sufficient permissions to read and write the bucket below. @@ -102,9 +102,13 @@ class ExecutorConfig: # ID of the location where Cloud Scheduler is hosted. scheduler_location: str = 'us-central1' # Maximum time a user script can run for in seconds. - user_script_timeout: float = 600 + user_script_timeout: float = 3600 + # Arguments for the user script + user_script_args: List[str] = () + # Environment variables for the user script + user_script_env: dict = None # Maximum time venv creation can take in seconds. - venv_create_timeout: float = 600 + venv_create_timeout: float = 3600 # Maximum time downloading a file can take in seconds. file_download_timeout: float = 600 # Maximum time downloading the repo can take in seconds. @@ -126,16 +130,12 @@ class ExecutorConfig: def get_data_refresh_config(self): """Returns the config used for Cloud Scheduler data refresh jobs.""" fields = set([ - 'github_repo_name', - 'github_repo_owner_username', - 'github_auth_username', - 'github_auth_access_token', - 'dashboard_oauth_client_id', - 'importer_oauth_client_id', - 'email_account', - 'email_token', - 'gcs_project_id', - 'storage_prod_bucket_name', + 'github_repo_name', 'github_repo_owner_username', + 'github_auth_username', 'github_auth_access_token', + 'dashboard_oauth_client_id', 'importer_oauth_client_id', + 'email_account', 'email_token', 'gcs_project_id', + 'storage_prod_bucket_name', 'user_script_args', 'user_script_env', + 'user_script_timeout' ]) return { k: v for k, v in dataclasses.asdict(self).items() if k in fields diff --git a/import-automation/executor/app/executor/cloud_scheduler.py b/import-automation/executor/app/executor/cloud_scheduler.py index 42bd5c332b..e89ec592b8 100644 --- a/import-automation/executor/app/executor/cloud_scheduler.py +++ b/import-automation/executor/app/executor/cloud_scheduler.py @@ -26,7 +26,8 @@ from google.protobuf import json_format from google.api_core.exceptions import AlreadyExists, NotFound -GKE_SERVICE_DOMAIN = os.getenv('GKE_SERVICE_DOMAIN', 'import.datacommons.dev') +GKE_SERVICE_DOMAIN = os.getenv('GKE_SERVICE_DOMAIN', + 'importautomation.datacommons.org') GKE_CALLER_SERVICE_ACCOUNT = os.getenv('CLOUD_SCHEDULER_CALLER_SA') GKE_OAUTH_AUDIENCE = os.getenv('CLOUD_SCHEDULER_CALLER_OAUTH_AUDIENCE') @@ -53,9 +54,25 @@ def _base_job_request(absolute_import_name, schedule: str): } -def http_job_request(absolute_import_name, schedule, - json_encoded_job_body: str) -> Dict: +def http_job_request(absolute_import_name, + schedule, + json_encoded_job_body: str, + gke_caller_service_account: str = "", + gke_oauth_audience: str = "") -> Dict: """Cloud Scheduler request that targets executors launched in GKE.""" + + # If the service account and oauth audience are provided as + # function args, use them. If not, look for them in the + # environment (GKE_CALLER_SERVICE_ACCOUNT and GKE_OAUTH_AUDIENCE + # are set to read from environment variables). + service_account = gke_caller_service_account + oauth_audience = gke_oauth_audience + + if not service_account: + service_account = GKE_CALLER_SERVICE_ACCOUNT + if not oauth_audience: + oauth_audience = GKE_OAUTH_AUDIENCE + job = _base_job_request(absolute_import_name, schedule) job['name'] = f'{job["name"]}_GKE' job['http_target'] = { @@ -66,8 +83,8 @@ def http_job_request(absolute_import_name, schedule, }, 'body': json_encoded_job_body, 'oidc_token': { - 'service_account_email': GKE_CALLER_SERVICE_ACCOUNT, - 'audience': GKE_OAUTH_AUDIENCE, + 'service_account_email': service_account, + 'audience': oauth_audience, } } return job diff --git a/import-automation/executor/app/executor/import_executor.py b/import-automation/executor/app/executor/import_executor.py index b8e5e7ea97..e9323bd983 100644 --- a/import-automation/executor/app/executor/import_executor.py +++ b/import-automation/executor/app/executor/import_executor.py @@ -11,31 +11,32 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -""" -Import executor that downloads GitHub repositories and executes data imports +"""Import executor that downloads GitHub repositories and executes data imports + based on manifests. """ +import dataclasses import json +import logging import os import subprocess import tempfile -import logging +import time import traceback -from typing import Tuple, List, Dict, Optional, Callable, Iterable -import dataclasses +from typing import Callable, Dict, Iterable, List, Optional, Tuple -from app import utils from app import configs -from app.service import dashboard_api +from app import utils from app.executor import import_target -from app.service import github_api -from app.service import file_uploader +from app.service import dashboard_api from app.service import email_notifier +from app.service import file_uploader +from app.service import github_api from app.service import import_service -_SYSTEM_RUN_INIT_FAILED_MESSAGE = ('Failed to initialize the system run ' - 'with the import progress dashboard') +_SYSTEM_RUN_INIT_FAILED_MESSAGE = ( + 'Failed to initialize the system run with the import progress dashboard') _SEE_DASHBOARD_MESSAGE = ( 'See dashboard for logs: ' @@ -45,6 +46,7 @@ @dataclasses.dataclass class ExecutionResult: """Describes the result of the execution of an import.""" + # Status of the execution, one of 'succeeded', 'failed', or 'pass' status: str # Absolute import names of the imports executed @@ -55,12 +57,12 @@ class ExecutionResult: class ExecutionError(Exception): """Exception to signal that an error has occurred during the execution - of an import. - Attributes: - result: ExecutionResult object describing the result - of the execution. - """ + of an import. + + Attributes: + result: ExecutionResult object describing the result of the execution. + """ def __init__(self, execution_result: ExecutionResult): super().__init__() @@ -69,21 +71,26 @@ def __init__(self, execution_result: ExecutionResult): class ImportExecutor: """Import executor that downloads GitHub repositories and executes - data imports based on manifests. - - Attributes: - uploader: FileUploader object for uploading the generated data files - to some place. - github: GitHubRepoAPI object for communicating with GitHUB API. - config: ExecutorConfig object containing configurations - for the execution. - dashboard: DashboardAPI object for communicating with the - import progress dashboard. If not provided, the executor will not - communicate with the dashboard. - notifier: EmailNotifier object for sending notificaiton emails. - importer: ImportServiceClient object for invoking the - Data Commons importer. - """ + + data imports based on manifests. + + Attributes: + uploader: FileUploader object for uploading the generated data files to + some place. + github: GitHubRepoAPI object for communicating with GitHUB API. + config: ExecutorConfig object containing configurations for the execution. + dashboard: DashboardAPI object for communicating with the import progress + dashboard. If not provided, the executor will not communicate with the + dashboard. + notifier: EmailNotifier object for sending notificaiton emails. + importer: ImportServiceClient object for invoking the Data Commons + importer. + local_repo_dir: (Only applies to Updates) The full path to the GitHub + repository on local. If provided, the local_repo_dir is used for Update + related operations instead of cloning a fresh version (latest master + branch) of the repo on GitHub. The path shoud be provided to the root + directory of the repo, e.g. `/data`. + """ def __init__(self, uploader: file_uploader.FileUploader, @@ -91,63 +98,73 @@ def __init__(self, config: configs.ExecutorConfig, dashboard: dashboard_api.DashboardAPI = None, notifier: email_notifier.EmailNotifier = None, - importer: 'import_service.ImportServiceClient' = None): + importer: import_service.ImportServiceClient = None, + local_repo_dir: str = ""): self.uploader = uploader self.github = github self.config = config self.dashboard = dashboard self.notifier = notifier self.importer = importer - - def execute_imports_on_commit(self, - commit_sha: str, - repo_name: str = None, - branch_name: str = None, - pr_number: str = None) -> ExecutionResult: + self.local_repo_dir: str = local_repo_dir + + def execute_imports_on_commit( + self, + commit_sha: str, + repo_name: str = None, + branch_name: str = None, + pr_number: str = None, + ) -> ExecutionResult: """Executes imports upon a GitHub commit. - repo_name, branch_name, and pr_number are used only for logging to - the import progress dashboard. - - Args: - commit_sha: ID of the commit as a string. - repo_name: Name of the repository the commit is for as a string. - branch_name: Name of the branch the commit is for as a string. - pr_number: If the commit is a part of a pull request, the number of - the pull request as an int. - Returns: - ExecutionResult object describing the results of the imports. - """ + repo_name, branch_name, and pr_number are used only for logging to + the import progress dashboard. + + Args: + commit_sha: ID of the commit as a string. + repo_name: Name of the repository the commit is for as a string. + branch_name: Name of the branch the commit is for as a string. + pr_number: If the commit is a part of a pull request, the number of the + pull request as an int. + + Returns: + ExecutionResult object describing the results of the imports. + """ run_id = None try: if self.dashboard: - run_id = _init_run_helper(dashboard=self.dashboard, - commit_sha=commit_sha, - repo_name=repo_name, - branch_name=branch_name, - pr_number=pr_number)['run_id'] + run_id = _init_run_helper( + dashboard=self.dashboard, + commit_sha=commit_sha, + repo_name=repo_name, + branch_name=branch_name, + pr_number=pr_number, + )['run_id'] except Exception: logging.exception(_SYSTEM_RUN_INIT_FAILED_MESSAGE) return _create_system_run_init_failed_result(traceback.format_exc()) - return run_and_handle_exception(run_id, self.dashboard, - self._execute_imports_on_commit_helper, - commit_sha, run_id) + return run_and_handle_exception( + run_id, + self.dashboard, + self._execute_imports_on_commit_helper, + commit_sha, + run_id, + ) def execute_imports_on_update(self, absolute_import_name: str) -> ExecutionResult: """Executes imports upon a scheduled update. - Args: - absolute_import_name: Absolute import name of the imports to - execute of the form : - as a string. E.g., scripts/us_fed/treasury:USFed_MaturityRates. - can be 'all' to execute all imports within - the directory. + Args: + absolute_import_name: Absolute import name of the imports to execute of + the form : as a string. E.g., + scripts/us_fed/treasury:USFed_MaturityRates. can be + 'all' to execute all imports within the directory. - Returns: - ExecutionResult object describing the results of the imports. - """ + Returns: + ExecutionResult object describing the results of the imports. + """ run_id = None try: if self.dashboard: @@ -156,9 +173,13 @@ def execute_imports_on_update(self, logging.exception(_SYSTEM_RUN_INIT_FAILED_MESSAGE) return _create_system_run_init_failed_result(traceback.format_exc()) - return run_and_handle_exception(run_id, self.dashboard, - self._execute_imports_on_update_helper, - absolute_import_name, run_id) + return run_and_handle_exception( + run_id, + self.dashboard, + self._execute_imports_on_update_helper, + absolute_import_name, + run_id, + ) def _execute_imports_on_update_helper( self, @@ -166,26 +187,36 @@ def _execute_imports_on_update_helper( run_id: str = None) -> ExecutionResult: """Helper for execute_imports_on_update. - Args: - absolute_import_name: See execute_imports_on_update. - run_id: ID of the system run as a string. This is only used to - communicate with the import progress dashboard. + Args: + absolute_import_name: See execute_imports_on_update. + run_id: ID of the system run as a string. This is only used to + communicate with the import progress dashboard. - Returns: - ExecutionResult object describing the results of the executions. + Returns: + ExecutionResult object describing the results of the executions. - Raises: - ExecutionError: The execution of an import failed for any reason. - """ + Raises: + ExecutionError: The execution of an import failed for any reason. + """ logging.info('%s: BEGIN', absolute_import_name) with tempfile.TemporaryDirectory() as tmpdir: - logging.info('%s: downloading repo', absolute_import_name) - repo_dir = self.github.download_repo( - tmpdir, timeout=self.config.repo_download_timeout) - logging.info('%s: downloaded repo %s', absolute_import_name, - repo_dir) + repo_dir = '' + if self.local_repo_dir: + # Do not clone/download from GitHub. Instead, use the + # provided local path to the repo's root directory. + logging.info('%s: using local repo at: %s', + absolute_import_name, self.local_repo_dir) + repo_dir = self.local_repo_dir + else: + # Clone/download from GitHub. + logging.info('%s: downloading repo', absolute_import_name) + repo_dir = self.github.download_repo( + tmpdir, timeout=self.config.repo_download_timeout) + logging.info('%s: downloaded repo %s', absolute_import_name, + repo_dir) + if self.dashboard: - self.dashboard.info(f'Downloaded repo: {repo_dir}', + self.dashboard.info(f'Downloaded/Local repo: {repo_dir}', run_id=run_id) executed_imports = [] @@ -209,7 +240,8 @@ def _execute_imports_on_update_helper( relative_import_dir=import_dir, absolute_import_dir=absolute_import_dir, import_spec=spec, - run_id=run_id) + run_id=run_id, + ) except Exception: raise ExecutionError( ExecutionResult('failed', executed_imports, @@ -227,17 +259,16 @@ def _execute_imports_on_commit_helper(self, ) -> ExecutionResult: """Helper for execute_imports_on_commit. - Args: - See execute_imports_on_commit. - run_id: ID of the system run as a string. This is only used to - communicate with the import progress dashboard. + Args: See execute_imports_on_commit. + run_id: ID of the system run as a string. This is only used to + communicate with the import progress dashboard. - Returns: - ExecutionResult object describing the results of the executions. + Returns: + ExecutionResult object describing the results of the executions. - Raises: - ExecutionError: The execution of an import failed for any reason. - """ + Raises: + ExecutionError: The execution of an import failed for any reason. + """ # Import targets specified in the commit message, # e.g., 'scripts/us_fed/treasury:constant_maturity', 'constant_maturity' @@ -262,17 +293,20 @@ def _execute_imports_on_commit_helper(self, targets=targets, manifest_dirs=manifest_dirs, manifest_filename=self.config.manifest_filename, - repo_dir=repo_dir) + repo_dir=repo_dir, + ) executed_imports = [] for relative_dir, spec in imports_to_execute: try: - self._import_one(repo_dir=repo_dir, - relative_import_dir=relative_dir, - absolute_import_dir=os.path.join( - repo_dir, relative_dir), - import_spec=spec, - run_id=run_id) + self._import_one( + repo_dir=repo_dir, + relative_import_dir=relative_dir, + absolute_import_dir=os.path.join( + repo_dir, relative_dir), + import_spec=spec, + run_id=run_id, + ) except Exception: raise ExecutionError( @@ -291,24 +325,26 @@ def _execute_imports_on_commit_helper(self, return ExecutionResult('succeeded', executed_imports, 'No issues') - def _import_one(self, - repo_dir: str, - relative_import_dir: str, - absolute_import_dir: str, - import_spec: dict, - run_id: str = None) -> None: + def _import_one( + self, + repo_dir: str, + relative_import_dir: str, + absolute_import_dir: str, + import_spec: dict, + run_id: str = None, + ) -> None: """Executes an import. - Args: - repo_dir: Absolute path to the repository, as a string. - relative_import_dir: Path to the directory containing the manifest - as a string, relative to the root directory of the repository. - absolute_import_dir: Absolute path to the directory containing - the manifest as a string. - import_spec: Specification of the import as a dict. - run_id: ID of the system run that executes the import. This is only - used to communicate with the import progress dashboard. - """ + Args: + repo_dir: Absolute path to the repository, as a string. + relative_import_dir: Path to the directory containing the manifest as a + string, relative to the root directory of the repository. + absolute_import_dir: Absolute path to the directory containing the + manifest as a string. + import_spec: Specification of the import as a dict. + run_id: ID of the system run that executes the import. This is only used + to communicate with the import progress dashboard. + """ import_name = import_spec['import_name'] absolute_import_name = import_target.get_absolute_import_name( relative_import_dir, import_name) @@ -321,50 +357,58 @@ def _import_one(self, import_name=import_name, absolute_import_name=absolute_import_name, provenance_url=import_spec['provenance_url'], - provenance_description=import_spec['provenance_description']) + provenance_description=import_spec['provenance_description'], + ) attempt_id = attempt['attempt_id'] try: - self._import_one_helper(repo_dir=repo_dir, - relative_import_dir=relative_import_dir, - absolute_import_dir=absolute_import_dir, - import_spec=import_spec, - run_id=run_id, - attempt_id=attempt_id) + self._import_one_helper( + repo_dir=repo_dir, + relative_import_dir=relative_import_dir, + absolute_import_dir=absolute_import_dir, + import_spec=import_spec, + run_id=run_id, + attempt_id=attempt_id, + ) if self.notifier: self.notifier.send( - subject=(f'Import Automation - {absolute_import_name} ' - f'- Succeeded'), + subject= + f'Import Automation - {absolute_import_name} - Succeeded', body=_SEE_DASHBOARD_MESSAGE, - receiver_addresses=curator_emails) + receiver_addresses=curator_emails, + ) except Exception as exc: if self.dashboard: - _mark_import_attempt_failed(attempt_id=attempt_id, - message=traceback.format_exc(), - dashboard=self.dashboard) + _mark_import_attempt_failed( + attempt_id=attempt_id, + message=traceback.format_exc(), + dashboard=self.dashboard, + ) if self.notifier: self.notifier.send( - subject=(f'Import Automation - {absolute_import_name} ' - f'- Failed'), + subject= + f'Import Automation - {absolute_import_name} - Failed', body=_SEE_DASHBOARD_MESSAGE, - receiver_addresses=curator_emails) + receiver_addresses=curator_emails, + ) raise exc - def _import_one_helper(self, - repo_dir: str, - relative_import_dir: str, - absolute_import_dir: str, - import_spec: dict, - run_id: str = None, - attempt_id: str = None) -> None: + def _import_one_helper( + self, + repo_dir: str, + relative_import_dir: str, + absolute_import_dir: str, + import_spec: dict, + run_id: str = None, + attempt_id: str = None, + ) -> None: """Helper for _import_one. - Args: - See _import_one. - attempt_id: ID of the import attempt executed by the system run - with the run_id, as a string. This is only used to communicate - with the import progress dashboard. - """ + Args: See _import_one. + attempt_id: ID of the import attempt executed by the system run with the + run_id, as a string. This is only used to communicate with the import + progress dashboard. + """ urls = import_spec.get('data_download_url') if urls: for url in urls: @@ -383,12 +427,15 @@ def _import_one_helper(self, interpreter_path, process = _create_venv( (central_requirements_path, requirements_path), tmpdir, - timeout=self.config.venv_create_timeout) + timeout=self.config.venv_create_timeout, + ) - _log_process(process=process, - dashboard=self.dashboard, - attempt_id=attempt_id, - run_id=run_id) + _log_process( + process=process, + dashboard=self.dashboard, + attempt_id=attempt_id, + run_id=run_id, + ) process.check_returncode() script_paths = import_spec.get('scripts') @@ -397,18 +444,24 @@ def _import_one_helper(self, interpreter_path=interpreter_path, script_path=os.path.join(absolute_import_dir, path), timeout=self.config.user_script_timeout, - cwd=absolute_import_dir) - _log_process(process=process, - dashboard=self.dashboard, - attempt_id=attempt_id, - run_id=run_id) + args=self.config.user_script_args, + cwd=absolute_import_dir, + env=self.config.user_script_env, + ) + _log_process( + process=process, + dashboard=self.dashboard, + attempt_id=attempt_id, + run_id=run_id, + ) process.check_returncode() inputs = self._upload_import_inputs( import_dir=absolute_import_dir, output_dir=f'{relative_import_dir}/{import_spec["import_name"]}', import_inputs=import_spec.get('import_inputs', []), - attempt_id=attempt_id) + attempt_id=attempt_id, + ) if self.importer: self.importer.delete_previous_output(relative_import_dir, @@ -418,13 +471,15 @@ def _import_one_helper(self, self.dashboard.info( f'Submitting job to delete the previous import', attempt_id=attempt_id, - run_id=run_id) + run_id=run_id, + ) try: self.importer.delete_import( relative_import_dir, import_spec, block=True, - timeout=self.config.importer_delete_timeout) + timeout=self.config.importer_delete_timeout, + ) except import_service.ImportNotFoundError as exc: # If this is the first time executing this import, # there will be no previous import @@ -433,15 +488,18 @@ def _import_one_helper(self, self.dashboard.info(f'Deleted previous import', attempt_id=attempt_id, run_id=run_id) - self.dashboard.info(f'Submitting job to perform the import', - attempt_id=attempt_id, - run_id=run_id) + self.dashboard.info( + f'Submitting job to perform the import', + attempt_id=attempt_id, + run_id=run_id, + ) self.importer.smart_import( relative_import_dir, inputs, import_spec, block=True, - timeout=self.config.importer_import_timeout) + timeout=self.config.importer_import_timeout, + ) if self.dashboard: self.dashboard.info(f'Import succeeded', attempt_id=attempt_id, @@ -455,31 +513,32 @@ def _import_one_helper(self, }, attempt_id) def _upload_import_inputs( - self, - import_dir: str, - output_dir: str, - import_inputs: List[Dict[str, str]], - attempt_id: str = None) -> 'import_service.ImportInputs': + self, + import_dir: str, + output_dir: str, + import_inputs: List[Dict[str, str]], + attempt_id: str = None, + ) -> 'import_service.ImportInputs': """Uploads the generated import data files. - Data files are uploaded to //, where is a - time string and is written to / - after the uploads are complete. - - Args: - import_dir: Absolute path to the directory with the manifest, - as a string. - output_dir: Path to the output directory, as a string. - import_inputs: List of import inputs each as a dict mapping - import types to relative paths within the repository. This is - parsed from the 'import_inputs' field in the manifest. - attempt_id: ID of the import attempt executed by the system run - with the run_id, as a string. This is only used to communicate - with the import progress dashboard. - - Returns: - ImportInputs object containing the paths to the uploaded inputs. - """ + Data files are uploaded to //, where is a + time string and is written to / + after the uploads are complete. + + Args: + import_dir: Absolute path to the directory with the manifest, as a + string. + output_dir: Path to the output directory, as a string. + import_inputs: List of import inputs each as a dict mapping import types + to relative paths within the repository. This is parsed from the + 'import_inputs' field in the manifest. + attempt_id: ID of the import attempt executed by the system run with the + run_id, as a string. This is only used to communicate with the import + progress dashboard. + + Returns: + ImportInputs object containing the paths to the uploaded inputs. + """ uploaded = import_service.ImportInputs() version = _clean_time(utils.pacific_time()) for import_input in import_inputs: @@ -487,9 +546,11 @@ def _upload_import_inputs( path = import_input.get(input_type) if path: dest = f'{output_dir}/{version}/{os.path.basename(path)}' - self._upload_file_helper(src=os.path.join(import_dir, path), - dest=dest, - attempt_id=attempt_id) + self._upload_file_helper( + src=os.path.join(import_dir, path), + dest=dest, + attempt_id=attempt_id, + ) setattr(uploaded, input_type, dest) self.uploader.upload_string( version, @@ -502,13 +563,13 @@ def _upload_file_helper(self, attempt_id: str = None) -> None: """Uploads a file from src to dest. - Args: - src: Path to the file to upload, as a string. - dest: Path to where the file is to be uploaded to, as a string. - attempt_id: ID of the import attempt executed by the system run - with the run_id, as a string. This is only used to communicate - with the import progress dashboard. - """ + Args: + src: Path to the file to upload, as a string. + dest: Path to where the file is to be uploaded to, as a string. + attempt_id: ID of the import attempt executed by the system run with the + run_id, as a string. This is only used to communicate with the import + progress dashboard. + """ if self.dashboard: with open(src) as file: self.dashboard.info( @@ -520,37 +581,40 @@ def _upload_file_helper(self, def parse_manifest(path: str) -> dict: """Parses the import manifest. - Args: - path: Path to the import manifest file as a string. + Args: + path: Path to the import manifest file as a string. - Returns: - The parsed manifest as a dict. + Returns: + The parsed manifest as a dict. - Raises: - Same exceptions as open and json.load if the file does not exist or - contains malformed json. - """ + Raises: + Same exceptions as open and json.load if the file does not exist or + contains malformed json. + """ with open(path) as file: return json.load(file) -def run_and_handle_exception(run_id: Optional[str], - dashboard: Optional[dashboard_api.DashboardAPI], - exec_func: Callable, *args) -> ExecutionResult: +def run_and_handle_exception( + run_id: Optional[str], + dashboard: Optional[dashboard_api.DashboardAPI], + exec_func: Callable, + *args, +) -> ExecutionResult: """Runs a method that executes imports and handles its exceptions. - run_id and dashboard are for logging to the import progress dashboard. - They can be None to not perform such logging. + run_id and dashboard are for logging to the import progress dashboard. + They can be None to not perform such logging. - Args: - run_id: ID of the system run as a string. - dashboard: DashboardAPI for logging to the import progress dashboard. - exec_func: The method to execute. - args: List of arguments sent to exec_func. + Args: + run_id: ID of the system run as a string. + dashboard: DashboardAPI for logging to the import progress dashboard. + exec_func: The method to execute. + args: List of arguments sent to exec_func. - Returns: - ExecutionResult object describing the results of the imports. - """ + Returns: + ExecutionResult object describing the results of the imports. + """ try: return exec_func(*args) except ExecutionError as exc: @@ -567,101 +631,191 @@ def run_and_handle_exception(run_id: Optional[str], return ExecutionResult('failed', [], message) +def _run_with_timeout_async(args: List[str], + timeout: float, + cwd: str = None, + env: dict = None) -> subprocess.CompletedProcess: + """Runs a command in a subprocess asynchronously and emits the stdout/stderr. + + Args: + args: Command to run as a list. Each element is a string. + timeout: Maximum time the command can run for in seconds as a float. + cwd: Current working directory of the process as a string. + + Returns: + subprocess.CompletedProcess object used to run the command. + + Raises: + Same exceptions as subprocess.run. + """ + try: + logging.info( + f'Launching async command: {args} with timeout {timeout} in {cwd}, env: {env}' + ) + start_time = time.time() + stdout = [] + stderr = [] + process = subprocess.Popen( + args, + cwd=cwd, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + env=env, + ) + + # Log output continuously until the command completes. + for line in process.stdout: + stdout.append(line) + logging.info(f'Process stdout: {line}') + for line in process.stderr: + stderr.append(line) + logging.info(f'Process stderr: {line}') + + end_time = time.time() + + return_code = process.returncode + end_msg = ( + f'Completed script: "{args}", Return code: {return_code}, time:' + f' {end_time - start_time:.3f} secs.\n') + logging.info(end_msg) + return subprocess.CompletedProcess( + args=args, + returncode=return_code, + stdout=b''.join(stdout), + stderr=b''.join(stderr), + ) + except Exception as e: + message = traceback.format_exc() + logging.exception( + f'An unexpected exception was thrown: {e} when running {args}:' + f' {message}') + return subprocess.CompletedProcess( + args=args, + returncode=1, + stdout=b''.join(stdout), + stderr=b''.join(stderr), + ) + + def _run_with_timeout(args: List[str], timeout: float, - cwd: str = None) -> subprocess.CompletedProcess: + cwd: str = None, + env: dict = None) -> subprocess.CompletedProcess: """Runs a command in a subprocess. - Args: - args: Command to run as a list. Each element is a string. - timeout: Maximum time the command can run for in seconds as a float. - cwd: Current working directory of the process as a string. + Args: + args: Command to run as a list. Each element is a string. + timeout: Maximum time the command can run for in seconds as a float. + cwd: Current working directory of the process as a string. + env: Dict of environment variables for the command. - Returns: - subprocess.CompletedProcess object used to run the command. + Returns: + subprocess.CompletedProcess object used to run the command. - Raises: - Same exceptions as subprocess.run. - """ - return subprocess.run(args, - capture_output=True, - text=True, - timeout=timeout, - cwd=cwd) + Raises: + Same exceptions as subprocess.run. + """ + try: + logging.info( + f'Running command: {args} with timeout {timeout} in dir:{cwd} with' + f' Env:{env}') + process = subprocess.run(args, + capture_output=True, + text=True, + timeout=timeout, + cwd=cwd, + env=env) + logging.info( + f'Completed command: {args}, retcode: {process.returncode}, stdout:' + f' {process.stdout}, stderr: {process.stderr}') + return process + except Exception as e: + message = traceback.format_exc() + logging.exception( + f'An unexpected exception was thrown: {e} when running {args}:' + f' {message}') + return None def _create_venv(requirements_path: Iterable[str], venv_dir: str, timeout: float) -> Tuple[str, subprocess.CompletedProcess]: """Creates a Python virtual environment. - The virtual environment is created with --system-site-packages set, - which allows it to access modules installed on the host. This provides - the opportunity to use the requirements.txt file for this project as - a central requirement file for all user scripts. - - Args: - requirements_path: List of paths to pip requirement files listing the - dependencies to install, each as a string. - venv_dir: Path to the directory to create the virtual environment in - as a string. - timeout: Maximum time the creation script can run for in seconds - as a float. - - Returns: - A tuple consisting of the path to the created interpreter as a string - and a subprocess.CompletedProcess object used to create the environment. - - Raises: - Same exceptions as subprocess.run. - """ + The virtual environment is created with --system-site-packages set, + which allows it to access modules installed on the host. This provides + the opportunity to use the requirements.txt file for this project as + a central requirement file for all user scripts. + + Args: + requirements_path: List of paths to pip requirement files listing the + dependencies to install, each as a string. + venv_dir: Path to the directory to create the virtual environment in as a + string. + timeout: Maximum time the creation script can run for in seconds as a + float. + + Returns: + A tuple consisting of the path to the created interpreter as a string + and a subprocess.CompletedProcess object used to create the environment. + + Raises: + Same exceptions as subprocess.run. + """ with tempfile.NamedTemporaryFile(mode='w', suffix='.sh') as script: script.write(f'python3 -m venv --system-site-packages {venv_dir}\n') script.write(f'. {venv_dir}/bin/activate\n') for path in requirements_path: if os.path.exists(path): - script.write('python3 -m pip install --no-cache-dir ' - f'--requirement {path}\n') + script.write( + f'python3 -m pip install --no-cache-dir --requirement {path}\n' + ) script.flush() process = _run_with_timeout(['bash', script.name], timeout) return os.path.join(venv_dir, 'bin/python3'), process -def _run_user_script(interpreter_path: str, - script_path: str, - timeout: float, - args: list = None, - cwd: str = None) -> subprocess.CompletedProcess: +def _run_user_script( + interpreter_path: str, + script_path: str, + timeout: float, + args: list = None, + cwd: str = None, + env: dict = None, +) -> subprocess.CompletedProcess: """Runs a user Python script. - Args: - script_path: Path to the user script to run as a string. - interpreter_path: Path to the Python interpreter to run the - user script as a string. - timeout: Maximum time the user script can run for in seconds - as a float. - args: A list of arguments each as a string to pass to the - user script on the command line. - cwd: Current working directory of the process as a string. - - Returns: - subprocess.CompletedProcess object used to run the script. - - Raises: - subprocess.TimeoutExpired: The user script did not finish - within timeout. - """ - if args is None: - args = [] - return _run_with_timeout([interpreter_path, script_path] + list(args), - timeout, cwd) - - -def _init_run_helper(dashboard: dashboard_api.DashboardAPI, - commit_sha: str = None, - repo_name: str = None, - branch_name: str = None, - pr_number: str = None) -> Dict: + Args: + script_path: Path to the user script to run as a string. + interpreter_path: Path to the Python interpreter to run the user script as + a string. + timeout: Maximum time the user script can run for in seconds as a float. + args: A list of arguments each as a string to pass to the user script on + the command line. + cwd: Current working directory of the process as a string. + env: Dict of environment variables for the user script run. + + Returns: + subprocess.CompletedProcess object used to run the script. + + Raises: + subprocess.TimeoutExpired: The user script did not finish + within timeout. + """ + script_args = [interpreter_path] + script_args.extend(script_path.split(' ')) + if args: + script_args.extend(args) + return _run_with_timeout_async(script_args, timeout, cwd, env) + + +def _init_run_helper( + dashboard: dashboard_api.DashboardAPI, + commit_sha: str = None, + repo_name: str = None, + branch_name: str = None, + pr_number: str = None, +) -> Dict: """Initializes a system run with the import progress dashboard.""" run = {} if commit_sha: @@ -675,34 +829,39 @@ def _init_run_helper(dashboard: dashboard_api.DashboardAPI, return dashboard.init_run(run) -def _init_attempt_helper(dashboard: dashboard_api.DashboardAPI, run_id: str, - import_name: str, absolute_import_name: str, - provenance_url: str, - provenance_description: str) -> Dict: +def _init_attempt_helper( + dashboard: dashboard_api.DashboardAPI, + run_id: str, + import_name: str, + absolute_import_name: str, + provenance_url: str, + provenance_description: str, +) -> Dict: """Initializes an import attempt with the import progress dashboard.""" return dashboard.init_attempt({ 'run_id': run_id, 'import_name': import_name, 'absolute_import_name': absolute_import_name, 'provenance_url': provenance_url, - 'provenance_description': provenance_description + 'provenance_description': provenance_description, }) def _mark_system_run_failed(run_id: str, message: str, dashboard: dashboard_api.DashboardAPI) -> Dict: """Communicates with the import progress dashboard that a system run - has failed. - Args: - run_id: ID of the system run. - message: An additional message to log to the dashboard - with level critical. - dashboard: DashboardAPI object for the communicaiton. + has failed. - Returns: - Updated system run returned from the dashboard. - """ + Args: + run_id: ID of the system run. + message: An additional message to log to the dashboard with level + critical. + dashboard: DashboardAPI object for the communicaiton. + + Returns: + Updated system run returned from the dashboard. + """ dashboard.critical(message, run_id=run_id) return dashboard.update_run( { @@ -714,17 +873,18 @@ def _mark_system_run_failed(run_id: str, message: str, def _mark_import_attempt_failed(attempt_id: str, message: str, dashboard: dashboard_api.DashboardAPI) -> Dict: """Communicates with the import progress dashboard that an import attempt - has failed. - Args: - attempt_id: ID of the import attempt. - message: An additional message to log to the dashboard - with level critical. - dashboard: DashboardAPI object for the communicaiton. + has failed. - Returns: - Updated import attempt returned from the dashboard. - """ + Args: + attempt_id: ID of the import attempt. + message: An additional message to log to the dashboard with level + critical. + dashboard: DashboardAPI object for the communicaiton. + + Returns: + Updated import attempt returned from the dashboard. + """ dashboard.critical(message, attempt_id=attempt_id) return dashboard.update_attempt( { @@ -743,13 +903,13 @@ def _clean_time( time: str, chars_to_replace: Tuple[str] = (':', '-', '.', '+')) -> str: """Replaces some characters with underscores. - Args: - time: Time string. - chars_to_replace: List of characters to replace with underscores. + Args: + time: Time string. + chars_to_replace: List of characters to replace with underscores. - Returns: - Time string with the characters replaced. - """ + Returns: + Time string with the characters replaced. + """ for char in chars_to_replace: time = time.replace(char, '_') return time @@ -759,11 +919,11 @@ def _construct_process_message(message: str, process: subprocess.CompletedProcess) -> str: """Constructs a log message describing the result of a subprocess. - Args: - message: Brief log message as a string. - process: subprocess.CompletedProcess object whose arguments, - return code, stdout, and stderr are to be added to the message. - """ + Args: + message: Brief log message as a string. + process: subprocess.CompletedProcess object whose arguments, return code, + stdout, and stderr are to be added to the message. + """ command = process.args if isinstance(command, list): command = utils.list_to_str(command, ' ') @@ -771,29 +931,31 @@ def _construct_process_message(message: str, f'[Subprocess command]: {command}\n' f'[Subprocess return code]: {process.returncode}') if process.stdout: - message += '\n[Subprocess stdout]:\n' f'{process.stdout}' + message += f'\n[Subprocess stdout]:\n{process.stdout}' if process.stderr: - message += '\n[Subprocess stderr]:\n' f'{process.stderr}' + message += f'\n[Subprocess stderr]:\n{process.stderr}' return message -def _log_process(process: subprocess.CompletedProcess, - dashboard: dashboard_api.DashboardAPI = None, - attempt_id: str = None, - run_id: str = None) -> None: +def _log_process( + process: subprocess.CompletedProcess, + dashboard: dashboard_api.DashboardAPI = None, + attempt_id: str = None, + run_id: str = None, +) -> None: """Logs the result of a subprocess. - dashboard, attempt_id, and run_id are only for logging to the import - progress dashboard. They can be None to not perform such logging. - - Args: - process: subprocess.CompletedProcess object whose arguments, - return code, stdout, and stderr are to be logged. - dashboard: DashboardAPI object to communicate with the - import progress dashboard. - attempt_id: ID of the import attempt as a string. - run_id: ID of the system run as a string. - """ + dashboard, attempt_id, and run_id are only for logging to the import + progress dashboard. They can be None to not perform such logging. + + Args: + process: subprocess.CompletedProcess object whose arguments, return code, + stdout, and stderr are to be logged. + dashboard: DashboardAPI object to communicate with the import progress + dashboard. + attempt_id: ID of the import attempt as a string. + run_id: ID of the system run as a string. + """ message = 'Subprocess succeeded' if process.returncode: message = 'Subprocess failed' diff --git a/import-automation/executor/config_override.json b/import-automation/executor/config_override.json new file mode 100644 index 0000000000..9c8580bc08 --- /dev/null +++ b/import-automation/executor/config_override.json @@ -0,0 +1,8 @@ +{ + "configs":{ + "executor_type": "GKE", + "user_script_args": [], + "user_script_env": {}, + "user_script_timeout": 3600 + } + } \ No newline at end of file diff --git a/import-automation/executor/gke/README.md b/import-automation/executor/gke/README.md index 0bfdb9f5ee..73a9f0b889 100644 --- a/import-automation/executor/gke/README.md +++ b/import-automation/executor/gke/README.md @@ -1,18 +1,59 @@ -Deploy to GKE +# Deploy Executor to GKE -Import-automation executor can also be deployed to gke. After committing new changes, please do the following to deploy. +Import-automation executor can be deployed to Google Kubernetes Engine +(GKE). -1. From repo root, run: `cd import-automation/executor` +## (One Time) Setup IAP -2. build and push image: `./gke/push_image.sh` +Import Automation tool use [Identity-Aware Proxy +(IAP)](https://cloud.google.com/iap) to guard access. Non public instances are +guarded by IAP. -3. Replace image tag in deployment.yaml with the value of `git rev-parse --short=7 HEAD`. +### Configure the OAuth consent screen -4. Update GKE with the following. +Follow +[documentation](https://cloud.google.com/iap/docs/enabling-kubernetes-howto#oauth-configure). + +### Create OAuth credential + +Follow +[documentation](https://cloud.google.com/iap/docs/enabling-kubernetes-howto#oauth-credentials). + +### Setup IAP access + +Follow +[documentation](https://cloud.google.com/iap/docs/enabling-kubernetes-howto#iap-access). + +## (One Time) Setup GKE + +1. Set the PROJECT_ID, OAUTH_CLIENT_ID and OAUTH_CLIENT_SECRET environment variables in "gke/configure_gke.sh", e.g. +``` +export PROJECT_ID= +export OAUTH_CLIENT_ID= +export OAUTH_CLIENT_SECRET= +``` + +2. Run `./gke/configure_gke.sh`. The script will error out if the environment variables in (1) are not set. + +## Deployment + +After committing new changes, please do the following to deploy. + +1. Make sure the local repo is clean without pending changes. + +2. From repo root, run: `cd import-automation/executor`. + +3. build and push image: `./gke/push_image.sh`. This build a new docker image + with tag `prod` and the current git commit hash. + +4. Update GKE with the following command (replace GCP_PROJECT with actual + project id): ```sh +export PROJECT_ID= + gcloud container clusters get-credentials datacommons-us-central1 \ - --region us-central1 --project datcom-website-dev + --region us-central1 --project $PROJECT_ID kubectl apply -f gke/deployment.yaml ``` diff --git a/import-automation/executor/gke/cloudbuild.push_image.yaml b/import-automation/executor/gke/cloudbuild.push_image.yaml index c03550fa81..28e5831a96 100644 --- a/import-automation/executor/gke/cloudbuild.push_image.yaml +++ b/import-automation/executor/gke/cloudbuild.push_image.yaml @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + steps: - id: push-import-automation-executor name: gcr.io/cloud-builders/docker @@ -19,8 +20,13 @@ steps: - -c - | set -e - DOCKER_BUILDKIT=1 docker build -f Dockerfile --tag gcr.io/$_PROJECT_ID/datacommons-import-automation-executor:${_TAG} . - docker push gcr.io/$_PROJECT_ID/datacommons-import-automation-executor:${_TAG} + DOCKER_BUILDKIT=1 + docker build -f Dockerfile \ + --tag gcr.io/datcom-ci/datacommons-import-automation-executor:${_TAG} \ + --tag gcr.io/datcom-ci/datacommons-import-automation-executor:prod \ + . + docker push gcr.io/datcom-ci/datacommons-import-automation-executor:${_TAG} + docker push gcr.io/datcom-ci/datacommons-import-automation-executor:prod timeout: 600s options: diff --git a/import-automation/executor/gke/configure_gke.sh b/import-automation/executor/gke/configure_gke.sh index 0a9f25ee06..dea858b270 100755 --- a/import-automation/executor/gke/configure_gke.sh +++ b/import-automation/executor/gke/configure_gke.sh @@ -1,3 +1,5 @@ +#!/bin/bash + # Copyright 2023 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -11,11 +13,38 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -#!/bin/bash -gcloud container clusters get-credentials \ - datacommons-us-central1 \ + +# Verify that the required environment variables are set. +if [ -z "$PROJECT_ID" ] +then + echo "\$PROJECT_ID must be set and cannot be empty." + exit 1 +fi +if [ -z "$OAUTH_CLIENT_ID" ] +then + echo "\$OAUTH_CLIENT_ID must be set and cannot be empty." + exit 1 +fi +if [ -z "$OAUTH_CLIENT_SECRET" ] +then + echo "\$OAUTH_CLIENT_SECRET must be set and cannot be empty." + exit 1 +fi + +gcloud config set project $PROJECT_ID + +# Create GKE cluster +gcloud container clusters create datacommons-us-central1 \ + --num-nodes=3 \ + --region=us-central1 \ + --machine-type=e2-highmem-4 \ + --enable-ip-alias \ + --workload-pool=$PROJECT_ID.svc.id.goog \ + --scopes=https://www.googleapis.com/auth/trace.append + +gcloud container clusters get-credentials datacommons-us-central1 \ --region us-central1 \ - --project datcom-website-dev + --project $PROJECT_ID # Create namespace if it does not exist. kubectl create namespace import-automation \ @@ -26,27 +55,21 @@ kubectl create namespace import-automation \ kubectl create serviceaccount --namespace import-automation import-automation-ksa \ --dry-run=client -o yaml | kubectl apply -f - -gcloud iam service-accounts add-iam-policy-binding \ - --project datcom-website-dev \ - --role roles/iam.workloadIdentityUser \ - --member "serviceAccount:datcom-website-dev.svc.id.goog[import-automation/import-automation-ksa]" \ - datcom-website-dev@appspot.gserviceaccount.com +gcloud projects add-iam-policy-binding $PROJECT_ID \ + --role=roles/iam.workloadIdentityUser \ + --member="serviceAccount:$PROJECT_ID.svc.id.goog[import-automation/import-automation-ksa]" kubectl annotate serviceaccount \ --namespace import-automation \ --overwrite \ import-automation-ksa \ - iam.gke.io/gcp-service-account=datcom-website-dev@appspot.gserviceaccount.com + iam.gke.io/gcp-service-account=$PROJECT_ID@appspot.gserviceaccount.com -# Set the oauth env vars before running the script -# export OAUTH_CLIENT_ID= -# export OAUTH_CLIENT_SECRET= kubectl -n import-automation create secret generic import-automation-iap-secret \ --from-literal=client_id=$OAUTH_CLIENT_ID \ --from-literal=client_secret=$OAUTH_CLIENT_SECRET # Also set what identity will cloud scheduler call as by running: -# export CLOUD_SCHEDULER_CALLER_SA= kubectl -n import-automation create configmap cluster-oauth-configmap \ - --from-literal=cloud-scheduler-caller-sa=$CLOUD_SCHEDULER_CALLER_SA \ + --from-literal=cloud-scheduler-caller-sa=$PROJECT_ID@appspot.gserviceaccount.com \ --from-literal=cloud-scheduler-caller-oauth-audience=$OAUTH_CLIENT_ID diff --git a/import-automation/executor/gke/deployment.yaml b/import-automation/executor/gke/deployment.yaml index 7dacd0a352..a346102b13 100644 --- a/import-automation/executor/gke/deployment.yaml +++ b/import-automation/executor/gke/deployment.yaml @@ -28,13 +28,13 @@ spec: rules: - http: paths: - - path: /* - pathType: ImplementationSpecific - backend: - service: - name: import-automation-executor-service - port: - number: 8080 + - path: /* + pathType: ImplementationSpecific + backend: + service: + name: import-automation-executor-service + port: + number: 8080 --- apiVersion: cloud.google.com/v1 kind: BackendConfig @@ -82,7 +82,7 @@ spec: replicas: 1 selector: matchLabels: - app: import-automation-executor-app + app: import-automation-executor-app template: metadata: labels: @@ -128,4 +128,3 @@ spec: path: /healthz port: 8080 serviceAccountName: import-automation-ksa - diff --git a/import-automation/executor/gke/push_image.sh b/import-automation/executor/gke/push_image.sh index a20e489e06..378c649176 100755 --- a/import-automation/executor/gke/push_image.sh +++ b/import-automation/executor/gke/push_image.sh @@ -15,14 +15,8 @@ # limitations under the License. set -e -PROJECT_ID=$1 - -if [[ $PROJECT_ID == "" ]]; then - PROJECT_ID=datcom-ci -fi - gcloud builds submit . \ --async \ - --project=$PROJECT_ID \ + --project=datcom-ci \ --config=gke/cloudbuild.push_image.yaml \ - --substitutions=_TAG="prod",_PROJECT_ID=$PROJECT_ID + --substitutions=_TAG=$(git rev-parse --short=7 HEAD) \ No newline at end of file diff --git a/import-automation/executor/local_executor.py b/import-automation/executor/local_executor.py index 16bec15d58..adbcc4f232 100644 --- a/import-automation/executor/local_executor.py +++ b/import-automation/executor/local_executor.py @@ -29,6 +29,8 @@ and 'data' is the repo_name. """ +import os + from absl import flags from absl import app @@ -85,7 +87,8 @@ def main(_): github_repo_name=FLAGS.repo_name, github_repo_owner_username=FLAGS.owner_username, github_auth_username=FLAGS.username, - github_auth_access_token=FLAGS.access_token) + github_auth_access_token=FLAGS.access_token, + user_script_env=os.environ) executor = import_executor.ImportExecutor( uploader=file_uploader.LocalFileUploader(output_dir=FLAGS.output_dir), github=github_api.GitHubRepoAPI(config.github_repo_owner_username, diff --git a/import-automation/executor/requirements.txt b/import-automation/executor/requirements.txt index 6c15640481..e1f2e62908 100644 --- a/import-automation/executor/requirements.txt +++ b/import-automation/executor/requirements.txt @@ -8,4 +8,4 @@ google-cloud-scheduler==2.10.0 flask gunicorn pytz -absl-py +absl-py \ No newline at end of file diff --git a/import-automation/executor/schedule_update_import.py b/import-automation/executor/schedule_update_import.py new file mode 100644 index 0000000000..b033360844 --- /dev/null +++ b/import-automation/executor/schedule_update_import.py @@ -0,0 +1,344 @@ +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import dataclasses +from datetime import datetime, timezone +import sys +import os +import logging +import json +from typing import Dict + +from absl import app +from absl import flags +from app import configs +from app.executor import import_target +from app.executor import import_executor +from app.executor import cloud_scheduler +from app.executor import validation +from app.service import file_uploader +from app.service import github_api +from google.cloud import storage + +_CONFIG_OVERRIDE_FILE: str = 'config_override.json' +_GKE_SERVICE_ACCOUNT_KEY: str = 'gke_service_account' +_GKE_OAUTH_AUDIENCE_KEY: str = 'gke_oauth_audience' + +_FLAGS = flags.FLAGS + +flags.DEFINE_string('mode', '', 'Options: update or schedule.') +flags.DEFINE_string('config_project_id', '', 'GCS Project for the config file.') +flags.DEFINE_string('config_bucket', 'import-automation-configs', + 'GCS bucket name for the config file.') +flags.DEFINE_string('config_filename', 'configs.json', + 'GCS filename for the config file.') +flags.DEFINE_string('scheduler_config_filename', 'cloud_scheduler_configs.json', + 'GCS filename for the Cloud Scheduler config file.') + +flags.DEFINE_string( + 'absolute_import_path', '', + 'A string specifying the path of an import in the following format:' + ':.' + 'Example: scripts/us_usda/quickstats:UsdaAgSurvey') + +_FLAGS(sys.argv) + +logging.basicConfig(level=logging.INFO) + + +def _get_cron_schedule(repo_dir: str, absolute_import_path: str, + manifest_filename: str): + + # Retain the path to the import (ignoring the name of the import). + path = absolute_import_path.split(":")[0] + + manifest_fp = os.path.join(repo_dir, path, manifest_filename) + if not os.path.isfile(manifest_fp): + raise Exception( + f'Manifest for import could not be found. Import: {absolute_import_path}. Looking for {manifest_filename} at path: {manifest_fp}' + ) + + manifest = import_executor.parse_manifest(manifest_fp) + validation.is_manifest_valid(manifest, repo_dir, path) + + for spec in manifest['import_specifications']: + if absolute_import_path.endswith(':' + spec['import_name']): + return spec['cron_schedule'] + + # If we are here, the the import name was not found in the manifest. + raise Exception( + f'No entry found for Import ({absolute_import_path}) in manifest file {manifest_fp}' + ) + + +def _override_configs(filename: str, + config: configs.ExecutorConfig) -> configs.ExecutorConfig: + # Read configs from the local file. + d = json.load(open(filename)) + + # Update config with any fields and values provided in the local file. + # In case of any errors, the line below will raise an Exception which will + # report the problem which shoud be fixed in the local config json file. + return dataclasses.replace(config, **d["configs"]) + + +def _get_cloud_config(filename: str) -> Dict: + logging.info('Getting cloud config.') + project_id = _FLAGS.config_project_id + bucket_name = _FLAGS.config_bucket + logging.info( + f'\nProject ID: {project_id}\nBucket: {bucket_name}\nConfig Filename: {filename}' + ) + + bucket = storage.Client(project_id).bucket(bucket_name, + user_project=project_id) + blob = bucket.blob(filename) + config_dict = json.loads(blob.download_as_string(client=None)) + return config_dict + + +def _get_latest_blob(project_id: str, bucket_name: str, filepath: str): + bucket = storage.Client(project_id).bucket(bucket_name) + blob = bucket.blob(filepath) + return blob + + +def _check_filepath(filepath: str, bucket_name: str, project_id): + logging.info( + f'Checking file: {filepath} in Bucket: {bucket_name} [Project: {project_id}]' + ) + blob = _get_latest_blob(project_id, bucket_name, filepath) + blob.reload() + version = blob.download_as_string(client=None).decode("utf-8") + updated = blob.updated + updated_duration = int((datetime.now(timezone.utc) - updated).seconds) + folder = os.path.join(bucket_name, filepath, version) + logging.info(f'GCS Project for output: {project_id}') + logging.info(f'Corresponding directory path on GCS: {folder}') + logging.info(f'Latest Version: {version}') + logging.info(f'Updated at: {updated}') + logging.info(f'Last updated ~{updated_duration} seconds ago.') + + +def _print_fileupload_results(cfg: configs.ExecutorConfig, + absolute_import_path: str): + # Check and print the latest versions written to GCP for this import. + filepath = os.path.join(absolute_import_path.replace(":", "/"), + cfg.storage_version_filename) + + logging.info("===========================================================") + logging.info("============ IMPORT FILE UPLOAD DIAGNOSTICS ===============") + logging.info("===========================================================") + # Prod Path. + try: + _check_filepath(filepath, cfg.storage_prod_bucket_name, + cfg.gcs_project_id) + except Exception as e: + logging.error( + f'Error when accessing the expected PROD file. Error: {e}') + + logging.info("===========================================================") + logging.info("===========================================================") + + +def _print_schedule_results(cfg: configs.ExecutorConfig, result: Dict): + logging.info("===========================================================") + logging.info("============ CLOUD SCHEDULER JOB DIAGNOSTICS ==============") + logging.info("===========================================================") + + logging.info("Cloud Scheduler job scheduled with the following:") + logging.info(result) + logging.info("===========================================================") + logging.info("===========================================================") + logging.info( + f"Check all scheduled jobs at: console.cloud.google.com/cloudscheduler?project={cfg.gcp_project_id}" + ) + + if "name" in result: + logging.info(f"Job scheduled as: {result['name']}.") + + try: + date_format = '%Y-%m-%dT%H:%M:%S%z' + updated = datetime.strptime(result["user_update_time"], date_format) + updated_duration = int( + (datetime.now(timezone.utc) - updated).seconds) + logging.info( + f'Last Updated: {updated_duration} seconds ago (UTC: {result["user_update_time"]}).' + ) + except Exception: + # Just means we couldn't parse the user_update_time which is not terrible. + pass + else: + logging.error( + 'The result dictionary has an unexpected form. Key \"name\" missing. Check job details on GCP console to confirm successful scheduling.' + ) + + logging.info("===========================================================") + logging.info("===========================================================") + + +def update(cfg: configs.ExecutorConfig, + absolute_import_path: str, + local_repo_dir: str = "") -> import_executor.ExecutionResult: + """Executes an update on the specified import. + + Note: the sub-routine will clone the data repo at the most recent commit in + the branch master. Therefore, any local changes in the repo or import script + will not be reflected. + + Args: + cfg: a configs.ExecutorConfig object with all the fields required for + the update script. Since it contains authentication information, + the configs should be read from a secure location, e.g. a Cloud + bucket, and then parsed and passed here as a configs.ExecutorConfig + object. + absolute_import_path: a string specifying the import's path in the + following format: + : + example: + scripts/us_usda/quickstats:UsdaAgSurvey + local_repo_dir: the full path to the GitHub repository on local. The + path shoud be provided to the root directory of the repo, + e.g. `/data`. + + Returns: + An import_executor.ExecutionResult object. + """ + executor = import_executor.ImportExecutor( + uploader=file_uploader.GCSFileUploader( + project_id=cfg.gcs_project_id, + bucket_name=cfg.storage_prod_bucket_name), + github=github_api.GitHubRepoAPI( + repo_owner_username=cfg.github_repo_owner_username, + repo_name=cfg.github_repo_name, + auth_username=cfg.github_auth_username, + auth_access_token=cfg.github_auth_access_token), + config=cfg, + local_repo_dir=local_repo_dir) + + return executor.execute_imports_on_update(absolute_import_path) + + +def schedule(cfg: configs.ExecutorConfig, + absolute_import_name: str, + repo_dir: str, + gke_service_account: str = "", + gke_oauth_audience: str = "") -> Dict: + # This is the content of what is passed to /update API + # inside each cronjob http calls from Cloud Scheduler. + json_encoded_job_body = json.dumps({ + 'absolute_import_name': absolute_import_name, + 'configs': cfg.get_data_refresh_config() + }).encode("utf-8") + + # Retrieve the cron schedule. + cron_schedule = _get_cron_schedule(repo_dir, absolute_import_name, + cfg.manifest_filename) + + # Create an HTTP Job Request. + req = cloud_scheduler.http_job_request( + absolute_import_name, + cron_schedule, + json_encoded_job_body, + gke_caller_service_account=gke_service_account, + gke_oauth_audience=gke_oauth_audience) + + return cloud_scheduler.create_or_update_job(cfg.gcp_project_id, + cfg.scheduler_location, req) + + +def main(_): + mode = _FLAGS.mode + absolute_import_path = _FLAGS.absolute_import_path + + if not _FLAGS.config_project_id: + raise Exception("Flag: config_project_if must be provided.") + + if not mode or (mode not in ['update', 'schedule']): + raise Exception('Flag: mode must be set to \'update\' or \'schedule\'') + + if not import_target.is_absolute_import_name(absolute_import_path): + raise Exception( + 'Flag: absolute_import_path is invalid. Path should be like:' + 'scripts/us_usda/quickstats:UsdaAgSurvey') + + # Get the root repo directory (data). Assumption is that this script is being + # called from a path within the data repo. + cwd = os.getcwd() + repo_dir = cwd.split("data")[0] + "data" + logging.info(f'{mode} called with the following:') + logging.info(f'Config Project ID: {_FLAGS.config_project_id}') + logging.info(f'Import: {absolute_import_path}') + logging.info(f'Repo root directory: {repo_dir}') + + # Loading configs from GCS and then using _CONFIG_OVERRIDE_FILE to + # override any fields provided in the file. + logging.info('Reading configs from GCS.') + config_dict = _get_cloud_config(_FLAGS.config_filename) + cfg = configs.ExecutorConfig(**config_dict['configs']) + + logging.info( + f'Updating any config fields from local file: {_CONFIG_OVERRIDE_FILE}.') + cfg = _override_configs(_CONFIG_OVERRIDE_FILE, cfg) + + logging.info('Reading Cloud scheduler configs from GCS.') + scheduler_config_dict = _get_cloud_config(_FLAGS.scheduler_config_filename) + + if mode == 'update': + logging.info("*************************************************") + logging.info("***** Beginning Update. Can take a while. *******") + logging.info("*************************************************") + res = dataclasses.asdict( + update(cfg, absolute_import_path, local_repo_dir=repo_dir)) + logging.info("*************************************************") + logging.info("*********** Update Complete. ********************") + logging.info("*************************************************") + logging.info( + "===========================================================") + logging.info( + "====================== UPDATE RESULT ======================") + logging.info( + "===========================================================") + logging.info(res) + logging.info( + "===========================================================") + logging.info( + "===========================================================") + + # Check expected output file/folder versions (to confirm updates). + _print_fileupload_results(cfg, absolute_import_path) + + elif mode == 'schedule': + # Before proceeding, ensure that the configs read from GCS have the expected fields. + assert _GKE_SERVICE_ACCOUNT_KEY in scheduler_config_dict + assert _GKE_OAUTH_AUDIENCE_KEY in scheduler_config_dict + + logging.info("*************************************************") + logging.info("***** Beginning Schedule Operation **************") + logging.info("*************************************************") + res = schedule( + cfg, + absolute_import_path, + repo_dir, + gke_service_account=scheduler_config_dict[_GKE_SERVICE_ACCOUNT_KEY], + gke_oauth_audience=scheduler_config_dict[_GKE_OAUTH_AUDIENCE_KEY]) + logging.info("*************************************************") + logging.info("*********** Schedule Operation Complete. ********") + logging.info("*************************************************") + + # Some basic diagnostics. + _print_schedule_results(cfg, res) + + +if __name__ == '__main__': + app.run(main) diff --git a/import-automation/executor/schedule_update_import.sh b/import-automation/executor/schedule_update_import.sh new file mode 100755 index 0000000000..9961405174 --- /dev/null +++ b/import-automation/executor/schedule_update_import.sh @@ -0,0 +1,49 @@ +#!/bin/bash +# Copyright 2024 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +function help { + echo "#Usage: -us " + echo "## is the GCP project ID where the config file is located." + echo "## Update an import specified by , e.g. scripts/us_usda/quickstats:UsdaAgSurvey" exit 1 +} + +if [[ $# -le 1 ]]; then + help + exit 1 +fi + +while getopts us OPTION; do + case $OPTION in + u) + MODE="update" + ;; + s) + MODE="schedule" + ;; + *) + help + esac +done + +CONFIG_PROJECT_ID=$2 +IMPORT_PATH=$3 + +python3 -m venv .env +. .env/bin/activate +pip3 install --disable-pip-version-check -r requirements.txt + +python3 -m schedule_update_import --config_project_id=$CONFIG_PROJECT_ID --mode=$MODE --absolute_import_path=$IMPORT_PATH + +deactivate \ No newline at end of file diff --git a/import-automation/executor/test/cloud_scheduler_test.py b/import-automation/executor/test/cloud_scheduler_test.py index 71446a7372..468249bedb 100644 --- a/import-automation/executor/test/cloud_scheduler_test.py +++ b/import-automation/executor/test/cloud_scheduler_test.py @@ -84,7 +84,7 @@ def test_http_job_request(self): 'seconds': 60 * 30 }, 'http_target': { - 'uri': 'https://import.datacommons.dev/update', + 'uri': 'https://importautomation.datacommons.org/update', 'http_method': 'POST', 'headers': { 'Content-Type': 'application/json', diff --git a/import-automation/executor/test/integration_test.py b/import-automation/executor/test/integration_test.py index 1297548772..ea10db4c0d 100644 --- a/import-automation/executor/test/integration_test.py +++ b/import-automation/executor/test/integration_test.py @@ -24,10 +24,13 @@ NUM_LINES_TO_CHECK = 50 CONFIGS = { - 'github_repo_owner_username': os.environ['GITHUB_AUTH_USERNAME'], + # The GitHub params belong to the public Data Commons gmail account. + # Auth tokens, user name and other details can be found in the inbox + # and in the inbox of teammates. + 'github_repo_owner_username': os.environ['_GITHUB_REPO_OWNER_USERNAME'], 'github_repo_name': 'data-demo', - 'github_auth_username': 'intrepiditee', - 'github_auth_access_token': os.environ['GITHUB_AUTH_ACCESS_TOKEN'] + 'github_auth_username': os.environ['_GITHUB_AUTH_USERNAME'], + 'github_auth_access_token': os.environ['_GITHUB_AUTH_ACCESS_TOKEN'] } diff --git a/import-automation/import-progress-dashboard-frontend/client/package-lock.json b/import-automation/import-progress-dashboard-frontend/client/package-lock.json index c27041f942..5b3e443ee2 100644 --- a/import-automation/import-progress-dashboard-frontend/client/package-lock.json +++ b/import-automation/import-progress-dashboard-frontend/client/package-lock.json @@ -4,475 +4,448 @@ "lockfileVersion": 1, "requires": true, "dependencies": { - "@babel/code-frame": { - "version": "7.10.4", - "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.10.4.tgz", - "integrity": "sha512-vG6SvB6oYEhvgisZNFRmRCUkLz11c7rp+tbNTynGqc6mS1d5ATd/sGyV6W0KZZnXRKMTzZDRgQT3Ou9jhpAfUg==", + "@aashutoshrathi/word-wrap": { + "version": "1.2.6", + "resolved": "https://registry.npmjs.org/@aashutoshrathi/word-wrap/-/word-wrap-1.2.6.tgz", + "integrity": "sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==" + }, + "@alloc/quick-lru": { + "version": "5.2.0", 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a/requirements.txt b/requirements.txt index 7a3c57aedf..a695b962c7 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,41 +1,28 @@ -# Requirements for all Python code in this repo, except for import-automation +# Requirements for Python scripts in this repo that have automation enabled! absl-py arcgis2geojson -chembl-webresource-client>=0.10.2 dataclasses==0.6 datacommons==1.4.3 -deepdiff==6.3.0 -earthengine-api -flask_restful==0.3.9 frozendict==1.2 func-timeout==4.3.5 geojson==2.5.0 -geopandas==0.8.1 -geopy google-cloud-bigquery google-cloud-storage>=2.7.0 google-cloud-logging==3.4.0 google-cloud-scheduler==2.10.0 gspread lxml==4.9.1 -matplotlib==3.3.0 -netCDF4 numpy -openpyxl==3.0.7 -pandas==1.3.5 +pandas pylint pytest -rasterio -rdp==0.8 requests==2.27.1 retry==0.9.2 -s2sphere==0.2.5 -shapely==1.8 -tabula-py +shapely==1.8.5 urllib3==1.26.8 xarray==0.19.0 xlrd==1.2.0 -yapf zipp beautifulsoup4 +ratelimit diff --git a/requirements_all.txt b/requirements_all.txt new file mode 100644 index 0000000000..8f52b0b021 --- /dev/null +++ b/requirements_all.txt @@ -0,0 +1,42 @@ +# Requirements for all Python code in this repo, except for import-automation + +absl-py +arcgis2geojson +chembl-webresource-client>=0.10.2 +dataclasses==0.6 +datacommons==1.4.3 +deepdiff==6.3.0 +earthengine-api +flask_restful==0.3.9 +frozendict==1.2 +func-timeout==4.3.5 +geojson==2.5.0 +geopandas==0.8.1 +geopy +google-cloud-bigquery +google-cloud-storage>=2.7.0 +google-cloud-logging==3.4.0 +google-cloud-scheduler==2.10.0 +gspread +lxml==4.9.1 +matplotlib==3.3.0 +netCDF4==1.6.4 +numpy +openpyxl==3.0.7 +pandas +pylint +pytest +rasterio +rdp==0.8 +requests==2.27.1 +retry==0.9.2 +s2sphere==0.2.5 +shapely==1.8.5 +tabula-py +urllib3==1.26.8 +xarray==0.19.0 +xlrd==1.2.0 +yapf +zipp +beautifulsoup4 +ratelimit diff --git a/run_tests.sh b/run_tests.sh index becb877838..8a527a545d 100755 --- a/run_tests.sh +++ b/run_tests.sh @@ -28,7 +28,7 @@ function setup_python { if [[ "$PYTHON_REQUIREMENTS_INSTALLED" = false ]] then echo "Installing Python requirements" - pip3 install -r requirements.txt -q + pip3 install -r requirements_all.txt -q PYTHON_REQUIREMENTS_INSTALLED=true fi } diff --git a/scripts/india/geo/LocalGovernmentDirectory_Districts.csv b/scripts/india/geo/LocalGovernmentDirectory_Districts.csv index 76ec5828e1..d70a339c49 100644 --- a/scripts/india/geo/LocalGovernmentDirectory_Districts.csv +++ b/scripts/india/geo/LocalGovernmentDirectory_Districts.csv @@ -1,740 +1,758 @@ -LGDDistrictCode,LGDDistrictName,LGDStateCode,LGDStateName,LGDCensus2001Code,LGDCensus2011Code,closestDistrictLabel,district,districtLabel,districtDescription,state,stateLabel,stateDescription,census2011Code,WikiDataId,LGDDistrictNameTitleCase,districtLabelTitleCase -603,nicobars,35,andaman and nicobar islands,35.02,638,nicobar,http://www.wikidata.org/entity/Q797295,nicobar,"district of the Andaman and Nicobar Islands, India",http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,638,Q797295,Nicobars,Nicobar -632,north and middle andaman,35,andaman and nicobar islands,,639,north and middle andaman,http://www.wikidata.org/entity/Q796983,north and middle andaman,"district of the Andaman and Nicobar Islands, India",http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,639,Q796983,North and Middle Andaman,North and Middle Andaman -602,south andamans,35,andaman and nicobar islands,35.01,640,south andaman,http://www.wikidata.org/entity/Q796979,south andaman,district in Andaman and Nicobar Islands,http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,640,Q796979,South Andamans,South Andaman -502,anantapur,28,andhra pradesh,28.22,553,anantapuram,http://www.wikidata.org/entity/Q15212,anantapuram,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,553,Q15212,Anantapur,Anantapuram -503,chittoor,28,andhra pradesh,28.23,554,chittoor,http://www.wikidata.org/entity/Q15213,chittoor,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,554,Q15213,Chittoor,Chittoor -505,east godavari,28,andhra pradesh,28.14,545,east godavari,http://www.wikidata.org/entity/Q15338,east godavari,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,545,Q15338,East Godavari,East Godavari -506,guntur,28,andhra pradesh,28.17,548,guntur,http://www.wikidata.org/entity/Q15341,guntur,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,548,Q15341,Guntur,Guntur -510,krishna,28,andhra pradesh,28.16,547,krishna,http://www.wikidata.org/entity/Q15382,krishna,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,547,Q15382,Krishna,Krishna -511,kurnool,28,andhra pradesh,28.21,552,kurnool,http://www.wikidata.org/entity/Q15381,kurnool,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,552,Q15381,Kurnool,Kurnool -517,prakasam,28,andhra pradesh,28.18,549,prakasam,http://www.wikidata.org/entity/Q15390,prakasam,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,549,Q15390,Prakasam,Prakasam -515,spsr nellore,28,andhra pradesh,28.19,550,sri potti sri ramulu nellore,http://www.wikidata.org/entity/Q15383,sri potti sri ramulu nellore,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,550,Q15383,Spsr Nellore,Sri Potti Sri Ramulu Nellore -519,srikakulam,28,andhra pradesh,28.11,542,srikakulam,http://www.wikidata.org/entity/Q15395,srikakulam,extreme northeastern district of Andhra Pradesh,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,542,Q15395,Srikakulam,Srikakulam 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India,247,Q15424,East Kameng,East Kameng -232,east siang,12,arunachal pradesh,12.08,251,east siang,http://www.wikidata.org/entity/Q15419,east siang,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,251,Q15419,East Siang,East Siang -718,kamle,12,arunachal pradesh,,,kamle,http://www.wikidata.org/entity/Q48731073,kamle,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q48731073,Kamle,Kamle -677,kra daadi,12,arunachal pradesh,,,kra daadi,http://www.wikidata.org/entity/Q21018627,kra daadi,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q21018627,Kra Daadi,Kra Daadi -233,kurung kumey,12,arunachal pradesh,12.14,256,kurung kumey,http://www.wikidata.org/entity/Q2449506,kurung kumey,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in 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Chhattisgarh in India,http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q16961365,Gariyaband,Gariaband -734,gaurella pendra marwahi,22,chhattisgarh,,,gaurela-pendra-marwahi,http://www.wikidata.org/entity/Q96584972,gaurela-pendra-marwahi,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q96584972,Gaurella Pendra Marwahi,Gaurela-pendra-marwahi -379,janjgir-champa,22,chhattisgarh,22.06,405,janjgir–champa,http://www.wikidata.org/entity/Q2575633,janjgir–champa,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,405,Q2575633,Janjgir-champa,Janjgir–champa -380,jashpur,22,chhattisgarh,22.03,402,jashpur,http://www.wikidata.org/entity/Q2577551,jashpur,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,402,Q2577551,Jashpur,Jashpur -382,kabirdham,22,chhattisgarh,22.08,407,kabirdham,http://www.wikidata.org/entity/Q2450255,kabirdham,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,407,Q2450255,Kabirdham,Kabirdham -381,kanker,22,chhattisgarh,22.14,413,kanker,http://www.wikidata.org/entity/Q2310530,kanker,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,413,Q2310530,Kanker,Kanker -643,kondagaon,22,chhattisgarh,,,kondagaon,http://www.wikidata.org/entity/Q12420995,kondagaon,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q12420995,Kondagaon,Kondagaon -383,korba,22,chhattisgarh,22.05,404,korba,http://www.wikidata.org/entity/Q2299121,korba,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,404,Q2299121,Korba,Korba -384,korea,22,chhattisgarh,22.01,400,koriya,http://www.wikidata.org/entity/Q2295896,koriya,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,400,Q2295896,Korea,Koriya -385,mahasamund,22,chhattisgarh,22.12,411,mahasamund,http://www.wikidata.org/entity/Q2450240,mahasamund,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,411,Q2450240,Mahasamund,Mahasamund -647,mungeli,22,chhattisgarh,,,mungeli,http://www.wikidata.org/entity/Q13476249,mungeli,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q13476249,Mungeli,Mungeli -637,narayanpur,22,chhattisgarh,,415,narayanpur,http://www.wikidata.org/entity/Q2322000,narayanpur,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,415,Q2322000,Narayanpur,Narayanpur -386,raigarh,22,chhattisgarh,22.04,403,raigarh,http://www.wikidata.org/entity/Q2286310,raigarh,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,403,Q2286310,Raigarh,Raigarh -387,raipur,22,chhattisgarh,22.11,410,raipur,http://www.wikidata.org/entity/Q2295914,raipur,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,410,Q2295914,Raipur,Raipur -388,rajnandgaon,22,chhattisgarh,22.09,408,rajnandgaon,http://www.wikidata.org/entity/Q2341800,rajnandgaon,"district of Chhattisgarh, India",http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,408,Q2341800,Rajnandgaon,Rajnandgaon -642,sukma,22,chhattisgarh,,,sukma,http://www.wikidata.org/entity/Q16933590,sukma,district of Chhattisgarh in India,http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q16933590,Sukma,Sukma -648,surajpur,22,chhattisgarh,,,surajpur,http://www.wikidata.org/entity/Q16938031,surajpur,district of Chhattisgarh in India,http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,,Q16938031,Surajpur,Surajpur -389,surguja,22,chhattisgarh,22.02,401,surguja,http://www.wikidata.org/entity/Q1805075,surguja,district of Chhattisgarh,http://www.wikidata.org/entity/Q1168,chhattisgarh,Indian state,401,Q1805075,Surguja,Surguja -077,central,07,delhi,07.06,095,central delhi,http://www.wikidata.org/entity/Q107941,central delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,095,Q107941,Central,Central Delhi -078,east,07,delhi,07.04,093,east delhi,http://www.wikidata.org/entity/Q107960,east delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,093,Q107960,East,East Delhi -079,new delhi,07,delhi,07.05,094,new delhi,http://www.wikidata.org/entity/Q110067863,new delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,,Q110067863,New Delhi,New Delhi -080,north,07,delhi,07.02,091,north delhi,http://www.wikidata.org/entity/Q693367,north delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,091,Q693367,North,North Delhi -081,north east,07,delhi,07.03,092,north east delhi,http://www.wikidata.org/entity/Q429329,north east delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,092,Q429329,North East,North East Delhi -082,north west,07,delhi,07.01,090,north west delhi,http://www.wikidata.org/entity/Q766125,north west delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,090,Q766125,North West,North West Delhi -671,shahdara,07,delhi,,,shahdara,http://www.wikidata.org/entity/Q83486,shahdara,"district of East Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,,Q83486,Shahdara,Shahdara -083,south,07,delhi,07.09,098,south delhi,http://www.wikidata.org/entity/Q2061938,south delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,098,Q2061938,South,South Delhi -670,south east,07,delhi,,,south east delhi,http://www.wikidata.org/entity/Q25553535,south east delhi,"district in Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,,Q25553535,South East,South East Delhi -084,south west,07,delhi,07.08,097,south west delhi,http://www.wikidata.org/entity/Q2379189,south west delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,097,Q2379189,South West,South West Delhi -085,west,07,delhi,07.07,096,west delhi,http://www.wikidata.org/entity/Q549807,west delhi,"district of Delhi, India",http://www.wikidata.org/entity/Q1353,delhi,Indian metropolis and union territory that includes New Delhi,096,Q549807,West,West Delhi -551,north goa,30,goa,30.01,585,north goa,http://www.wikidata.org/entity/Q108234,north goa,"district of Goa, India",http://www.wikidata.org/entity/Q1171,goa,state on the western coast of India,585,Q108234,North Goa,North Goa -552,south goa,30,goa,30.02,586,south goa,http://www.wikidata.org/entity/Q108244,south goa,"district of Goa, India",http://www.wikidata.org/entity/Q1171,goa,state on the western coast of India,586,Q108244,South Goa,South Goa -438,ahmadabad,24,gujarat,24.07,474,ahmedabad,http://www.wikidata.org/entity/Q401686,ahmedabad,district of Gujarat,http://www.wikidata.org/entity/Q1061,gujarat,state of India,474,Q401686,Ahmadabad,Ahmedabad -439,amreli,24,gujarat,24.13,480,amreli,http://www.wikidata.org/entity/Q257946,amreli,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,480,Q257946,Amreli,Amreli -440,anand,24,gujarat,24.15,482,anand,http://www.wikidata.org/entity/Q485683,anand,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,482,Q485683,Anand,Anand -672,arvalli,24,gujarat,,,aravalli,http://www.wikidata.org/entity/Q12175285,aravalli,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q12175285,Arvalli,Aravalli -441,banas kantha,24,gujarat,24.02,469,banaskantha,http://www.wikidata.org/entity/Q806125,banaskantha,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,469,Q806125,Banas Kantha,Banaskantha -442,bharuch,24,gujarat,24.21,488,bharuch,http://www.wikidata.org/entity/Q854900,bharuch,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,488,Q854900,Bharuch,Bharuch -443,bhavnagar,24,gujarat,24.14,481,bhavnagar,http://www.wikidata.org/entity/Q854963,bhavnagar,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,481,Q854963,Bhavnagar,Bhavnagar -676,botad,24,gujarat,,,botad,http://www.wikidata.org/entity/Q14505072,botad,"district in Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q14505072,Botad,Botad -668,chhotaudepur,24,gujarat,,,chhota udaipur,http://www.wikidata.org/entity/Q5979243,chhota udaipur,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q5979243,Chhotaudepur,Chhota Udaipur -444,dang,24,gujarat,24.23,489,dang,http://www.wikidata.org/entity/Q1135616,dang,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,489,Q1135616,Dang,Dang -674,devbhumi dwarka,24,gujarat,,,devbhoomi dwarka,http://www.wikidata.org/entity/Q14594717,devbhoomi dwarka,"district in Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q14594717,Devbhumi Dwarka,Devbhoomi Dwarka -445,dohad,24,gujarat,24.18,485,dahod,http://www.wikidata.org/entity/Q186518,dahod,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,485,Q186518,Dohad,Dahod -446,gandhinagar,24,gujarat,24.06,473,gandhinagar,http://www.wikidata.org/entity/Q1772860,gandhinagar,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,473,Q1772860,Gandhinagar,Gandhinagar -675,gir somnath,24,gujarat,,,gir somnath,http://www.wikidata.org/entity/Q15244465,gir somnath,"district in Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q15244465,Gir Somnath,Gir Somnath -447,jamnagar,24,gujarat,24.10,477,jamnagar,http://www.wikidata.org/entity/Q2982118,jamnagar,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,477,Q2982118,Jamnagar,Jamnagar -448,junagadh,24,gujarat,24.12,479,junagadh,http://www.wikidata.org/entity/Q1797344,junagadh,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,479,Q1797344,Junagadh,Junagadh -449,kachchh,24,gujarat,24.01,468,kutch,http://www.wikidata.org/entity/Q1063417,kutch,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,468,Q1063417,Kachchh,Kutch -450,kheda,24,gujarat,24.16,483,kheda,http://www.wikidata.org/entity/Q1755463,kheda,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,483,Q1755463,Kheda,Kheda -451,mahesana,24,gujarat,24.04,471,mehsana,http://www.wikidata.org/entity/Q2019694,mehsana,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,471,Q2019694,Mahesana,Mehsana -669,mahisagar,24,gujarat,,,mahisagar,http://www.wikidata.org/entity/Q5706885,mahisagar,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q5706885,Mahisagar,Mahisagar -673,morbi,24,gujarat,,,morbi,http://www.wikidata.org/entity/Q5979727,morbi,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,,Q5979727,Morbi,Morbi -452,narmada,24,gujarat,24.20,487,narmada,http://www.wikidata.org/entity/Q1797230,narmada,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,487,Q1797230,Narmada,Narmada -453,navsari,24,gujarat,24.24,490,navsari,http://www.wikidata.org/entity/Q1797349,navsari,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,490,Q1797349,Navsari,Navsari -454,panch mahals,24,gujarat,24.17,484,panchmahal,http://www.wikidata.org/entity/Q1781463,panchmahal,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,484,Q1781463,Panch Mahals,Panchmahal -455,patan,24,gujarat,24.03,470,patan,http://www.wikidata.org/entity/Q1815269,patan,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,470,Q1815269,Patan,Patan -456,porbandar,24,gujarat,24.11,478,porbandar,http://www.wikidata.org/entity/Q1772815,porbandar,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,478,Q1772815,Porbandar,Porbandar -457,rajkot,24,gujarat,24.09,476,rajkot,http://www.wikidata.org/entity/Q1815245,rajkot,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,476,Q1815245,Rajkot,Rajkot -458,sabar kantha,24,gujarat,24.05,472,sabarkantha,http://www.wikidata.org/entity/Q1772856,sabarkantha,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,472,Q1772856,Sabar Kantha,Sabarkantha -459,surat,24,gujarat,24.22,492,surat,http://www.wikidata.org/entity/Q1797317,surat,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,492,Q1797317,Surat,Surat -460,surendranagar,24,gujarat,24.08,475,surendranagar,http://www.wikidata.org/entity/Q237535,surendranagar,"District of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,475,Q237535,Surendranagar,Surendranagar -641,tapi,24,gujarat,,493,tapi,http://www.wikidata.org/entity/Q670165,tapi,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,493,Q670165,Tapi,Tapi -461,vadodara,24,gujarat,24.19,486,vadodara,http://www.wikidata.org/entity/Q578285,vadodara,"district of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,486,Q578285,Vadodara,Vadodara -462,valsad,24,gujarat,24.25,491,valsad,http://www.wikidata.org/entity/Q1946743,valsad,"District of Gujarat, India",http://www.wikidata.org/entity/Q1061,gujarat,state of India,491,Q1946743,Valsad,Valsad -058,ambala,06,haryana,06.02,070,ambala,http://www.wikidata.org/entity/Q2086226,ambala,"district of Haryana, India",http://www.wikidata.org/entity/Q1174,haryana,state of India,070,Q2086226,Ambala,Ambala -059,bhiwani,06,haryana,06.13,081,bhiwani,http://www.wikidata.org/entity/Q1852857,bhiwani,"district of Haryana, India",http://www.wikidata.org/entity/Q1174,haryana,state of 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state,368,Q1950527,West Singhbhum,West Singhbhum -524,bagalkote,29,karnataka,29.02,556,bagalkot,http://www.wikidata.org/entity/Q1910231,bagalkot,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,556,Q1910231,Bagalkote,Bagalkot -528,ballari,29,karnataka,29.12,565,ballari,http://www.wikidata.org/entity/Q1791926,ballari,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,565,Q1791926,Ballari,Ballari -527,belagavi,29,karnataka,29.01,555,belagavi,http://www.wikidata.org/entity/Q815464,belagavi,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,555,Q815464,Belagavi,Belagavi -526,bengaluru rural,29,karnataka,29.21,583,bengaluru rural,http://www.wikidata.org/entity/Q806464,bengaluru rural,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,583,Q806464,Bengaluru Rural,Bengaluru Rural -525,bengaluru urban,29,karnataka,29.20,572,bengaluru 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-532,chikkamagaluru,29,karnataka,29.17,570,chikkamagaluru,http://www.wikidata.org/entity/Q743077,chikkamagaluru,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,570,Q743077,Chikkamagaluru,Chikkamagaluru -533,chitradurga,29,karnataka,29.13,566,chitradurga,http://www.wikidata.org/entity/Q165264,chitradurga,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,566,Q165264,Chitradurga,Chitradurga -534,dakshina kannada,29,karnataka,29.24,575,dakshina kannada,http://www.wikidata.org/entity/Q950571,dakshina kannada,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,575,Q950571,Dakshina Kannada,Dakshina Kannada -535,davangere,29,karnataka,29.14,567,davanagere,http://www.wikidata.org/entity/Q1863214,davanagere,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,567,Q1863214,Davangere,Davanagere -536,dharwad,29,karnataka,29.09,562,dharwad,http://www.wikidata.org/entity/Q1790904,dharwad,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,562,Q1790904,Dharwad,Dharwad -537,gadag,29,karnataka,29.08,561,gadag,http://www.wikidata.org/entity/Q2353931,gadag,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,561,Q2353931,Gadag,Gadag -539,hassan,29,karnataka,29.23,574,hassan,http://www.wikidata.org/entity/Q956732,hassan,"district in Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,574,Q956732,Hassan,Hassan -540,haveri,29,karnataka,29.11,564,haveri,http://www.wikidata.org/entity/Q765481,haveri,"district in Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,564,Q765481,Haveri,Haveri -538,kalaburagi,29,karnataka,29.04,579,kalaburgi,http://www.wikidata.org/entity/Q2641873,kalaburgi,"district in Gulbarga division, Karnataka, 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-545,mysuru,29,karnataka,29.26,577,mysore,http://www.wikidata.org/entity/Q591781,mysore,"district in Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,577,Q591781,Mysuru,Mysore -546,raichur,29,karnataka,29.06,559,raichur,http://www.wikidata.org/entity/Q1430830,raichur,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,559,Q1430830,Raichur,Raichur -631,ramanagara,29,karnataka,29.21,584,ramanagara,http://www.wikidata.org/entity/Q427679,ramanagara,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,584,Q427679,Ramanagara,Ramanagara -547,shivamogga,29,karnataka,29.15,568,shimoga,http://www.wikidata.org/entity/Q2981389,shimoga,"district in Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,568,Q2981389,Shivamogga,Shimoga -548,tumakuru,29,karnataka,29.18,571,tumakuru,http://www.wikidata.org/entity/Q1301635,tumakuru,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,571,Q1301635,Tumakuru,Tumakuru -549,udupi,29,karnataka,29.16,569,udupi,http://www.wikidata.org/entity/Q1483337,udupi,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,569,Q1483337,Udupi,Udupi -550,uttara kannada,29,karnataka,29.10,563,uttara kannada,http://www.wikidata.org/entity/Q579205,uttara kannada,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,563,Q579205,Uttara Kannada,Uttara Kannada -738,vijayanagar,29,karnataka,,,vijayanagara,http://www.wikidata.org/entity/Q104876850,vijayanagara,district of Karnataka in India,http://www.wikidata.org/entity/Q1185,karnataka,Indian state,,Q104876850,Vijayanagar,Vijayanagara -530,vijayapura,29,karnataka,29.03,557,vijaypura,http://www.wikidata.org/entity/Q83108,vijaypura,"district in Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,557,Q83108,Vijayapura,Vijaypura -635,yadgir,29,karnataka,29.04,580,yadgir,http://www.wikidata.org/entity/Q1786949,yadgir,"district of Karnataka, India",http://www.wikidata.org/entity/Q1185,karnataka,Indian state,580,Q1786949,Yadgir,Yadgir -554,alappuzha,32,kerala,32.11,598,alappuzha,http://www.wikidata.org/entity/Q928959,alappuzha,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,598,Q928959,Alappuzha,Alappuzha -555,ernakulam,32,kerala,32.08,595,ernakulam,http://www.wikidata.org/entity/Q1356097,ernakulam,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,595,Q1356097,Ernakulam,Ernakulam -556,idukki,32,kerala,32.09,596,idukki,http://www.wikidata.org/entity/Q301821,idukki,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,596,Q301821,Idukki,Idukki -557,kannur,32,kerala,32.02,589,kannur,http://www.wikidata.org/entity/Q2980652,kannur,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,589,Q2980652,Kannur,Kannur -558,kasaragod,32,kerala,32.01,588,kasaragod,http://www.wikidata.org/entity/Q1419703,kasaragod,"District of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,588,Q1419703,Kasaragod,Kasaragod -559,kollam,32,kerala,32.13,600,kollam,http://www.wikidata.org/entity/Q1356124,kollam,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,600,Q1356124,Kollam,Kollam -560,kottayam,32,kerala,32.10,597,kottayam,http://www.wikidata.org/entity/Q1353354,kottayam,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,597,Q1353354,Kottayam,Kottayam -561,kozhikode,32,kerala,32.04,591,kozhikode,http://www.wikidata.org/entity/Q1142979,kozhikode,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,591,Q1142979,Kozhikode,Kozhikode -562,malappuram,32,kerala,32.05,592,malappuram,http://www.wikidata.org/entity/Q1030918,malappuram,"district of Kerala, 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state,594,Q2429655,Thrissur,Thrissur -567,wayanad,32,kerala,32.03,590,wayanad,http://www.wikidata.org/entity/Q1364427,wayanad,"district of Kerala, India",http://www.wikidata.org/entity/Q1186,kerala,Indian state,590,Q1364427,Wayanad,Wayanad -006,kargil,37,ladakh,01.08,004,kargil,http://www.wikidata.org/entity/Q1650798,kargil,"district of Ladakh, India",http://www.wikidata.org/entity/Q200667,ladakh,union territory administered by India,004,Q1650798,Kargil,Kargil -009,leh ladakh,37,ladakh,01.07,003,leh,http://www.wikidata.org/entity/Q1921210,leh,"district in Ladakh, India",http://www.wikidata.org/entity/Q200667,ladakh,union territory administered by India,003,Q1921210,Leh Ladakh,Leh -553,lakshadweep district,31,lakshadweep,31.01,587,lakshadweep,http://www.wikidata.org/entity/Q10784153,lakshadweep,"District in Lakshadweep Union Territory, India",http://www.wikidata.org/entity/Q26927,lakshadweep,Union Territory of India,587,Q10784153,Lakshadweep District,Lakshadweep -667,agar malwa,23,madhya pradesh,,,agar malwa,http://www.wikidata.org/entity/Q15732396,agar malwa,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,,Q15732396,Agar Malwa,Agar Malwa -639,alirajpur,23,madhya pradesh,23.24,465,alirajpur,http://www.wikidata.org/entity/Q2667586,alirajpur,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,465,Q2667586,Alirajpur,Alirajpur -390,anuppur,23,madhya pradesh,23.16,461,anuppur,http://www.wikidata.org/entity/Q2299093,anuppur,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,461,Q2299093,Anuppur,Anuppur -391,ashoknagar,23,madhya pradesh,23.46,459,ashoknagar,http://www.wikidata.org/entity/Q2246416,ashoknagar,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,459,Q2246416,Ashoknagar,Ashoknagar -392,balaghat,23,madhya pradesh,23.45,457,balaghat,http://www.wikidata.org/entity/Q641904,balaghat,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,457,Q641904,Balaghat,Balaghat -393,barwani,23,madhya pradesh,23.28,441,barwani,http://www.wikidata.org/entity/Q2126754,barwani,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,441,Q2126754,Barwani,Barwani -394,betul,23,madhya pradesh,23.35,447,betul,http://www.wikidata.org/entity/Q1815279,betul,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,447,Q1815279,Betul,Betul -395,bhind,23,madhya pradesh,23.03,420,bhind,http://www.wikidata.org/entity/Q2341700,bhind,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,420,Q2341700,Bhind,Bhind -396,bhopal,23,madhya pradesh,23.32,444,bhopal,http://www.wikidata.org/entity/Q1797245,bhopal,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,444,Q1797245,Bhopal,Bhopal -397,burhanpur,23,madhya pradesh,23.29,467,burhanpur,http://www.wikidata.org/entity/Q2125592,burhanpur,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,467,Q2125592,Burhanpur,Burhanpur -398,chhatarpur,23,madhya pradesh,23.09,425,chhatarpur,http://www.wikidata.org/entity/Q2449785,chhatarpur,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,425,Q2449785,Chhatarpur,Chhatarpur -399,chhindwara,23,madhya pradesh,23.43,455,chhindwara,http://www.wikidata.org/entity/Q1986096,chhindwara,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,455,Q1986096,Chhindwara,Chhindwara -400,damoh,23,madhya pradesh,23.12,428,damoh,http://www.wikidata.org/entity/Q2479331,damoh,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,428,Q2479331,Damoh,Damoh -401,datia,23,madhya pradesh,23.05,422,datia,http://www.wikidata.org/entity/Q2206266,datia,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,422,Q2206266,Datia,Datia -402,dewas,23,madhya pradesh,23.23,437,dewas,http://www.wikidata.org/entity/Q2025998,dewas,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,437,Q2025998,Dewas,Dewas -403,dhar,23,madhya pradesh,23.25,438,dhar,http://www.wikidata.org/entity/Q2299069,dhar,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,438,Q2299069,Dhar,Dhar -404,dindori,23,madhya pradesh,23.41,453,dindori,http://www.wikidata.org/entity/Q2398551,dindori,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,453,Q2398551,Dindori,Dindori -405,east nimar,23,madhya pradesh,23.29,466,khandwa,http://www.wikidata.org/entity/Q2085436,khandwa,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,466,Q2085436,East Nimar,Khandwa -406,guna,23,madhya pradesh,23.07,458,guna,http://www.wikidata.org/entity/Q930027,guna,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,458,Q930027,Guna,Guna -407,gwalior,23,madhya pradesh,23.04,421,gwalior,http://www.wikidata.org/entity/Q2085310,gwalior,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,421,Q2085310,Gwalior,Gwalior -408,harda,23,madhya pradesh,23.36,448,harda,http://www.wikidata.org/entity/Q2173003,harda,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,448,Q2173003,Harda,Harda -409,hoshangabad,23,madhya pradesh,23.37,449,narmadapuram,http://www.wikidata.org/entity/Q620801,narmadapuram,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,449,Q620801,Hoshangabad,Narmadapuram -410,indore,23,madhya pradesh,23.26,439,indore,http://www.wikidata.org/entity/Q742938,indore,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,439,Q742938,Indore,Indore -411,jabalpur,23,madhya pradesh,23.39,451,jabalpur,http://www.wikidata.org/entity/Q632093,jabalpur,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,451,Q632093,Jabalpur,Jabalpur -412,jhabua,23,madhya pradesh,23.24,464,jhabua,http://www.wikidata.org/entity/Q2085336,jhabua,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,464,Q2085336,Jhabua,Jhabua -413,katni,23,madhya pradesh,23.38,450,katni,http://www.wikidata.org/entity/Q746441,katni,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,450,Q746441,Katni,Katni 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pradesh,23.13,429,satna,http://www.wikidata.org/entity/Q2577924,satna,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,429,Q2577924,Satna,Satna -427,sehore,23,madhya pradesh,23.33,445,sehore,http://www.wikidata.org/entity/Q2299029,sehore,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,445,Q2299029,Sehore,Sehore -428,seoni,23,madhya pradesh,23.44,456,seoni,http://www.wikidata.org/entity/Q2221184,seoni,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,456,Q2221184,Seoni,Seoni -429,shahdol,23,madhya pradesh,23.16,460,shahdol,http://www.wikidata.org/entity/Q2085464,shahdol,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,460,Q2085464,Shahdol,Shahdol -430,shajapur,23,madhya pradesh,23.22,436,shajapur,http://www.wikidata.org/entity/Q2449803,shajapur,"district of Madhya Pradesh, 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state,463,Q2668638,Singrauli,Singrauli -434,tikamgarh,23,madhya pradesh,23.08,424,tikamgarh,http://www.wikidata.org/entity/Q2449760,tikamgarh,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,424,Q2449760,Tikamgarh,Tikamgarh -435,ujjain,23,madhya pradesh,23.21,435,ujjain,http://www.wikidata.org/entity/Q892641,ujjain,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,435,Q892641,Ujjain,Ujjain -436,umaria,23,madhya pradesh,23.15,431,umaria,http://www.wikidata.org/entity/Q620297,umaria,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,431,Q620297,Umaria,Umaria -437,vidisha,23,madhya pradesh,23.31,443,vidisha,http://www.wikidata.org/entity/Q1815253,vidisha,"district of Madhya Pradesh, India",http://www.wikidata.org/entity/Q1188,madhya pradesh,Indian state,443,Q1815253,Vidisha,Vidisha 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of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,Indian state,525,Q1647186,Osmanabad,Osmanabad -665,palghar,27,maharashtra,,,palghar,http://www.wikidata.org/entity/Q18003119,palghar,"District in Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,Indian state,,Q18003119,Palghar,Palghar -489,parbhani,27,maharashtra,27.17,513,parbhani,http://www.wikidata.org/entity/Q1797389,parbhani,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,Indian state,513,Q1797389,Parbhani,Parbhani -490,pune,27,maharashtra,27.25,521,pune,http://www.wikidata.org/entity/Q1797336,pune,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,Indian state,521,Q1797336,Pune,Pune -491,raigad,27,maharashtra,27.24,520,raigad,http://www.wikidata.org/entity/Q2019683,raigad,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,Indian state,520,Q2019683,Raigad,Raigad 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Jaintia Hills -274,east khasi hills,17,meghalaya,17.06,298,east khasi hills,http://www.wikidata.org/entity/Q1945304,east khasi hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,298,Q1945304,East Khasi Hills,East Khasi Hills -656,north garo hills,17,meghalaya,,,north garo hills,http://www.wikidata.org/entity/Q7055466,north garo hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q7055466,North Garo Hills,North Garo Hills -276,ri bhoi,17,meghalaya,17.05,297,ri-bhoi,http://www.wikidata.org/entity/Q1884672,ri-bhoi,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,297,Q1884672,Ri Bhoi,Ri-bhoi -277,south garo hills,17,meghalaya,17.03,295,south garo hills,http://www.wikidata.org/entity/Q2329228,south garo hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,295,Q2329228,South Garo Hills,South Garo Hills -663,south west garo hills,17,meghalaya,,,south west garo hills,http://www.wikidata.org/entity/Q15961576,south west garo hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q15961576,South West Garo Hills,South West Garo Hills -658,south west khasi hills,17,meghalaya,,,south west khasi hills,http://www.wikidata.org/entity/Q15923741,south west khasi hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q15923741,South West Khasi Hills,South West Khasi Hills -278,west garo hills,17,meghalaya,17.01,293,west garo hills,http://www.wikidata.org/entity/Q2329181,west garo hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,293,Q2329181,West Garo Hills,West Garo Hills -275,west jaintia hills,17,meghalaya,17.07,299,west jaintia hills,http://www.wikidata.org/entity/Q13181190,west jaintia hills,district of Meghalaya,http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q13181190,West Jaintia Hills,West Jaintia Hills -279,west khasi hills,17,meghalaya,17.04,296,west khasi hills,http://www.wikidata.org/entity/Q2064752,west khasi hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,296,Q2064752,West Khasi Hills,West Khasi Hills -261,aizawl,15,mizoram,15.03,283,aizawl,http://www.wikidata.org/entity/Q1947322,aizawl,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,283,Q1947322,Aizawl,Aizawl -262,champhai,15,mizoram,15.04,284,champhai,http://www.wikidata.org/entity/Q1965256,champhai,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,284,Q1965256,Champhai,Champhai -726,hnahthial,15,mizoram,,,hnahthial,http://www.wikidata.org/entity/Q86882590,hnahthial,district in Mizoram,http://www.wikidata.org/entity/Q1502,mizoram,State in India,,Q86882590,Hnahthial,Hnahthial 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India,281,Q751531,Mamit,Mamit -267,saiha,15,mizoram,15.08,288,saiha,http://www.wikidata.org/entity/Q1821714,saiha,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,288,Q1821714,Saiha,Saiha -727,saitual,15,mizoram,,,saitual,http://www.wikidata.org/entity/Q86882593,saitual,"district in Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,,Q86882593,Saitual,Saitual -268,serchhip,15,mizoram,15.05,285,serchhip,http://www.wikidata.org/entity/Q2086190,serchhip,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,285,Q2086190,Serchhip,Serchhip -244,dimapur,13,nagaland,13.06,265,dimapur,http://www.wikidata.org/entity/Q634262,dimapur,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,265,Q634262,Dimapur,Dimapur -614,kiphire,13,nagaland,13.02,269,kiphire,http://www.wikidata.org/entity/Q2597908,kiphire,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,269,Q2597908,Kiphire,Kiphire -245,kohima,13,nagaland,13.07,270,kohima,http://www.wikidata.org/entity/Q953530,kohima,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,270,Q953530,Kohima,Kohima -615,longleng,13,nagaland,13.02,268,longleng,http://www.wikidata.org/entity/Q1426783,longleng,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,268,Q1426783,Longleng,Longleng -246,mokokchung,13,nagaland,13.03,262,mokokchung,http://www.wikidata.org/entity/Q2175311,mokokchung,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,262,Q2175311,Mokokchung,Mokokchung -247,mon,13,nagaland,13.01,261,mon,http://www.wikidata.org/entity/Q2339648,mon,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,261,Q2339648,Mon,Mon 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Nagaland,http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,264,Q681821,Wokha,Wokha -251,zunheboto,13,nagaland,13.04,263,zunheboto,http://www.wikidata.org/entity/Q2091461,zunheboto,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,State in northeastern India,263,Q2091461,Zunheboto,Zunheboto -344,anugul,21,odisha,21.15,384,angul,http://www.wikidata.org/entity/Q1772807,angul,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,384,Q1772807,Anugul,Angul -345,balangir,21,odisha,21.24,393,balangir,http://www.wikidata.org/entity/Q804642,balangir,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,393,Q804642,Balangir,Balangir -346,baleshwar,21,odisha,21.08,377,balasore,http://www.wikidata.org/entity/Q2022279,balasore,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,377,Q2022279,Baleshwar,Balasore 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India,373,Q2269639,Deogarh,Debagarh -352,dhenkanal,21,odisha,21.14,383,dhenkanal,http://www.wikidata.org/entity/Q1948389,dhenkanal,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,383,Q1948389,Dhenkanal,Dhenkanal -353,gajapati,21,odisha,21.20,389,gajapati,http://www.wikidata.org/entity/Q1947292,gajapati,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,389,Q1947292,Gajapati,Gajapati -354,ganjam,21,odisha,21.19,388,ganjam,http://www.wikidata.org/entity/Q776213,ganjam,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,388,Q776213,Ganjam,Ganjam -355,jagatsinghapur,21,odisha,21.11,380,jagatsinghpur,http://www.wikidata.org/entity/Q971581,jagatsinghpur,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,380,Q971581,Jagatsinghapur,Jagatsinghpur -356,jajapur,21,odisha,21.13,382,jajpur,http://www.wikidata.org/entity/Q2087771,jajpur,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,382,Q2087771,Jajapur,Jajpur -357,jharsuguda,21,odisha,21.02,371,jharsuguda,http://www.wikidata.org/entity/Q569181,jharsuguda,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,371,Q569181,Jharsuguda,Jharsuguda -358,kalahandi,21,odisha,21.26,395,kalahandi,http://www.wikidata.org/entity/Q1876588,kalahandi,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,395,Q1876588,Kalahandi,Kalahandi -359,kandhamal,21,odisha,21.21,390,kandhamal,http://www.wikidata.org/entity/Q2085500,kandhamal,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,390,Q2085500,Kandhamal,Kandhamal -360,kendrapara,21,odisha,21.10,379,kendrapara,http://www.wikidata.org/entity/Q2299172,kendrapara,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,379,Q2299172,Kendrapara,Kendrapara -361,kendujhar,21,odisha,21.06,375,kendujhar,http://www.wikidata.org/entity/Q2085428,kendujhar,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,375,Q2085428,Kendujhar,Kendujhar -362,khordha,21,odisha,21.17,386,khordha,http://www.wikidata.org/entity/Q662818,khordha,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,386,Q662818,Khordha,Khordha -363,koraput,21,odisha,21.29,398,koraput,http://www.wikidata.org/entity/Q1947300,koraput,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,398,Q1947300,Koraput,Koraput -364,malkangiri,21,odisha,21.30,399,malkangiri,http://www.wikidata.org/entity/Q5122619,malkangiri,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,399,Q5122619,Malkangiri,Malkangiri -365,mayurbhanj,21,odisha,21.07,376,mayurbhanj,http://www.wikidata.org/entity/Q1914546,mayurbhanj,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,376,Q1914546,Mayurbhanj,Mayurbhanj -366,nabarangpur,21,odisha,21.28,397,nabarangpur,http://www.wikidata.org/entity/Q2396798,nabarangpur,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,397,Q2396798,Nabarangpur,Nabarangpur -367,nayagarh,21,odisha,21.16,385,nayagarh,http://www.wikidata.org/entity/Q2367388,nayagarh,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,385,Q2367388,Nayagarh,Nayagarh -368,nuapada,21,odisha,21.25,394,nuapada,http://www.wikidata.org/entity/Q1810550,nuapada,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,394,Q1810550,Nuapada,Nuapada -369,puri,21,odisha,21.18,387,puri,http://www.wikidata.org/entity/Q1817158,puri,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,387,Q1817158,Puri,Puri 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India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,637,Q639264,Karaikal,Karaikal -599,mahe,34,puducherry,34.03,636,mahé,http://www.wikidata.org/entity/Q639279,mahé,"district of Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,636,Q639279,Mahe,Mahé -600,pondicherry,34,puducherry,34.02,635,puducherry,http://www.wikidata.org/entity/Q984035,puducherry,"district in Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,635,Q984035,Pondicherry,Puducherry -601,yanam,34,puducherry,34.01,634,yanam,http://www.wikidata.org/entity/Q2126598,yanam,"district of Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,634,Q2126598,Yanam,Yanam -027,amritsar,03,punjab,03.02,049,amritsar,http://www.wikidata.org/entity/Q202822,amritsar,district in the state of Punjab in North India,http://www.wikidata.org/entity/Q22424,punjab,Indian state,049,Q202822,Amritsar,Amritsar -605,barnala,03,punjab,,054,barnala,http://www.wikidata.org/entity/Q2353293,barnala,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,054,Q2353293,Barnala,Barnala -028,bathinda,03,punjab,03.14,046,bathinda,http://www.wikidata.org/entity/Q172488,bathinda,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,046,Q172488,Bathinda,Bathinda -029,faridkot,03,punjab,03.13,045,faridkot,http://www.wikidata.org/entity/Q172494,faridkot,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,045,Q172494,Faridkot,Faridkot -030,fatehgarh sahib,03,punjab,03.08,040,fatehgarh sahib,http://www.wikidata.org/entity/Q172485,fatehgarh sahib,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,040,Q172485,Fatehgarh Sahib,Fatehgarh Sahib -651,fazilka,03,punjab,,,fazilka,http://www.wikidata.org/entity/Q188702,fazilka,"district of Punjab, 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state,052,Q2037672,S.a.s Nagar,Mohali -040,shahid bhagat singh nagar,03,punjab,03.06,039,shahid bhagat singh nagar,http://www.wikidata.org/entity/Q202710,shahid bhagat singh nagar,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,039,Q202710,Shahid Bhagat Singh Nagar,Shahid Bhagat Singh Nagar -039,sri muktsar sahib,03,punjab,03.12,044,sri muktsar sahib,http://www.wikidata.org/entity/Q1947359,sri muktsar sahib,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,044,Q1947359,Sri Muktsar Sahib,Sri Muktsar Sahib -609,tarn taran,03,punjab,,050,tarn taran,http://www.wikidata.org/entity/Q2298993,tarn taran,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,050,Q2298993,Tarn Taran,Tarn Taran -086,ajmer,08,rajasthan,08.21,119,ajmer,http://www.wikidata.org/entity/Q413037,ajmer,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern 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of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,105,Q854861,Bharatpur,Bharatpur -092,bhilwara,08,rajasthan,08.24,122,bhilwara,http://www.wikidata.org/entity/Q41991,bhilwara,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,122,Q41991,Bhilwara,Bhilwara -093,bikaner,08,rajasthan,08.03,101,bikaner,http://www.wikidata.org/entity/Q778996,bikaner,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,101,Q778996,Bikaner,Bikaner -094,bundi,08,rajasthan,08.23,121,bundi,http://www.wikidata.org/entity/Q670405,bundi,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,121,Q670405,Bundi,Bundi -095,chittorgarh,08,rajasthan,08.29,126,chittorgarh,http://www.wikidata.org/entity/Q1075011,chittorgarh,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern 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of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,116,Q1460832,Jalore,Jalore -105,jhalawar,08,rajasthan,08.32,129,jhalawar,http://www.wikidata.org/entity/Q1471417,jhalawar,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,129,Q1471417,Jhalawar,Jhalawar -106,jhunjhunu,08,rajasthan,08.05,103,jhunjhunu,http://www.wikidata.org/entity/Q1471427,jhunjhunu,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,103,Q1471427,Jhunjhunu,Jhunjhunu -107,jodhpur,08,rajasthan,08.15,113,jodhpur,http://www.wikidata.org/entity/Q1434965,jodhpur,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,113,Q1434965,Jodhpur,Jodhpur -108,karauli,08,rajasthan,08.09,107,karauli,http://www.wikidata.org/entity/Q1419668,karauli,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern 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-116,tonk,08,rajasthan,08.22,120,tonk,http://www.wikidata.org/entity/Q915880,tonk,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,120,Q915880,Tonk,Tonk -117,udaipur,08,rajasthan,08.26,130,udaipur,http://www.wikidata.org/entity/Q1321577,udaipur,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in northern India,130,Q1321577,Udaipur,Udaipur -225,east district,11,sikkim,11.04,244,east sikkim,http://www.wikidata.org/entity/Q1772832,east sikkim,"district of Sikkim, India",http://www.wikidata.org/entity/Q1505,sikkim,Indian state,244,Q1772832,East District,East Sikkim -226,north district,11,sikkim,11.01,241,north sikkim,http://www.wikidata.org/entity/Q1784149,north sikkim,"district of Sikkim, India",http://www.wikidata.org/entity/Q1505,sikkim,Indian state,241,Q1784149,North District,North Sikkim -227,south district,11,sikkim,11.03,243,south sikkim,http://www.wikidata.org/entity/Q1805051,south sikkim,"district of Sikkim, India",http://www.wikidata.org/entity/Q1505,sikkim,Indian state,243,Q1805051,South District,South Sikkim -228,west district,11,sikkim,11.02,242,west sikkim,http://www.wikidata.org/entity/Q611357,west sikkim,"district of Sikkim, India",http://www.wikidata.org/entity/Q1505,sikkim,Indian state,242,Q611357,West District,West Sikkim -610,ariyalur,33,tamil nadu,33.17,616,ariyalur,http://www.wikidata.org/entity/Q15112,ariyalur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,616,Q15112,Ariyalur,Ariyalur -730,chengalpattu,33,tamil nadu,,,chengalpattu,http://www.wikidata.org/entity/Q65976177,chengalpattu,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q65976177,Chengalpattu,Chengalpattu -568,chennai,33,tamil nadu,33.02,603,chennai,http://www.wikidata.org/entity/Q15116,chennai,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,603,Q15116,Chennai,Chennai -569,coimbatore,33,tamil nadu,33.12,632,coimbatore,http://www.wikidata.org/entity/Q15136,coimbatore,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,632,Q15136,Coimbatore,Coimbatore -570,cuddalore,33,tamil nadu,33.18,617,cuddalore,http://www.wikidata.org/entity/Q15150,cuddalore,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,617,Q15150,Cuddalore,Cuddalore -571,dharmapuri,33,tamil nadu,33.05,630,dharmapuri,http://www.wikidata.org/entity/Q15152,dharmapuri,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,630,Q15152,Dharmapuri,Dharmapuri -572,dindigul,33,tamil nadu,33.13,612,dindigul,http://www.wikidata.org/entity/Q15154,dindigul,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,612,Q15154,Dindigul,Dindigul -573,erode,33,tamil nadu,33.10,610,erode,http://www.wikidata.org/entity/Q15155,erode,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,610,Q15155,Erode,Erode -729,kallakurichi,33,tamil nadu,,,kallakurichi,http://www.wikidata.org/entity/Q60493360,kallakurichi,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q60493360,Kallakurichi,Kallakurichi -574,kanchipuram,33,tamil nadu,33.03,604,kanchipuram,http://www.wikidata.org/entity/Q15157,kanchipuram,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,604,Q15157,Kanchipuram,Kanchipuram -575,kanniyakumari,33,tamil nadu,33.30,629,kanyakumari,http://www.wikidata.org/entity/Q15158,kanyakumari,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,629,Q15158,Kanniyakumari,Kanyakumari -576,karur,33,tamil nadu,33.14,613,karur,http://www.wikidata.org/entity/Q15182,karur,"district of Tamil Nadu, 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state,618,Q15185,Nagapattinam,Nagapattinam -580,namakkal,33,tamil nadu,33.09,609,namakkal,http://www.wikidata.org/entity/Q15187,namakkal,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,609,Q15187,Namakkal,Namakkal -581,perambalur,33,tamil nadu,33.16,615,perambalur,http://www.wikidata.org/entity/Q15186,perambalur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,615,Q15186,Perambalur,Perambalur -582,pudukkottai,33,tamil nadu,33.22,621,pudukkottai,http://www.wikidata.org/entity/Q15190,pudukkottai,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,621,Q15190,Pudukkottai,Pudukkottai -583,ramanathapuram,33,tamil nadu,33.27,626,ramanathapuram,http://www.wikidata.org/entity/Q15191,ramanathapuram,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,626,Q15191,Ramanathapuram,Ramanathapuram -731,ranipet,33,tamil nadu,,,ranipet,http://www.wikidata.org/entity/Q66659623,ranipet,district of Tamil Nadu in India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q66659623,Ranipet,Ranipet -584,salem,33,tamil nadu,33.08,608,salem,http://www.wikidata.org/entity/Q15192,salem,district of Tamil Nadu state in southern India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,608,Q15192,Salem,Salem -585,sivaganga,33,tamil nadu,33.23,622,sivaganga,http://www.wikidata.org/entity/Q15195,sivaganga,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,622,Q15195,Sivaganga,Sivaganga -733,tenkasi,33,tamil nadu,,,tenkasi,http://www.wikidata.org/entity/Q75094121,tenkasi,district in Tamil nadu,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q75094121,Tenkasi,Tenkasi -586,thanjavur,33,tamil nadu,33.21,620,thanjavur,http://www.wikidata.org/entity/Q15194,thanjavur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil 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nadu,33.15,614,tiruchirappalli,http://www.wikidata.org/entity/Q15201,tiruchirappalli,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,614,Q15201,Tiruchirappalli,Tiruchirappalli -592,tirunelveli,33,tamil nadu,33.29,628,tirunelveli,http://www.wikidata.org/entity/Q15200,tirunelveli,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,628,Q15200,Tirunelveli,Tirunelveli -732,tirupathur,33,tamil nadu,,,tirupattur,http://www.wikidata.org/entity/Q66659621,tirupattur,district of Tamil Nadu in India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q66659621,Tirupathur,Tirupattur -634,tiruppur,33,tamil nadu,,633,tiruppur,http://www.wikidata.org/entity/Q15202,tiruppur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,633,Q15202,Tiruppur,Tiruppur -593,tiruvannamalai,33,tamil nadu,33.06,606,tiruvannamalai,http://www.wikidata.org/entity/Q15207,tiruvannamalai,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,606,Q15207,Tiruvannamalai,Tiruvannamalai -594,tuticorin,33,tamil nadu,33.28,627,thoothukudi,http://www.wikidata.org/entity/Q15198,thoothukudi,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,627,Q15198,Tuticorin,Thoothukudi -595,vellore,33,tamil nadu,33.04,605,vellore,http://www.wikidata.org/entity/Q15206,vellore,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,605,Q15206,Vellore,Vellore -596,villupuram,33,tamil nadu,33.07,607,viluppuram,http://www.wikidata.org/entity/Q15205,viluppuram,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,607,Q15205,Villupuram,Viluppuram -597,virudhunagar,33,tamil nadu,33.26,625,virudhunagar,http://www.wikidata.org/entity/Q15209,virudhunagar,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,625,Q15209,Virudhunagar,Virudhunagar -501,adilabad,36,telangana,28.01,532,adilabad,http://www.wikidata.org/entity/Q15211,adilabad,"district of Telangana, India (previously in Andhra Pradesh)",http://www.wikidata.org/entity/Q677037,telangana,state in India,532,Q15211,Adilabad,Adilabad -690,bhadradri kothagudem,36,telangana,,,bhadradri kothagudem,http://www.wikidata.org/entity/Q28169767,bhadradri kothagudem,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169767,Bhadradri Kothagudem,Bhadradri Kothagudem -686,hanumakonda,36,telangana,,,hanamkonda,http://www.wikidata.org/entity/Q213077,hanamkonda,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q213077,Hanumakonda,Hanamkonda -507,hyderabad,36,telangana,28.05,536,hyderabad,http://www.wikidata.org/entity/Q15340,hyderabad,"district of Telangana State, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,536,Q15340,Hyderabad,Hyderabad -681,jagitial,36,telangana,,,jagtial,http://www.wikidata.org/entity/Q28169780,jagtial,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169780,Jagitial,Jagtial -689,jangoan,36,telangana,,,jangaon,http://www.wikidata.org/entity/Q28170170,jangaon,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28170170,Jangoan,Jangaon -687,jayashankar bhupalapally,36,telangana,,,jayashankar bhupalpally,http://www.wikidata.org/entity/Q28169775,jayashankar bhupalpally,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169775,Jayashankar Bhupalapally,Jayashankar Bhupalpally -695,jogulamba gadwal,36,telangana,,,jogulamba gadwal,http://www.wikidata.org/entity/Q27897618,jogulamba gadwal,district of Telangana in 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India,,Q28170184,Kumuram Bheem Asifabad,Kumaram Bheem Asifabad -688,mahabubabad,36,telangana,,,mahabubabad,http://www.wikidata.org/entity/Q28169761,mahabubabad,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169761,Mahabubabad,Mahabubabad -512,mahabubnagar,36,telangana,28.07,538,mahbubnagar,http://www.wikidata.org/entity/Q15380,mahbubnagar,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,538,Q15380,Mahabubnagar,Mahbubnagar -684,mancherial,36,telangana,,,mancherial,http://www.wikidata.org/entity/Q28169747,mancherial,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169747,Mancherial,Mancherial -513,medak,36,telangana,28.04,535,medak,http://www.wikidata.org/entity/Q15386,medak,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,535,Q15386,Medak,Medak -700,medchal malkajgiri,36,telangana,,,medchal–malkajgiri,http://www.wikidata.org/entity/Q27614841,medchal–malkajgiri,district of Telangana in India,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27614841,Medchal Malkajgiri,Medchal–malkajgiri -720,mulugu,36,telangana,,,mulugu,http://www.wikidata.org/entity/Q61746006,mulugu,"district in Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q61746006,Mulugu,Mulugu -694,nagarkurnool,36,telangana,,,nagarkurnool,http://www.wikidata.org/entity/Q28169773,nagarkurnool,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169773,Nagarkurnool,Nagarkurnool -514,nalgonda,36,telangana,28.08,539,nalgonda,http://www.wikidata.org/entity/Q15384,nalgonda,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,539,Q15384,Nalgonda,Nalgonda -721,narayanpet,36,telangana,,,narayanpet,http://www.wikidata.org/entity/Q61746013,narayanpet,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q61746013,Narayanpet,Narayanpet -680,nirmal,36,telangana,,,nirmal,http://www.wikidata.org/entity/Q28169750,nirmal,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169750,Nirmal,Nirmal -516,nizamabad,36,telangana,28.02,533,nizamabad,http://www.wikidata.org/entity/Q15391,nizamabad,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,533,Q15391,Nizamabad,Nizamabad -682,peddapalli,36,telangana,,,peddapalli,http://www.wikidata.org/entity/Q27614797,peddapalli,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27614797,Peddapalli,Peddapalli -683,rajanna sircilla,36,telangana,,,rajanna sircilla,http://www.wikidata.org/entity/Q28172781,rajanna sircilla,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28172781,Rajanna Sircilla,Rajanna Sircilla -518,ranga reddy,36,telangana,28.06,537,ranga reddy,http://www.wikidata.org/entity/Q15388,ranga reddy,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,537,Q15388,Ranga Reddy,Ranga Reddy -691,sangareddy,36,telangana,,,sangareddy,http://www.wikidata.org/entity/Q28169753,sangareddy,district in Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169753,Sangareddy,Sangareddy -692,siddipet,36,telangana,,,siddipet,http://www.wikidata.org/entity/Q28169756,siddipet,district in Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169756,Siddipet,Siddipet -696,suryapet,36,telangana,,,suryapet,http://www.wikidata.org/entity/Q28169770,suryapet,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169770,Suryapet,Suryapet -698,vikarabad,36,telangana,,,vikarabad,http://www.wikidata.org/entity/Q28170173,vikarabad,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28170173,Vikarabad,Vikarabad -693,wanaparthy,36,telangana,,,wanaparthy,http://www.wikidata.org/entity/Q28172504,wanaparthy,"District of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28172504,Wanaparthy,Wanaparthy -522,warangal,36,telangana,28.09,540,warangal,http://www.wikidata.org/entity/Q28169759,warangal,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169759,Warangal,Warangal -697,yadadri bhuvanagiri,36,telangana,,,yadadri bhuvanagiri,http://www.wikidata.org/entity/Q28169764,yadadri bhuvanagiri,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169764,Yadadri Bhuvanagiri,Yadadri Bhuvanagiri -465,dadra and nagar haveli,38,dadra and nagar haveli and daman and diu,26.01,496,dadra and nagar haveli,http://www.wikidata.org/entity/Q46107,dadra and nagar haveli,"district of Dadra and Nagar Haveli and Daman and Diu, India",http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,Union territory in India,496,Q46107,Dadra and Nagar Haveli,Dadra and Nagar Haveli -463,daman,38,dadra and nagar haveli and daman and diu,25.02,495,daman,http://www.wikidata.org/entity/Q1158197,daman,district of Dadra and Nagar Haveli and Daman and Diu,http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,Union territory in India,495,Q1158197,Daman,Daman -464,diu,38,dadra and nagar haveli and daman and diu,25.01,494,diu,http://www.wikidata.org/entity/Q2552347,diu,"district in Dadra and Nagar Haveli and Daman and Diu, India",http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,Union territory in India,494,Q2552347,Diu,Diu 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state,,Q16086076,Sepahijala,Sipahijala -271,south tripura,16,tripura,16.02,290,south tripura,http://www.wikidata.org/entity/Q1822159,south tripura,"district in India, Tripura",http://www.wikidata.org/entity/Q1363,tripura,Indian state,290,Q1822159,South Tripura,South Tripura -655,unakoti,16,tripura,,,unakoti,http://www.wikidata.org/entity/Q16087996,unakoti,district of Tripura in India,http://www.wikidata.org/entity/Q1363,tripura,Indian state,,Q16087996,Unakoti,Unakoti -272,west tripura,16,tripura,16.01,289,west tripura,http://www.wikidata.org/entity/Q1947570,west tripura,administrative district in the state of Tripura in India,http://www.wikidata.org/entity/Q1363,tripura,Indian state,289,Q1947570,West Tripura,West Tripura -045,almora,05,uttarakhand,05.09,064,almora,http://www.wikidata.org/entity/Q1805066,almora,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,064,Q1805066,Almora,Almora -046,bageshwar,05,uttarakhand,05.08,063,bageshwar,http://www.wikidata.org/entity/Q1815313,bageshwar,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,063,Q1815313,Bageshwar,Bageshwar -047,chamoli,05,uttarakhand,05.02,057,chamoli,http://www.wikidata.org/entity/Q1797372,chamoli,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,057,Q1797372,Chamoli,Chamoli -048,champawat,05,uttarakhand,05.10,065,champawat,http://www.wikidata.org/entity/Q288278,champawat,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,065,Q288278,Champawat,Champawat -049,dehradun,05,uttarakhand,05.05,060,dehradun,http://www.wikidata.org/entity/Q1815740,dehradun,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,060,Q1815740,Dehradun,Dehradun -050,haridwar,05,uttarakhand,05.13,068,haridwar,http://www.wikidata.org/entity/Q2270438,haridwar,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,068,Q2270438,Haridwar,Haridwar -051,nainital,05,uttarakhand,05.11,066,nainital,http://www.wikidata.org/entity/Q1797306,nainital,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,066,Q1797306,Nainital,Nainital -052,pauri garhwal,05,uttarakhand,05.06,061,pauri garhwal,http://www.wikidata.org/entity/Q2085474,pauri garhwal,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,061,Q2085474,Pauri Garhwal,Pauri Garhwal -053,pithoragarh,05,uttarakhand,05.07,062,pithoragarh,http://www.wikidata.org/entity/Q1945425,pithoragarh,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,062,Q1945425,Pithoragarh,Pithoragarh -054,rudra prayag,05,uttarakhand,05.03,058,rudraprayag,http://www.wikidata.org/entity/Q1805059,rudraprayag,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,058,Q1805059,Rudra Prayag,Rudraprayag -055,tehri garhwal,05,uttarakhand,05.04,059,tehri garhwal,http://www.wikidata.org/entity/Q1357107,tehri garhwal,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,059,Q1357107,Tehri Garhwal,Tehri Garhwal -056,udam singh nagar,05,uttarakhand,05.12,067,udham singh nagar,http://www.wikidata.org/entity/Q1805082,udham singh nagar,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,067,Q1805082,Udam Singh Nagar,Udham Singh Nagar -057,uttar kashi,05,uttarakhand,05.01,056,uttarkashi,http://www.wikidata.org/entity/Q1773437,uttarkashi,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,056,Q1773437,Uttar Kashi,Uttarkashi -118,agra,09,uttar pradesh,09.15,146,agra,http://www.wikidata.org/entity/Q606343,agra,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,146,Q606343,Agra,Agra -119,aligarh,09,uttar pradesh,09.12,143,aligarh,http://www.wikidata.org/entity/Q766918,aligarh,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,143,Q766918,Aligarh,Aligarh -121,ambedkar nagar,09,uttar pradesh,09.48,178,ambedkar nagar,http://www.wikidata.org/entity/Q456764,ambedkar nagar,"district in Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,178,Q456764,Ambedkar Nagar,Ambedkar Nagar -640,amethi,09,uttar pradesh,,,amethi,http://www.wikidata.org/entity/Q1071494,amethi,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,,Q1071494,Amethi,Amethi -154,amroha,09,uttar pradesh,09.06,137,amroha,http://www.wikidata.org/entity/Q1891677,amroha,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,137,Q1891677,Amroha,Amroha -122,auraiya,09,uttar pradesh,09.32,162,auraiya,http://www.wikidata.org/entity/Q1812533,auraiya,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,162,Q1812533,Auraiya,Auraiya -140,ayodhya,09,uttar pradesh,09.47,177,ayodhya,http://www.wikidata.org/entity/Q1814132,ayodhya,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,177,Q1814132,Ayodhya,Ayodhya -123,azamgarh,09,uttar pradesh,09.61,191,azamgarh,http://www.wikidata.org/entity/Q793553,azamgarh,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,191,Q793553,Azamgarh,Azamgarh -124,baghpat,09,uttar pradesh,09.08,139,bagpat,http://www.wikidata.org/entity/Q1797363,bagpat,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,139,Q1797363,Baghpat,Bagpat -125,bahraich,09,uttar pradesh,09.50,180,bahraich,http://www.wikidata.org/entity/Q1812548,bahraich,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,180,Q1812548,Bahraich,Bahraich -126,ballia,09,uttar pradesh,09.63,193,ballia,http://www.wikidata.org/entity/Q584644,ballia,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,193,Q584644,Ballia,Ballia -127,balrampur,09,uttar pradesh,09.52,182,balrampur,http://www.wikidata.org/entity/Q1948380,balrampur,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,182,Q1948380,Balrampur,Balrampur -128,banda,09,uttar pradesh,09.40,170,banda,http://www.wikidata.org/entity/Q2131759,banda,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,170,Q2131759,Banda,Banda -129,barabanki,09,uttar pradesh,09.46,176,barabanki,http://www.wikidata.org/entity/Q633114,barabanki,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,176,Q633114,Barabanki,Barabanki -130,bareilly,09,uttar pradesh,09.20,150,bareilly,http://www.wikidata.org/entity/Q1797378,bareilly,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,150,Q1797378,Bareilly,Bareilly -131,basti,09,uttar pradesh,09.55,185,basti village,http://www.wikidata.org/entity/Q715267,basti village,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,185,Q715267,Basti,Basti Village -179,bhadohi,09,uttar pradesh,09.68,198,bhadohi,http://www.wikidata.org/entity/Q127533,bhadohi,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,198,Q127533,Bhadohi,Bhadohi -132,bijnor,09,uttar pradesh,09.03,134,bijnor,http://www.wikidata.org/entity/Q1937865,bijnor,"district of 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pradesh,09.18,148,mainpuri,http://www.wikidata.org/entity/Q1816657,mainpuri,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,148,Q1816657,Mainpuri,Mainpuri -167,mathura,09,uttar pradesh,09.14,145,mathura,http://www.wikidata.org/entity/Q1773422,mathura,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,145,Q1773422,Mathura,Mathura -168,mau,09,uttar pradesh,09.62,192,mau,http://www.wikidata.org/entity/Q1518847,mau,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,192,Q1518847,Mau,Mau -169,meerut,09,uttar pradesh,09.07,138,meerut,http://www.wikidata.org/entity/Q1764627,meerut,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,Indian state,138,Q1764627,Meerut,Meerut -170,mirzapur,09,uttar pradesh,09.69,199,mirzapur,http://www.wikidata.org/entity/Q1143894,mirzapur,"district of Uttar Pradesh, 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bengal,19.07,333,murshidabad,http://www.wikidata.org/entity/Q1546240,murshidabad,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,333,Q1546240,Murshidabad,Murshidabad -320,nadia,19,west bengal,19.10,336,nadia,http://www.wikidata.org/entity/Q1143880,nadia,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,336,Q1143880,Nadia,Nadia -704,paschim bardhaman,19,west bengal,,,paschim bardhaman,http://www.wikidata.org/entity/Q29215602,paschim bardhaman,"District of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q29215602,Paschim Bardhaman,Paschim Bardhaman -306,purba bardhaman,19,west bengal,19.09,335,purba bardhaman,http://www.wikidata.org/entity/Q29257278,purba bardhaman,district in West Bengal,http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q29257278,Purba Bardhaman,Purba Bardhaman -321,purulia,19,west bengal,19.14,340,purulia,http://www.wikidata.org/entity/Q307474,purulia,"District of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,340,Q307474,Purulia,Purulia +LGDDistrictCode,LGDDistrictName,LGDStateCode,LGDStateName,LGDCensus2001Code,LGDCensus2011Code,closestDistrictLabel,district,districtLabel,districtDescription,state,stateLabel,stateDescription,census2011Code,WikiDataId,LGDDistrictNameTitleCase,districtLabelTitleCase,StateDCID,DistrictDCID +001,anantnag,01,jammu and kashmir,01.06,014,anantnag,http://www.wikidata.org/entity/Q2982349,anantnag,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,014,Q2982349,Anantnag,Anantnag,wikidataId/Q66278313,wikidataId/Q2982349 +002,budgam,01,jammu and kashmir,01.04,002,budgam,http://www.wikidata.org/entity/Q2594218,budgam,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,002,Q2594218,Budgam,Budgam,wikidataId/Q66278313,wikidataId/Q2594218 +003,baramulla,01,jammu and kashmir,01.02,008,baramulla,http://www.wikidata.org/entity/Q1912057,baramulla,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,008,Q1912057,Baramulla,Baramulla,wikidataId/Q66278313,wikidataId/Q1912057 +004,doda,01,jammu and kashmir,01.09,016,doda,http://www.wikidata.org/entity/Q2298979,doda,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,016,Q2298979,Doda,Doda,wikidataId/Q66278313,wikidataId/Q2298979 +005,jammu,01,jammu and kashmir,01.13,021,jammu,http://www.wikidata.org/entity/Q1947371,jammu,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,021,Q1947371,Jammu,Jammu,wikidataId/Q66278313,wikidataId/Q1947371 +007,kathua,01,jammu and kashmir,01.14,007,kathua,http://www.wikidata.org/entity/Q2375700,kathua,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,007,Q2375700,Kathua,Kathua,wikidataId/Q66278313,wikidataId/Q2375700 +008,kupwara,01,jammu and kashmir,01.01,001,kupwara,http://www.wikidata.org/entity/Q2297306,kupwara,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,001,Q2297306,Kupwara,Kupwara,wikidataId/Q66278313,wikidataId/Q2297306 +010,poonch,01,jammu and kashmir,01.11,005,poonch,http://www.wikidata.org/entity/Q2983134,poonch,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,005,Q2983134,Poonch,Poonch,wikidataId/Q66278313,wikidataId/Q2983134 +011,pulwama,01,jammu and kashmir,01.05,012,pulwama,http://www.wikidata.org/entity/Q2085364,pulwama,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,012,Q2085364,Pulwama,Pulwama,wikidataId/Q66278313,wikidataId/Q2085364 +012,rajouri,01,jammu and kashmir,01.12,006,rajouri,http://www.wikidata.org/entity/Q544279,rajouri,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,006,Q544279,Rajouri,Rajouri,wikidataId/Q66278313,wikidataId/Q544279 +013,srinagar,01,jammu and kashmir,01.03,010,srinagar,http://www.wikidata.org/entity/Q1506029,srinagar,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,010,Q1506029,Srinagar,Srinagar,wikidataId/Q66278313,wikidataId/Q1506029 +014,udhampur,01,jammu and kashmir,01.10,019,udhampur,http://www.wikidata.org/entity/Q1947311,udhampur,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,019,Q1947311,Udhampur,Udhampur,wikidataId/Q66278313,wikidataId/Q1947311 +620,kishtwar,01,jammu and kashmir,01.09,018,kishtwar,http://www.wikidata.org/entity/Q2321899,kishtwar,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,018,Q2321899,Kishtwar,Kishtwar,wikidataId/Q66278313,wikidataId/Q2321899 +621,ramban,01,jammu and kashmir,01.09,017,ramban,http://www.wikidata.org/entity/Q2321939,ramban,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,017,Q2321939,Ramban,Ramban,wikidataId/Q66278313,wikidataId/Q2321939 +622,kulgam,01,jammu and kashmir,,015,kulgam,http://www.wikidata.org/entity/Q2321867,kulgam,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,015,Q2321867,Kulgam,Kulgam,wikidataId/Q66278313,wikidataId/Q2321867 +623,bandipora,01,jammu and kashmir,,009,bandipore,http://www.wikidata.org/entity/Q2983553,bandipore,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,009,Q2983553,Bandipora,Bandipore,wikidataId/Q66278313,wikidataId/Q2983553 +624,samba,01,jammu and kashmir,,022,samba,http://www.wikidata.org/entity/Q1117086,samba,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,022,Q1117086,Samba,Samba,wikidataId/Q66278313,wikidataId/Q1117086 +625,shopian,01,jammu and kashmir,,013,shopian,http://www.wikidata.org/entity/Q2073646,shopian,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,013,Q2073646,Shopian,Shopian,wikidataId/Q66278313,wikidataId/Q2073646 +626,ganderbal,01,jammu and kashmir,,011,ganderbal,http://www.wikidata.org/entity/Q2556028,ganderbal,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,011,Q2556028,Ganderbal,Ganderbal,wikidataId/Q66278313,wikidataId/Q2556028 +627,reasi,01,jammu and kashmir,,020,reasi,http://www.wikidata.org/entity/Q2321956,reasi,"district of Jammu and Kashmir, India",http://www.wikidata.org/entity/Q66278313,jammu and kashmir,union territory administered by India,020,Q2321956,Reasi,Reasi,wikidataId/Q66278313,wikidataId/Q2321956 +015,bilaspur,02,himachal pradesh,02.08,030,bilaspur,http://www.wikidata.org/entity/Q1478939,bilaspur,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,030,Q1478939,Bilaspur,Bilaspur,wikidataId/Q1177,wikidataId/Q1478939 +016,chamba,02,himachal pradesh,02.01,023,chamba,http://www.wikidata.org/entity/Q1060614,chamba,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,023,Q1060614,Chamba,Chamba,wikidataId/Q1177,wikidataId/Q1060614 +017,hamirpur,02,himachal pradesh,02.06,028,hamirpur,http://www.wikidata.org/entity/Q2086180,hamirpur,"district in Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,028,Q2086180,Hamirpur,Hamirpur,wikidataId/Q1177,wikidataId/Q2086180 +018,kangra,02,himachal pradesh,02.02,024,kangra,http://www.wikidata.org/entity/Q727232,kangra,"District in Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,024,Q727232,Kangra,Kangra,wikidataId/Q1177,wikidataId/Q727232 +019,kinnaur,02,himachal pradesh,02.12,034,kinnaur,http://www.wikidata.org/entity/Q1862950,kinnaur,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian 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pradesh,02.11,033,shimla,http://www.wikidata.org/entity/Q1921404,shimla,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,033,Q1921404,Shimla,Shimla,wikidataId/Q1177,wikidataId/Q1921404 +024,sirmaur,02,himachal pradesh,02.10,032,sirmaur,http://www.wikidata.org/entity/Q654331,sirmaur,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,032,Q654331,Sirmaur,Sirmaur,wikidataId/Q1177,wikidataId/Q654331 +025,solan,02,himachal pradesh,02.09,031,solan,http://www.wikidata.org/entity/Q2980937,solan,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,031,Q2980937,Solan,Solan,wikidataId/Q1177,wikidataId/Q2980937 +026,una,02,himachal pradesh,02.07,029,una,http://www.wikidata.org/entity/Q2301741,una,"district of Himachal Pradesh, India",http://www.wikidata.org/entity/Q1177,himachal pradesh,Indian state,029,Q2301741,Una,Una,wikidataId/Q1177,wikidataId/Q2301741 +027,amritsar,03,punjab,03.02,049,amritsar,http://www.wikidata.org/entity/Q202822,amritsar,district in the state of Punjab in North India,http://www.wikidata.org/entity/Q22424,punjab,Indian state,049,Q202822,Amritsar,Amritsar,wikidataId/Q22424,wikidataId/Q202822 +028,bathinda,03,punjab,03.14,046,bathinda,http://www.wikidata.org/entity/Q172488,bathinda,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,046,Q172488,Bathinda,Bathinda,wikidataId/Q22424,wikidataId/Q172488 +029,faridkot,03,punjab,03.13,045,faridkot,http://www.wikidata.org/entity/Q172494,faridkot,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,045,Q172494,Faridkot,Faridkot,wikidataId/Q22424,wikidataId/Q172494 +030,fatehgarh sahib,03,punjab,03.08,040,fatehgarh sahib,http://www.wikidata.org/entity/Q172485,fatehgarh sahib,"district of Punjab, 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of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,037,Q1817425,Jalandhar,Jalandhar,wikidataId/Q22424,wikidataId/Q1817425 +035,kapurthala,03,punjab,03.03,036,kapurthala,http://www.wikidata.org/entity/Q172363,kapurthala,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,036,Q172363,Kapurthala,Kapurthala,wikidataId/Q22424,wikidataId/Q172363 +036,ludhiana,03,punjab,03.09,041,ludhiana,http://www.wikidata.org/entity/Q172482,ludhiana,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,041,Q172482,Ludhiana,Ludhiana,wikidataId/Q22424,wikidataId/Q172482 +037,mansa,03,punjab,03.15,047,mansa,http://www.wikidata.org/entity/Q172387,mansa,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,047,Q172387,Mansa,Mansa,wikidataId/Q22424,wikidataId/Q172387 +038,moga,03,punjab,03.10,042,moga,http://www.wikidata.org/entity/Q1946896,moga,"district in Punjab, 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India",http://www.wikidata.org/entity/Q1437,rajasthan,state in north-western India,118,Q46925,Pali,Pali,wikidataId/Q1437,wikidataId/Q46925 +112,rajsamand,08,rajasthan,08.25,123,rajsamand,http://www.wikidata.org/entity/Q596693,rajsamand,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in north-western India,123,Q596693,Rajsamand,Rajsamand,wikidataId/Q1437,wikidataId/Q596693 +113,sawai madhopur,08,rajasthan,08.10,108,sawai madhopur,http://www.wikidata.org/entity/Q1507166,sawai madhopur,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in north-western India,108,Q1507166,Sawai Madhopur,Sawai Madhopur,wikidataId/Q1437,wikidataId/Q1507166 +114,sikar,08,rajasthan,08.13,111,sikar,http://www.wikidata.org/entity/Q12945777,sikar,"district of Rajasthan, India",http://www.wikidata.org/entity/Q1437,rajasthan,state in north-western India,111,Q12945777,Sikar,Sikar,wikidataId/Q1437,wikidataId/Q12945777 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India,139,Q1797363,Baghpat,Bagpat,wikidataId/Q1498,wikidataId/Q1797363 +125,bahraich,09,uttar pradesh,09.50,180,bahraich,http://www.wikidata.org/entity/Q1812548,bahraich,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,180,Q1812548,Bahraich,Bahraich,wikidataId/Q1498,wikidataId/Q1812548 +126,ballia,09,uttar pradesh,09.63,193,ballia,http://www.wikidata.org/entity/Q584644,ballia,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,193,Q584644,Ballia,Ballia,wikidataId/Q1498,wikidataId/Q584644 +127,balrampur,09,uttar pradesh,09.52,182,balrampur,http://www.wikidata.org/entity/Q1948380,balrampur,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,182,Q1948380,Balrampur,Balrampur,wikidataId/Q1498,wikidataId/Q1948380 +128,banda,09,uttar pradesh,09.40,170,banda,http://www.wikidata.org/entity/Q2131759,banda,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,170,Q2131759,Banda,Banda,wikidataId/Q1498,wikidataId/Q2131759 +129,barabanki,09,uttar pradesh,09.46,176,barabanki,http://www.wikidata.org/entity/Q633114,barabanki,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,176,Q633114,Barabanki,Barabanki,wikidataId/Q1498,wikidataId/Q633114 +130,bareilly,09,uttar pradesh,09.20,150,bareilly,http://www.wikidata.org/entity/Q1797378,bareilly,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,150,Q1797378,Bareilly,Bareilly,wikidataId/Q1498,wikidataId/Q1797378 +131,basti,09,uttar pradesh,09.55,185,basti,http://www.wikidata.org/entity/Q715267,basti,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,185,Q715267,Basti,Basti,wikidataId/Q1498,wikidataId/Q715267 +132,bijnor,09,uttar pradesh,09.03,134,bijnor,http://www.wikidata.org/entity/Q1937865,bijnor,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,134,Q1937865,Bijnor,Bijnor,wikidataId/Q1498,wikidataId/Q1937865 +133,budaun,09,uttar pradesh,09.19,149,budaun,http://www.wikidata.org/entity/Q1815262,budaun,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,149,Q1815262,Budaun,Budaun,wikidataId/Q1498,wikidataId/Q1815262 +134,bulandshahr,09,uttar pradesh,09.11,142,bulandshahr,http://www.wikidata.org/entity/Q1752328,bulandshahr,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,142,Q1752328,Bulandshahr,Bulandshahr,wikidataId/Q1498,wikidataId/Q1752328 +135,chandauli,09,uttar pradesh,09.66,196,chandauli,http://www.wikidata.org/entity/Q2733369,chandauli,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,196,Q2733369,Chandauli,Chandauli,wikidataId/Q1498,wikidataId/Q2733369 +136,chitrakoot,09,uttar pradesh,09.41,171,chitrakoot,http://www.wikidata.org/entity/Q2089141,chitrakoot,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,171,Q2089141,Chitrakoot,Chitrakoot,wikidataId/Q1498,wikidataId/Q2089141 +137,deoria,09,uttar pradesh,09.60,190,deoria,http://www.wikidata.org/entity/Q731746,deoria,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,190,Q731746,Deoria,Deoria,wikidataId/Q1498,wikidataId/Q731746 +138,etah,09,uttar pradesh,09.17,201,etah,http://www.wikidata.org/entity/Q1773429,etah,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,201,Q1773429,Etah,Etah,wikidataId/Q1498,wikidataId/Q1773429 +139,etawah,09,uttar pradesh,09.31,161,etawah,http://www.wikidata.org/entity/Q1815288,etawah,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,161,Q1815288,Etawah,Etawah,wikidataId/Q1498,wikidataId/Q1815288 +140,ayodhya,09,uttar pradesh,09.47,177,ayodhya,http://www.wikidata.org/entity/Q1814132,ayodhya,"District of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,177,Q1814132,Ayodhya,Ayodhya,wikidataId/Q1498,wikidataId/Q1814132 +141,farrukhabad,09,uttar pradesh,09.29,159,farrukhabad,http://www.wikidata.org/entity/Q1897251,farrukhabad,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,159,Q1897251,Farrukhabad,Farrukhabad,wikidataId/Q1498,wikidataId/Q1897251 +142,fatehpur,09,uttar pradesh,09.42,172,fatehpur,http://www.wikidata.org/entity/Q1946829,fatehpur,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern 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India,168,Q2019757,Hamirpur,Hamirpur,wikidataId/Q1498,wikidataId/Q2019757 +150,hardoi,09,uttar pradesh,09.25,155,hardoi,http://www.wikidata.org/entity/Q1772822,hardoi,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,155,Q1772822,Hardoi,Hardoi,wikidataId/Q1498,wikidataId/Q1772822 +151,jalaun,09,uttar pradesh,09.35,165,jalaun,http://www.wikidata.org/entity/Q2089115,jalaun,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,165,Q2089115,Jalaun,Jalaun,wikidataId/Q1498,wikidataId/Q2089115 +152,jaunpur,09,uttar pradesh,09.64,194,jaunpur,http://www.wikidata.org/entity/Q1356060,jaunpur,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,194,Q1356060,Jaunpur,Jaunpur,wikidataId/Q1498,wikidataId/Q1356060 +153,jhansi,09,uttar pradesh,09.36,166,jhansi,http://www.wikidata.org/entity/Q1937885,jhansi,"district of Uttar Pradesh, 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+164,maharajganj,09,uttar pradesh,09.57,187,maharajganj,http://www.wikidata.org/entity/Q1356139,maharajganj,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,187,Q1356139,Maharajganj,Maharajganj,wikidataId/Q1498,wikidataId/Q1356139 +165,mahoba,09,uttar pradesh,09.39,169,mahoba,http://www.wikidata.org/entity/Q1815322,mahoba,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,169,Q1815322,Mahoba,Mahoba,wikidataId/Q1498,wikidataId/Q1815322 +166,mainpuri,09,uttar pradesh,09.18,148,mainpuri,http://www.wikidata.org/entity/Q1816657,mainpuri,"district of Uttar Pradesh, India",http://www.wikidata.org/entity/Q1498,uttar pradesh,state in northern India,148,Q1816657,Mainpuri,Mainpuri,wikidataId/Q1498,wikidataId/Q1816657 +167,mathura,09,uttar pradesh,09.14,145,mathura,http://www.wikidata.org/entity/Q1773422,mathura,"district of Uttar Pradesh, 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pradesh,12.03,247,east kameng,http://www.wikidata.org/entity/Q15424,east kameng,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,247,Q15424,East Kameng,East Kameng,wikidataId/Q1162,wikidataId/Q15424 +232,east siang,12,arunachal pradesh,12.08,251,east siang,http://www.wikidata.org/entity/Q15419,east siang,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,251,Q15419,East Siang,East Siang,wikidataId/Q1162,wikidataId/Q15419 +233,kurung kumey,12,arunachal pradesh,12.14,256,kurung kumey,http://www.wikidata.org/entity/Q2449506,kurung kumey,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,256,Q2449506,Kurung Kumey,Kurung Kumey,wikidataId/Q1162,wikidataId/Q2449506 +234,lohit,12,arunachal pradesh,12.11,259,lohit,http://www.wikidata.org/entity/Q15438,lohit,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,259,Q15438,Lohit,Lohit,wikidataId/Q1162,wikidataId/Q15438 +235,lower dibang valley,12,arunachal pradesh,12.15,258,lower dibang valley,http://www.wikidata.org/entity/Q2373368,lower dibang valley,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,258,Q2373368,Lower Dibang Valley,Lower Dibang Valley,wikidataId/Q1162,wikidataId/Q2373368 +236,lower subansiri,12,arunachal pradesh,12.05,255,lower subansiri,http://www.wikidata.org/entity/Q15436,lower subansiri,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,255,Q15436,Lower Subansiri,Lower Subansiri,wikidataId/Q1162,wikidataId/Q15436 +237,papum pare,12,arunachal pradesh,12.04,248,papum pare,http://www.wikidata.org/entity/Q15432,papum pare,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,248,Q15432,Papum Pare,Papum Pare,wikidataId/Q1162,wikidataId/Q15432 +238,tawang,12,arunachal pradesh,12.01,245,tawang,http://www.wikidata.org/entity/Q15449,tawang,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,245,Q15449,Tawang,Tawang,wikidataId/Q1162,wikidataId/Q15449 +239,tirap,12,arunachal pradesh,12.13,254,tirap,http://www.wikidata.org/entity/Q15448,tirap,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,254,Q15448,Tirap,Tirap,wikidataId/Q1162,wikidataId/Q15448 +240,upper siang,12,arunachal pradesh,12.09,252,upper siang,http://www.wikidata.org/entity/Q15465,upper siang,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,252,Q15465,Upper Siang,Upper Siang,wikidataId/Q1162,wikidataId/Q15465 +241,upper subansiri,12,arunachal pradesh,12.06,249,upper subansiri,http://www.wikidata.org/entity/Q15464,upper subansiri,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,249,Q15464,Upper Subansiri,Upper Subansiri,wikidataId/Q1162,wikidataId/Q15464 +242,west kameng,12,arunachal pradesh,12.02,246,west kameng,http://www.wikidata.org/entity/Q15459,west kameng,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,246,Q15459,West Kameng,West Kameng,wikidataId/Q1162,wikidataId/Q15459 +243,west siang,12,arunachal pradesh,12.07,250,west siang,http://www.wikidata.org/entity/Q15453,west siang,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,250,Q15453,West Siang,West Siang,wikidataId/Q1162,wikidataId/Q15453 +628,anjaw,12,arunachal pradesh,,260,anjaw,http://www.wikidata.org/entity/Q15413,anjaw,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,260,Q15413,Anjaw,Anjaw,wikidataId/Q1162,wikidataId/Q15413 +666,longding,12,arunachal pradesh,,,longding,http://www.wikidata.org/entity/Q5627568,longding,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q5627568,Longding,Longding,wikidataId/Q1162,wikidataId/Q5627568 +677,kra daadi,12,arunachal pradesh,,,kra daadi,http://www.wikidata.org/entity/Q21018627,kra daadi,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q21018627,Kra Daadi,Kra Daadi,wikidataId/Q1162,wikidataId/Q21018627 +678,namsai,12,arunachal pradesh,,,namsai,http://www.wikidata.org/entity/Q21559824,namsai,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q21559824,Namsai,Namsai,wikidataId/Q1162,wikidataId/Q21559824 +679,siang,12,arunachal pradesh,,,siang,http://www.wikidata.org/entity/Q18642331,siang,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q18642331,Siang,Siang,wikidataId/Q1162,wikidataId/Q18642331 +718,kamle,12,arunachal pradesh,,,kamle,http://www.wikidata.org/entity/Q48731073,kamle,"district of Arunachal Pradesh, India",http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q48731073,Kamle,Kamle,wikidataId/Q1162,wikidataId/Q48731073 +719,lower siang,12,arunachal pradesh,,,lower siang,http://www.wikidata.org/entity/Q13602925,lower siang,district of Arunachal Pradesh,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q13602925,Lower Siang,Lower Siang,wikidataId/Q1162,wikidataId/Q13602925 +723,pakke kessang,12,arunachal pradesh,,,pakke-kessang,http://www.wikidata.org/entity/Q61439260,pakke-kessang,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q61439260,Pakke Kessang,Pakke-kessang,wikidataId/Q1162,wikidataId/Q61439260 +724,leparada,12,arunachal pradesh,,,lepa rada,http://www.wikidata.org/entity/Q63563632,lepa rada,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q63563632,Leparada,Lepa Rada,wikidataId/Q1162,wikidataId/Q63563632 +725,shi yomi,12,arunachal pradesh,,,shi yomi,http://www.wikidata.org/entity/Q63563625,shi yomi,district of Arunachal Pradesh in India,http://www.wikidata.org/entity/Q1162,arunachal pradesh,State in North East India,,Q63563625,Shi Yomi,Shi Yomi,wikidataId/Q1162,wikidataId/Q63563625 +244,dimapur,13,nagaland,13.06,265,dimapur,http://www.wikidata.org/entity/Q634262,dimapur,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,265,Q634262,Dimapur,Dimapur,wikidataId/Q1599,wikidataId/Q634262 +245,kohima,13,nagaland,13.07,270,kohima,http://www.wikidata.org/entity/Q953530,kohima,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,270,Q953530,Kohima,Kohima,wikidataId/Q1599,wikidataId/Q953530 +246,mokokchung,13,nagaland,13.03,262,mokokchung,http://www.wikidata.org/entity/Q2175311,mokokchung,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,262,Q2175311,Mokokchung,Mokokchung,wikidataId/Q1599,wikidataId/Q2175311 +247,mon,13,nagaland,13.01,261,mon,http://www.wikidata.org/entity/Q2339648,mon,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,261,Q2339648,Mon,Mon,wikidataId/Q1599,wikidataId/Q2339648 +248,phek,13,nagaland,13.08,266,phek,http://www.wikidata.org/entity/Q590882,phek,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,266,Q590882,Phek,Phek,wikidataId/Q1599,wikidataId/Q590882 +249,tuensang,13,nagaland,13.02,267,tuensang,http://www.wikidata.org/entity/Q2571393,tuensang,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,267,Q2571393,Tuensang,Tuensang,wikidataId/Q1599,wikidataId/Q2571393 +250,wokha,13,nagaland,13.05,264,wokha,http://www.wikidata.org/entity/Q681821,wokha,district of Nagaland,http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,264,Q681821,Wokha,Wokha,wikidataId/Q1599,wikidataId/Q681821 +251,zunheboto,13,nagaland,13.04,263,zunheboto,http://www.wikidata.org/entity/Q2091461,zunheboto,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,263,Q2091461,Zunheboto,Zunheboto,wikidataId/Q1599,wikidataId/Q2091461 +613,peren,13,nagaland,13.07,271,peren,http://www.wikidata.org/entity/Q516294,peren,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,271,Q516294,Peren,Peren,wikidataId/Q1599,wikidataId/Q516294 +614,kiphire,13,nagaland,13.02,269,kiphire,http://www.wikidata.org/entity/Q2597908,kiphire,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,269,Q2597908,Kiphire,Kiphire,wikidataId/Q1599,wikidataId/Q2597908 +615,longleng,13,nagaland,13.02,268,longleng,http://www.wikidata.org/entity/Q1426783,longleng,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,268,Q1426783,Longleng,Longleng,wikidataId/Q1599,wikidataId/Q1426783 +736,noklak,13,nagaland,,,noklak,http://www.wikidata.org/entity/Q48731903,noklak,"district in India, Nagaland",http://www.wikidata.org/entity/Q1599,nagaland,state in northeastern India,,Q48731903,Noklak,Noklak,wikidataId/Q1599,wikidataId/Q48731903 +757,tseminyu,13,nagaland,,,tseminyu,http://www.wikidata.org/entity/Q110223836,tseminyu,"district of Nagaland, India",http://www.wikidata.org/entity/Q1599,nagaland,Indian state,,Q110223836,Tseminyu,Tseminyu,wikidataId/Q1599,wikidataId/Q110223836 +252,bishnupur,14,manipur,14.04,275,bishnupur,http://www.wikidata.org/entity/Q938190,bishnupur,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,275,Q938190,Bishnupur,Bishnupur,wikidataId/Q1193,wikidataId/Q938190 +253,chandel,14,manipur,14.09,280,chandel,http://www.wikidata.org/entity/Q2301769,chandel,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,280,Q2301769,Chandel,Chandel,wikidataId/Q1193,wikidataId/Q2301769 +254,churachandpur,14,manipur,14.03,274,churachandpur,http://www.wikidata.org/entity/Q2577281,churachandpur,"District of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,274,Q2577281,Churachandpur,Churachandpur,wikidataId/Q1193,wikidataId/Q2577281 +255,imphal east,14,manipur,14.07,278,imphal east,http://www.wikidata.org/entity/Q1916666,imphal east,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,278,Q1916666,Imphal East,Imphal East,wikidataId/Q1193,wikidataId/Q1916666 +256,imphal west,14,manipur,14.06,277,imphal west,http://www.wikidata.org/entity/Q1822188,imphal west,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,277,Q1822188,Imphal West,Imphal West,wikidataId/Q1193,wikidataId/Q1822188 +257,senapati,14,manipur,14.01,272,senapati,http://www.wikidata.org/entity/Q2301706,senapati,district of Manipur,http://www.wikidata.org/entity/Q1193,manipur,Indian state,272,Q2301706,Senapati,Senapati,wikidataId/Q1193,wikidataId/Q2301706 +258,tamenglong,14,manipur,14.02,273,tamenglong,http://www.wikidata.org/entity/Q2301717,tamenglong,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,273,Q2301717,Tamenglong,Tamenglong,wikidataId/Q1193,wikidataId/Q2301717 +259,thoubal,14,manipur,14.05,276,thoubal,http://www.wikidata.org/entity/Q2086198,thoubal,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,276,Q2086198,Thoubal,Thoubal,wikidataId/Q1193,wikidataId/Q2086198 +260,ukhrul,14,manipur,14.08,279,ukhrul,http://www.wikidata.org/entity/Q735101,ukhrul,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,279,Q735101,Ukhrul,Ukhrul,wikidataId/Q1193,wikidataId/Q735101 +711,kakching,14,manipur,,,kakching,http://www.wikidata.org/entity/Q28173825,kakching,"district in Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28173825,Kakching,Kakching,wikidataId/Q1193,wikidataId/Q28173825 +712,kangpokpi,14,manipur,,,kangpokpi,http://www.wikidata.org/entity/Q28419386,kangpokpi,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28419386,Kangpokpi,Kangpokpi,wikidataId/Q1193,wikidataId/Q28419386 +713,jiribam,14,manipur,,,jiribam,http://www.wikidata.org/entity/Q28419387,jiribam,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28419387,Jiribam,Jiribam,wikidataId/Q1193,wikidataId/Q28419387 +714,noney,14,manipur,,,noney,http://www.wikidata.org/entity/Q28419389,noney,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28419389,Noney,Noney,wikidataId/Q1193,wikidataId/Q28419389 +715,pherzawl,14,manipur,,,pherzawl,http://www.wikidata.org/entity/Q28173809,pherzawl,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28173809,Pherzawl,Pherzawl,wikidataId/Q1193,wikidataId/Q28173809 +716,tengnoupal,14,manipur,,,tengnoupal,http://www.wikidata.org/entity/Q28419388,tengnoupal,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28419388,Tengnoupal,Tengnoupal,wikidataId/Q1193,wikidataId/Q28419388 +717,kamjong,14,manipur,,,kamjong,http://www.wikidata.org/entity/Q28419390,kamjong,"district of Manipur, India",http://www.wikidata.org/entity/Q1193,manipur,Indian state,,Q28419390,Kamjong,Kamjong,wikidataId/Q1193,wikidataId/Q28419390 +261,aizawl,15,mizoram,15.03,283,aizawl,http://www.wikidata.org/entity/Q1947322,aizawl,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,283,Q1947322,Aizawl,Aizawl,wikidataId/Q1502,wikidataId/Q1947322 +262,champhai,15,mizoram,15.04,284,champhai,http://www.wikidata.org/entity/Q1965256,champhai,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,284,Q1965256,Champhai,Champhai,wikidataId/Q1502,wikidataId/Q1965256 +263,kolasib,15,mizoram,15.02,282,kolasib,http://www.wikidata.org/entity/Q1947343,kolasib,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,282,Q1947343,Kolasib,Kolasib,wikidataId/Q1502,wikidataId/Q1947343 +264,lawngtlai,15,mizoram,15.07,287,lawngtlai,http://www.wikidata.org/entity/Q2086209,lawngtlai,district of Mizoram,http://www.wikidata.org/entity/Q1502,mizoram,State in India,287,Q2086209,Lawngtlai,Lawngtlai,wikidataId/Q1502,wikidataId/Q2086209 +265,lunglei,15,mizoram,15.06,286,lunglei,http://www.wikidata.org/entity/Q1947352,lunglei,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,286,Q1947352,Lunglei,Lunglei,wikidataId/Q1502,wikidataId/Q1947352 +266,mamit,15,mizoram,15.01,281,mamit,http://www.wikidata.org/entity/Q751531,mamit,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,281,Q751531,Mamit,Mamit,wikidataId/Q1502,wikidataId/Q751531 +267,saiha,15,mizoram,15.08,288,saiha,http://www.wikidata.org/entity/Q1821714,saiha,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,288,Q1821714,Saiha,Saiha,wikidataId/Q1502,wikidataId/Q1821714 +268,serchhip,15,mizoram,15.05,285,serchhip,http://www.wikidata.org/entity/Q2086190,serchhip,"district of Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in India,285,Q2086190,Serchhip,Serchhip,wikidataId/Q1502,wikidataId/Q2086190 +726,hnahthial,15,mizoram,,,hnahthial,http://www.wikidata.org/entity/Q86882590,hnahthial,district in Mizoram,http://www.wikidata.org/entity/Q1502,mizoram,State in India,,Q86882590,Hnahthial,Hnahthial,wikidataId/Q1502,wikidataId/Q86882590 +727,saitual,15,mizoram,,,saitual,http://www.wikidata.org/entity/Q86882593,saitual,"district in Mizoram, India",http://www.wikidata.org/entity/Q1502,mizoram,State in 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Jaintia Hills,wikidataId/Q1195,wikidataId/Q15923776 +658,south west khasi hills,17,meghalaya,,,south west khasi hills,http://www.wikidata.org/entity/Q15923741,south west khasi hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q15923741,South West Khasi Hills,South West Khasi Hills,wikidataId/Q1195,wikidataId/Q15923741 +663,south west garo hills,17,meghalaya,,,south west garo hills,http://www.wikidata.org/entity/Q15961576,south west garo hills,"district of Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q15961576,South West Garo Hills,South West Garo Hills,wikidataId/Q1195,wikidataId/Q15961576 +740,eastern west khasi hills,17,meghalaya,,,eastern west khasi hills,http://www.wikidata.org/entity/Q110442602,eastern west khasi hills,"district in Meghalaya, India",http://www.wikidata.org/entity/Q1195,meghalaya,Indian state,,Q110442602,Eastern West Khasi Hills,Eastern West Khasi 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anglong,http://www.wikidata.org/entity/Q29025081,east karbi anglong,"district of Assam, India",http://www.wikidata.org/entity/Q1164,assam,Indian state,,Q29025081,Karbi Anglong,East Karbi Anglong,wikidataId/Q1164,wikidataId/Q29025081 +293,karimganj,18,assam,18.22,317,karimganj,http://www.wikidata.org/entity/Q42542,karimganj,"district of Assam, India",http://www.wikidata.org/entity/Q1164,assam,Indian state,317,Q42542,Karimganj,Karimganj,wikidataId/Q1164,wikidataId/Q42542 +294,kokrajhar,18,assam,18.01,300,kokrajhar,http://www.wikidata.org/entity/Q42618,kokrajhar,"district of Assam, India",http://www.wikidata.org/entity/Q1164,assam,Indian state,300,Q42618,Kokrajhar,Kokrajhar,wikidataId/Q1164,wikidataId/Q42618 +295,lakhimpur,18,assam,18.12,307,lakhimpur,http://www.wikidata.org/entity/Q42743,lakhimpur,"district of Assam, India",http://www.wikidata.org/entity/Q1164,assam,Indian state,307,Q42743,Lakhimpur,Lakhimpur,wikidataId/Q1164,wikidataId/Q42743 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+311,dinajpur uttar,19,west bengal,19.04,330,uttar dinajpur,http://www.wikidata.org/entity/Q2019766,uttar dinajpur,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,330,Q2019766,Dinajpur Uttar,Uttar Dinajpur,wikidataId/Q1356,wikidataId/Q2019766 +312,hooghly,19,west bengal,19.12,338,hooghly,http://www.wikidata.org/entity/Q548518,hooghly,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,338,Q548518,Hooghly,Hooghly,wikidataId/Q1356,wikidataId/Q548518 +313,howrah,19,west bengal,19.16,341,howrah,http://www.wikidata.org/entity/Q1478937,howrah,"district in West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,341,Q1478937,Howrah,Howrah,wikidataId/Q1356,wikidataId/Q1478937 +314,jalpaiguri,19,west bengal,19.02,328,jalpaiguri,http://www.wikidata.org/entity/Q1351487,jalpaiguri,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,328,Q1351487,Jalpaiguri,Jalpaiguri,wikidataId/Q1356,wikidataId/Q1351487 +315,kolkata,19,west bengal,19.17,342,kolkata,http://www.wikidata.org/entity/Q2088496,kolkata,"district in West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,342,Q2088496,Kolkata,Kolkata,wikidataId/Q1356,wikidataId/Q2088496 +316,maldah,19,west bengal,19.06,332,malda,http://www.wikidata.org/entity/Q2049820,malda,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,332,Q2049820,Maldah,Malda,wikidataId/Q1356,wikidataId/Q2049820 +317,medinipur east,19,west bengal,19.15,345,purba medinipur,http://www.wikidata.org/entity/Q1431920,purba medinipur,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,345,Q1431920,Medinipur East,Purba Medinipur,wikidataId/Q1356,wikidataId/Q1431920 +318,medinipur west,19,west bengal,19.15,344,paschim medinipur,http://www.wikidata.org/entity/Q1855537,paschim medinipur,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,344,Q1855537,Medinipur West,Paschim Medinipur,wikidataId/Q1356,wikidataId/Q1855537 +319,murshidabad,19,west bengal,19.07,333,murshidabad,http://www.wikidata.org/entity/Q1546240,murshidabad,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,333,Q1546240,Murshidabad,Murshidabad,wikidataId/Q1356,wikidataId/Q1546240 +320,nadia,19,west bengal,19.10,336,nadia,http://www.wikidata.org/entity/Q1143880,nadia,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,336,Q1143880,Nadia,Nadia,wikidataId/Q1356,wikidataId/Q1143880 +321,purulia,19,west bengal,19.14,340,purulia,http://www.wikidata.org/entity/Q307474,purulia,"District of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,340,Q307474,Purulia,Purulia,wikidataId/Q1356,wikidataId/Q307474 +664,alipurduar,19,west bengal,,,alipurduar,http://www.wikidata.org/entity/Q4726845,alipurduar,district of West Bengal,http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q4726845,Alipurduar,Alipurduar,wikidataId/Q1356,wikidataId/Q4726845 +702,kalimpong,19,west bengal,,,kalimpong,http://www.wikidata.org/entity/Q28769140,kalimpong,"district of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q28769140,Kalimpong,Kalimpong,wikidataId/Q1356,wikidataId/Q28769140 +703,jhargram,19,west bengal,,,jhargram,http://www.wikidata.org/entity/Q29168456,jhargram,district of West Bengal,http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q29168456,Jhargram,Jhargram,wikidataId/Q1356,wikidataId/Q29168456 +704,paschim bardhaman,19,west bengal,,,paschim bardhaman,http://www.wikidata.org/entity/Q29215602,paschim bardhaman,"District of West Bengal, India",http://www.wikidata.org/entity/Q1356,west bengal,Indian state,,Q29215602,Paschim Bardhaman,Paschim Bardhaman,wikidataId/Q1356,wikidataId/Q29215602 +322,bokaro,20,jharkhand,20.13,355,bokaro,http://www.wikidata.org/entity/Q2295925,bokaro,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,355,Q2295925,Bokaro,Bokaro,wikidataId/Q1184,wikidataId/Q2295925 +323,chatra,20,jharkhand,20.03,347,chatra,http://www.wikidata.org/entity/Q1979499,chatra,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,347,Q1979499,Chatra,Chatra,wikidataId/Q1184,wikidataId/Q1979499 +324,deoghar,20,jharkhand,20.07,350,deoghar,http://www.wikidata.org/entity/Q2030017,deoghar,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,350,Q2030017,Deoghar,Deoghar,wikidataId/Q1184,wikidataId/Q2030017 +325,dhanbad,20,jharkhand,20.12,354,dhanbad,http://www.wikidata.org/entity/Q2240791,dhanbad,"District of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,354,Q2240791,Dhanbad,Dhanbad,wikidataId/Q1184,wikidataId/Q2240791 +326,dumka,20,jharkhand,20.11,362,dumka,http://www.wikidata.org/entity/Q2577657,dumka,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,362,Q2577657,Dumka,Dumka,wikidataId/Q1184,wikidataId/Q2577657 +327,east singhbum,20,jharkhand,20.18,357,east singhbhum,http://www.wikidata.org/entity/Q2452921,east singhbhum,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,357,Q2452921,East Singhbum,East Singhbhum,wikidataId/Q1184,wikidataId/Q2452921 +328,garhwa,20,jharkhand,20.01,346,garhwa,http://www.wikidata.org/entity/Q2302076,garhwa,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,346,Q2302076,Garhwa,Garhwa,wikidataId/Q1184,wikidataId/Q2302076 +329,giridih,20,jharkhand,20.06,349,giridih,http://www.wikidata.org/entity/Q2302065,giridih,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,349,Q2302065,Giridih,Giridih,wikidataId/Q1184,wikidataId/Q2302065 +330,godda,20,jharkhand,20.08,351,godda,http://www.wikidata.org/entity/Q638980,godda,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,351,Q638980,Godda,Godda,wikidataId/Q1184,wikidataId/Q638980 +331,gumla,20,jharkhand,20.16,366,gumla,http://www.wikidata.org/entity/Q2295865,gumla,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,366,Q2295865,Gumla,Gumla,wikidataId/Q1184,wikidataId/Q2295865 +332,hazaribagh,20,jharkhand,20.04,360,hazaribagh,http://www.wikidata.org/entity/Q1945416,hazaribagh,"district in Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,360,Q1945416,Hazaribagh,Hazaribagh,wikidataId/Q1184,wikidataId/Q1945416 +333,jamtara,20,jharkhand,20.20,363,jamtara,http://www.wikidata.org/entity/Q2980986,jamtara,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,363,Q2980986,Jamtara,Jamtara,wikidataId/Q1184,wikidataId/Q2980986 +334,koderma,20,jharkhand,20.05,348,koderma,http://www.wikidata.org/entity/Q2085480,koderma,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,348,Q2085480,Koderma,Koderma,wikidataId/Q1184,wikidataId/Q2085480 +335,latehar,20,jharkhand,20.02,359,latehar,http://www.wikidata.org/entity/Q2244762,latehar,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,359,Q2244762,Latehar,Latehar,wikidataId/Q1184,wikidataId/Q2244762 +336,lohardaga,20,jharkhand,20.15,356,lohardaga,http://www.wikidata.org/entity/Q1948301,lohardaga,district in Jharkhand,http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,356,Q1948301,Lohardaga,Lohardaga,wikidataId/Q1184,wikidataId/Q1948301 +337,pakur,20,jharkhand,20.10,353,pakur,http://www.wikidata.org/entity/Q2295930,pakur,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,353,Q2295930,Pakur,Pakur,wikidataId/Q1184,wikidataId/Q2295930 +338,palamu,20,jharkhand,20.02,358,palamu,http://www.wikidata.org/entity/Q1797254,palamu,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,358,Q1797254,Palamu,Palamu,wikidataId/Q1184,wikidataId/Q1797254 +339,ranchi,20,jharkhand,20.14,364,ranchi,http://www.wikidata.org/entity/Q1947380,ranchi,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,364,Q1947380,Ranchi,Ranchi,wikidataId/Q1184,wikidataId/Q1947380 +340,sahebganj,20,jharkhand,20.09,352,sahebganj,http://www.wikidata.org/entity/Q767878,sahebganj,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,352,Q767878,Sahebganj,Sahebganj,wikidataId/Q1184,wikidataId/Q767878 +341,saraikela kharsawan,20,jharkhand,20.17,369,seraikela kharsawan,http://www.wikidata.org/entity/Q2362658,seraikela kharsawan,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,369,Q2362658,Saraikela Kharsawan,Seraikela Kharsawan,wikidataId/Q1184,wikidataId/Q2362658 +342,simdega,20,jharkhand,20.21,367,simdega,http://www.wikidata.org/entity/Q2597889,simdega,"district in Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,367,Q2597889,Simdega,Simdega,wikidataId/Q1184,wikidataId/Q2597889 +343,west singhbhum,20,jharkhand,20.17,368,west singhbhum,http://www.wikidata.org/entity/Q1950527,west singhbhum,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,368,Q1950527,West Singhbhum,West Singhbhum,wikidataId/Q1184,wikidataId/Q1950527 +606,khunti,20,jharkhand,20.14,365,khunti,http://www.wikidata.org/entity/Q367344,khunti,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,365,Q367344,Khunti,Khunti,wikidataId/Q1184,wikidataId/Q367344 +607,ramgarh,20,jharkhand,20.04,361,ramgarh,http://www.wikidata.org/entity/Q2663612,ramgarh,"district of Jharkhand, India",http://www.wikidata.org/entity/Q1184,jharkhand,Indian state,361,Q2663612,Ramgarh,Ramgarh,wikidataId/Q1184,wikidataId/Q2663612 +344,anugul,21,odisha,21.15,384,angul,http://www.wikidata.org/entity/Q1772807,angul,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,384,Q1772807,Anugul,Angul,wikidataId/Q22048,wikidataId/Q1772807 +345,balangir,21,odisha,21.24,393,balangir,http://www.wikidata.org/entity/Q804642,balangir,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,393,Q804642,Balangir,Balangir,wikidataId/Q22048,wikidataId/Q804642 +346,baleshwar,21,odisha,21.08,377,balasore,http://www.wikidata.org/entity/Q2022279,balasore,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,377,Q2022279,Baleshwar,Balasore,wikidataId/Q22048,wikidataId/Q2022279 +347,bargarh,21,odisha,21.01,370,bargarh,http://www.wikidata.org/entity/Q808140,bargarh,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,370,Q808140,Bargarh,Bargarh,wikidataId/Q22048,wikidataId/Q808140 +348,bhadrak,21,odisha,21.09,378,bhadrak,http://www.wikidata.org/entity/Q685638,bhadrak,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,378,Q685638,Bhadrak,Bhadrak,wikidataId/Q22048,wikidataId/Q685638 +349,boudh,21,odisha,21.22,391,boudh,http://www.wikidata.org/entity/Q2363639,boudh,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,391,Q2363639,Boudh,Boudh,wikidataId/Q22048,wikidataId/Q2363639 +350,cuttack,21,odisha,21.12,381,cuttack,http://www.wikidata.org/entity/Q2022256,cuttack,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,381,Q2022256,Cuttack,Cuttack,wikidataId/Q22048,wikidataId/Q2022256 +351,deogarh,21,odisha,21.04,373,debagarh,http://www.wikidata.org/entity/Q2269639,debagarh,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,373,Q2269639,Deogarh,Debagarh,wikidataId/Q22048,wikidataId/Q2269639 +352,dhenkanal,21,odisha,21.14,383,dhenkanal,http://www.wikidata.org/entity/Q1948389,dhenkanal,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,383,Q1948389,Dhenkanal,Dhenkanal,wikidataId/Q22048,wikidataId/Q1948389 +353,gajapati,21,odisha,21.20,389,gajapati,http://www.wikidata.org/entity/Q1947292,gajapati,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,389,Q1947292,Gajapati,Gajapati,wikidataId/Q22048,wikidataId/Q1947292 +354,ganjam,21,odisha,21.19,388,ganjam,http://www.wikidata.org/entity/Q776213,ganjam,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,388,Q776213,Ganjam,Ganjam,wikidataId/Q22048,wikidataId/Q776213 +355,jagatsinghapur,21,odisha,21.11,380,jagatsinghpur,http://www.wikidata.org/entity/Q971581,jagatsinghpur,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,380,Q971581,Jagatsinghapur,Jagatsinghpur,wikidataId/Q22048,wikidataId/Q971581 +356,jajapur,21,odisha,21.13,382,jajpur,http://www.wikidata.org/entity/Q2087771,jajpur,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,382,Q2087771,Jajapur,Jajpur,wikidataId/Q22048,wikidataId/Q2087771 +357,jharsuguda,21,odisha,21.02,371,jharsuguda,http://www.wikidata.org/entity/Q569181,jharsuguda,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,371,Q569181,Jharsuguda,Jharsuguda,wikidataId/Q22048,wikidataId/Q569181 +358,kalahandi,21,odisha,21.26,395,kalahandi,http://www.wikidata.org/entity/Q1876588,kalahandi,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,395,Q1876588,Kalahandi,Kalahandi,wikidataId/Q22048,wikidataId/Q1876588 +359,kandhamal,21,odisha,21.21,390,kandhamal,http://www.wikidata.org/entity/Q2085500,kandhamal,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,390,Q2085500,Kandhamal,Kandhamal,wikidataId/Q22048,wikidataId/Q2085500 +360,kendrapara,21,odisha,21.10,379,kendrapara,http://www.wikidata.org/entity/Q2299172,kendrapara,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,379,Q2299172,Kendrapara,Kendrapara,wikidataId/Q22048,wikidataId/Q2299172 +361,kendujhar,21,odisha,21.06,375,kendujhar,http://www.wikidata.org/entity/Q2085428,kendujhar,"district of Odisha, India",http://www.wikidata.org/entity/Q22048,odisha,state of India,375,Q2085428,Kendujhar,Kendujhar,wikidataId/Q22048,wikidataId/Q2085428 +362,khordha,21,odisha,21.17,386,khordha,http://www.wikidata.org/entity/Q662818,khordha,"district of Odisha, 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+477,hingoli,27,maharashtra,27.16,512,hingoli,http://www.wikidata.org/entity/Q2087615,hingoli,"district in Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of India,512,Q2087615,Hingoli,Hingoli,wikidataId/Q1191,wikidataId/Q2087615 +478,jalgaon,27,maharashtra,27.03,499,jalgaon,http://www.wikidata.org/entity/Q1797291,jalgaon,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of India,499,Q1797291,Jalgaon,Jalgaon,wikidataId/Q1191,wikidataId/Q1797291 +479,jalna,27,maharashtra,27.18,514,jalna,http://www.wikidata.org/entity/Q1804863,jalna,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of India,514,Q1804863,Jalna,Jalna,wikidataId/Q1191,wikidataId/Q1804863 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western and central peninsular region of India,513,Q1797389,Parbhani,Parbhani,wikidataId/Q1191,wikidataId/Q1797389 +490,pune,27,maharashtra,27.25,521,pune,http://www.wikidata.org/entity/Q1797336,pune,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of India,521,Q1797336,Pune,Pune,wikidataId/Q1191,wikidataId/Q1797336 +491,raigad,27,maharashtra,27.24,520,raigad,http://www.wikidata.org/entity/Q2019683,raigad,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of India,520,Q2019683,Raigad,Raigad,wikidataId/Q1191,wikidataId/Q2019683 +492,ratnagiri,27,maharashtra,27.32,528,ratnagiri,http://www.wikidata.org/entity/Q1771768,ratnagiri,"district of Maharashtra, India",http://www.wikidata.org/entity/Q1191,maharashtra,state in the western and central peninsular region of 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Godavari,East Godavari,wikidataId/Q1159,wikidataId/Q15338 +506,guntur,28,andhra pradesh,28.17,548,guntur,http://www.wikidata.org/entity/Q15341,guntur,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,548,Q15341,Guntur,Guntur,wikidataId/Q1159,wikidataId/Q15341 +510,krishna,28,andhra pradesh,28.16,547,krishna,http://www.wikidata.org/entity/Q15382,krishna,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,547,Q15382,Krishna,Krishna,wikidataId/Q1159,wikidataId/Q15382 +511,kurnool,28,andhra pradesh,28.21,552,kurnool,http://www.wikidata.org/entity/Q15381,kurnool,"district of Andhra Pradesh, India",http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,552,Q15381,Kurnool,Kurnool,wikidataId/Q1159,wikidataId/Q15381 +515,spsr nellore,28,andhra pradesh,28.19,550,sri potti sri ramulu nellore,http://www.wikidata.org/entity/Q15383,sri potti sri ramulu nellore,"district of Andhra 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India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714859,Konaseema,Konaseema,wikidataId/Q1159,wikidataId/Q110714859 +748,eluru,28,andhra pradesh,,,eluru,http://www.wikidata.org/entity/Q110714851,eluru,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714851,Eluru,Eluru,wikidataId/Q1159,wikidataId/Q110714851 +749,ntr,28,andhra pradesh,,,ntr,http://www.wikidata.org/entity/Q110876763,ntr,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110876763,Ntr,Ntr,wikidataId/Q1159,wikidataId/Q110876763 +750,bapatla,28,andhra pradesh,,,bapatla,http://www.wikidata.org/entity/Q110876712,bapatla,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110876712,Bapatla,Bapatla,wikidataId/Q1159,wikidataId/Q110876712 +751,palnadu,28,andhra pradesh,,,palnadu,http://www.wikidata.org/entity/Q110714862,palnadu,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714862,Palnadu,Palnadu,wikidataId/Q1159,wikidataId/Q110714862 +752,tirupati,28,andhra pradesh,,,tirupati,http://www.wikidata.org/entity/Q110714853,tirupati,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714853,Tirupati,Tirupati,wikidataId/Q1159,wikidataId/Q110714853 +753,annamayya,28,andhra pradesh,,,annamayya,http://www.wikidata.org/entity/Q110714854,annamayya,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714854,Annamayya,Annamayya,wikidataId/Q1159,wikidataId/Q110714854 +754,sri sathya sai,28,andhra pradesh,,,sri sathya sai,http://www.wikidata.org/entity/Q110714863,sri sathya sai,district in Andhra Pradesh in India,http://www.wikidata.org/entity/Q1159,andhra pradesh,state in India,,Q110714863,Sri Sathya Sai,Sri Sathya Sai,wikidataId/Q1159,wikidataId/Q110714863 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state,621,Q15190,Pudukkottai,Pudukkottai,wikidataId/Q1445,wikidataId/Q15190 +583,ramanathapuram,33,tamil nadu,33.27,626,ramanathapuram,http://www.wikidata.org/entity/Q15191,ramanathapuram,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,626,Q15191,Ramanathapuram,Ramanathapuram,wikidataId/Q1445,wikidataId/Q15191 +584,salem,33,tamil nadu,33.08,608,salem,http://www.wikidata.org/entity/Q15192,salem,district of Tamil Nadu state in southern India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,608,Q15192,Salem,Salem,wikidataId/Q1445,wikidataId/Q15192 +585,sivaganga,33,tamil nadu,33.23,622,sivaganga,http://www.wikidata.org/entity/Q15195,sivaganga,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,622,Q15195,Sivaganga,Sivaganga,wikidataId/Q1445,wikidataId/Q15195 +586,thanjavur,33,tamil nadu,33.21,620,thanjavur,http://www.wikidata.org/entity/Q15194,thanjavur,"district of Tamil Nadu, 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of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,619,Q15197,Thiruvarur,Tiruvarur,wikidataId/Q1445,wikidataId/Q15197 +591,tiruchirappalli,33,tamil nadu,33.15,614,tiruchirappalli,http://www.wikidata.org/entity/Q15201,tiruchirappalli,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,614,Q15201,Tiruchirappalli,Tiruchirappalli,wikidataId/Q1445,wikidataId/Q15201 +592,tirunelveli,33,tamil nadu,33.29,628,tirunelveli,http://www.wikidata.org/entity/Q15200,tirunelveli,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,628,Q15200,Tirunelveli,Tirunelveli,wikidataId/Q1445,wikidataId/Q15200 +593,tiruvannamalai,33,tamil nadu,33.06,606,tiruvannamalai,http://www.wikidata.org/entity/Q15207,tiruvannamalai,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,606,Q15207,Tiruvannamalai,Tiruvannamalai,wikidataId/Q1445,wikidataId/Q15207 +594,tuticorin,33,tamil nadu,33.28,627,thoothukudi,http://www.wikidata.org/entity/Q15198,thoothukudi,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,627,Q15198,Tuticorin,Thoothukudi,wikidataId/Q1445,wikidataId/Q15198 +595,vellore,33,tamil nadu,33.04,605,vellore,http://www.wikidata.org/entity/Q15206,vellore,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,605,Q15206,Vellore,Vellore,wikidataId/Q1445,wikidataId/Q15206 +596,villupuram,33,tamil nadu,33.07,607,viluppuram,http://www.wikidata.org/entity/Q15205,viluppuram,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,607,Q15205,Villupuram,Viluppuram,wikidataId/Q1445,wikidataId/Q15205 +597,virudhunagar,33,tamil nadu,33.26,625,virudhunagar,http://www.wikidata.org/entity/Q15209,virudhunagar,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,625,Q15209,Virudhunagar,Virudhunagar,wikidataId/Q1445,wikidataId/Q15209 +610,ariyalur,33,tamil nadu,33.17,616,ariyalur,http://www.wikidata.org/entity/Q15112,ariyalur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,616,Q15112,Ariyalur,Ariyalur,wikidataId/Q1445,wikidataId/Q15112 +634,tiruppur,33,tamil nadu,,633,tiruppur,http://www.wikidata.org/entity/Q15202,tiruppur,"district of Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,633,Q15202,Tiruppur,Tiruppur,wikidataId/Q1445,wikidataId/Q15202 +729,kallakurichi,33,tamil nadu,,,kallakurichi,http://www.wikidata.org/entity/Q60493360,kallakurichi,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q60493360,Kallakurichi,Kallakurichi,wikidataId/Q1445,wikidataId/Q60493360 +730,chengalpattu,33,tamil nadu,,,chengalpattu,http://www.wikidata.org/entity/Q65976177,chengalpattu,"district in Tamil Nadu, India",http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q65976177,Chengalpattu,Chengalpattu,wikidataId/Q1445,wikidataId/Q65976177 +731,ranipet,33,tamil nadu,,,ranipet,http://www.wikidata.org/entity/Q66659623,ranipet,district of Tamil Nadu in India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q66659623,Ranipet,Ranipet,wikidataId/Q1445,wikidataId/Q66659623 +732,tirupathur,33,tamil nadu,,,tirupattur,http://www.wikidata.org/entity/Q66659621,tirupattur,district of Tamil Nadu in India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q66659621,Tirupathur,Tirupattur,wikidataId/Q1445,wikidataId/Q66659621 +733,tenkasi,33,tamil nadu,,,tenkasi,http://www.wikidata.org/entity/Q75094121,tenkasi,district in Tamil nadu,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q75094121,Tenkasi,Tenkasi,wikidataId/Q1445,wikidataId/Q75094121 +735,mayiladuthurai,33,tamil nadu,,,mayiladuthurai,http://www.wikidata.org/entity/Q89918869,mayiladuthurai,district of Tamil Nadu in India,http://www.wikidata.org/entity/Q1445,tamil nadu,Indian state,,Q89918869,Mayiladuthurai,Mayiladuthurai,wikidataId/Q1445,wikidataId/Q89918869 +598,karaikal,34,puducherry,34.04,637,karaikal,http://www.wikidata.org/entity/Q639264,karaikal,"district of Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,637,Q639264,Karaikal,Karaikal,wikidataId/Q66743,wikidataId/Q639264 +599,mahe,34,puducherry,34.03,636,mahé,http://www.wikidata.org/entity/Q639279,mahé,"district of Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,636,Q639279,Mahe,Mahé,wikidataId/Q66743,wikidataId/Q639279 +600,pondicherry,34,puducherry,34.02,635,puducherry,http://www.wikidata.org/entity/Q984035,puducherry,"district in Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,635,Q984035,Pondicherry,Puducherry,wikidataId/Q66743,wikidataId/Q984035 +601,yanam,34,puducherry,34.01,634,yanam,http://www.wikidata.org/entity/Q2126598,yanam,"district of Puducherry, India",http://www.wikidata.org/entity/Q66743,puducherry,Union Territory of India,634,Q2126598,Yanam,Yanam,wikidataId/Q66743,wikidataId/Q2126598 +602,south andamans,35,andaman and nicobar islands,35.01,640,south andaman,http://www.wikidata.org/entity/Q796979,south andaman,district in Andaman and Nicobar Islands,http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,640,Q796979,South Andamans,South Andaman,wikidataId/Q40888,wikidataId/Q796979 +603,nicobars,35,andaman and nicobar islands,35.02,638,nicobar,http://www.wikidata.org/entity/Q797295,nicobar,"district of the Andaman and Nicobar Islands, India",http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,638,Q797295,Nicobars,Nicobar,wikidataId/Q40888,wikidataId/Q797295 +632,north and middle andaman,35,andaman and nicobar islands,,639,north and middle andaman,http://www.wikidata.org/entity/Q796983,north and middle andaman,"district of the Andaman and Nicobar Islands, India",http://www.wikidata.org/entity/Q40888,andaman and nicobar islands,union territory of India,639,Q796983,North and Middle Andaman,North and Middle Andaman,wikidataId/Q40888,wikidataId/Q796983 +501,adilabad,36,telangana,28.01,532,adilabad,http://www.wikidata.org/entity/Q15211,adilabad,"district of Telangana, India (previously in Andhra Pradesh)",http://www.wikidata.org/entity/Q677037,telangana,state in India,532,Q15211,Adilabad,Adilabad,wikidataId/Q677037,wikidataId/Q15211 +507,hyderabad,36,telangana,28.05,536,hyderabad,http://www.wikidata.org/entity/Q15340,hyderabad,"district of Telangana State, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,536,Q15340,Hyderabad,Hyderabad,wikidataId/Q677037,wikidataId/Q15340 +508,karimnagar,36,telangana,28.03,534,karimnagar,http://www.wikidata.org/entity/Q15373,karimnagar,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,534,Q15373,Karimnagar,Karimnagar,wikidataId/Q677037,wikidataId/Q15373 +509,khammam,36,telangana,28.10,541,khammam,http://www.wikidata.org/entity/Q15371,khammam,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,541,Q15371,Khammam,Khammam,wikidataId/Q677037,wikidataId/Q15371 +512,mahabubnagar,36,telangana,28.07,538,mahbubnagar,http://www.wikidata.org/entity/Q15380,mahbubnagar,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,538,Q15380,Mahabubnagar,Mahbubnagar,wikidataId/Q677037,wikidataId/Q15380 +513,medak,36,telangana,28.04,535,medak,http://www.wikidata.org/entity/Q15386,medak,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,535,Q15386,Medak,Medak,wikidataId/Q677037,wikidataId/Q15386 +514,nalgonda,36,telangana,28.08,539,nalgonda,http://www.wikidata.org/entity/Q15384,nalgonda,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,539,Q15384,Nalgonda,Nalgonda,wikidataId/Q677037,wikidataId/Q15384 +516,nizamabad,36,telangana,28.02,533,nizamabad,http://www.wikidata.org/entity/Q15391,nizamabad,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,533,Q15391,Nizamabad,Nizamabad,wikidataId/Q677037,wikidataId/Q15391 +518,ranga reddy,36,telangana,28.06,537,ranga reddy,http://www.wikidata.org/entity/Q15388,ranga reddy,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,537,Q15388,Ranga Reddy,Ranga Reddy,wikidataId/Q677037,wikidataId/Q15388 +522,warangal,36,telangana,28.09,540,warangal,http://www.wikidata.org/entity/Q15399,warangal,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,540,Q15399,Warangal,Warangal,wikidataId/Q677037,wikidataId/Q28169759 +680,nirmal,36,telangana,,,nirmal,http://www.wikidata.org/entity/Q28169750,nirmal,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169750,Nirmal,Nirmal,wikidataId/Q677037,wikidataId/Q28169750 +681,jagitial,36,telangana,,,jagtial,http://www.wikidata.org/entity/Q28169780,jagtial,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169780,Jagitial,Jagtial,wikidataId/Q677037,wikidataId/Q28169780 +682,peddapalli,36,telangana,,,peddapalli,http://www.wikidata.org/entity/Q27614797,peddapalli,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27614797,Peddapalli,Peddapalli,wikidataId/Q677037,wikidataId/Q27614797 +683,rajanna sircilla,36,telangana,,,rajanna sircilla,http://www.wikidata.org/entity/Q28172781,rajanna sircilla,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28172781,Rajanna Sircilla,Rajanna Sircilla,wikidataId/Q677037,wikidataId/Q28172781 +684,mancherial,36,telangana,,,mancherial,http://www.wikidata.org/entity/Q28169747,mancherial,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169747,Mancherial,Mancherial,wikidataId/Q677037,wikidataId/Q28169747 +685,kamareddy,36,telangana,,,kamareddy,http://www.wikidata.org/entity/Q27956125,kamareddy,district of Telangana in India,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27956125,Kamareddy,Kamareddy,wikidataId/Q677037,wikidataId/Q27956125 +686,hanumakonda,36,telangana,,,hanamkonda,http://www.wikidata.org/entity/Q213077,hanamkonda,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q213077,Hanumakonda,Hanamkonda,wikidataId/Q677037,wikidataId/Q213077 +687,jayashankar bhupalapally,36,telangana,,,jayashankar bhupalpally,http://www.wikidata.org/entity/Q28169775,jayashankar bhupalpally,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169775,Jayashankar Bhupalapally,Jayashankar Bhupalpally,wikidataId/Q677037,wikidataId/Q28169775 +688,mahabubabad,36,telangana,,,mahabubabad,http://www.wikidata.org/entity/Q28169761,mahabubabad,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169761,Mahabubabad,Mahabubabad,wikidataId/Q677037,wikidataId/Q28169761 +689,jangoan,36,telangana,,,jangaon,http://www.wikidata.org/entity/Q28170170,jangaon,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28170170,Jangoan,Jangaon,wikidataId/Q677037,wikidataId/Q28170170 +690,bhadradri kothagudem,36,telangana,,,bhadradri kothagudem,http://www.wikidata.org/entity/Q28169767,bhadradri kothagudem,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169767,Bhadradri Kothagudem,Bhadradri Kothagudem,wikidataId/Q677037,wikidataId/Q28169767 +691,sangareddy,36,telangana,,,sangareddy,http://www.wikidata.org/entity/Q28169753,sangareddy,district in Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169753,Sangareddy,Sangareddy,wikidataId/Q677037,wikidataId/Q28169753 +692,siddipet,36,telangana,,,siddipet,http://www.wikidata.org/entity/Q28169756,siddipet,district in Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169756,Siddipet,Siddipet,wikidataId/Q677037,wikidataId/Q28169756 +693,wanaparthy,36,telangana,,,wanaparthy,http://www.wikidata.org/entity/Q28172504,wanaparthy,"District of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28172504,Wanaparthy,Wanaparthy,wikidataId/Q677037,wikidataId/Q28172504 +694,nagarkurnool,36,telangana,,,nagarkurnool,http://www.wikidata.org/entity/Q28169773,nagarkurnool,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169773,Nagarkurnool,Nagarkurnool,wikidataId/Q677037,wikidataId/Q28169773 +695,jogulamba gadwal,36,telangana,,,jogulamba gadwal,http://www.wikidata.org/entity/Q27897618,jogulamba gadwal,district of Telangana in India,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27897618,Jogulamba Gadwal,Jogulamba Gadwal,wikidataId/Q677037,wikidataId/Q27897618 +696,suryapet,36,telangana,,,suryapet,http://www.wikidata.org/entity/Q28169770,suryapet,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169770,Suryapet,Suryapet,wikidataId/Q677037,wikidataId/Q28169770 +697,yadadri bhuvanagiri,36,telangana,,,yadadri bhuvanagiri,http://www.wikidata.org/entity/Q28169764,yadadri bhuvanagiri,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169764,Yadadri Bhuvanagiri,Yadadri Bhuvanagiri,wikidataId/Q677037,wikidataId/Q28169764 +698,vikarabad,36,telangana,,,vikarabad,http://www.wikidata.org/entity/Q28170173,vikarabad,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28170173,Vikarabad,Vikarabad,wikidataId/Q677037,wikidataId/Q28170173 +699,kumuram bheem asifabad,36,telangana,,,kumaram bheem asifabad,http://www.wikidata.org/entity/Q28170184,kumaram bheem asifabad,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28170184,Kumuram Bheem Asifabad,Kumaram Bheem Asifabad,wikidataId/Q677037,wikidataId/Q28170184 +700,medchal malkajgiri,36,telangana,,,medchal–malkajgiri,http://www.wikidata.org/entity/Q27614841,medchal–malkajgiri,district of Telangana in India,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27614841,Medchal Malkajgiri,Medchal–malkajgiri,wikidataId/Q677037,wikidataId/Q27614841 +720,mulugu,36,telangana,,,mulugu,http://www.wikidata.org/entity/Q61746006,mulugu,"district in Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q61746006,Mulugu,Mulugu,wikidataId/Q677037,wikidataId/Q61746006 +721,narayanpet,36,telangana,,,narayanpet,http://www.wikidata.org/entity/Q61746013,narayanpet,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q61746013,Narayanpet,Narayanpet,wikidataId/Q677037,wikidataId/Q61746013 +006,kargil,37,ladakh,01.08,004,kargil,http://www.wikidata.org/entity/Q1650798,kargil,1st District of Ladakh in India,http://www.wikidata.org/entity/Q200667,ladakh,union territory administered by India,004,Q1650798,Kargil,Kargil,wikidataId/Q200667,wikidataId/Q1650798 +009,leh ladakh,37,ladakh,01.07,003,leh,http://www.wikidata.org/entity/Q1921210,leh,"district in Ladakh, India",http://www.wikidata.org/entity/Q200667,ladakh,union territory administered by India,003,Q1921210,Leh Ladakh,Leh,wikidataId/Q200667,wikidataId/Q1921210 +463,daman,38,dadra and nagar haveli and daman and diu,25.02,495,daman,http://www.wikidata.org/entity/Q1158197,daman,district of Dadra and Nagar Haveli and Daman and Diu,http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,union territory in India,495,Q1158197,Daman,Daman,wikidataId/Q77997266,wikidataId/Q1158197 +464,diu,38,dadra and nagar haveli and daman and diu,25.01,494,diu,http://www.wikidata.org/entity/Q2552347,diu,"district in Dadra and Nagar Haveli and Daman and Diu, India",http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,union territory in India,494,Q2552347,Diu,Diu,wikidataId/Q77997266,wikidataId/Q2552347 +465,dadra and nagar haveli,38,dadra and nagar haveli and daman and diu,26.01,496,dadra and nagar haveli,http://www.wikidata.org/entity/Q46107,dadra and nagar haveli,district of Dadra and Nagar Haveli and Daman and Diu and former union territory,http://www.wikidata.org/entity/Q77997266,dadra and nagar haveli and daman and diu,union territory in India,496,Q46107,Dadra and Nagar Haveli,Dadra and Nagar Haveli,wikidataId/Q77997266,wikidataId/Q46107 diff --git a/scripts/india/geo/districts.py b/scripts/india/geo/districts.py index d42800ec54..536d679484 100644 --- a/scripts/india/geo/districts.py +++ b/scripts/india/geo/districts.py @@ -21,6 +21,35 @@ DISTRICTS_MAPPING_CSV = os.path.join(os.path.dirname(__file__), "LocalGovernmentDirectory_Districts.csv") +# Some districts have entirely different names over time or in some datasets. +# Even the closestDistrictLabel can't be used for mapping these districts. +# We will use this to map them to resolve it when all other options fail. +# +# This is used for mapping them. Format of the dictionary +# is defined below +# ALTERNATIVE_NAMES_MAPPING = { +# "state_lgd_code": { +# "district_lgd_code" : ["alt name1","alt name2"], +# } +# } +# + +ALTERNATIVE_NAMES_MAPPING = { + "11": { + "225": ["east sikkim", "east district", "gangtok"], + "226": ["north sikkim", "north district", "mangan"], + "227": ["south sikkim", "south district", "namchi"], + "228": ["west sikkim", "west district", "gyalshing"] + }, + "03": { + "031": ["firozpur", "ferozepore", "firozepur"] + }, + "36": { + "686": ["warangal urban", "hanumakonda"], + "522": ["warangal rural", "warangal"] + } +} + class IndiaDistrictsMapper: """Class for resolving various mappings for Indian districts """ @@ -66,6 +95,15 @@ def get_district_name_to_lgd_code_mapping(self, state_name, district_name): if len(df_districts.index) == 1: return list(df_districts["LGDDistrictCode"])[0] + # May be name is completely different now + if state_lgd_code in ALTERNATIVE_NAMES_MAPPING: + district_name_alternatives = ALTERNATIVE_NAMES_MAPPING[ + state_lgd_code] + for key, values in district_name_alternatives.items(): + if district_name in values: + return key + # This shouldn't happen - raise Exception("District name - {district_name} is not found".format( - district_name=district_name)) + raise Exception( + "{state_name} - District name - {district_name} is not found". + format(district_name=district_name, state_name=state_name)) diff --git a/scripts/india/geo/districts_test.py b/scripts/india/geo/districts_test.py index 38a68cf7ac..e39a4f57c5 100644 --- a/scripts/india/geo/districts_test.py +++ b/scripts/india/geo/districts_test.py @@ -58,3 +58,43 @@ def test_get_district_name_to_lgd_code_mapping(self): district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( "telangana", "warangal") self.assertEqual(district_lgd_code, "522") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "andhra pradesh", "nandyal") + self.assertEqual(district_lgd_code, "755") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "andhra pradesh", "ntr") + self.assertEqual(district_lgd_code, "749") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "Meghalaya", "eastern west khasi hills") + self.assertEqual(district_lgd_code, "740") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "nagaland", "tseminyu") + self.assertEqual(district_lgd_code, "757") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "assam", "tamulpur") + self.assertEqual(district_lgd_code, "756") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "sikkim", "Soreng") + self.assertEqual(district_lgd_code, "742") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "sikkim", "Pakyong") + self.assertEqual(district_lgd_code, "741") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "sikkim", "north district") + self.assertEqual(district_lgd_code, "226") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "telangana", "warangal urban") + self.assertEqual(district_lgd_code, "686") + + district_lgd_code = mapper.get_district_name_to_lgd_code_mapping( + "telangana", "warangal rural") + self.assertEqual(district_lgd_code, "522") diff --git a/scripts/india_lgd/local_government_directory_districts/LocalGovernmentDirectory_Districts.csv b/scripts/india_lgd/local_government_directory_districts/LocalGovernmentDirectory_Districts.csv index 83b012b6fc..d70a339c49 100644 --- a/scripts/india_lgd/local_government_directory_districts/LocalGovernmentDirectory_Districts.csv +++ b/scripts/india_lgd/local_government_directory_districts/LocalGovernmentDirectory_Districts.csv @@ -53,7 +53,7 @@ LGDDistrictCode,LGDDistrictName,LGDStateCode,LGDStateName,LGDCensus2001Code,LGDC 609,tarn taran,03,punjab,,050,tarn taran,http://www.wikidata.org/entity/Q2298993,tarn taran,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,050,Q2298993,Tarn Taran,Tarn Taran,wikidataId/Q22424,wikidataId/Q2298993 651,fazilka,03,punjab,,,fazilka,http://www.wikidata.org/entity/Q188702,fazilka,"district of Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,,Q188702,Fazilka,Fazilka,wikidataId/Q22424,wikidataId/Q188702 662,pathankot,03,punjab,,,pathankot,http://www.wikidata.org/entity/Q172269,pathankot,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,,Q172269,Pathankot,Pathankot,wikidataId/Q22424,wikidataId/Q172269 -737,malerkotla,03,punjab,,,malerkotla,http://www.wikidata.org/entity/Q107016021,malerkotla,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,,Q107016021,Malerkotla,Malerkotla,wikidataId/Q22424,wikidataId/Q107016021 +737,malerkotla,03,punjab,,,malerkotla,http://www.wikidata.org/entity/Q107016021,malerkotla,"district in Punjab, India",http://www.wikidata.org/entity/Q22424,punjab,Indian state,,Q107016021,Malerkotla,Malerkotla,wikidataId/Q22424,wikidataId/Q1470987 044,chandigarh,04,chandigarh,04.01,055,chandigarh,http://www.wikidata.org/entity/Q5071071,chandigarh,"district of Chandigarh, India",http://www.wikidata.org/entity/Q43433,chandigarh,"capital of Punjab and Haryana states, Union Territory of India",055,Q5071071,Chandigarh,Chandigarh,wikidataId/Q43433,wikidataId/Q5071071 045,almora,05,uttarakhand,05.09,064,almora,http://www.wikidata.org/entity/Q1805066,almora,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,064,Q1805066,Almora,Almora,wikidataId/Q1499,wikidataId/Q1805066 046,bageshwar,05,uttarakhand,05.08,063,bageshwar,http://www.wikidata.org/entity/Q1815313,bageshwar,"district of Uttarakhand, India",http://www.wikidata.org/entity/Q1499,uttarakhand,Indian state,063,Q1815313,Bageshwar,Bageshwar,wikidataId/Q1499,wikidataId/Q1815313 @@ -727,7 +727,7 @@ LGDDistrictCode,LGDDistrictName,LGDStateCode,LGDStateName,LGDCensus2001Code,LGDC 514,nalgonda,36,telangana,28.08,539,nalgonda,http://www.wikidata.org/entity/Q15384,nalgonda,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,539,Q15384,Nalgonda,Nalgonda,wikidataId/Q677037,wikidataId/Q15384 516,nizamabad,36,telangana,28.02,533,nizamabad,http://www.wikidata.org/entity/Q15391,nizamabad,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,533,Q15391,Nizamabad,Nizamabad,wikidataId/Q677037,wikidataId/Q15391 518,ranga reddy,36,telangana,28.06,537,ranga reddy,http://www.wikidata.org/entity/Q15388,ranga reddy,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,537,Q15388,Ranga Reddy,Ranga Reddy,wikidataId/Q677037,wikidataId/Q15388 -522,warangal,36,telangana,28.09,540,warangal,http://www.wikidata.org/entity/Q15399,warangal,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,540,Q15399,Warangal,Warangal,wikidataId/Q677037,wikidataId/Q15399 +522,warangal,36,telangana,28.09,540,warangal,http://www.wikidata.org/entity/Q15399,warangal,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,540,Q15399,Warangal,Warangal,wikidataId/Q677037,wikidataId/Q28169759 680,nirmal,36,telangana,,,nirmal,http://www.wikidata.org/entity/Q28169750,nirmal,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169750,Nirmal,Nirmal,wikidataId/Q677037,wikidataId/Q28169750 681,jagitial,36,telangana,,,jagtial,http://www.wikidata.org/entity/Q28169780,jagtial,"district of Telangana, India",http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q28169780,Jagitial,Jagtial,wikidataId/Q677037,wikidataId/Q28169780 682,peddapalli,36,telangana,,,peddapalli,http://www.wikidata.org/entity/Q27614797,peddapalli,district of Telangana,http://www.wikidata.org/entity/Q677037,telangana,state in India,,Q27614797,Peddapalli,Peddapalli,wikidataId/Q677037,wikidataId/Q27614797 diff --git a/scripts/india_lgd/local_government_directory_districts/preprocess.py b/scripts/india_lgd/local_government_directory_districts/preprocess.py index 09dad35461..aac4b4505a 100644 --- a/scripts/india_lgd/local_government_directory_districts/preprocess.py +++ b/scripts/india_lgd/local_government_directory_districts/preprocess.py @@ -45,6 +45,16 @@ }, } +# On Wikidata for some of the districts they +# have created a new entity. Since our DCID +# is based on the WikidataId, we cant use the new ones +# as it will change the mapping and hence this override. + +WIKIDATAID_DCID_OVERRIDE_MAPPING = { + "Q15399": "Q28169759", + "Q107016021": "Q1470987" +} + class LocalGovermentDirectoryDistrictsDataLoader: @@ -80,7 +90,7 @@ def get_closest_district_label(self, lgddata_row): lgdCensus2011Code = lgddata_row["LGDCensus2011Code"] # Lets match them based on census code 2011 first - if lgdCensus2011Code is not None and lgdCensus2011Code is not "": + if lgdCensus2011Code is not None and lgdCensus2011Code != "": wikidata_df_row = self.wikidata_df.loc[ self.wikidata_df["census2011Code"] == lgdCensus2011Code] if wikidata_df_row.empty: @@ -152,6 +162,10 @@ def _load_and_format_lgd(self): axis=1) def _get_district_dcid(self, row): + # checkif there is override, then use it + if row["WikiDataId"] in WIKIDATAID_DCID_OVERRIDE_MAPPING: + return "wikidataId/{0}".format( + WIKIDATAID_DCID_OVERRIDE_MAPPING[row["WikiDataId"]]) return "wikidataId/{0}".format(row["WikiDataId"]) def _get_state_dcid(self, row): @@ -238,4 +252,4 @@ def main(): if __name__ == '__main__': - main() + main() \ No newline at end of file diff --git a/scripts/india_lgd/local_government_directory_districts/preprocess_test.py b/scripts/india_lgd/local_government_directory_districts/preprocess_test.py index bde6609ae9..1e9de54d05 100644 --- a/scripts/india_lgd/local_government_directory_districts/preprocess_test.py +++ b/scripts/india_lgd/local_government_directory_districts/preprocess_test.py @@ -67,6 +67,7 @@ def test_create_csv(self): row = clean_df.loc[clean_df["LGDDistrictName"] == "malerkotla"] self.assertEqual("malerkotla", row.iloc[0]["closestDistrictLabel"]) self.assertEqual("Q107016021", row.iloc[0]["WikiDataId"]) + self.assertEqual("wikidataId/Q1470987", row.iloc[0]["DistrictDCID"]) # `Warangal Urban` renamed `Hanamkonda` row = clean_df.loc[clean_df["WikiDataId"] == "Q213077"] @@ -75,9 +76,13 @@ def test_create_csv(self): # `Warangal Rural` renamed `Warangal` row = clean_df.loc[clean_df["WikiDataId"] == "Q15399"] self.assertEqual("warangal", row.iloc[0]["LGDDistrictName"]) + self.assertEqual("wikidataId/Q28169759", row.iloc[0]["DistrictDCID"]) + + row = clean_df.loc[clean_df["WikiDataId"] == "Q8560886"] + self.assertEqual("new delhi", row.iloc[0]["LGDDistrictName"]) os.remove(clean_csv) if __name__ == '__main__': - unittest.main() + unittest.main() \ No newline at end of file diff --git a/scripts/oecd/sdmx/README.md b/scripts/oecd/sdmx/README.md new file mode 100644 index 0000000000..c080200426 --- /dev/null +++ b/scripts/oecd/sdmx/README.md @@ -0,0 +1,30 @@ +# OECD Bulk Import + +This folder contains scripts for the bulk OECD import. This is currently a schemaless import. + +Note: This was a very quick first pass attempt to get some data in, so only contains a few hundred of the OECD datasets that follow a specific format. + +TODO(nhdiaz): Add tests / get remaining data. + +To download data: +``` +OPENSSL_CONF=openssl.cnf python3 download.py +``` + +To process data and generate artifacts: +``` +python3 process.py +``` + +## SDMX + +OECD uses the SDMX format for their data. We have translated this into the Data Commons data model as follows: + +* The LOCATION dimension is used for observationAbout +* The TIME_PERIOD dimension is used for observationDate +* The TIME_FORMAT attribute is used for observationPeriod +* The UNIT attribute is used for unit +* The POWERCODE attribute is used for scalingFactor +* The OBS_STATUS (observation level) attribute is used for measurementMethod +* All other dimensions and attributes are added the stat var definition +* The series is used as the parent SVG \ No newline at end of file diff --git a/scripts/oecd/sdmx/countries b/scripts/oecd/sdmx/countries new file mode 100644 index 0000000000..a8fa622104 --- /dev/null +++ b/scripts/oecd/sdmx/countries @@ -0,0 +1,265 @@ +ABW +AFG +AFI +AGO +AIA +ALB +AND +ANT +ARE +ARG +ARM +ASM +ATA +ATB +ATF +ATG +ATN +AUS +AUT +AZE +BDI +BEL +BEN +BES +BFA +BGD +BGR +BHR +BHS +BIH +BLM +BLR +BLZ +BMU +BOL +BRA +BRB +BRN +BTN +BVT +BWA +BYS +CAF +CAN +CCK +CHE +CHL +CHN +CIV +CMR +COD +COG +COK +COL +COM +CPV +CRI +CSK +CTE +CUB +CUW +CXR +CYM +CYP +CZE +DDR +DEU +DHY +DJI +DMA +DNK +DOM +DZA +ECU +EGY +ERI +ESH +ESP +EST +ETH +FIN +FJI +FLK +FRA +FRO +FSM +FXX +GAB +GBR +GEL +GEO +GGY +GHA +GIB +GIN +GLP +GMB +GNB +GNQ +GRC +GRD +GRL +GTM +GUF +GUM +GUY +HKG +HMD +HND +HRV +HTI +HUN +HVO +IDN +IMN +IND +IOT +IRL +IRN +IRQ +ISL +ISR +ITA +JAM +JEY +JOR +JPN +KAZ +KEN +KGZ +KHM +KIR +KNA +KOR +KWT +LAO +LBN +LBR +LBY +LCA +LIE +LKA +LSO +LTU +LUX +LVA +MAC +MAF +MAR +MCO +MDA +MDG +MDV +MEX +MHL +MKD +MLI +MLT +MMR +MNE +MNG +MNP +MOZ +MRT +MSR +MTQ +MUS +MWI +MYS +MYT +NAM +NCL +NER +NFK +NGA +NHB +NIC +NIU +NLD +NOR +NPL +NRU +NZL +OMN +PAK +PAN +PCN +PER +PHL +PLW +PNG +POL +PRI +PRK +PRT +PRY +PSE +PYF +QAT +REU +ROU +RUS +RWA +SAU +SCG +SDN +SEN +SGP +SGS +SHN +SJM +SLB +SLE +SLV +SMR +SOM +SPM +SRB +SSD +STP +SUN +SUR +SVK +SVN +SWE +SWZ +SXM +SYC +SYR +TCA +TCD +TGO +THA +TJK +TKL +TKM +TLS +TON +TTO +TUN +TUR +TUV +TWN +TZA +UGA +UKR +UMI +URY +USA +UZB +VAT +VCT +VEN +VGB +VIR +VNM +VUT +WLF +WSM +XKS +YEM +YUG +ZAF +ZMB +ZWE diff --git a/scripts/oecd/sdmx/download.py b/scripts/oecd/sdmx/download.py new file mode 100644 index 0000000000..4e5852a5d2 --- /dev/null +++ b/scripts/oecd/sdmx/download.py @@ -0,0 +1,82 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +''' +Bulk downloads OECD datasets. + +Note: this currently is a "best-effort" single pass and will just skip any +datasets with errors or failures. + +Produces: +* identifiers.csv: Series codes and names. +* input/.json: Folder of all fetched input datasets. + +Usage: OPENSSL_CONF=openssl.cnf python3 download.py +''' +import csv +import json +import requests +import os +from xml.etree import ElementTree + +PREFIX = '{http://www.SDMX.org/resources/SDMXML/schemas/v2_0/' + + +def get_series(): + '''Gets all series. + + Returns: + Map of series code -> name. + ''' + series = {} + response = requests.get( + 'https://stats.oecd.org/RestSDMX/sdmx.ashx/GetKeyFamily/all') + root = ElementTree.fromstring(response.content) + for child in root: + for key in child: + if key.tag == PREFIX + 'structure}KeyFamily' and 'id' in key.attrib: + for attr in key: + if '{http://www.w3.org/XML/1998/namespace}lang' in attr.attrib and attr.attrib[ + '{http://www.w3.org/XML/1998/namespace}lang'] == 'en': + series[key.attrib['id']] = attr.text + return series + + +if __name__ == '__main__': + + # Precompute series list to avoid refetching on failure. + with open('identifiers.csv', 'w') as f: + series = get_series() + writer = csv.writer(f) + for s in sorted(series): + writer.writerow([s, series[s]]) + + if not os.path.exists('input'): + os.makedirs('input') + + with open('identifiers.csv') as f_in: + reader = csv.reader(f_in) + for row in reader: + identifier = row[0] + print(identifier) + try: + result = requests.get( + f'http://stats.oecd.org/sdmx-json/data/{identifier}/all/all' + ) + with open(f'input/{identifier}.json', 'w') as f_out: + try: + f_out.write(json.dumps(result.json())) + except: + print('Error parsing:', identifier) + except: + print('Error fetching data for:', identifier) diff --git a/scripts/oecd/sdmx/openssl.cnf b/scripts/oecd/sdmx/openssl.cnf new file mode 100644 index 0000000000..e9a4029ad2 --- /dev/null +++ b/scripts/oecd/sdmx/openssl.cnf @@ -0,0 +1,10 @@ +openssl_conf = openssl_init + +[openssl_init] +ssl_conf = ssl_sect + +[ssl_sect] +system_default = system_default_sect + +[system_default_sect] +Options = UnsafeLegacyRenegotiation diff --git a/scripts/oecd/sdmx/process.py b/scripts/oecd/sdmx/process.py new file mode 100644 index 0000000000..24323357d0 --- /dev/null +++ b/scripts/oecd/sdmx/process.py @@ -0,0 +1,329 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Process OECD datasets. + +Produces: +* output/.csv: Folder of cleaned csvs. +* schema/svg.mcf: SVG custom hierarchy. +* schema/measurement_method.mcf +* schema/unit.mcf +* sv/.csv: Folder of stat var mcf. + +Usage: python3 process.py +''' +import csv +import json +import os + +FIELDNAMES = [ + 'observation_about', 'variable_measured', 'value', 'observation_date', + 'observation_period', 'measurement_method', 'unit', 'scaling_factor' +] +SKIPPED = { + 'AMOUNTTYPE', # Use UNIT instead. + 'FREQUENCY', # Use TIME_FORMAT instead. +} +with open('countries') as f: + COUNTRIES = set(f.read().split()) +SV_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:StatisticalVariable +measuredProperty: dcid:{dcid} +memberOf: dcs:{svg} +name: "{name}" +populationType: dcs:Thing +statType: dcs:measuredValue +''' +SVG_ROOT = ''' +Node: dcid:oecd/g/OECD +typeOf: dcs:StatVarGroup +name: "Organisation for Economic Co-operation and Development" +specializationOf: dcs:dc/g/Root +''' +SVG_TEMPLATE = ''' +Node: dcid:oecd/g/{dcid} +typeOf: dcs:StatVarGroup +name: "{name}" +specializationOf: dcs:oecd/g/OECD +''' +MEASUREMENT_METHOD_CLASS = ''' +Node: dcid:OECD_MeasurementMethodEnum +typeOf: schema:Class +name: "OECD_MeasurementMethodEnum" +subClassOf: dcs:Enumeration +''' +MEASUREMENT_METHOD_TEMPLATE = ''' +Node: dcid:OECD_{dcid} +typeOf: dcs:OECD_MeasurementMethodEnum +name: "{dcid}" +description: "OECD Measurement Method: {name}" +''' +UNIT_TEMPLATE = ''' +Node: dcid:OECD_{dcid} +typeOf: dcs:UnitOfMeasure +name: "{dcid}" +description: "OECD Unit: {name}" +''' + + +def get_value(a, idx, key, prop): + '''Fetches value for given index, key, and property. + + Args: + a: Input structure (dimensions or attributes). + idx: Index of concept. + key: List of concept keys. + prop: Property. + + Returns: + Corresponding value, if it exists. + ''' + if not a[idx]['values']: + return '' + if key[idx] is None: + return '' + return a[idx]['values'][key[idx]][prop] + + +def make_sv(code, series, dim, attr, dim_idx, attr_idx, dim_key, attr_key): + '''Generates stat var. + + Args: + code: Series code. + series: Series name. + dim: Dimensions structure. + attr: Attributes structure. + dim_idx: List of dimension indices to keep. + attr_idx: List of attribute indices to keep. + dim_key: List of dimension keys. + attr_key: List of attribute keys. + + Returns: + Tuple of stat var (dcid, name, series code). + ''' + dcid = 'oecd/' + code + name = series + values = [] + for idx in dim_idx: + i = get_value(dim, idx, dim_key, 'id') + if i: + dcid += '_' + i + values.append(get_value(dim, idx, dim_key, 'name').strip()) + for idx in attr_idx: + i = get_value(attr, idx, attr_key, 'id') + if i: + dcid += '_' + i + values.append(get_value(attr, idx, attr_key, 'name').strip()) + if values: + name += ': ' + ', '.join(values) + return (dcid, name, code) + + +def make_date(s): + '''Formats date. + + Args: + s: Input string. + + Returns: + Formatted date. + ''' + date = s.replace('B1', '01') + date = date.replace('B2', '06') + date = date.replace('Q1', '01') + date = date.replace('Q2', '03') + date = date.replace('Q3', '06') + return date.replace('Q4', '09') + + +def write_schema(file, prefix, items, template): + '''Writes mcf to file. + + Args: + file: Output file path. + prefix: Optional prefix MCF. + items: Set of MCF to write. + template: Template string to match. + ''' + with open(file, 'w') as f: + f.write(prefix) + for x in sorted(items): + f.write(template.format_map({ + 'dcid': x[0], + 'name': x[1], + })) + + +if __name__ == '__main__': + if not os.path.exists('output'): + os.makedirs('output') + if not os.path.exists('sv'): + os.makedirs('sv') + if not os.path.exists('schema'): + os.makedirs('schema') + + svgs = set() + measurement_methods = set() + units = set() + for file in sorted(os.listdir('input')): + with open(f'input/{file}') as f_in: + code = file.removesuffix('.json') + print(code) + try: + data = json.load(f_in) + except: + print('Error loading:', file) + continue + + s = data['structure'] + + dimensions = [] + location_idx = None + dates = [] + dim_idx = [] + for x in s['dimensions']: + for y in s['dimensions'][x]: + if 'keyPosition' in y: + dimensions.insert(int(y['keyPosition']), y) + if y['id'] == 'LOCATION': + location_idx = y['keyPosition'] + elif y['id'] == 'TIME_PERIOD': + dates = [make_date(date['id']) for date in y['values']] + elif y['id'] not in SKIPPED: + dim_idx.append(y['keyPosition']) + + # Only support LOCATION for observation_about for now. + if location_idx is None: + continue + + # Only support TIME_PERIOD for observation_date for now. + if not dates: + continue + + attributes = s['attributes']['series'] + observation_period_idx = None + unit_idx = None + scaling_factor_idx = None + attr_idx = [] + for i, x in enumerate(attributes): + if x['id'] == 'TIME_FORMAT': + observation_period_idx = i + elif x['id'] == 'UNIT': + unit_idx = i + elif x['id'] == 'POWERCODE': + scaling_factor_idx = i + elif x['id'] not in SKIPPED: + attr_idx.append(i) + + if observation_period_idx is None: + continue + + obs_status = [] + for x in s['attributes']['observation']: + if x['id'] == 'OBS_STATUS': + obs_status = x['values'] + else: + print('Additional observation attribute:', x['id'], code) + + svs = set() + with open(f'output/{code}.csv', 'w') as f_out: + writer = csv.DictWriter(f_out, fieldnames=FIELDNAMES) + writer.writeheader() + d = data['dataSets'][0] + for dimension_key in d['series']: + dim_key = [int(x) for x in dimension_key.split(':')] + observation_about = get_value(dimensions, location_idx, + dim_key, 'id') + + # Only support countries for now. + if observation_about not in COUNTRIES: + continue + + attr_key = d['series'][dimension_key]['attributes'] + sv = make_sv(code, s['name'], dimensions, attributes, + dim_idx, attr_idx, dim_key, attr_key) + + observation_period = get_value(attributes, + observation_period_idx, + attr_key, 'id') + if not observation_period: + continue + + unit = get_value(attributes, unit_idx, attr_key, + 'id') if unit_idx is not None else '' + scaling_factor = get_value( + attributes, scaling_factor_idx, attr_key, + 'id') if scaling_factor_idx is not None else '' + + obs = d['series'][dimension_key]['observations'] + for date_key in obs: + value = obs[date_key][0] + if not value: + continue + + measurement_method = obs_status[ + obs[date_key][1]] if obs_status and len( + obs[date_key]) > 1 and obs[date_key][1] else '' + writer.writerow({ + 'observation_about': + f'dcs:country/{observation_about}', + 'variable_measured': + 'dcs:' + sv[0], + 'value': + value, + 'observation_date': + dates[int(date_key)], + 'observation_period': + observation_period, + 'measurement_method': + 'dcs:OECD_' + + measurement_method['id'].replace('; ', '_') + if measurement_method else '', + 'unit': + f'dcs:OECD_{unit}' if unit else '', + 'scaling_factor': + scaling_factor, + }) + + if measurement_method: + measurement_methods.add( + (measurement_method['id'].replace('; ', '_'), + measurement_method['name'])) + + svs.add(sv) + svgs.add((code, s['name'])) + if unit: + units.add((unit, + get_value(attributes, unit_idx, attr_key, + 'name'))) + + if svs: + with open(f'sv/{code}.mcf', 'w') as f_out: + for x in sorted(svs): + f_out.write( + SV_TEMPLATE.format_map({ + 'dcid': x[0], + 'name': x[1].replace('"', '\''), + 'svg': 'oecd/g/' + x[2], + })) + + if svgs: + write_schema('schema/svg.mcf', SVG_ROOT, svgs, SVG_TEMPLATE) + + if measurement_methods: + write_schema('schema/measurement_method.mcf', MEASUREMENT_METHOD_CLASS, + measurement_methods, MEASUREMENT_METHOD_TEMPLATE) + + if units: + write_schema('schema/unit.mcf', '', units, UNIT_TEMPLATE) diff --git a/scripts/un/boundaries/.gitignore b/scripts/un/boundaries/.gitignore new file mode 100644 index 0000000000..21b61f9e7b --- /dev/null +++ b/scripts/un/boundaries/.gitignore @@ -0,0 +1 @@ +output/** diff --git a/scripts/un/boundaries/README.md b/scripts/un/boundaries/README.md new file mode 100644 index 0000000000..9796c81f05 --- /dev/null +++ b/scripts/un/boundaries/README.md @@ -0,0 +1,47 @@ +# Import Scripts for UN Country Boundaries + +### Download URL + +From [UN Geodata +Simplified](https://geoportal.un.org/arcgis/apps/sites/#/geohub/datasets/d7caaff3ef4b4f7c82689b7c4694ad92/about), +the UN team got us the BNDA geojson that is checked into `data/`. + +### Overview + +This script generates both the MCFs as well as the json caches used +in the DC website. + +Since Place geos have a single provenance and we want to use these +boundaries only for UN SDG, we add them as a new `geoJsonCoordinatesUN` +property (plus `DPx` suffixes). + +The following countries in DC do not have boundaries: +* country/ANT +* country/ATB +* country/ATN +* country/CTE +* country/FXX +* country/IOT +* country/UMI +* country/WLF +* country/XKS +* country/YUG + +Among those, the following ones have boundary from World Bank source: +* country/IOT +* country/UMI +* country/WLF + + +### Scripts + +Run the following script to generate Website cache and MCFs ready for import. + +```bash +export MIXER_API_KEY= +./run.sh +``` + +Copy the contents of `output/mcf` over for manifesting. + +Copy the contents of `output/cache` to the website repo. diff --git a/scripts/un/boundaries/__init__.py b/scripts/un/boundaries/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/un/boundaries/country_boundaries.py b/scripts/un/boundaries/country_boundaries.py new file mode 100644 index 0000000000..9c519e7518 --- /dev/null +++ b/scripts/un/boundaries/country_boundaries.py @@ -0,0 +1,326 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""" +Generates mcf files for country / AdministrativeArea0 boundaries from UN data. + +MCF files are generated for both high res data from the source, and simplified boundaries for +interactive applications. Geojsons are simplified using +https://geopandas.readthedocs.io/en/latest/docs/reference/api/geopandas.GeoSeries.simplify.html + +NOTE: this file generates temporary folders that are not deleted. +""" + +from typing import Dict + +import datacommons as dc +import geopandas as gpd +from geojson_rewind import rewind +import json +import os +import requests + +from absl import app +from absl import flags + +FLAGS = flags.FLAGS +flags.DEFINE_string('input_file', 'data/UNGIS_BNDA.geojson', + 'Input geojson file') +flags.DEFINE_string( + 'output_dir', 'output', + 'Dir to output generated MCF files too. If blank, a temp folder will be used.' +) + +# Threshold to DP level map, from scripts/us_census/geojsons_low_res/generate_mcf.py +EPS_LEVEL_MAP = {0: 0, 0.03: 2, 0.05: 3, 0.125: 6, 0.225: 10, 0.3: 13} + +MCF_PATH = '{MCF_OUT_FOLDER}/mcf/countries.dp{dp_level}.mcfgeojson.mcf' +MCF_FORMAT_STR = "\n".join([ + "Node: dcid:country/{country_code}", "typeOf: dcs:Country", + "{prop}: {coords_str}", "\n" +]) +MULTILINE_GEOJSON_TYPE = "MultiLineString" +MULTIPOLYGON_GEOJSON_TYPE = "MultiPolygon" +POLYGON_GEOJSON_TYPE = "Polygon" + +# Map from parent-place DCID to DP level +PARENT_PLACES = { + 'Earth': 13, + 'asia': 10, + 'africa': 10, + 'europe': 6, + 'northamerica': 13, + 'oceania': 13, + 'southamerica': 10, + 'AustraliaAndNewZealand': 6, + 'Caribbean': 6, + 'CentralAmerica': 6, + 'CentralAsia': 6, + 'ChannelIslands': 6, + 'EasternAfrica': 6, + 'EasternAsia': 6, + 'EasternEurope': 6, + 'EuropeanUnion': 6, + 'LatinAmericaAndCaribbean': 6, + 'Melanesia': 6, + 'MiddleAfrica': 6, + 'NorthernAfrica': 6, + 'NorthernEurope': 6, + 'SouthEasternAsia': 6, + 'SouthernAfrica': 6, + 'SouthernAsia': 6, + 'SouthernEurope': 6, + 'SubSaharanAfrica': 6, + 'WesternAfrica': 6, + 'WesternAsia': 6, + 'WesternEurope': 6, + # Americas + 'undata-geo/G00134000': 6, +} + + +def get_countries_in(dcids): + resp = requests.post('https://autopush.api.datacommons.org/v2/node', + headers={ + 'X-API-Key': os.environ['MIXER_API_KEY'] + }, + json={ + 'nodes': dcids, + 'property': "<-containedInPlace+{typeOf:Country}" + }).json() + node2children = {} + for place, d in resp.get('data', {}).items(): + node2children[place] = [] + for n in d.get('arcs', {}).get('containedInPlace+', + {}).get('nodes', []): + node2children[place].append(n['dcid']) + return node2children + + +# +# Code from @chejennifer. +# +def get_multipolygon_geojson_coordinates(geojson): + """ + Gets geojson coordinates in the form of multipolygon geojson coordinates that + are in the reverse of the righthand_rule. + + GeoJSON is stored in DataCommons following the right hand rule as per rfc + spec (https://www.rfc-editor.org/rfc/rfc7946). However, d3 requires geoJSON + that violates the right hand rule (see explanation on d3 winding order here: + https://stackoverflow.com/a/49311635). This function returns coordinates in + the format expected by D3 and turns all polygons into multipolygons for + downstream consistency. + Args: + geojson: geojson of type MultiPolygon or Polygon + Returns: + Nested list of geo coordinates. + """ + # The geojson data for each place varies in whether it follows the + # righthand rule or not. We want to ensure geojsons for all places + # does follow the righthand rule. + right_handed_geojson = rewind(geojson) + geojson_type = right_handed_geojson['type'] + geojson_coords = right_handed_geojson['coordinates'] + if geojson_type == POLYGON_GEOJSON_TYPE: + geojson_coords[0].reverse() + return [geojson_coords] + elif geojson_type == MULTIPOLYGON_GEOJSON_TYPE: + for polygon in geojson_coords: + polygon[0].reverse() + return geojson_coords + else: + assert False, f"Type {geojson_type} unknown!" + + +def get_geojson_feature(geo_id: str, geo_name: str, geojson: Dict): + """ + Gets a single geojson feature from a list of json strings + """ + # Exclude geo if no renderings are present. + geo_feature = { + "type": "Feature", + "id": geo_id, + "properties": { + "name": geo_name, + "geoDcid": geo_id, + } + } + geojson_type = geojson.get("type", "") + if geojson_type == MULTILINE_GEOJSON_TYPE: + geo_feature['geometry'] = geojson + elif geojson_type == POLYGON_GEOJSON_TYPE or geojson_type == MULTIPOLYGON_GEOJSON_TYPE: + coordinates = get_multipolygon_geojson_coordinates(geojson) + geo_feature['geometry'] = { + "type": "MultiPolygon", + "coordinates": coordinates + } + else: + assert False, geojson_type + geo_feature = None + return geo_feature + + +class CountryBoundariesGenerator: + """Generates MCF files with simplified json for the WB boundaries dataset.""" + + def __init__(self, input_file, output_dir): + self.input_file = input_file + self.output_dir = output_dir + for d in ['tmp', 'mcf', 'cache']: + os.makedirs(os.path.join(self.output_dir, d), exist_ok=True) + + def load_data(self): + with open(self.input_file) as fp: + gj = json.load(fp) + with open(os.path.join(self.output_dir, 'input_formatted.json'), + 'w') as ofp: + json.dump(gj, ofp, indent=1) + return gpd.read_file(self.input_file) + + def existing_codes(self, all_countries): + """Builds mapping of column code to country codes to import. + + Only countries with DCID of the form county/{code} are included. + """ + # Call DC API to get list of countries + dc_all_countries = dc.get_property_values(['Country'], + 'typeOf', + out=False, + limit=500)['Country'] + dc_all_countries = set(dc_all_countries) + + def is_dc_country(iso): + dcid = f'country/{iso}' + return dcid in dc_all_countries + + # Compare dataset countries with results from DC + idx = all_countries['iso3cd'].apply(is_dc_country) + return sorted(all_countries.loc[idx]['iso3cd']) + + def _geojson_tmpfile(self, country_code, dp_level): + """Returns filename of the geojson output file.""" + return os.path.join(self.output_dir, 'tmp', + f'{country_code}_{dp_level}.geojson') + + def _geojson(self, country_code, dp_level): + fname = self._geojson_tmpfile(country_code, dp_level) + with open(fname) as fp: + return json.load(fp) + + def _export_country_feature(self, country_code, country_data, dp_level): + geojson = json.loads(country_data.to_json()) + features = geojson.get('features', []) + assert (len(features) == 1) + geometry = features[0].get('geometry') + fname = self._geojson_tmpfile(country_code, dp_level) + with open(fname, 'w') as f: + json.dump(geometry, f, indent=2) + + def _simplify_json(self, country_code, country_data): + """Simplifies (and exports) a geojson.""" + for tolerance, dp_level in EPS_LEVEL_MAP.items(): + if dp_level == 0: + export_data = country_data + else: + export_data = country_data.simplify(tolerance) + self._export_country_feature(country_code, export_data, dp_level) + + def extract_country_geojson(self, all_countries_df, existing_codes): + """Extract and export all geojson to tempfiles.""" + + print(f'Exporting geojson to {self.output_dir}') + col = 'iso3cd' + for country_code in existing_codes: + country_data = all_countries_df[ + (all_countries_df[col] == country_code) & + (all_countries_df['geometry'].geom_type != 'LineString') & + (all_countries_df['geometry'].geom_type != 'MultiLineString')] + country_data = country_data.dissolve( + by=col) # Join multiple rows into a single shape + self._simplify_json(country_code, country_data) + + def build_cache(self, existing_codes): + parent2children = get_countries_in(list(PARENT_PLACES.keys())) + all_children = set() + for children in parent2children.values(): + all_children.update(children) + + child2name = {} + for child, values in dc.get_property_values(list(all_children), + 'name').items(): + if values: + child2name[child] = values[0] + + for parent, dp_level in PARENT_PLACES.items(): + if not parent2children.get(parent): + print(f'Missing children for {parent}') + continue + features = [] + for child in parent2children[parent]: + if not child.startswith('country/'): + print(f'{child} of parent {parent} is not a country!') + continue + code = child.replace('country/', '') + if code not in existing_codes: + print(f'Missing geojson for {child}') + continue + geo = self._geojson(code, dp_level) + feature = get_geojson_feature(child, child2name.get(child, ''), + geo) + if feature: + features.append(feature) + result = { + "type": "FeatureCollection", + "features": features, + "properties": { + "current_geo": "Earth" + } + } + fname = f'{parent.replace("/", "").lower()}_country_dp{dp_level}.json' + with open(os.path.join(self.output_dir, 'cache', fname), 'w') as fp: + json.dump(result, fp, indent=2) + + def output_mcf(self, existing_codes): + """Generates the output MCF files for all dp levels.""" + print(f'Generating MCF to {self.output_dir}') + + def prop_for_dp_level(dp_level): + if dp_level == 0: + return "geoJsonCoordinatesUN" + return f"geoJsonCoordinatesUNDP{dp_level}" + + for _, dp_level in EPS_LEVEL_MAP.items(): + mcf_path = MCF_PATH.format(MCF_OUT_FOLDER=self.output_dir, + dp_level=dp_level) + with open(mcf_path, 'w') as mcf_fp: + for country_code in existing_codes: + geostr = self._geojson(country_code, dp_level) + mcf_fp.write( + MCF_FORMAT_STR.format(country_code=country_code, + prop=prop_for_dp_level(dp_level), + coords_str=json.dumps( + json.dumps(geostr)))) + + +def main(_): + gen = CountryBoundariesGenerator(FLAGS.input_file, FLAGS.output_dir) + all_countries = gen.load_data() + existing_codes = gen.existing_codes(all_countries) + gen.extract_country_geojson(all_countries, existing_codes) + gen.build_cache(existing_codes) + gen.output_mcf(existing_codes) + + +if __name__ == '__main__': + app.run(main) diff --git a/scripts/un/boundaries/data/UNGIS_BNDA.geojson b/scripts/un/boundaries/data/UNGIS_BNDA.geojson new file mode 100644 index 0000000000..b84d2ba791 --- /dev/null +++ b/scripts/un/boundaries/data/UNGIS_BNDA.geojson @@ -0,0 +1,355 @@ +{ +"type": "FeatureCollection", +"name": "UNGIS_BNDA_", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } }, +"features": [ +{ "type": "Feature", "properties": { "objectid_1": null, "objectid": 1, "iso3cd": "ABW", "m49_cd": "533", "bdytyp": null, "nam_en": "Aruba", "lbl_en": "Aruba (Neth.)", "georeg": "AME", "geo_cd": 19, "name": null, "sub_cd": 419, "int_cd": 29, "subreg": "Latin 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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +python3 -m venv .env +source .env/bin/activate +pip3 install -r requirements.txt -q +python3 country_boundaries.py diff --git a/scripts/un/sdg/.gitattributes b/scripts/un/sdg/.gitattributes new file mode 100644 index 0000000000..1f4eadb1ea --- /dev/null +++ b/scripts/un/sdg/.gitattributes @@ -0,0 +1,4 @@ +csv/* filter=lfs diff=lfs merge=lfs -text +schema/* filter=lfs diff=lfs merge=lfs -text +dc_generated/* filter=lfs diff=lfs merge=lfs -text +geography/* filter=lfs diff=lfs merge=lfs -text diff --git a/scripts/un/sdg/README.md b/scripts/un/sdg/README.md new file mode 100644 index 0000000000..d2d4f24722 --- /dev/null +++ b/scripts/un/sdg/README.md @@ -0,0 +1,69 @@ +# UN Stats Sustainable Development Goals + +This import includes data from the [UN SDG Global Database](https://unstats.un.org/sdgs/dataportal). Data is read from the submodule `sdg-dataset` which is managed by UN Stats. Geography mappings are read from the submodule `sssom-mappings` which is also managed by UN Stats. Please ensure the submodules stay up to date. + +## One-time Setup + +Initialize submodules: +``` +git submodule update --init --remote sdg-dataset +git submodule update --init --remote sssom-mappings +``` + +## Data Refresh + +Update submodules: +``` +git submodule update --remote sdg-dataset +git submodule update --remote sssom-mappings +``` + +Generate place mappings: +``` +python3 geography.py +``` +Produces: +* geography/ folder: + * un_places.mcf (place mcf) + * un_containment.mcf (place containment triples) + * place_mappings.csv (map of SDG code -> dcid) + +Note that the `place_mappings.csv` is required before running the `process.py` script. + +Process data and generate artifacts: +``` +python3 process.py +``` +Produces: +* schema/ folder: + * measurement_method.mcf + * schema.mcf (classes and enums) + * sdg.textproto (vertical spec) + * series.mcf (series mcf) + * sv.mcf + * unit.mcf +* csv/ folder: + * [CODE].csv + +(Note that these folders are not included in the repository but can be regenerated by running the script.) + +When refreshing the data, the `geography`, `schema`, and `csv` folders might all get updated and will need to be resubmitted to g3. The corresponding TMCF file is `sdg.tmcf`. + +To run unit tests: +``` +python3 -m unittest discover -v -s ../ -p "*_test.py" +``` + +Notes: +* We currently drop certain series and variables (refer to `util.py` for the list) which have been identified by UN as potentially containing outliers. + +## SDMX + +As reference, we provide an earlier version of the import scripts that utilized the UN API (which uses SDMX) in the `sdmx/` folder. Please note that these scripts may have errors and do not use the most up-to-date schema format, so should only be used as an illustration of the SDMX -> MCF mapping and **should not actually be run**. + +As a quick overview: +* `preprocess.py` downloads all the raw input CSVs to an `input/` folder as well as adds all dimensions and attributes to a `preprocessed/` folder. +* `cities.py` reads the input CSVs and matches cities with dcids. +* `process.py` reads the input CSVs and concepts and generates a cleaned CSV and schema. +* `util.py` has various shared util functions and constants. +* `m49.csv` has country code mappings. diff --git a/scripts/un/sdg/__init__.py b/scripts/un/sdg/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/un/sdg/geography.py b/scripts/un/sdg/geography.py new file mode 100644 index 0000000000..c11c4c47f6 --- /dev/null +++ b/scripts/un/sdg/geography.py @@ -0,0 +1,366 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Generates geographies for UN places. + +Produces: +* un_places.mcf (place definitions) +* un_containment.mcf (place containment triples) +* place_mappings.csv (SDG code -> dcid) + +Usage: python3 geography.py +''' +import collections +import csv +import json +import os + +# Output folder. +FOLDER = 'geography' + +PLACE_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:{type} +name: "{name}" +unDataCode: "{code}" +unDataLabel: "{label}" +''' +CONTAINMENT_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:{type}{containment} +''' + +# Curated map of dcid to SDG code to avoid duplicates. +FIXED = { + # Africa. + 'africa': '2', + # Source geographies without a corresponding geography in UNdata. + 'undata-geo/G99999999': '952', +} + +# Geography types. +CITY = 'City' +CONTINENT = 'Continent' +COUNTRY = 'Country' +GEO_REGION = 'GeoRegion' +SAMPLING_STATION = 'SamplingStation' +UN_GEO_REGION = 'UNGeoRegion' + +# UN geography prefix. +UN_PREFIX = 'undata-geo' + + +# Simplified representation of DC MCF Node. +class Node: + + def __init__(self, dcid, type, name): + self.dcid = dcid + self.type = type + self.name = name + + def __eq__(self, other): + if not isinstance(other, Node): + return NotImplemented + + return self.dcid == other.dcid and self.type == other.type and self.name == other.name + + def __str__(self): + return self.dcid + self.type + self.name + + def __hash__(self): + return (hash(str(self))) + + def __lt__(self, other): + if not isinstance(other, Node): + return NotImplemented + + return str(self) < str(other) + + +def get_sdg2type(file): + '''Produces map of SDG code -> SDG type. + + Args: + file: Input file path. + + Returns: + Map of SDG code -> SDG type. + ''' + sdg2type = {} + with open(file, encoding='utf-8') as f: + reader = csv.DictReader(f) + for row in reader: + sdg2type[row['GEOGRAPHY_CODE']] = row['GEOGRAPHY_TYPE'] + return sdg2type + + +def get_sdg_un_maps(file): + '''Produces maps of UN code -> SDG code & SDG code -> UN code. + + Args: + file: Input file path. + + Returns: + - Map of UN code -> SDG code. + - Map of SDG code -> UN code. + ''' + un2sdg = {} # Map of UN code -> SDG code. + sdg2un = {} # Map of SDG code -> UN code. + + # Use special encoding to parse UN input file. + with open(file, encoding='utf-8-sig') as f: + reader = csv.DictReader(f) + for row in reader: + subject = row['subject_id'] # UN code. + object = row['object_id'].removeprefix('sdg-geo:') # SDG code. + if not subject or not object: + continue + un2sdg[subject] = object + sdg2un[object] = subject + return un2sdg, sdg2un + + +def get_un2dc_curated(file): + '''Produces map of UN code -> curated Node. + + Args: + file: Input file path. + + Returns: + Map of UN code -> curated Node. + ''' + un2dc_curated = {} + with open(file, encoding='utf-8') as f: + reader = csv.DictReader(f) + for row in reader: + + # Skip unmapped places. + if row['unDataCode'] == 'x': + continue + + # Add missing type for NorthernEurope. + if row['dcid'] == 'NorthernEurope': + type = UN_GEO_REGION + + else: + type = json.loads(row['typeOf'].replace("'", '"'))[0]['dcid'] + un2dc_curated[row['unDataCode']] = Node(row['dcid'], type, + row['dc_name']) + return un2dc_curated + + +def should_include_containment(s, o): + '''Returns whether triple should be included in containment. + + Args: + s: Subject node. + o: Object node. + + Returns: + Whether triple should be included in containment. + ''' + # Skip triples where a place is contained within itself. + if s.dcid == o.dcid: + return False + + if (s.type == GEO_REGION or s.type == UN_GEO_REGION) and o.dcid == 'Earth': + return True + elif (s.type == GEO_REGION or + s.type == UN_GEO_REGION) and o.type == CONTINENT: + return True + elif (s.type == GEO_REGION or + s.type == UN_GEO_REGION) and (o.type == GEO_REGION or + o.type == UN_GEO_REGION): + return True + elif s.type == COUNTRY and (o.type == GEO_REGION or + o.type == UN_GEO_REGION): + return True + elif s.type == SAMPLING_STATION and o.type == COUNTRY: + return True + elif s.type == CITY and s.dcid.startswith(UN_PREFIX) and o.type == COUNTRY: + return True + return False + + +def write_un_places(input_geos, output, sdg2type, un2sdg, un2dc_curated): + '''Writes UN places to output and computes new places. + + Args: + input_geos: Path to input UN geography file. + output: Path to output file. + sdg2type: Map of SDG code -> SDG type. + un2sdg: Map of UN code -> SDG code. + un2dc_curated: Map of UN code -> curated Node. + + Returns: + - Map of UN code -> generated Node. + - List of (dcid, type) for new places. + ''' + un2dc_generated = {} + new_subjects = [] + with open(input_geos, encoding='utf-8') as f_in: + with open(output, 'w', encoding='utf-8') as f_out: + reader = csv.DictReader(f_in) + for row in reader: + subject = row['subject_id'] + if subject in un2dc_curated: + dcid = un2dc_curated[subject].dcid + type = un2dc_curated[subject].type + name = un2dc_curated[subject].name + else: + dcid = row['subject_id'].replace(':', '/') + if row['subject_id'] in un2sdg and un2sdg[ + row['subject_id']] in sdg2type: + sdg_type = sdg2type[un2sdg[row['subject_id']]] + if sdg_type == SAMPLING_STATION or sdg_type == CITY: + type = sdg_type + else: + type = GEO_REGION + else: + type = GEO_REGION + name = row['subject_label'].split('_')[-1] + un2dc_generated[subject] = Node(dcid, type, name) + + # Add non-UN-specific places to new_subjects. + if type == GEO_REGION or type == UN_GEO_REGION or type == SAMPLING_STATION or ( + type == CITY and dcid.startswith(UN_PREFIX)): + new_subjects.append(Node(dcid, type, name)) + + f_out.write( + PLACE_TEMPLATE.format_map({ + 'dcid': dcid, + 'type': type, + 'name': name, + 'code': row['subject_id'], + 'label': row['subject_label'] + })) + return un2dc_generated, new_subjects + + +def process_containment(input_containment, un2dc_curated, un2dc_generated): + '''Filters UN geography containment triples. + + Args: + input_containment: Path to input containment file. + un2dc_curated: Map of UN code -> curated Node. + un2dc_generated: Map of UN code -> generated Node. + + Returns: + - Map of child Node -> list of containing object dcids. + ''' + containment = collections.defaultdict(list) + + # Use special encoding to parse UN input file. + with open(input_containment, encoding='utf-8-sig') as f: + reader = csv.DictReader(f) + for row in reader: + subject = UN_PREFIX + ':' + row['subject_id'] + if subject in un2dc_curated: + s = un2dc_curated[subject] + elif subject in un2dc_generated: + s = un2dc_generated[subject] + else: + print('Missing subject: ', subject) + object = UN_PREFIX + ':' + row['object_id'] + if object in un2dc_curated: + o = un2dc_curated[object] + elif object in un2dc_generated: + o = un2dc_generated[object] + else: + print('Missing object: ', object) + if should_include_containment(s, o): + containment[s].append(o.dcid) + return containment + + +def write_un_containment(output, containment, new_subjects): + '''Writes containment triples to output. + + Args: + output: Path to output file. + containment: Map of child Node -> list of containing object dcids. + new_subjects: List of Nodes for new places. + + ''' + with open(output, 'w', encoding='utf-8') as f: + for s in sorted(containment): + c = '' + for o in containment[s]: + c += '\ncontainedInPlace: dcid:' + o + f.write( + CONTAINMENT_TEMPLATE.format_map({ + 'dcid': s.dcid, + 'type': s.type, + 'containment': c + })) + + # For new places with no specified containment, add containment in + # Earth. + for s in sorted(new_subjects): + if s in containment: + continue + c = '\ncontainedInPlace: dcid:Earth' + f.write( + CONTAINMENT_TEMPLATE.format_map({ + 'dcid': s.dcid, + 'type': s.type, + 'containment': c + })) + + +def write_place_mappings(output, sdg2un, un2dc_curated, un2dc_generated): + '''Writes SDG code -> dcid mappings to output. + + Args: + output: Path to output file. + sdg2un: Map of SDG code -> UN code. + un2dc_curated: Map of UN code -> curated Node. + un2dc_generated: Map of UN code -> generated Node. + ''' + with open(output, 'w', encoding='utf-8') as f: + writer = csv.DictWriter(f, fieldnames=['sdg', 'dcid']) + writer.writeheader() + for code in sorted(sdg2un): + un = sdg2un[code] + if un in un2dc_curated: + dcid = un2dc_curated[un].dcid + elif un in un2dc_generated: + dcid = un2dc_generated[un].dcid + else: + continue + + # Filter duplicates. + if dcid in FIXED and code != FIXED[dcid]: + continue + + writer.writerow({'sdg': code, 'dcid': dcid}) + + +if __name__ == '__main__': + + # Read input geography mappings. + sdg2type = get_sdg2type('sdg-dataset/output/SDG_geographies.csv') + un2sdg, sdg2un = get_sdg_un_maps( + 'sssom-mappings/output_mappings/undata-geo__sdg-geo.csv') + un2dc_curated = get_un2dc_curated(os.path.join(FOLDER, 'places.csv')) + + un2dc_generated, new_subjects = write_un_places( + os.path.join(FOLDER, 'geographies.csv'), + os.path.join(FOLDER, 'un_places.mcf'), sdg2type, un2sdg, un2dc_curated) + containment = process_containment( + 'sssom-mappings/data/enumerations/undata/geography_hierarchy.csv', + un2dc_curated, un2dc_generated) + write_un_containment(os.path.join(FOLDER, 'un_containment.mcf'), + containment, new_subjects) + write_place_mappings(os.path.join(FOLDER, 'place_mappings.csv'), sdg2un, + un2dc_curated, un2dc_generated) diff --git a/scripts/un/sdg/geography/geographies.csv b/scripts/un/sdg/geography/geographies.csv new file mode 100644 index 0000000000..043f711775 --- /dev/null +++ b/scripts/un/sdg/geography/geographies.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c07516b4b9647c700124b0b6056d832a267ff9e3539dcb95633462fcc119f9f2 +size 340006 diff --git a/scripts/un/sdg/geography/place_mappings.csv b/scripts/un/sdg/geography/place_mappings.csv new file mode 100644 index 0000000000..25fb9a8b1a --- /dev/null +++ b/scripts/un/sdg/geography/place_mappings.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:148d9b119025d471f8bb20b8e1f42ebe4a5de5ed000e8e21e8662b3d70eec241 +size 251752 diff --git a/scripts/un/sdg/geography/places.csv b/scripts/un/sdg/geography/places.csv new file mode 100644 index 0000000000..1f5fa06dab --- /dev/null +++ b/scripts/un/sdg/geography/places.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a6ac35a09404d989e58ff9e48c7e56e59b035aca412587e1e60dc9f9f99f8eaa +size 1036036 diff --git a/scripts/un/sdg/geography/un_containment.mcf b/scripts/un/sdg/geography/un_containment.mcf new file mode 100644 index 0000000000..a807fad634 --- /dev/null +++ b/scripts/un/sdg/geography/un_containment.mcf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e56924da8334c67fafc9ee56b8c750d20bd753e47ec01669e7686d278305455 +size 367508 diff --git a/scripts/un/sdg/geography/un_places.mcf b/scripts/un/sdg/geography/un_places.mcf new file mode 100644 index 0000000000..97c436963d --- /dev/null +++ b/scripts/un/sdg/geography/un_places.mcf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d24496e7cd2bf4c1472cd091a1f59b2e7d3e5c2bb6bb8f648ed2804dda193f21 +size 1181069 diff --git a/scripts/un/sdg/geography_test.py b/scripts/un/sdg/geography_test.py new file mode 100644 index 0000000000..284cde5274 --- /dev/null +++ b/scripts/un/sdg/geography_test.py @@ -0,0 +1,137 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Tests for geography.py. + +Usage: python3 -m unittest discover -v -s ../ -p "geography_test.py" +''' +import os +import sys +import tempfile +import unittest + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) +from un.sdg import geography + +module_dir_ = os.path.dirname(__file__) + +FOLDER = os.path.join(module_dir_, 'testdata/test_geography') + +# Mock input data. +SDG2TYPE = {'4': 'Country'} +UN2SDG = { + 'undata-geo:G00000020': '4', +} +SDG2UN = {'4': 'undata-geo:G00000020'} +UN2DC_CURATED = { + 'undata-geo:G00000020': + geography.Node('country/AFG', 'Country', 'Afghanistan'), + 'undata-geo:G00003250': + geography.Node('country/ARE', 'Country', 'United Arab Emirates'), + 'undata-geo:G00100000': + geography.Node('Earth', 'Place', 'World'), + 'undata-geo:G00114000': + geography.Node('asia', 'Continent', 'Asia'), + 'undata-geo:G00119000': + geography.Node('SouthernAsia', 'UNGeoRegion', 'Southern Asia'), + 'undata-geo:G00120000': + geography.Node('WesternAsia', 'UNGeoRegion', 'Western Asia'), + 'undata-geo:G00403000': + geography.Node('undata-geo/G00403000', 'GeoRegion', + 'Landlocked developing countries (LLDCs)'), + 'undata-geo:G00404000': + geography.Node('undata-geo/G00404000', 'GeoRegion', + 'Least developed countries (LDCs)'), +} +UN2DC_GENERATED = { + 'undata-geo:G00000030': + geography.Node('undata-geo/G00000030', 'GeoRegion', 'Ajman') +} + +# Add additional referenced objects that aren't defined in test_geographies.csv. +UN2DC_GENERATED_FULL = { + **UN2DC_GENERATED, + **{ + 'undata-geo:G00403300': + geography.Node('undata-geo/G00403300', 'GeoRegion', 'Landlocked developing countries (LLDCs): Asia'), + 'undata-geo:G00404300': + geography.Node('undata-geo/G00404300', 'GeoRegion', 'Least developed countries (LDCs): Asia'), + } +} + +# Test intermediate output data. +NEW_SUBJECTS = [geography.Node('undata-geo/G00000030', 'GeoRegion', 'Ajman')] +CONTAINMENT = { + geography.Node('country/AFG', 'Country', 'Afghanistan'): [ + 'SouthernAsia', 'undata-geo/G00403000', 'undata-geo/G00403300', + 'undata-geo/G00404000', 'undata-geo/G00404300' + ], + geography.Node('undata-geo/G00000030', 'GeoRegion', 'Ajman'): [ + 'Earth', 'asia', 'WesternAsia' + ], +} + + +class GeographyTest(unittest.TestCase): + + def test_should_include_containment(self): + self.assertTrue( + geography.should_include_containment( + geography.Node('AustrailiaAndNewZealand', 'UNGeoRegion', + 'Australia and New Zealand'), + geography.Node('oceania', 'Continent', 'Oceania'))) + self.assertFalse( + geography.should_include_containment( + geography.Node('geoId/3502000', 'City', 'Albuquerque'), + geography.Node('country/USA', 'Country', + 'United States of America'))) + + def test_write_un_places(self): + with tempfile.TemporaryDirectory() as tmp_dir: + output = os.path.join(tmp_dir, 'un_places.mcf') + un2dc_generated, new_subjects = geography.write_un_places( + os.path.join(FOLDER, 'test_geographies.csv'), output, SDG2TYPE, + UN2SDG, UN2DC_CURATED) + with open(output) as result: + with open(os.path.join(FOLDER, + 'expected_un_places.mcf')) as expected: + self.assertEqual(result.read(), expected.read()) + self.assertEqual(un2dc_generated, UN2DC_GENERATED) + self.assertEqual(new_subjects, NEW_SUBJECTS) + + def test_process_containment(self): + containment = geography.process_containment( + os.path.join(FOLDER, 'test_geography_hierarchy.csv'), UN2DC_CURATED, + UN2DC_GENERATED_FULL) + self.assertEqual(containment, CONTAINMENT) + + def test_write_un_containment(self): + with tempfile.TemporaryDirectory() as tmp_dir: + output = os.path.join(tmp_dir, 'un_containment.mcf') + geography.write_un_containment(output, CONTAINMENT, NEW_SUBJECTS) + with open(output) as result: + with open(os.path.join( + FOLDER, 'expected_un_containment.mcf')) as expected: + self.assertEqual(result.read(), expected.read()) + + def test_write_place_mappings(self): + with tempfile.TemporaryDirectory() as tmp_dir: + output = os.path.join(tmp_dir, 'place_mappings.csv') + geography.write_place_mappings(os.path.join(FOLDER, output), SDG2UN, + UN2DC_CURATED, UN2DC_GENERATED_FULL) + with open(output) as result: + with open(os.path.join( + FOLDER, 'expected_place_mappings.csv')) as expected: + self.assertEqual(result.read(), expected.read()) diff --git a/scripts/un/sdg/process.py b/scripts/un/sdg/process.py new file mode 100644 index 0000000000..e92b59e068 --- /dev/null +++ b/scripts/un/sdg/process.py @@ -0,0 +1,428 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Generates mcf and csv/tmcf for sdg-dataset data. + +Produces: +* schema/ folder: + * measurement_method.mcf + * schema.mcf (classes and enums) + * sdg.textproto (vertical spec) + * series.mcf (series mcf) + * sv.mcf + * unit.mcf +* csv/ folder: + * [CODE].csv + +Usage: python3 process.py +''' +import collections +import csv +import math +import os +import pandas as pd +import shutil +import sys + +from string import punctuation + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) +from un.sdg import util + + +def get_place_mappings(file): + '''Produces map of SDG code -> dcid: + + Args: + file: Input file path. + + Returns: + Map of SDG code -> dcid: + ''' + place_mappings = {} + with open(file) as f: + reader = csv.DictReader(f) + for row in reader: + place_mappings[str(row['sdg'])] = str(row['dcid']) + return place_mappings + + +def get_geography(code, place_mappings): + '''Returns dcid of geography. + + Args: + code: Geography code. + place_mappings: Map of SDG code -> dcid. + + Returns: + Geography dcid. + ''' + if str(code) in place_mappings: + return 'dcid:' + place_mappings[str(code)] + return '' + + +def get_measurement_method(row): + '''Returns dcid of measurement method. + + Args: + row: Input DataFrame row. + + Returns: + Measurement method dcid. + ''' + mmethod = '' + if util.is_valid(row['NATURE']): + mmethod += '_' + str(row['NATURE']) + if util.is_valid(row['OBS_STATUS']): + mmethod += '_' + str(row['OBS_STATUS']) + if util.is_valid(row['REPORTING_TYPE']): + mmethod += '_' + str(row['REPORTING_TYPE']) + return 'SDG' + mmethod + + +def drop_null(value, series, footnote): + '''Returns value or '' if it should be dropped for being null. + + Args: + value: Input value. + series: Series code. + footnote: Footnote for observation. + + Returns: + value or ''. + ''' + if series not in util.ZERO_NULL: + return value + if footnote != util.ZERO_NULL_TEXT: + return value + if math.isclose(float(value), 0): + return '' + return value + + +def drop_special(value, variable): + '''Returns value or '' if it should be dropped based on special curation. + + Args: + value: Input value. + variable: Input variable. + + Returns: + value or ''. + ''' + if variable in util.DROP_VARIABLE: + return '' + series = variable.split(util.SDG_CODE_SEPARATOR)[0] + if series in util.DROP_SERIES: + return '' + return value + + +def fix_encoding(s): + '''Fixes input encoding to decode special characters. + + Args: + s: Input string. + + Returns: + String with special characters decoded. + ''' + try: + return s.encode('latin1').decode('utf8') + except: + return s.encode('utf8').decode('utf8') + + +def process(input_dir, schema_dir, csv_dir, place_mappings): + '''Generates mcf, csv/tmcf artifacts. + + Produces: + * schema/ folder: + * measurement_method.mcf + * schema.mcf (classes and enums) + * sdg.textproto (vertical spec) + * series.mcf (series mcf) + * sv.mcf + * unit.mcf + * csv/ folder: + * [CODE].csv + + Args: + input_dir: Path to input xlsx files. + schema_dir: Path to output schema files. + csv_dir: Path to output csv files. + place_mappings: Map of SDG code -> dcid. + ''' + with open(os.path.join(schema_dir, 'series.mcf'), 'w') as f_series: + with open(os.path.join(schema_dir, 'sdg.textproto'), 'w') as f_vertical: + df = pd.read_csv(os.path.join(input_dir, 'SDG_hierarchy.csv')) + descriptions = {} + for _, row in df.iterrows(): + if not util.is_valid(row['SeriesCode']): + continue + descriptions[str(row['SeriesCode'])] = util.format_description( + row['SeriesDescription']) + f_vertical.write('spec: {\n' + ' pop_type: "SDG_' + str(row['SeriesCode']) + + '"\n' + ' obs_props { mprop: "value" }\n' + ' vertical: "SDG_' + + str(row['IndicatorRefCode']) + '"\n' + '}\n') + for code in sorted(descriptions): + f_series.write( + util.SERIES_TEMPLATE.format_map({ + 'dcid': 'SDG_' + code, + 'description': descriptions[code] + })) + + # Process dimensions. + dimensions = collections.defaultdict(dict) + df = pd.read_csv(os.path.join(input_dir, 'SDG_enumerations.csv')) + + # Replace buggy input text. + df = df.replace('CIT_ OF_WROCLAW', 'CITY_OF_WROCLAW') + + for _, row in df.iterrows(): + if str(row['Enumeration_Code_SDMX']) != 'CUST_BREAKDOWN' and str( + row['Enumeration_Code_SDMX']) != 'COMPOSITE_BREAKDOWN' and str( + row['Enumeration_Code_SDMX']) != 'UNIT_MEASURE': + dimensions[str(row['Enumeration_Code_SDMX'])][str( + row['EnumerationValue_Code_SDMX'])] = str( + row['EnumerationValue_Name']) + else: + dimensions[str(row['Enumeration_Code2'])][str( + row['EnumerationValue_Code2'])] = str( + row['EnumerationValue_Name']) + + sv_frames = [] + measurement_method_frames = [] + units = set() + for root, _, files in os.walk(os.path.join(input_dir, 'observations')): + for file in sorted(files): + print(file) + df = pd.read_csv(os.path.join(root, file)) + if df.empty: + continue + + properties = list( + filter(lambda x: x not in util.BASE_DIMENSIONS, df.columns)) + + # Drop rows with nan. + df = df.dropna(subset=[ + 'VARIABLE_CODE', 'GEOGRAPHY_CODE', 'TIME_PERIOD', 'OBS_VALUE' + ]) + if df.empty: + continue + + # Drop invalid values. + df['OBS_VALUE'] = df['OBS_VALUE'].apply(lambda x: x + if util.is_float(x) else '') + df = df[df['OBS_VALUE'] != ''] + if df.empty: + continue + + # Drop known null values. + df['OBS_VALUE'] = df.apply(lambda x: drop_null( + x['OBS_VALUE'], x['SERIES_CODE'], x['FOOT_NOTE']), + axis=1) + df = df[df['OBS_VALUE'] != ''] + if df.empty: + continue + + # Drop curated. + df['OBS_VALUE'] = df.apply( + lambda x: drop_special(x['OBS_VALUE'], x['VARIABLE_CODE']), + axis=1) + df = df[df['OBS_VALUE'] != ''] + if df.empty: + continue + + # Format places. + df['GEOGRAPHY_CODE'] = df.apply( + lambda x: get_geography(x['GEOGRAPHY_CODE'], place_mappings), + axis=1) + df = df[df['GEOGRAPHY_CODE'] != ''] + if df.empty: + continue + + # Special curation of names. + df['VARIABLE_DESCRIPTION'] = df.apply( + lambda x: util.format_variable_description( + x['VARIABLE_DESCRIPTION'], x['SERIES_DESCRIPTION']), + axis=1) + df['VARIABLE_CODE'] = df['VARIABLE_CODE'].apply( + lambda x: util.format_variable_code(x)) + + # Replace buggy input text. + df = df.replace( + 'SG_SCP_PROCN_LS.LEVEL_STATUS--DEG_MLOW__GOVERNMENT_NAME--CIT_OF_WROCLAW', + 'SG_SCP_PROCN_LS.LEVEL_STATUS--DEG_MLOW__GOVERNMENT_NAME--CITY_OF_WROCLAW' + ) + + sv_frames.append( + df.loc[:, ['VARIABLE_CODE', 'VARIABLE_DESCRIPTION', 'SOURCE'] + + properties].drop_duplicates()) + measurement_method_frames.append( + df.loc[:, ['NATURE', 'OBS_STATUS', 'REPORTING_TYPE']]. + drop_duplicates()) + units.update(set(df['UNIT_MEASURE'].unique())) + + df['VARIABLE_CODE'] = df['VARIABLE_CODE'].apply( + lambda x: 'dcs:sdg/' + x) + df['UNIT_MEASURE'] = df['UNIT_MEASURE'].apply( + lambda x: 'dcs:SDG_' + x) + df['MEASUREMENT_METHOD'] = df.apply( + lambda x: 'dcs:' + get_measurement_method(x), axis=1) + + # Retain only columns for cleaned csv. + df = df.loc[:, [ + 'VARIABLE_CODE', 'GEOGRAPHY_CODE', 'TIME_PERIOD', 'OBS_VALUE', + 'UNIT_MEASURE', 'UNIT_MULT', 'MEASUREMENT_METHOD' + ]] + + df.to_csv(os.path.join(csv_dir, + file.split('observations_')[1]), + index=False) + + with open(os.path.join(schema_dir, 'sv.mcf'), 'w') as f: + for df in sv_frames: + main = df.drop(['SOURCE'], axis=1).drop_duplicates() + for _, row in main.iterrows(): + cprops = '' + for dimension in sorted(main.columns[2:]): + # Skip totals. + if row[dimension] == util.TOTAL: + continue + + # Remove leading _. + val = str(row[dimension]) + if val[0] == '_': + val = val[1:] + + # Remove buggy input text. + val = val.replace('CIT_ OF_WROCLAW', 'CITY_OF_WROCLAW') + + enum = util.format_property(dimension) + if dimension in util.MAPPED_DIMENSIONS: + prop = util.MAPPED_DIMENSIONS[dimension] + else: + prop = 'sdg_' + enum[0].lower() + enum[1:] + + val = 'SDG_' + enum + 'Enum_' + val + cprops += f'\n{prop}: dcs:{val}' + + # Add list of observation sources to 'footnote' property on SV. + sources = df.loc[df['VARIABLE_CODE'] == row['VARIABLE_CODE']] + sources = sources.dropna(subset=['SOURCE']) + sources = sources.loc[:, ['SOURCE']].drop_duplicates()['SOURCE'] + footnote = '' + if not sources.empty: + footnote = '\nfootnote: "Includes data from the following sources: ' + '; '.join( + sorted([ + fix_encoding( + str(s)).rstrip('.,;:!?').strip().replace( + '"', "'").replace('\n', '').replace( + '\t', '').replace('__', '_') + for s in sources + ])) + '"' + + f.write( + util.SV_TEMPLATE.format_map({ + 'dcid': + 'sdg/' + row['VARIABLE_CODE'], + 'popType': + 'SDG_' + row['VARIABLE_CODE'].split( + util.SV_CODE_SEPARATOR)[0], + 'name': + '"' + row['VARIABLE_DESCRIPTION'] + '"', + 'cprops': + cprops, + 'footnote': + footnote, + })) + + with open(os.path.join(schema_dir, 'schema.mcf'), 'w') as f: + for d in sorted(dimensions): + if d in util.BASE_DIMENSIONS or d == 'GEOGRAPHY': + continue + prop = util.format_property(d) + enum = prop + 'Enum' + if d not in util.MAPPED_DIMENSIONS: + f.write( + util.PROPERTY_TEMPLATE.format_map({ + 'dcid': prop[0].lower() + prop[1:], + 'name': util.format_title(d), + 'enum': enum + })) + f.write(util.ENUM_TEMPLATE.format_map({'enum': enum})) + for k in sorted(dimensions[d]): + + # Skip totals. + if k == util.TOTAL: + continue + + v = dimensions[d][k] + + # Remove leading _. + if k[0] == '_': + k = k[1:] + + f.write( + util.VALUE_TEMPLATE.format_map({ + 'dcid': k, + 'enum': enum, + 'name': v, + })) + + with open(os.path.join(schema_dir, 'measurement_method.mcf'), 'w') as f: + df = pd.concat(measurement_method_frames).drop_duplicates() + for _, row in df.iterrows(): + dcid = get_measurement_method(row) + if not dcid: + continue + description = 'SDG Measurement Method: [' + pvs = [] + for dimension in sorted(df.columns): + if not util.is_valid(row[dimension]): + continue + pvs.append( + util.format_title(dimension) + ' = ' + + dimensions[dimension][row[dimension]]) + f.write( + util.MMETHOD_TEMPLATE.format_map({ + 'dcid': dcid, + 'description': description + ' | '.join(pvs) + ']' + })) + + with open(os.path.join(schema_dir, 'unit.mcf'), 'w') as f: + for unit in sorted(units): + f.write( + util.UNIT_TEMPLATE.format_map({ + 'dcid': 'SDG_' + unit, + 'name': dimensions['UNIT_MEASURE'][unit] + })) + + +if __name__ == '__main__': + if os.path.exists('schema'): + shutil.rmtree('schema') + os.makedirs('schema') + if os.path.exists('csv'): + shutil.rmtree('csv') + os.makedirs('csv') + place_mappings = get_place_mappings('geography/place_mappings.csv') + process('sdg-dataset/output', 'schema', 'csv', place_mappings) diff --git a/scripts/un/sdg/process_test.py b/scripts/un/sdg/process_test.py new file mode 100644 index 0000000000..9efe38ed03 --- /dev/null +++ b/scripts/un/sdg/process_test.py @@ -0,0 +1,103 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Tests for util.py. + +Usage: python3 -m unittest discover -v -s ../ -p "process_test.py" +''' +import os +import pandas as pd +import sys +import tempfile +import unittest + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) +from un.sdg import process + +module_dir_ = os.path.dirname(__file__) + +PLACE_MAPPINGS = { + '1': 'Earth', + '2': 'africa', + '4': 'country/AFG', + '5': 'southamerica', + '8': 'country/ALB', + '9': 'oceania', + '11': 'WesternAfrica', + '12': 'country/DZA', + '13': 'CentralAmerica', + '14': 'EasternAfrica', + '840': 'country/USA', + 'AF_MAZAR_E_SHARIF': 'wikidataId/Q130469' +} + + +def assert_equal_dir(self, result_dir, expected_dir): + for root, _, files in os.walk(result_dir): + for file in sorted(files): + with open(os.path.join(root, file)) as result: + with open(os.path.join(expected_dir, file)) as expected: + self.assertEqual(result.read(), expected.read()) + + +class ProcessTest(unittest.TestCase): + + def test_get_geography(self): + self.assertEqual(process.get_geography(840, PLACE_MAPPINGS), + 'dcid:country/USA') + self.assertEqual( + process.get_geography('AF_MAZAR_E_SHARIF', PLACE_MAPPINGS), + 'dcid:wikidataId/Q130469') + self.assertEqual(process.get_geography(1, PLACE_MAPPINGS), 'dcid:Earth') + + def test_get_measurement_method(self): + d = {'NATURE': ['E'], 'OBS_STATUS': ['A'], 'REPORTING_TYPE': ['G']} + df = pd.DataFrame.from_dict(d) + for _, row in df.iterrows(): + self.assertEqual(process.get_measurement_method(row), 'SDG_E_A_G') + + def test_drop_null(self): + self.assertEqual( + process.drop_null( + 0, 'SE_ACS_CMPTR', + 'This data point is NIL for the submitting nation.'), '') + self.assertEqual(process.drop_null(1, 'SE_ACS_CMPTR', ''), 1) + + def test_drop_special(self): + self.assertEqual(process.drop_special(0, 'SH_SAN_SAFE@URBANISATION--R'), + '') + self.assertEqual( + process.drop_special(0, 'AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_OOHC'), + 0) + + def test_fix_encoding(self): + source = 'Instituto Nacional das Comunicaçőes de Moçambique' + self.assertEqual(process.fix_encoding(source), source) + + def test_process(self): + with tempfile.TemporaryDirectory() as tmp_schema: + with tempfile.TemporaryDirectory() as tmp_csv: + process.process( + os.path.join(module_dir_, 'testdata/test_input'), + tmp_schema, tmp_csv, PLACE_MAPPINGS) + assert_equal_dir( + self, tmp_schema, + os.path.join(module_dir_, 'testdata/test_schema')) + assert_equal_dir(self, tmp_csv, + os.path.join(module_dir_, 'testdata/test_csv')) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/un/sdg/sdg-dataset b/scripts/un/sdg/sdg-dataset new file mode 160000 index 0000000000..bdb619c04a --- /dev/null +++ b/scripts/un/sdg/sdg-dataset @@ -0,0 +1 @@ +Subproject commit bdb619c04a0d8d6121190477b7fbd791562f99ac diff --git a/scripts/un/sdg/sdg.tmcf b/scripts/un/sdg/sdg.tmcf new file mode 100644 index 0000000000..7c88718261 --- /dev/null +++ b/scripts/un/sdg/sdg.tmcf @@ -0,0 +1,9 @@ +Node: E:SDG->E0 +typeOf: dcs:StatVarObservation +variableMeasured: C:SDG->VARIABLE_CODE +observationAbout: C:SDG->GEOGRAPHY_CODE +observationDate: C:SDG->TIME_PERIOD +value: C:SDG->OBS_VALUE +unit: C:SDG->UNIT_MEASURE +scalingFactor: C:SDG->UNIT_MULT +measurementMethod: C:SDG->MEASUREMENT_METHOD diff --git a/scripts/un/sdg/sdmx/cities.py b/scripts/un/sdg/sdmx/cities.py new file mode 100644 index 0000000000..3c5e0c9f1a --- /dev/null +++ b/scripts/un/sdg/sdmx/cities.py @@ -0,0 +1,94 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''This script does not use the most up-to-date schema format. +It should only be used as an illustration of the SDMX -> MCF mapping. +Do not actually run! + +Finds dcids for cities in input files. + +Produces: +* preprocessed/cities.csv: dcid for each city name + +Note: For cities where the find entities API did not return a dcid, +we tried manually searching for the dcid and filled these into the file. +There are a few city names that are still missing - these are left blank. +**This script ideally shouldn't need to be run again.** +Usage: python3 cities.py +''' +import csv +import requests +import os +import sys + +BATCH = 1 + + +def get_cities(json, api_key): + '''Applies find entities API for given json. + Args: + json: Input json. + api_key: API key. + Returns: + API response. + ''' + return requests.post('https://api.datacommons.org/v1/bulk/find/entities', + headers={ + 'X-API-Key': api_key + }, + json=json).json() + + +def write_cities(file, cities, api_key): + '''Writes city dcids and names to file. + Args: + file: Output file path. + cities: List of city dcids to process. + api_key: API key. + ''' + with open(file, 'w') as f: + writer = csv.DictWriter(f, fieldnames=['name', 'dcid']) + writer.writeheader() + city_list = list(cities.keys()) + for i in range(0, len(city_list), BATCH): + json = { + 'entities': [{ + 'description': city + } for city in city_list[i:i + BATCH]] + } + response = get_cities(json, api_key) + print(response) + try: + for entity in response['entities']: + dcid = entity['dcids'][0] if 'dcids' in entity else '' + writer.writerow({ + 'name': cities[entity['description']], + 'dcid': dcid + }) + except KeyError: + writer.writerow({'name': cities[city_list[i]], 'dcid': ''}) + + +if __name__ == '__main__': + cities = set() + for file in sorted(os.listdir('input')): + code = file.removesuffix('.csv') + with open('input/' + file) as f: + reader = csv.DictReader(f) + if '[Cities]' in reader.fieldnames: + for row in reader: + cities.add(row['[Cities]'].replace('_', ' ').title() + + ', ' + row['GeoAreaName']) + cities = sorted(cities) + + write_cities('preprocessed/cities2.csv', cities, sys.argv[1]) diff --git a/scripts/un/sdg/sdmx/m49.tsv b/scripts/un/sdg/sdmx/m49.tsv new file mode 100644 index 0000000000..a90189880a --- /dev/null +++ b/scripts/un/sdg/sdmx/m49.tsv @@ -0,0 +1,250 @@ +Country or Area M49 code ISO-alpha3 code +Afghanistan 004 AFG +Åland Islands 248 ALA +Albania 008 ALB +Algeria 012 DZA +American Samoa 016 ASM +Andorra 020 AND +Angola 024 AGO +Anguilla 660 AIA +Antarctica 010 ATA +Antigua and Barbuda 028 ATG +Argentina 032 ARG +Armenia 051 ARM +Aruba 533 ABW +Australia 036 AUS +Austria 040 AUT +Azerbaijan 031 AZE +Bahamas 044 BHS +Bahrain 048 BHR +Bangladesh 050 BGD +Barbados 052 BRB +Belarus 112 BLR +Belgium 056 BEL +Belize 084 BLZ +Benin 204 BEN +Bermuda 060 BMU +Bhutan 064 BTN +Bolivia (Plurinational State of) 068 BOL +Bonaire, Sint Eustatius and Saba 535 BES +Bosnia and Herzegovina 070 BIH +Botswana 072 BWA +Bouvet Island 074 BVT +Brazil 076 BRA +British Indian Ocean Territory 086 IOT +British Virgin Islands 092 VGB +Brunei Darussalam 096 BRN +Bulgaria 100 BGR +Burkina Faso 854 BFA +Burundi 108 BDI +Cabo Verde 132 CPV +Cambodia 116 KHM +Cameroon 120 CMR +Canada 124 CAN +Cayman Islands 136 CYM +Central African Republic 140 CAF +Chad 148 TCD +Chile 152 CHL +China 156 CHN +China, Hong Kong Special Administrative Region 344 HKG +China, Macao Special Administrative Region 446 MAC +Christmas Island 162 CXR +Cocos (Keeling) Islands 166 CCK +Colombia 170 COL +Comoros 174 COM +Congo 178 COG +Cook Islands 184 COK +Costa Rica 188 CRI +Côte d’Ivoire 384 CIV +Croatia 191 HRV +Cuba 192 CUB +Curaçao 531 CUW +Cyprus 196 CYP +Czechia 203 CZE +Democratic People's Republic of Korea 408 PRK +Democratic Republic of the Congo 180 COD +Denmark 208 DNK +Djibouti 262 DJI +Dominica 212 DMA +Dominican Republic 214 DOM +Ecuador 218 ECU +Egypt 818 EGY +El Salvador 222 SLV +Equatorial Guinea 226 GNQ +Eritrea 232 ERI +Estonia 233 EST +Eswatini 748 SWZ +Ethiopia 231 ETH +Falkland Islands (Malvinas) 238 FLK +Faroe Islands 234 FRO +Fiji 242 FJI +Finland 246 FIN +France 250 FRA +French Guiana 254 GUF +French Polynesia 258 PYF +French Southern Territories 260 ATF +Gabon 266 GAB +Gambia 270 GMB +Georgia 268 GEO +Germany 276 DEU +Ghana 288 GHA +Gibraltar 292 GIB +Greece 300 GRC +Greenland 304 GRL +Grenada 308 GRD +Guadeloupe 312 GLP +Guam 316 GUM +Guatemala 320 GTM +Guernsey 831 GGY +Guinea 324 GIN +Guinea-Bissau 624 GNB +Guyana 328 GUY +Haiti 332 HTI +Heard Island and McDonald Islands 334 HMD +Holy See 336 VAT +Honduras 340 HND +Hungary 348 HUN +Iceland 352 ISL +India 356 IND +Indonesia 360 IDN +Iran (Islamic Republic of) 364 IRN +Iraq 368 IRQ +Ireland 372 IRL +Isle of Man 833 IMN +Israel 376 ISR +Italy 380 ITA +Jamaica 388 JAM +Japan 392 JPN +Jersey 832 JEY +Jordan 400 JOR +Kazakhstan 398 KAZ +Kenya 404 KEN +Kiribati 296 KIR +Kuwait 414 KWT +Kyrgyzstan 417 KGZ +Lao People's Democratic Republic 418 LAO +Latvia 428 LVA +Lebanon 422 LBN +Lesotho 426 LSO +Liberia 430 LBR +Libya 434 LBY +Liechtenstein 438 LIE +Lithuania 440 LTU +Luxembourg 442 LUX +Madagascar 450 MDG +Malawi 454 MWI +Malaysia 458 MYS +Maldives 462 MDV +Mali 466 MLI +Malta 470 MLT +Marshall Islands 584 MHL +Martinique 474 MTQ +Mauritania 478 MRT +Mauritius 480 MUS +Mayotte 175 MYT +Mexico 484 MEX +Micronesia (Federated States of) 583 FSM +Monaco 492 MCO +Mongolia 496 MNG +Montenegro 499 MNE +Montserrat 500 MSR +Morocco 504 MAR +Mozambique 508 MOZ +Myanmar 104 MMR +Namibia 516 NAM +Nauru 520 NRU +Nepal 524 NPL +Netherlands 528 NLD +New Caledonia 540 NCL +New Zealand 554 NZL +Nicaragua 558 NIC +Niger 562 NER +Nigeria 566 NGA +Niue 570 NIU +Norfolk Island 574 NFK +North Macedonia 807 MKD +Northern Mariana Islands 580 MNP +Norway 578 NOR +Oman 512 OMN +Pakistan 586 PAK +Palau 585 PLW +Panama 591 PAN +Papua New Guinea 598 PNG +Paraguay 600 PRY +Peru 604 PER +Philippines 608 PHL +Pitcairn 612 PCN +Poland 616 POL +Portugal 620 PRT +Puerto Rico 630 PRI +Qatar 634 QAT +Republic of Korea 410 KOR +Republic of Moldova 498 MDA +Réunion 638 REU +Romania 642 ROU +Russian Federation 643 RUS +Rwanda 646 RWA +Saint Barthélemy 652 BLM +Saint Helena 654 SHN +Saint Kitts and Nevis 659 KNA +Saint Lucia 662 LCA +Saint Martin (French Part) 663 MAF +Saint Pierre and Miquelon 666 SPM +Saint Vincent and the Grenadines 670 VCT +Samoa 882 WSM +San Marino 674 SMR +Sao Tome and Principe 678 STP +Sark 680 +Saudi Arabia 682 SAU +Senegal 686 SEN +Serbia 688 SRB +Seychelles 690 SYC +Sierra Leone 694 SLE +Singapore 702 SGP +Sint Maarten (Dutch part) 534 SXM +Slovakia 703 SVK +Slovenia 705 SVN +Solomon Islands 090 SLB +Somalia 706 SOM +South Africa 710 ZAF +South Georgia and the South Sandwich Islands 239 SGS +South Sudan 728 SSD +Spain 724 ESP +Sri Lanka 144 LKA +State of Palestine 275 PSE +Sudan 729 SDN +Suriname 740 SUR +Svalbard and Jan Mayen Islands 744 SJM +Sweden 752 SWE +Switzerland 756 CHE +Syrian Arab Republic 760 SYR +Tajikistan 762 TJK +Thailand 764 THA +Timor-Leste 626 TLS +Togo 768 TGO +Tokelau 772 TKL +Tonga 776 TON +Trinidad and Tobago 780 TTO +Tunisia 788 TUN +Türkiye 792 TUR +Turkmenistan 795 TKM +Turks and Caicos Islands 796 TCA +Tuvalu 798 TUV +Uganda 800 UGA +Ukraine 804 UKR +United Arab Emirates 784 ARE +United Kingdom of Great Britain and Northern Ireland 826 GBR +United Republic of Tanzania 834 TZA +United States Minor Outlying Islands 581 UMI +United States of America 840 USA +United States Virgin Islands 850 VIR +Uruguay 858 URY +Uzbekistan 860 UZB +Vanuatu 548 VUT +Venezuela (Bolivarian Republic of) 862 VEN +Viet Nam 704 VNM +Wallis and Futuna Islands 876 WLF +Western Sahara 732 ESH +Yemen 887 YEM +Zambia 894 ZMB +Zimbabwe 716 ZWE diff --git a/scripts/un/sdg/sdmx/preprocess.py b/scripts/un/sdg/sdmx/preprocess.py new file mode 100644 index 0000000000..ff4f3067bf --- /dev/null +++ b/scripts/un/sdg/sdmx/preprocess.py @@ -0,0 +1,99 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''This script does not use the most up-to-date schema format. +It should only be used as an illustration of the SDMX -> MCF mapping. +Do not actually run! + +Downloads data from UN Stats API to be used in further processing. + +Produces: +* input/ directory containing csv files for each series +* preprocessed/attributes.csv: metadata about attributes +* preprocessed/dimensions.csv: metadata about dimensions +* output/series.mcf: MCF for each series +Note: Downloading all the data is very slow and prone to crashes. +This script ideally shouldn't need to be run again. +Usage: python3 preprocess.py +''' +import csv +import os +import requests + +from util import * + +API_PREFIX = 'https://unstats.un.org/SDGAPI/v1/sdg/Series/' +HEADERS = { + 'Content-Type': 'application/x-www-form-urlencoded', + 'Accept': 'application/octet-stream' +} + + +def add_concepts(code, concept, concept_set): + '''Adds concepts from given series code to concept_set. + Args: + code: Series code. + concept: Type of concept ('Attributes' | 'Dimensions'). + concept_set: Current set of concepts. + ''' + response = requests.get(f'{API_PREFIX}{code}/{concept}').json() + for entry in response: + for c in entry['codes']: + concept_set.add( + (entry['id'], c['code'], c['description'], c['sdmx'])) + + +def write_concepts(file, concept_set): + '''Writes concepts from concept_set to file. + Args: + path: File path to write to. + concept_set: Current set of concepts. + ''' + with open(file, 'w') as f: + writer = csv.writer(f) + for row in sorted(concept_set): + writer.writerow(list(row)) + + +if __name__ == '__main__': + if not os.path.exists('input'): + os.makedirs('input') + if not os.path.exists('preprocessed'): + os.makedirs('preprocessed') + if not os.path.exists('output'): + os.makedirs('output') + + series = requests.get(f'{API_PREFIX}List?allreleases=false').json() + codes = {s['code']: s['description'] for s in series} + + attributes = set() + dimensions = set() + with open('output/series.mcf', 'w') as f_series: + for code in sorted(codes): + print(code) + data = {'seriesCodes': code} + text = requests.post(f'{API_PREFIX}DataCSV', + data=data, + headers=HEADERS).text.rstrip('\x00') + with open(f'input/{code}.csv', 'w') as f_code: + f_code.write(text) + add_concepts(code, 'Attributes', attributes) + add_concepts(code, 'Dimensions', dimensions) + f_series.write( + SERIES_TEMPLATE.format_map({ + 'dcid': 'SDG_' + code, + 'description': format_description(codes[code]) + })) + + write_concepts('preprocessed/attributes.csv', attributes) + write_concepts('preprocessed/dimensions.csv', dimensions) diff --git a/scripts/un/sdg/sdmx/process.py b/scripts/un/sdg/sdmx/process.py new file mode 100644 index 0000000000..5004ccc44a --- /dev/null +++ b/scripts/un/sdg/sdmx/process.py @@ -0,0 +1,298 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''This script does not use the most up-to-date schema format. +It should only be used as an illustration of the SDMX -> MCF mapping. +Do not actually run! + +Produces CSV/TMCF + schema for UN Stats data. + +Produces: +* output/output.csv: cleaned CSV +* output/measurement_method.csv: measurement methods +* output/schema.mcf: properties and classes +* output/sv.mcf: statistical variables +* output/unit.mcf: units +Usage: python3 preprocess.py +''' +import collections +import csv +import os +import sys + +from util import * + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) + +module_dir_ = os.path.dirname(__file__) + +# Create map of M49 -> ISO-alpha3 for countries. +with open(os.path.join(module_dir_, 'm49.tsv')) as f: + PLACES = {} + reader = csv.DictReader(f, delimiter='\t') + for row in reader: + if not row['ISO-alpha3 code']: # Only countries for now. + continue + PLACES[int(row['M49 code'])] = row['ISO-alpha3 code'] + +# Create map of name -> dcid for supported cities. +with open(os.path.join(module_dir_, 'preprocessed/cities.csv')) as f: + reader = csv.DictReader(f) + CITIES = {row['name']: row['dcid'] for row in reader} + + +def write_templates(file, templates): + '''Write templates to file. + Args: + file: Input file path. + templates: Template strings. + ''' + with open(file, 'w') as f: + for template in sorted(templates): + f.write(template) + + +def add_concepts(file, concepts): + '''Adds concepts from file. + Args: + file: Input file path. + concepts: Dictionary of concepts: concept -> code -> (name, formatted code). + ''' + with open(file) as f: + reader = csv.reader(f) + for row in reader: + + # Skip totals (as indicated by SDMX). + if row[3] == '_T': + continue + concepts[row[0]][row[1]] = (row[2], make_value(row[1])) + + +def get_observation_about(country_code, country_name, city): + '''Returns dcid for place. + Args: + country_code: M49 for country. + country_name: Name of country. + city: Name of city. + Returns: + Dcid of place if found, else empty string. + ''' + if city: + formatted_city = city.replace('_', ' ').title() + ', ' + country_name + if formatted_city in CITIES and CITIES[formatted_city]: + return 'dcs:' + CITIES[formatted_city] + else: + return '' + if country_code in PLACES: + return 'dcs:country/' + PLACES[country_code] + else: + return '' + + +def get_variable_measured(row, properties, concepts): + '''Returns templated string for variable_measured. + Args: + row: Input csv dict row. + properties: List of properties for row. + concepts: Dictionary of concepts. + Returns: + Templated string. + ''' + value_ids = [] + value_descriptions = [] + cprops = '' + for i in properties: + field = i[1:-1] + if not row[i] or field not in concepts or row[i] not in concepts[field]: + continue + value_ids.append(concepts[field][row[i]][1]) + value_descriptions.append(concepts[field][row[i]][0]) + enum = make_property(field) + if field in MAPPED_CONCEPTS: + prop = MAPPED_CONCEPTS[field] + else: + prop = 'sdg_' + enum[0].lower() + enum[1:] + val = enum + 'Enum_' + value_ids[-1] + cprops += f'\n{prop}: dcs:SDG_{val}' + sv = 'sdg/' + '_'.join([row['SeriesCode']] + value_ids) + pvs = ', '.join(value_descriptions) + description = format_description(row['SeriesDescription']) + if pvs: + description += ': ' + pvs + template = SV_TEMPLATE.format_map({ + 'dcid': sv, + 'popType': 'SDG_' + row['SeriesCode'], + 'name': '"' + description + '"', + 'cprops': cprops + }) + return template + + +def get_measurement_method(row, concepts): + '''Returns templated string for measurement_method. + Args: + row: Input csv dict row. + concepts: Dictionary of concepts. + Returns: + Templated string. + ''' + mmethod = '' + description = [] + for concept in [ + '[Nature]', '[Observation Status]', '[Report Ordinal]', + '[Reporting Type]' + ]: + field = concept[1:-1] + if concept in row: + mmethod += '_' + row[concept] + if field in concepts and row[concept] in concepts[field]: + description.append(concepts[field][row[concept]][0]) + if not mmethod: + return '' + mmethod = 'SDG' + mmethod + description = 'SDG Measurement Method: ' + ', '.join( + description) if description else '' + template = MMETHOD_TEMPLATE.format_map({ + 'dcid': mmethod, + 'description': description + }) + return template + + +def get_unit(row): + '''Returns templated string for unit. + Args: + row: Input csv dict row. + Returns: + Templated string. + ''' + if not '[Units]' in row: + return '' + unit = row['[Units]'].replace('^', '') + template = UNIT_TEMPLATE.format_map({ + 'dcid': unit, + 'name': format_unit_name(unit) + }) + return template + + +def write_schema(file, concepts): + '''Writes schema from concepts to file. + Args: + file: Input file path. + concepts: Dictionary of concepts. + ''' + with open(file, 'w') as f: + for concept in sorted(concepts): + if concept in SKIPPED_CONCEPTS: + continue + prop = make_property(concept) + enum = prop + 'Enum' + if concept not in MAPPED_CONCEPTS: + f.write( + PROPERTY_TEMPLATE.format_map({ + 'dcid': prop[0].lower() + prop[1:], + 'name': concept, + 'enum': enum + })) + f.write(ENUM_TEMPLATE.format_map({'enum': enum})) + for k in sorted(concepts[concept]): + v = concepts[concept][k] + f.write( + VALUE_TEMPLATE.format_map({ + 'dcid': v[1], + 'enum': enum, + 'name': v[0][0].upper() + v[0][1:], + })) + + +def process_input_file(file, writer, concepts, svs, measurement_methods, units): + '''Processes one input file and write csv rows. + Args: + file: Input file path. + writer: Csv DictWriter object. + concepts: Dictionary of concepts. + svs: Set of statistical variables. + measurement_methods: Set of measurement methods. + units: Set of units. + ''' + print(f'Starting {file}') + with open(file) as f_in: + reader = csv.DictReader(f_in) + properties = sorted([ + field for field in reader.fieldnames + if field[0] == '[' and field[1:-1] not in SKIPPED_CONCEPTS + ]) + try: + for row in reader: + if not int(row['GeoAreaCode']) in PLACES: + continue + if not is_float(row['Value']) or row['Value'] == 'NaN' or row[ + 'Value'] == 'Nan': + continue + observation_about = get_observation_about( + int(row['GeoAreaCode']), row['GeoAreaName'], + row['[Cities]'] if '[Cities]' in reader.fieldnames else '') + if not observation_about: + continue + sv = get_variable_measured(row, properties, concepts) + svs.add(sv) + measurement_method = get_measurement_method(row, concepts) + if measurement_method: + measurement_methods.add(measurement_method) + unit = get_unit(row) + if unit: + units.add(unit) + writer.writerow({ + 'variable_measured': + 'dcid:' + get_dcid(sv), + 'observation_about': + observation_about, + 'observation_date': + row['TimePeriod'], + 'value': + row['Value'], + 'measurement_method': + 'dcs:' + get_dcid(measurement_method) + if measurement_method else '', + 'unit': + 'dcs:' + get_dcid(unit) if unit else '', + 'scaling_factor': + row['[UnitMultiplier]'] + if '[UnitMultiplier]' in reader.fieldnames else '', + }) + except: + print(f'Finished processing {file}') + + +if __name__ == '__main__': + concepts = collections.defaultdict(dict) + add_concepts('preprocessed/attributes.csv', concepts) + add_concepts('preprocessed/dimensions.csv', concepts) + write_schema('output/schema.mcf', concepts) + + svs = set() + measurement_methods = set() + units = set() + with open('output/output.csv', 'w') as f: + writer = csv.DictWriter(f, fieldnames=FIELDNAMES) + writer.writeheader() + for file in sorted(os.listdir('input')): + process_input_file(os.path.join('input', file), writer, concepts, + svs, measurement_methods, units) + + write_templates('output/measurement_method.mcf', measurement_methods) + write_templates('output/sv.mcf', svs) + write_templates('output/unit.mcf', units) diff --git a/scripts/un/sdg/sdmx/util.py b/scripts/un/sdg/sdmx/util.py new file mode 100644 index 0000000000..061dc14974 --- /dev/null +++ b/scripts/un/sdg/sdmx/util.py @@ -0,0 +1,197 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''This script does not use the most up-to-date schema format. +It should only be used as an illustration of the SDMX -> MCF mapping. +Do not actually run! + +Shared util functions and constants. +''' +import re + +FIELDNAMES = [ + 'variable_measured', 'observation_about', 'observation_date', 'value', + 'measurement_method', 'unit', 'scaling_factor' +] + +DCID_PREFIX = 'Node: dcid:' +TOTAL = '_T' + +SERIES_TEMPLATE = ''' +Node: dcid:{dcid} +name: "{description}" +typeOf: dcs:SDG_Series +''' +PROPERTY_TEMPLATE = ''' +Node: dcid:sdg_{dcid} +typeOf: schema:Property +domainIncludes: dcs:Thing +rangeIncludes: dcs:SDG_{enum} +name: "{name}" +isProvisional: dcs:True +''' +ENUM_TEMPLATE = ''' +Node: dcid:SDG_{enum} +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "{enum}" +isProvisional: dcs:True +''' +VALUE_TEMPLATE = ''' +Node: dcid:SDG_{enum}_{dcid} +typeOf: dcs:SDG_{enum} +name: "{name}" +isProvisional: dcs:True +''' +SV_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:StatisticalVariable +measuredProperty: dcs:value +name: {name} +populationType: dcs:{popType} +statType: dcs:measuredValue{cprops} +''' +MMETHOD_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:SDG_MeasurementMethodEnum +name: "{dcid}" +description: "{description}" +''' +UNIT_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:UnitOfMeasure +name: "{name}" +description: "SDG Unit: {dcid}" +''' + +# Select concepts will be modeled differently. +SKIPPED_CONCEPTS = { + 'Cities', 'Freq', 'Nature', 'Observation Status', 'Report Ordinal', + 'Reporting Type', 'UnitMultiplier', 'Units' +} + +# Use existing properties when they exist. +# TODO: Also map enums to existing nodes. +MAPPED_CONCEPTS = { + 'Age': 'age', + 'Cause of death': 'causeOfDeath', + 'Disability status': 'disabilityStatus', + 'Education level': 'educationalAttainment', + 'Sex': 'gender', + 'AGE': 'age', + 'CAUSE_OF_DEATH': 'causeOfDeath', + 'DISABILITY_STATUS': 'disabilityStatus', + 'EDUCATION_LEVEL': 'educationalAttainment', + 'SEX': 'gender' +} + +FORMATTED_UNITS = { + 'INDEX': 'idx', + 'NUM_M': '#m', + 'NUMBER': '#', + 'PERCENT': '%', + 'PH': 'pH', + 'TONNES': 't', + 'TONNES_M': 'Metric Tonnes' +} + + +def format_description(s): + '''Formats input with curated style. + Args: + s: Input string. + Returns: + Curated string. + ''' + # Remove <=2 levels of (). + formatted = re.sub('\((?:[^)(]|\([^)(]*\))*\)', '', s) + # Remove <=2 levels of []. + formatted = re.sub('\[(?:[^)(]|\[[^)(]*\])*\]', '', formatted) + # Remove attributes indicated with 'by'. + formatted = formatted.split(', by')[0] + # Remove references indicated by 'million USD'. + formatted = formatted.split(', million USD')[0] + # Remove extra spaces + formatted = formatted.replace(' , ', ', ').replace(' ', ' ').strip() + # Remove trailing commas + if formatted[-1] == ',': + formatted = formatted[:-1] + # Replace 100,000 with 100K + formatted = formatted.replace('100,000', '100K') + # Make ascii + return formatted.replace('Â', + '').replace('’', '\'').replace('₂', '2').replace( + '\xa0', ' ').replace('−', '-') + + +def is_float(element): + '''Checks if value can be interpreted as float. + Args: + element: Input. + Returns: + Whether the value can be cast as a float. + ''' + if element is None: + return False + try: + float(element) + return True + except ValueError: + return False + + +def make_property(s): + '''Formats property string. + Args: + s: Input string. + Returns: + Formatted string. + ''' + return s.title().replace(' ', '').replace('-', + '').replace('_', + '').replace('/', '') + + +def make_value(s): + '''Formats value string. + Args: + s: Input string. + Returns: + Formatted string. + ''' + return s.replace('<=', 'LEQ').replace('<', + 'LT').replace('+', 'GEQ').replace( + ' ', '').replace('_', '') + + +def format_unit_name(dcid): + '''Formats unit name stirng. + Args: + dcid: Input dcid. + Retuns: + Formatted string. + ''' + if dcid in FORMATTED_UNITS: + return FORMATTED_UNITS[dcid] + return dcid.lower().replace('_', ' ').replace('1000000', '1M').replace( + '100000', '100K').replace('10000', '10k') + + +def get_dcid(template): + '''Gets dcid from template. + Args: + template: Input templated string. + Returns: + Dcid. + ''' + return template.split(DCID_PREFIX)[1].split('\n')[0] diff --git a/scripts/un/sdg/sssom-mappings b/scripts/un/sdg/sssom-mappings new file mode 160000 index 0000000000..b854bacd96 --- /dev/null +++ b/scripts/un/sdg/sssom-mappings @@ -0,0 +1 @@ +Subproject commit b854bacd967e6f54631a5be2cf98e8a85907ddd7 diff --git a/scripts/un/sdg/testdata/__init__.py b/scripts/un/sdg/testdata/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/un/sdg/testdata/test_csv/AG_FOOD_WST.csv b/scripts/un/sdg/testdata/test_csv/AG_FOOD_WST.csv new file mode 100644 index 0000000000..2095831b27 --- /dev/null +++ b/scripts/un/sdg/testdata/test_csv/AG_FOOD_WST.csv @@ -0,0 +1,21 @@ +VARIABLE_CODE,GEOGRAPHY_CODE,TIME_PERIOD,OBS_VALUE,UNIT_MEASURE,UNIT_MULT,MEASUREMENT_METHOD +dcs:sdg/AG_FOOD_WST,dcid:Earth,2019,930863853.95716,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:africa,2019,200407208.7491,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:country/AFG,2019,4755917.64224,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST,dcid:southamerica,2019,46603996.09298,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:country/ALB,2019,363201.04528,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST,dcid:oceania,2019,5368899.62572,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:WesternAfrica,2019,73695078.26203,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:country/DZA,2019,5782224.32483,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST,dcid:CentralAmerica,2019,23441006.87753,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST,dcid:EasternAfrica,2019,62963781.41023,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:Earth,2019,569007855.9533,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:africa,2019,143927911.95641,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:country/AFG,2019,3109152.67104,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:southamerica,2019,28233968.89021,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:country/ALB,2019,238491.7727,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:oceania,2019,3926866.98184,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:WesternAfrica,2019,56750560.27358,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:country/DZA,2019,3918528.68,dcs:SDG_T,,dcs:SDG_E_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:CentralAmerica,2019,15774419.58244,dcs:SDG_T,,dcs:SDG_N_A_G +dcs:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS,dcid:EasternAfrica,2019,44299890.89842,dcs:SDG_T,,dcs:SDG_N_A_G diff --git a/scripts/un/sdg/testdata/test_geography/expected_place_mappings.csv b/scripts/un/sdg/testdata/test_geography/expected_place_mappings.csv new file mode 100644 index 0000000000..8a14126c63 --- /dev/null +++ b/scripts/un/sdg/testdata/test_geography/expected_place_mappings.csv @@ -0,0 +1,2 @@ +sdg,dcid +4,country/AFG diff --git a/scripts/un/sdg/testdata/test_geography/expected_un_containment.mcf b/scripts/un/sdg/testdata/test_geography/expected_un_containment.mcf new file mode 100644 index 0000000000..0b6aac13b9 --- /dev/null +++ b/scripts/un/sdg/testdata/test_geography/expected_un_containment.mcf @@ -0,0 +1,14 @@ + +Node: dcid:country/AFG +typeOf: dcs:Country +containedInPlace: dcid:SouthernAsia +containedInPlace: dcid:undata-geo/G00403000 +containedInPlace: dcid:undata-geo/G00403300 +containedInPlace: dcid:undata-geo/G00404000 +containedInPlace: dcid:undata-geo/G00404300 + +Node: dcid:undata-geo/G00000030 +typeOf: dcs:GeoRegion +containedInPlace: dcid:Earth +containedInPlace: dcid:asia +containedInPlace: dcid:WesternAsia diff --git a/scripts/un/sdg/testdata/test_geography/expected_un_places.mcf b/scripts/un/sdg/testdata/test_geography/expected_un_places.mcf new file mode 100644 index 0000000000..d127faa09c --- /dev/null +++ b/scripts/un/sdg/testdata/test_geography/expected_un_places.mcf @@ -0,0 +1,12 @@ + +Node: dcid:country/AFG +typeOf: dcs:Country +name: "Afghanistan" +unDataCode: "undata-geo:G00000020" +unDataLabel: "Afghanistan" + +Node: dcid:undata-geo/G00000030 +typeOf: dcs:GeoRegion +name: "Ajman" +unDataCode: "undata-geo:G00000030" +unDataLabel: "Ajman" diff --git a/scripts/un/sdg/testdata/test_geography/test_geographies.csv b/scripts/un/sdg/testdata/test_geography/test_geographies.csv new file mode 100644 index 0000000000..7ca5143fcb --- /dev/null +++ b/scripts/un/sdg/testdata/test_geography/test_geographies.csv @@ -0,0 +1,3 @@ +subject_id,subject_label +undata-geo:G00000020,Afghanistan +undata-geo:G00000030,Ajman diff --git a/scripts/un/sdg/testdata/test_geography/test_geography_hierarchy.csv b/scripts/un/sdg/testdata/test_geography/test_geography_hierarchy.csv new file mode 100644 index 0000000000..a882b21075 --- /dev/null +++ b/scripts/un/sdg/testdata/test_geography/test_geography_hierarchy.csv @@ -0,0 +1,12 @@ +subject_id,subject_label,predicate,object_id,object_label +G00000020,Afghanistan,isPartOf,G00100000,World +G00000020,Afghanistan,isPartOf,G00114000,Asia +G00000020,Afghanistan,isPartOf,G00119000,Southern Asia +G00000020,Afghanistan,isPartOf,G00403000,Landlocked developing countries (LLDCs) +G00000020,Afghanistan,isPartOf,G00403300,Landlocked developing countries (LLDCs): Asia +G00000020,Afghanistan,isPartOf,G00404000,Least developed countries (LDCs) +G00000020,Afghanistan,isPartOf,G00404300,Least developed countries (LDCs): Asia +G00000030,Ajman,isPartOf,G00003250,United Arab Emirates +G00000030,Ajman,isPartOf,G00100000,World +G00000030,Ajman,isPartOf,G00114000,Asia +G00000030,Ajman,isPartOf,G00120000,Western Asia diff --git a/scripts/un/sdg/testdata/test_input/SDG_enumerations.csv b/scripts/un/sdg/testdata/test_input/SDG_enumerations.csv new file mode 100644 index 0000000000..70a527d87c --- /dev/null +++ b/scripts/un/sdg/testdata/test_input/SDG_enumerations.csv @@ -0,0 +1,11 @@ +Enumeration_Code,Enumeration_Code_SDMX,Enumeration_Code2,Enumeration_Name,isAttribute,EnumerationValue_Code,EnumerationValue_Code_SDMX,EnumerationValue_Code2,EnumerationValue_Name,EnumerationValue_Type +4,NATURE,NATURE,Nature,True,E,E,E,Estimated data,string +4,NATURE,NATURE,Nature,True,N,N,N,Non-relevant,string +8,UNIT_MEASURE,UNIT_MEASURE,Units,True,TONNES,T,T,Tonnes,string +30,REPORTING_TYPE,REPORTING_TYPE,Reporting Type,False,G,G,G,Global,string +33,OBS_STATUS,OBS_STATUS,Observation Status,True,A,A,A,Normal value,string +47,COMPOSITE_BREAKDOWN,FOOD_WASTE_SECTOR,Food Waste Sector,False,RTL,FWS_RTL,FWS_RTL,Retail,string +47,COMPOSITE_BREAKDOWN,FOOD_WASTE_SECTOR,Food Waste Sector,False,OOHC,FWS_OOHC,FWS_OOHC,Out-of-home consumption,string +47,COMPOSITE_BREAKDOWN,FOOD_WASTE_SECTOR,Food Waste Sector,False,HHS,FWS_HHS,FWS_HHS,Households,string +47,COMPOSITE_BREAKDOWN,FOOD_WASTE_SECTOR,Food Waste Sector,False,MNFC,FWS_MNFC,FWS_MNFC,Manufacturing,string +47,COMPOSITE_BREAKDOWN,FOOD_WASTE_SECTOR,Food Waste Sector,False,ALL,_T,_T,Total or no breakdown,string diff --git a/scripts/un/sdg/testdata/test_input/SDG_hierarchy.csv b/scripts/un/sdg/testdata/test_input/SDG_hierarchy.csv new file mode 100644 index 0000000000..0ebfb16808 --- /dev/null +++ b/scripts/un/sdg/testdata/test_input/SDG_hierarchy.csv @@ -0,0 +1,10 @@ +GoalCode,GoalDescription,TargetCode,TargetDescription,TI_IsActiveRelation,IndicatorRefCode,IndicatorDescription,IndicatorStatusID,TierID,IS_IsActiveRelation,SeriesCode,SeriesDescription,SeriesStatus,NumberDecimals,SuggestedOrder,IndicatorCode,isDSDSeries +1,End poverty in all its forms everywhere,1.1,"By 2030, eradicate extreme poverty for all people everywhere, currently measured as people living on less than $1.25 a day",True,1.1.1,"Proportion of the population living below the international poverty line by sex, age, employment status and geographic location (urban/rural)",1.0,1.0,True,SI_POV_DAY1,Proportion of population below international poverty line (%),O,1.0,C010101-1,C010101,True +1,End poverty in all its forms everywhere,1.1,"By 2030, eradicate extreme poverty for all people everywhere, currently measured as people living on less than $1.25 a day",True,1.1.1,"Proportion of the population living below the international poverty line by sex, age, employment status and geographic location (urban/rural)",1.0,1.0,True,SI_POV_EMP1,"Employed population below international poverty line, by sex and age (%)",O,1.0,C010101-2,C010101,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.1,"Proportion of population living below the national poverty line, by sex and age",1.0,1.0,True,SI_POV_NAHC,Proportion of population living below the national poverty line (%),O,1.0,C010201-1,C010201,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.2,"Proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",1.0,2.0,True,SD_MDP_MUHC,Proportion of population living in multidimensional poverty (%),O,1.0,C010202-1,C010202,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.2,"Proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",1.0,2.0,True,SD_MDP_ANDI,Average proportion of deprivations for people multidimensionally poor (%),O,1.0,C010202-2,C010202,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.2,"Proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",1.0,2.0,True,SD_MDP_MUHHC,Proportion of households living in multidimensional poverty (%),O,1.0,C010202-3,C010202,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.2,"Proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",1.0,2.0,True,SD_MDP_CSMP,Proportion of children living in child-specific multidimensional poverty (%),O,1.0,C010202-4,C010202,True +1,End poverty in all its forms everywhere,1.2,"By 2030, reduce at least by half the proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",True,1.2.2,"Proportion of men, women and children of all ages living in poverty in all its dimensions according to national definitions",1.0,2.0,True,SD_MDP_ANDIHH,Average share of weighted deprivations of total households (intensity) (%),0,1.0,C010202-5,C010202,True +1,End poverty in all its forms everywhere,1.3,"Implement nationally appropriate social protection systems and measures for all, including floors, and by 2030 achieve substantial coverage of the poor and the vulnerable",True,1.3.1,"Proportion of population covered by social protection floors/systems, by sex, distinguishing children, unemployed persons, older persons, persons with disabilities, pregnant women, newborns, work-injury victims and the poor and the vulnerable",1.0,1.0,True,SI_COV_MATNL,[ILO] Proportion of mothers with newborns receiving maternity cash benefit (%),O,1.0,C010301-1,C010301,True diff --git a/scripts/un/sdg/testdata/test_input/observations/observations_AG_FOOD_WST.csv b/scripts/un/sdg/testdata/test_input/observations/observations_AG_FOOD_WST.csv new file mode 100644 index 0000000000..c4f88f2514 --- /dev/null +++ b/scripts/un/sdg/testdata/test_input/observations/observations_AG_FOOD_WST.csv @@ -0,0 +1,21 @@ +SERIES_CODE,SERIES_DESCRIPTION,VARIABLE_CODE,VARIABLE_DESCRIPTION,VARIABLE_ACTIVE_DIMS,GEOGRAPHY_CODE,GEOGRAPHY_NAME,GEOGRAPHY_TYPE,GEO_AREA_CODE,GEO_AREA_NAME,CITIES,SAMPLING_STATIONS,IS_LATEST_PERIOD,TIME_PERIOD,TIME_DETAIL,TIME_COVERAGE,FREQ,FOOD_WASTE_SECTOR,OBS_VALUE,VALUE_TYPE,UPPER_BOUND,LOWER_BOUND,UNIT_MEASURE,UNIT_MULT,BASE_PERIOD,NATURE,SOURCE,GEO_INFO_URL,FOOT_NOTE,REPORTING_TYPE,OBS_STATUS,RELEASE_STATUS,RELEASE_NAME +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],1,World,Region,1,World,,,True,2019,2019,,,_T,930863853.95716,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],2,Africa,Region,2,Africa,,,True,2019,2019,,,_T,200407208.7491,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],4,Afghanistan,Country,4,Afghanistan,,,True,2019,2019,,,_T,4755917.64224,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Very Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],5,South America,Region,5,South America,,,True,2019,2019,,,_T,46603996.09298,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],8,Albania,Country,8,Albania,,,True,2019,2019,,,_T,363201.04528,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Very Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],9,Oceania,Region,9,Oceania,,,True,2019,2019,,,_T,5368899.62572,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],11,Western Africa,Region,11,Western Africa,,,True,2019,2019,,,_T,73695078.26203,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],12,Algeria,Country,12,Algeria,,,True,2019,2019,,,_T,5782224.32483,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Very Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],13,Central America,Region,13,Central America,,,True,2019,2019,,,_T,23441006.87753,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST,Food waste (Tonnes),[],14,Eastern Africa,Region,14,Eastern Africa,,,True,2019,2019,,,_T,62963781.41023,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],1,World,Region,1,World,,,True,2019,2019,,,FWS_HHS,569007855.9533,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],2,Africa,Region,2,Africa,,,True,2019,2019,,,FWS_HHS,143927911.95641,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],4,Afghanistan,Country,4,Afghanistan,,,True,2019,2019,,,FWS_HHS,3109152.67104,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Very Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],5,South America,Region,5,South America,,,True,2019,2019,,,FWS_HHS,28233968.89021,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],8,Albania,Country,8,Albania,,,True,2019,2019,,,FWS_HHS,238491.7727,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],9,Oceania,Region,9,Oceania,,,True,2019,2019,,,FWS_HHS,3926866.98184,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],11,Western Africa,Region,11,Western Africa,,,True,2019,2019,,,FWS_HHS,56750560.27358,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],12,Algeria,Country,12,Algeria,,,True,2019,2019,,,FWS_HHS,3918528.68,Float,,,T,,,E,Food Waste Index Report 2021 / WESR,,Very Low Confidence,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],13,Central America,Region,13,Central America,,,True,2019,2019,,,FWS_HHS,15774419.58244,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 +AG_FOOD_WST,Food waste (Tonnes),AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_HHS,Food waste (Tonnes) [Food Waste Sector = Households],['FOOD_WASTE_SECTOR'],14,Eastern Africa,Region,14,Eastern Africa,,,True,2019,2019,,,FWS_HHS,44299890.89842,Float,,,T,,,N,Food Waste Index Report 2021 / WESR,,,G,A,Published,2023.Q2.G.01 diff --git a/scripts/un/sdg/testdata/test_schema/measurement_method.mcf b/scripts/un/sdg/testdata/test_schema/measurement_method.mcf new file mode 100644 index 0000000000..ea653c6276 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/measurement_method.mcf @@ -0,0 +1,10 @@ + +Node: dcid:SDG_N_A_G +typeOf: dcs:SDG_MeasurementMethodEnum +name: "SDG_N_A_G" +description: "SDG Measurement Method: [Nature = Non-relevant | Obs Status = Normal value | Reporting Type = Global]" + +Node: dcid:SDG_E_A_G +typeOf: dcs:SDG_MeasurementMethodEnum +name: "SDG_E_A_G" +description: "SDG Measurement Method: [Nature = Estimated data | Obs Status = Normal value | Reporting Type = Global]" diff --git a/scripts/un/sdg/testdata/test_schema/schema.mcf b/scripts/un/sdg/testdata/test_schema/schema.mcf new file mode 100644 index 0000000000..29d3743f89 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/schema.mcf @@ -0,0 +1,33 @@ + +Node: dcid:sdg_foodWasteSector +typeOf: schema:Property +domainIncludes: dcs:Thing +rangeIncludes: dcs:SDG_FoodWasteSectorEnum +name: "Food Waste Sector" +isProvisional: dcs:True + +Node: dcid:SDG_FoodWasteSectorEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "FoodWasteSectorEnum" +isProvisional: dcs:True + +Node: dcid:SDG_FoodWasteSectorEnum_FWS_HHS +typeOf: dcs:SDG_FoodWasteSectorEnum +name: "Households" +isProvisional: dcs:True + +Node: dcid:SDG_FoodWasteSectorEnum_FWS_MNFC +typeOf: dcs:SDG_FoodWasteSectorEnum +name: "Manufacturing" +isProvisional: dcs:True + +Node: dcid:SDG_FoodWasteSectorEnum_FWS_OOHC +typeOf: dcs:SDG_FoodWasteSectorEnum +name: "Out-of-home consumption" +isProvisional: dcs:True + +Node: dcid:SDG_FoodWasteSectorEnum_FWS_RTL +typeOf: dcs:SDG_FoodWasteSectorEnum +name: "Retail" +isProvisional: dcs:True diff --git a/scripts/un/sdg/testdata/test_schema/sdg.textproto b/scripts/un/sdg/testdata/test_schema/sdg.textproto new file mode 100644 index 0000000000..b071d8c252 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/sdg.textproto @@ -0,0 +1,45 @@ +spec: { + pop_type: "SDG_SI_POV_DAY1" + obs_props { mprop: "value" } + vertical: "SDG_1.1.1" +} +spec: { + pop_type: "SDG_SI_POV_EMP1" + obs_props { mprop: "value" } + vertical: "SDG_1.1.1" +} +spec: { + pop_type: "SDG_SI_POV_NAHC" + obs_props { mprop: "value" } + vertical: "SDG_1.2.1" +} +spec: { + pop_type: "SDG_SD_MDP_MUHC" + obs_props { mprop: "value" } + vertical: "SDG_1.2.2" +} +spec: { + pop_type: "SDG_SD_MDP_ANDI" + obs_props { mprop: "value" } + vertical: "SDG_1.2.2" +} +spec: { + pop_type: "SDG_SD_MDP_MUHHC" + obs_props { mprop: "value" } + vertical: "SDG_1.2.2" +} +spec: { + pop_type: "SDG_SD_MDP_CSMP" + obs_props { mprop: "value" } + vertical: "SDG_1.2.2" +} +spec: { + pop_type: "SDG_SD_MDP_ANDIHH" + obs_props { mprop: "value" } + vertical: "SDG_1.2.2" +} +spec: { + pop_type: "SDG_SI_COV_MATNL" + obs_props { mprop: "value" } + vertical: "SDG_1.3.1" +} diff --git a/scripts/un/sdg/testdata/test_schema/series.mcf b/scripts/un/sdg/testdata/test_schema/series.mcf new file mode 100644 index 0000000000..f0045f3f82 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/series.mcf @@ -0,0 +1,36 @@ + +Node: dcid:SDG_SD_MDP_ANDI +name: "Average proportion of deprivations for people multidimensionally poor" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SD_MDP_ANDIHH +name: "Average share of weighted deprivations of total households" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SD_MDP_CSMP +name: "Proportion of children living in child-specific multidimensional poverty" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SD_MDP_MUHC +name: "Proportion of population living in multidimensional poverty" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SD_MDP_MUHHC +name: "Proportion of households living in multidimensional poverty" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SI_COV_MATNL +name: "Proportion of mothers with newborns receiving maternity cash benefit" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SI_POV_DAY1 +name: "Proportion of population below international poverty line" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SI_POV_EMP1 +name: "Employed population below international poverty line, by sex and age" +typeOf: dcs:SDG_Series + +Node: dcid:SDG_SI_POV_NAHC +name: "Proportion of population living below the national poverty line" +typeOf: dcs:SDG_Series diff --git a/scripts/un/sdg/testdata/test_schema/sv.mcf b/scripts/un/sdg/testdata/test_schema/sv.mcf new file mode 100644 index 0000000000..1d973b73c7 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/sv.mcf @@ -0,0 +1,17 @@ + +Node: dcid:sdg/AG_FOOD_WST +typeOf: dcs:StatisticalVariable +measuredProperty: dcs:value +name: "Food waste" +populationType: dcs:SDG_AG_FOOD_WST +statType: dcs:measuredValue +footnote: "Includes data from the following sources: Food Waste Index Report 2021 / WESR" + +Node: dcid:sdg/AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_HHS +typeOf: dcs:StatisticalVariable +measuredProperty: dcs:value +name: "Food waste [Households]" +populationType: dcs:SDG_AG_FOOD_WST +statType: dcs:measuredValue +sdg_foodWasteSector: dcs:SDG_FoodWasteSectorEnum_FWS_HHS +footnote: "Includes data from the following sources: Food Waste Index Report 2021 / WESR" diff --git a/scripts/un/sdg/testdata/test_schema/unit.mcf b/scripts/un/sdg/testdata/test_schema/unit.mcf new file mode 100644 index 0000000000..4547609251 --- /dev/null +++ b/scripts/un/sdg/testdata/test_schema/unit.mcf @@ -0,0 +1,4 @@ + +Node: dcid:SDG_T +typeOf: dcs:SDG_UnitOfMeasure +name: "Tonnes" diff --git a/scripts/un/sdg/util.py b/scripts/un/sdg/util.py new file mode 100644 index 0000000000..ed63058fcb --- /dev/null +++ b/scripts/un/sdg/util.py @@ -0,0 +1,344 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Shared util functions and constants.''' +import math +import re + +# SDMX indicator for 'total' value in dimension. +TOTAL = '_T' + +# Splits the series code from constraint properties in SDG variable codes. +SDG_CODE_SEPARATOR = '@' + +# Used to split the series code from constraint properties in stat var dcids. +SV_CODE_SEPARATOR = '.' + +SERIES_TEMPLATE = ''' +Node: dcid:{dcid} +name: "{description}" +typeOf: dcs:SDG_Series +''' +PROPERTY_TEMPLATE = ''' +Node: dcid:sdg_{dcid} +typeOf: schema:Property +domainIncludes: dcs:Thing +rangeIncludes: dcs:SDG_{enum} +name: "{name}" +isProvisional: dcs:True +''' +ENUM_TEMPLATE = ''' +Node: dcid:SDG_{enum} +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "{enum}" +isProvisional: dcs:True +''' +VALUE_TEMPLATE = ''' +Node: dcid:SDG_{enum}_{dcid} +typeOf: dcs:SDG_{enum} +name: "{name}" +isProvisional: dcs:True +''' +SV_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:StatisticalVariable +measuredProperty: dcs:value +name: {name} +populationType: dcs:{popType} +statType: dcs:measuredValue{cprops}{footnote} +''' +MMETHOD_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:SDG_MeasurementMethodEnum +name: "{dcid}" +description: "{description}" +''' +UNIT_TEMPLATE = ''' +Node: dcid:{dcid} +typeOf: dcs:SDG_UnitOfMeasure +name: "{name}" +''' + +# Use existing properties. +# TODO: Also map enums to existing nodes. +MAPPED_DIMENSIONS = { + 'AGE': 'age', + 'CAUSE_OF_DEATH': 'causeOfDeath', + 'DISABILITY_STATUS': 'disabilityStatus', + 'EDUCATION_LEV': 'educationalAttainment', +} + +# Shared dimensions across all input csv files. +BASE_DIMENSIONS = { + 'SERIES_CODE', 'SERIES_DESCRIPTION', 'VARIABLE_CODE', + 'VARIABLE_DESCRIPTION', 'VARIABLE_ACTIVE_DIMS', 'GEOGRAPHY_CODE', + 'GEOGRAPHY_NAME', 'GEOGRAPHY_TYPE', 'GEO_AREA_CODE', 'GEO_AREA_NAME', + 'CITIES', 'SAMPLING_STATIONS', 'IS_LATEST_PERIOD', 'TIME_PERIOD', + 'TIME_DETAIL', 'TIME_COVERAGE', 'FREQ', 'OBS_VALUE', 'VALUE_TYPE', + 'UPPER_BOUND', 'LOWER_BOUND', 'UNIT_MEASURE', 'UNIT_MULT', 'BASE_PERIOD', + 'NATURE', 'SOURCE', 'GEO_INFO_URL', 'FOOT_NOTE', 'REPORTING_TYPE', + 'OBS_STATUS', 'RELEASE_STATUS', 'RELEASE_NAME' +} + +# Series where zero should be treated as null and dropped (curated by UN). +ZERO_NULL = { + 'SE_ACS_CMPTR', + 'SE_ACS_H2O', + 'SE_AGP_CPRA', + 'SE_ALP_CPLR', + 'SE_AWP_CPRA', + 'SE_ACC_HNDWSH', + 'SE_INF_DSBL', + 'SE_TOT_CPLR', + 'SE_TRA_GRDL', + 'SE_ACS_INTNT', +} + +# Footnote text indicated that a zero point should be treated as null and dropped. +ZERO_NULL_TEXT = 'This data point is NIL for the submitting nation.' + +# Variables that should be dropped due to outlier values (curated by UN). +# TODO: Follow up with UN. +DROP_VARIABLE = {'VC_DTH_TOTPT'} + +# Series that should be dropped due to outlier values (curated by UN). +# TODO: Follow up with UN. +DROP_SERIES = { + 'TX_IMP_GBMRCH', + 'TX_EXP_GBMRCH', + 'TX_IMP_GBSVR', + 'TX_EXP_GBSVR', + 'SH_SAN_SAFE', + 'AG_PRD_XSUBDY', +} + +# Map of input title text to output formatted text. +TITLE_MAPPINGS = { + 'Education level': 'education', + 'Frequency of Chlorophyll-a concentration': 'frequency', + 'Report Ordinal': 'ordinal', + 'Grounds of discrimination': 'discrimination', + 'Deviation Level': 'deviation' +} + +# List of substrings to be deleted from titles. +TITLE_DELETIONS = [ + 'Age = ', + 'Name of non-communicable disease = ', + 'Substance use disorders = ', + 'Quantile = ', + 'Type of skill = Skill: ', + 'Type of skill = ', + 'Sex = ', + 'Land cover = ', + 'Level/Status = ', + 'Policy instruments = ', + 'Type of product = ', + 'Type of waste treatment = ', + 'Activity = ', + 'Type of renewable technology = ', + 'Location = ', + 'Level_of_government = ', + 'Fiscal intervention stage = ', + 'Name of international institution = ', + 'Policy Domains = ', + 'Mode of transportation = ', + 'Food Waste Sector = ', +] + +# Map of input title text to output replacement text. +TITLE_REPLACEMENTS = { + '24 to 59 months old': '2 to 5 years old', + '36 to 47 months old': '3 to 4 years old', + '36 to 59 months old': '3 to 5 years old', + '12 to 23 months': '1 to 2 years old', + '24 to 35 months': '2 to 3 years old', + '36 to 47 months old': '3 to 4 years old', + '48 to 59 months': '4 to 5 years old' +} + + +def format_description(s): + '''Formats input with curated style. + + Args: + s: Input string. + + Returns: + Curated string. + ''' + # Remove <=2 levels of (). + formatted = re.sub('\((?:[^)(]|\([^)(]*\))*\)', '', s) + # Remove <=2 levels of []. + formatted = re.sub('\[(?:[^)(]|\[[^)(]*\])*\]', '', formatted) + # Remove references indicated by 'million USD'. + formatted = formatted.split(', million USD')[0] + # Remove extra spaces. + formatted = formatted.replace(' , ', ', ').replace(' ', ' ').strip() + # Remove trailing commas. + if formatted[-1] == ',': + formatted = formatted[:-1] + # Replace 100,000 with 100K. + formatted = formatted.replace('100,000', '100K') + # Remove some apostrophe. + formatted = formatted.replace("Developing countries’", + 'Developing countries') + # Replace DRR with Disaster Risk Reduction. + formatted = formatted.replace('DRR', 'Disaster Risk Reduction') + # Make ascii. + return formatted.replace('Â', + '').replace('’', '\'').replace('₂', '2').replace( + '\xa0', ' ').replace('−', '-') + + +def is_float(element): + '''Checks if value can be interpreted as float. + + Args: + element: Input. + + Returns: + Whether the value can be cast as a float. + ''' + if element is None: + return False + try: + float(element) + return True + except ValueError: + return False + + +def is_valid(v): + '''Checks if value should be included in csv. + + Args: + v: Input. + + Returns: + Whether the value can be used. + ''' + try: + return not math.isnan(float(v)) + except ValueError: + return v and not v == 'nan' + + +def curate_pvs(text, mappings): + '''Curates PVs based on custom mappings. + + Example: '[Deviation Level = Extreme (75-100%)]' + -> '[Extreme deviation (75-100%)]' + + Args: + text: Input text. + mappings: Custom mappings. + + Returns: + Formatted text. + ''' + pairs = text[1:-1].split('|') + new_pairs = [] + for pair in pairs: + new_pair = '' + pv = pair.split('=') + p, v = pv[0].strip(), pv[1].strip() + if p in mappings: + v_components = v.split('(') + v_main = v_components[0].strip() + + # Don't repeat 'education'. + if p == 'Education level' and 'education' in v_main: + new_pair = v_main + + else: + new_pair = v_main + ' ' + mappings[p] + + # Keep () on the right. + if len(v_components) > 1: + new_pair += ' (' + v_components[1].strip() + + new_pairs.append(new_pair) + else: + new_pairs.append(pair.strip()) + return '[' + ', '.join(new_pairs) + ']' + + +def format_variable_description(variable, series): + '''Curates variable descriptions. + + Args: + variable: Full variable description. + series: Series portion of description. + + Returns: + Formatted description. + ''' + head = format_description(series) + pvs = series.join(variable.split(series)[1:]).strip() + if not pvs: + return head + + # Remove ISIC code. + pvs = re.sub(r'\(ISIC[^)]*\)', '', pvs) + + # Remove isco code. + pvs = re.sub(r'\(isco[^)]*\)', '', pvs) + + # Custom text formatting. + pvs = curate_pvs(pvs, TITLE_MAPPINGS) + + # Custom replacements. + for s in TITLE_DELETIONS: + pvs = pvs.replace(s, '') + for s in TITLE_REPLACEMENTS: + pvs = pvs.replace(s, TITLE_REPLACEMENTS[s]) + + return head + ' ' + pvs + + +def format_variable_code(code): + '''Curates variable codes with URL-safe encoding. + + Args: + code: Input code. + + Returns: + Formatted code. + ''' + return code.replace(SDG_CODE_SEPARATOR, SV_CODE_SEPARATOR).replace(' ', '') + + +def format_title(s): + '''Formats string as title. + + Args: + s: Input string. + + Returns: + Formatted string. + ''' + return s.replace('_', ' ').title() + + +def format_property(s): + '''Formats string as property. + + Args: + s: Input string. + + Returns: + Formatted string. + ''' + return format_title(s).replace(' ', '') diff --git a/scripts/un/sdg/util_test.py b/scripts/un/sdg/util_test.py new file mode 100644 index 0000000000..712342f359 --- /dev/null +++ b/scripts/un/sdg/util_test.py @@ -0,0 +1,78 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Tests for util.py. + +Usage: python3 -m unittest discover -v -s ../ -p "util_test.py" +''' +import os +import sys +import unittest + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) +from un.sdg import util + + +class UtilTest(unittest.TestCase): + + def test_format_description(self): + self.assertEqual( + util.format_description( + 'Indicator of Food Price Anomalies (IFPA), by Consumer Food Price Index' + ), + 'Indicator of Food Price Anomalies, by Consumer Food Price Index') + + def test_is_float(self): + self.assertTrue(util.is_float(7.28)) + self.assertFalse(util.is_float('NA')) + + def test_is_valid(self): + self.assertFalse(util.is_valid(float('nan'))) + self.assertFalse(util.is_valid('')) + + def test_curate_pvs(self): + self.assertEqual( + util.curate_pvs( + '[Age = 15 years old and over | Education level = Primary education or less]', + util.TITLE_MAPPINGS), + '[Age = 15 years old and over, Primary education or less]') + self.assertEqual( + util.curate_pvs('[Deviation Level = Extreme (75-100%)]', + util.TITLE_MAPPINGS), + '[Extreme deviation (75-100%)]') + + def test_format_variable_description(self): + self.assertEqual( + util.format_variable_description( + 'Food waste (Tonnes) [Food Waste Sector = Households]', + 'Food waste (Tonnes)'), 'Food waste [Households]') + + def test_format_variable_code(self): + self.assertEqual( + util.format_variable_code( + 'AG_FOOD_WST@FOOD_WASTE_SECTOR--FWS_OOHC'), + 'AG_FOOD_WST.FOOD_WASTE_SECTOR--FWS_OOHC') + + def test_format_title(self): + self.assertEqual(util.format_title('FOOD_WASTE_SECTOR'), + 'Food Waste Sector') + + def test_format_property(self): + self.assertEqual(util.format_property('FOOD_WASTE_SECTOR'), + 'FoodWasteSector') + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/us_bjs/nps/NPS_1978-2018_Data.tsv b/scripts/us_bjs/nps/NPS_1978-2021_Data.tsv similarity index 78% rename from scripts/us_bjs/nps/NPS_1978-2018_Data.tsv rename to scripts/us_bjs/nps/NPS_1978-2021_Data.tsv index 1862d0f8e5..e9be90d0d6 100644 --- a/scripts/us_bjs/nps/NPS_1978-2018_Data.tsv +++ b/scripts/us_bjs/nps/NPS_1978-2021_Data.tsv @@ -1,2215 +1,2377 @@ -YEAR STATEID STATE REGION CUSGT1M CUSGT1F CUSLT1M CUSLT1F CUSUNSM CUSUNSF CUSTOTM CUSTOTF CUSGT1T CUSLT1T CUSUNST CUSTOTT CNOPRIVM CNOPRIVF CWPRIVM CWPRIVF JURGT1M JURGT1F JURLT1M JURLT1F JURUNSM JURUNSF JURTOTM JURTOTF PVINM PVINF PVOTHM PVOTHF PVINCLM PVINCLF LFM LFF LFINCLM LFINCLF LFCROWDM LFCROWDF LFCRSTM LFCRSTF LFCRINCM LFCRINCF FEDM FEDF OTHSTM OTHSTF FACINCLM FACINCLF FACROWDM FACROWDF WHITEM WHITEF BLACKM BLACKF HISPM HISPF AIANM AIANF ASIANM ASIANF NHPIM NHPIF APIM APIF TWORACEM TWORACEF ADDRACEM ADDRACEF UNKRACEM UNKRACEF TOTRACEM TOTRACEF NOTHISPM NOTHISPF UNKHISPM UNKHISPF TOTHCATM TOTHCATF COMMITM COMMITF PARNEWM PARNEWF PARNOM PARNOF ADCRNEWM ADCRNEWF ADCRNOM ADCRNOF ADTRANSM ADTRANSF ADAWOLM ADAWOLF ADESCAPM ADESCAPF ADAWESM ADAWESF ADRETM ADRETF ADOTHM ADOTHF ADTOTM ADTOTF RLUNEXPM RLUNEXPF RLUNCOMM RLUNCOMF RLUNOTHM RLUNOTHF RLCOPROM RLCOPROF RLCOSUPM RLCOSUPF RLCODPM RLCODPF RLCOOTHM RLCOOTHF RLDEATHM RLDEATHF RLAWOLM RLAWOLF RLESCAPM RLESCAPF RLAWESM RLAWESF RLTRANM RLTRANF RLBONDM RLBONDF RLOTHM RLOTHF RLTOTM RLTOTF FLOJANM FLOJANF FLOADMM FLOADMF FLORLM FLORLF FLODECM FLODECF CAPRATEM CAPRATEF CAPOPM CAPOPF CAPDESM CAPDESF CAPRATET CAPOPT CAPDEST HIVTEST HIVINC HIVCUR HIVREL HIVRAN HIVCERT HIVHIGH HIVREQ HIVORD HIVCLIN HIVINCID HIVOTH HIVNOCUS HIVCUSME ADHIVTST CONSTYPE HIVEXTST HIVASYMM HIVASYMF HIVASYMT HIVLESSM HIVLESSF HIVLESST AIDSCONM AIDSCONF AIDSCONT HIVATOTM HIVATOTF HIVATOTT CUSLT18M CUSLT18F CUSCTZNM CUSCTZNF NCITZTOTM NCITZTOTF NCITZGT1M NCITZGT1F NCITZLE1M NCITZLE1F NCITZUNSM NCITZUNSF NCITZSELF NCITZDOCS NCITZVERIF DTHEXECM DTHEXECF DTHILLNM DTHILLNF DTHAIDSM DTHAIDSF DTHSUICM DTHSUICF DTHACCM DTHACCF DTHHOMIM DTHHOMIF DTHHOMOM DTHHOMOF DTHPERSM DTHPERSF DTHOTHM DTHOTHF DTHTOTM DTHTOTF HANDLEM HANDLEF -1978 1 AL 3 -2 -2 -2 -2 -2 -2 -2 -2 4242 44 0 4286 -1 -1 -1 -1 5285 244 83 13 0 0 5368 257 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1331 9 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 2097 100 3116 158 0 0 0 0 -1 -1 -1 -1 0 1 -1 -1 -9 -9 0 0 5213 259 5213 259 0 0 -1 -1 2115 148 0 0 150 5 0 0 0 0 0 0 0 0 227 16 -1 -1 0 0 139 15 2631 184 1028 44 0 0 42 2 60 2 0 0 1425 90 0 0 -1 -1 0 0 239 19 -1 -1 0 0 13 1 0 0 2823 161 5322 223 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 7 3 -1 -1 2 0 1 0 -1 -1 -1 -1 6 0 0 0 -1 -1 -9 -9 -1978 2 AK 4 -2 -2 -2 -2 -2 -2 -2 -2 333 63 159 555 -1 -1 -1 -1 468 22 57 6 153 6 678 34 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 441 22 176 9 -9 -9 54 3 -1 -1 -1 -1 0 0 -1 -1 -9 -9 7 0 678 34 -9 -9 678 34 -1 -1 226 8 0 0 24 0 0 0 0 0 17 2 0 0 3 0 -1 -1 0 0 0 0 270 10 0 0 0 0 0 0 0 0 124 6 105 0 0 0 -1 -1 0 0 3 0 -1 -1 81 3 0 0 0 0 313 9 511 21 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -8 -8 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 -1978 4 AZ 4 -2 -2 -2 -2 -2 -2 -2 -2 3206 6 0 3212 -1 -1 -1 -1 3270 180 5 1 0 0 3275 181 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 2478 124 641 42 874 38 91 6 -1 -1 -1 -1 5 6 -1 -1 -9 -9 60 3 3275 181 2341 134 60 9 -1 -1 1173 108 69 3 55 3 163 0 44 2 30 0 208 8 32 10 -1 -1 0 0 0 0 1774 134 23 2 8 5 0 0 138 25 162 58 155 12 734 21 -1 -1 212 9 29 8 -1 -1 77 0 0 0 0 0 1546 141 3042 187 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 3 1 -1 -1 0 0 0 0 -1 -1 -1 -1 5 0 0 0 -1 -1 -9 -9 -1978 5 AR 3 -2 -2 -2 -2 -2 -2 -2 -2 2510 76 0 2586 -1 -1 -1 -1 2480 98 73 3 0 0 2553 101 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 1207 45 1304 49 0 0 0 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 0 0 2511 94 2511 94 0 0 -1 -1 1300 75 151 9 302 18 98 3 0 0 3 0 0 0 14 0 -1 -1 0 0 0 2 1868 107 142 4 0 0 0 0 0 0 0 0 1265 96 69 5 -1 -1 0 0 13 1 -1 -1 16 0 18 1 278 0 1801 107 2371 91 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 -1978 6 CA 4 -2 -2 -2 -2 -2 -2 -2 -2 19550 0 1775 21325 -1 -1 -1 -1 18703 847 0 0 1475 300 20178 1147 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 12968 732 6743 379 -9 -9 193 29 -1 -1 -1 -1 165 5 -1 -1 -9 -9 109 2 20178 1147 -9 -9 20178 1147 -1 -1 8753 572 1538 36 972 39 0 0 0 0 304 73 0 0 127 5 -1 -1 0 0 0 0 11694 725 124 8 0 0 68 12 0 0 0 0 8783 427 0 0 -1 -1 0 0 128 4 -1 -1 293 81 0 0 219 16 9658 549 16667 671 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 43 1 -1 -1 -9 -9 -1978 8 CO 4 -2 -2 -2 -2 -2 -2 -2 -2 2452 12 0 2464 -1 -1 -1 -1 2408 66 11 1 0 0 2419 67 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 1862 46 533 18 677 13 16 2 -1 -1 -1 -1 8 1 -1 -1 -9 -9 0 0 2419 67 1742 54 0 0 -1 -1 1104 47 81 0 208 11 0 0 5 0 15 0 0 0 40 2 -1 -1 5 4 0 0 1458 64 111 3 0 0 26 0 132 15 0 0 916 48 0 0 -1 -1 0 0 70 3 -1 -1 24 1 14 0 0 0 1302 70 2252 72 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 0 0 -1 -1 4 0 0 0 -1 -1 -1 -1 2 0 3 0 -1 -1 -9 -9 -1978 9 CT 1 -2 -2 -2 -2 -2 -2 -2 -2 1804 409 907 3120 -1 -1 -1 -1 1788 75 381 38 875 32 3044 145 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 2007 69 1351 60 443 10 2 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 0 0 3360 129 2917 119 0 0 -1 -1 1497 103 0 0 0 0 336 18 0 0 109 16 0 0 18 6 -1 -1 0 0 0 0 1960 143 436 31 45 3 0 0 0 0 0 0 1024 112 0 0 -1 -1 0 0 21 7 -1 -1 35 2 0 0 0 0 1561 155 1705 71 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 -1978 10 DE 3 -2 -2 -2 -2 -2 -2 -2 -2 823 124 183 1130 -1 -1 -1 -1 957 48 127 10 177 6 1261 64 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 555 25 706 39 -9 -9 0 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 0 0 1261 64 -9 -9 1261 64 -1 -1 311 22 1 0 5 0 0 0 0 0 26 0 0 0 26 0 -1 -1 0 0 292 10 661 32 5 0 0 1 12 5 0 0 91 4 129 7 0 0 -1 -1 0 0 52 2 -1 -1 104 1 0 0 87 5 483 25 779 41 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 3 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 -1978 11 DC 3 -2 -2 -2 -2 -2 -2 -2 -2 2530 264 70 2864 -1 -1 -1 -1 2478 52 240 24 66 4 2784 80 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 84 5 2672 54 -9 -9 0 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 28 1 2784 60 -9 -9 2784 60 -1 -1 2424 134 144 5 25 0 48 0 8 0 600 30 191 16 3 0 -1 -1 0 0 0 0 3443 185 474 12 0 0 0 0 0 0 279 8 726 40 0 0 -1 -1 193 19 3 0 -1 -1 1469 96 0 0 4 0 3160 175 2195 42 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -8 -8 5 0 -1 -1 2 0 0 0 -1 -1 -1 -1 5 0 0 0 -1 -1 -9 -9 -1978 12 FL 3 -2 -2 -2 -2 -2 -2 -2 -2 20188 189 0 20377 -1 -1 -1 -1 20387 856 185 8 0 0 20572 864 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 376 15 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 9775 303 10156 534 -9 -9 0 0 -1 -1 -1 -1 5 0 -1 -1 -9 -9 0 0 19936 837 -9 -9 19936 837 -1 -1 6078 293 335 16 519 25 138 7 215 10 0 0 0 0 493 24 -1 -1 701 34 0 0 8479 409 1087 66 1 0 0 0 0 0 1686 102 2893 176 0 0 -1 -1 0 0 481 29 -1 -1 0 0 695 52 399 24 7291 450 18563 870 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 25 1 -1 -1 16 0 0 0 -1 -1 -1 -1 8 0 0 0 -1 -1 -9 -9 -1978 13 GA 3 -2 -2 -2 -2 -2 -2 -2 -2 10833 484 0 11317 -1 -1 -1 -1 10336 497 426 58 0 0 10762 555 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 4308 219 6498 329 3 1 0 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 46 3 10852 551 0 0 10849 550 -1 -1 4688 315 0 0 0 0 348 11 0 0 0 0 0 0 346 23 -1 -1 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214 5358 924 361691 46255 975299 70516 336097 44785 361691 46255 949696 68849 -8 -8 -8 -8 -8 -8 -1 -1 -1 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 258 13 -1 -1 887472 53384 24188 749499 58307 -1 -1 -1 -1 -1 -1 32426 896 -1 -1 -1 -1 -1 -1 -1 -1 -1 22543 1645 -8 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 +2021 70 US 5 938335 66837 10746 1812 19243 1481 968324 70130 -1 -1 -1 -1 957148 69949 1047768 76061 1084717 78948 14695 2678 19592 1462 1120973 83349 69581 3816 21039 2296 -8 -8 59372 6027 -8 -8 -1 -1 -1 -1 -1 -1 1608 80 3453 193 -8 -8 -1 -1 424265 49306 446811 17521 206471 11249 18184 2719 7809 654 2386 255 -1 -1 1599 148 7304 584 1778 277 1116607 82713 -1 -1 -1 -1 -1 -1 260438 37144 19619 1743 44119 5143 12707 935 27638 2745 854 85 294 91 769 203 -1 -1 2345 202 4770 707 374264 49038 99408 11972 867 200 1282 158 46537 7514 86784 8328 124421 16172 19592 3522 5027 180 184 65 715 163 -1 -1 2420 297 2939 214 6742 1090 397649 49935 1107391 80090 374265 49037 397649 49935 1083998 78995 -8 -8 -8 -8 -8 -8 -1 -1 -1 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 278 14 -1 -1 1019333 77415 25610 871347 68320 -1 -1 -1 -1 -1 -1 55568 1785 -1 -1 -1 -1 -1 -1 -1 -1 -1 23918 1692 -8 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 +2021 99 FE 6 115583 7951 1958 279 8851 355 126392 8585 -1 -1 -1 -1 126392 8585 145661 10881 134302 10146 2279 325 9784 478 146365 10949 0 0 19269 2296 1 1 684 67 1 1 -1 -1 -1 -1 -1 -1 0 0 0 0 -8 -8 -1 -1 42412 5048 55441 1784 43395 3418 3252 392 1957 213 0 0 -1 -1 0 0 0 0 0 0 146457 10855 -1 -1 -1 -1 -1 -1 32038 3947 129 13 0 0 5766 281 0 0 235 11 0 0 0 0 -1 -1 0 0 0 0 38168 4252 33801 3489 0 0 0 0 0 0 14 0 130 0 0 0 392 18 0 0 0 0 -1 -1 237 7 0 0 1384 166 35958 3680 132092 9574 38168 4252 35958 3680 134302 10146 124151 11010 -8 -8 -8 -8 -1 -1 -1 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 20 1 -1 -1 131861 24031 1422 121848 10013 -1 -1 -1 -1 -1 -1 23142 889 -1 -1 -1 -1 -1 -1 -1 -1 -1 1375 47 3 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 diff --git a/scripts/us_bjs/nps/import.config b/scripts/us_bjs/nps/import.config index e814fbfaeb..f77db8a821 100644 --- a/scripts/us_bjs/nps/import.config +++ b/scripts/us_bjs/nps/import.config @@ -1,13 +1,15 @@ import: { - import_name: "NationalPrisonerStatisticsImport6" - provenance_url: "https://www.icpsr.umich.edu/web/NACJD/studies/37639" - provenance_description: "Yearly data on national prisoner statistics in USA from the Bureau of Justice Statistics" - # Path to the resolved MCF. Can be a repeated field. - mcf_url: "gs://resolved_mcf/external_tables/NationalPrisonerStatisticsImport7/nodes.mcf-00000-of-00001" - # First date of imported data. - start_date: "1978" - # Last date of imported data. - end_date: "2018" - # Source data release schedule. - update_frequency: "P1Y" + import_name: "USNationalPrisonerStatistics" + provenance_url: "https://www.bjs.gov/index.cfm?ty=dcdetail&iid=269" + category: STATS + mcf_proto_url: "gs://resolved_mcf/us_nps/20231120/graph.tfrecord-00000-of-00001.gz" + import_groups: "infrequent" + import_groups: "frequent" + start_date_in_kg: "1978" + end_date_in_kg: "2021" + release_frequency: "P1Y" + table { + mapping_path: "gs://unresolved_mcf/us_nps/20231120/national_prison_stats.tmcf" + csv_path: "gs://unresolved_mcf/us_nps/20231120/national_prison_stats.csv" + } } \ No newline at end of file diff --git a/scripts/us_bjs/nps/import_data.py b/scripts/us_bjs/nps/import_data.py index 10ab0894a3..c06084683c 100644 --- a/scripts/us_bjs/nps/import_data.py +++ b/scripts/us_bjs/nps/import_data.py @@ -6,44 +6,23 @@ FLAGS = flags.FLAGS flags.DEFINE_string('input_file', - 'NPS_1978-2018_Data.tsv', + 'NPS_1978-2021_Data.tsv', 'file path to tsv file with import data', short_name='i') AGGREGATE_COLUMNS = [ - "Count_Person_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction", - "Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction", - "Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction", - "Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction", - "Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody", - "Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody", - "Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody", - "Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody", - "Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction", - "Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction" + "dc/lnp5g90fwpct8", "dc/03l0q0wyqrk39", "dc/hxsdmw575en24", + "dc/wp843855b1r4c", "dc/0tn58fc77r0z6", "dc/zdb0f7sj2419d", + "dc/fs27m9j4vpvc7", "dc/yksgwhwsbtv9c", "dc/510pv6eq2vtw7", + "dc/rmwl11tzy7vkh", "dc/67ttwfn9dswch", "dc/xewq6n5r3nzch", + "dc/3s7lndm5j3wp4", "dc/tn5kxlgy0shl4", "dc/jte92xq8qsgtd", + "dc/80wsxnfj3secc", "dc/nz8kmke5yqvn", "dc/jtf63bh66k41g", + "dc/3kk4xws30zxlb", "dc/62pg70d2beyh9", "dc/ljrjkp31x9ny2", + "dc/g68w8e5hk1w2b", "dc/y01295f7b38n1", "dc/e3jblh1b616b5", + "dc/n92hgh8ned7k5", "dc/qgv9d3frn35qc", "dc/r5ebll5x2zxfg", + "dc/0mz1rg7mm3y66", "dc/91vy0sf20wlg9", "dc/b3jgznxenlrm2", + "dc/ryhy4qxqv6hg6", "dc/x0l8799rm6xg4", "dc/eergc1rzgq61b", + "dc/z6w4rxbxb4eg8" ] FILENAME = 'national_prison_stats' diff --git a/scripts/us_bjs/nps/national_prison_stats.csv b/scripts/us_bjs/nps/national_prison_stats.csv index 94223da2f1..c9c2f1b9ec 100644 --- a/scripts/us_bjs/nps/national_prison_stats.csv +++ b/scripts/us_bjs/nps/national_prison_stats.csv @@ -1,4 +1,4 @@ -GeoId,YEAR,Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_Under18_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_HispanicOrLatino_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_JudicialExecution_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_Male_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_InState_Male_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody,Count_Person_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction,Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody +GeoId,YEAR,dc/lnp5g90fwpct8,dc/7g8v95ycwgwgg,dc/n11nnhnf54h78,dc/4jqzmk4jtzwnb,dc/2487zfwx2423d,dc/xefh58ckxwk7b,dc/6xg0t3qjdtqn5,dc/4x1jbp34f4085,dc/gb0b3cwxyfsh9,dc/jh0nks36n1jc1,dc/mjqlm4q2efmvh,dc/qnnbzwrjn50jh,dc/shgj6xwg96pp3,dc/6dqm6n76jg2gc,dc/59k03h1hvxp89,dc/q2pgyz35p79l4,dc/pwpgqvlz3zxtc,dc/36d93ckypx3bb,dc/4lq5grhwyrle2,dc/ylynnzg5215wf,dc/7j909grsehbn1,dc/m5ltqeg1src,dc/5s1ytn01dxpn4,dc/wcl0fysjk3cdf,dc/dd1ngpwxrfq8c,dc/10d542rs75l3g,dc/y7jvz4e4ln1w5,dc/nwmssnmerhgq2,dc/z4ej4lkyk7kg3,dc/vhl29th29q708,dc/07rw0lsvkv1ld,dc/c17kzp0zrfkq9,dc/03l0q0wyqrk39,dc/yneg81m4e49z6,dc/ptp31y11913b6,dc/ck1emtds61j27,dc/dxq7vxxwvp7pg,dc/2s9jqlpe84dk,dc/03ewbkyh6zey2,dc/lk9fd4v63ke94,dc/6xlk95n27cn23,dc/28nfbs113meqb,dc/88znpts47dszb,dc/zgct0hgv0l8zf,dc/ep052e5d1p2t4,dc/b0npgpvp37mvf,dc/3zy5zptr0tsmg,dc/z29z7w7ldnwl4,dc/92sfrvdv82jh9,dc/ttms13r578hq9,dc/31mgfjs08le08,dc/xph62e8xwqzl2,dc/hjfp0fkfn6ps1,dc/cb1jtf8j55xx9,dc/3bz5n6t83nqv1,dc/yvzmwphpsbbgf,dc/zh1v0wmmnxzjg,dc/e718gzyclkcq8,dc/y0brw153k6b48,dc/shejk69d4k3fh,dc/7kgw0qhgglyz1,dc/yrtlkk1jxj286,dc/g7yg16710b0x8,dc/t14epl3f66wn,dc/hxsdmw575en24,dc/wp843855b1r4c,dc/0tn58fc77r0z6,dc/zdb0f7sj2419d,dc/fs27m9j4vpvc7,dc/yksgwhwsbtv9c,dc/510pv6eq2vtw7,dc/rmwl11tzy7vkh,dc/67ttwfn9dswch,dc/xewq6n5r3nzch,dc/3s7lndm5j3wp4,dc/tn5kxlgy0shl4,dc/jte92xq8qsgtd,dc/80wsxnfj3secc,dc/nz8kmke5yqvn,dc/jtf63bh66k41g,dc/3kk4xws30zxlb,dc/62pg70d2beyh9,dc/ljrjkp31x9ny2,dc/g68w8e5hk1w2b,dc/y01295f7b38n1,dc/e3jblh1b616b5,dc/n92hgh8ned7k5,dc/qgv9d3frn35qc,dc/r5ebll5x2zxfg,dc/0mz1rg7mm3y66,dc/91vy0sf20wlg9,dc/b3jgznxenlrm2,dc/ryhy4qxqv6hg6,dc/x0l8799rm6xg4,dc/eergc1rzgq61b,dc/z6w4rxbxb4eg8 geoId/01,1978,257.0,100.0,158.0,0.0,0.0,,,,,0.0,3.0,,0.0,0.0,0.0,,0.0,184.0,161.0,244.0,13.0,0.0,,,,,,,,,,,5368.0,2097.0,3116.0,0.0,0.0,,,,,0.0,7.0,,2.0,1.0,6.0,,0.0,2631.0,2823.0,5285.0,83.0,0.0,,,,,,,,,,,5625.0,2197.0,3274.0,0.0,0.0,,,,,0.0,10.0,,2.0,1.0,6.0,,0.0,2815.0,2984.0,5529.0,96.0,0.0,,,,,,,,,, geoId/02,1978,34.0,22.0,9.0,,3.0,,,,,,0.0,,0.0,0.0,0.0,,0.0,10.0,9.0,22.0,6.0,6.0,,,,,,,,,,,678.0,441.0,176.0,,54.0,,,,,,0.0,,0.0,0.0,0.0,,0.0,270.0,313.0,468.0,57.0,153.0,,,,,,,,,,,712.0,463.0,185.0,,57.0,,,,,,0.0,,0.0,0.0,0.0,,0.0,280.0,322.0,490.0,63.0,159.0,,,,,,,,,, geoId/04,1978,181.0,124.0,42.0,38.0,6.0,,,,,0.0,1.0,,0.0,0.0,0.0,,0.0,134.0,141.0,180.0,1.0,0.0,,,,,,,,,,,3275.0,2478.0,641.0,874.0,91.0,,,,,0.0,3.0,,0.0,0.0,5.0,,0.0,1774.0,1546.0,3270.0,5.0,0.0,,,,,,,,,,,3456.0,2602.0,683.0,912.0,97.0,,,,,0.0,4.0,,0.0,0.0,5.0,,0.0,1908.0,1687.0,3450.0,6.0,0.0,,,,,,,,,, @@ -1845,7 +1845,7 @@ geoId/09,2012,1218.0,631.0,376.0,200.0,2.0,9.0,0.0,0.0,,,,,,,,,,510.0,547.0,647. 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a/scripts/us_bjs/nps/national_prison_stats.tmcf b/scripts/us_bjs/nps/national_prison_stats.tmcf index 32f242026e..880d762717 100644 --- a/scripts/us_bjs/nps/national_prison_stats.tmcf +++ b/scripts/us_bjs/nps/national_prison_stats.tmcf @@ -1,767 +1,767 @@ Node: E:national_prison_stats->E2 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/lnp5g90fwpct8 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/lnp5g90fwpct8 Node: E:national_prison_stats->E3 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/7g8v95ycwgwgg measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/7g8v95ycwgwgg Node: E:national_prison_stats->E4 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_BlackOrAfricanAmericanAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/n11nnhnf54h78 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_BlackOrAfricanAmericanAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/n11nnhnf54h78 Node: E:national_prison_stats->E5 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/4jqzmk4jtzwnb measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/4jqzmk4jtzwnb Node: E:national_prison_stats->E6 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AmericanIndianOrAlaskaNativeAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/2487zfwx2423d measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AmericanIndianOrAlaskaNativeAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/2487zfwx2423d Node: E:national_prison_stats->E7 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AsianAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/xefh58ckxwk7b measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AsianAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/xefh58ckxwk7b Node: E:national_prison_stats->E8 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/6xg0t3qjdtqn5 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/6xg0t3qjdtqn5 Node: E:national_prison_stats->E9 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/4x1jbp34f4085 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/4x1jbp34f4085 Node: E:national_prison_stats->E10 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/gb0b3cwxyfsh9 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/gb0b3cwxyfsh9 Node: E:national_prison_stats->E11 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Female_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/jh0nks36n1jc1 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Female_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/jh0nks36n1jc1 Node: E:national_prison_stats->E12 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Female_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/mjqlm4q2efmvh measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Female_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/mjqlm4q2efmvh Node: E:national_prison_stats->E13 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_AIDS_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/qnnbzwrjn50jh measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_AIDS_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/qnnbzwrjn50jh Node: E:national_prison_stats->E14 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Female_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/shgj6xwg96pp3 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Female_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/shgj6xwg96pp3 Node: E:national_prison_stats->E15 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Accidents(UnintentionalInjuries)_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/6dqm6n76jg2gc measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Accidents(UnintentionalInjuries)_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/6dqm6n76jg2gc Node: E:national_prison_stats->E16 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_DeathDueToAnotherPerson_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/59k03h1hvxp89 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_DeathDueToAnotherPerson_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/59k03h1hvxp89 Node: E:national_prison_stats->E17 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Assault(Homicide)_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/q2pgyz35p79l4 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Assault(Homicide)_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/q2pgyz35p79l4 Node: E:national_prison_stats->E18 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Female_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/pwpgqvlz3zxtc measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Female_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/pwpgqvlz3zxtc Node: E:national_prison_stats->E19 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/36d93ckypx3bb measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/36d93ckypx3bb Node: E:national_prison_stats->E20 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/4lq5grhwyrle2 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/4lq5grhwyrle2 Node: E:national_prison_stats->E21 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ylynnzg5215wf measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ylynnzg5215wf Node: E:national_prison_stats->E22 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/7j909grsehbn1 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/7j909grsehbn1 Node: E:national_prison_stats->E23 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/m5ltqeg1src measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/m5ltqeg1src Node: E:national_prison_stats->E24 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/5s1ytn01dxpn4 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/5s1ytn01dxpn4 Node: E:national_prison_stats->E25 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/wcl0fysjk3cdf measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/wcl0fysjk3cdf Node: E:national_prison_stats->E26 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/dd1ngpwxrfq8c measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/dd1ngpwxrfq8c Node: E:national_prison_stats->E27 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_FederallyOperated_Female_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/10d542rs75l3g measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_FederallyOperated_Female_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/10d542rs75l3g Node: E:national_prison_stats->E28 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/y7jvz4e4ln1w5 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/y7jvz4e4ln1w5 Node: E:national_prison_stats->E29 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/nwmssnmerhgq2 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/nwmssnmerhgq2 Node: E:national_prison_stats->E30 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/z4ej4lkyk7kg3 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/z4ej4lkyk7kg3 Node: E:national_prison_stats->E31 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/vhl29th29q708 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/vhl29th29q708 Node: E:national_prison_stats->E32 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +variableMeasured: dcs:dc/07rw0lsvkv1ld measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/07rw0lsvkv1ld Node: E:national_prison_stats->E33 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Female_Incarcerated_Under18_MeasuredBasedOnCustody +variableMeasured: dcs:dc/c17kzp0zrfkq9 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Female_Incarcerated_Under18_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/c17kzp0zrfkq9 Node: E:national_prison_stats->E34 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/03l0q0wyqrk39 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/03l0q0wyqrk39 Node: E:national_prison_stats->E35 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_WhiteAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/yneg81m4e49z6 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_WhiteAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/yneg81m4e49z6 Node: E:national_prison_stats->E36 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ptp31y11913b6 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ptp31y11913b6 Node: E:national_prison_stats->E37 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_HispanicOrLatino_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ck1emtds61j27 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_HispanicOrLatino_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ck1emtds61j27 Node: E:national_prison_stats->E38 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/dxq7vxxwvp7pg measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/dxq7vxxwvp7pg Node: E:national_prison_stats->E39 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AsianAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/2s9jqlpe84dk measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AsianAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/2s9jqlpe84dk Node: E:national_prison_stats->E40 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/03ewbkyh6zey2 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/03ewbkyh6zey2 Node: E:national_prison_stats->E41 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/lk9fd4v63ke94 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/lk9fd4v63ke94 Node: E:national_prison_stats->E42 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/6xlk95n27cn23 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/6xlk95n27cn23 Node: E:national_prison_stats->E43 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_JudicialExecution_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/28nfbs113meqb measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_JudicialExecution_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/28nfbs113meqb Node: E:national_prison_stats->E44 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/88znpts47dszb measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/88znpts47dszb Node: E:national_prison_stats->E45 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_AIDS_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/zgct0hgv0l8zf measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_AIDS_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/zgct0hgv0l8zf Node: E:national_prison_stats->E46 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ep052e5d1p2t4 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ep052e5d1p2t4 Node: E:national_prison_stats->E47 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/b0npgpvp37mvf measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/b0npgpvp37mvf Node: E:national_prison_stats->E48 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/3zy5zptr0tsmg measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/3zy5zptr0tsmg Node: E:national_prison_stats->E49 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Assault(Homicide)_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/z29z7w7ldnwl4 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Assault(Homicide)_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/z29z7w7ldnwl4 Node: E:national_prison_stats->E50 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_Male_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/92sfrvdv82jh9 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_Male_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/92sfrvdv82jh9 Node: E:national_prison_stats->E51 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ttms13r578hq9 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ttms13r578hq9 Node: E:national_prison_stats->E52 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/31mgfjs08le08 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/31mgfjs08le08 Node: E:national_prison_stats->E53 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/xph62e8xwqzl2 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/xph62e8xwqzl2 Node: E:national_prison_stats->E54 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/hjfp0fkfn6ps1 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/hjfp0fkfn6ps1 Node: E:national_prison_stats->E55 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_Unsentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/cb1jtf8j55xx9 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_Unsentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/cb1jtf8j55xx9 Node: E:national_prison_stats->E56 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_InState_Male_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/3bz5n6t83nqv1 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_InState_Male_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/3bz5n6t83nqv1 Node: E:national_prison_stats->E57 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/yvzmwphpsbbgf measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/yvzmwphpsbbgf Node: E:national_prison_stats->E58 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/zh1v0wmmnxzjg measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/zh1v0wmmnxzjg Node: E:national_prison_stats->E59 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/e718gzyclkcq8 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/e718gzyclkcq8 Node: E:national_prison_stats->E60 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/y0brw153k6b48 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/y0brw153k6b48 Node: E:national_prison_stats->E61 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/shejk69d4k3fh measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/shejk69d4k3fh Node: E:national_prison_stats->E62 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/7kgw0qhgglyz1 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/7kgw0qhgglyz1 Node: E:national_prison_stats->E63 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/yrtlkk1jxj286 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/yrtlkk1jxj286 Node: E:national_prison_stats->E64 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +variableMeasured: dcs:dc/g7yg16710b0x8 measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/g7yg16710b0x8 Node: E:national_prison_stats->E65 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody +variableMeasured: dcs:dc/t14epl3f66wn measurementMethod: dcs:NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/t14epl3f66wn Node: E:national_prison_stats->E66 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/hxsdmw575en24 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/hxsdmw575en24 Node: E:national_prison_stats->E67 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/wp843855b1r4c measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/wp843855b1r4c Node: E:national_prison_stats->E68 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/0tn58fc77r0z6 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/0tn58fc77r0z6 Node: E:national_prison_stats->E69 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/zdb0f7sj2419d measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/zdb0f7sj2419d Node: E:national_prison_stats->E70 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/fs27m9j4vpvc7 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/fs27m9j4vpvc7 Node: E:national_prison_stats->E71 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/yksgwhwsbtv9c measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/yksgwhwsbtv9c Node: E:national_prison_stats->E72 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/510pv6eq2vtw7 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/510pv6eq2vtw7 Node: E:national_prison_stats->E73 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/rmwl11tzy7vkh measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/rmwl11tzy7vkh Node: E:national_prison_stats->E74 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/67ttwfn9dswch measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/67ttwfn9dswch Node: E:national_prison_stats->E75 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/xewq6n5r3nzch measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/xewq6n5r3nzch Node: E:national_prison_stats->E76 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/3s7lndm5j3wp4 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/3s7lndm5j3wp4 Node: E:national_prison_stats->E77 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/tn5kxlgy0shl4 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/tn5kxlgy0shl4 Node: E:national_prison_stats->E78 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/jte92xq8qsgtd measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/jte92xq8qsgtd Node: E:national_prison_stats->E79 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/80wsxnfj3secc measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/80wsxnfj3secc Node: E:national_prison_stats->E80 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/nz8kmke5yqvn measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/nz8kmke5yqvn Node: E:national_prison_stats->E81 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/jtf63bh66k41g measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/jtf63bh66k41g Node: E:national_prison_stats->E82 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/3kk4xws30zxlb measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/3kk4xws30zxlb Node: E:national_prison_stats->E83 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/62pg70d2beyh9 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/62pg70d2beyh9 Node: E:national_prison_stats->E84 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/ljrjkp31x9ny2 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/ljrjkp31x9ny2 Node: E:national_prison_stats->E85 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/g68w8e5hk1w2b measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/g68w8e5hk1w2b Node: E:national_prison_stats->E86 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/y01295f7b38n1 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/y01295f7b38n1 Node: E:national_prison_stats->E87 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/e3jblh1b616b5 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/e3jblh1b616b5 Node: E:national_prison_stats->E88 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/n92hgh8ned7k5 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/n92hgh8ned7k5 Node: E:national_prison_stats->E89 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/qgv9d3frn35qc measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/qgv9d3frn35qc Node: E:national_prison_stats->E90 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/r5ebll5x2zxfg measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/r5ebll5x2zxfg Node: E:national_prison_stats->E91 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/0mz1rg7mm3y66 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/0mz1rg7mm3y66 Node: E:national_prison_stats->E92 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +variableMeasured: dcs:dc/91vy0sf20wlg9 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction +value: C:national_prison_stats->dc/91vy0sf20wlg9 Node: E:national_prison_stats->E93 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/b3jgznxenlrm2 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/b3jgznxenlrm2 Node: E:national_prison_stats->E94 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/ryhy4qxqv6hg6 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/ryhy4qxqv6hg6 Node: E:national_prison_stats->E95 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +variableMeasured: dcs:dc/x0l8799rm6xg4 measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/x0l8799rm6xg4 Node: E:national_prison_stats->E96 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +variableMeasured: dcs:dc/eergc1rzgq61b measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/eergc1rzgq61b Node: E:national_prison_stats->E97 typeOf: dcs:StatVarObservation -variableMeasured: dcs:Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody -measurementMethod: dcs:NationalPrisonerStatistics +variableMeasured: dcs:dc/z6w4rxbxb4eg8 +measurementMethod: dcs:dcAggregate/NationalPrisonerStatistics observationAbout: C:national_prison_stats->GeoId observationDate: C:national_prison_stats->YEAR -value: C:national_prison_stats->Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody +value: C:national_prison_stats->dc/z6w4rxbxb4eg8 diff --git a/scripts/us_bjs/nps/preprocess_data.py b/scripts/us_bjs/nps/preprocess_data.py index 195392dc0c..0a9980e626 100644 --- a/scripts/us_bjs/nps/preprocess_data.py +++ b/scripts/us_bjs/nps/preprocess_data.py @@ -118,10 +118,10 @@ def get_columns(df): "Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "ADTOTF"] df_out[ - "Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan2Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "RLTOTF"] df_out[ - "Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_Person_Female_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "JURGT1F"] df_out[ "Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction"] = df[ @@ -148,7 +148,7 @@ def get_columns(df): "Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZTOTF"] df_out[ - "Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ + "Count_Person_Female_Incarcerated_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZGT1F"] df_out[ "Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ @@ -213,10 +213,10 @@ def get_columns(df): "Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "ADTOTM"] df_out[ - "Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan2Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "RLTOTM"] df_out[ - "Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_Person_Incarcerated_Male_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "JURGT1M"] df_out[ "Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction"] = df[ @@ -243,7 +243,7 @@ def get_columns(df): "Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZTOTM"] df_out[ - "Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ + "Count_Person_Incarcerated_Male_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZGT1M"] df_out[ "Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ @@ -305,13 +305,13 @@ def get_columns(df): "Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction"] = df[ "DTHOTHF"] + df["DTHOTHM"] df_out[ - "Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "ADTOTF"] + df["ADTOTM"] df_out[ "Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "RLTOTF"] + df["RLTOTM"] df_out[ - "Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ + "Count_Person_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction"] = df[ "JURGT1F"] + df["JURGT1M"] df_out[ "Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction"] = df[ @@ -338,7 +338,7 @@ def get_columns(df): "Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZTOTF"] + df["NCITZTOTM"] df_out[ - "Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ + "Count_Person_Incarcerated_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ "NCITZGT1F"] + df["NCITZGT1M"] df_out[ "Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody"] = df[ @@ -351,6 +351,205 @@ def get_columns(df): return df_out +def rename_columns_to_dcid(df_out): + df_out = df_out.rename( + columns={ + 'Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/lnp5g90fwpct8', + 'Count_Person_Female_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction': + 'dc/7g8v95ycwgwgg', + 'Count_Person_BlackOrAfricanAmericanAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/n11nnhnf54h78', + 'Count_Person_Female_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/4jqzmk4jtzwnb', + 'Count_Person_AmericanIndianOrAlaskaNativeAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/2487zfwx2423d', + 'Count_Person_AsianAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/xefh58ckxwk7b', + 'Count_Person_Female_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction': + 'dc/6xg0t3qjdtqn5', + 'Count_Person_Female_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction': + 'dc/4x1jbp34f4085', + 'Count_MortalityEvent_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/gb0b3cwxyfsh9', + 'Count_MortalityEvent_Female_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction': + 'dc/jh0nks36n1jc1', + 'Count_MortalityEvent_Female_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/mjqlm4q2efmvh', + 'Count_MortalityEvent_AIDS_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/qnnbzwrjn50jh', + 'Count_MortalityEvent_Female_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction': + 'dc/shgj6xwg96pp3', + 'Count_MortalityEvent_Accidents(UnintentionalInjuries)_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/6dqm6n76jg2gc', + 'Count_MortalityEvent_DeathDueToAnotherPerson_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/59k03h1hvxp89', + 'Count_MortalityEvent_Assault(Homicide)_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/q2pgyz35p79l4', + 'Count_MortalityEvent_Female_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction': + 'dc/pwpgqvlz3zxtc', + 'Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/36d93ckypx3bb', + 'Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan2Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/4lq5grhwyrle2', + 'Count_Person_Female_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/ylynnzg5215wf', + 'Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/7j909grsehbn1', + 'Count_Person_Female_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction': + 'dc/m5ltqeg1src', + 'Count_Person_Female_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/5s1ytn01dxpn4', + 'Count_Person_Female_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/wcl0fysjk3cdf', + 'Count_Person_Female_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction': + 'dc/dd1ngpwxrfq8c', + 'Count_Person_FederallyOperated_Female_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/10d542rs75l3g', + 'Count_Person_Female_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction': + 'dc/y7jvz4e4ln1w5', + 'Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/nwmssnmerhgq2', + 'Count_Person_Female_Incarcerated_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/z4ej4lkyk7kg3', + 'Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/vhl29th29q708', + 'Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody': + 'dc/07rw0lsvkv1ld', + 'Count_Person_Female_Incarcerated_Under18_MeasuredBasedOnCustody': + 'dc/c17kzp0zrfkq9', + 'Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/03l0q0wyqrk39', + 'Count_Person_Incarcerated_Male_WhiteAlone_MeasuredBasedOnJurisdiction': + 'dc/yneg81m4e49z6', + 'Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/ptp31y11913b6', + 'Count_Person_HispanicOrLatino_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/ck1emtds61j27', + 'Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/dxq7vxxwvp7pg', + 'Count_Person_AsianAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/2s9jqlpe84dk', + 'Count_Person_Incarcerated_Male_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction': + 'dc/03ewbkyh6zey2', + 'Count_Person_Incarcerated_Male_TwoOrMoreRaces_MeasuredBasedOnJurisdiction': + 'dc/lk9fd4v63ke94', + 'Count_MortalityEvent_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/6xlk95n27cn23', + 'Count_MortalityEvent_Incarcerated_JudicialExecution_Male_MeasuredBasedOnJurisdiction': + 'dc/28nfbs113meqb', + 'Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/88znpts47dszb', + 'Count_MortalityEvent_AIDS_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/zgct0hgv0l8zf', + 'Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_Male_MeasuredBasedOnJurisdiction': + 'dc/ep052e5d1p2t4', + 'Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/b0npgpvp37mvf', + 'Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/3zy5zptr0tsmg', + 'Count_MortalityEvent_Assault(Homicide)_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/z29z7w7ldnwl4', + 'Count_MortalityEvent_Incarcerated_Male_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction': + 'dc/92sfrvdv82jh9', + 'Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/ttms13r578hq9', + 'Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan2Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/31mgfjs08le08', + 'Count_Person_Incarcerated_Male_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/xph62e8xwqzl2', + 'Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/hjfp0fkfn6ps1', + 'Count_Person_Incarcerated_Male_Unsentenced_MeasuredBasedOnJurisdiction': + 'dc/cb1jtf8j55xx9', + 'Count_Person_Incarcerated_InState_Male_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/3bz5n6t83nqv1', + 'Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/yvzmwphpsbbgf', + 'Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction': + 'dc/zh1v0wmmnxzjg', + 'Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction': + 'dc/e718gzyclkcq8', + 'Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction': + 'dc/y0brw153k6b48', + 'Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/shejk69d4k3fh', + 'Count_Person_Incarcerated_Male_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/7kgw0qhgglyz1', + 'Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/yrtlkk1jxj286', + 'Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody': + 'dc/g7yg16710b0x8', + 'Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody': + 'dc/t14epl3f66wn', + 'Count_Person_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/hxsdmw575en24', + 'Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction': + 'dc/wp843855b1r4c', + 'Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/0tn58fc77r0z6', + 'Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/zdb0f7sj2419d', + 'Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/fs27m9j4vpvc7', + 'Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/yksgwhwsbtv9c', + 'Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction': + 'dc/510pv6eq2vtw7', + 'Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction': + 'dc/rmwl11tzy7vkh', + 'Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/67ttwfn9dswch', + 'Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction': + 'dc/xewq6n5r3nzch', + 'Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/3s7lndm5j3wp4', + 'Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/tn5kxlgy0shl4', + 'Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction': + 'dc/jte92xq8qsgtd', + 'Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/80wsxnfj3secc', + 'Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/nz8kmke5yqvn', + 'Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/jtf63bh66k41g', + 'Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction': + 'dc/3kk4xws30zxlb', + 'Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/62pg70d2beyh9', + 'Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/ljrjkp31x9ny2', + 'Count_Person_Incarcerated_MaxSentenceGreaterThan2Year_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/g68w8e5hk1w2b', + 'Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction': + 'dc/y01295f7b38n1', + 'Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction': + 'dc/e3jblh1b616b5', + 'Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/n92hgh8ned7k5', + 'Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction': + 'dc/qgv9d3frn35qc', + 'Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction': + 'dc/r5ebll5x2zxfg', + 'Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction': + 'dc/0mz1rg7mm3y66', + 'Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction': + 'dc/91vy0sf20wlg9', + 'Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/b3jgznxenlrm2', + 'Count_Person_Incarcerated_MaxSentenceGreaterThan2Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/ryhy4qxqv6hg6', + 'Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody': + 'dc/x0l8799rm6xg4', + 'Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody': + 'dc/eergc1rzgq61b', + 'Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody': + 'dc/z6w4rxbxb4eg8' + }) + return df_out + + def convert_geoId(fips_code): """Creates geoId column""" return 'geoId/' + str(fips_code).zfill(2) @@ -387,6 +586,9 @@ def preprocess_df(raw_df): #get columns matching stat var names and add aggregate columns df_out = pd.DataFrame(get_columns(df)) + #get dcid for the stat var names + df_out = pd.DataFrame(rename_columns_to_dcid(df_out)) + #convert NaN to empty cell for column_name in list(df_out.columns): df_out[column_name] = df_out[column_name].apply( diff --git a/scripts/us_bjs/nps/test/expected_data.csv b/scripts/us_bjs/nps/test/expected_data.csv index 26bc3703e9..b70e4a55ef 100644 --- a/scripts/us_bjs/nps/test/expected_data.csv +++ b/scripts/us_bjs/nps/test/expected_data.csv @@ -1,5 +1,5 @@ -GeoId,YEAR,Count_Person_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Female_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Female_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Female_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Female_Incarcerated_Under18_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_HispanicOrLatino_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_JudicialExecution_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_Male_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Incarcerated_Male_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_InState_Male_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody,Count_Person_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction,Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody -geoId/01,1978,261.0,100,158,0.0,0,,,,,0.0,3,,0,0,0,,0,184,161,244,13,0,,,,,,,,5.0,,,5384.0,2097,3116,0.0,0,,,,,0.0,7,,2,1,6,,0,2631,2823,5285,83,0,10.0,,,2.0,,,,,,,5645.0,2197,3274,0.0,0,,,,,0.0,10,,2,1,6,,0,2815,2984,5529,96,0,,,,,,,,,, -geoId/02,1978,34.0,22,9,,3,,,,,,0,,0,0,0,,0,10,9,22,6,6,,,0.0,,,,,,,,685.0,441,176,,54,,,,,,0,,0,0,0,,0,270,313,468,57,153,0.0,3.0,,,4.0,,,4.0,,,719.0,463,185,,57,,,,,,0,,0,0,0,,0,280,322,490,63,159,,,,,,,,,, -geoId/04,2015,186.0,124,42,38.0,6,,,,,0.0,1,,0,0,0,,0,134,141,180,1,0,,,5.0,,,,,2.0,,,3275.0,2478,641,874.0,91,,,,,0.0,3,,0,0,5,,0,1774,1546,3270,5,0,,,,,,,,1.0,,,3461.0,2602,683,912.0,97,,,,,0.0,4,,0,0,5,,0,1908,1687,3450,6,0,,,,,,,,3.0,, -geoId/05,1978,101.0,45,49,0.0,0,,,,,0.0,0,,0,0,0,,0,107,107,98,3,0,,,,,,,,,,,2553.0,1207,1304,0.0,0,,,,,0.0,0,,0,0,0,,0,1868,1801,2480,73,0,,,,,,,,,,,2654.0,1252,1353,0.0,0,,,,,0.0,0,,0,0,0,,0,1975,1908,2578,76,0,,,,,,,,,, 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+geoId/01,1978,257.0,100,158,0,0,,,,,0.0,3.0,,0.0,0.0,0.0,,0.0,184,161,244,13.0,0.0,,,,,,,,,,,5368.0,2097,3116,0,0,,,,,0.0,7.0,,2.0,1.0,6.0,,0.0,2631,2823,5285,83.0,0.0,,,,,,,,,,,5625.0,2197,3274,0,0,,,,,0.0,10.0,,2.0,1.0,6.0,,0.0,2815,2984,5529,96.0,0.0,,,,,,,,,, +geoId/25,2021,199.0,119,36,15,0,3.0,0.0,0.0,,,,,,,,,,59,70,154,0.0,45.0,,,21.0,0.0,0.0,7.0,,,,0.0,5949.0,2442,1756,1552,36,99.0,0.0,0.0,,,,,,,,,,1118,1753,5389,0.0,560.0,,,150.0,11.0,71.0,485.0,,,,0.0,6148.0,2561,1792,1567,36,102.0,0.0,0.0,,,,,,,,,,1177,1823,5543,0.0,605.0,,,171.0,11.0,71.0,492.0,,,,0.0 +geoId/47,2008,2129.0,1460,643,16,9,1.0,0.0,0.0,,,,,,,,,,2019,2179,2129,,,0.0,0.0,979.0,0.0,0.0,,,,,1.0,25099.0,12180,12286,547,43,43.0,0.0,0.0,,,,,,,,,,12197,13442,25099,,,5155.0,0.0,6881.0,0.0,0.0,,,,,13.0,27228.0,13640,12929,563,52,44.0,0.0,0.0,,,,,,,,,,14216,15621,27228,,,5155.0,0.0,7860.0,0.0,0.0,,,,,14.0 +geoId/16,2000,493.0,394,8,51,33,1.0,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,0.0,499,405,493,,,0.0,0.0,186.0,0.0,3.0,,,,,1.0,5042.0,3928,74,782,190,26.0,0.0,,7.0,0.0,5.0,0.0,0.0,0.0,,0.0,2.0,2908,2309,5042,,,1163.0,0.0,264.0,14.0,71.0,,,,,3.0,5535.0,4322,82,833,223,27.0,0.0,,7.0,0.0,5.0,0.0,0.0,0.0,,0.0,2.0,3407,2714,5535,,,1163.0,0.0,450.0,14.0,74.0,,,,,4.0 diff --git a/scripts/us_bjs/nps/test/test_data.tsv b/scripts/us_bjs/nps/test/test_data.tsv index a80022b86c..a6cda57b58 100644 --- a/scripts/us_bjs/nps/test/test_data.tsv +++ b/scripts/us_bjs/nps/test/test_data.tsv @@ -1,5 +1,5 @@ -YEAR STATEID STATE REGION CUSGT1M CUSGT1F CUSLT1M CUSLT1F CUSUNSM CUSUNSF CUSTOTM CUSTOTF CUSGT1T CUSLT1T CUSUNST CUSTOTT CNOPRIVM CNOPRIVF CWPRIVM CWPRIVF JURGT1M JURGT1F JURLT1M JURLT1F JURUNSM JURUNSF JURTOTM JURTOTF PVINM PVINF PVOTHM PVOTHF PVINCLM PVINCLF LFM LFF LFINCLM LFINCLF LFCROWDM LFCROWDF LFCRSTM LFCRSTF LFCRINCM LFCRINCF FEDM FEDF OTHSTM OTHSTF FACINCLM FACINCLF FACROWDM FACROWDF WHITEM WHITEF BLACKM BLACKF HISPM HISPF AIANM AIANF ASIANM ASIANF NHPIM NHPIF APIM APIF TWORACEM TWORACEF ADDRACEM ADDRACEF UNKRACEM UNKRACEF TOTRACEM TOTRACEF NOTHISPM NOTHISPF UNKHISPM UNKHISPF TOTHCATM TOTHCATF COMMITM COMMITF PARNEWM PARNEWF PARNOM PARNOF ADCRNEWM ADCRNEWF ADCRNOM ADCRNOF ADTRANSM ADTRANSF ADAWOLM ADAWOLF ADESCAPM ADESCAPF ADAWESM ADAWESF ADRETM ADRETF ADOTHM ADOTHF ADTOTM ADTOTF RLUNEXPM RLUNEXPF RLUNCOMM RLUNCOMF RLUNOTHM RLUNOTHF RLCOPROM RLCOPROF RLCOSUPM RLCOSUPF RLCODPM RLCODPF RLCOOTHM RLCOOTHF RLDEATHM RLDEATHF RLAWOLM RLAWOLF RLESCAPM RLESCAPF RLAWESM RLAWESF RLTRANM RLTRANF RLBONDM RLBONDF RLOTHM RLOTHF RLTOTM RLTOTF FLOJANM FLOJANF FLOADMM FLOADMF FLORLM FLORLF FLODECM FLODECF CAPRATEM CAPRATEF CAPOPM CAPOPF CAPDESM CAPDESF CAPRATET CAPOPT CAPDEST HIVTEST HIVINC HIVCUR HIVREL HIVRAN HIVCERT HIVHIGH HIVREQ HIVORD HIVCLIN HIVINCID HIVOTH HIVNOCUS HIVCUSME ADHIVTST CONSTYPE HIVEXTST HIVASYMM HIVASYMF HIVASYMT HIVLESSM HIVLESSF HIVLESST AIDSCONM AIDSCONF AIDSCONT HIVATOTM HIVATOTF HIVATOTT CUSLT18M CUSLT18F CUSCTZNM CUSCTZNF NCITZTOTM NCITZTOTF NCITZGT1M NCITZGT1F NCITZLE1M NCITZLE1F NCITZUNSM NCITZUNSF NCITZSELF NCITZDOCS NCITZVERIF DTHEXECM DTHEXECF DTHILLNM DTHILLNF DTHAIDSM DTHAIDSF DTHSUICM DTHSUICF DTHACCM DTHACCF DTHHOMIM DTHHOMIF DTHHOMOM DTHHOMOF DTHPERSM DTHPERSF DTHOTHM DTHOTHF DTHTOTM DTHTOTF HANDLEM HANDLEF -1978 1 AL 3 -2 -2 -2 -2 -2 -2 -2 -2 4242 44 0 4286 -1 -1 -1 -1 5285 244 83 13 0 0 5368 257 10 -1 -1 -1 2 -1 -1 -1 -1 1 1331 9 4 4 2 2 2 -1 -1 -1 2 -1 -1 -1 2097 100 3116 158 0 0 0 0 -1 -1 -1 -1 0 1 -1 -1 -9 -9 0 0 5213 259 5213 259 0 0 -1 -1 2115 148 0 0 150 5 0 0 0 0 0 0 0 0 227 16 -1 -1 0 0 139 15 2631 184 1028 44 0 0 42 2 60 2 0 0 1425 90 0 0 -1 -1 0 0 239 19 -1 -1 0 0 13 1 0 0 2823 161 5322 223 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 5 -1 -1 -1 -1 -1 0 0 7 3 -1 -1 2 0 1 0 -1 -1 -1 -1 6 0 0 0 -1 -1 -9 -9 -1978 2 AK 4 -2 -2 -2 -2 -2 -2 -2 -2 333 63 159 555 -1 -1 -1 -1 468 22 57 6 153 6 678 34 0 -1 3 -1 2 -1 -1 0 -1 2 0 0 -1 -1 1 1 -1 -1 4 -1 2 -1 -1 -1 441 22 176 9 -9 -9 54 3 -1 -1 -1 -1 0 0 -1 -1 -9 -9 7 0 678 34 -9 -9 678 34 -1 -1 226 8 0 0 24 0 0 0 0 0 17 2 0 0 3 0 -1 -1 0 0 0 0 270 10 0 0 0 0 0 0 0 0 124 6 105 0 0 0 -1 -1 0 0 3 0 -1 -1 81 3 0 0 0 0 313 9 511 21 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 4 -1 -1 -1 -1 -1 -1 -8 -8 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 -2015 4 AZ 4 -2 -2 -2 -2 -2 -2 -2 -2 3206 6 0 3212 -1 -1 -1 -1 3270 180 5 1 0 0 3275 181 -1 -1 -1 -1 1 -1 -1 5 -1 2 0 0 -1 -1 2 1 -1 -1 -1 -1 1 -1 -1 -1 2478 124 641 42 874 38 91 6 -1 -1 -1 -1 5 6 -1 -1 -9 -9 60 3 3275 181 2341 134 60 9 -1 -1 1173 108 69 3 55 3 163 0 44 2 30 0 208 8 32 10 -1 -1 0 0 0 0 1774 134 23 2 8 5 0 0 138 25 162 58 155 12 734 21 -1 -1 212 9 29 8 -1 -1 77 0 0 0 0 0 1546 141 3042 187 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1 2 -1 -1 -1 -1 -1 0 0 3 1 -1 -1 0 0 0 0 -1 -1 -1 -1 5 0 0 0 -1 -1 -9 -9 -1978 5 AR 3 -2 -2 -2 -2 -2 -2 -2 -2 2510 76 0 2586 -1 -1 -1 -1 2480 98 73 3 0 0 2553 101 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 1207 45 1304 49 0 0 0 0 -1 -1 -1 -1 0 0 -1 -1 -9 -9 0 0 2511 94 2511 94 0 0 -1 -1 1300 75 151 9 302 18 98 3 0 0 3 0 0 0 14 0 -1 -1 0 0 0 2 1868 107 142 4 0 0 0 0 0 0 0 0 1265 96 69 5 -1 -1 0 0 13 1 -1 -1 16 0 18 1 278 0 1801 107 2371 91 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 0 0 -1 -1 0 0 0 0 -1 -1 -1 -1 0 0 0 0 -1 -1 -9 -9 \ No newline at end of file +YEAR STATEID STATE REGION CUSGT1M CUSGT1F CUSLT1M CUSLT1F CUSUNSM CUSUNSF CUSTOTM CUSTOTF CUSGT1T CUSLT1T CUSUNST CUSTOTT CNOPRIVM CNOPRIVF CWPRIVM CWPRIVF JURGT1M JURGT1F JURLT1M JURLT1F JURUNSM JURUNSF JURTOTM JURTOTF PVINM PVINF PVOTHM PVOTHF PVINCLM PVINCLF LFM LFF LFINCLM LFINCLF LFCROWDM LFCROWDF LFCRSTM LFCRSTF LFCRINCM LFCRINCF FEDM FEDF OTHSTM OTHSTF FACINCLM FACINCLF FACROWDM FACROWDF WHITEM WHITEF BLACKM BLACKF HISPM HISPF AIANM AIANF ASIANM ASIANF NHPIM NHPIF APIM APIF TWORACEM TWORACEF ADDRACEM ADDRACEF UNKRACEM UNKRACEF TOTRACEM TOTRACEF NOTHISPM NOTHISPF UNKHISPM UNKHISPF TOTHCATM TOTHCATF COMMITM COMMITF PARNEWM PARNEWF PARNOM PARNOF ADCRNEWM ADCRNEWF ADCRNOM ADCRNOF ADTRANSM ADTRANSF ADAWOLM ADAWOLF ADESCAPM ADESCAPF ADAWESM ADAWESF ADRETM ADRETF ADOTHM ADOTHF ADTOTM ADTOTF RLUNEXPM RLUNEXPF RLUNCOMM RLUNCOMF RLUNOTHM RLUNOTHF RLCOPROM RLCOPROF RLCOSUPM RLCOSUPF RLCODPM RLCODPF RLCOOTHM RLCOOTHF RLDEATHM RLDEATHF RLAWOLM RLAWOLF RLESCAPM RLESCAPF RLAWESM RLAWESF RLTRANM RLTRANF RLBONDM RLBONDF RLOTHM RLOTHF RLTOTM RLTOTF FLOJANM FLOJANF FLOADMM FLOADMF FLORLM FLORLF FLODECM FLODECF CAPRATEM CAPRATEF CAPOPM CAPOPF CAPDESM CAPDESF CAPRATET CAPOPT CAPDEST HIVTEST HIVINC HIVCUR HIVREL HIVRAN HIVCERT HIVHIGH HIVREQ HIVORD HIVCLIN HIVINCID HIVOTH HIVNOCUS HIVCUSME ADHIVTST CONSTYPE HIVEXTST HIVASYMM HIVASYMF HIVASYMT HIVLESSM HIVLESSF HIVLESST AIDSCONM AIDSCONF AIDSCONT HIVATOTM HIVATOTF HIVATOTT CUSLT18M CUSLT18F CUSCTZNM CUSCTZNF CITZTOT NCITZTOT UNKCITZTOT CITZTOTM CITZTOTF CITZGT1M CITZGT1F CITZLE1M CITZLE1F CITZUNSM CITZUNSF NCITZTOTM NCITZTOTF NCITZGT1M NCITZGT1F NCITZLE1M NCITZLE1F NCITZUNSM NCITZUNSF NCITZSELF NCITZDOCS NCITZVERIF UNCITZTOTM UNCITZTOTF CITZPOP DTHEXECM DTHEXECF DTHILLNM DTHILLNF DTHAIDSM DTHAIDSF DTHSUICM DTHSUICF DTHACCM DTHACCF DTHHOMIM DTHHOMIF DTHHOMOM DTHHOMOF DTHPERSM DTHPERSF DTHOTHM DTHOTHF DTHTOTM DTHTOTF HANDLEM HANDLEF +1978 1 AL 3 -2 -2 -2 -2 -2 -2 -2 -2 4242 44 0 4286 -1 -1 -1 -1 5285 244 83 13 0 0 5368 257 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1331 9 -1 -1 -9 -9 -1 -1 -1 -1 -1 -1 -1 -1 2097 100 3116 158 0 0 0 0 -1 -1 -1 -1 0 1 -1 -1 -9 -9 0 0 5213 259 5213 259 0 0 -1 -1 2115 148 0 0 150 5 0 0 0 0 0 0 0 0 227 16 -1 -1 0 0 139 15 2631 184 1028 44 0 0 42 2 60 2 0 0 1425 90 0 0 -1 -1 0 0 239 19 -1 -1 0 0 13 1 0 0 2823 161 5322 223 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 7 3 -1 -1 2 0 1 0 -1 -1 -1 -1 6 0 0 0 -1 -1 -9 -9 +2021 25 MA 1 5331 135 0 0 464 45 5795 180 -1 -1 -1 -1 5713 180 5713 180 5389 154 0 0 560 45 5949 199 -8 -8 -8 -8 -8 -8 150 21 1 1 -1 -1 -1 -1 -1 -1 11 0 71 0 1 1 -1 -1 2442 119 1756 36 1552 15 36 0 99 3 0 0 -1 -1 0 0 0 0 64 26 5949 199 -1 -1 -1 -1 -1 -1 898 47 0 0 188 8 0 0 0 0 20 4 0 0 0 0 -1 -1 0 0 12 0 1118 59 905 28 0 0 35 1 0 0 161 7 581 26 0 0 38 1 0 0 0 0 -1 -1 33 7 0 0 0 0 1753 70 6030 165 1118 59 1753 70 5395 154 -8 -8 9021 498 6915 577 -1 -1 -1 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 -9 0 0 -1 -1 5471 492 12 5298 173 -1 -1 -1 -1 -1 -1 485 7 -1 -1 -1 -1 -1 -1 -1 -1 -1 12 0 2 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 +2008 47 TN 3 13063 1150 -9 -9 11 0 13074 1150 -1 -1 -1 -1 13074 1150 18229 1150 25099 2129 -9 -9 -9 -9 25099 2129 5155 0 0 0 -9 -9 6881 979 -9 -9 -1 -1 -1 -1 -1 -1 0 0 0 0 -9 -9 -1 -1 12180 1460 12286 643 547 16 43 9 43 1 0 0 -1 -1 0 0 0 0 0 0 25099 2129 -1 -1 -1 -1 -1 -1 7205 1220 1748 213 -9 -9 3227 583 -9 -9 14 2 -9 -9 3 1 -1 -1 -9 -9 0 0 12197 2019 4666 556 0 0 -9 -9 4106 839 -9 -9 3550 518 878 238 61 2 -9 -9 3 1 -1 -1 178 25 -9 -9 0 0 13442 2179 26355 2288 12197 2019 13442 2179 25110 2128 19193 1215 18769 1180 -9 -9 -1 -1 -1 1 2 2 2 2 -1 1 1 1 1 1 2 -1 -1 -1 -1 -1 -9 -9 -1 141 16 -1 31 0 -1 172 16 -1 13 1 243 7 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 +2000 16 ID 4 3506 301 -8 -8 -8 -8 3506 301 -1 -1 -1 -1 3506 301 4669 301 5042 493 -8 -8 -8 -8 5042 493 1163 0 0 0 1 1 264 186 1 1 -9 -9 -1 -1 -1 -1 14 0 71 3 1 1 -9 -9 3928 394 74 8 782 51 190 33 26 1 0 0 -1 -1 -1 -1 13 0 29 6 5042 493 -1 -1 -1 -1 -1 -1 1701 284 256 31 386 43 139 20 0 0 0 0 0 0 19 2 -1 -1 0 0 407 119 2908 499 368 23 0 0 0 0 793 225 0 0 717 98 0 0 7 0 0 0 15 2 -1 -1 0 0 0 0 409 57 2309 405 4443 399 2908 499 2309 405 5042 493 4937 291 4754 276 4246 208 -1 -1 -1 1 1 2 2 2 -1 1 1 1 1 1 1 -1 -1 -1 -1 -1 9 1 -1 1 0 -1 3 0 -1 13 1 -1 3 1 126 2 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 0 0 5 0 0 0 0 0 0 0 0 0 0 0 -1 -1 2 0 7 0 -1 -1 diff --git a/scripts/us_bjs/nps/test/test_data_processed.csv b/scripts/us_bjs/nps/test/test_data_processed.csv index 26bc3703e9..b70e4a55ef 100644 --- a/scripts/us_bjs/nps/test/test_data_processed.csv +++ b/scripts/us_bjs/nps/test/test_data_processed.csv @@ -1,5 +1,5 @@ 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_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_Male_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_Male_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Male_Under18_MeasuredBasedOnCustody,Count_Person_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_WhiteAlone_MeasuredBasedOnJurisdiction,Count_Person_BlackOrAfricanAmericanAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_HispanicOrLatino_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AmericanIndianOrAlaskaNativeAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_AsianAlone_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NativeHawaiianOrOtherPacificIslanderAlone_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_TwoOrMoreRaces_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_JudicialExecution_MeasuredBasedOnJurisdiction,Count_MortalityEvent_IllnessOrNaturalCause_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_AIDS_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_IntentionalSelf-Harm(Suicide)_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Accidents(UnintentionalInjuries)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_DeathDueToAnotherPerson_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Assault(Homicide)_Incarcerated_MeasuredBasedOnJurisdiction,Count_MortalityEvent_Incarcerated_NPSOtherCauseOfDeath_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_AdmittedToPrison_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_IncarcerationEvent_Incarcerated_MaxSentenceGreaterThan1Year_ReleasedFromPrison_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_MaxSentence1YearOrLess_Sentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Unsentenced_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_InState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_PrivatelyOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_Local_LocallyOperated_MeasuredBasedOnJurisdiction,Count_Person_FederallyOperated_Incarcerated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_OutOfState_StateOperated_MeasuredBasedOnJurisdiction,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentenceGreaterThan1Year_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_MaxSentence1YearOrLess_NotAUSCitizen_Sentenced_StateOperated&FederallyOperated&PrivatelyOperated_MeasuredBasedOnCustody,Count_Person_Incarcerated_NotAUSCitizen_StateOperated&FederallyOperated&PrivatelyOperated_Unsentenced_MeasuredBasedOnCustody,Count_Person_Incarcerated_Under18_MeasuredBasedOnCustody 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+geoId/01,1978,257.0,100,158,0,0,,,,,0.0,3.0,,0.0,0.0,0.0,,0.0,184,161,244,13.0,0.0,,,,,,,,,,,5368.0,2097,3116,0,0,,,,,0.0,7.0,,2.0,1.0,6.0,,0.0,2631,2823,5285,83.0,0.0,,,,,,,,,,,5625.0,2197,3274,0,0,,,,,0.0,10.0,,2.0,1.0,6.0,,0.0,2815,2984,5529,96.0,0.0,,,,,,,,,, +geoId/25,2021,199.0,119,36,15,0,3.0,0.0,0.0,,,,,,,,,,59,70,154,0.0,45.0,,,21.0,0.0,0.0,7.0,,,,0.0,5949.0,2442,1756,1552,36,99.0,0.0,0.0,,,,,,,,,,1118,1753,5389,0.0,560.0,,,150.0,11.0,71.0,485.0,,,,0.0,6148.0,2561,1792,1567,36,102.0,0.0,0.0,,,,,,,,,,1177,1823,5543,0.0,605.0,,,171.0,11.0,71.0,492.0,,,,0.0 +geoId/47,2008,2129.0,1460,643,16,9,1.0,0.0,0.0,,,,,,,,,,2019,2179,2129,,,0.0,0.0,979.0,0.0,0.0,,,,,1.0,25099.0,12180,12286,547,43,43.0,0.0,0.0,,,,,,,,,,12197,13442,25099,,,5155.0,0.0,6881.0,0.0,0.0,,,,,13.0,27228.0,13640,12929,563,52,44.0,0.0,0.0,,,,,,,,,,14216,15621,27228,,,5155.0,0.0,7860.0,0.0,0.0,,,,,14.0 +geoId/16,2000,493.0,394,8,51,33,1.0,0.0,,0.0,0.0,0.0,0.0,0.0,0.0,,0.0,0.0,499,405,493,,,0.0,0.0,186.0,0.0,3.0,,,,,1.0,5042.0,3928,74,782,190,26.0,0.0,,7.0,0.0,5.0,0.0,0.0,0.0,,0.0,2.0,2908,2309,5042,,,1163.0,0.0,264.0,14.0,71.0,,,,,3.0,5535.0,4322,82,833,223,27.0,0.0,,7.0,0.0,5.0,0.0,0.0,0.0,,0.0,2.0,3407,2714,5535,,,1163.0,0.0,450.0,14.0,74.0,,,,,4.0 diff --git a/scripts/us_bls/jolts/bls_jolts.py b/scripts/us_bls/jolts/bls_jolts.py index c4dae32567..de1bdddd43 100644 --- a/scripts/us_bls/jolts/bls_jolts.py +++ b/scripts/us_bls/jolts/bls_jolts.py @@ -18,7 +18,7 @@ Statistical Variables are generated and cleaned CSV is output. -Download the requirements.txt via pip and execute the file with Python 3. +Download the requirements_all.txt via pip and execute the file with Python 3. Dataset being processed: https://download.bls.gov/pub/time.series/jt/ """ diff --git a/scripts/us_census/acs5yr/subject_tables/README.md b/scripts/us_census/acs5yr/subject_tables/README.md index bf29c1850f..4349d085d6 100644 --- a/scripts/us_census/acs5yr/subject_tables/README.md +++ b/scripts/us_census/acs5yr/subject_tables/README.md @@ -2,7 +2,7 @@ This directory has the files and code used for importing ACS Subject Tables into DataCommons. -Note: Before running the scripts here ensure the packages specified in `data/requirements.txt` is installed. +Note: Before running the scripts here ensure the packages specified in `data/requirements_all.txt` is installed. ### Getting Started Before, getting started with an import of an ACS Subject Table, it is important to ensure the following are available: diff --git a/scripts/us_epa/ghgrp/gen_data.sh b/scripts/us_epa/ghgrp/gen_data.sh index a5490ed32a..36398bf492 100755 --- a/scripts/us_epa/ghgrp/gen_data.sh +++ b/scripts/us_epa/ghgrp/gen_data.sh @@ -4,7 +4,7 @@ pushd ../../../ python3 -m venv .env source .env/bin/activate -pip3 install -r requirements.txt -q +pip3 install -r requirements_all.txt -q popd # Generate schema to import_data/ diff --git a/scripts/us_epa/superfund/site_and_funding_status/data/test_data/superfund_sites_expected.csv b/scripts/us_epa/superfund/site_and_funding_status/data/test_data/superfund_sites_expected.csv index 5ca19a79ce..5a92972e0c 100644 --- a/scripts/us_epa/superfund/site_and_funding_status/data/test_data/superfund_sites_expected.csv +++ b/scripts/us_epa/superfund/site_and_funding_status/data/test_data/superfund_sites_expected.csv @@ -1,2 +1,2 @@ "siteName","epaId","siteScore","regionCode","dcid","location","containedInPlace","establishmentOwnership" -"Mid-Atlantic Wood Preservers Inc.","MDD064882889",42.31,3,"epaSuperfundSiteId/MDD064882889","[latLong 39.163611 -76.698331]","zip/21077, geoId/2402, geoId/2400390008, geoId/24003751200, geoId/24003, geoId/24","PrivatelyOwned" +"Mid-Atlantic Wood Preservers Inc.","MDD064882889",42.31,3,"epaSuperfundSiteId/MDD064882889","[latLong 39.163611 -76.698331]","zip/21077, geoId/2402, geoId/2400390008, geoId/240037512003, geoId/24003751200, geoId/24003, geoId/24","PrivatelyOwned" diff --git a/scripts/us_fed/treasury_constant_maturity_rates/generate_csv_and_mcf.py b/scripts/us_fed/treasury_constant_maturity_rates/generate_csv_and_mcf.py index eeee5a928d..6bf19d1bdf 100644 --- a/scripts/us_fed/treasury_constant_maturity_rates/generate_csv_and_mcf.py +++ b/scripts/us_fed/treasury_constant_maturity_rates/generate_csv_and_mcf.py @@ -28,7 +28,6 @@ from absl import app from absl import flags import pandas as pd -from frozendict import frozendict FLAGS = flags.FLAGS flags.DEFINE_boolean("csv", True, "Whether or not to generate the csv.") @@ -42,7 +41,7 @@ # Maturities for which interest rates are provided by BEA. # Treasury bills have maturities of a year or less, notes greater than 1 year up # to 10 years, and bonds greater than 10 years. -MATURITIES = frozendict({ +MATURITIES = { "1-month": "Bill", "3-month": "Bill", "6-month": "Bill", @@ -54,7 +53,7 @@ "10-year": "Note", "20-year": "Bond", "30-year": "Bond" -}) +} # URL of the raw csv CSV_URL = "https://www.federalreserve.gov/datadownload/Output.aspx?rel=H15&"\ @@ -68,10 +67,12 @@ def generate_csv(): out_df = pd.DataFrame() header_rows = 5 - name_template = "Market yield on U.S. Treasury securities at {} constant"\ + name_template = "Market yield on U.S. Treasury securities at {} constant"\ " maturity, quoted on investment basis" - in_df = pd.read_csv(CSV_URL, na_values="ND") + in_df = pd.read_csv(CSV_URL, + na_values="ND", + storage_options={"User-Agent": "Python-Pandas"}) out_df["date"] = in_df["Series Description"][header_rows:] for maturity in MATURITIES: diff --git a/scripts/us_fed/treasury_constant_maturity_rates/treasury_constant_maturity_rates.csv b/scripts/us_fed/treasury_constant_maturity_rates/treasury_constant_maturity_rates.csv index 6b8e6d5478..ca8a589cad 100644 --- a/scripts/us_fed/treasury_constant_maturity_rates/treasury_constant_maturity_rates.csv +++ b/scripts/us_fed/treasury_constant_maturity_rates/treasury_constant_maturity_rates.csv @@ -1,6526 +1,6526 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year,30-Year -1962-01-02,,,,3.22,,3.70,3.88,,4.06,, -1962-01-03,,,,3.24,,3.70,3.87,,4.03,, -1962-01-04,,,,3.24,,3.69,3.86,,3.99,, -1962-01-05,,,,3.26,,3.71,3.89,,4.02,, -1962-01-08,,,,3.31,,3.71,3.91,,4.03,, -1962-01-09,,,,3.32,,3.74,3.93,,4.05,, -1962-01-10,,,,3.33,,3.75,3.94,,4.07,, -1962-01-11,,,,3.33,,3.77,3.94,,4.08,, -1962-01-12,,,,3.30,,3.76,3.95,,4.08,, -1962-01-15,,,,3.32,,3.79,3.96,,4.10,, -1962-01-16,,,,3.30,,3.81,3.98,,4.13,, -1962-01-17,,,,3.30,,3.81,3.97,,4.12,, -1962-01-18,,,,3.27,,3.79,3.96,,4.11,, -1962-01-19,,,,3.27,,3.78,3.95,,4.11,, -1962-01-22,,,,3.25,,3.76,3.93,,4.09,, -1962-01-23,,,,3.25,,3.77,3.94,,4.11,, -1962-01-24,,,,3.24,,3.76,3.93,,4.10,, -1962-01-25,,,,3.27,,3.77,3.94,,4.11,, -1962-01-26,,,,3.28,,3.80,3.97,,4.11,, -1962-01-29,,,,3.28,,3.80,3.98,,4.12,, -1962-01-30,,,,3.28,,3.80,3.98,,4.11,, -1962-01-31,,,,3.29,,3.81,3.99,,4.10,, -1962-02-01,,,,3.30,,3.81,4.00,,4.09,, -1962-02-02,,,,3.30,,3.77,3.97,,4.08,, -1962-02-05,,,,3.29,,3.77,3.96,,4.07,, -1962-02-06,,,,3.29,,3.77,3.96,,4.06,, -1962-02-07,,,,3.29,,3.77,3.95,,4.07,, -1962-02-08,,,,3.30,,3.75,3.93,,4.07,, -1962-02-09,,,,3.28,,3.73,3.91,,4.05,, +1962-01-02,,,,3.22,,3.70,3.88,,4.06,4.07, +1962-01-03,,,,3.24,,3.70,3.87,,4.03,4.07, +1962-01-04,,,,3.24,,3.69,3.86,,3.99,4.06, +1962-01-05,,,,3.26,,3.71,3.89,,4.02,4.07, +1962-01-08,,,,3.31,,3.71,3.91,,4.03,4.08, +1962-01-09,,,,3.32,,3.74,3.93,,4.05,4.08, +1962-01-10,,,,3.33,,3.75,3.94,,4.07,4.09, +1962-01-11,,,,3.33,,3.77,3.94,,4.08,4.08, +1962-01-12,,,,3.30,,3.76,3.95,,4.08,4.09, +1962-01-15,,,,3.32,,3.79,3.96,,4.10,4.10, +1962-01-16,,,,3.30,,3.81,3.98,,4.13,4.11, +1962-01-17,,,,3.30,,3.81,3.97,,4.12,4.10, +1962-01-18,,,,3.27,,3.79,3.96,,4.11,4.10, +1962-01-19,,,,3.27,,3.78,3.95,,4.11,4.10, +1962-01-22,,,,3.25,,3.76,3.93,,4.09,4.09, +1962-01-23,,,,3.25,,3.77,3.94,,4.11,4.10, +1962-01-24,,,,3.24,,3.76,3.93,,4.10,4.10, +1962-01-25,,,,3.27,,3.77,3.94,,4.11,4.12, +1962-01-26,,,,3.28,,3.80,3.97,,4.11,4.12, +1962-01-29,,,,3.28,,3.80,3.98,,4.12,4.13, +1962-01-30,,,,3.28,,3.80,3.98,,4.11,4.13, +1962-01-31,,,,3.29,,3.81,3.99,,4.10,4.13, +1962-02-01,,,,3.30,,3.81,4.00,,4.09,4.13, +1962-02-02,,,,3.30,,3.77,3.97,,4.08,4.13, +1962-02-05,,,,3.29,,3.77,3.96,,4.07,4.12, +1962-02-06,,,,3.29,,3.77,3.96,,4.06,4.13, +1962-02-07,,,,3.29,,3.77,3.95,,4.07,4.13, +1962-02-08,,,,3.30,,3.75,3.93,,4.07,4.12, +1962-02-09,,,,3.28,,3.73,3.91,,4.05,4.11, 1962-02-12,,,,,,,,,,, -1962-02-13,,,,3.28,,3.72,3.91,,4.03,, -1962-02-14,,,,3.31,,3.71,3.90,,4.03,, -1962-02-15,,,,3.33,,3.71,3.90,,4.02,, -1962-02-16,,,,3.33,,3.69,3.88,,4.02,, -1962-02-19,,,,3.32,,3.67,3.86,,4.01,, -1962-02-20,,,,3.31,,3.67,3.88,,4.05,, -1962-02-21,,,,3.28,,3.64,3.86,,4.03,, +1962-02-13,,,,3.28,,3.72,3.91,,4.03,4.10, +1962-02-14,,,,3.31,,3.71,3.90,,4.03,4.09, +1962-02-15,,,,3.33,,3.71,3.90,,4.02,4.10, +1962-02-16,,,,3.33,,3.69,3.88,,4.02,4.12, +1962-02-19,,,,3.32,,3.67,3.86,,4.01,4.11, +1962-02-20,,,,3.31,,3.67,3.88,,4.05,4.15, +1962-02-21,,,,3.28,,3.64,3.86,,4.03,4.13, 1962-02-22,,,,,,,,,,, -1962-02-23,,,,3.24,,3.60,3.83,,4.02,, -1962-02-26,,,,3.22,,3.58,3.80,,4.00,, -1962-02-27,,,,3.23,,3.57,3.80,,4.01,, -1962-02-28,,,,3.21,,3.53,3.77,,4.00,, -1962-03-01,,,,3.15,,3.44,3.71,,3.98,, -1962-03-02,,,,3.17,,3.48,3.72,,3.98,, -1962-03-05,,,,3.18,,3.53,3.74,,4.00,, -1962-03-06,,,,3.18,,3.52,3.74,,4.01,, -1962-03-07,,,,3.14,,3.52,3.74,,4.00,, -1962-03-08,,,,3.11,,3.51,3.72,,3.98,, -1962-03-09,,,,3.12,,3.53,3.71,,3.96,, -1962-03-12,,,,3.13,,3.54,3.73,,3.94,, -1962-03-13,,,,3.11,,3.53,3.70,,3.92,, -1962-03-14,,,,3.10,,3.53,3.72,,3.93,, -1962-03-15,,,,3.10,,3.52,3.73,,3.96,, -1962-03-16,,,,3.06,,3.48,3.72,,3.96,, -1962-03-19,,,,3.03,,3.44,3.71,,3.93,, -1962-03-20,,,,3.02,,3.41,3.67,,3.91,, -1962-03-21,,,,3.01,,3.37,3.61,,3.86,, -1962-03-22,,,,2.94,,3.29,3.58,,3.83,, -1962-03-23,,,,2.94,,3.33,3.62,,3.87,, -1962-03-26,,,,2.95,,3.37,3.65,,3.89,, -1962-03-27,,,,2.95,,3.39,3.65,,3.90,, -1962-03-28,,,,2.96,,3.39,3.64,,3.90,, -1962-03-29,,,,2.96,,3.40,3.64,,3.90,, -1962-03-30,,,,2.97,,3.39,3.61,,3.86,, -1962-04-02,,,,2.95,,3.38,3.58,,3.86,, -1962-04-03,,,,2.93,,3.36,3.55,,3.83,, -1962-04-04,,,,2.88,,3.28,3.51,,3.78,, -1962-04-05,,,,2.89,,3.34,3.56,,3.84,, -1962-04-06,,,,2.89,,3.32,3.55,,3.81,, -1962-04-09,,,,2.90,,3.33,3.57,,3.83,, -1962-04-10,,,,2.94,,3.36,3.57,,3.83,, -1962-04-11,,,,3.00,,3.41,3.61,,3.87,, -1962-04-12,,,,3.00,,3.40,3.61,,3.86,, -1962-04-13,,,,3.00,,3.38,3.60,,3.85,, -1962-04-16,,,,3.00,,3.37,3.60,,3.83,, -1962-04-17,,,,3.00,,3.36,3.60,,3.82,, -1962-04-18,,,,3.00,,3.35,3.60,,3.81,, -1962-04-19,,,,3.00,,3.37,3.60,,3.82,, +1962-02-23,,,,3.24,,3.60,3.83,,4.02,4.12, +1962-02-26,,,,3.22,,3.58,3.80,,4.00,4.11, +1962-02-27,,,,3.23,,3.57,3.80,,4.01,4.12, +1962-02-28,,,,3.21,,3.53,3.77,,4.00,4.10, +1962-03-01,,,,3.15,,3.44,3.71,,3.98,4.09, +1962-03-02,,,,3.17,,3.48,3.72,,3.98,4.09, +1962-03-05,,,,3.18,,3.53,3.74,,4.00,4.10, +1962-03-06,,,,3.18,,3.52,3.74,,4.01,4.10, +1962-03-07,,,,3.14,,3.52,3.74,,4.00,4.09, +1962-03-08,,,,3.11,,3.51,3.72,,3.98,4.08, +1962-03-09,,,,3.12,,3.53,3.71,,3.96,4.07, +1962-03-12,,,,3.13,,3.54,3.73,,3.94,4.06, +1962-03-13,,,,3.11,,3.53,3.70,,3.92,4.04, +1962-03-14,,,,3.10,,3.53,3.72,,3.93,4.04, +1962-03-15,,,,3.10,,3.52,3.73,,3.96,4.06, +1962-03-16,,,,3.06,,3.48,3.72,,3.96,4.05, +1962-03-19,,,,3.03,,3.44,3.71,,3.93,4.04, +1962-03-20,,,,3.02,,3.41,3.67,,3.91,4.02, +1962-03-21,,,,3.01,,3.37,3.61,,3.86,4.01, +1962-03-22,,,,2.94,,3.29,3.58,,3.83,3.97, +1962-03-23,,,,2.94,,3.33,3.62,,3.87,3.99, +1962-03-26,,,,2.95,,3.37,3.65,,3.89,4.01, +1962-03-27,,,,2.95,,3.39,3.65,,3.90,4.00, +1962-03-28,,,,2.96,,3.39,3.64,,3.90,4.00, +1962-03-29,,,,2.96,,3.40,3.64,,3.90,3.99, +1962-03-30,,,,2.97,,3.39,3.61,,3.86,3.98, +1962-04-02,,,,2.95,,3.38,3.58,,3.86,3.97, +1962-04-03,,,,2.93,,3.36,3.55,,3.83,3.95, +1962-04-04,,,,2.88,,3.28,3.51,,3.78,3.91, +1962-04-05,,,,2.89,,3.34,3.56,,3.84,3.94, +1962-04-06,,,,2.89,,3.32,3.55,,3.81,3.92, +1962-04-09,,,,2.90,,3.33,3.57,,3.83,3.92, +1962-04-10,,,,2.94,,3.36,3.57,,3.83,3.92, +1962-04-11,,,,3.00,,3.41,3.61,,3.87,3.94, +1962-04-12,,,,3.00,,3.40,3.61,,3.86,3.93, +1962-04-13,,,,3.00,,3.38,3.60,,3.85,3.92, +1962-04-16,,,,3.00,,3.37,3.60,,3.83,3.92, +1962-04-17,,,,3.00,,3.36,3.60,,3.82,3.92, +1962-04-18,,,,3.00,,3.35,3.60,,3.81,3.90, +1962-04-19,,,,3.00,,3.37,3.60,,3.82,3.91, 1962-04-20,,,,,,,,,,, -1962-04-23,,,,3.03,,3.40,3.63,,3.86,, -1962-04-24,,,,3.08,,3.42,3.65,,3.87,, -1962-04-25,,,,3.08,,3.43,3.66,,3.88,, -1962-04-26,,,,3.04,,3.43,3.66,,3.89,, -1962-04-27,,,,3.07,,3.45,3.64,,3.86,, -1962-04-30,,,,3.07,,3.47,3.64,,3.86,, -1962-05-01,,,,3.06,,3.45,3.63,,3.85,, -1962-05-02,,,,3.06,,3.44,3.64,,3.86,, -1962-05-03,,,,3.05,,3.42,3.64,,3.86,, -1962-05-04,,,,3.05,,3.42,3.64,,3.87,, -1962-05-07,,,,3.04,,3.41,3.64,,3.86,, -1962-05-08,,,,3.01,,3.39,3.62,,3.85,, -1962-05-09,,,,3.01,,3.37,3.60,,3.82,, -1962-05-10,,,,2.99,,3.37,3.61,,3.83,, -1962-05-11,,,,3.00,,3.37,3.61,,3.82,, -1962-05-14,,,,3.00,,3.39,3.63,,3.85,, -1962-05-15,,,,3.04,,3.41,3.67,,3.87,, -1962-05-16,,,,3.04,,3.40,3.67,,3.86,, -1962-05-17,,,,3.06,,3.40,3.67,,3.87,, -1962-05-18,,,,3.05,,3.44,3.72,,3.93,, -1962-05-21,,,,3.05,,3.46,3.74,,3.94,, -1962-05-22,,,,3.05,,3.44,3.71,,3.93,, -1962-05-23,,,,3.04,,3.42,3.69,,3.91,, -1962-05-24,,,,3.02,,3.39,3.68,,3.90,, -1962-05-25,,,,3.01,,3.37,3.66,,3.88,, -1962-05-28,,,,2.98,,3.36,3.65,,3.87,, -1962-05-29,,,,2.97,,3.37,3.66,,3.89,, +1962-04-23,,,,3.03,,3.40,3.63,,3.86,3.93, +1962-04-24,,,,3.08,,3.42,3.65,,3.87,3.94, +1962-04-25,,,,3.08,,3.43,3.66,,3.88,3.94, +1962-04-26,,,,3.04,,3.43,3.66,,3.89,3.94, +1962-04-27,,,,3.07,,3.45,3.64,,3.86,3.91, +1962-04-30,,,,3.07,,3.47,3.64,,3.86,3.91, +1962-05-01,,,,3.06,,3.45,3.63,,3.85,3.91, +1962-05-02,,,,3.06,,3.44,3.64,,3.86,3.91, +1962-05-03,,,,3.05,,3.42,3.64,,3.86,3.90, +1962-05-04,,,,3.05,,3.42,3.64,,3.87,3.90, +1962-05-07,,,,3.04,,3.41,3.64,,3.86,3.90, +1962-05-08,,,,3.01,,3.39,3.62,,3.85,3.90, +1962-05-09,,,,3.01,,3.37,3.60,,3.82,3.89, +1962-05-10,,,,2.99,,3.37,3.61,,3.83,3.88, +1962-05-11,,,,3.00,,3.37,3.61,,3.82,3.88, +1962-05-14,,,,3.00,,3.39,3.63,,3.85,3.89, +1962-05-15,,,,3.04,,3.41,3.67,,3.87,3.90, +1962-05-16,,,,3.04,,3.40,3.67,,3.86,3.91, +1962-05-17,,,,3.06,,3.40,3.67,,3.87,3.91, +1962-05-18,,,,3.05,,3.44,3.72,,3.93,3.94, +1962-05-21,,,,3.05,,3.46,3.74,,3.94,3.96, +1962-05-22,,,,3.05,,3.44,3.71,,3.93,3.95, +1962-05-23,,,,3.04,,3.42,3.69,,3.91,3.95, +1962-05-24,,,,3.02,,3.39,3.68,,3.90,3.94, +1962-05-25,,,,3.01,,3.37,3.66,,3.88,3.93, +1962-05-28,,,,2.98,,3.36,3.65,,3.87,3.92, +1962-05-29,,,,2.97,,3.37,3.66,,3.89,3.94, 1962-05-30,,,,,,,,,,, -1962-05-31,,,,2.99,,3.36,3.66,,3.90,, -1962-06-01,,,,2.98,,3.35,3.64,,3.89,, -1962-06-04,,,,2.98,,3.33,3.63,,3.88,, -1962-06-05,,,,2.97,,3.35,3.64,,3.89,, -1962-06-06,,,,2.95,,3.34,3.62,,3.89,, -1962-06-07,,,,2.95,,3.33,3.60,,3.87,, -1962-06-08,,,,2.94,,3.33,3.60,,3.86,, -1962-06-11,,,,2.95,,3.31,3.59,,3.87,, -1962-06-12,,,,2.94,,3.29,3.57,,3.86,, -1962-06-13,,,,2.94,,3.31,3.57,,3.87,, -1962-06-14,,,,3.00,,3.34,3.60,,3.90,, -1962-06-15,,,,3.00,,3.34,3.60,,3.89,, -1962-06-18,,,,3.03,,3.36,3.61,,3.91,, -1962-06-19,,,,3.06,,3.41,3.64,,3.93,, -1962-06-20,,,,3.04,,3.40,3.63,,3.92,, -1962-06-21,,,,3.04,,3.38,3.61,,3.90,, -1962-06-22,,,,3.04,,3.38,3.61,,3.90,, -1962-06-25,,,,3.12,,3.47,3.68,,3.95,, -1962-06-26,,,,3.14,,3.50,3.71,,3.97,, -1962-06-27,,,,3.14,,3.49,3.68,,3.96,, -1962-06-28,,,,3.18,,3.53,3.76,,3.98,, -1962-06-29,,,,3.20,,3.56,3.76,,4.00,, -1962-07-02,,,,3.21,,3.57,3.77,,4.00,, -1962-07-03,,,,3.23,,3.58,3.76,,4.00,, +1962-05-31,,,,2.99,,3.36,3.66,,3.90,3.94, +1962-06-01,,,,2.98,,3.35,3.64,,3.89,3.93, +1962-06-04,,,,2.98,,3.33,3.63,,3.88,3.93, +1962-06-05,,,,2.97,,3.35,3.64,,3.89,3.94, +1962-06-06,,,,2.95,,3.34,3.62,,3.89,3.93, +1962-06-07,,,,2.95,,3.33,3.60,,3.87,3.93, +1962-06-08,,,,2.94,,3.33,3.60,,3.86,3.92, +1962-06-11,,,,2.95,,3.31,3.59,,3.87,3.92, +1962-06-12,,,,2.94,,3.29,3.57,,3.86,3.91, +1962-06-13,,,,2.94,,3.31,3.57,,3.87,3.92, +1962-06-14,,,,3.00,,3.34,3.60,,3.90,3.94, +1962-06-15,,,,3.00,,3.34,3.60,,3.89,3.94, +1962-06-18,,,,3.03,,3.36,3.61,,3.91,3.95, +1962-06-19,,,,3.06,,3.41,3.64,,3.93,3.97, +1962-06-20,,,,3.04,,3.40,3.63,,3.92,3.97, +1962-06-21,,,,3.04,,3.38,3.61,,3.90,3.96, +1962-06-22,,,,3.04,,3.38,3.61,,3.90,3.96, +1962-06-25,,,,3.12,,3.47,3.68,,3.95,4.00, +1962-06-26,,,,3.14,,3.50,3.71,,3.97,4.01, +1962-06-27,,,,3.14,,3.49,3.68,,3.96,4.00, +1962-06-28,,,,3.18,,3.53,3.76,,3.98,4.01, +1962-06-29,,,,3.20,,3.56,3.76,,4.00,4.02, +1962-07-02,,,,3.21,,3.57,3.77,,4.00,4.02, +1962-07-03,,,,3.23,,3.58,3.76,,4.00,4.02, 1962-07-04,,,,,,,,,,, -1962-07-05,,,,3.21,,3.59,3.78,,4.00,, -1962-07-06,,,,3.23,,3.60,3.79,,4.02,, -1962-07-09,,,,3.26,,3.67,3.83,,4.05,, -1962-07-10,,,,3.27,,3.65,3.81,,4.02,, -1962-07-11,,,,3.26,,3.59,3.77,,3.99,, -1962-07-12,,,,3.27,,3.60,3.78,,4.00,, -1962-07-13,,,,3.27,,3.61,3.78,,4.00,, -1962-07-16,,,,3.28,,3.63,3.80,,4.01,, -1962-07-17,,,,3.34,,3.66,3.82,,4.03,, -1962-07-18,,,,3.36,,3.65,3.83,,4.02,, -1962-07-19,,,,3.33,,3.64,3.83,,4.02,, -1962-07-20,,,,3.32,,3.63,3.82,,4.01,, -1962-07-23,,,,3.32,,3.60,3.81,,4.00,, -1962-07-24,,,,3.32,,3.61,3.82,,4.01,, -1962-07-25,,,,3.32,,3.62,3.83,,4.02,, -1962-07-26,,,,3.32,,3.62,3.82,,4.01,, -1962-07-27,,,,3.32,,3.59,3.79,,4.02,, -1962-07-30,,,,3.33,,3.61,3.81,,4.03,, -1962-07-31,,,,3.33,,3.62,3.82,,4.04,, -1962-08-01,,,,3.30,,3.59,3.80,,4.03,, -1962-08-02,,,,3.26,,3.55,3.76,,4.00,, -1962-08-03,,,,3.27,,3.56,3.77,,4.01,, -1962-08-06,,,,3.26,,3.53,3.76,,4.01,, -1962-08-07,,,,3.28,,3.55,3.79,,4.02,, -1962-08-08,,,,3.28,,3.54,3.78,,4.01,, -1962-08-09,,,,3.28,,3.52,3.76,,3.99,, -1962-08-10,,,,3.28,,3.51,3.76,,3.99,, -1962-08-13,,,,3.26,,3.50,3.74,,3.99,, -1962-08-14,,,,3.24,,3.48,3.73,,3.98,, -1962-08-15,,,,3.20,,3.47,3.72,,3.98,, -1962-08-16,,,,3.19,,3.44,3.69,,3.96,, -1962-08-17,,,,3.18,,3.42,3.69,,3.96,, -1962-08-20,,,,3.17,,3.38,3.66,,3.94,, -1962-08-21,,,,3.17,,3.39,3.66,,3.94,, -1962-08-22,,,,3.14,,3.39,3.66,,3.95,, -1962-08-23,,,,3.13,,3.38,3.66,,3.95,, -1962-08-24,,,,3.12,,3.39,3.66,,3.95,, -1962-08-27,,,,3.11,,3.39,3.67,,3.95,, -1962-08-28,,,,3.10,,3.40,3.67,,3.96,, -1962-08-29,,,,3.10,,3.39,3.67,,3.96,, -1962-08-30,,,,3.12,,3.40,3.66,,3.95,, -1962-08-31,,,,3.14,,3.42,3.66,,3.96,, +1962-07-05,,,,3.21,,3.59,3.78,,4.00,4.02, +1962-07-06,,,,3.23,,3.60,3.79,,4.02,4.05, +1962-07-09,,,,3.26,,3.67,3.83,,4.05,4.07, +1962-07-10,,,,3.27,,3.65,3.81,,4.02,4.06, +1962-07-11,,,,3.26,,3.59,3.77,,3.99,4.06, +1962-07-12,,,,3.27,,3.60,3.78,,4.00,4.05, +1962-07-13,,,,3.27,,3.61,3.78,,4.00,4.05, +1962-07-16,,,,3.28,,3.63,3.80,,4.01,4.06, +1962-07-17,,,,3.34,,3.66,3.82,,4.03,4.06, +1962-07-18,,,,3.36,,3.65,3.83,,4.02,4.06, +1962-07-19,,,,3.33,,3.64,3.83,,4.02,4.06, +1962-07-20,,,,3.32,,3.63,3.82,,4.01,4.05, +1962-07-23,,,,3.32,,3.60,3.81,,4.00,4.05, +1962-07-24,,,,3.32,,3.61,3.82,,4.01,4.05, +1962-07-25,,,,3.32,,3.62,3.83,,4.02,4.05, +1962-07-26,,,,3.32,,3.62,3.82,,4.01,4.04, +1962-07-27,,,,3.32,,3.59,3.79,,4.02,4.05, +1962-07-30,,,,3.33,,3.61,3.81,,4.03,4.06, +1962-07-31,,,,3.33,,3.62,3.82,,4.04,4.06, +1962-08-01,,,,3.30,,3.59,3.80,,4.03,4.06, +1962-08-02,,,,3.26,,3.55,3.76,,4.00,4.03, +1962-08-03,,,,3.27,,3.56,3.77,,4.01,4.04, +1962-08-06,,,,3.26,,3.53,3.76,,4.01,4.04, +1962-08-07,,,,3.28,,3.55,3.79,,4.02,4.04, +1962-08-08,,,,3.28,,3.54,3.78,,4.01,4.04, +1962-08-09,,,,3.28,,3.52,3.76,,3.99,4.03, +1962-08-10,,,,3.28,,3.51,3.76,,3.99,4.03, +1962-08-13,,,,3.26,,3.50,3.74,,3.99,4.03, +1962-08-14,,,,3.24,,3.48,3.73,,3.98,4.01, +1962-08-15,,,,3.20,,3.47,3.72,,3.98,4.01, +1962-08-16,,,,3.19,,3.44,3.69,,3.96,3.99, +1962-08-17,,,,3.18,,3.42,3.69,,3.96,3.99, +1962-08-20,,,,3.17,,3.38,3.66,,3.94,3.98, +1962-08-21,,,,3.17,,3.39,3.66,,3.94,3.97, +1962-08-22,,,,3.14,,3.39,3.66,,3.95,3.97, +1962-08-23,,,,3.13,,3.38,3.66,,3.95,3.97, +1962-08-24,,,,3.12,,3.39,3.66,,3.95,3.97, +1962-08-27,,,,3.11,,3.39,3.67,,3.95,3.98, +1962-08-28,,,,3.10,,3.40,3.67,,3.96,3.98, +1962-08-29,,,,3.10,,3.39,3.67,,3.96,3.98, +1962-08-30,,,,3.12,,3.40,3.66,,3.95,3.99, +1962-08-31,,,,3.14,,3.42,3.66,,3.96,3.99, 1962-09-03,,,,,,,,,,, -1962-09-04,,,,3.15,,3.43,3.67,,3.96,, -1962-09-05,,,,3.16,,3.44,3.68,,3.97,, -1962-09-06,,,,3.09,,3.44,3.72,,3.99,, -1962-09-07,,,,3.10,,3.44,3.74,,4.01,, -1962-09-10,,,,3.08,,3.43,3.72,,4.00,, -1962-09-11,,,,3.07,,3.42,3.72,,4.00,, -1962-09-12,,,,3.05,,3.42,3.72,,4.00,, -1962-09-13,,,,3.06,,3.41,3.72,,3.99,, -1962-09-14,,,,3.06,,3.42,3.72,,3.99,, -1962-09-17,,,,3.03,,3.41,3.71,,3.99,, -1962-09-18,,,,3.05,,3.41,3.71,,3.98,, -1962-09-19,,,,3.04,,3.41,3.71,,3.99,, -1962-09-20,,,,3.03,,3.41,3.71,,3.98,, -1962-09-21,,,,3.04,,3.41,3.71,,3.98,, -1962-09-24,,,,3.04,,3.39,3.69,,3.97,, -1962-09-25,,,,3.04,,3.37,3.68,,3.96,, -1962-09-26,,,,3.02,,3.37,3.67,,3.95,, -1962-09-27,,,,3.02,,3.37,3.67,,3.95,, -1962-09-28,,,,3.02,,3.35,3.66,,3.94,, -1962-10-01,,,,3.00,,3.33,3.64,,3.93,, -1962-10-02,,,,2.99,,3.31,3.62,,3.92,, -1962-10-03,,,,2.98,,3.28,3.60,,3.90,, -1962-10-04,,,,2.97,,3.28,3.60,,3.90,, -1962-10-05,,,,2.97,,3.30,3.62,,3.92,, -1962-10-08,,,,2.99,,3.32,3.64,,3.93,, -1962-10-09,,,,2.99,,3.33,3.64,,3.95,, -1962-10-10,,,,2.98,,3.30,3.62,,3.93,, -1962-10-11,,,,2.98,,3.31,3.63,,3.94,, +1962-09-04,,,,3.15,,3.43,3.67,,3.96,3.99, +1962-09-05,,,,3.16,,3.44,3.68,,3.97,4.00, +1962-09-06,,,,3.09,,3.44,3.72,,3.99,4.00, +1962-09-07,,,,3.10,,3.44,3.74,,4.01,4.01, +1962-09-10,,,,3.08,,3.43,3.72,,4.00,4.01, +1962-09-11,,,,3.07,,3.42,3.72,,4.00,4.01, +1962-09-12,,,,3.05,,3.42,3.72,,4.00,4.00, +1962-09-13,,,,3.06,,3.41,3.72,,3.99,4.00, +1962-09-14,,,,3.06,,3.42,3.72,,3.99,4.00, +1962-09-17,,,,3.03,,3.41,3.71,,3.99,4.00, +1962-09-18,,,,3.05,,3.41,3.71,,3.98,4.00, +1962-09-19,,,,3.04,,3.41,3.71,,3.99,4.00, +1962-09-20,,,,3.03,,3.41,3.71,,3.98,4.00, +1962-09-21,,,,3.04,,3.41,3.71,,3.98,4.00, +1962-09-24,,,,3.04,,3.39,3.69,,3.97,3.99, +1962-09-25,,,,3.04,,3.37,3.68,,3.96,3.99, +1962-09-26,,,,3.02,,3.37,3.67,,3.95,3.99, +1962-09-27,,,,3.02,,3.37,3.67,,3.95,3.98, +1962-09-28,,,,3.02,,3.35,3.66,,3.94,3.97, +1962-10-01,,,,3.00,,3.33,3.64,,3.93,3.96, +1962-10-02,,,,2.99,,3.31,3.62,,3.92,3.95, +1962-10-03,,,,2.98,,3.28,3.60,,3.90,3.94, +1962-10-04,,,,2.97,,3.28,3.60,,3.90,3.94, +1962-10-05,,,,2.97,,3.30,3.62,,3.92,3.95, +1962-10-08,,,,2.99,,3.32,3.64,,3.93,3.95, +1962-10-09,,,,2.99,,3.33,3.64,,3.95,3.95, +1962-10-10,,,,2.98,,3.30,3.62,,3.93,3.94, +1962-10-11,,,,2.98,,3.31,3.63,,3.94,3.94, 1962-10-12,,,,,,,,,,, -1962-10-15,,,,2.97,,3.31,3.63,,3.94,, -1962-10-16,,,,2.96,,3.32,3.63,,3.94,, -1962-10-17,,,,2.96,,3.33,3.64,,3.94,, -1962-10-18,,,,2.96,,3.33,3.63,,3.92,, -1962-10-19,,,,2.94,,3.31,3.62,,3.88,, -1962-10-22,,,,2.96,,3.34,3.64,,3.91,, -1962-10-23,,,,2.99,,3.36,3.67,,3.94,, -1962-10-24,,,,2.99,,3.36,3.67,,3.94,, -1962-10-25,,,,2.99,,3.36,3.67,,3.94,, -1962-10-26,,,,2.97,,3.36,3.65,,3.93,, -1962-10-29,,,,2.97,,3.35,3.64,,3.92,, -1962-10-30,,,,2.97,,3.34,3.63,,3.92,, -1962-10-31,,,,2.97,,3.36,3.64,,3.92,, -1962-11-01,,,,2.97,,3.37,3.63,,3.92,, -1962-11-02,,,,3.00,,3.38,3.62,,3.91,, -1962-11-05,,,,3.00,,3.37,3.61,,3.91,, +1962-10-15,,,,2.97,,3.31,3.63,,3.94,3.94, +1962-10-16,,,,2.96,,3.32,3.63,,3.94,3.94, +1962-10-17,,,,2.96,,3.33,3.64,,3.94,3.95, +1962-10-18,,,,2.96,,3.33,3.63,,3.92,3.94, +1962-10-19,,,,2.94,,3.31,3.62,,3.88,3.90, +1962-10-22,,,,2.96,,3.34,3.64,,3.91,3.93, +1962-10-23,,,,2.99,,3.36,3.67,,3.94,3.94, +1962-10-24,,,,2.99,,3.36,3.67,,3.94,3.94, +1962-10-25,,,,2.99,,3.36,3.67,,3.94,3.95, +1962-10-26,,,,2.97,,3.36,3.65,,3.93,3.94, +1962-10-29,,,,2.97,,3.35,3.64,,3.92,3.94, +1962-10-30,,,,2.97,,3.34,3.63,,3.92,3.94, +1962-10-31,,,,2.97,,3.36,3.64,,3.92,3.94, +1962-11-01,,,,2.97,,3.37,3.63,,3.92,3.94, +1962-11-02,,,,3.00,,3.38,3.62,,3.91,3.94, +1962-11-05,,,,3.00,,3.37,3.61,,3.91,3.93, 1962-11-06,,,,,,,,,,, -1962-11-07,,,,2.99,,3.37,3.60,,3.91,, -1962-11-08,,,,2.97,,3.36,3.59,,3.90,, -1962-11-09,,,,2.97,,3.35,3.57,,3.89,, +1962-11-07,,,,2.99,,3.37,3.60,,3.91,3.93, +1962-11-08,,,,2.97,,3.36,3.59,,3.90,3.92, +1962-11-09,,,,2.97,,3.35,3.57,,3.89,3.91, 1962-11-12,,,,,,,,,,, -1962-11-13,,,,2.98,,3.37,3.58,,3.90,, -1962-11-14,,,,2.99,,3.38,3.59,,3.91,, -1962-11-15,,,,2.99,,3.40,3.59,,3.91,, -1962-11-16,,,,3.00,,3.42,3.63,,3.93,, -1962-11-19,,,,3.02,,3.43,3.62,,3.93,, -1962-11-20,,,,3.01,,3.42,3.61,,3.93,, -1962-11-21,,,,3.00,,3.41,3.59,,3.92,, +1962-11-13,,,,2.98,,3.37,3.58,,3.90,3.92, +1962-11-14,,,,2.99,,3.38,3.59,,3.91,3.93, +1962-11-15,,,,2.99,,3.40,3.59,,3.91,3.93, +1962-11-16,,,,3.00,,3.42,3.63,,3.93,3.94, +1962-11-19,,,,3.02,,3.43,3.62,,3.93,3.95, +1962-11-20,,,,3.01,,3.42,3.61,,3.93,3.94, +1962-11-21,,,,3.00,,3.41,3.59,,3.92,3.94, 1962-11-22,,,,,,,,,,, -1962-11-23,,,,3.01,,3.41,3.59,,3.92,, -1962-11-26,,,,3.02,,3.42,3.60,,3.93,, -1962-11-27,,,,3.03,,3.42,3.60,,3.92,, -1962-11-28,,,,3.04,,3.42,3.59,,3.92,, -1962-11-29,,,,3.03,,3.41,3.59,,3.92,, -1962-11-30,,,,3.02,,3.41,3.59,,3.92,, -1962-12-03,,,,3.03,,3.42,3.60,,3.93,, -1962-12-04,,,,3.04,,3.43,3.61,,3.94,, -1962-12-05,,,,3.03,,3.43,3.61,,3.93,, -1962-12-06,,,,3.00,,3.41,3.60,,3.92,, -1962-12-07,,,,3.00,,3.40,3.59,,3.91,, -1962-12-10,,,,2.99,,3.39,3.58,,3.90,, -1962-12-11,,,,2.99,,3.38,3.57,,3.89,, -1962-12-12,,,,2.99,,3.37,3.57,,3.88,, -1962-12-13,,,,3.00,,3.38,3.57,,3.88,, -1962-12-14,,,,2.99,,3.37,3.57,,3.87,, -1962-12-17,,,,3.00,,3.36,3.56,,3.85,, -1962-12-18,,,,3.00,,3.35,3.55,,3.83,, -1962-12-19,,,,3.00,,3.35,3.55,,3.84,, -1962-12-20,,,,2.99,,3.34,3.54,,3.83,, -1962-12-21,,,,2.99,,3.32,3.51,,3.81,, -1962-12-24,,,,2.98,,3.31,3.50,,3.79,, +1962-11-23,,,,3.01,,3.41,3.59,,3.92,3.94, +1962-11-26,,,,3.02,,3.42,3.60,,3.93,3.94, +1962-11-27,,,,3.03,,3.42,3.60,,3.92,3.94, +1962-11-28,,,,3.04,,3.42,3.59,,3.92,3.94, +1962-11-29,,,,3.03,,3.41,3.59,,3.92,3.94, +1962-11-30,,,,3.02,,3.41,3.59,,3.92,3.94, +1962-12-03,,,,3.03,,3.42,3.60,,3.93,3.95, +1962-12-04,,,,3.04,,3.43,3.61,,3.94,3.96, +1962-12-05,,,,3.03,,3.43,3.61,,3.93,3.96, +1962-12-06,,,,3.00,,3.41,3.60,,3.92,3.95, +1962-12-07,,,,3.00,,3.40,3.59,,3.91,3.95, +1962-12-10,,,,2.99,,3.39,3.58,,3.90,3.94, +1962-12-11,,,,2.99,,3.38,3.57,,3.89,3.93, +1962-12-12,,,,2.99,,3.37,3.57,,3.88,3.92, +1962-12-13,,,,3.00,,3.38,3.57,,3.88,3.92, +1962-12-14,,,,2.99,,3.37,3.57,,3.87,3.92, +1962-12-17,,,,3.00,,3.36,3.56,,3.85,3.91, +1962-12-18,,,,3.00,,3.35,3.55,,3.83,3.90, +1962-12-19,,,,3.00,,3.35,3.55,,3.84,3.90, +1962-12-20,,,,2.99,,3.34,3.54,,3.83,3.90, +1962-12-21,,,,2.99,,3.32,3.51,,3.81,3.90, +1962-12-24,,,,2.98,,3.31,3.50,,3.79,3.89, 1962-12-25,,,,,,,,,,, -1962-12-26,,,,2.99,,3.32,3.50,,3.79,, -1962-12-27,,,,3.01,,3.33,3.52,,3.81,, -1962-12-28,,,,3.05,,3.40,3.56,,3.84,, -1962-12-31,,,,3.05,,3.40,3.56,,3.85,, +1962-12-26,,,,2.99,,3.32,3.50,,3.79,3.89, +1962-12-27,,,,3.01,,3.33,3.52,,3.81,3.90, +1962-12-28,,,,3.05,,3.40,3.56,,3.84,3.91, +1962-12-31,,,,3.05,,3.40,3.56,,3.85,3.92, 1963-01-01,,,,,,,,,,, -1963-01-02,,,,3.04,,3.39,3.53,,3.82,, -1963-01-03,,,,3.02,,3.37,3.53,,3.81,, -1963-01-04,,,,3.05,,3.40,3.56,,3.84,, -1963-01-07,,,,3.07,,3.42,3.57,,3.83,, -1963-01-08,,,,3.06,,3.40,3.56,,3.81,, -1963-01-09,,,,3.02,,3.39,3.56,,3.82,, -1963-01-10,,,,3.01,,3.35,3.55,,3.81,, -1963-01-11,,,,3.01,,3.34,3.54,,3.80,, -1963-01-14,,,,3.01,,3.34,3.54,,3.81,, -1963-01-15,,,,3.01,,3.35,3.53,,3.80,, -1963-01-16,,,,3.01,,3.35,3.53,,3.80,, -1963-01-17,,,,3.01,,3.38,3.56,,3.82,, -1963-01-18,,,,3.03,,3.40,3.57,,3.84,, -1963-01-21,,,,3.05,,3.43,3.60,,3.85,, -1963-01-22,,,,3.06,,3.44,3.62,,3.86,, -1963-01-23,,,,3.06,,3.44,3.62,,3.86,, -1963-01-24,,,,3.07,,3.43,3.62,,3.86,, -1963-01-25,,,,3.06,,3.42,3.61,,3.85,, -1963-01-28,,,,3.05,,3.43,3.62,,3.86,, -1963-01-29,,,,3.06,,3.45,3.63,,3.86,, -1963-01-30,,,,3.06,,3.42,3.63,,3.86,, -1963-01-31,,,,3.03,,3.41,3.65,,3.87,, -1963-02-01,,,,3.03,,3.40,3.66,,3.88,, -1963-02-04,,,,3.02,,3.40,3.66,,3.89,, -1963-02-05,,,,3.02,,3.39,3.66,,3.90,, -1963-02-06,,,,3.01,,3.39,3.65,,3.91,, -1963-02-07,,,,2.98,,3.38,3.65,,3.91,, -1963-02-08,,,,2.98,,3.38,3.65,,3.91,, -1963-02-11,,,,2.99,,3.39,3.65,,3.92,, +1963-01-02,,,,3.04,,3.39,3.53,,3.82,3.91, +1963-01-03,,,,3.02,,3.37,3.53,,3.81,3.91, +1963-01-04,,,,3.05,,3.40,3.56,,3.84,3.93, +1963-01-07,,,,3.07,,3.42,3.57,,3.83,3.92, +1963-01-08,,,,3.06,,3.40,3.56,,3.81,3.93, +1963-01-09,,,,3.02,,3.39,3.56,,3.82,3.93, +1963-01-10,,,,3.01,,3.35,3.55,,3.81,3.92, +1963-01-11,,,,3.01,,3.34,3.54,,3.80,3.91, +1963-01-14,,,,3.01,,3.34,3.54,,3.81,3.91, +1963-01-15,,,,3.01,,3.35,3.53,,3.80,3.91, +1963-01-16,,,,3.01,,3.35,3.53,,3.80,3.91, +1963-01-17,,,,3.01,,3.38,3.56,,3.82,3.93, +1963-01-18,,,,3.03,,3.40,3.57,,3.84,3.94, +1963-01-21,,,,3.05,,3.43,3.60,,3.85,3.95, +1963-01-22,,,,3.06,,3.44,3.62,,3.86,3.96, +1963-01-23,,,,3.06,,3.44,3.62,,3.86,3.96, +1963-01-24,,,,3.07,,3.43,3.62,,3.86,3.96, +1963-01-25,,,,3.06,,3.42,3.61,,3.85,3.95, +1963-01-28,,,,3.05,,3.43,3.62,,3.86,3.96, +1963-01-29,,,,3.06,,3.45,3.63,,3.86,3.96, +1963-01-30,,,,3.06,,3.42,3.63,,3.86,3.95, +1963-01-31,,,,3.03,,3.41,3.65,,3.87,3.96, +1963-02-01,,,,3.03,,3.40,3.66,,3.88,3.96, +1963-02-04,,,,3.02,,3.40,3.66,,3.89,3.97, +1963-02-05,,,,3.02,,3.39,3.66,,3.90,3.97, +1963-02-06,,,,3.01,,3.39,3.65,,3.91,3.97, +1963-02-07,,,,2.98,,3.38,3.65,,3.91,3.97, +1963-02-08,,,,2.98,,3.38,3.65,,3.91,3.96, +1963-02-11,,,,2.99,,3.39,3.65,,3.92,3.96, 1963-02-12,,,,,,,,,,, -1963-02-13,,,,3.00,,3.40,3.65,,3.92,, -1963-02-14,,,,3.00,,3.39,3.65,,3.91,, -1963-02-15,,,,3.00,,3.38,3.64,,3.91,, -1963-02-18,,,,2.99,,3.35,3.64,,3.91,, -1963-02-19,,,,3.02,,3.37,3.66,,3.93,, -1963-02-20,,,,3.01,,3.37,3.66,,3.94,, -1963-02-21,,,,3.01,,3.40,3.68,,3.95,, +1963-02-13,,,,3.00,,3.40,3.65,,3.92,3.97, +1963-02-14,,,,3.00,,3.39,3.65,,3.91,3.97, +1963-02-15,,,,3.00,,3.38,3.64,,3.91,3.96, +1963-02-18,,,,2.99,,3.35,3.64,,3.91,3.96, +1963-02-19,,,,3.02,,3.37,3.66,,3.93,3.96, +1963-02-20,,,,3.01,,3.37,3.66,,3.94,3.96, +1963-02-21,,,,3.01,,3.40,3.68,,3.95,3.97, 1963-02-22,,,,,,,,,,, -1963-02-25,,,,3.03,,3.41,3.68,,3.95,, -1963-02-26,,,,3.04,,3.42,3.68,,3.95,, -1963-02-27,,,,3.04,,3.42,3.68,,3.95,, -1963-02-28,,,,3.02,,3.42,3.68,,3.94,, -1963-03-01,,,,3.00,,3.40,3.67,,3.93,, -1963-03-04,,,,2.98,,3.40,3.67,,3.92,, -1963-03-05,,,,2.98,,3.39,3.67,,3.92,, -1963-03-06,,,,2.99,,3.40,3.67,,3.91,, -1963-03-07,,,,2.98,,3.39,3.67,,3.92,, -1963-03-08,,,,3.00,,3.40,3.67,,3.92,, -1963-03-11,,,,3.01,,3.41,3.68,,3.92,, -1963-03-12,,,,3.00,,3.40,3.68,,3.92,, -1963-03-13,,,,3.00,,3.40,3.68,,3.92,, -1963-03-14,,,,2.99,,3.40,3.68,,3.92,, -1963-03-15,,,,3.00,,3.40,3.68,,3.92,, -1963-03-18,,,,3.02,,3.41,3.68,,3.92,, -1963-03-19,,,,3.04,,3.41,3.68,,3.92,, -1963-03-20,,,,3.06,,3.41,3.68,,3.92,, -1963-03-21,,,,3.06,,3.42,3.68,,3.92,, -1963-03-22,,,,3.06,,3.42,3.68,,3.93,, -1963-03-25,,,,3.08,,3.43,3.69,,3.94,, -1963-03-26,,,,3.10,,3.45,3.71,,3.96,, -1963-03-27,,,,3.11,,3.46,3.72,,3.96,, -1963-03-28,,,,3.11,,3.45,3.71,,3.96,, -1963-03-29,,,,3.09,,3.44,3.71,,3.95,, -1963-04-01,,,,3.10,,3.45,3.70,,3.95,, -1963-04-02,,,,3.09,,3.44,3.70,,3.96,, -1963-04-03,,,,3.08,,3.43,3.71,,3.96,, -1963-04-04,,,,3.07,,3.43,3.70,,3.95,, -1963-04-05,,,,3.07,,3.43,3.70,,3.95,, -1963-04-08,,,,3.09,,3.45,3.72,,3.97,, -1963-04-09,,,,3.09,,3.45,3.73,,3.98,, -1963-04-10,,,,3.11,,3.47,3.76,,4.00,, -1963-04-11,,,,3.11,,3.48,3.74,,4.00,, +1963-02-25,,,,3.03,,3.41,3.68,,3.95,3.98, +1963-02-26,,,,3.04,,3.42,3.68,,3.95,3.98, +1963-02-27,,,,3.04,,3.42,3.68,,3.95,3.98, +1963-02-28,,,,3.02,,3.42,3.68,,3.94,3.97, +1963-03-01,,,,3.00,,3.40,3.67,,3.93,3.97, +1963-03-04,,,,2.98,,3.40,3.67,,3.92,3.97, +1963-03-05,,,,2.98,,3.39,3.67,,3.92,3.96, +1963-03-06,,,,2.99,,3.40,3.67,,3.91,3.96, +1963-03-07,,,,2.98,,3.39,3.67,,3.92,3.96, +1963-03-08,,,,3.00,,3.40,3.67,,3.92,3.97, +1963-03-11,,,,3.01,,3.41,3.68,,3.92,3.97, +1963-03-12,,,,3.00,,3.40,3.68,,3.92,3.97, +1963-03-13,,,,3.00,,3.40,3.68,,3.92,3.98, +1963-03-14,,,,2.99,,3.40,3.68,,3.92,3.98, +1963-03-15,,,,3.00,,3.40,3.68,,3.92,3.98, +1963-03-18,,,,3.02,,3.41,3.68,,3.92,3.98, +1963-03-19,,,,3.04,,3.41,3.68,,3.92,3.99, +1963-03-20,,,,3.06,,3.41,3.68,,3.92,3.98, +1963-03-21,,,,3.06,,3.42,3.68,,3.92,3.99, +1963-03-22,,,,3.06,,3.42,3.68,,3.93,3.99, +1963-03-25,,,,3.08,,3.43,3.69,,3.94,4.00, +1963-03-26,,,,3.10,,3.45,3.71,,3.96,4.00, +1963-03-27,,,,3.11,,3.46,3.72,,3.96,4.00, +1963-03-28,,,,3.11,,3.45,3.71,,3.96,4.00, +1963-03-29,,,,3.09,,3.44,3.71,,3.95,4.00, +1963-04-01,,,,3.10,,3.45,3.70,,3.95,4.00, +1963-04-02,,,,3.09,,3.44,3.70,,3.96,4.01, +1963-04-03,,,,3.08,,3.43,3.71,,3.96,4.01, +1963-04-04,,,,3.07,,3.43,3.70,,3.95,4.00, +1963-04-05,,,,3.07,,3.43,3.70,,3.95,4.00, +1963-04-08,,,,3.09,,3.45,3.72,,3.97,4.02, +1963-04-09,,,,3.09,,3.45,3.73,,3.98,4.02, +1963-04-10,,,,3.11,,3.47,3.76,,4.00,4.04, +1963-04-11,,,,3.11,,3.48,3.74,,4.00,4.04, 1963-04-12,,,,,,,,,,, -1963-04-15,,,,3.14,,3.51,3.77,,4.01,, -1963-04-16,,,,3.15,,3.50,3.76,,4.00,, -1963-04-17,,,,3.15,,3.53,3.77,,4.00,, -1963-04-18,,,,3.14,,3.53,3.76,,3.99,, -1963-04-19,,,,3.14,,3.52,3.75,,3.97,, -1963-04-22,,,,3.14,,3.54,3.76,,3.97,, -1963-04-23,,,,3.14,,3.54,3.76,,3.97,, -1963-04-24,,,,3.14,,3.54,3.76,,3.96,, -1963-04-25,,,,3.12,,3.55,3.75,,3.95,, -1963-04-26,,,,3.12,,3.54,3.73,,3.95,, -1963-04-29,,,,3.11,,3.54,3.74,,3.95,, -1963-04-30,,,,3.11,,3.54,3.73,,3.95,, -1963-05-01,,,,3.11,,3.53,3.72,,3.94,, -1963-05-02,,,,3.10,,3.52,3.72,,3.94,, -1963-05-03,,,,3.10,,3.52,3.71,,3.93,, -1963-05-06,,,,3.10,,3.52,3.69,,3.92,, -1963-05-07,,,,3.08,,3.51,3.68,,3.91,, -1963-05-08,,,,3.09,,3.52,3.70,,3.92,, -1963-05-09,,,,3.09,,3.53,3.71,,3.93,, -1963-05-10,,,,3.09,,3.54,3.71,,3.93,, -1963-05-13,,,,3.09,,3.53,3.70,,3.92,, -1963-05-14,,,,3.09,,3.52,3.70,,3.91,, -1963-05-15,,,,3.08,,3.51,3.69,,3.91,, -1963-05-16,,,,3.08,,3.51,3.68,,3.90,, -1963-05-17,,,,3.10,,3.52,3.69,,3.92,, -1963-05-20,,,,3.12,,3.53,3.71,,3.93,, -1963-05-21,,,,3.12,,3.52,3.70,,3.92,, -1963-05-22,,,,3.11,,3.53,3.70,,3.92,, -1963-05-23,,,,3.11,,3.53,3.71,,3.93,, -1963-05-24,,,,3.15,,3.56,3.75,,3.95,, -1963-05-27,,,,3.16,,3.57,3.75,,3.95,, -1963-05-28,,,,3.21,,3.59,3.77,,3.96,, -1963-05-29,,,,3.20,,3.59,3.78,,3.96,, +1963-04-15,,,,3.14,,3.51,3.77,,4.01,4.05, +1963-04-16,,,,3.15,,3.50,3.76,,4.00,4.05, +1963-04-17,,,,3.15,,3.53,3.77,,4.00,4.06, +1963-04-18,,,,3.14,,3.53,3.76,,3.99,4.05, +1963-04-19,,,,3.14,,3.52,3.75,,3.97,4.04, +1963-04-22,,,,3.14,,3.54,3.76,,3.97,4.04, +1963-04-23,,,,3.14,,3.54,3.76,,3.97,4.04, +1963-04-24,,,,3.14,,3.54,3.76,,3.96,4.04, +1963-04-25,,,,3.12,,3.55,3.75,,3.95,4.04, +1963-04-26,,,,3.12,,3.54,3.73,,3.95,4.04, +1963-04-29,,,,3.11,,3.54,3.74,,3.95,4.04, +1963-04-30,,,,3.11,,3.54,3.73,,3.95,4.04, +1963-05-01,,,,3.11,,3.53,3.72,,3.94,4.03, +1963-05-02,,,,3.10,,3.52,3.72,,3.94,4.03, +1963-05-03,,,,3.10,,3.52,3.71,,3.93,4.03, +1963-05-06,,,,3.10,,3.52,3.69,,3.92,4.02, +1963-05-07,,,,3.08,,3.51,3.68,,3.91,4.01, +1963-05-08,,,,3.09,,3.52,3.70,,3.92,4.01, +1963-05-09,,,,3.09,,3.53,3.71,,3.93,4.02, +1963-05-10,,,,3.09,,3.54,3.71,,3.93,4.02, +1963-05-13,,,,3.09,,3.53,3.70,,3.92,4.02, +1963-05-14,,,,3.09,,3.52,3.70,,3.91,4.01, +1963-05-15,,,,3.08,,3.51,3.69,,3.91,4.00, +1963-05-16,,,,3.08,,3.51,3.68,,3.90,4.00, +1963-05-17,,,,3.10,,3.52,3.69,,3.92,4.01, +1963-05-20,,,,3.12,,3.53,3.71,,3.93,4.02, +1963-05-21,,,,3.12,,3.52,3.70,,3.92,4.01, +1963-05-22,,,,3.11,,3.53,3.70,,3.92,4.02, +1963-05-23,,,,3.11,,3.53,3.71,,3.93,4.02, +1963-05-24,,,,3.15,,3.56,3.75,,3.95,4.03, +1963-05-27,,,,3.16,,3.57,3.75,,3.95,4.03, +1963-05-28,,,,3.21,,3.59,3.77,,3.96,4.03, +1963-05-29,,,,3.20,,3.59,3.78,,3.96,4.03, 1963-05-30,,,,,,,,,,, -1963-05-31,,,,3.20,,3.59,3.78,,3.96,, -1963-06-03,,,,3.28,,3.65,3.81,,3.98,, -1963-06-04,,,,3.24,,3.64,3.80,,3.98,, -1963-06-05,,,,3.22,,3.64,3.80,,3.98,, -1963-06-06,,,,3.20,,3.62,3.80,,3.99,, -1963-06-07,,,,3.19,,3.61,3.81,,3.99,, -1963-06-10,,,,3.17,,3.59,3.80,,3.99,, -1963-06-11,,,,3.18,,3.60,3.79,,3.98,, -1963-06-12,,,,3.18,,3.60,3.81,,3.99,, -1963-06-13,,,,3.18,,3.59,3.81,,3.99,, -1963-06-14,,,,3.19,,3.60,3.82,,3.99,, -1963-06-17,,,,3.19,,3.62,3.83,,4.00,, -1963-06-18,,,,3.20,,3.62,3.83,,4.00,, -1963-06-19,,,,3.20,,3.61,3.83,,4.00,, -1963-06-20,,,,3.18,,3.60,3.82,,4.00,, -1963-06-21,,,,3.18,,3.60,3.82,,4.00,, -1963-06-24,,,,3.19,,3.61,3.82,,4.00,, -1963-06-25,,,,3.20,,3.61,3.82,,4.00,, -1963-06-26,,,,3.19,,3.60,3.82,,4.00,, -1963-06-27,,,,3.19,,3.60,3.82,,4.00,, -1963-06-28,,,,3.19,,3.61,3.82,,4.00,, -1963-07-01,,,,3.22,,3.62,3.82,,4.01,, -1963-07-02,,,,3.28,,3.67,3.86,,4.03,, -1963-07-03,,,,3.31,,3.69,3.86,,4.03,, +1963-05-31,,,,3.20,,3.59,3.78,,3.96,4.03, +1963-06-03,,,,3.28,,3.65,3.81,,3.98,4.04, +1963-06-04,,,,3.24,,3.64,3.80,,3.98,4.03, +1963-06-05,,,,3.22,,3.64,3.80,,3.98,4.03, +1963-06-06,,,,3.20,,3.62,3.80,,3.99,4.03, +1963-06-07,,,,3.19,,3.61,3.81,,3.99,4.02, +1963-06-10,,,,3.17,,3.59,3.80,,3.99,4.02, +1963-06-11,,,,3.18,,3.60,3.79,,3.98,4.01, +1963-06-12,,,,3.18,,3.60,3.81,,3.99,4.02, +1963-06-13,,,,3.18,,3.59,3.81,,3.99,4.02, +1963-06-14,,,,3.19,,3.60,3.82,,3.99,4.02, +1963-06-17,,,,3.19,,3.62,3.83,,4.00,4.02, +1963-06-18,,,,3.20,,3.62,3.83,,4.00,4.02, +1963-06-19,,,,3.20,,3.61,3.83,,4.00,4.02, +1963-06-20,,,,3.18,,3.60,3.82,,4.00,4.02, +1963-06-21,,,,3.18,,3.60,3.82,,4.00,4.02, +1963-06-24,,,,3.19,,3.61,3.82,,4.00,4.03, +1963-06-25,,,,3.20,,3.61,3.82,,4.00,4.03, +1963-06-26,,,,3.19,,3.60,3.82,,4.00,4.03, +1963-06-27,,,,3.19,,3.60,3.82,,4.00,4.03, +1963-06-28,,,,3.19,,3.61,3.82,,4.00,4.03, +1963-07-01,,,,3.22,,3.62,3.82,,4.01,4.04, +1963-07-02,,,,3.28,,3.67,3.86,,4.03,4.06, +1963-07-03,,,,3.31,,3.69,3.86,,4.03,4.06, 1963-07-04,,,,,,,,,,, -1963-07-05,,,,3.35,,3.72,3.89,,4.04,, -1963-07-08,,,,3.45,,3.77,3.92,,4.05,, -1963-07-09,,,,3.51,,3.77,3.91,,4.04,, -1963-07-10,,,,3.51,,3.76,3.90,,4.03,, -1963-07-11,,,,3.52,,3.76,3.91,,4.04,, -1963-07-12,,,,3.52,,3.75,3.90,,4.03,, -1963-07-15,,,,3.53,,3.76,3.90,,4.02,, -1963-07-16,,,,3.54,,3.76,3.91,,4.02,, -1963-07-17,,,,3.60,,3.80,3.92,,4.03,, -1963-07-18,,,,3.55,,3.79,3.91,,4.02,, -1963-07-19,,,,3.53,,3.78,3.90,,4.02,, -1963-07-22,,,,3.54,,3.79,3.91,,4.02,, -1963-07-23,,,,3.55,,3.80,3.91,,4.02,, -1963-07-24,,,,3.52,,3.80,3.90,,4.01,, -1963-07-25,,,,3.48,,3.78,3.89,,4.01,, -1963-07-26,,,,3.46,,3.77,3.88,,3.99,, -1963-07-29,,,,3.48,,3.76,3.87,,3.99,, -1963-07-30,,,,3.50,,3.77,3.88,,4.00,, -1963-07-31,,,,3.50,,3.77,3.88,,4.00,, -1963-08-01,,,,3.48,,3.75,3.87,,3.99,, -1963-08-02,,,,3.47,,3.74,3.86,,3.99,, -1963-08-05,,,,3.48,,3.74,3.87,,3.99,, -1963-08-06,,,,3.48,,3.75,3.87,,4.00,, -1963-08-07,,,,3.51,,3.75,3.88,,4.01,, -1963-08-08,,,,3.51,,3.76,3.88,,4.00,, -1963-08-09,,,,3.51,,3.76,3.88,,4.00,, -1963-08-12,,,,3.52,,3.77,3.90,,4.01,, -1963-08-13,,,,3.52,,3.78,3.90,,4.02,, -1963-08-14,,,,3.53,,3.78,3.90,,4.02,, -1963-08-15,,,,3.53,,3.77,3.89,,4.01,, -1963-08-16,,,,3.54,,3.76,3.89,,4.00,, -1963-08-19,,,,3.53,,3.76,3.88,,3.99,, -1963-08-20,,,,3.54,,3.76,3.88,,3.99,, -1963-08-21,,,,3.56,,3.77,3.89,,4.00,, -1963-08-22,,,,3.56,,3.77,3.89,,4.00,, -1963-08-23,,,,3.57,,3.78,3.89,,4.00,, -1963-08-26,,,,3.57,,3.78,3.89,,4.00,, -1963-08-27,,,,3.58,,3.79,3.90,,4.00,, -1963-08-28,,,,3.58,,3.79,3.90,,4.00,, -1963-08-29,,,,3.58,,3.79,3.91,,4.01,, -1963-08-30,,,,3.59,,3.81,3.93,,4.02,, +1963-07-05,,,,3.35,,3.72,3.89,,4.04,4.07, +1963-07-08,,,,3.45,,3.77,3.92,,4.05,4.08, +1963-07-09,,,,3.51,,3.77,3.91,,4.04,4.08, +1963-07-10,,,,3.51,,3.76,3.90,,4.03,4.08, +1963-07-11,,,,3.52,,3.76,3.91,,4.04,4.08, +1963-07-12,,,,3.52,,3.75,3.90,,4.03,4.08, +1963-07-15,,,,3.53,,3.76,3.90,,4.02,4.07, +1963-07-16,,,,3.54,,3.76,3.91,,4.02,4.07, +1963-07-17,,,,3.60,,3.80,3.92,,4.03,4.07, +1963-07-18,,,,3.55,,3.79,3.91,,4.02,4.06, +1963-07-19,,,,3.53,,3.78,3.90,,4.02,4.05, +1963-07-22,,,,3.54,,3.79,3.91,,4.02,4.05, +1963-07-23,,,,3.55,,3.80,3.91,,4.02,4.05, +1963-07-24,,,,3.52,,3.80,3.90,,4.01,4.04, +1963-07-25,,,,3.48,,3.78,3.89,,4.01,4.04, +1963-07-26,,,,3.46,,3.77,3.88,,3.99,4.03, +1963-07-29,,,,3.48,,3.76,3.87,,3.99,4.03, +1963-07-30,,,,3.50,,3.77,3.88,,4.00,4.03, +1963-07-31,,,,3.50,,3.77,3.88,,4.00,4.03, +1963-08-01,,,,3.48,,3.75,3.87,,3.99,4.03, +1963-08-02,,,,3.47,,3.74,3.86,,3.99,4.02, +1963-08-05,,,,3.48,,3.74,3.87,,3.99,4.02, +1963-08-06,,,,3.48,,3.75,3.87,,4.00,4.03, +1963-08-07,,,,3.51,,3.75,3.88,,4.01,4.03, +1963-08-08,,,,3.51,,3.76,3.88,,4.00,4.03, +1963-08-09,,,,3.51,,3.76,3.88,,4.00,4.03, +1963-08-12,,,,3.52,,3.77,3.90,,4.01,4.03, +1963-08-13,,,,3.52,,3.78,3.90,,4.02,4.03, +1963-08-14,,,,3.53,,3.78,3.90,,4.02,4.04, +1963-08-15,,,,3.53,,3.77,3.89,,4.01,4.03, +1963-08-16,,,,3.54,,3.76,3.89,,4.00,4.03, +1963-08-19,,,,3.53,,3.76,3.88,,3.99,4.02, +1963-08-20,,,,3.54,,3.76,3.88,,3.99,4.03, +1963-08-21,,,,3.56,,3.77,3.89,,4.00,4.03, +1963-08-22,,,,3.56,,3.77,3.89,,4.00,4.03, +1963-08-23,,,,3.57,,3.78,3.89,,4.00,4.03, +1963-08-26,,,,3.57,,3.78,3.89,,4.00,4.03, +1963-08-27,,,,3.58,,3.79,3.90,,4.00,4.03, +1963-08-28,,,,3.58,,3.79,3.90,,4.00,4.03, +1963-08-29,,,,3.58,,3.79,3.91,,4.01,4.04, +1963-08-30,,,,3.59,,3.81,3.93,,4.02,4.04, 1963-09-02,,,,,,,,,,, -1963-09-03,,,,3.59,,3.82,3.94,,4.03,, -1963-09-04,,,,3.57,,3.81,3.94,,4.04,, -1963-09-05,,,,3.58,,3.80,3.97,,4.08,, -1963-09-06,,,,3.58,,3.80,3.97,,4.09,, -1963-09-09,,,,3.58,,3.81,3.97,,4.09,, -1963-09-10,,,,3.57,,3.81,3.97,,4.09,, -1963-09-11,,,,3.57,,3.80,3.96,,4.09,, -1963-09-12,,,,3.57,,3.81,3.97,,4.09,, -1963-09-13,,,,3.58,,3.82,3.97,,4.09,, -1963-09-16,,,,3.58,,3.84,3.97,,4.09,, -1963-09-17,,,,3.59,,3.84,3.97,,4.09,, -1963-09-18,,,,3.58,,3.83,3.96,,4.08,, -1963-09-19,,,,3.57,,3.83,3.95,,4.08,, -1963-09-20,,,,3.56,,3.82,3.94,,4.07,, -1963-09-23,,,,3.56,,3.82,3.94,,4.07,, -1963-09-24,,,,3.56,,3.82,3.95,,4.08,, -1963-09-25,,,,3.56,,3.83,3.95,,4.08,, -1963-09-26,,,,3.57,,3.83,3.95,,4.08,, -1963-09-27,,,,3.57,,3.82,3.94,,4.07,, -1963-09-30,,,,3.59,,3.82,3.94,,4.07,, -1963-10-01,,,,3.59,,3.81,3.93,,4.07,, -1963-10-02,,,,3.59,,3.82,3.93,,4.07,, -1963-10-03,,,,3.58,,3.82,3.93,,4.07,, -1963-10-04,,,,3.59,,3.83,3.94,,4.08,, -1963-10-07,,,,3.61,,3.84,3.95,,4.08,, -1963-10-08,,,,3.62,,3.84,3.96,,4.09,, -1963-10-09,,,,3.61,,3.85,3.97,,4.10,, -1963-10-10,,,,3.60,,3.85,3.97,,4.10,, -1963-10-11,,,,3.60,,3.84,3.96,,4.10,, -1963-10-14,,,,3.61,,3.84,3.96,,4.10,, -1963-10-15,,,,3.61,,3.84,3.97,,4.11,, -1963-10-16,,,,3.62,,3.86,3.97,,4.11,, -1963-10-17,,,,3.65,,3.88,3.98,,4.12,, -1963-10-18,,,,3.70,,3.90,3.99,,4.12,, -1963-10-21,,,,3.70,,3.91,3.99,,4.12,, -1963-10-22,,,,3.70,,3.89,3.98,,4.11,, -1963-10-23,,,,3.70,,3.88,3.98,,4.12,, -1963-10-24,,,,3.67,,3.88,3.97,,4.11,, -1963-10-25,,,,3.66,,3.89,3.98,,4.12,, -1963-10-28,,,,3.66,,3.90,3.98,,4.12,, -1963-10-29,,,,3.68,,3.92,4.00,,4.13,, -1963-10-30,,,,3.68,,3.91,4.00,,4.14,, -1963-10-31,,,,3.68,,3.92,4.01,,4.15,, -1963-11-01,,,,3.69,,3.93,4.01,,4.15,, -1963-11-04,,,,3.72,,3.94,4.02,,4.15,, +1963-09-03,,,,3.59,,3.82,3.94,,4.03,4.05, +1963-09-04,,,,3.57,,3.81,3.94,,4.04,4.06, +1963-09-05,,,,3.58,,3.80,3.97,,4.08,4.10, +1963-09-06,,,,3.58,,3.80,3.97,,4.09,4.10, +1963-09-09,,,,3.58,,3.81,3.97,,4.09,4.11, +1963-09-10,,,,3.57,,3.81,3.97,,4.09,4.10, +1963-09-11,,,,3.57,,3.80,3.96,,4.09,4.10, +1963-09-12,,,,3.57,,3.81,3.97,,4.09,4.10, +1963-09-13,,,,3.58,,3.82,3.97,,4.09,4.10, +1963-09-16,,,,3.58,,3.84,3.97,,4.09,4.10, +1963-09-17,,,,3.59,,3.84,3.97,,4.09,4.10, +1963-09-18,,,,3.58,,3.83,3.96,,4.08,4.10, +1963-09-19,,,,3.57,,3.83,3.95,,4.08,4.10, +1963-09-20,,,,3.56,,3.82,3.94,,4.07,4.09, +1963-09-23,,,,3.56,,3.82,3.94,,4.07,4.09, +1963-09-24,,,,3.56,,3.82,3.95,,4.08,4.09, +1963-09-25,,,,3.56,,3.83,3.95,,4.08,4.09, +1963-09-26,,,,3.57,,3.83,3.95,,4.08,4.09, +1963-09-27,,,,3.57,,3.82,3.94,,4.07,4.08, +1963-09-30,,,,3.59,,3.82,3.94,,4.07,4.08, +1963-10-01,,,,3.59,,3.81,3.93,,4.07,4.08, +1963-10-02,,,,3.59,,3.82,3.93,,4.07,4.08, +1963-10-03,,,,3.58,,3.82,3.93,,4.07,4.08, +1963-10-04,,,,3.59,,3.83,3.94,,4.08,4.09, +1963-10-07,,,,3.61,,3.84,3.95,,4.08,4.10, +1963-10-08,,,,3.62,,3.84,3.96,,4.09,4.10, +1963-10-09,,,,3.61,,3.85,3.97,,4.10,4.11, +1963-10-10,,,,3.60,,3.85,3.97,,4.10,4.11, +1963-10-11,,,,3.60,,3.84,3.96,,4.10,4.11, +1963-10-14,,,,3.61,,3.84,3.96,,4.10,4.11, +1963-10-15,,,,3.61,,3.84,3.97,,4.11,4.12, +1963-10-16,,,,3.62,,3.86,3.97,,4.11,4.12, +1963-10-17,,,,3.65,,3.88,3.98,,4.12,4.13, +1963-10-18,,,,3.70,,3.90,3.99,,4.12,4.13, +1963-10-21,,,,3.70,,3.91,3.99,,4.12,4.13, +1963-10-22,,,,3.70,,3.89,3.98,,4.11,4.13, +1963-10-23,,,,3.70,,3.88,3.98,,4.12,4.13, +1963-10-24,,,,3.67,,3.88,3.97,,4.11,4.13, +1963-10-25,,,,3.66,,3.89,3.98,,4.12,4.13, +1963-10-28,,,,3.66,,3.90,3.98,,4.12,4.13, +1963-10-29,,,,3.68,,3.92,4.00,,4.13,4.14, +1963-10-30,,,,3.68,,3.91,4.00,,4.14,4.14, +1963-10-31,,,,3.68,,3.92,4.01,,4.15,4.15, +1963-11-01,,,,3.69,,3.93,4.01,,4.15,4.16, +1963-11-04,,,,3.72,,3.94,4.02,,4.15,4.16, 1963-11-05,,,,,,,,,,, -1963-11-06,,,,3.75,,3.97,4.04,,4.17,, -1963-11-07,,,,3.75,,3.96,4.04,,4.17,, -1963-11-08,,,,3.76,,3.97,4.05,,4.16,, +1963-11-06,,,,3.75,,3.97,4.04,,4.17,4.18, +1963-11-07,,,,3.75,,3.96,4.04,,4.17,4.18, +1963-11-08,,,,3.76,,3.97,4.05,,4.16,4.17, 1963-11-11,,,,,,,,,,, -1963-11-12,,,,3.79,,3.96,4.03,,4.16,, -1963-11-13,,,,3.77,,3.97,4.04,,4.15,, -1963-11-14,,,,3.76,,3.96,4.02,,4.12,, -1963-11-15,,,,3.74,,3.94,4.00,,4.11,, -1963-11-18,,,,3.74,,3.94,4.00,,4.11,, -1963-11-19,,,,3.73,,3.94,4.00,,4.10,, -1963-11-20,,,,3.73,,3.94,4.00,,4.09,, -1963-11-21,,,,3.73,,3.94,4.00,,4.10,, -1963-11-22,,,,3.73,,3.94,4.00,,4.09,, +1963-11-12,,,,3.79,,3.96,4.03,,4.16,4.17, +1963-11-13,,,,3.77,,3.97,4.04,,4.15,4.17, +1963-11-14,,,,3.76,,3.96,4.02,,4.12,4.15, +1963-11-15,,,,3.74,,3.94,4.00,,4.11,4.15, +1963-11-18,,,,3.74,,3.94,4.00,,4.11,4.15, +1963-11-19,,,,3.73,,3.94,4.00,,4.10,4.15, +1963-11-20,,,,3.73,,3.94,4.00,,4.09,4.15, +1963-11-21,,,,3.73,,3.94,4.00,,4.10,4.15, +1963-11-22,,,,3.73,,3.94,4.00,,4.09,4.15, 1963-11-25,,,,,,,,,,, -1963-11-26,,,,3.73,,3.93,3.98,,4.08,, -1963-11-27,,,,3.73,,3.94,3.99,,4.08,, +1963-11-26,,,,3.73,,3.93,3.98,,4.08,4.15, +1963-11-27,,,,3.73,,3.94,3.99,,4.08,4.15, 1963-11-28,,,,,,,,,,, -1963-11-29,,,,3.74,,3.94,3.99,,4.08,, -1963-12-02,,,,3.77,,3.96,4.01,,4.09,, -1963-12-03,,,,3.78,,3.97,4.02,,4.10,, -1963-12-04,,,,3.78,,3.97,4.01,,4.10,, -1963-12-05,,,,3.78,,3.97,4.01,,4.11,, -1963-12-06,,,,3.77,,3.97,4.01,,4.11,, -1963-12-09,,,,3.79,,3.97,4.01,,4.10,, -1963-12-10,,,,3.80,,3.97,4.02,,4.10,, -1963-12-11,,,,3.79,,3.99,4.03,,4.12,, -1963-12-12,,,,3.79,,4.00,4.04,,4.12,, -1963-12-13,,,,3.81,,4.01,4.05,,4.13,, -1963-12-16,,,,3.82,,4.04,4.07,,4.15,, -1963-12-17,,,,3.84,,4.04,4.07,,4.15,, -1963-12-18,,,,3.84,,4.03,4.06,,4.15,, -1963-12-19,,,,3.83,,4.03,4.06,,4.14,, -1963-12-20,,,,3.83,,4.04,4.07,,4.15,, -1963-12-23,,,,3.84,,4.05,4.07,,4.15,, -1963-12-24,,,,3.84,,4.05,4.07,,4.15,, +1963-11-29,,,,3.74,,3.94,3.99,,4.08,4.15, +1963-12-02,,,,3.77,,3.96,4.01,,4.09,4.17, +1963-12-03,,,,3.78,,3.97,4.02,,4.10,4.17, +1963-12-04,,,,3.78,,3.97,4.01,,4.10,4.17, +1963-12-05,,,,3.78,,3.97,4.01,,4.11,4.17, +1963-12-06,,,,3.77,,3.97,4.01,,4.11,4.17, +1963-12-09,,,,3.79,,3.97,4.01,,4.10,4.17, +1963-12-10,,,,3.80,,3.97,4.02,,4.10,4.17, +1963-12-11,,,,3.79,,3.99,4.03,,4.12,4.18, +1963-12-12,,,,3.79,,4.00,4.04,,4.12,4.19, +1963-12-13,,,,3.81,,4.01,4.05,,4.13,4.19, +1963-12-16,,,,3.82,,4.04,4.07,,4.15,4.20, +1963-12-17,,,,3.84,,4.04,4.07,,4.15,4.21, +1963-12-18,,,,3.84,,4.03,4.06,,4.15,4.21, +1963-12-19,,,,3.83,,4.03,4.06,,4.14,4.21, +1963-12-20,,,,3.83,,4.04,4.07,,4.15,4.22, +1963-12-23,,,,3.84,,4.05,4.07,,4.15,4.22, +1963-12-24,,,,3.84,,4.05,4.07,,4.15,4.22, 1963-12-25,,,,,,,,,,, -1963-12-26,,,,3.84,,4.05,4.06,,4.15,, -1963-12-27,,,,3.84,,4.05,4.05,,4.15,, -1963-12-30,,,,3.83,,4.05,4.05,,4.14,, -1963-12-31,,,,3.83,,4.05,4.06,,4.14,, +1963-12-26,,,,3.84,,4.05,4.06,,4.15,4.21, +1963-12-27,,,,3.84,,4.05,4.05,,4.15,4.20, +1963-12-30,,,,3.83,,4.05,4.05,,4.14,4.19, +1963-12-31,,,,3.83,,4.05,4.06,,4.14,4.19, 1964-01-01,,,,,,,,,,, -1964-01-02,,,,3.84,,4.06,4.07,,4.14,, -1964-01-03,,,,3.84,,4.06,4.07,,4.15,, -1964-01-06,,,,3.82,,4.07,4.08,,4.16,, -1964-01-07,,,,3.81,,4.06,4.08,,4.15,, -1964-01-08,,,,3.81,,4.07,4.09,,4.18,, -1964-01-09,,,,3.80,,4.06,4.09,,4.18,, -1964-01-10,,,,3.80,,4.05,4.10,,4.18,, -1964-01-13,,,,3.79,,4.05,4.08,,4.18,, -1964-01-14,,,,3.79,,4.04,4.08,,4.18,, -1964-01-15,,,,3.80,,4.04,4.09,,4.18,, -1964-01-16,,,,3.78,,4.04,4.08,,4.17,, -1964-01-17,,,,3.78,,4.04,4.07,,4.17,, -1964-01-20,,,,3.76,,4.02,4.06,,4.16,, -1964-01-21,,,,3.76,,4.02,4.05,,4.16,, -1964-01-22,,,,3.77,,4.02,4.05,,4.16,, -1964-01-23,,,,3.78,,4.02,4.05,,4.16,, -1964-01-24,,,,3.79,,4.02,4.06,,4.18,, -1964-01-27,,,,3.79,,4.02,4.06,,4.18,, -1964-01-28,,,,3.79,,4.02,4.06,,4.17,, -1964-01-29,,,,3.79,,4.02,4.06,,4.17,, -1964-01-30,,,,3.78,,4.01,4.05,,4.16,, -1964-01-31,,,,3.76,,4.00,4.03,,4.15,, -1964-02-03,,,,3.74,,3.99,4.02,,4.15,, -1964-02-04,,,,3.75,,3.98,4.03,,4.15,, -1964-02-05,,,,3.74,,3.97,4.02,,4.15,, -1964-02-06,,,,3.73,,3.97,4.01,,4.14,, -1964-02-07,,,,3.73,,3.97,4.01,,4.14,, -1964-02-10,,,,3.74,,3.97,4.02,,4.14,, -1964-02-11,,,,3.76,,3.98,4.02,,4.14,, +1964-01-02,,,,3.84,,4.06,4.07,,4.14,4.19, +1964-01-03,,,,3.84,,4.06,4.07,,4.15,4.19, +1964-01-06,,,,3.82,,4.07,4.08,,4.16,4.19, +1964-01-07,,,,3.81,,4.06,4.08,,4.15,4.18, +1964-01-08,,,,3.81,,4.07,4.09,,4.18,4.20, +1964-01-09,,,,3.80,,4.06,4.09,,4.18,4.20, +1964-01-10,,,,3.80,,4.05,4.10,,4.18,4.21, +1964-01-13,,,,3.79,,4.05,4.08,,4.18,4.21, +1964-01-14,,,,3.79,,4.04,4.08,,4.18,4.20, +1964-01-15,,,,3.80,,4.04,4.09,,4.18,4.20, +1964-01-16,,,,3.78,,4.04,4.08,,4.17,4.19, +1964-01-17,,,,3.78,,4.04,4.07,,4.17,4.18, +1964-01-20,,,,3.76,,4.02,4.06,,4.16,4.18, +1964-01-21,,,,3.76,,4.02,4.05,,4.16,4.17, +1964-01-22,,,,3.77,,4.02,4.05,,4.16,4.17, +1964-01-23,,,,3.78,,4.02,4.05,,4.16,4.18, +1964-01-24,,,,3.79,,4.02,4.06,,4.18,4.18, +1964-01-27,,,,3.79,,4.02,4.06,,4.18,4.18, +1964-01-28,,,,3.79,,4.02,4.06,,4.17,4.18, +1964-01-29,,,,3.79,,4.02,4.06,,4.17,4.18, +1964-01-30,,,,3.78,,4.01,4.05,,4.16,4.18, +1964-01-31,,,,3.76,,4.00,4.03,,4.15,4.18, +1964-02-03,,,,3.74,,3.99,4.02,,4.15,4.17, +1964-02-04,,,,3.75,,3.98,4.03,,4.15,4.17, +1964-02-05,,,,3.74,,3.97,4.02,,4.15,4.17, +1964-02-06,,,,3.73,,3.97,4.01,,4.14,4.16, +1964-02-07,,,,3.73,,3.97,4.01,,4.14,4.16, +1964-02-10,,,,3.74,,3.97,4.02,,4.14,4.17, +1964-02-11,,,,3.76,,3.98,4.02,,4.14,4.17, 1964-02-12,,,,,,,,,,, -1964-02-13,,,,3.75,,3.98,4.02,,4.13,, -1964-02-14,,,,3.75,,3.98,4.02,,4.13,, -1964-02-17,,,,3.76,,3.99,4.02,,4.13,, -1964-02-18,,,,3.77,,4.00,4.03,,4.14,, -1964-02-19,,,,3.78,,4.00,4.03,,4.14,, -1964-02-20,,,,3.79,,4.01,4.04,,4.14,, +1964-02-13,,,,3.75,,3.98,4.02,,4.13,4.16, +1964-02-14,,,,3.75,,3.98,4.02,,4.13,4.16, +1964-02-17,,,,3.76,,3.99,4.02,,4.13,4.16, +1964-02-18,,,,3.77,,4.00,4.03,,4.14,4.16, +1964-02-19,,,,3.78,,4.00,4.03,,4.14,4.17, +1964-02-20,,,,3.79,,4.01,4.04,,4.14,4.17, 1964-02-21,,,,,,,,,,, -1964-02-24,,,,3.82,,4.02,4.05,,4.15,, -1964-02-25,,,,3.84,,4.03,4.06,,4.15,, -1964-02-26,,,,3.84,,4.03,4.05,,4.15,, -1964-02-27,,,,3.88,,4.05,4.07,,4.17,, -1964-02-28,,,,3.91,,4.07,4.10,,4.18,, -1964-03-02,,,,3.91,,4.08,4.10,,4.17,, -1964-03-03,,,,3.91,,4.08,4.10,,4.18,, -1964-03-04,,,,3.91,,4.09,4.11,,4.19,, -1964-03-05,,,,3.91,,4.08,4.10,,4.19,, -1964-03-06,,,,3.90,,4.08,4.11,,4.19,, -1964-03-09,,,,3.90,,4.08,4.10,,4.20,, -1964-03-10,,,,3.90,,4.08,4.11,,4.20,, -1964-03-11,,,,3.91,,4.10,4.12,,4.21,, -1964-03-12,,,,3.89,,4.10,4.12,,4.21,, -1964-03-13,,,,3.89,,4.10,4.11,,4.22,, -1964-03-16,,,,3.90,,4.10,4.11,,4.21,, -1964-03-17,,,,3.90,,4.10,4.12,,4.22,, -1964-03-18,,,,3.90,,4.12,4.14,,4.23,, -1964-03-19,,,,3.89,,4.14,4.16,,4.24,, -1964-03-20,,,,3.89,,4.15,4.17,,4.25,, -1964-03-23,,,,3.91,,4.17,4.19,,4.25,, -1964-03-24,,,,3.95,,4.22,4.21,,4.26,, -1964-03-25,,,,3.95,,4.19,4.20,,4.26,, -1964-03-26,,,,3.94,,4.19,4.19,,4.25,, +1964-02-24,,,,3.82,,4.02,4.05,,4.15,4.18, +1964-02-25,,,,3.84,,4.03,4.06,,4.15,4.18, +1964-02-26,,,,3.84,,4.03,4.05,,4.15,4.18, +1964-02-27,,,,3.88,,4.05,4.07,,4.17,4.19, +1964-02-28,,,,3.91,,4.07,4.10,,4.18,4.19, +1964-03-02,,,,3.91,,4.08,4.10,,4.17,4.19, +1964-03-03,,,,3.91,,4.08,4.10,,4.18,4.19, +1964-03-04,,,,3.91,,4.09,4.11,,4.19,4.19, +1964-03-05,,,,3.91,,4.08,4.10,,4.19,4.19, +1964-03-06,,,,3.90,,4.08,4.11,,4.19,4.19, +1964-03-09,,,,3.90,,4.08,4.10,,4.20,4.19, +1964-03-10,,,,3.90,,4.08,4.11,,4.20,4.20, +1964-03-11,,,,3.91,,4.10,4.12,,4.21,4.20, +1964-03-12,,,,3.89,,4.10,4.12,,4.21,4.21, +1964-03-13,,,,3.89,,4.10,4.11,,4.22,4.21, +1964-03-16,,,,3.90,,4.10,4.11,,4.21,4.21, +1964-03-17,,,,3.90,,4.10,4.12,,4.22,4.21, +1964-03-18,,,,3.90,,4.12,4.14,,4.23,4.23, +1964-03-19,,,,3.89,,4.14,4.16,,4.24,4.23, +1964-03-20,,,,3.89,,4.15,4.17,,4.25,4.24, +1964-03-23,,,,3.91,,4.17,4.19,,4.25,4.24, +1964-03-24,,,,3.95,,4.22,4.21,,4.26,4.25, +1964-03-25,,,,3.95,,4.19,4.20,,4.26,4.25, +1964-03-26,,,,3.94,,4.19,4.19,,4.25,4.25, 1964-03-27,,,,,,,,,,, -1964-03-30,,,,3.97,,4.19,4.18,,4.25,, -1964-03-31,,,,3.94,,4.16,4.16,,4.23,, -1964-04-01,,,,3.95,,4.17,4.17,,4.23,, -1964-04-02,,,,3.95,,4.19,4.18,,4.24,, -1964-04-03,,,,3.95,,4.20,4.20,,4.25,, -1964-04-06,,,,3.95,,4.19,4.19,,4.25,, -1964-04-07,,,,3.94,,4.16,4.18,,4.25,, -1964-04-08,,,,3.93,,4.15,4.16,,4.22,, -1964-04-09,,,,3.92,,4.14,4.14,,4.22,, -1964-04-10,,,,3.93,,4.16,4.15,,4.22,, -1964-04-13,,,,3.95,,4.17,4.16,,4.23,, -1964-04-14,,,,3.95,,4.17,4.16,,4.24,, -1964-04-15,,,,3.94,,4.16,4.15,,4.23,, -1964-04-16,,,,3.90,,4.14,4.14,,4.23,, -1964-04-17,,,,3.90,,4.16,4.14,,4.24,, -1964-04-20,,,,3.90,,4.16,4.14,,4.24,, -1964-04-21,,,,3.89,,4.14,4.14,,4.23,, -1964-04-22,,,,3.87,,4.13,4.14,,4.23,, -1964-04-23,,,,3.89,,4.13,4.14,,4.23,, -1964-04-24,,,,3.89,,4.13,4.15,,4.23,, -1964-04-27,,,,3.87,,4.13,4.15,,4.23,, -1964-04-28,,,,3.86,,4.11,4.15,,4.23,, -1964-04-29,,,,3.85,,4.10,4.14,,4.22,, -1964-04-30,,,,3.84,,4.10,4.13,,4.22,, -1964-05-01,,,,3.85,,4.09,4.12,,4.22,, -1964-05-04,,,,3.85,,4.07,4.10,,4.22,, -1964-05-05,,,,3.85,,4.09,4.10,,4.22,, -1964-05-06,,,,3.88,,4.10,4.10,,4.22,, -1964-05-07,,,,3.85,,4.08,4.09,,4.22,, -1964-05-08,,,,3.85,,4.06,4.06,,4.20,, -1964-05-11,,,,3.83,,4.04,4.04,,4.19,, -1964-05-12,,,,3.82,,4.02,4.03,,4.19,, -1964-05-13,,,,3.82,,4.00,4.02,,4.19,, -1964-05-14,,,,3.82,,4.00,4.01,,4.19,, -1964-05-15,,,,3.83,,4.00,4.02,,4.19,, -1964-05-18,,,,3.83,,4.02,4.02,,4.19,, -1964-05-19,,,,3.82,,4.02,4.02,,4.19,, -1964-05-20,,,,3.85,,4.06,4.05,,4.20,, -1964-05-21,,,,3.84,,4.06,4.05,,4.20,, -1964-05-22,,,,3.84,,4.05,4.04,,4.20,, -1964-05-25,,,,3.84,,4.04,4.03,,4.19,, -1964-05-26,,,,3.83,,4.03,4.03,,4.19,, -1964-05-27,,,,3.84,,4.02,4.03,,4.20,, -1964-05-28,,,,3.84,,4.03,4.03,,4.19,, +1964-03-30,,,,3.97,,4.19,4.18,,4.25,4.25, +1964-03-31,,,,3.94,,4.16,4.16,,4.23,4.24, +1964-04-01,,,,3.95,,4.17,4.17,,4.23,4.24, +1964-04-02,,,,3.95,,4.19,4.18,,4.24,4.24, +1964-04-03,,,,3.95,,4.20,4.20,,4.25,4.26, +1964-04-06,,,,3.95,,4.19,4.19,,4.25,4.26, +1964-04-07,,,,3.94,,4.16,4.18,,4.25,4.25, +1964-04-08,,,,3.93,,4.15,4.16,,4.22,4.24, +1964-04-09,,,,3.92,,4.14,4.14,,4.22,4.24, +1964-04-10,,,,3.93,,4.16,4.15,,4.22,4.24, +1964-04-13,,,,3.95,,4.17,4.16,,4.23,4.25, +1964-04-14,,,,3.95,,4.17,4.16,,4.24,4.24, +1964-04-15,,,,3.94,,4.16,4.15,,4.23,4.24, +1964-04-16,,,,3.90,,4.14,4.14,,4.23,4.23, +1964-04-17,,,,3.90,,4.16,4.14,,4.24,4.23, +1964-04-20,,,,3.90,,4.16,4.14,,4.24,4.23, +1964-04-21,,,,3.89,,4.14,4.14,,4.23,4.23, +1964-04-22,,,,3.87,,4.13,4.14,,4.23,4.23, +1964-04-23,,,,3.89,,4.13,4.14,,4.23,4.23, +1964-04-24,,,,3.89,,4.13,4.15,,4.23,4.24, +1964-04-27,,,,3.87,,4.13,4.15,,4.23,4.24, +1964-04-28,,,,3.86,,4.11,4.15,,4.23,4.24, +1964-04-29,,,,3.85,,4.10,4.14,,4.22,4.24, +1964-04-30,,,,3.84,,4.10,4.13,,4.22,4.24, +1964-05-01,,,,3.85,,4.09,4.12,,4.22,4.24, +1964-05-04,,,,3.85,,4.07,4.10,,4.22,4.23, +1964-05-05,,,,3.85,,4.09,4.10,,4.22,4.23, +1964-05-06,,,,3.88,,4.10,4.10,,4.22,4.23, +1964-05-07,,,,3.85,,4.08,4.09,,4.22,4.23, +1964-05-08,,,,3.85,,4.06,4.06,,4.20,4.22, +1964-05-11,,,,3.83,,4.04,4.04,,4.19,4.22, +1964-05-12,,,,3.82,,4.02,4.03,,4.19,4.21, +1964-05-13,,,,3.82,,4.00,4.02,,4.19,4.21, +1964-05-14,,,,3.82,,4.00,4.01,,4.19,4.20, +1964-05-15,,,,3.83,,4.00,4.02,,4.19,4.20, +1964-05-18,,,,3.83,,4.02,4.02,,4.19,4.19, +1964-05-19,,,,3.82,,4.02,4.02,,4.19,4.18, +1964-05-20,,,,3.85,,4.06,4.05,,4.20,4.19, +1964-05-21,,,,3.84,,4.06,4.05,,4.20,4.19, +1964-05-22,,,,3.84,,4.05,4.04,,4.20,4.18, +1964-05-25,,,,3.84,,4.04,4.03,,4.19,4.18, +1964-05-26,,,,3.83,,4.03,4.03,,4.19,4.18, +1964-05-27,,,,3.84,,4.02,4.03,,4.20,4.18, +1964-05-28,,,,3.84,,4.03,4.03,,4.19,4.18, 1964-05-29,,,,,,,,,,, -1964-06-01,,,,3.84,,4.03,4.03,,4.19,, -1964-06-02,,,,3.84,,4.03,4.03,,4.19,, -1964-06-03,,,,3.84,,4.02,4.03,,4.19,, -1964-06-04,,,,3.83,,4.02,4.03,,4.19,, -1964-06-05,,,,3.84,,4.02,4.02,,4.18,, -1964-06-08,,,,3.84,,4.02,4.02,,4.18,, -1964-06-09,,,,3.84,,4.00,4.01,,4.17,, -1964-06-10,,,,3.85,,4.02,4.02,,4.17,, -1964-06-11,,,,3.85,,4.03,4.02,,4.18,, -1964-06-12,,,,3.85,,4.03,4.02,,4.18,, -1964-06-15,,,,3.85,,4.03,4.02,,4.18,, -1964-06-16,,,,3.85,,4.02,4.02,,4.18,, -1964-06-17,,,,3.85,,4.02,4.02,,4.18,, -1964-06-18,,,,3.85,,4.01,4.01,,4.17,, -1964-06-19,,,,3.84,,4.00,4.01,,4.16,, -1964-06-22,,,,3.82,,3.98,4.00,,4.15,, -1964-06-23,,,,3.82,,3.99,4.02,,4.15,, -1964-06-24,,,,3.82,,4.00,4.03,,4.15,, -1964-06-25,,,,3.82,,3.99,4.02,,4.15,, -1964-06-26,,,,3.81,,3.98,4.01,,4.15,, -1964-06-29,,,,3.80,,3.96,4.01,,4.15,, -1964-06-30,,,,3.78,,3.95,4.01,,4.15,, -1964-07-01,,,,3.78,,3.95,4.01,,4.15,, -1964-07-02,,,,3.78,,3.96,4.01,,4.15,, +1964-06-01,,,,3.84,,4.03,4.03,,4.19,4.18, +1964-06-02,,,,3.84,,4.03,4.03,,4.19,4.18, +1964-06-03,,,,3.84,,4.02,4.03,,4.19,4.18, +1964-06-04,,,,3.83,,4.02,4.03,,4.19,4.18, +1964-06-05,,,,3.84,,4.02,4.02,,4.18,4.18, +1964-06-08,,,,3.84,,4.02,4.02,,4.18,4.17, +1964-06-09,,,,3.84,,4.00,4.01,,4.17,4.17, +1964-06-10,,,,3.85,,4.02,4.02,,4.17,4.17, +1964-06-11,,,,3.85,,4.03,4.02,,4.18,4.18, +1964-06-12,,,,3.85,,4.03,4.02,,4.18,4.18, +1964-06-15,,,,3.85,,4.03,4.02,,4.18,4.18, +1964-06-16,,,,3.85,,4.02,4.02,,4.18,4.18, +1964-06-17,,,,3.85,,4.02,4.02,,4.18,4.17, +1964-06-18,,,,3.85,,4.01,4.01,,4.17,4.17, +1964-06-19,,,,3.84,,4.00,4.01,,4.16,4.16, +1964-06-22,,,,3.82,,3.98,4.00,,4.15,4.16, +1964-06-23,,,,3.82,,3.99,4.02,,4.15,4.16, +1964-06-24,,,,3.82,,4.00,4.03,,4.15,4.16, +1964-06-25,,,,3.82,,3.99,4.02,,4.15,4.16, +1964-06-26,,,,3.81,,3.98,4.01,,4.15,4.16, +1964-06-29,,,,3.80,,3.96,4.01,,4.15,4.15, +1964-06-30,,,,3.78,,3.95,4.01,,4.15,4.15, +1964-07-01,,,,3.78,,3.95,4.01,,4.15,4.15, +1964-07-02,,,,3.78,,3.96,4.01,,4.15,4.15, 1964-07-03,,,,,,,,,,, -1964-07-06,,,,3.79,,3.97,4.01,,4.16,, -1964-07-07,,,,3.79,,3.95,4.00,,4.15,, -1964-07-08,,,,3.77,,3.93,4.00,,4.15,, -1964-07-09,,,,3.71,,3.90,4.01,,4.18,, -1964-07-10,,,,3.68,,3.90,4.01,,4.19,, -1964-07-13,,,,3.68,,3.91,4.02,,4.19,, -1964-07-14,,,,3.67,,3.90,4.02,,4.19,, -1964-07-15,,,,3.67,,3.90,4.02,,4.19,, -1964-07-16,,,,3.67,,3.91,4.03,,4.19,, -1964-07-17,,,,3.68,,3.93,4.04,,4.20,, -1964-07-20,,,,3.73,,3.95,4.05,,4.21,, -1964-07-21,,,,3.72,,3.95,4.05,,4.20,, -1964-07-22,,,,3.71,,3.94,4.04,,4.21,, -1964-07-23,,,,3.70,,3.92,4.03,,4.20,, -1964-07-24,,,,3.70,,3.92,4.03,,4.20,, -1964-07-27,,,,3.70,,3.92,4.03,,4.20,, -1964-07-28,,,,3.70,,3.93,4.04,,4.20,, -1964-07-29,,,,3.71,,3.94,4.05,,4.20,, -1964-07-30,,,,3.70,,3.93,4.05,,4.19,, -1964-07-31,,,,3.69,,3.92,4.04,,4.19,, -1964-08-03,,,,3.69,,3.92,4.04,,4.19,, -1964-08-04,,,,3.70,,3.92,4.04,,4.19,, -1964-08-05,,,,3.70,,3.92,4.04,,4.19,, -1964-08-06,,,,3.71,,3.92,4.04,,4.18,, -1964-08-07,,,,3.71,,3.92,4.05,,4.19,, -1964-08-10,,,,3.73,,3.93,4.06,,4.19,, -1964-08-11,,,,3.74,,3.95,4.07,,4.20,, -1964-08-12,,,,3.74,,3.94,4.06,,4.20,, -1964-08-13,,,,3.75,,3.94,4.06,,4.19,, -1964-08-14,,,,3.74,,3.92,4.05,,4.19,, -1964-08-17,,,,3.75,,3.92,4.05,,4.19,, -1964-08-18,,,,3.74,,3.92,4.05,,4.19,, -1964-08-19,,,,3.74,,3.93,4.05,,4.19,, -1964-08-20,,,,3.77,,3.93,4.05,,4.19,, -1964-08-21,,,,3.76,,3.93,4.05,,4.19,, -1964-08-24,,,,3.77,,3.93,4.06,,4.19,, -1964-08-25,,,,3.77,,3.93,4.06,,4.20,, -1964-08-26,,,,3.76,,3.94,4.06,,4.20,, -1964-08-27,,,,3.76,,3.95,4.06,,4.20,, -1964-08-28,,,,3.78,,3.95,4.07,,4.21,, -1964-08-31,,,,3.81,,3.96,4.07,,4.21,, -1964-09-01,,,,3.83,,3.98,4.08,,4.21,, -1964-09-02,,,,3.85,,4.00,4.09,,4.22,, -1964-09-03,,,,3.84,,3.98,4.09,,4.22,, -1964-09-04,,,,3.84,,4.00,4.09,,4.22,, +1964-07-06,,,,3.79,,3.97,4.01,,4.16,4.15, +1964-07-07,,,,3.79,,3.95,4.00,,4.15,4.15, +1964-07-08,,,,3.77,,3.93,4.00,,4.15,4.15, +1964-07-09,,,,3.71,,3.90,4.01,,4.18,4.16, +1964-07-10,,,,3.68,,3.90,4.01,,4.19,4.16, +1964-07-13,,,,3.68,,3.91,4.02,,4.19,4.17, +1964-07-14,,,,3.67,,3.90,4.02,,4.19,4.16, +1964-07-15,,,,3.67,,3.90,4.02,,4.19,4.16, +1964-07-16,,,,3.67,,3.91,4.03,,4.19,4.16, +1964-07-17,,,,3.68,,3.93,4.04,,4.20,4.17, +1964-07-20,,,,3.73,,3.95,4.05,,4.21,4.18, +1964-07-21,,,,3.72,,3.95,4.05,,4.20,4.18, +1964-07-22,,,,3.71,,3.94,4.04,,4.21,4.18, +1964-07-23,,,,3.70,,3.92,4.03,,4.20,4.17, +1964-07-24,,,,3.70,,3.92,4.03,,4.20,4.17, +1964-07-27,,,,3.70,,3.92,4.03,,4.20,4.17, +1964-07-28,,,,3.70,,3.93,4.04,,4.20,4.17, +1964-07-29,,,,3.71,,3.94,4.05,,4.20,4.17, +1964-07-30,,,,3.70,,3.93,4.05,,4.19,4.17, +1964-07-31,,,,3.69,,3.92,4.04,,4.19,4.17, +1964-08-03,,,,3.69,,3.92,4.04,,4.19,4.17, +1964-08-04,,,,3.70,,3.92,4.04,,4.19,4.17, +1964-08-05,,,,3.70,,3.92,4.04,,4.19,4.17, +1964-08-06,,,,3.71,,3.92,4.04,,4.18,4.17, +1964-08-07,,,,3.71,,3.92,4.05,,4.19,4.17, +1964-08-10,,,,3.73,,3.93,4.06,,4.19,4.17, +1964-08-11,,,,3.74,,3.95,4.07,,4.20,4.18, +1964-08-12,,,,3.74,,3.94,4.06,,4.20,4.18, +1964-08-13,,,,3.75,,3.94,4.06,,4.19,4.19, +1964-08-14,,,,3.74,,3.92,4.05,,4.19,4.18, +1964-08-17,,,,3.75,,3.92,4.05,,4.19,4.18, +1964-08-18,,,,3.74,,3.92,4.05,,4.19,4.18, +1964-08-19,,,,3.74,,3.93,4.05,,4.19,4.18, +1964-08-20,,,,3.77,,3.93,4.05,,4.19,4.18, +1964-08-21,,,,3.76,,3.93,4.05,,4.19,4.18, +1964-08-24,,,,3.77,,3.93,4.06,,4.19,4.19, +1964-08-25,,,,3.77,,3.93,4.06,,4.20,4.19, +1964-08-26,,,,3.76,,3.94,4.06,,4.20,4.17, +1964-08-27,,,,3.76,,3.95,4.06,,4.20,4.19, +1964-08-28,,,,3.78,,3.95,4.07,,4.21,4.19, +1964-08-31,,,,3.81,,3.96,4.07,,4.21,4.20, +1964-09-01,,,,3.83,,3.98,4.08,,4.21,4.20, +1964-09-02,,,,3.85,,4.00,4.09,,4.22,4.21, +1964-09-03,,,,3.84,,3.98,4.09,,4.22,4.21, +1964-09-04,,,,3.84,,4.00,4.09,,4.22,4.21, 1964-09-07,,,,,,,,,,, -1964-09-08,,,,3.86,,4.02,4.10,,4.22,, -1964-09-09,,,,3.86,,4.03,4.10,,4.22,, -1964-09-10,,,,3.86,,4.01,4.09,,4.22,, -1964-09-11,,,,3.86,,4.01,4.09,,4.22,, -1964-09-14,,,,3.86,,4.02,4.09,,4.22,, -1964-09-15,,,,3.86,,4.05,4.10,,4.22,, -1964-09-16,,,,3.85,,4.02,4.09,,4.21,, -1964-09-17,,,,3.84,,4.02,4.08,,4.20,, -1964-09-18,,,,3.82,,4.00,4.07,,4.20,, -1964-09-21,,,,3.81,,3.99,4.06,,4.19,, -1964-09-22,,,,3.80,,3.99,4.06,,4.19,, -1964-09-23,,,,3.82,,4.00,4.06,,4.19,, -1964-09-24,,,,3.83,,4.00,4.06,,4.19,, -1964-09-25,,,,3.84,,4.00,4.06,,4.19,, -1964-09-28,,,,3.84,,4.00,4.04,,4.17,, -1964-09-29,,,,3.84,,4.00,4.05,,4.18,, -1964-09-30,,,,3.84,,4.01,4.05,,4.18,, -1964-10-01,,,,3.84,,4.01,4.05,,4.18,, -1964-10-02,,,,3.85,,4.02,4.07,,4.18,, -1964-10-05,,,,3.86,,4.03,4.07,,4.20,, -1964-10-06,,,,3.86,,4.03,4.07,,4.19,, -1964-10-07,,,,3.87,,4.02,4.07,,4.19,, -1964-10-08,,,,3.86,,4.03,4.07,,4.19,, -1964-10-09,,,,3.86,,4.03,4.08,,4.19,, +1964-09-08,,,,3.86,,4.02,4.10,,4.22,4.21, +1964-09-09,,,,3.86,,4.03,4.10,,4.22,4.21, +1964-09-10,,,,3.86,,4.01,4.09,,4.22,4.22, +1964-09-11,,,,3.86,,4.01,4.09,,4.22,4.22, +1964-09-14,,,,3.86,,4.02,4.09,,4.22,4.22, +1964-09-15,,,,3.86,,4.05,4.10,,4.22,4.22, +1964-09-16,,,,3.85,,4.02,4.09,,4.21,4.22, +1964-09-17,,,,3.84,,4.02,4.08,,4.20,4.21, +1964-09-18,,,,3.82,,4.00,4.07,,4.20,4.20, +1964-09-21,,,,3.81,,3.99,4.06,,4.19,4.19, +1964-09-22,,,,3.80,,3.99,4.06,,4.19,4.19, +1964-09-23,,,,3.82,,4.00,4.06,,4.19,4.19, +1964-09-24,,,,3.83,,4.00,4.06,,4.19,4.19, +1964-09-25,,,,3.84,,4.00,4.06,,4.19,4.19, +1964-09-28,,,,3.84,,4.00,4.04,,4.17,4.19, +1964-09-29,,,,3.84,,4.00,4.05,,4.18,4.19, +1964-09-30,,,,3.84,,4.01,4.05,,4.18,4.19, +1964-10-01,,,,3.84,,4.01,4.05,,4.18,4.19, +1964-10-02,,,,3.85,,4.02,4.07,,4.18,4.19, +1964-10-05,,,,3.86,,4.03,4.07,,4.20,4.20, +1964-10-06,,,,3.86,,4.03,4.07,,4.19,4.20, +1964-10-07,,,,3.87,,4.02,4.07,,4.19,4.20, +1964-10-08,,,,3.86,,4.03,4.07,,4.19,4.20, +1964-10-09,,,,3.86,,4.03,4.08,,4.19,4.20, 1964-10-12,,,,,,,,,,, -1964-10-13,,,,3.86,,4.03,4.08,,4.19,, -1964-10-14,,,,3.87,,4.03,4.08,,4.19,, -1964-10-15,,,,3.87,,4.04,4.08,,4.20,, -1964-10-16,,,,3.88,,4.05,4.09,,4.21,, -1964-10-19,,,,3.87,,4.04,4.09,,4.21,, -1964-10-20,,,,3.87,,4.03,4.08,,4.20,, -1964-10-21,,,,3.87,,4.02,4.07,,4.19,, -1964-10-22,,,,3.86,,4.01,4.07,,4.19,, -1964-10-23,,,,3.86,,4.01,4.07,,4.19,, -1964-10-26,,,,3.87,,4.01,4.07,,4.19,, -1964-10-27,,,,3.87,,4.01,4.06,,4.18,, -1964-10-28,,,,3.86,,4.01,4.05,,4.17,, -1964-10-29,,,,3.87,,4.01,4.04,,4.16,, -1964-10-30,,,,3.86,,4.01,4.05,,4.16,, -1964-11-02,,,,3.86,,4.01,4.04,,4.15,, +1964-10-13,,,,3.86,,4.03,4.08,,4.19,4.20, +1964-10-14,,,,3.87,,4.03,4.08,,4.19,4.20, +1964-10-15,,,,3.87,,4.04,4.08,,4.20,4.21, +1964-10-16,,,,3.88,,4.05,4.09,,4.21,4.22, +1964-10-19,,,,3.87,,4.04,4.09,,4.21,4.22, +1964-10-20,,,,3.87,,4.03,4.08,,4.20,4.21, +1964-10-21,,,,3.87,,4.02,4.07,,4.19,4.20, +1964-10-22,,,,3.86,,4.01,4.07,,4.19,4.20, +1964-10-23,,,,3.86,,4.01,4.07,,4.19,4.20, +1964-10-26,,,,3.87,,4.01,4.07,,4.19,4.20, +1964-10-27,,,,3.87,,4.01,4.06,,4.18,4.20, +1964-10-28,,,,3.86,,4.01,4.05,,4.17,4.18, +1964-10-29,,,,3.87,,4.01,4.04,,4.16,4.18, +1964-10-30,,,,3.86,,4.01,4.05,,4.16,4.17, +1964-11-02,,,,3.86,,4.01,4.04,,4.15,4.16, 1964-11-03,,,,,,,,,,, -1964-11-04,,,,3.87,,4.01,4.04,,4.15,, -1964-11-05,,,,3.86,,4.01,4.04,,4.15,, -1964-11-06,,,,3.86,,4.01,4.04,,4.15,, -1964-11-09,,,,3.85,,4.00,4.03,,4.15,, -1964-11-10,,,,3.84,,3.98,4.01,,4.14,, +1964-11-04,,,,3.87,,4.01,4.04,,4.15,4.16, +1964-11-05,,,,3.86,,4.01,4.04,,4.15,4.16, +1964-11-06,,,,3.86,,4.01,4.04,,4.15,4.16, +1964-11-09,,,,3.85,,4.00,4.03,,4.15,4.16, +1964-11-10,,,,3.84,,3.98,4.01,,4.14,4.15, 1964-11-11,,,,,,,,,,, -1964-11-12,,,,3.84,,3.97,3.99,,4.12,, -1964-11-13,,,,3.85,,3.99,4.00,,4.13,, -1964-11-16,,,,3.85,,4.01,4.01,,4.13,, -1964-11-17,,,,3.86,,4.01,4.01,,4.14,, -1964-11-18,,,,3.86,,4.01,4.01,,4.14,, -1964-11-19,,,,3.87,,4.01,4.01,,4.13,, -1964-11-20,,,,3.87,,4.02,4.01,,4.13,, -1964-11-23,,,,3.97,,4.12,4.08,,4.18,, -1964-11-24,,,,4.01,,4.11,4.09,,4.18,, -1964-11-25,,,,4.05,,4.13,4.10,,4.19,, +1964-11-12,,,,3.84,,3.97,3.99,,4.12,4.14, +1964-11-13,,,,3.85,,3.99,4.00,,4.13,4.14, +1964-11-16,,,,3.85,,4.01,4.01,,4.13,4.15, +1964-11-17,,,,3.86,,4.01,4.01,,4.14,4.16, +1964-11-18,,,,3.86,,4.01,4.01,,4.14,4.16, +1964-11-19,,,,3.87,,4.01,4.01,,4.13,4.15, +1964-11-20,,,,3.87,,4.02,4.01,,4.13,4.15, +1964-11-23,,,,3.97,,4.12,4.08,,4.18,4.18, +1964-11-24,,,,4.01,,4.11,4.09,,4.18,4.20, +1964-11-25,,,,4.05,,4.13,4.10,,4.19,4.20, 1964-11-26,,,,,,,,,,, -1964-11-27,,,,4.07,,4.13,4.11,,4.19,, -1964-11-30,,,,4.10,,4.16,4.13,,4.20,, -1964-12-01,,,,4.12,,4.15,4.13,,4.20,, -1964-12-02,,,,4.08,,4.12,4.12,,4.19,, -1964-12-03,,,,4.03,,4.09,4.09,,4.18,, -1964-12-04,,,,4.04,,4.09,4.08,,4.18,, -1964-12-07,,,,4.04,,4.08,4.07,,4.17,, -1964-12-08,,,,4.04,,4.08,4.06,,4.16,, -1964-12-09,,,,4.04,,4.08,4.06,,4.16,, -1964-12-10,,,,4.02,,4.07,4.06,,4.15,, -1964-12-11,,,,4.02,,4.06,4.07,,4.15,, -1964-12-14,,,,4.02,,4.07,4.08,,4.16,, -1964-12-15,,,,3.99,,4.06,4.08,,4.17,, -1964-12-16,,,,3.99,,4.06,4.08,,4.18,, -1964-12-17,,,,3.98,,4.05,4.08,,4.18,, -1964-12-18,,,,3.99,,4.07,4.09,,4.19,, -1964-12-21,,,,4.00,,4.07,4.09,,4.18,, -1964-12-22,,,,4.00,,4.07,4.09,,4.18,, -1964-12-23,,,,4.03,,4.07,4.09,,4.19,, -1964-12-24,,,,4.02,,4.07,4.09,,4.19,, +1964-11-27,,,,4.07,,4.13,4.11,,4.19,4.20, +1964-11-30,,,,4.10,,4.16,4.13,,4.20,4.20, +1964-12-01,,,,4.12,,4.15,4.13,,4.20,4.20, +1964-12-02,,,,4.08,,4.12,4.12,,4.19,4.20, +1964-12-03,,,,4.03,,4.09,4.09,,4.18,4.18, +1964-12-04,,,,4.04,,4.09,4.08,,4.18,4.18, +1964-12-07,,,,4.04,,4.08,4.07,,4.17,4.17, +1964-12-08,,,,4.04,,4.08,4.06,,4.16,4.17, +1964-12-09,,,,4.04,,4.08,4.06,,4.16,4.16, +1964-12-10,,,,4.02,,4.07,4.06,,4.15,4.16, +1964-12-11,,,,4.02,,4.06,4.07,,4.15,4.15, +1964-12-14,,,,4.02,,4.07,4.08,,4.16,4.16, +1964-12-15,,,,3.99,,4.06,4.08,,4.17,4.16, +1964-12-16,,,,3.99,,4.06,4.08,,4.18,4.17, +1964-12-17,,,,3.98,,4.05,4.08,,4.18,4.17, +1964-12-18,,,,3.99,,4.07,4.09,,4.19,4.18, +1964-12-21,,,,4.00,,4.07,4.09,,4.18,4.18, +1964-12-22,,,,4.00,,4.07,4.09,,4.18,4.19, +1964-12-23,,,,4.03,,4.07,4.09,,4.19,4.19, +1964-12-24,,,,4.02,,4.07,4.09,,4.19,4.19, 1964-12-25,,,,,,,,,,, -1964-12-28,,,,4.03,,4.09,4.09,,4.19,, -1964-12-29,,,,4.02,,4.08,4.09,,4.19,, -1964-12-30,,,,3.99,,4.07,4.09,,4.20,, -1964-12-31,,,,3.99,,4.06,4.12,,4.21,, +1964-12-28,,,,4.03,,4.09,4.09,,4.19,4.19, +1964-12-29,,,,4.02,,4.08,4.09,,4.19,4.20, +1964-12-30,,,,3.99,,4.07,4.09,,4.20,4.21, +1964-12-31,,,,3.99,,4.06,4.12,,4.21,4.21, 1965-01-01,,,,,,,,,,, -1965-01-04,,,,3.96,,4.07,4.12,,4.20,, -1965-01-05,,,,3.95,,4.06,4.11,,4.20,, -1965-01-06,,,,3.92,,4.03,4.11,,4.20,, -1965-01-07,,,,3.95,,4.04,4.12,,4.20,, -1965-01-08,,,,3.93,,4.03,4.12,,4.20,, -1965-01-11,,,,3.94,,4.03,4.12,,4.20,, -1965-01-12,,,,3.95,,4.04,4.11,,4.19,, -1965-01-13,,,,3.94,,4.03,4.10,,4.19,, -1965-01-14,,,,3.94,,4.03,4.10,,4.19,, -1965-01-15,,,,3.94,,4.03,4.11,,4.19,, -1965-01-18,,,,3.95,,4.03,4.11,,4.19,, -1965-01-19,,,,3.94,,4.03,4.10,,4.18,, -1965-01-20,,,,3.94,,4.00,4.09,,4.18,, -1965-01-21,,,,3.94,,4.00,4.08,,4.17,, -1965-01-22,,,,3.93,,4.00,4.08,,4.17,, -1965-01-25,,,,3.93,,4.01,4.08,,4.18,, -1965-01-26,,,,3.93,,4.02,4.09,,4.19,, -1965-01-27,,,,3.95,,4.04,4.09,,4.19,, -1965-01-28,,,,3.95,,4.03,4.10,,4.19,, -1965-01-29,,,,3.96,,4.04,4.11,,4.19,, -1965-02-01,,,,3.96,,4.04,4.12,,4.20,, -1965-02-02,,,,3.96,,4.04,4.12,,4.20,, -1965-02-03,,,,3.98,,4.05,4.13,,4.20,, -1965-02-04,,,,4.00,,4.06,4.15,,4.21,, -1965-02-05,,,,4.02,,4.08,4.16,,4.22,, -1965-02-08,,,,4.01,,4.07,4.15,,4.21,, -1965-02-09,,,,4.01,,4.07,4.15,,4.21,, -1965-02-10,,,,4.03,,4.08,4.15,,4.21,, -1965-02-11,,,,4.03,,4.08,4.15,,4.21,, +1965-01-04,,,,3.96,,4.07,4.12,,4.20,4.20, +1965-01-05,,,,3.95,,4.06,4.11,,4.20,4.20, +1965-01-06,,,,3.92,,4.03,4.11,,4.20,4.19, +1965-01-07,,,,3.95,,4.04,4.12,,4.20,4.19, +1965-01-08,,,,3.93,,4.03,4.12,,4.20,4.20, +1965-01-11,,,,3.94,,4.03,4.12,,4.20,4.19, +1965-01-12,,,,3.95,,4.04,4.11,,4.19,4.19, +1965-01-13,,,,3.94,,4.03,4.10,,4.19,4.19, +1965-01-14,,,,3.94,,4.03,4.10,,4.19,4.19, +1965-01-15,,,,3.94,,4.03,4.11,,4.19,4.19, +1965-01-18,,,,3.95,,4.03,4.11,,4.19,4.19, +1965-01-19,,,,3.94,,4.03,4.10,,4.18,4.18, +1965-01-20,,,,3.94,,4.00,4.09,,4.18,4.18, +1965-01-21,,,,3.94,,4.00,4.08,,4.17,4.18, +1965-01-22,,,,3.93,,4.00,4.08,,4.17,4.17, +1965-01-25,,,,3.93,,4.01,4.08,,4.18,4.17, +1965-01-26,,,,3.93,,4.02,4.09,,4.19,4.18, +1965-01-27,,,,3.95,,4.04,4.09,,4.19,4.18, +1965-01-28,,,,3.95,,4.03,4.10,,4.19,4.18, +1965-01-29,,,,3.96,,4.04,4.11,,4.19,4.19, +1965-02-01,,,,3.96,,4.04,4.12,,4.20,4.19, +1965-02-02,,,,3.96,,4.04,4.12,,4.20,4.19, +1965-02-03,,,,3.98,,4.05,4.13,,4.20,4.20, +1965-02-04,,,,4.00,,4.06,4.15,,4.21,4.20, +1965-02-05,,,,4.02,,4.08,4.16,,4.22,4.21, +1965-02-08,,,,4.01,,4.07,4.15,,4.21,4.20, +1965-02-09,,,,4.01,,4.07,4.15,,4.21,4.20, +1965-02-10,,,,4.03,,4.08,4.15,,4.21,4.21, +1965-02-11,,,,4.03,,4.08,4.15,,4.21,4.21, 1965-02-12,,,,,,,,,,, -1965-02-15,,,,4.03,,4.09,4.15,,4.22,, -1965-02-16,,,,4.03,,4.08,4.15,,4.21,, -1965-02-17,,,,4.03,,4.08,4.14,,4.21,, -1965-02-18,,,,4.03,,4.09,4.15,,4.21,, -1965-02-19,,,,4.06,,4.10,4.16,,4.22,, +1965-02-15,,,,4.03,,4.09,4.15,,4.22,4.21, +1965-02-16,,,,4.03,,4.08,4.15,,4.21,4.21, +1965-02-17,,,,4.03,,4.08,4.14,,4.21,4.21, +1965-02-18,,,,4.03,,4.09,4.15,,4.21,4.21, +1965-02-19,,,,4.06,,4.10,4.16,,4.22,4.21, 1965-02-22,,,,,,,,,,, -1965-02-23,,,,4.06,,4.09,4.15,,4.21,, -1965-02-24,,,,4.08,,4.10,4.15,,4.22,, -1965-02-25,,,,4.08,,4.12,4.15,,4.21,, -1965-02-26,,,,4.09,,4.12,4.16,,4.22,, -1965-03-01,,,,4.09,,4.13,4.16,,4.22,, -1965-03-02,,,,4.12,,4.15,4.18,,4.24,, -1965-03-03,,,,4.11,,4.14,4.17,,4.23,, -1965-03-04,,,,4.10,,4.14,4.17,,4.22,, -1965-03-05,,,,4.10,,4.16,4.17,,4.23,, -1965-03-08,,,,4.09,,4.16,4.17,,4.23,, -1965-03-09,,,,4.09,,4.16,4.18,,4.23,, -1965-03-10,,,,4.09,,4.16,4.17,,4.23,, -1965-03-11,,,,4.08,,4.15,4.16,,4.22,, -1965-03-12,,,,4.06,,4.15,4.16,,4.22,, -1965-03-15,,,,4.05,,4.13,4.15,,4.21,, -1965-03-16,,,,4.04,,4.13,4.14,,4.21,, -1965-03-17,,,,4.04,,4.12,4.12,,4.20,, -1965-03-18,,,,4.04,,4.12,4.13,,4.20,, -1965-03-19,,,,4.05,,4.13,4.13,,4.20,, -1965-03-22,,,,4.04,,4.12,4.13,,4.19,, -1965-03-23,,,,4.04,,4.11,4.13,,4.19,, -1965-03-24,,,,4.04,,4.10,4.12,,4.18,, -1965-03-25,,,,4.04,,4.11,4.13,,4.19,, -1965-03-26,,,,4.04,,4.12,4.14,,4.20,, -1965-03-29,,,,4.04,,4.12,4.15,,4.20,, -1965-03-30,,,,4.04,,4.11,4.14,,4.20,, -1965-03-31,,,,4.03,,4.11,4.14,,4.20,, -1965-04-01,,,,4.03,,4.11,4.14,,4.20,, -1965-04-02,,,,4.04,,4.13,4.15,,4.20,, -1965-04-05,,,,4.04,,4.13,4.15,,4.20,, -1965-04-06,,,,4.04,,4.12,4.14,,4.20,, -1965-04-07,,,,4.04,,4.11,4.14,,4.20,, -1965-04-08,,,,4.03,,4.10,4.13,,4.19,, -1965-04-09,,,,4.03,,4.11,4.15,,4.20,, -1965-04-12,,,,4.03,,4.11,4.15,,4.20,, -1965-04-13,,,,4.03,,4.11,4.14,,4.20,, -1965-04-14,,,,4.03,,4.11,4.14,,4.19,, -1965-04-15,,,,4.04,,4.11,4.15,,4.20,, +1965-02-23,,,,4.06,,4.09,4.15,,4.21,4.21, +1965-02-24,,,,4.08,,4.10,4.15,,4.22,4.21, +1965-02-25,,,,4.08,,4.12,4.15,,4.21,4.21, +1965-02-26,,,,4.09,,4.12,4.16,,4.22,4.21, +1965-03-01,,,,4.09,,4.13,4.16,,4.22,4.21, +1965-03-02,,,,4.12,,4.15,4.18,,4.24,4.21, +1965-03-03,,,,4.11,,4.14,4.17,,4.23,4.21, +1965-03-04,,,,4.10,,4.14,4.17,,4.22,4.21, +1965-03-05,,,,4.10,,4.16,4.17,,4.23,4.21, +1965-03-08,,,,4.09,,4.16,4.17,,4.23,4.21, +1965-03-09,,,,4.09,,4.16,4.18,,4.23,4.21, +1965-03-10,,,,4.09,,4.16,4.17,,4.23,4.21, +1965-03-11,,,,4.08,,4.15,4.16,,4.22,4.21, +1965-03-12,,,,4.06,,4.15,4.16,,4.22,4.21, +1965-03-15,,,,4.05,,4.13,4.15,,4.21,4.20, +1965-03-16,,,,4.04,,4.13,4.14,,4.21,4.19, +1965-03-17,,,,4.04,,4.12,4.12,,4.20,4.19, +1965-03-18,,,,4.04,,4.12,4.13,,4.20,4.20, +1965-03-19,,,,4.05,,4.13,4.13,,4.20,4.20, +1965-03-22,,,,4.04,,4.12,4.13,,4.19,4.19, +1965-03-23,,,,4.04,,4.11,4.13,,4.19,4.19, +1965-03-24,,,,4.04,,4.10,4.12,,4.18,4.19, +1965-03-25,,,,4.04,,4.11,4.13,,4.19,4.19, +1965-03-26,,,,4.04,,4.12,4.14,,4.20,4.20, +1965-03-29,,,,4.04,,4.12,4.15,,4.20,4.20, +1965-03-30,,,,4.04,,4.11,4.14,,4.20,4.20, +1965-03-31,,,,4.03,,4.11,4.14,,4.20,4.20, +1965-04-01,,,,4.03,,4.11,4.14,,4.20,4.20, +1965-04-02,,,,4.04,,4.13,4.15,,4.20,4.20, +1965-04-05,,,,4.04,,4.13,4.15,,4.20,4.20, +1965-04-06,,,,4.04,,4.12,4.14,,4.20,4.20, +1965-04-07,,,,4.04,,4.11,4.14,,4.20,4.20, +1965-04-08,,,,4.03,,4.10,4.13,,4.19,4.19, +1965-04-09,,,,4.03,,4.11,4.15,,4.20,4.20, +1965-04-12,,,,4.03,,4.11,4.15,,4.20,4.20, +1965-04-13,,,,4.03,,4.11,4.14,,4.20,4.20, +1965-04-14,,,,4.03,,4.11,4.14,,4.19,4.20, +1965-04-15,,,,4.04,,4.11,4.15,,4.20,4.20, 1965-04-16,,,,,,,,,,, -1965-04-19,,,,4.04,,4.13,4.16,,4.21,, -1965-04-20,,,,4.04,,4.13,4.16,,4.21,, -1965-04-21,,,,4.04,,4.13,4.16,,4.21,, -1965-04-22,,,,4.04,,4.13,4.16,,4.21,, -1965-04-23,,,,4.04,,4.13,4.16,,4.21,, -1965-04-26,,,,4.04,,4.13,4.16,,4.21,, -1965-04-27,,,,4.04,,4.13,4.16,,4.21,, -1965-04-28,,,,4.03,,4.12,4.16,,4.21,, -1965-04-29,,,,4.04,,4.12,4.16,,4.21,, -1965-04-30,,,,4.04,,4.12,4.16,,4.21,, -1965-05-03,,,,4.03,,4.12,4.16,,4.21,, -1965-05-04,,,,4.03,,4.10,4.14,,4.20,, -1965-05-05,,,,4.03,,4.09,4.14,,4.20,, -1965-05-06,,,,4.03,,4.10,4.14,,4.20,, -1965-05-07,,,,4.03,,4.10,4.14,,4.20,, -1965-05-10,,,,4.03,,4.11,4.15,,4.20,, -1965-05-11,,,,4.02,,4.11,4.15,,4.20,, -1965-05-12,,,,4.02,,4.12,4.16,,4.20,, -1965-05-13,,,,4.02,,4.12,4.16,,4.21,, -1965-05-14,,,,4.02,,4.12,4.15,,4.21,, -1965-05-17,,,,4.02,,4.12,4.15,,4.21,, -1965-05-18,,,,4.03,,4.12,4.15,,4.22,, -1965-05-19,,,,4.04,,4.12,4.15,,4.22,, -1965-05-20,,,,4.04,,4.12,4.15,,4.22,, -1965-05-21,,,,4.04,,4.12,4.15,,4.22,, -1965-05-24,,,,4.04,,4.12,4.15,,4.22,, -1965-05-25,,,,4.03,,4.10,4.15,,4.22,, -1965-05-26,,,,4.03,,4.10,4.14,,4.22,, -1965-05-27,,,,4.04,,4.09,4.14,,4.22,, -1965-05-28,,,,4.04,,4.10,4.15,,4.23,, +1965-04-19,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-20,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-21,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-22,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-23,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-26,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-27,,,,4.04,,4.13,4.16,,4.21,4.21, +1965-04-28,,,,4.03,,4.12,4.16,,4.21,4.21, +1965-04-29,,,,4.04,,4.12,4.16,,4.21,4.21, +1965-04-30,,,,4.04,,4.12,4.16,,4.21,4.21, +1965-05-03,,,,4.03,,4.12,4.16,,4.21,4.21, +1965-05-04,,,,4.03,,4.10,4.14,,4.20,4.21, +1965-05-05,,,,4.03,,4.09,4.14,,4.20,4.20, +1965-05-06,,,,4.03,,4.10,4.14,,4.20,4.20, +1965-05-07,,,,4.03,,4.10,4.14,,4.20,4.20, +1965-05-10,,,,4.03,,4.11,4.15,,4.20,4.21, +1965-05-11,,,,4.02,,4.11,4.15,,4.20,4.21, +1965-05-12,,,,4.02,,4.12,4.16,,4.20,4.21, +1965-05-13,,,,4.02,,4.12,4.16,,4.21,4.21, +1965-05-14,,,,4.02,,4.12,4.15,,4.21,4.21, +1965-05-17,,,,4.02,,4.12,4.15,,4.21,4.21, +1965-05-18,,,,4.03,,4.12,4.15,,4.22,4.21, +1965-05-19,,,,4.04,,4.12,4.15,,4.22,4.21, +1965-05-20,,,,4.04,,4.12,4.15,,4.22,4.22, +1965-05-21,,,,4.04,,4.12,4.15,,4.22,4.22, +1965-05-24,,,,4.04,,4.12,4.15,,4.22,4.22, +1965-05-25,,,,4.03,,4.10,4.15,,4.22,4.22, +1965-05-26,,,,4.03,,4.10,4.14,,4.22,4.21, +1965-05-27,,,,4.04,,4.09,4.14,,4.22,4.22, +1965-05-28,,,,4.04,,4.10,4.15,,4.23,4.22, 1965-05-31,,,,,,,,,,, -1965-06-01,,,,4.04,,4.11,4.15,,4.23,, -1965-06-02,,,,4.04,,4.11,4.16,,4.23,, -1965-06-03,,,,4.02,,4.10,4.15,,4.23,, -1965-06-04,,,,4.03,,4.09,4.15,,4.23,, -1965-06-07,,,,4.03,,4.09,4.15,,4.23,, -1965-06-08,,,,4.03,,4.10,4.16,,4.23,, -1965-06-09,,,,4.03,,4.10,4.16,,4.23,, -1965-06-10,,,,4.04,,4.10,4.16,,4.23,, -1965-06-11,,,,4.01,,4.09,4.16,,4.23,, -1965-06-14,,,,4.02,,4.09,4.15,,4.21,, -1965-06-15,,,,4.00,,4.09,4.15,,4.21,, -1965-06-16,,,,4.00,,4.09,4.15,,4.21,, -1965-06-17,,,,3.98,,4.09,4.15,,4.21,, -1965-06-18,,,,3.98,,4.08,4.15,,4.21,, -1965-06-21,,,,3.95,,4.07,4.15,,4.20,, -1965-06-22,,,,3.95,,4.05,4.15,,4.20,, -1965-06-23,,,,3.94,,4.04,4.13,,4.20,, -1965-06-24,,,,3.92,,4.02,4.13,,4.19,, -1965-06-25,,,,3.92,,4.04,4.13,,4.19,, -1965-06-28,,,,3.93,,4.04,4.14,,4.19,, -1965-06-29,,,,3.95,,4.06,4.14,,4.20,, -1965-06-30,,,,3.96,,4.06,4.14,,4.20,, -1965-07-01,,,,3.97,,4.07,4.15,,4.20,, -1965-07-02,,,,3.98,,4.08,4.16,,4.21,, +1965-06-01,,,,4.04,,4.11,4.15,,4.23,4.22, +1965-06-02,,,,4.04,,4.11,4.16,,4.23,4.22, +1965-06-03,,,,4.02,,4.10,4.15,,4.23,4.22, +1965-06-04,,,,4.03,,4.09,4.15,,4.23,4.22, +1965-06-07,,,,4.03,,4.09,4.15,,4.23,4.22, +1965-06-08,,,,4.03,,4.10,4.16,,4.23,4.22, +1965-06-09,,,,4.03,,4.10,4.16,,4.23,4.22, +1965-06-10,,,,4.04,,4.10,4.16,,4.23,4.22, +1965-06-11,,,,4.01,,4.09,4.16,,4.23,4.22, +1965-06-14,,,,4.02,,4.09,4.15,,4.21,4.21, +1965-06-15,,,,4.00,,4.09,4.15,,4.21,4.21, +1965-06-16,,,,4.00,,4.09,4.15,,4.21,4.21, +1965-06-17,,,,3.98,,4.09,4.15,,4.21,4.21, +1965-06-18,,,,3.98,,4.08,4.15,,4.21,4.21, +1965-06-21,,,,3.95,,4.07,4.15,,4.20,4.20, +1965-06-22,,,,3.95,,4.05,4.15,,4.20,4.20, +1965-06-23,,,,3.94,,4.04,4.13,,4.20,4.20, +1965-06-24,,,,3.92,,4.02,4.13,,4.19,4.20, +1965-06-25,,,,3.92,,4.04,4.13,,4.19,4.20, +1965-06-28,,,,3.93,,4.04,4.14,,4.19,4.20, +1965-06-29,,,,3.95,,4.06,4.14,,4.20,4.20, +1965-06-30,,,,3.96,,4.06,4.14,,4.20,4.20, +1965-07-01,,,,3.97,,4.07,4.15,,4.20,4.21, +1965-07-02,,,,3.98,,4.08,4.16,,4.21,4.21, 1965-07-05,,,,,,,,,,, -1965-07-06,,,,3.98,,4.09,4.16,,4.21,, -1965-07-07,,,,3.99,,4.08,4.14,,4.21,, -1965-07-08,,,,3.98,,4.07,4.14,,4.20,, -1965-07-09,,,,3.97,,4.07,4.15,,4.21,, -1965-07-12,,,,3.98,,4.08,4.15,,4.21,, -1965-07-13,,,,3.98,,4.09,4.15,,4.21,, -1965-07-14,,,,3.99,,4.09,4.15,,4.21,, -1965-07-15,,,,3.98,,4.09,4.15,,4.20,, -1965-07-16,,,,3.98,,4.09,4.15,,4.20,, -1965-07-19,,,,3.98,,4.09,4.14,,4.20,, -1965-07-20,,,,3.98,,4.09,4.14,,4.20,, -1965-07-21,,,,3.98,,4.09,4.14,,4.20,, -1965-07-22,,,,3.98,,4.09,4.15,,4.20,, -1965-07-23,,,,3.98,,4.09,4.15,,4.20,, -1965-07-26,,,,3.98,,4.09,4.15,,4.20,, -1965-07-27,,,,3.99,,4.09,4.15,,4.20,, -1965-07-28,,,,4.00,,4.09,4.15,,4.20,, -1965-07-29,,,,4.01,,4.10,4.17,,4.21,, -1965-07-30,,,,4.02,,4.11,4.18,,4.22,, -1965-08-02,,,,4.02,,4.13,4.18,,4.22,, -1965-08-03,,,,4.02,,4.13,4.18,,4.22,, -1965-08-04,,,,4.02,,4.13,4.18,,4.23,, -1965-08-05,,,,4.03,,4.13,4.19,,4.23,, -1965-08-06,,,,4.04,,4.14,4.19,,4.24,, -1965-08-09,,,,4.04,,4.14,4.19,,4.24,, -1965-08-10,,,,4.04,,4.14,4.19,,4.24,, -1965-08-11,,,,4.05,,4.15,4.20,,4.25,, -1965-08-12,,,,4.05,,4.15,4.20,,4.25,, -1965-08-13,,,,4.05,,4.15,4.20,,4.25,, -1965-08-16,,,,4.06,,4.16,4.20,,4.26,, -1965-08-17,,,,4.07,,4.18,4.22,,4.27,, -1965-08-18,,,,4.08,,4.18,4.22,,4.26,, -1965-08-19,,,,4.08,,4.17,4.21,,4.26,, -1965-08-20,,,,4.08,,4.15,4.20,,4.26,, -1965-08-23,,,,4.08,,4.16,4.21,,4.26,, -1965-08-24,,,,4.09,,4.18,4.22,,4.27,, -1965-08-25,,,,4.10,,4.17,4.21,,4.26,, -1965-08-26,,,,4.11,,4.19,4.22,,4.27,, -1965-08-27,,,,4.12,,4.21,4.22,,4.27,, -1965-08-30,,,,4.15,,4.22,4.22,,4.27,, -1965-08-31,,,,4.13,,4.21,4.22,,4.27,, -1965-09-01,,,,4.13,,4.22,4.23,,4.28,, -1965-09-02,,,,4.15,,4.23,4.23,,4.28,, -1965-09-03,,,,4.13,,4.22,4.22,,4.27,, +1965-07-06,,,,3.98,,4.09,4.16,,4.21,4.21, +1965-07-07,,,,3.99,,4.08,4.14,,4.21,4.21, +1965-07-08,,,,3.98,,4.07,4.14,,4.20,4.20, +1965-07-09,,,,3.97,,4.07,4.15,,4.21,4.21, +1965-07-12,,,,3.98,,4.08,4.15,,4.21,4.21, +1965-07-13,,,,3.98,,4.09,4.15,,4.21,4.21, +1965-07-14,,,,3.99,,4.09,4.15,,4.21,4.21, +1965-07-15,,,,3.98,,4.09,4.15,,4.20,4.21, +1965-07-16,,,,3.98,,4.09,4.15,,4.20,4.21, +1965-07-19,,,,3.98,,4.09,4.14,,4.20,4.20, +1965-07-20,,,,3.98,,4.09,4.14,,4.20,4.20, +1965-07-21,,,,3.98,,4.09,4.14,,4.20,4.20, +1965-07-22,,,,3.98,,4.09,4.15,,4.20,4.21, +1965-07-23,,,,3.98,,4.09,4.15,,4.20,4.21, +1965-07-26,,,,3.98,,4.09,4.15,,4.20,4.21, +1965-07-27,,,,3.99,,4.09,4.15,,4.20,4.21, +1965-07-28,,,,4.00,,4.09,4.15,,4.20,4.21, +1965-07-29,,,,4.01,,4.10,4.17,,4.21,4.21, +1965-07-30,,,,4.02,,4.11,4.18,,4.22,4.22, +1965-08-02,,,,4.02,,4.13,4.18,,4.22,4.22, +1965-08-03,,,,4.02,,4.13,4.18,,4.22,4.22, +1965-08-04,,,,4.02,,4.13,4.18,,4.23,4.23, +1965-08-05,,,,4.03,,4.13,4.19,,4.23,4.23, +1965-08-06,,,,4.04,,4.14,4.19,,4.24,4.23, +1965-08-09,,,,4.04,,4.14,4.19,,4.24,4.24, +1965-08-10,,,,4.04,,4.14,4.19,,4.24,4.24, +1965-08-11,,,,4.05,,4.15,4.20,,4.25,4.25, +1965-08-12,,,,4.05,,4.15,4.20,,4.25,4.25, +1965-08-13,,,,4.05,,4.15,4.20,,4.25,4.25, +1965-08-16,,,,4.06,,4.16,4.20,,4.26,4.25, +1965-08-17,,,,4.07,,4.18,4.22,,4.27,4.26, +1965-08-18,,,,4.08,,4.18,4.22,,4.26,4.26, +1965-08-19,,,,4.08,,4.17,4.21,,4.26,4.26, +1965-08-20,,,,4.08,,4.15,4.20,,4.26,4.26, +1965-08-23,,,,4.08,,4.16,4.21,,4.26,4.27, +1965-08-24,,,,4.09,,4.18,4.22,,4.27,4.28, +1965-08-25,,,,4.10,,4.17,4.21,,4.26,4.28, +1965-08-26,,,,4.11,,4.19,4.22,,4.27,4.28, +1965-08-27,,,,4.12,,4.21,4.22,,4.27,4.28, +1965-08-30,,,,4.15,,4.22,4.22,,4.27,4.28, +1965-08-31,,,,4.13,,4.21,4.22,,4.27,4.28, +1965-09-01,,,,4.13,,4.22,4.23,,4.28,4.28, +1965-09-02,,,,4.15,,4.23,4.23,,4.28,4.29, +1965-09-03,,,,4.13,,4.22,4.22,,4.27,4.28, 1965-09-06,,,,,,,,,,, -1965-09-07,,,,4.13,,4.22,4.23,,4.27,, -1965-09-08,,,,4.15,,4.23,4.23,,4.27,, -1965-09-09,,,,4.15,,4.24,4.24,,4.27,, -1965-09-10,,,,4.15,,4.23,4.24,,4.28,, -1965-09-13,,,,4.15,,4.22,4.23,,4.28,, -1965-09-14,,,,4.15,,4.21,4.23,,4.28,, -1965-09-15,,,,4.17,,4.21,4.24,,4.28,, -1965-09-16,,,,4.18,,4.21,4.23,,4.27,, -1965-09-17,,,,4.18,,4.20,4.23,,4.27,, -1965-09-20,,,,4.18,,4.21,4.23,,4.27,, -1965-09-21,,,,4.19,,4.22,4.24,,4.28,, -1965-09-22,,,,4.19,,4.23,4.25,,4.29,, -1965-09-23,,,,4.25,,4.26,4.26,,4.30,, -1965-09-24,,,,4.31,,4.27,4.27,,4.31,, -1965-09-27,,,,4.29,,4.26,4.27,,4.31,, -1965-09-28,,,,4.33,,4.29,4.30,,4.33,, -1965-09-29,,,,4.38,,4.35,4.34,,4.36,, -1965-09-30,,,,4.36,,4.33,4.33,,4.35,, -1965-10-01,,,,4.37,,4.34,4.34,,4.36,, -1965-10-04,,,,4.32,,4.31,4.33,,4.35,, -1965-10-05,,,,4.30,,4.30,4.32,,4.33,, -1965-10-06,,,,4.29,,4.31,4.31,,4.32,, -1965-10-07,,,,4.28,,4.29,4.31,,4.31,, -1965-10-08,,,,4.28,,4.30,4.31,,4.32,, -1965-10-11,,,,4.27,,4.29,4.31,,4.31,, +1965-09-07,,,,4.13,,4.22,4.23,,4.27,4.28, +1965-09-08,,,,4.15,,4.23,4.23,,4.27,4.28, +1965-09-09,,,,4.15,,4.24,4.24,,4.27,4.29, +1965-09-10,,,,4.15,,4.23,4.24,,4.28,4.30, +1965-09-13,,,,4.15,,4.22,4.23,,4.28,4.30, +1965-09-14,,,,4.15,,4.21,4.23,,4.28,4.30, +1965-09-15,,,,4.17,,4.21,4.24,,4.28,4.30, +1965-09-16,,,,4.18,,4.21,4.23,,4.27,4.30, +1965-09-17,,,,4.18,,4.20,4.23,,4.27,4.30, +1965-09-20,,,,4.18,,4.21,4.23,,4.27,4.30, +1965-09-21,,,,4.19,,4.22,4.24,,4.28,4.30, +1965-09-22,,,,4.19,,4.23,4.25,,4.29,4.30, +1965-09-23,,,,4.25,,4.26,4.26,,4.30,4.31, +1965-09-24,,,,4.31,,4.27,4.27,,4.31,4.31, +1965-09-27,,,,4.29,,4.26,4.27,,4.31,4.31, +1965-09-28,,,,4.33,,4.29,4.30,,4.33,4.32, +1965-09-29,,,,4.38,,4.35,4.34,,4.36,4.34, +1965-09-30,,,,4.36,,4.33,4.33,,4.35,4.34, +1965-10-01,,,,4.37,,4.34,4.34,,4.36,4.34, +1965-10-04,,,,4.32,,4.31,4.33,,4.35,4.34, +1965-10-05,,,,4.30,,4.30,4.32,,4.33,4.32, +1965-10-06,,,,4.29,,4.31,4.31,,4.32,4.32, +1965-10-07,,,,4.28,,4.29,4.31,,4.31,4.31, +1965-10-08,,,,4.28,,4.30,4.31,,4.32,4.31, +1965-10-11,,,,4.27,,4.29,4.31,,4.31,4.30, 1965-10-12,,,,,,,,,,, -1965-10-13,,,,4.25,,4.29,4.30,,4.30,, -1965-10-14,,,,4.23,,4.30,4.31,,4.31,, -1965-10-15,,,,4.28,,4.33,4.33,,4.34,, -1965-10-18,,,,4.29,,4.33,4.34,,4.34,, -1965-10-19,,,,4.29,,4.33,4.34,,4.35,, -1965-10-20,,,,4.29,,4.35,4.35,,4.36,, -1965-10-21,,,,4.30,,4.35,4.35,,4.37,, -1965-10-22,,,,4.30,,4.34,4.34,,4.36,, -1965-10-25,,,,4.31,,4.36,4.37,,4.38,, -1965-10-26,,,,4.32,,4.35,4.37,,4.38,, -1965-10-27,,,,4.33,,4.36,4.37,,4.39,, -1965-10-28,,,,4.33,,4.37,4.39,,4.40,, -1965-10-29,,,,4.33,,4.38,4.40,,4.41,, -1965-11-01,,,,4.35,,4.41,4.43,,4.43,, +1965-10-13,,,,4.25,,4.29,4.30,,4.30,4.30, +1965-10-14,,,,4.23,,4.30,4.31,,4.31,4.30, +1965-10-15,,,,4.28,,4.33,4.33,,4.34,4.31, +1965-10-18,,,,4.29,,4.33,4.34,,4.34,4.31, +1965-10-19,,,,4.29,,4.33,4.34,,4.35,4.32, +1965-10-20,,,,4.29,,4.35,4.35,,4.36,4.32, +1965-10-21,,,,4.30,,4.35,4.35,,4.37,4.33, +1965-10-22,,,,4.30,,4.34,4.34,,4.36,4.32, +1965-10-25,,,,4.31,,4.36,4.37,,4.38,4.33, +1965-10-26,,,,4.32,,4.35,4.37,,4.38,4.33, +1965-10-27,,,,4.33,,4.36,4.37,,4.39,4.34, +1965-10-28,,,,4.33,,4.37,4.39,,4.40,4.35, +1965-10-29,,,,4.33,,4.38,4.40,,4.41,4.36, +1965-11-01,,,,4.35,,4.41,4.43,,4.43,4.38, 1965-11-02,,,,,,,,,,, -1965-11-03,,,,4.36,,4.44,4.44,,4.43,, -1965-11-04,,,,4.38,,4.45,4.45,,4.43,, -1965-11-05,,,,4.38,,4.46,4.48,,4.43,, -1965-11-08,,,,4.38,,4.48,4.50,,4.45,, -1965-11-09,,,,4.39,,4.49,4.50,,4.47,, -1965-11-10,,,,4.38,,4.48,4.49,,4.46,, +1965-11-03,,,,4.36,,4.44,4.44,,4.43,4.38, +1965-11-04,,,,4.38,,4.45,4.45,,4.43,4.38, +1965-11-05,,,,4.38,,4.46,4.48,,4.43,4.39, +1965-11-08,,,,4.38,,4.48,4.50,,4.45,4.40, +1965-11-09,,,,4.39,,4.49,4.50,,4.47,4.41, +1965-11-10,,,,4.38,,4.48,4.49,,4.46,4.41, 1965-11-11,,,,,,,,,,, -1965-11-12,,,,4.37,,4.45,4.47,,4.44,, -1965-11-15,,,,4.36,,4.45,4.47,,4.45,, -1965-11-16,,,,4.36,,4.44,4.46,,4.44,, -1965-11-17,,,,4.35,,4.44,4.46,,4.45,, -1965-11-18,,,,4.35,,4.45,4.45,,4.45,, -1965-11-19,,,,4.37,,4.45,4.46,,4.46,, -1965-11-22,,,,4.38,,4.45,4.45,,4.45,, -1965-11-23,,,,4.38,,4.45,4.45,,4.45,, -1965-11-24,,,,4.39,,4.44,4.44,,4.45,, +1965-11-12,,,,4.37,,4.45,4.47,,4.44,4.40, +1965-11-15,,,,4.36,,4.45,4.47,,4.45,4.40, +1965-11-16,,,,4.36,,4.44,4.46,,4.44,4.40, +1965-11-17,,,,4.35,,4.44,4.46,,4.45,4.39, +1965-11-18,,,,4.35,,4.45,4.45,,4.45,4.40, +1965-11-19,,,,4.37,,4.45,4.46,,4.46,4.40, +1965-11-22,,,,4.38,,4.45,4.45,,4.45,4.40, +1965-11-23,,,,4.38,,4.45,4.45,,4.45,4.40, +1965-11-24,,,,4.39,,4.44,4.44,,4.45,4.39, 1965-11-25,,,,,,,,,,, -1965-11-26,,,,4.39,,4.44,4.44,,4.45,, -1965-11-29,,,,4.40,,4.45,4.45,,4.46,, -1965-11-30,,,,4.40,,4.49,4.47,,4.48,, -1965-12-01,,,,4.42,,4.55,4.52,,4.52,, -1965-12-02,,,,4.43,,4.54,4.51,,4.52,, -1965-12-03,,,,4.42,,4.54,4.52,,4.52,, -1965-12-06,,,,4.61,,4.69,4.69,,4.61,, -1965-12-07,,,,4.60,,4.66,4.67,,4.59,, -1965-12-08,,,,4.61,,4.70,4.69,,4.60,, -1965-12-09,,,,4.62,,4.70,4.69,,4.60,, -1965-12-10,,,,4.62,,4.70,4.69,,4.60,, -1965-12-13,,,,4.68,,4.78,4.74,,4.65,, -1965-12-14,,,,4.71,,4.84,4.77,,4.67,, -1965-12-15,,,,4.72,,4.84,4.77,,4.67,, -1965-12-16,,,,4.74,,4.85,4.76,,4.66,, -1965-12-17,,,,4.79,,4.85,4.75,,4.65,, -1965-12-20,,,,4.77,,4.82,4.71,,4.61,, -1965-12-21,,,,4.78,,4.85,4.74,,4.64,, -1965-12-22,,,,4.81,,4.89,4.76,,4.65,, -1965-12-23,,,,4.88,,4.93,4.78,,4.65,, +1965-11-26,,,,4.39,,4.44,4.44,,4.45,4.39, +1965-11-29,,,,4.40,,4.45,4.45,,4.46,4.40, +1965-11-30,,,,4.40,,4.49,4.47,,4.48,4.41, +1965-12-01,,,,4.42,,4.55,4.52,,4.52,4.44, +1965-12-02,,,,4.43,,4.54,4.51,,4.52,4.44, +1965-12-03,,,,4.42,,4.54,4.52,,4.52,4.44, +1965-12-06,,,,4.61,,4.69,4.69,,4.61,4.50, +1965-12-07,,,,4.60,,4.66,4.67,,4.59,4.50, +1965-12-08,,,,4.61,,4.70,4.69,,4.60,4.50, +1965-12-09,,,,4.62,,4.70,4.69,,4.60,4.51, +1965-12-10,,,,4.62,,4.70,4.69,,4.60,4.50, +1965-12-13,,,,4.68,,4.78,4.74,,4.65,4.52, +1965-12-14,,,,4.71,,4.84,4.77,,4.67,4.53, +1965-12-15,,,,4.72,,4.84,4.77,,4.67,4.53, +1965-12-16,,,,4.74,,4.85,4.76,,4.66,4.53, +1965-12-17,,,,4.79,,4.85,4.75,,4.65,4.53, +1965-12-20,,,,4.77,,4.82,4.71,,4.61,4.49, +1965-12-21,,,,4.78,,4.85,4.74,,4.64,4.51, +1965-12-22,,,,4.81,,4.89,4.76,,4.65,4.52, +1965-12-23,,,,4.88,,4.93,4.78,,4.65,4.52, 1965-12-24,,,,,,,,,,, -1965-12-27,,,,4.89,,4.91,4.77,,4.62,, -1965-12-28,,,,4.89,,4.93,4.79,,4.61,, -1965-12-29,,,,4.91,,4.95,4.81,,4.62,, -1965-12-30,,,,4.92,,4.96,4.84,,4.63,, -1965-12-31,,,,4.96,,5.00,4.88,,4.65,, -1966-01-03,,,,4.94,,4.99,4.88,,4.63,, -1966-01-04,,,,4.93,,5.00,4.89,,4.65,, -1966-01-05,,,,4.90,,4.97,4.87,,4.63,, -1966-01-06,,,,4.87,,4.90,4.84,,4.60,, -1966-01-07,,,,4.86,,4.88,4.83,,4.60,, -1966-01-10,,,,4.86,,4.89,4.84,,4.61,, -1966-01-11,,,,4.88,,4.88,4.83,,4.60,, -1966-01-12,,,,4.85,,4.82,4.77,,4.56,, -1966-01-13,,,,4.87,,4.86,4.79,,4.58,, -1966-01-14,,,,4.89,,4.89,4.82,,4.59,, -1966-01-17,,,,4.90,,4.89,4.84,,4.61,, -1966-01-18,,,,4.88,,4.88,4.83,,4.61,, -1966-01-19,,,,4.85,,4.87,4.83,,4.61,, -1966-01-20,,,,4.85,,4.87,4.84,,4.60,, -1966-01-21,,,,4.84,,4.87,4.85,,4.59,, -1966-01-24,,,,4.85,,4.89,4.88,,4.60,, -1966-01-25,,,,4.86,,4.90,4.90,,4.61,, -1966-01-26,,,,4.88,,4.91,4.91,,4.61,, -1966-01-27,,,,4.88,,4.92,4.92,,4.63,, -1966-01-28,,,,4.88,,4.94,4.95,,4.65,, -1966-01-31,,,,4.89,,4.98,4.98,,4.69,, -1966-02-01,,,,4.88,,4.94,4.94,,4.69,, -1966-02-02,,,,4.89,,4.95,4.95,,4.70,, -1966-02-03,,,,4.88,,4.95,4.95,,4.70,, -1966-02-04,,,,4.88,,4.96,4.95,,4.71,, -1966-02-07,,,,4.90,,5.00,4.99,,4.73,, -1966-02-08,,,,4.90,,4.98,4.97,,4.72,, -1966-02-09,,,,4.90,,5.00,4.97,,4.74,, -1966-02-10,,,,4.94,,5.02,4.98,,4.78,, -1966-02-11,,,,4.95,,5.06,5.01,,4.86,, -1966-02-14,,,,4.97,,5.07,5.00,,4.87,, -1966-02-15,,,,4.97,,5.07,5.00,,4.88,, -1966-02-16,,,,4.99,,5.07,5.00,,4.89,, -1966-02-17,,,,4.96,,5.03,4.97,,4.88,, -1966-02-18,,,,4.94,,5.05,4.98,,4.90,, -1966-02-21,,,,4.97,,5.07,5.00,,4.92,, +1965-12-27,,,,4.89,,4.91,4.77,,4.62,4.51, +1965-12-28,,,,4.89,,4.93,4.79,,4.61,4.50, +1965-12-29,,,,4.91,,4.95,4.81,,4.62,4.51, +1965-12-30,,,,4.92,,4.96,4.84,,4.63,4.51, +1965-12-31,,,,4.96,,5.00,4.88,,4.65,4.52, +1966-01-03,,,,4.94,,4.99,4.88,,4.63,4.52, +1966-01-04,,,,4.93,,5.00,4.89,,4.65,4.52, +1966-01-05,,,,4.90,,4.97,4.87,,4.63,4.51, +1966-01-06,,,,4.87,,4.90,4.84,,4.60,4.50, +1966-01-07,,,,4.86,,4.88,4.83,,4.60,4.50, +1966-01-10,,,,4.86,,4.89,4.84,,4.61,4.51, +1966-01-11,,,,4.88,,4.88,4.83,,4.60,4.50, +1966-01-12,,,,4.85,,4.82,4.77,,4.56,4.49, +1966-01-13,,,,4.87,,4.86,4.79,,4.58,4.50, +1966-01-14,,,,4.89,,4.89,4.82,,4.59,4.50, +1966-01-17,,,,4.90,,4.89,4.84,,4.61,4.50, +1966-01-18,,,,4.88,,4.88,4.83,,4.61,4.50, +1966-01-19,,,,4.85,,4.87,4.83,,4.61,4.50, +1966-01-20,,,,4.85,,4.87,4.84,,4.60,4.51, +1966-01-21,,,,4.84,,4.87,4.85,,4.59,4.51, +1966-01-24,,,,4.85,,4.89,4.88,,4.60,4.52, +1966-01-25,,,,4.86,,4.90,4.90,,4.61,4.52, +1966-01-26,,,,4.88,,4.91,4.91,,4.61,4.53, +1966-01-27,,,,4.88,,4.92,4.92,,4.63,4.54, +1966-01-28,,,,4.88,,4.94,4.95,,4.65,4.56, +1966-01-31,,,,4.89,,4.98,4.98,,4.69,4.59, +1966-02-01,,,,4.88,,4.94,4.94,,4.69,4.60, +1966-02-02,,,,4.89,,4.95,4.95,,4.70,4.62, +1966-02-03,,,,4.88,,4.95,4.95,,4.70,4.62, +1966-02-04,,,,4.88,,4.96,4.95,,4.71,4.63, +1966-02-07,,,,4.90,,5.00,4.99,,4.73,4.66, +1966-02-08,,,,4.90,,4.98,4.97,,4.72,4.65, +1966-02-09,,,,4.90,,5.00,4.97,,4.74,4.66, +1966-02-10,,,,4.94,,5.02,4.98,,4.78,4.68, +1966-02-11,,,,4.95,,5.06,5.01,,4.86,4.75, +1966-02-14,,,,4.97,,5.07,5.00,,4.87,4.75, +1966-02-15,,,,4.97,,5.07,5.00,,4.88,4.75, +1966-02-16,,,,4.99,,5.07,5.00,,4.89,4.75, +1966-02-17,,,,4.96,,5.03,4.97,,4.88,4.74, +1966-02-18,,,,4.94,,5.05,4.98,,4.90,4.75, +1966-02-21,,,,4.97,,5.07,5.00,,4.92,4.76, 1966-02-22,,,,,,,,,,, -1966-02-23,,,,4.98,,5.07,5.00,,4.92,, -1966-02-24,,,,4.98,,5.05,4.99,,4.93,, -1966-02-25,,,,5.01,,5.06,5.02,,4.97,, -1966-02-28,,,,5.01,,5.06,5.03,,5.02,, -1966-03-01,,,,5.01,,5.05,5.02,,5.01,, -1966-03-02,,,,5.02,,5.04,5.00,,5.00,, -1966-03-03,,,,5.01,,5.02,4.99,,5.00,, -1966-03-04,,,,5.00,,5.01,4.97,,4.98,, -1966-03-07,,,,5.01,,5.01,4.97,,4.96,, -1966-03-08,,,,5.00,,5.00,4.95,,4.93,, -1966-03-09,,,,4.99,,5.01,4.96,,4.93,, -1966-03-10,,,,5.01,,5.03,4.98,,4.95,, -1966-03-11,,,,5.05,,5.06,4.99,,4.96,, -1966-03-14,,,,5.04,,5.01,4.95,,4.94,, -1966-03-15,,,,5.00,,4.97,4.91,,4.91,, -1966-03-16,,,,4.99,,4.97,4.91,,4.90,, -1966-03-17,,,,4.99,,4.94,4.88,,4.86,, -1966-03-18,,,,4.96,,4.92,4.88,,4.84,, -1966-03-21,,,,4.93,,4.90,4.84,,4.81,, -1966-03-22,,,,4.92,,4.89,4.84,,4.78,, -1966-03-23,,,,4.87,,4.87,4.81,,4.73,, -1966-03-24,,,,4.90,,4.91,4.88,,4.76,, -1966-03-25,,,,4.96,,4.99,4.95,,4.82,, -1966-03-28,,,,4.95,,4.98,4.93,,4.81,, -1966-03-29,,,,4.93,,4.96,4.91,,4.80,, -1966-03-30,,,,4.88,,4.87,4.81,,4.70,, -1966-03-31,,,,4.90,,4.89,4.84,,4.71,, -1966-04-01,,,,4.89,,4.87,4.81,,4.70,, -1966-04-04,,,,4.87,,4.86,4.81,,4.69,, -1966-04-05,,,,4.86,,4.78,4.76,,4.66,, -1966-04-06,,,,4.87,,4.81,4.79,,4.71,, -1966-04-07,,,,4.89,,4.85,4.83,,4.73,, +1966-02-23,,,,4.98,,5.07,5.00,,4.92,4.76, +1966-02-24,,,,4.98,,5.05,4.99,,4.93,4.77, +1966-02-25,,,,5.01,,5.06,5.02,,4.97,4.78, +1966-02-28,,,,5.01,,5.06,5.03,,5.02,4.81, +1966-03-01,,,,5.01,,5.05,5.02,,5.01,4.81, +1966-03-02,,,,5.02,,5.04,5.00,,5.00,4.81, +1966-03-03,,,,5.01,,5.02,4.99,,5.00,4.81, +1966-03-04,,,,5.00,,5.01,4.97,,4.98,4.80, +1966-03-07,,,,5.01,,5.01,4.97,,4.96,4.79, +1966-03-08,,,,5.00,,5.00,4.95,,4.93,4.77, +1966-03-09,,,,4.99,,5.01,4.96,,4.93,4.76, +1966-03-10,,,,5.01,,5.03,4.98,,4.95,4.77, +1966-03-11,,,,5.05,,5.06,4.99,,4.96,4.78, +1966-03-14,,,,5.04,,5.01,4.95,,4.94,4.77, +1966-03-15,,,,5.00,,4.97,4.91,,4.91,4.73, +1966-03-16,,,,4.99,,4.97,4.91,,4.90,4.72, +1966-03-17,,,,4.99,,4.94,4.88,,4.86,4.70, +1966-03-18,,,,4.96,,4.92,4.88,,4.84,4.69, +1966-03-21,,,,4.93,,4.90,4.84,,4.81,4.67, +1966-03-22,,,,4.92,,4.89,4.84,,4.78,4.66, +1966-03-23,,,,4.87,,4.87,4.81,,4.73,4.63, +1966-03-24,,,,4.90,,4.91,4.88,,4.76,4.65, +1966-03-25,,,,4.96,,4.99,4.95,,4.82,4.68, +1966-03-28,,,,4.95,,4.98,4.93,,4.81,4.67, +1966-03-29,,,,4.93,,4.96,4.91,,4.80,4.67, +1966-03-30,,,,4.88,,4.87,4.81,,4.70,4.61, +1966-03-31,,,,4.90,,4.89,4.84,,4.71,4.61, +1966-04-01,,,,4.89,,4.87,4.81,,4.70,4.60, +1966-04-04,,,,4.87,,4.86,4.81,,4.69,4.60, +1966-04-05,,,,4.86,,4.78,4.76,,4.66,4.59, +1966-04-06,,,,4.87,,4.81,4.79,,4.71,4.61, +1966-04-07,,,,4.89,,4.85,4.83,,4.73,4.63, 1966-04-08,,,,,,,,,,, -1966-04-11,,,,4.91,,4.85,4.83,,4.73,, -1966-04-12,,,,4.90,,4.84,4.83,,4.73,, -1966-04-13,,,,4.90,,4.86,4.84,,4.74,, -1966-04-14,,,,4.90,,4.88,4.84,,4.76,, -1966-04-15,,,,4.92,,4.90,4.86,,4.77,, -1966-04-18,,,,4.90,,4.88,4.84,,4.76,, -1966-04-19,,,,4.90,,4.88,4.83,,4.76,, -1966-04-20,,,,4.91,,4.92,4.85,,4.80,, -1966-04-21,,,,4.91,,4.91,4.83,,4.77,, -1966-04-22,,,,4.89,,4.91,4.83,,4.77,, -1966-04-25,,,,4.90,,4.92,4.84,,4.78,, -1966-04-26,,,,4.92,,4.95,4.86,,4.79,, -1966-04-27,,,,4.92,,4.95,4.85,,4.78,, -1966-04-28,,,,4.92,,4.95,4.84,,4.78,, -1966-04-29,,,,4.91,,4.97,4.85,,4.79,, -1966-05-02,,,,4.92,,4.98,4.86,,4.80,, -1966-05-03,,,,4.92,,4.98,4.86,,4.81,, -1966-05-04,,,,4.93,,4.99,4.86,,4.81,, -1966-05-05,,,,4.94,,4.97,4.87,,4.81,, -1966-05-06,,,,4.93,,4.97,4.86,,4.79,, -1966-05-09,,,,4.90,,4.93,4.82,,4.75,, -1966-05-10,,,,4.89,,4.93,4.82,,4.75,, -1966-05-11,,,,4.89,,4.94,4.85,,4.77,, -1966-05-12,,,,4.89,,4.94,4.84,,4.77,, -1966-05-13,,,,4.90,,4.95,4.85,,4.77,, -1966-05-16,,,,4.90,,4.95,4.85,,4.77,, -1966-05-17,,,,4.89,,4.95,4.84,,4.75,, -1966-05-18,,,,4.89,,4.94,4.84,,4.75,, -1966-05-19,,,,4.89,,4.97,4.86,,4.75,, -1966-05-20,,,,4.92,,5.00,4.88,,4.75,, -1966-05-23,,,,4.94,,5.05,4.92,,4.77,, -1966-05-24,,,,4.98,,5.09,4.96,,4.79,, -1966-05-25,,,,5.00,,5.08,4.97,,4.78,, -1966-05-26,,,,5.03,,5.11,4.99,,4.80,, -1966-05-27,,,,5.04,,5.12,5.00,,4.81,, +1966-04-11,,,,4.91,,4.85,4.83,,4.73,4.63, +1966-04-12,,,,4.90,,4.84,4.83,,4.73,4.63, +1966-04-13,,,,4.90,,4.86,4.84,,4.74,4.64, +1966-04-14,,,,4.90,,4.88,4.84,,4.76,4.66, +1966-04-15,,,,4.92,,4.90,4.86,,4.77,4.67, +1966-04-18,,,,4.90,,4.88,4.84,,4.76,4.66, +1966-04-19,,,,4.90,,4.88,4.83,,4.76,4.67, +1966-04-20,,,,4.91,,4.92,4.85,,4.80,4.69, +1966-04-21,,,,4.91,,4.91,4.83,,4.77,4.68, +1966-04-22,,,,4.89,,4.91,4.83,,4.77,4.67, +1966-04-25,,,,4.90,,4.92,4.84,,4.78,4.68, +1966-04-26,,,,4.92,,4.95,4.86,,4.79,4.69, +1966-04-27,,,,4.92,,4.95,4.85,,4.78,4.69, +1966-04-28,,,,4.92,,4.95,4.84,,4.78,4.70, +1966-04-29,,,,4.91,,4.97,4.85,,4.79,4.70, +1966-05-02,,,,4.92,,4.98,4.86,,4.80,4.71, +1966-05-03,,,,4.92,,4.98,4.86,,4.81,4.71, +1966-05-04,,,,4.93,,4.99,4.86,,4.81,4.71, +1966-05-05,,,,4.94,,4.97,4.87,,4.81,4.71, +1966-05-06,,,,4.93,,4.97,4.86,,4.79,4.69, +1966-05-09,,,,4.90,,4.93,4.82,,4.75,4.66, +1966-05-10,,,,4.89,,4.93,4.82,,4.75,4.65, +1966-05-11,,,,4.89,,4.94,4.85,,4.77,4.67, +1966-05-12,,,,4.89,,4.94,4.84,,4.77,4.66, +1966-05-13,,,,4.90,,4.95,4.85,,4.77,4.66, +1966-05-16,,,,4.90,,4.95,4.85,,4.77,4.66, +1966-05-17,,,,4.89,,4.95,4.84,,4.75,4.66, +1966-05-18,,,,4.89,,4.94,4.84,,4.75,4.66, +1966-05-19,,,,4.89,,4.97,4.86,,4.75,4.66, +1966-05-20,,,,4.92,,5.00,4.88,,4.75,4.66, +1966-05-23,,,,4.94,,5.05,4.92,,4.77,4.68, +1966-05-24,,,,4.98,,5.09,4.96,,4.79,4.70, +1966-05-25,,,,5.00,,5.08,4.97,,4.78,4.70, +1966-05-26,,,,5.03,,5.11,4.99,,4.80,4.73, +1966-05-27,,,,5.04,,5.12,5.00,,4.81,4.73, 1966-05-30,,,,,,,,,,, -1966-05-31,,,,5.04,,5.10,5.00,,4.80,, -1966-06-01,,,,5.04,,5.09,5.02,,4.79,, -1966-06-02,,,,5.02,,5.05,4.99,,4.77,, -1966-06-03,,,,5.02,,5.07,5.01,,4.78,, -1966-06-06,,,,5.03,,5.06,5.01,,4.79,, -1966-06-07,,,,5.03,,5.08,5.01,,4.81,, -1966-06-08,,,,5.03,,5.09,5.02,,4.83,, -1966-06-09,,,,5.04,,5.08,5.02,,4.83,, -1966-06-10,,,,5.04,,5.08,5.01,,4.83,, -1966-06-13,,,,5.03,,5.05,5.00,,4.83,, -1966-06-14,,,,5.00,,5.04,5.00,,4.83,, -1966-06-15,,,,4.98,,4.98,4.93,,4.79,, -1966-06-16,,,,4.96,,4.99,4.90,,4.81,, -1966-06-17,,,,4.96,,4.99,4.90,,4.80,, -1966-06-20,,,,4.93,,4.97,4.88,,4.76,, -1966-06-21,,,,4.89,,4.96,4.88,,4.75,, -1966-06-22,,,,4.86,,4.96,4.89,,4.76,, -1966-06-23,,,,4.80,,4.95,4.88,,4.77,, -1966-06-24,,,,4.85,,5.01,4.94,,4.80,, -1966-06-27,,,,4.86,,5.06,4.98,,4.83,, -1966-06-28,,,,4.91,,5.11,5.02,,4.89,, -1966-06-29,,,,4.91,,5.11,5.01,,4.90,, -1966-06-30,,,,5.05,,5.22,5.09,,4.97,, -1966-07-01,,,,5.05,,5.22,5.11,,4.99,, +1966-05-31,,,,5.04,,5.10,5.00,,4.80,4.73, +1966-06-01,,,,5.04,,5.09,5.02,,4.79,4.71, +1966-06-02,,,,5.02,,5.05,4.99,,4.77,4.70, +1966-06-03,,,,5.02,,5.07,5.01,,4.78,4.70, +1966-06-06,,,,5.03,,5.06,5.01,,4.79,4.70, +1966-06-07,,,,5.03,,5.08,5.01,,4.81,4.72, +1966-06-08,,,,5.03,,5.09,5.02,,4.83,4.73, +1966-06-09,,,,5.04,,5.08,5.02,,4.83,4.74, +1966-06-10,,,,5.04,,5.08,5.01,,4.83,4.74, +1966-06-13,,,,5.03,,5.05,5.00,,4.83,4.74, +1966-06-14,,,,5.00,,5.04,5.00,,4.83,4.74, +1966-06-15,,,,4.98,,4.98,4.93,,4.79,4.72, +1966-06-16,,,,4.96,,4.99,4.90,,4.81,4.74, +1966-06-17,,,,4.96,,4.99,4.90,,4.80,4.72, +1966-06-20,,,,4.93,,4.97,4.88,,4.76,4.70, +1966-06-21,,,,4.89,,4.96,4.88,,4.75,4.68, +1966-06-22,,,,4.86,,4.96,4.89,,4.76,4.69, +1966-06-23,,,,4.80,,4.95,4.88,,4.77,4.70, +1966-06-24,,,,4.85,,5.01,4.94,,4.80,4.72, +1966-06-27,,,,4.86,,5.06,4.98,,4.83,4.74, +1966-06-28,,,,4.91,,5.11,5.02,,4.89,4.78, +1966-06-29,,,,4.91,,5.11,5.01,,4.90,4.78, +1966-06-30,,,,5.05,,5.22,5.09,,4.97,4.82, +1966-07-01,,,,5.05,,5.22,5.11,,4.99,4.83, 1966-07-04,,,,,,,,,,, -1966-07-05,,,,5.05,,5.17,5.09,,4.96,, -1966-07-06,,,,5.05,,5.16,5.08,,4.95,, -1966-07-07,,,,5.07,,5.17,5.10,,4.95,, -1966-07-08,,,,5.10,,5.20,5.13,,4.97,, -1966-07-11,,,,5.16,,5.28,5.19,,5.03,, -1966-07-12,,,,5.18,,5.27,5.19,,5.05,, -1966-07-13,,,,5.19,,5.28,5.20,,5.07,, -1966-07-14,,,,5.22,,5.30,5.22,,5.10,, -1966-07-15,,,,5.24,,5.30,5.21,,5.09,, -1966-07-18,,,,5.23,,5.26,5.16,,5.04,, -1966-07-19,,,,5.22,,5.25,5.15,,5.03,, -1966-07-20,,,,5.22,,5.26,5.16,,5.02,, -1966-07-21,,,,5.22,,5.28,5.18,,5.04,, -1966-07-22,,,,5.21,,5.29,5.18,,5.02,, -1966-07-25,,,,5.20,,5.27,5.17,,4.99,, -1966-07-26,,,,5.20,,5.28,5.18,,4.99,, -1966-07-27,,,,5.20,,5.28,5.19,,4.99,, -1966-07-28,,,,5.20,,5.30,5.24,,5.03,, -1966-07-29,,,,5.24,,5.32,5.26,,5.05,, -1966-08-01,,,,5.23,,5.32,5.26,,5.05,, -1966-08-02,,,,5.22,,5.32,5.25,,5.04,, -1966-08-03,,,,5.23,,5.33,5.28,,5.06,, -1966-08-04,,,,5.24,,5.33,5.28,,5.07,, -1966-08-05,,,,5.25,,5.36,5.30,,5.07,, -1966-08-08,,,,5.26,,5.38,5.30,,5.08,, -1966-08-09,,,,5.30,,5.41,5.32,,5.10,, -1966-08-10,,,,5.33,,5.45,5.33,,5.10,, -1966-08-11,,,,5.37,,5.47,5.35,,5.11,, -1966-08-12,,,,5.39,,5.49,5.37,,5.11,, -1966-08-15,,,,5.44,,5.56,5.42,,5.15,, -1966-08-16,,,,5.52,,5.64,5.49,,5.18,, -1966-08-17,,,,5.62,,5.70,5.54,,5.24,, -1966-08-18,,,,5.66,,5.80,5.60,,5.29,, -1966-08-19,,,,5.72,,5.87,5.62,,5.31,, -1966-08-22,,,,5.70,,5.83,5.58,,5.29,, -1966-08-23,,,,5.73,,5.89,5.63,,5.33,, -1966-08-24,,,,5.76,,5.99,5.68,,5.36,, -1966-08-25,,,,5.84,,6.06,5.73,,5.39,, -1966-08-26,,,,5.91,,6.16,5.83,,5.48,, -1966-08-29,,,,5.99,,6.22,5.89,,5.51,, -1966-08-30,,,,5.97,,6.12,5.85,,5.48,, -1966-08-31,,,,5.84,,5.87,5.68,,5.36,, -1966-09-01,,,,5.83,,5.86,5.63,,5.30,, -1966-09-02,,,,5.83,,5.79,5.55,,5.23,, +1966-07-05,,,,5.05,,5.17,5.09,,4.96,4.82, +1966-07-06,,,,5.05,,5.16,5.08,,4.95,4.81, +1966-07-07,,,,5.07,,5.17,5.10,,4.95,4.80, +1966-07-08,,,,5.10,,5.20,5.13,,4.97,4.81, +1966-07-11,,,,5.16,,5.28,5.19,,5.03,4.85, +1966-07-12,,,,5.18,,5.27,5.19,,5.05,4.87, +1966-07-13,,,,5.19,,5.28,5.20,,5.07,4.87, +1966-07-14,,,,5.22,,5.30,5.22,,5.10,4.88, +1966-07-15,,,,5.24,,5.30,5.21,,5.09,4.88, +1966-07-18,,,,5.23,,5.26,5.16,,5.04,4.86, +1966-07-19,,,,5.22,,5.25,5.15,,5.03,4.85, +1966-07-20,,,,5.22,,5.26,5.16,,5.02,4.84, +1966-07-21,,,,5.22,,5.28,5.18,,5.04,4.85, +1966-07-22,,,,5.21,,5.29,5.18,,5.02,4.84, +1966-07-25,,,,5.20,,5.27,5.17,,4.99,4.82, +1966-07-26,,,,5.20,,5.28,5.18,,4.99,4.82, +1966-07-27,,,,5.20,,5.28,5.19,,4.99,4.82, +1966-07-28,,,,5.20,,5.30,5.24,,5.03,4.85, +1966-07-29,,,,5.24,,5.32,5.26,,5.05,4.86, +1966-08-01,,,,5.23,,5.32,5.26,,5.05,4.86, +1966-08-02,,,,5.22,,5.32,5.25,,5.04,4.85, +1966-08-03,,,,5.23,,5.33,5.28,,5.06,4.86, +1966-08-04,,,,5.24,,5.33,5.28,,5.07,4.86, +1966-08-05,,,,5.25,,5.36,5.30,,5.07,4.87, +1966-08-08,,,,5.26,,5.38,5.30,,5.08,4.86, +1966-08-09,,,,5.30,,5.41,5.32,,5.10,4.87, +1966-08-10,,,,5.33,,5.45,5.33,,5.10,4.86, +1966-08-11,,,,5.37,,5.47,5.35,,5.11,4.87, +1966-08-12,,,,5.39,,5.49,5.37,,5.11,4.87, +1966-08-15,,,,5.44,,5.56,5.42,,5.15,4.89, +1966-08-16,,,,5.52,,5.64,5.49,,5.18,4.93, +1966-08-17,,,,5.62,,5.70,5.54,,5.24,4.96, +1966-08-18,,,,5.66,,5.80,5.60,,5.29,4.99, +1966-08-19,,,,5.72,,5.87,5.62,,5.31,4.99, +1966-08-22,,,,5.70,,5.83,5.58,,5.29,4.98, +1966-08-23,,,,5.73,,5.89,5.63,,5.33,5.01, +1966-08-24,,,,5.76,,5.99,5.68,,5.36,5.02, +1966-08-25,,,,5.84,,6.06,5.73,,5.39,5.05, +1966-08-26,,,,5.91,,6.16,5.83,,5.48,5.10, +1966-08-29,,,,5.99,,6.22,5.89,,5.51,5.12, +1966-08-30,,,,5.97,,6.12,5.85,,5.48,5.10, +1966-08-31,,,,5.84,,5.87,5.68,,5.36,5.02, +1966-09-01,,,,5.83,,5.86,5.63,,5.30,5.00, +1966-09-02,,,,5.83,,5.79,5.55,,5.23,4.97, 1966-09-05,,,,,,,,,,, -1966-09-06,,,,5.80,,5.78,5.53,,5.19,, -1966-09-07,,,,5.80,,5.79,5.54,,5.20,, -1966-09-08,,,,5.80,,5.77,5.53,,5.18,, -1966-09-09,,,,5.81,,5.76,5.51,,5.17,, -1966-09-12,,,,5.92,,5.78,5.51,,5.18,, -1966-09-13,,,,5.89,,5.77,5.48,,5.16,, -1966-09-14,,,,5.89,,5.85,5.54,,5.21,, -1966-09-15,,,,5.94,,5.88,5.56,,5.25,, -1966-09-16,,,,5.93,,5.87,5.55,,5.24,, -1966-09-19,,,,5.95,,6.00,5.64,,5.32,, -1966-09-20,,,,5.92,,5.97,5.60,,5.27,, -1966-09-21,,,,5.86,,5.90,5.53,,5.21,, -1966-09-22,,,,5.86,,5.85,5.47,,5.15,, -1966-09-23,,,,5.83,,5.84,5.47,,5.17,, -1966-09-26,,,,5.80,,5.79,5.44,,5.17,, -1966-09-27,,,,5.73,,5.74,5.39,,5.13,, -1966-09-28,,,,5.69,,5.66,5.35,,5.09,, -1966-09-29,,,,5.56,,5.44,5.25,,4.99,, -1966-09-30,,,,5.62,,5.54,5.34,,5.02,, -1966-10-03,,,,5.69,,5.61,5.37,,5.08,, -1966-10-04,,,,5.66,,5.56,5.32,,5.06,, -1966-10-05,,,,5.61,,5.48,5.27,,5.05,, -1966-10-06,,,,5.55,,5.44,5.24,,5.03,, -1966-10-07,,,,5.57,,5.48,5.26,,5.02,, -1966-10-10,,,,5.59,,5.53,5.30,,5.05,, -1966-10-11,,,,5.58,,5.53,5.29,,5.05,, +1966-09-06,,,,5.80,,5.78,5.53,,5.19,4.94, +1966-09-07,,,,5.80,,5.79,5.54,,5.20,4.93, +1966-09-08,,,,5.80,,5.77,5.53,,5.18,4.92, +1966-09-09,,,,5.81,,5.76,5.51,,5.17,4.91, +1966-09-12,,,,5.92,,5.78,5.51,,5.18,4.91, +1966-09-13,,,,5.89,,5.77,5.48,,5.16,4.91, +1966-09-14,,,,5.89,,5.85,5.54,,5.21,4.95, +1966-09-15,,,,5.94,,5.88,5.56,,5.25,4.97, +1966-09-16,,,,5.93,,5.87,5.55,,5.24,4.97, +1966-09-19,,,,5.95,,6.00,5.64,,5.32,5.03, +1966-09-20,,,,5.92,,5.97,5.60,,5.27,5.01, +1966-09-21,,,,5.86,,5.90,5.53,,5.21,4.97, +1966-09-22,,,,5.86,,5.85,5.47,,5.15,4.94, +1966-09-23,,,,5.83,,5.84,5.47,,5.17,4.96, +1966-09-26,,,,5.80,,5.79,5.44,,5.17,4.95, +1966-09-27,,,,5.73,,5.74,5.39,,5.13,4.93, +1966-09-28,,,,5.69,,5.66,5.35,,5.09,4.91, +1966-09-29,,,,5.56,,5.44,5.25,,4.99,4.86, +1966-09-30,,,,5.62,,5.54,5.34,,5.02,4.89, +1966-10-03,,,,5.69,,5.61,5.37,,5.08,4.92, +1966-10-04,,,,5.66,,5.56,5.32,,5.06,4.90, +1966-10-05,,,,5.61,,5.48,5.27,,5.05,4.90, +1966-10-06,,,,5.55,,5.44,5.24,,5.03,4.89, +1966-10-07,,,,5.57,,5.48,5.26,,5.02,4.88, +1966-10-10,,,,5.59,,5.53,5.30,,5.05,4.89, +1966-10-11,,,,5.58,,5.53,5.29,,5.05,4.89, 1966-10-12,,,,,,,,,,, -1966-10-13,,,,5.61,,5.56,5.29,,5.07,, -1966-10-14,,,,5.63,,5.57,5.29,,5.06,, -1966-10-17,,,,5.60,,5.52,5.26,,5.04,, -1966-10-18,,,,5.58,,5.48,5.24,,4.99,, -1966-10-19,,,,5.58,,5.49,5.25,,5.00,, -1966-10-20,,,,5.59,,5.51,5.28,,5.02,, -1966-10-21,,,,5.54,,5.41,5.23,,4.94,, -1966-10-24,,,,5.55,,5.40,5.23,,4.94,, -1966-10-25,,,,5.53,,5.40,5.24,,4.94,, -1966-10-26,,,,5.55,,5.44,5.27,,4.96,, -1966-10-27,,,,5.56,,5.46,5.28,,4.99,, -1966-10-28,,,,5.52,,5.39,5.22,,4.97,, -1966-10-31,,,,5.50,,5.38,5.22,,4.97,, -1966-11-01,,,,5.53,,5.43,5.26,,4.99,, -1966-11-02,,,,5.57,,5.50,5.32,,5.04,, -1966-11-03,,,,5.56,,5.52,5.33,,5.06,, -1966-11-04,,,,5.56,,5.57,5.37,,5.11,, -1966-11-07,,,,5.60,,5.55,5.36,,5.11,, +1966-10-13,,,,5.61,,5.56,5.29,,5.07,4.89, +1966-10-14,,,,5.63,,5.57,5.29,,5.06,4.88, +1966-10-17,,,,5.60,,5.52,5.26,,5.04,4.87, +1966-10-18,,,,5.58,,5.48,5.24,,4.99,4.84, +1966-10-19,,,,5.58,,5.49,5.25,,5.00,4.84, +1966-10-20,,,,5.59,,5.51,5.28,,5.02,4.84, +1966-10-21,,,,5.54,,5.41,5.23,,4.94,4.74, +1966-10-24,,,,5.55,,5.40,5.23,,4.94,4.73, +1966-10-25,,,,5.53,,5.40,5.24,,4.94,4.72, +1966-10-26,,,,5.55,,5.44,5.27,,4.96,4.75, +1966-10-27,,,,5.56,,5.46,5.28,,4.99,4.77, +1966-10-28,,,,5.52,,5.39,5.22,,4.97,4.76, +1966-10-31,,,,5.50,,5.38,5.22,,4.97,4.76, +1966-11-01,,,,5.53,,5.43,5.26,,4.99,4.77, +1966-11-02,,,,5.57,,5.50,5.32,,5.04,4.82, +1966-11-03,,,,5.56,,5.52,5.33,,5.06,4.83, +1966-11-04,,,,5.56,,5.57,5.37,,5.11,4.85, +1966-11-07,,,,5.60,,5.55,5.36,,5.11,4.84, 1966-11-08,,,,,,,,,,, -1966-11-09,,,,5.60,,5.53,5.35,,5.12,, -1966-11-10,,,,5.62,,5.57,5.39,,5.17,, +1966-11-09,,,,5.60,,5.53,5.35,,5.12,4.85, +1966-11-10,,,,5.62,,5.57,5.39,,5.17,4.89, 1966-11-11,,,,,,,,,,, -1966-11-14,,,,5.62,,5.59,5.41,,5.19,, -1966-11-15,,,,5.58,,5.57,5.41,,5.21,, -1966-11-16,,,,5.58,,5.58,5.42,,5.22,, -1966-11-17,,,,5.59,,5.60,5.42,,5.23,, -1966-11-18,,,,5.57,,5.57,5.41,,5.22,, -1966-11-21,,,,5.47,,5.47,5.36,,5.17,, -1966-11-22,,,,5.49,,5.50,5.38,,5.20,, -1966-11-23,,,,5.50,,5.56,5.39,,5.22,, +1966-11-14,,,,5.62,,5.59,5.41,,5.19,4.90, +1966-11-15,,,,5.58,,5.57,5.41,,5.21,4.90, +1966-11-16,,,,5.58,,5.58,5.42,,5.22,4.90, +1966-11-17,,,,5.59,,5.60,5.42,,5.23,4.90, +1966-11-18,,,,5.57,,5.57,5.41,,5.22,4.91, +1966-11-21,,,,5.47,,5.47,5.36,,5.17,4.88, +1966-11-22,,,,5.49,,5.50,5.38,,5.20,4.89, +1966-11-23,,,,5.50,,5.56,5.39,,5.22,4.90, 1966-11-24,,,,,,,,,,, -1966-11-25,,,,5.50,,5.56,5.39,,5.23,, -1966-11-28,,,,5.48,,5.51,5.35,,5.19,, -1966-11-29,,,,5.43,,5.49,5.31,,5.15,, -1966-11-30,,,,5.45,,5.48,5.28,,5.12,, -1966-12-01,,,,5.45,,5.46,5.25,,5.09,, -1966-12-02,,,,5.42,,5.42,5.22,,5.03,, -1966-12-05,,,,5.45,,5.46,5.24,,5.06,, -1966-12-06,,,,5.45,,5.46,5.25,,5.07,, -1966-12-07,,,,5.44,,5.46,5.22,,5.07,, -1966-12-08,,,,5.48,,5.50,5.24,,5.10,, -1966-12-09,,,,5.38,,5.43,5.18,,5.05,, -1966-12-12,,,,5.31,,5.36,5.10,,4.93,, -1966-12-13,,,,5.25,,5.32,5.05,,4.86,, -1966-12-14,,,,5.21,,5.27,5.03,,4.83,, -1966-12-15,,,,5.12,,5.09,4.91,,4.76,, -1966-12-16,,,,5.10,,5.06,4.92,,4.78,, -1966-12-19,,,,5.06,,5.01,4.86,,4.72,, -1966-12-20,,,,5.04,,4.96,4.85,,4.69,, -1966-12-21,,,,5.04,,4.94,4.84,,4.66,, -1966-12-22,,,,5.04,,4.98,4.85,,4.68,, -1966-12-23,,,,5.03,,4.95,4.84,,4.67,, +1966-11-25,,,,5.50,,5.56,5.39,,5.23,4.91, +1966-11-28,,,,5.48,,5.51,5.35,,5.19,4.90, +1966-11-29,,,,5.43,,5.49,5.31,,5.15,4.88, +1966-11-30,,,,5.45,,5.48,5.28,,5.12,4.87, +1966-12-01,,,,5.45,,5.46,5.25,,5.09,4.86, +1966-12-02,,,,5.42,,5.42,5.22,,5.03,4.85, +1966-12-05,,,,5.45,,5.46,5.24,,5.06,4.86, +1966-12-06,,,,5.45,,5.46,5.25,,5.07,4.87, +1966-12-07,,,,5.44,,5.46,5.22,,5.07,4.89, +1966-12-08,,,,5.48,,5.50,5.24,,5.10,4.92, +1966-12-09,,,,5.38,,5.43,5.18,,5.05,4.89, +1966-12-12,,,,5.31,,5.36,5.10,,4.93,4.82, +1966-12-13,,,,5.25,,5.32,5.05,,4.86,4.78, +1966-12-14,,,,5.21,,5.27,5.03,,4.83,4.76, +1966-12-15,,,,5.12,,5.09,4.91,,4.76,4.72, +1966-12-16,,,,5.10,,5.06,4.92,,4.78,4.73, +1966-12-19,,,,5.06,,5.01,4.86,,4.72,4.71, +1966-12-20,,,,5.04,,4.96,4.85,,4.69,4.68, +1966-12-21,,,,5.04,,4.94,4.84,,4.66,4.68, +1966-12-22,,,,5.04,,4.98,4.85,,4.68,4.68, +1966-12-23,,,,5.03,,4.95,4.84,,4.67,4.68, 1966-12-26,,,,,,,,,,, -1966-12-27,,,,5.04,,4.99,4.87,,4.71,, -1966-12-28,,,,4.99,,4.92,4.76,,4.64,, -1966-12-29,,,,5.00,,4.92,4.80,,4.66,, -1966-12-30,,,,5.00,,4.94,4.80,,4.64,, +1966-12-27,,,,5.04,,4.99,4.87,,4.71,4.69, +1966-12-28,,,,4.99,,4.92,4.76,,4.64,4.65, +1966-12-29,,,,5.00,,4.92,4.80,,4.66,4.63, +1966-12-30,,,,5.00,,4.94,4.80,,4.64,4.58, 1967-01-02,,,,,,,,,,, -1967-01-03,,,,5.00,,4.98,4.84,,4.69,, -1967-01-04,,,,4.96,,4.92,4.80,,4.65,, -1967-01-05,,,,4.89,,4.86,4.75,,4.63,, -1967-01-06,,,,4.85,,4.83,4.76,,4.64,, -1967-01-09,,,,4.85,,4.90,4.82,,4.71,, -1967-01-10,,,,4.84,,4.89,4.81,,4.69,, -1967-01-11,,,,4.71,,4.74,4.69,,4.54,, -1967-01-12,,,,4.72,,4.76,4.70,,4.55,, -1967-01-13,,,,4.71,,4.70,4.66,,4.51,, -1967-01-16,,,,4.68,,4.63,4.60,,4.49,, -1967-01-17,,,,4.68,,4.65,4.61,,4.51,, -1967-01-18,,,,4.69,,4.69,4.64,,4.53,, -1967-01-19,,,,4.71,,4.74,4.69,,4.58,, -1967-01-20,,,,4.71,,4.74,4.70,,4.60,, -1967-01-23,,,,4.70,,4.71,4.70,,4.60,, -1967-01-24,,,,4.75,,4.76,4.75,,4.65,, -1967-01-25,,,,4.75,,4.77,4.74,,4.62,, -1967-01-26,,,,4.64,,4.61,4.63,,4.50,, -1967-01-27,,,,4.62,,4.58,4.61,,4.47,, -1967-01-30,,,,4.59,,4.58,4.61,,4.48,, -1967-01-31,,,,4.62,,4.63,4.67,,4.52,, -1967-02-01,,,,4.64,,4.65,4.68,,4.52,, -1967-02-02,,,,4.60,,4.61,4.65,,4.51,, -1967-02-03,,,,4.60,,4.61,4.66,,4.52,, -1967-02-06,,,,4.59,,4.63,4.66,,4.53,, -1967-02-07,,,,4.62,,4.65,4.68,,4.54,, -1967-02-08,,,,4.62,,4.64,4.67,,4.54,, -1967-02-09,,,,4.62,,4.63,4.66,,4.53,, -1967-02-10,,,,4.68,,4.70,4.72,,4.59,, +1967-01-03,,,,5.00,,4.98,4.84,,4.69,4.60, +1967-01-04,,,,4.96,,4.92,4.80,,4.65,4.56, +1967-01-05,,,,4.89,,4.86,4.75,,4.63,4.53, +1967-01-06,,,,4.85,,4.83,4.76,,4.64,4.54, +1967-01-09,,,,4.85,,4.90,4.82,,4.71,4.57, +1967-01-10,,,,4.84,,4.89,4.81,,4.69,4.56, +1967-01-11,,,,4.71,,4.74,4.69,,4.54,4.45, +1967-01-12,,,,4.72,,4.76,4.70,,4.55,4.47, +1967-01-13,,,,4.71,,4.70,4.66,,4.51,4.45, +1967-01-16,,,,4.68,,4.63,4.60,,4.49,4.44, +1967-01-17,,,,4.68,,4.65,4.61,,4.51,4.45, +1967-01-18,,,,4.69,,4.69,4.64,,4.53,4.47, +1967-01-19,,,,4.71,,4.74,4.69,,4.58,4.50, +1967-01-20,,,,4.71,,4.74,4.70,,4.60,4.52, +1967-01-23,,,,4.70,,4.71,4.70,,4.60,4.53, +1967-01-24,,,,4.75,,4.76,4.75,,4.65,4.55, +1967-01-25,,,,4.75,,4.77,4.74,,4.62,4.56, +1967-01-26,,,,4.64,,4.61,4.63,,4.50,4.46, +1967-01-27,,,,4.62,,4.58,4.61,,4.47,4.47, +1967-01-30,,,,4.59,,4.58,4.61,,4.48,4.47, +1967-01-31,,,,4.62,,4.63,4.67,,4.52,4.48, +1967-02-01,,,,4.64,,4.65,4.68,,4.52,4.50, +1967-02-02,,,,4.60,,4.61,4.65,,4.51,4.50, +1967-02-03,,,,4.60,,4.61,4.66,,4.52,4.50, +1967-02-06,,,,4.59,,4.63,4.66,,4.53,4.52, +1967-02-07,,,,4.62,,4.65,4.68,,4.54,4.53, +1967-02-08,,,,4.62,,4.64,4.67,,4.54,4.54, +1967-02-09,,,,4.62,,4.63,4.66,,4.53,4.54, +1967-02-10,,,,4.68,,4.70,4.72,,4.59,4.58, 1967-02-13,,,,,,,,,,, -1967-02-14,,,,4.70,,4.74,4.74,,4.64,, -1967-02-15,,,,4.75,,4.80,4.78,,4.69,, -1967-02-16,,,,4.77,,4.79,4.78,,4.67,, -1967-02-17,,,,4.80,,4.82,4.79,,4.68,, -1967-02-20,,,,4.82,,4.83,4.80,,4.70,, -1967-02-21,,,,4.82,,4.83,4.81,,4.71,, +1967-02-14,,,,4.70,,4.74,4.74,,4.64,4.62, +1967-02-15,,,,4.75,,4.80,4.78,,4.69,4.65, +1967-02-16,,,,4.77,,4.79,4.78,,4.67,4.64, +1967-02-17,,,,4.80,,4.82,4.79,,4.68,4.65, +1967-02-20,,,,4.82,,4.83,4.80,,4.70,4.68, +1967-02-21,,,,4.82,,4.83,4.81,,4.71,4.70, 1967-02-22,,,,,,,,,,, -1967-02-23,,,,4.85,,4.85,4.83,,4.74,, -1967-02-24,,,,4.81,,4.81,4.79,,4.73,, -1967-02-27,,,,4.79,,4.80,4.78,,4.72,, -1967-02-28,,,,4.76,,4.79,4.78,,4.72,, -1967-03-01,,,,4.67,,4.71,4.70,,4.66,, -1967-03-02,,,,4.62,,4.64,4.64,,4.63,, -1967-03-03,,,,4.61,,4.63,4.62,,4.62,, -1967-03-06,,,,4.60,,4.63,4.62,,4.61,, -1967-03-07,,,,4.59,,4.63,4.62,,4.60,, -1967-03-08,,,,4.59,,4.65,4.63,,4.61,, -1967-03-09,,,,4.51,,4.60,4.60,,4.57,, -1967-03-10,,,,4.51,,4.60,4.60,,4.58,, -1967-03-13,,,,4.42,,4.58,4.59,,4.56,, -1967-03-14,,,,4.39,,4.55,4.57,,4.53,, -1967-03-15,,,,4.29,,4.46,4.51,,4.49,, -1967-03-16,,,,4.18,,4.34,4.44,,4.45,, -1967-03-17,,,,4.20,,4.37,4.47,,4.47,, -1967-03-20,,,,4.18,,4.31,4.44,,4.45,, -1967-03-21,,,,4.20,,4.36,4.49,,4.51,, -1967-03-22,,,,4.23,,4.36,4.50,,4.52,, -1967-03-23,,,,4.17,,4.32,4.47,,4.50,, +1967-02-23,,,,4.85,,4.85,4.83,,4.74,4.73, +1967-02-24,,,,4.81,,4.81,4.79,,4.73,4.71, +1967-02-27,,,,4.79,,4.80,4.78,,4.72,4.70, +1967-02-28,,,,4.76,,4.79,4.78,,4.72,4.70, +1967-03-01,,,,4.67,,4.71,4.70,,4.66,4.65, +1967-03-02,,,,4.62,,4.64,4.64,,4.63,4.62, +1967-03-03,,,,4.61,,4.63,4.62,,4.62,4.61, +1967-03-06,,,,4.60,,4.63,4.62,,4.61,4.60, +1967-03-07,,,,4.59,,4.63,4.62,,4.60,4.59, +1967-03-08,,,,4.59,,4.65,4.63,,4.61,4.60, +1967-03-09,,,,4.51,,4.60,4.60,,4.57,4.56, +1967-03-10,,,,4.51,,4.60,4.60,,4.58,4.57, +1967-03-13,,,,4.42,,4.58,4.59,,4.56,4.56, +1967-03-14,,,,4.39,,4.55,4.57,,4.53,4.54, +1967-03-15,,,,4.29,,4.46,4.51,,4.49,4.52, +1967-03-16,,,,4.18,,4.34,4.44,,4.45,4.50, +1967-03-17,,,,4.20,,4.37,4.47,,4.47,4.52, +1967-03-20,,,,4.18,,4.31,4.44,,4.45,4.51, +1967-03-21,,,,4.20,,4.36,4.49,,4.51,4.55, +1967-03-22,,,,4.23,,4.36,4.50,,4.52,4.56, +1967-03-23,,,,4.17,,4.32,4.47,,4.50,4.54, 1967-03-24,,,,,,,,,,, -1967-03-27,,,,4.15,,4.34,4.50,,4.52,, -1967-03-28,,,,4.16,,4.35,4.48,,4.52,, -1967-03-29,,,,4.16,,4.34,4.48,,4.52,, -1967-03-30,,,,4.16,,4.31,4.44,,4.50,, -1967-03-31,,,,4.13,,4.30,4.42,,4.50,, -1967-04-03,,,,4.13,,4.30,4.42,,4.50,, -1967-04-04,,,,4.11,,4.31,4.42,,4.49,, -1967-04-05,,,,4.13,,4.32,4.43,,4.50,, -1967-04-06,,,,4.10,,4.30,4.40,,4.49,, -1967-04-07,,,,4.07,,4.27,4.38,,4.48,, -1967-04-10,,,,4.07,,4.27,4.38,,4.50,, -1967-04-11,,,,4.08,,4.29,4.41,,4.51,, -1967-04-12,,,,4.08,,4.31,4.43,,4.51,, -1967-04-13,,,,4.09,,4.34,4.48,,4.54,, -1967-04-14,,,,4.11,,4.36,4.49,,4.56,, -1967-04-17,,,,4.12,,4.41,4.54,,4.61,, -1967-04-18,,,,4.12,,4.42,4.55,,4.63,, -1967-04-19,,,,4.12,,4.38,4.52,,4.63,, -1967-04-20,,,,4.10,,4.37,4.52,,4.63,, -1967-04-21,,,,4.10,,4.39,4.54,,4.66,, -1967-04-24,,,,4.10,,4.44,4.58,,4.68,, -1967-04-25,,,,4.11,,4.46,4.61,,4.71,, -1967-04-26,,,,4.10,,4.48,4.63,,4.73,, -1967-04-27,,,,4.12,,4.51,4.67,,4.73,, -1967-04-28,,,,4.14,,4.57,4.72,,4.78,, -1967-05-01,,,,4.14,,4.53,4.70,,4.77,, -1967-05-02,,,,4.14,,4.51,4.68,,4.75,, -1967-05-03,,,,4.13,,4.51,4.68,,4.75,, -1967-05-04,,,,4.11,,4.52,4.69,,4.76,, -1967-05-05,,,,4.12,,4.56,4.72,,4.77,, -1967-05-08,,,,4.14,,4.63,4.76,,4.83,, -1967-05-09,,,,4.15,,4.66,4.77,,4.87,, -1967-05-10,,,,4.15,,4.62,4.75,,4.87,, -1967-05-11,,,,4.13,,4.56,4.71,,4.84,, -1967-05-12,,,,4.14,,4.54,4.68,,4.82,, -1967-05-15,,,,4.14,,4.59,4.72,,4.86,, -1967-05-16,,,,4.16,,4.62,4.76,,4.87,, -1967-05-17,,,,4.16,,4.63,4.76,,4.88,, -1967-05-18,,,,4.14,,4.62,4.75,,4.88,, -1967-05-19,,,,4.15,,4.64,4.78,,4.89,, -1967-05-22,,,,4.17,,4.69,4.82,,4.94,, -1967-05-23,,,,4.18,,4.72,4.85,,4.94,, -1967-05-24,,,,4.18,,4.69,4.83,,4.93,, -1967-05-25,,,,4.19,,4.67,4.81,,4.92,, -1967-05-26,,,,4.19,,4.63,4.78,,4.86,, -1967-05-29,,,,4.21,,4.59,4.74,,4.84,, +1967-03-27,,,,4.15,,4.34,4.50,,4.52,4.56, +1967-03-28,,,,4.16,,4.35,4.48,,4.52,4.57, +1967-03-29,,,,4.16,,4.34,4.48,,4.52,4.57, +1967-03-30,,,,4.16,,4.31,4.44,,4.50,4.57, +1967-03-31,,,,4.13,,4.30,4.42,,4.50,4.56, +1967-04-03,,,,4.13,,4.30,4.42,,4.50,4.56, +1967-04-04,,,,4.11,,4.31,4.42,,4.49,4.55, +1967-04-05,,,,4.13,,4.32,4.43,,4.50,4.57, +1967-04-06,,,,4.10,,4.30,4.40,,4.49,4.56, +1967-04-07,,,,4.07,,4.27,4.38,,4.48,4.54, +1967-04-10,,,,4.07,,4.27,4.38,,4.50,4.55, +1967-04-11,,,,4.08,,4.29,4.41,,4.51,4.56, +1967-04-12,,,,4.08,,4.31,4.43,,4.51,4.56, +1967-04-13,,,,4.09,,4.34,4.48,,4.54,4.58, +1967-04-14,,,,4.11,,4.36,4.49,,4.56,4.59, +1967-04-17,,,,4.12,,4.41,4.54,,4.61,4.64, +1967-04-18,,,,4.12,,4.42,4.55,,4.63,4.67, +1967-04-19,,,,4.12,,4.38,4.52,,4.63,4.67, +1967-04-20,,,,4.10,,4.37,4.52,,4.63,4.67, +1967-04-21,,,,4.10,,4.39,4.54,,4.66,4.69, +1967-04-24,,,,4.10,,4.44,4.58,,4.68,4.71, +1967-04-25,,,,4.11,,4.46,4.61,,4.71,4.75, +1967-04-26,,,,4.10,,4.48,4.63,,4.73,4.77, +1967-04-27,,,,4.12,,4.51,4.67,,4.73,4.77, +1967-04-28,,,,4.14,,4.57,4.72,,4.78,4.81, +1967-05-01,,,,4.14,,4.53,4.70,,4.77,4.82, +1967-05-02,,,,4.14,,4.51,4.68,,4.75,4.81, +1967-05-03,,,,4.13,,4.51,4.68,,4.75,4.80, +1967-05-04,,,,4.11,,4.52,4.69,,4.76,4.81, +1967-05-05,,,,4.12,,4.56,4.72,,4.77,4.83, +1967-05-08,,,,4.14,,4.63,4.76,,4.83,4.86, +1967-05-09,,,,4.15,,4.66,4.77,,4.87,4.91, +1967-05-10,,,,4.15,,4.62,4.75,,4.87,4.91, +1967-05-11,,,,4.13,,4.56,4.71,,4.84,4.90, +1967-05-12,,,,4.14,,4.54,4.68,,4.82,4.89, +1967-05-15,,,,4.14,,4.59,4.72,,4.86,4.91, +1967-05-16,,,,4.16,,4.62,4.76,,4.87,4.92, +1967-05-17,,,,4.16,,4.63,4.76,,4.88,4.93, +1967-05-18,,,,4.14,,4.62,4.75,,4.88,4.93, +1967-05-19,,,,4.15,,4.64,4.78,,4.89,4.93, +1967-05-22,,,,4.17,,4.69,4.82,,4.94,4.97, +1967-05-23,,,,4.18,,4.72,4.85,,4.94,4.98, +1967-05-24,,,,4.18,,4.69,4.83,,4.93,4.98, +1967-05-25,,,,4.19,,4.67,4.81,,4.92,4.97, +1967-05-26,,,,4.19,,4.63,4.78,,4.86,4.92, +1967-05-29,,,,4.21,,4.59,4.74,,4.84,4.89, 1967-05-30,,,,,,,,,,, -1967-05-31,,,,4.18,,4.58,4.72,,4.81,, -1967-06-01,,,,4.17,,4.57,4.72,,4.81,, -1967-06-02,,,,4.19,,4.59,4.73,,4.82,, -1967-06-05,,,,4.23,,4.63,4.76,,4.85,, -1967-06-06,,,,4.21,,4.62,4.77,,4.84,, -1967-06-07,,,,4.21,,4.65,4.77,,4.84,, -1967-06-08,,,,4.23,,4.68,4.80,,4.86,, -1967-06-09,,,,4.26,,4.74,4.84,,4.89,, -1967-06-12,,,,4.36,,4.83,4.89,,4.94,, -1967-06-13,,,,4.39,,4.88,4.92,,4.95,, -1967-06-14,,,,4.50,,4.97,5.02,,5.02,, -1967-06-15,,,,4.49,,4.96,5.02,,5.02,, -1967-06-16,,,,4.53,,5.01,5.10,,5.07,, -1967-06-19,,,,4.52,,5.00,5.10,,5.07,, -1967-06-20,,,,4.59,,5.07,5.17,,5.14,, -1967-06-21,,,,4.58,,5.02,5.14,,5.14,, -1967-06-22,,,,4.53,,4.97,5.12,,5.13,, -1967-06-23,,,,4.54,,5.00,5.15,,5.14,, -1967-06-26,,,,4.57,,5.01,5.18,,5.16,, -1967-06-27,,,,4.72,,5.06,5.24,,5.21,, -1967-06-28,,,,4.80,,5.05,5.23,,5.18,, -1967-06-29,,,,4.88,,5.07,5.27,,5.20,, -1967-06-30,,,,4.97,,5.10,5.35,,5.22,, -1967-07-03,,,,5.02,,5.12,5.36,,5.22,, +1967-05-31,,,,4.18,,4.58,4.72,,4.81,4.85, +1967-06-01,,,,4.17,,4.57,4.72,,4.81,4.83, +1967-06-02,,,,4.19,,4.59,4.73,,4.82,4.84, +1967-06-05,,,,4.23,,4.63,4.76,,4.85,4.88, +1967-06-06,,,,4.21,,4.62,4.77,,4.84,4.87, +1967-06-07,,,,4.21,,4.65,4.77,,4.84,4.86, +1967-06-08,,,,4.23,,4.68,4.80,,4.86,4.89, +1967-06-09,,,,4.26,,4.74,4.84,,4.89,4.90, +1967-06-12,,,,4.36,,4.83,4.89,,4.94,4.94, +1967-06-13,,,,4.39,,4.88,4.92,,4.95,4.95, +1967-06-14,,,,4.50,,4.97,5.02,,5.02,4.99, +1967-06-15,,,,4.49,,4.96,5.02,,5.02,4.99, +1967-06-16,,,,4.53,,5.01,5.10,,5.07,5.03, +1967-06-19,,,,4.52,,5.00,5.10,,5.07,5.03, +1967-06-20,,,,4.59,,5.07,5.17,,5.14,5.08, +1967-06-21,,,,4.58,,5.02,5.14,,5.14,5.08, +1967-06-22,,,,4.53,,4.97,5.12,,5.13,5.08, +1967-06-23,,,,4.54,,5.00,5.15,,5.14,5.08, +1967-06-26,,,,4.57,,5.01,5.18,,5.16,5.09, +1967-06-27,,,,4.72,,5.06,5.24,,5.21,5.11, +1967-06-28,,,,4.80,,5.05,5.23,,5.18,5.08, +1967-06-29,,,,4.88,,5.07,5.27,,5.20,5.07, +1967-06-30,,,,4.97,,5.10,5.35,,5.22,5.08, +1967-07-03,,,,5.02,,5.12,5.36,,5.22,5.07, 1967-07-04,,,,,,,,,,, -1967-07-05,,,,5.01,,5.05,5.29,,5.17,, -1967-07-06,,,,4.96,,5.00,5.25,,5.11,, -1967-07-07,,,,5.01,,5.07,5.30,,5.15,, -1967-07-10,,,,4.99,,5.06,5.29,,5.16,, -1967-07-11,,,,4.94,,5.01,5.22,,5.09,, -1967-07-12,,,,4.92,,4.98,5.16,,5.06,, -1967-07-13,,,,4.92,,5.00,5.16,,5.08,, -1967-07-14,,,,4.92,,5.01,5.16,,5.08,, -1967-07-17,,,,4.94,,5.00,5.16,,5.09,, -1967-07-18,,,,4.94,,5.04,5.20,,5.16,, -1967-07-19,,,,4.96,,5.06,5.22,,5.18,, -1967-07-20,,,,5.02,,5.08,5.25,,5.20,, -1967-07-21,,,,5.06,,5.11,5.25,,5.20,, -1967-07-24,,,,5.14,,5.20,5.31,,5.23,, -1967-07-25,,,,5.15,,5.16,5.28,,5.23,, -1967-07-26,,,,5.07,,5.10,5.22,,5.23,, -1967-07-27,,,,5.09,,5.06,5.17,,5.20,, -1967-07-28,,,,5.07,,5.03,5.13,,5.18,, -1967-07-31,,,,5.05,,5.02,5.12,,5.16,, -1967-08-01,,,,5.09,,5.08,5.18,,5.18,, -1967-08-02,,,,5.10,,5.12,5.22,,5.21,, -1967-08-03,,,,5.08,,5.07,5.19,,5.20,, -1967-08-04,,,,5.11,,5.13,5.25,,5.26,, -1967-08-07,,,,5.13,,5.17,5.31,,5.30,, -1967-08-08,,,,5.14,,5.16,5.29,,5.28,, -1967-08-09,,,,5.12,,5.16,5.28,,5.27,, -1967-08-10,,,,5.14,,5.19,5.30,,5.28,, -1967-08-11,,,,5.14,,5.20,5.32,,5.29,, -1967-08-14,,,,5.10,,5.19,5.32,,5.29,, -1967-08-15,,,,5.10,,5.19,5.31,,5.29,, -1967-08-16,,,,5.10,,5.20,5.31,,5.28,, -1967-08-17,,,,5.11,,5.21,5.32,,5.28,, -1967-08-18,,,,5.10,,5.26,5.34,,5.28,, -1967-08-21,,,,5.10,,5.29,5.37,,5.30,, -1967-08-22,,,,5.11,,5.31,5.38,,5.30,, -1967-08-23,,,,5.15,,5.36,5.40,,5.31,, -1967-08-24,,,,5.18,,5.35,5.37,,5.31,, -1967-08-25,,,,5.18,,5.36,5.38,,5.32,, -1967-08-28,,,,5.18,,5.33,5.34,,5.29,, -1967-08-29,,,,5.16,,5.34,5.32,,5.27,, -1967-08-30,,,,5.19,,5.37,5.34,,5.28,, -1967-08-31,,,,5.20,,5.36,5.34,,5.27,, -1967-09-01,,,,5.19,,5.34,5.32,,5.25,, +1967-07-05,,,,5.01,,5.05,5.29,,5.17,5.02, +1967-07-06,,,,4.96,,5.00,5.25,,5.11,4.99, +1967-07-07,,,,5.01,,5.07,5.30,,5.15,5.01, +1967-07-10,,,,4.99,,5.06,5.29,,5.16,5.01, +1967-07-11,,,,4.94,,5.01,5.22,,5.09,4.96, +1967-07-12,,,,4.92,,4.98,5.16,,5.06,4.92, +1967-07-13,,,,4.92,,5.00,5.16,,5.08,4.92, +1967-07-14,,,,4.92,,5.01,5.16,,5.08,4.93, +1967-07-17,,,,4.94,,5.00,5.16,,5.09,4.94, +1967-07-18,,,,4.94,,5.04,5.20,,5.16,4.98, +1967-07-19,,,,4.96,,5.06,5.22,,5.18,5.01, +1967-07-20,,,,5.02,,5.08,5.25,,5.20,5.03, +1967-07-21,,,,5.06,,5.11,5.25,,5.20,5.03, +1967-07-24,,,,5.14,,5.20,5.31,,5.23,5.05, +1967-07-25,,,,5.15,,5.16,5.28,,5.23,5.07, +1967-07-26,,,,5.07,,5.10,5.22,,5.23,5.10, +1967-07-27,,,,5.09,,5.06,5.17,,5.20,5.08, +1967-07-28,,,,5.07,,5.03,5.13,,5.18,5.07, +1967-07-31,,,,5.05,,5.02,5.12,,5.16,5.06, +1967-08-01,,,,5.09,,5.08,5.18,,5.18,5.07, +1967-08-02,,,,5.10,,5.12,5.22,,5.21,5.08, +1967-08-03,,,,5.08,,5.07,5.19,,5.20,5.06, +1967-08-04,,,,5.11,,5.13,5.25,,5.26,5.09, +1967-08-07,,,,5.13,,5.17,5.31,,5.30,5.12, +1967-08-08,,,,5.14,,5.16,5.29,,5.28,5.10, +1967-08-09,,,,5.12,,5.16,5.28,,5.27,5.10, +1967-08-10,,,,5.14,,5.19,5.30,,5.28,5.11, +1967-08-11,,,,5.14,,5.20,5.32,,5.29,5.12, +1967-08-14,,,,5.10,,5.19,5.32,,5.29,5.12, +1967-08-15,,,,5.10,,5.19,5.31,,5.29,5.13, +1967-08-16,,,,5.10,,5.20,5.31,,5.28,5.12, +1967-08-17,,,,5.11,,5.21,5.32,,5.28,5.12, +1967-08-18,,,,5.10,,5.26,5.34,,5.28,5.12, +1967-08-21,,,,5.10,,5.29,5.37,,5.30,5.13, +1967-08-22,,,,5.11,,5.31,5.38,,5.30,5.13, +1967-08-23,,,,5.15,,5.36,5.40,,5.31,5.14, +1967-08-24,,,,5.18,,5.35,5.37,,5.31,5.15, +1967-08-25,,,,5.18,,5.36,5.38,,5.32,5.15, +1967-08-28,,,,5.18,,5.33,5.34,,5.29,5.14, +1967-08-29,,,,5.16,,5.34,5.32,,5.27,5.14, +1967-08-30,,,,5.19,,5.37,5.34,,5.28,5.14, +1967-08-31,,,,5.20,,5.36,5.34,,5.27,5.14, +1967-09-01,,,,5.19,,5.34,5.32,,5.25,5.13, 1967-09-04,,,,,,,,,,, -1967-09-05,,,,5.16,,5.32,5.29,,5.22,, -1967-09-06,,,,5.16,,5.32,5.28,,5.20,, -1967-09-07,,,,5.17,,5.33,5.30,,5.20,, -1967-09-08,,,,5.20,,5.37,5.37,,5.26,, -1967-09-11,,,,5.21,,5.38,5.38,,5.28,, -1967-09-12,,,,5.22,,5.41,5.40,,5.29,, -1967-09-13,,,,5.20,,5.39,5.37,,5.27,, -1967-09-14,,,,5.21,,5.40,5.39,,5.28,, -1967-09-15,,,,5.21,,5.40,5.40,,5.29,, -1967-09-18,,,,5.23,,5.42,5.42,,5.30,, -1967-09-19,,,,5.27,,5.47,5.47,,5.35,, -1967-09-20,,,,5.27,,5.45,5.43,,5.34,, -1967-09-21,,,,5.29,,5.45,5.45,,5.36,, -1967-09-22,,,,5.29,,5.46,5.46,,5.36,, -1967-09-25,,,,5.33,,5.49,5.48,,5.38,, -1967-09-26,,,,5.32,,5.49,5.47,,5.37,, -1967-09-27,,,,5.32,,5.49,5.47,,5.37,, -1967-09-28,,,,5.31,,5.45,5.44,,5.36,, -1967-09-29,,,,5.27,,5.39,5.38,,5.31,, -1967-10-02,,,,5.29,,5.44,5.43,,5.35,, -1967-10-03,,,,5.29,,5.43,5.44,,5.35,, -1967-10-04,,,,5.31,,5.46,5.47,,5.37,, -1967-10-05,,,,5.31,,5.44,5.47,,5.37,, -1967-10-06,,,,5.30,,5.44,5.48,,5.37,, -1967-10-09,,,,5.30,,5.45,5.49,,5.39,, -1967-10-10,,,,5.33,,5.48,5.52,,5.42,, -1967-10-11,,,,5.34,,5.49,5.53,,5.42,, +1967-09-05,,,,5.16,,5.32,5.29,,5.22,5.11, +1967-09-06,,,,5.16,,5.32,5.28,,5.20,5.08, +1967-09-07,,,,5.17,,5.33,5.30,,5.20,5.08, +1967-09-08,,,,5.20,,5.37,5.37,,5.26,5.11, +1967-09-11,,,,5.21,,5.38,5.38,,5.28,5.13, +1967-09-12,,,,5.22,,5.41,5.40,,5.29,5.13, +1967-09-13,,,,5.20,,5.39,5.37,,5.27,5.12, +1967-09-14,,,,5.21,,5.40,5.39,,5.28,5.13, +1967-09-15,,,,5.21,,5.40,5.40,,5.29,5.14, +1967-09-18,,,,5.23,,5.42,5.42,,5.30,5.15, +1967-09-19,,,,5.27,,5.47,5.47,,5.35,5.19, +1967-09-20,,,,5.27,,5.45,5.43,,5.34,5.18, +1967-09-21,,,,5.29,,5.45,5.45,,5.36,5.21, +1967-09-22,,,,5.29,,5.46,5.46,,5.36,5.21, +1967-09-25,,,,5.33,,5.49,5.48,,5.38,5.23, +1967-09-26,,,,5.32,,5.49,5.47,,5.37,5.23, +1967-09-27,,,,5.32,,5.49,5.47,,5.37,5.24, +1967-09-28,,,,5.31,,5.45,5.44,,5.36,5.23, +1967-09-29,,,,5.27,,5.39,5.38,,5.31,5.19, +1967-10-02,,,,5.29,,5.44,5.43,,5.35,5.21, +1967-10-03,,,,5.29,,5.43,5.44,,5.35,5.21, +1967-10-04,,,,5.31,,5.46,5.47,,5.37,5.23, +1967-10-05,,,,5.31,,5.44,5.47,,5.37,5.23, +1967-10-06,,,,5.30,,5.44,5.48,,5.37,5.23, +1967-10-09,,,,5.30,,5.45,5.49,,5.39,5.24, +1967-10-10,,,,5.33,,5.48,5.52,,5.42,5.28, +1967-10-11,,,,5.34,,5.49,5.53,,5.42,5.29, 1967-10-12,,,,,,,,,,, -1967-10-13,,,,5.35,,5.51,5.56,,5.45,, -1967-10-16,,,,5.37,,5.54,5.60,,5.47,, -1967-10-17,,,,5.41,,5.56,5.61,,5.49,, -1967-10-18,,,,5.41,,5.56,5.60,,5.52,, -1967-10-19,,,,5.43,,5.53,5.59,,5.53,, -1967-10-20,,,,5.41,,5.53,5.57,,5.52,, -1967-10-23,,,,5.41,,5.56,5.61,,5.56,, -1967-10-24,,,,5.42,,5.56,5.63,,5.56,, -1967-10-25,,,,5.42,,5.56,5.63,,5.57,, -1967-10-26,,,,5.44,,5.58,5.65,,5.58,, -1967-10-27,,,,5.43,,5.56,5.64,,5.57,, -1967-10-30,,,,5.43,,5.58,5.67,,5.60,, -1967-10-31,,,,5.47,,5.63,5.72,,5.64,, -1967-11-01,,,,5.50,,5.68,5.76,,5.70,, -1967-11-02,,,,5.51,,5.69,5.76,,5.71,, -1967-11-03,,,,5.56,,5.74,5.80,,5.75,, -1967-11-06,,,,5.62,,5.80,5.83,,5.77,, +1967-10-13,,,,5.35,,5.51,5.56,,5.45,5.32, +1967-10-16,,,,5.37,,5.54,5.60,,5.47,5.35, +1967-10-17,,,,5.41,,5.56,5.61,,5.49,5.40, +1967-10-18,,,,5.41,,5.56,5.60,,5.52,5.45, +1967-10-19,,,,5.43,,5.53,5.59,,5.53,5.47, +1967-10-20,,,,5.41,,5.53,5.57,,5.52,5.46, +1967-10-23,,,,5.41,,5.56,5.61,,5.56,5.47, +1967-10-24,,,,5.42,,5.56,5.63,,5.56,5.47, +1967-10-25,,,,5.42,,5.56,5.63,,5.57,5.46, +1967-10-26,,,,5.44,,5.58,5.65,,5.58,5.46, +1967-10-27,,,,5.43,,5.56,5.64,,5.57,5.44, +1967-10-30,,,,5.43,,5.58,5.67,,5.60,5.46, +1967-10-31,,,,5.47,,5.63,5.72,,5.64,5.52, +1967-11-01,,,,5.50,,5.68,5.76,,5.70,5.55, +1967-11-02,,,,5.51,,5.69,5.76,,5.71,5.57, +1967-11-03,,,,5.56,,5.74,5.80,,5.75,5.62, +1967-11-06,,,,5.62,,5.80,5.83,,5.77,5.64, 1967-11-07,,,,,,,,,,, -1967-11-08,,,,5.62,,5.78,5.81,,5.74,, -1967-11-09,,,,5.64,,5.79,5.83,,5.78,, -1967-11-10,,,,5.64,,5.81,5.87,,5.83,, -1967-11-13,,,,5.68,,5.87,5.91,,5.87,, -1967-11-14,,,,5.63,,5.76,5.81,,5.81,, -1967-11-15,,,,5.60,,5.73,5.78,,5.78,, -1967-11-16,,,,5.56,,5.64,5.68,,5.72,, -1967-11-17,,,,5.56,,5.66,5.72,,5.75,, -1967-11-20,,,,5.72,,5.79,5.87,,5.85,, -1967-11-21,,,,5.62,,5.66,5.72,,5.71,, -1967-11-22,,,,5.58,,5.58,5.68,,5.70,, +1967-11-08,,,,5.62,,5.78,5.81,,5.74,5.62, +1967-11-09,,,,5.64,,5.79,5.83,,5.78,5.68, +1967-11-10,,,,5.64,,5.81,5.87,,5.83,5.73, +1967-11-13,,,,5.68,,5.87,5.91,,5.87,5.80, +1967-11-14,,,,5.63,,5.76,5.81,,5.81,5.75, +1967-11-15,,,,5.60,,5.73,5.78,,5.78,5.73, +1967-11-16,,,,5.56,,5.64,5.68,,5.72,5.67, +1967-11-17,,,,5.56,,5.66,5.72,,5.75,5.70, +1967-11-20,,,,5.72,,5.79,5.87,,5.85,5.81, +1967-11-21,,,,5.62,,5.66,5.72,,5.71,5.63, +1967-11-22,,,,5.58,,5.58,5.68,,5.70,5.61, 1967-11-23,,,,,,,,,,, -1967-11-24,,,,5.63,,5.66,5.78,,5.78,, -1967-11-27,,,,5.63,,5.69,5.78,,5.76,, -1967-11-28,,,,5.60,,5.57,5.65,,5.65,, -1967-11-29,,,,5.60,,5.60,5.69,,5.67,, -1967-11-30,,,,5.65,,5.69,5.77,,5.74,, -1967-12-01,,,,5.70,,5.74,5.82,,5.78,, -1967-12-04,,,,5.73,,5.72,5.80,,5.76,, -1967-12-05,,,,5.71,,5.68,5.77,,5.74,, -1967-12-06,,,,5.70,,5.65,5.72,,5.69,, -1967-12-07,,,,5.69,,5.69,5.76,,5.71,, -1967-12-08,,,,5.70,,5.70,5.78,,5.72,, -1967-12-11,,,,5.71,,5.71,5.81,,5.74,, -1967-12-12,,,,5.71,,5.72,5.81,,5.75,, -1967-12-13,,,,5.69,,5.68,5.74,,5.71,, -1967-12-14,,,,5.69,,5.70,5.77,,5.70,, -1967-12-15,,,,5.72,,5.74,5.79,,5.71,, -1967-12-18,,,,5.71,,5.68,5.75,,5.68,, -1967-12-19,,,,5.68,,5.66,5.70,,5.66,, -1967-12-20,,,,5.68,,5.65,5.66,,5.62,, -1967-12-21,,,,5.70,,5.68,5.70,,5.64,, -1967-12-22,,,,5.73,,5.73,5.74,,5.69,, +1967-11-24,,,,5.63,,5.66,5.78,,5.78,5.69, +1967-11-27,,,,5.63,,5.69,5.78,,5.76,5.67, +1967-11-28,,,,5.60,,5.57,5.65,,5.65,5.57, +1967-11-29,,,,5.60,,5.60,5.69,,5.67,5.58, +1967-11-30,,,,5.65,,5.69,5.77,,5.74,5.65, +1967-12-01,,,,5.70,,5.74,5.82,,5.78,5.68, +1967-12-04,,,,5.73,,5.72,5.80,,5.76,5.66, +1967-12-05,,,,5.71,,5.68,5.77,,5.74,5.64, +1967-12-06,,,,5.70,,5.65,5.72,,5.69,5.58, +1967-12-07,,,,5.69,,5.69,5.76,,5.71,5.60, +1967-12-08,,,,5.70,,5.70,5.78,,5.72,5.61, +1967-12-11,,,,5.71,,5.71,5.81,,5.74,5.63, +1967-12-12,,,,5.71,,5.72,5.81,,5.75,5.64, +1967-12-13,,,,5.69,,5.68,5.74,,5.71,5.61, +1967-12-14,,,,5.69,,5.70,5.77,,5.70,5.59, +1967-12-15,,,,5.72,,5.74,5.79,,5.71,5.60, +1967-12-18,,,,5.71,,5.68,5.75,,5.68,5.56, +1967-12-19,,,,5.68,,5.66,5.70,,5.66,5.55, +1967-12-20,,,,5.68,,5.65,5.66,,5.62,5.53, +1967-12-21,,,,5.70,,5.68,5.70,,5.64,5.55, +1967-12-22,,,,5.73,,5.73,5.74,,5.69,5.58, 1967-12-25,,,,,,,,,,, -1967-12-26,,,,5.72,,5.70,5.70,,5.64,, -1967-12-27,,,,5.70,,5.69,5.70,,5.64,, -1967-12-28,,,,5.76,,5.78,5.79,,5.70,, -1967-12-29,,,,5.76,,5.80,5.78,,5.70,, +1967-12-26,,,,5.72,,5.70,5.70,,5.64,5.55, +1967-12-27,,,,5.70,,5.69,5.70,,5.64,5.53, +1967-12-28,,,,5.76,,5.78,5.79,,5.70,5.57, +1967-12-29,,,,5.76,,5.80,5.78,,5.70,5.56, 1968-01-01,,,,,,,,,,, -1968-01-02,,,,5.71,,5.71,5.68,,5.63,, -1968-01-03,,,,5.68,,5.70,5.67,,5.63,, -1968-01-04,,,,5.59,,5.55,5.54,,5.51,, -1968-01-05,,,,5.55,,5.50,5.50,,5.48,, -1968-01-08,,,,5.55,,5.53,5.53,,5.50,, -1968-01-09,,,,5.55,,5.54,5.54,,5.52,, -1968-01-10,,,,5.45,,5.48,5.45,,5.46,, -1968-01-11,,,,5.38,,5.44,5.43,,5.46,, -1968-01-12,,,,5.37,,5.44,5.42,,5.43,, -1968-01-15,,,,5.34,,5.48,5.47,,5.49,, -1968-01-16,,,,5.33,,5.50,5.51,,5.52,, -1968-01-17,,,,5.30,,5.46,5.46,,5.48,, -1968-01-18,,,,5.36,,5.53,5.55,,5.55,, -1968-01-19,,,,5.40,,5.58,5.59,,5.59,, -1968-01-22,,,,5.41,,5.60,5.61,,5.61,, -1968-01-23,,,,5.37,,5.54,5.56,,5.56,, -1968-01-24,,,,5.37,,5.54,5.58,,5.56,, -1968-01-25,,,,5.33,,5.49,5.52,,5.52,, -1968-01-26,,,,5.37,,5.51,5.55,,5.53,, -1968-01-29,,,,5.31,,5.50,5.54,,5.53,, -1968-01-30,,,,5.35,,5.52,5.55,,5.53,, -1968-01-31,,,,5.36,,5.52,5.55,,5.54,, -1968-02-01,,,,5.37,,5.58,5.60,,5.58,, -1968-02-02,,,,5.36,,5.58,5.60,,5.58,, -1968-02-05,,,,5.40,,5.60,5.64,,5.60,, -1968-02-06,,,,5.42,,5.63,5.65,,5.61,, -1968-02-07,,,,5.42,,5.61,5.63,,5.59,, -1968-02-08,,,,5.45,,5.64,5.65,,5.60,, -1968-02-09,,,,5.45,,5.63,5.63,,5.59,, +1968-01-02,,,,5.71,,5.71,5.68,,5.63,5.51, +1968-01-03,,,,5.68,,5.70,5.67,,5.63,5.48, +1968-01-04,,,,5.59,,5.55,5.54,,5.51,5.37, +1968-01-05,,,,5.55,,5.50,5.50,,5.48,5.33, +1968-01-08,,,,5.55,,5.53,5.53,,5.50,5.34, +1968-01-09,,,,5.55,,5.54,5.54,,5.52,5.36, +1968-01-10,,,,5.45,,5.48,5.45,,5.46,5.31, +1968-01-11,,,,5.38,,5.44,5.43,,5.46,5.31, +1968-01-12,,,,5.37,,5.44,5.42,,5.43,5.29, +1968-01-15,,,,5.34,,5.48,5.47,,5.49,5.36, +1968-01-16,,,,5.33,,5.50,5.51,,5.52,5.40, +1968-01-17,,,,5.30,,5.46,5.46,,5.48,5.37, +1968-01-18,,,,5.36,,5.53,5.55,,5.55,5.44, +1968-01-19,,,,5.40,,5.58,5.59,,5.59,5.48, +1968-01-22,,,,5.41,,5.60,5.61,,5.61,5.49, +1968-01-23,,,,5.37,,5.54,5.56,,5.56,5.44, +1968-01-24,,,,5.37,,5.54,5.58,,5.56,5.42, +1968-01-25,,,,5.33,,5.49,5.52,,5.52,5.40, +1968-01-26,,,,5.37,,5.51,5.55,,5.53,5.40, +1968-01-29,,,,5.31,,5.50,5.54,,5.53,5.39, +1968-01-30,,,,5.35,,5.52,5.55,,5.53,5.37, +1968-01-31,,,,5.36,,5.52,5.55,,5.54,5.37, +1968-02-01,,,,5.37,,5.58,5.60,,5.58,5.38, +1968-02-02,,,,5.36,,5.58,5.60,,5.58,5.37, +1968-02-05,,,,5.40,,5.60,5.64,,5.60,5.39, +1968-02-06,,,,5.42,,5.63,5.65,,5.61,5.40, +1968-02-07,,,,5.42,,5.61,5.63,,5.59,5.38, +1968-02-08,,,,5.45,,5.64,5.65,,5.60,5.40, +1968-02-09,,,,5.45,,5.63,5.63,,5.59,5.39, 1968-02-12,,,,,,,,,,, -1968-02-13,,,,5.41,,5.60,5.58,,5.55,, -1968-02-14,,,,5.41,,5.59,5.56,,5.54,, -1968-02-15,,,,5.42,,5.58,5.53,,5.51,, -1968-02-16,,,,5.37,,5.55,5.49,,5.50,, -1968-02-19,,,,5.41,,5.58,5.54,,5.53,, -1968-02-20,,,,5.41,,5.62,5.55,,5.54,, -1968-02-21,,,,5.41,,5.61,5.55,,5.54,, +1968-02-13,,,,5.41,,5.60,5.58,,5.55,5.37, +1968-02-14,,,,5.41,,5.59,5.56,,5.54,5.36, +1968-02-15,,,,5.42,,5.58,5.53,,5.51,5.34, +1968-02-16,,,,5.37,,5.55,5.49,,5.50,5.34, +1968-02-19,,,,5.41,,5.58,5.54,,5.53,5.35, +1968-02-20,,,,5.41,,5.62,5.55,,5.54,5.36, +1968-02-21,,,,5.41,,5.61,5.55,,5.54,5.35, 1968-02-22,,,,,,,,,,, -1968-02-23,,,,5.41,,5.63,5.58,,5.56,, -1968-02-26,,,,5.44,,5.67,5.61,,5.58,, -1968-02-27,,,,5.45,,5.66,5.60,,5.58,, -1968-02-28,,,,5.44,,5.65,5.58,,5.57,, -1968-02-29,,,,5.43,,5.65,5.57,,5.56,, -1968-03-01,,,,5.43,,5.65,5.57,,5.56,, -1968-03-04,,,,5.44,,5.65,5.59,,5.57,, -1968-03-05,,,,5.44,,5.66,5.61,,5.59,, -1968-03-06,,,,5.45,,5.68,5.63,,5.61,, -1968-03-07,,,,5.49,,5.76,5.71,,5.67,, -1968-03-08,,,,5.53,,5.85,5.78,,5.75,, -1968-03-11,,,,5.53,,5.81,5.78,,5.75,, -1968-03-12,,,,5.55,,5.85,5.82,,5.79,, -1968-03-13,,,,5.62,,5.94,5.90,,5.86,, -1968-03-14,,,,5.74,,6.03,6.00,,5.95,, -1968-03-15,,,,5.69,,5.90,5.88,,5.84,, -1968-03-18,,,,5.67,,5.81,5.78,,5.76,, -1968-03-19,,,,5.67,,5.85,5.78,,5.77,, -1968-03-20,,,,5.65,,5.78,5.71,,5.73,, -1968-03-21,,,,5.65,,5.83,5.78,,5.76,, -1968-03-22,,,,5.64,,5.79,5.74,,5.74,, -1968-03-25,,,,5.62,,5.79,5.74,,5.74,, -1968-03-26,,,,5.61,,5.81,5.78,,5.78,, -1968-03-27,,,,5.60,,5.80,5.77,,5.78,, -1968-03-28,,,,5.60,,5.82,5.79,,5.78,, -1968-03-29,,,,5.59,,5.79,5.76,,5.76,, -1968-04-01,,,,5.54,,5.69,5.64,,5.64,, -1968-04-02,,,,5.52,,5.64,5.58,,5.62,, -1968-04-03,,,,5.44,,5.50,5.43,,5.49,, -1968-04-04,,,,5.49,,5.52,5.47,,5.52,, -1968-04-05,,,,5.50,,5.53,5.48,,5.52,, -1968-04-08,,,,5.51,,5.52,5.49,,5.54,, +1968-02-23,,,,5.41,,5.63,5.58,,5.56,5.36, +1968-02-26,,,,5.44,,5.67,5.61,,5.58,5.39, +1968-02-27,,,,5.45,,5.66,5.60,,5.58,5.40, +1968-02-28,,,,5.44,,5.65,5.58,,5.57,5.40, +1968-02-29,,,,5.43,,5.65,5.57,,5.56,5.40, +1968-03-01,,,,5.43,,5.65,5.57,,5.56,5.40, +1968-03-04,,,,5.44,,5.65,5.59,,5.57,5.41, +1968-03-05,,,,5.44,,5.66,5.61,,5.59,5.44, +1968-03-06,,,,5.45,,5.68,5.63,,5.61,5.47, +1968-03-07,,,,5.49,,5.76,5.71,,5.67,5.52, +1968-03-08,,,,5.53,,5.85,5.78,,5.75,5.61, +1968-03-11,,,,5.53,,5.81,5.78,,5.75,5.60, +1968-03-12,,,,5.55,,5.85,5.82,,5.79,5.64, +1968-03-13,,,,5.62,,5.94,5.90,,5.86,5.70, +1968-03-14,,,,5.74,,6.03,6.00,,5.95,5.77, +1968-03-15,,,,5.69,,5.90,5.88,,5.84,5.69, +1968-03-18,,,,5.67,,5.81,5.78,,5.76,5.62, +1968-03-19,,,,5.67,,5.85,5.78,,5.77,5.63, +1968-03-20,,,,5.65,,5.78,5.71,,5.73,5.61, +1968-03-21,,,,5.65,,5.83,5.78,,5.76,5.62, +1968-03-22,,,,5.64,,5.79,5.74,,5.74,5.61, +1968-03-25,,,,5.62,,5.79,5.74,,5.74,5.60, +1968-03-26,,,,5.61,,5.81,5.78,,5.78,5.64, +1968-03-27,,,,5.60,,5.80,5.77,,5.78,5.64, +1968-03-28,,,,5.60,,5.82,5.79,,5.78,5.64, +1968-03-29,,,,5.59,,5.79,5.76,,5.76,5.62, +1968-04-01,,,,5.54,,5.69,5.64,,5.64,5.52, +1968-04-02,,,,5.52,,5.64,5.58,,5.62,5.50, +1968-04-03,,,,5.44,,5.50,5.43,,5.49,5.42, +1968-04-04,,,,5.49,,5.52,5.47,,5.52,5.42, +1968-04-05,,,,5.50,,5.53,5.48,,5.52,5.42, +1968-04-08,,,,5.51,,5.52,5.49,,5.54,5.41, 1968-04-09,,,,,,,,,,, -1968-04-10,,,,5.51,,5.51,5.48,,5.53,, -1968-04-11,,,,5.59,,5.56,5.53,,5.54,, +1968-04-10,,,,5.51,,5.51,5.48,,5.53,5.37, +1968-04-11,,,,5.59,,5.56,5.53,,5.54,5.38, 1968-04-12,,,,,,,,,,, -1968-04-15,,,,5.64,,5.66,5.62,,5.60,, -1968-04-16,,,,5.66,,5.68,5.66,,5.62,, -1968-04-17,,,,5.67,,5.68,5.67,,5.62,, -1968-04-18,,,,5.73,,5.76,5.72,,5.64,, -1968-04-19,,,,5.90,,5.94,5.90,,5.76,, -1968-04-22,,,,5.95,,6.00,5.93,,5.78,, -1968-04-23,,,,5.88,,5.93,5.84,,5.73,, -1968-04-24,,,,5.88,,5.93,5.84,,5.72,, -1968-04-25,,,,5.90,,5.95,5.85,,5.72,, -1968-04-26,,,,5.92,,5.96,5.84,,5.71,, -1968-04-29,,,,5.98,,5.98,5.96,,5.73,, -1968-04-30,,,,6.00,,6.00,5.96,,5.74,, -1968-05-01,,,,6.00,,5.97,5.92,,5.73,, -1968-05-02,,,,5.99,,5.97,5.95,,5.76,, -1968-05-03,,,,6.08,,6.04,6.01,,5.80,, -1968-05-06,,,,6.08,,6.02,5.98,,5.78,, -1968-05-07,,,,6.04,,6.02,5.97,,5.79,, -1968-05-08,,,,6.05,,6.06,5.99,,5.80,, -1968-05-09,,,,6.03,,6.04,5.97,,5.79,, -1968-05-10,,,,6.03,,6.04,5.97,,5.79,, -1968-05-13,,,,6.03,,6.05,5.97,,5.79,, -1968-05-14,,,,6.07,,6.08,6.00,,5.82,, -1968-05-15,,,,6.09,,6.11,6.02,,5.85,, -1968-05-16,,,,6.22,,6.19,6.07,,5.90,, -1968-05-17,,,,6.25,,6.22,6.11,,5.92,, -1968-05-20,,,,6.32,,6.29,6.15,,5.96,, -1968-05-21,,,,6.39,,6.36,6.21,,6.02,, -1968-05-22,,,,6.39,,6.34,6.20,,6.02,, -1968-05-23,,,,6.27,,6.23,6.13,,5.98,, -1968-05-24,,,,6.21,,6.17,6.08,,5.96,, -1968-05-27,,,,6.15,,6.06,6.02,,5.92,, -1968-05-28,,,,6.19,,6.08,6.06,,5.94,, -1968-05-29,,,,6.19,,6.10,6.08,,5.95,, +1968-04-15,,,,5.64,,5.66,5.62,,5.60,5.42, +1968-04-16,,,,5.66,,5.68,5.66,,5.62,5.42, +1968-04-17,,,,5.67,,5.68,5.67,,5.62,5.42, +1968-04-18,,,,5.73,,5.76,5.72,,5.64,5.44, +1968-04-19,,,,5.90,,5.94,5.90,,5.76,5.54, +1968-04-22,,,,5.95,,6.00,5.93,,5.78,5.56, +1968-04-23,,,,5.88,,5.93,5.84,,5.73,5.52, +1968-04-24,,,,5.88,,5.93,5.84,,5.72,5.50, +1968-04-25,,,,5.90,,5.95,5.85,,5.72,5.50, +1968-04-26,,,,5.92,,5.96,5.84,,5.71,5.50, +1968-04-29,,,,5.98,,5.98,5.96,,5.73,5.50, +1968-04-30,,,,6.00,,6.00,5.96,,5.74,5.50, +1968-05-01,,,,6.00,,5.97,5.92,,5.73,5.47, +1968-05-02,,,,5.99,,5.97,5.95,,5.76,5.48, +1968-05-03,,,,6.08,,6.04,6.01,,5.80,5.51, +1968-05-06,,,,6.08,,6.02,5.98,,5.78,5.50, +1968-05-07,,,,6.04,,6.02,5.97,,5.79,5.49, +1968-05-08,,,,6.05,,6.06,5.99,,5.80,5.50, +1968-05-09,,,,6.03,,6.04,5.97,,5.79,5.49, +1968-05-10,,,,6.03,,6.04,5.97,,5.79,5.48, +1968-05-13,,,,6.03,,6.05,5.97,,5.79,5.49, +1968-05-14,,,,6.07,,6.08,6.00,,5.82,5.51, +1968-05-15,,,,6.09,,6.11,6.02,,5.85,5.52, +1968-05-16,,,,6.22,,6.19,6.07,,5.90,5.57, +1968-05-17,,,,6.25,,6.22,6.11,,5.92,5.59, +1968-05-20,,,,6.32,,6.29,6.15,,5.96,5.64, +1968-05-21,,,,6.39,,6.36,6.21,,6.02,5.66, +1968-05-22,,,,6.39,,6.34,6.20,,6.02,5.67, +1968-05-23,,,,6.27,,6.23,6.13,,5.98,5.65, +1968-05-24,,,,6.21,,6.17,6.08,,5.96,5.62, +1968-05-27,,,,6.15,,6.06,6.02,,5.92,5.57, +1968-05-28,,,,6.19,,6.08,6.06,,5.94,5.57, +1968-05-29,,,,6.19,,6.10,6.08,,5.95,5.58, 1968-05-30,,,,,,,,,,, -1968-05-31,,,,6.06,,5.94,5.97,,5.86,, -1968-06-03,,,,6.02,,5.85,5.91,,5.79,, -1968-06-04,,,,6.03,,5.84,5.90,,5.78,, -1968-06-05,,,,6.04,,5.88,5.94,,5.81,, -1968-06-06,,,,6.05,,5.91,5.95,,5.83,, -1968-06-07,,,,6.05,,5.91,5.93,,5.82,, -1968-06-10,,,,6.05,,5.90,5.92,,5.80,, -1968-06-11,,,,6.06,,5.91,5.91,,5.79,, -1968-06-12,,,,6.04,,5.90,5.90,,5.77,, -1968-06-13,,,,6.03,,5.84,5.88,,5.76,, -1968-06-14,,,,6.00,,5.80,5.82,,5.72,, -1968-06-17,,,,6.00,,5.78,5.81,,5.71,, -1968-06-18,,,,5.99,,5.78,5.82,,5.71,, -1968-06-19,,,,5.95,,5.74,5.78,,5.67,, -1968-06-20,,,,5.87,,5.66,5.73,,5.62,, -1968-06-21,,,,5.87,,5.66,5.74,,5.60,, -1968-06-24,,,,5.88,,5.72,5.77,,5.61,, -1968-06-25,,,,5.94,,5.81,5.81,,5.64,, -1968-06-26,,,,5.95,,5.82,5.81,,5.64,, -1968-06-27,,,,5.92,,5.81,5.81,,5.65,, -1968-06-28,,,,5.91,,5.78,5.79,,5.64,, -1968-07-01,,,,5.90,,5.75,5.77,,5.62,, -1968-07-02,,,,5.85,,5.68,5.73,,5.58,, -1968-07-03,,,,5.80,,5.65,5.71,,5.57,, +1968-05-31,,,,6.06,,5.94,5.97,,5.86,5.50, +1968-06-03,,,,6.02,,5.85,5.91,,5.79,5.45, +1968-06-04,,,,6.03,,5.84,5.90,,5.78,5.42, +1968-06-05,,,,6.04,,5.88,5.94,,5.81,5.45, +1968-06-06,,,,6.05,,5.91,5.95,,5.83,5.46, +1968-06-07,,,,6.05,,5.91,5.93,,5.82,5.45, +1968-06-10,,,,6.05,,5.90,5.92,,5.80,5.45, +1968-06-11,,,,6.06,,5.91,5.91,,5.79,5.46, +1968-06-12,,,,6.04,,5.90,5.90,,5.77,5.45, +1968-06-13,,,,6.03,,5.84,5.88,,5.76,5.43, +1968-06-14,,,,6.00,,5.80,5.82,,5.72,5.40, +1968-06-17,,,,6.00,,5.78,5.81,,5.71,5.39, +1968-06-18,,,,5.99,,5.78,5.82,,5.71,5.40, +1968-06-19,,,,5.95,,5.74,5.78,,5.67,5.38, +1968-06-20,,,,5.87,,5.66,5.73,,5.62,5.35, +1968-06-21,,,,5.87,,5.66,5.74,,5.60,5.32, +1968-06-24,,,,5.88,,5.72,5.77,,5.61,5.32, +1968-06-25,,,,5.94,,5.81,5.81,,5.64,5.35, +1968-06-26,,,,5.95,,5.82,5.81,,5.64,5.36, +1968-06-27,,,,5.92,,5.81,5.81,,5.65,5.36, +1968-06-28,,,,5.91,,5.78,5.79,,5.64,5.36, +1968-07-01,,,,5.90,,5.75,5.77,,5.62,5.35, +1968-07-02,,,,5.85,,5.68,5.73,,5.58,5.34, +1968-07-03,,,,5.80,,5.65,5.71,,5.57,5.34, 1968-07-04,,,,,,,,,,, -1968-07-05,,,,5.80,,5.63,5.70,,5.56,, -1968-07-08,,,,5.71,,5.56,5.65,,5.53,, -1968-07-09,,,,5.66,,5.53,5.61,,5.51,, -1968-07-10,,,,5.69,,5.58,5.64,,5.52,, -1968-07-11,,,,5.70,,5.59,5.65,,5.52,, -1968-07-12,,,,5.73,,5.59,5.65,,5.53,, -1968-07-15,,,,5.75,,5.64,5.68,,5.56,, -1968-07-16,,,,5.75,,5.64,5.68,,5.57,, -1968-07-17,,,,5.69,,5.56,5.64,,5.55,, -1968-07-18,,,,5.65,,5.52,5.62,,5.56,, -1968-07-19,,,,5.62,,5.48,5.56,,5.53,, -1968-07-22,,,,5.55,,5.40,5.47,,5.45,, -1968-07-23,,,,5.50,,5.37,5.43,,5.38,, -1968-07-24,,,,5.53,,5.42,5.46,,5.39,, -1968-07-25,,,,5.47,,5.40,5.46,,5.37,, -1968-07-26,,,,5.47,,5.44,5.50,,5.39,, -1968-07-29,,,,5.49,,5.48,5.53,,5.41,, -1968-07-30,,,,5.51,,5.50,5.53,,5.41,, -1968-07-31,,,,5.50,,5.48,5.50,,5.39,, -1968-08-01,,,,5.30,,5.39,5.47,,5.38,, -1968-08-02,,,,5.28,,5.36,5.43,,5.34,, -1968-08-05,,,,5.34,,5.41,5.48,,5.37,, -1968-08-06,,,,5.43,,5.46,5.50,,5.38,, -1968-08-07,,,,5.37,,5.38,5.45,,5.36,, -1968-08-08,,,,5.37,,5.39,5.46,,5.37,, -1968-08-09,,,,5.38,,5.42,5.47,,5.39,, -1968-08-12,,,,5.45,,5.47,5.52,,5.42,, -1968-08-13,,,,5.48,,5.47,5.52,,5.43,, -1968-08-14,,,,5.50,,5.44,5.51,,5.43,, -1968-08-15,,,,5.54,,5.44,5.52,,5.45,, -1968-08-16,,,,5.44,,5.40,5.49,,5.42,, -1968-08-19,,,,5.45,,5.42,5.49,,5.43,, -1968-08-20,,,,5.45,,5.42,5.50,,5.43,, -1968-08-21,,,,5.46,,5.44,5.52,,5.46,, -1968-08-22,,,,5.52,,5.47,5.55,,5.50,, -1968-08-23,,,,5.46,,5.43,5.52,,5.47,, -1968-08-26,,,,5.45,,5.41,5.51,,5.46,, -1968-08-27,,,,5.44,,5.41,5.51,,5.46,, -1968-08-28,,,,5.44,,5.40,5.50,,5.45,, -1968-08-29,,,,5.44,,5.38,5.49,,5.43,, -1968-08-30,,,,5.43,,5.36,5.48,,5.42,, +1968-07-05,,,,5.80,,5.63,5.70,,5.56,5.34, +1968-07-08,,,,5.71,,5.56,5.65,,5.53,5.33, +1968-07-09,,,,5.66,,5.53,5.61,,5.51,5.32, +1968-07-10,,,,5.69,,5.58,5.64,,5.52,5.32, +1968-07-11,,,,5.70,,5.59,5.65,,5.52,5.31, +1968-07-12,,,,5.73,,5.59,5.65,,5.53,5.31, +1968-07-15,,,,5.75,,5.64,5.68,,5.56,5.33, +1968-07-16,,,,5.75,,5.64,5.68,,5.57,5.34, +1968-07-17,,,,5.69,,5.56,5.64,,5.55,5.34, +1968-07-18,,,,5.65,,5.52,5.62,,5.56,5.37, +1968-07-19,,,,5.62,,5.48,5.56,,5.53,5.37, +1968-07-22,,,,5.55,,5.40,5.47,,5.45,5.32, +1968-07-23,,,,5.50,,5.37,5.43,,5.38,5.24, +1968-07-24,,,,5.53,,5.42,5.46,,5.39,5.22, +1968-07-25,,,,5.47,,5.40,5.46,,5.37,5.20, +1968-07-26,,,,5.47,,5.44,5.50,,5.39,5.17, +1968-07-29,,,,5.49,,5.48,5.53,,5.41,5.19, +1968-07-30,,,,5.51,,5.50,5.53,,5.41,5.20, +1968-07-31,,,,5.50,,5.48,5.50,,5.39,5.19, +1968-08-01,,,,5.30,,5.39,5.47,,5.38,5.16, +1968-08-02,,,,5.28,,5.36,5.43,,5.34,5.14, +1968-08-05,,,,5.34,,5.41,5.48,,5.37,5.16, +1968-08-06,,,,5.43,,5.46,5.50,,5.38,5.17, +1968-08-07,,,,5.37,,5.38,5.45,,5.36,5.17, +1968-08-08,,,,5.37,,5.39,5.46,,5.37,5.18, +1968-08-09,,,,5.38,,5.42,5.47,,5.39,5.20, +1968-08-12,,,,5.45,,5.47,5.52,,5.42,5.22, +1968-08-13,,,,5.48,,5.47,5.52,,5.43,5.24, +1968-08-14,,,,5.50,,5.44,5.51,,5.43,5.24, +1968-08-15,,,,5.54,,5.44,5.52,,5.45,5.26, +1968-08-16,,,,5.44,,5.40,5.49,,5.42,5.25, +1968-08-19,,,,5.45,,5.42,5.49,,5.43,5.25, +1968-08-20,,,,5.45,,5.42,5.50,,5.43,5.26, +1968-08-21,,,,5.46,,5.44,5.52,,5.46,5.28, +1968-08-22,,,,5.52,,5.47,5.55,,5.50,5.30, +1968-08-23,,,,5.46,,5.43,5.52,,5.47,5.28, +1968-08-26,,,,5.45,,5.41,5.51,,5.46,5.26, +1968-08-27,,,,5.44,,5.41,5.51,,5.46,5.25, +1968-08-28,,,,5.44,,5.40,5.50,,5.45,5.24, +1968-08-29,,,,5.44,,5.38,5.49,,5.43,5.23, +1968-08-30,,,,5.43,,5.36,5.48,,5.42,5.22, 1968-09-02,,,,,,,,,,, -1968-09-03,,,,5.42,,5.33,5.46,,5.41,, -1968-09-04,,,,5.41,,5.33,5.46,,5.43,, -1968-09-05,,,,5.43,,5.37,5.49,,5.46,, -1968-09-06,,,,5.44,,5.40,5.51,,5.48,, -1968-09-09,,,,5.49,,5.43,5.52,,5.49,, -1968-09-10,,,,5.51,,5.47,5.54,,5.51,, -1968-09-11,,,,5.52,,5.46,5.52,,5.50,, -1968-09-12,,,,5.51,,5.45,5.52,,5.49,, -1968-09-13,,,,5.46,,5.41,5.49,,5.48,, -1968-09-16,,,,5.45,,5.39,5.48,,5.46,, -1968-09-17,,,,5.44,,5.39,5.47,,5.46,, -1968-09-18,,,,5.42,,5.35,5.44,,5.42,, -1968-09-19,,,,5.42,,5.35,5.43,,5.43,, -1968-09-20,,,,5.43,,5.38,5.46,,5.45,, -1968-09-23,,,,5.44,,5.39,5.46,,5.45,, -1968-09-24,,,,5.40,,5.37,5.44,,5.44,, -1968-09-25,,,,5.41,,5.38,5.44,,5.44,, -1968-09-26,,,,5.43,,5.40,5.45,,5.45,, -1968-09-27,,,,5.43,,5.40,5.46,,5.46,, -1968-09-30,,,,5.44,,5.43,5.48,,5.49,, -1968-10-01,,,,5.45,,5.44,5.48,,5.49,, -1968-10-02,,,,5.46,,5.44,5.48,,5.49,, -1968-10-03,,,,5.46,,5.44,5.49,,5.50,, -1968-10-04,,,,5.47,,5.45,5.50,,5.52,, -1968-10-07,,,,5.53,,5.51,5.54,,5.55,, -1968-10-08,,,,5.56,,5.53,5.56,,5.57,, -1968-10-09,,,,5.60,,5.54,5.57,,5.60,, -1968-10-10,,,,5.59,,5.52,5.57,,5.61,, -1968-10-11,,,,5.56,,5.50,5.55,,5.61,, -1968-10-14,,,,5.58,,5.54,5.57,,5.62,, -1968-10-15,,,,5.62,,5.57,5.60,,5.65,, -1968-10-16,,,,5.58,,5.53,5.57,,5.62,, -1968-10-17,,,,5.54,,5.49,5.53,,5.58,, -1968-10-18,,,,5.52,,5.49,5.53,,5.57,, -1968-10-21,,,,5.55,,5.51,5.56,,5.58,, -1968-10-22,,,,5.56,,5.53,5.56,,5.58,, -1968-10-23,,,,5.58,,5.52,5.55,,5.58,, -1968-10-24,,,,5.63,,5.58,5.60,,5.61,, -1968-10-25,,,,5.63,,5.54,5.58,,5.60,, -1968-10-28,,,,5.65,,5.56,5.58,,5.61,, -1968-10-29,,,,5.66,,5.58,5.60,,5.62,, -1968-10-30,,,,5.68,,5.57,5.59,,5.63,, -1968-10-31,,,,5.66,,5.55,5.57,,5.61,, -1968-11-01,,,,5.66,,5.52,5.56,,5.61,, -1968-11-04,,,,5.71,,5.55,5.60,,5.63,, +1968-09-03,,,,5.42,,5.33,5.46,,5.41,5.22, +1968-09-04,,,,5.41,,5.33,5.46,,5.43,5.24, +1968-09-05,,,,5.43,,5.37,5.49,,5.46,5.26, +1968-09-06,,,,5.44,,5.40,5.51,,5.48,5.28, +1968-09-09,,,,5.49,,5.43,5.52,,5.49,5.29, +1968-09-10,,,,5.51,,5.47,5.54,,5.51,5.31, +1968-09-11,,,,5.52,,5.46,5.52,,5.50,5.31, +1968-09-12,,,,5.51,,5.45,5.52,,5.49,5.31, +1968-09-13,,,,5.46,,5.41,5.49,,5.48,5.30, +1968-09-16,,,,5.45,,5.39,5.48,,5.46,5.28, +1968-09-17,,,,5.44,,5.39,5.47,,5.46,5.27, +1968-09-18,,,,5.42,,5.35,5.44,,5.42,5.26, +1968-09-19,,,,5.42,,5.35,5.43,,5.43,5.26, +1968-09-20,,,,5.43,,5.38,5.46,,5.45,5.27, +1968-09-23,,,,5.44,,5.39,5.46,,5.45,5.27, +1968-09-24,,,,5.40,,5.37,5.44,,5.44,5.27, +1968-09-25,,,,5.41,,5.38,5.44,,5.44,5.27, +1968-09-26,,,,5.43,,5.40,5.45,,5.45,5.28, +1968-09-27,,,,5.43,,5.40,5.46,,5.46,5.29, +1968-09-30,,,,5.44,,5.43,5.48,,5.49,5.32, +1968-10-01,,,,5.45,,5.44,5.48,,5.49,5.33, +1968-10-02,,,,5.46,,5.44,5.48,,5.49,5.33, +1968-10-03,,,,5.46,,5.44,5.49,,5.50,5.34, +1968-10-04,,,,5.47,,5.45,5.50,,5.52,5.36, +1968-10-07,,,,5.53,,5.51,5.54,,5.55,5.39, +1968-10-08,,,,5.56,,5.53,5.56,,5.57,5.42, +1968-10-09,,,,5.60,,5.54,5.57,,5.60,5.45, +1968-10-10,,,,5.59,,5.52,5.57,,5.61,5.48, +1968-10-11,,,,5.56,,5.50,5.55,,5.61,5.48, +1968-10-14,,,,5.58,,5.54,5.57,,5.62,5.49, +1968-10-15,,,,5.62,,5.57,5.60,,5.65,5.52, +1968-10-16,,,,5.58,,5.53,5.57,,5.62,5.49, +1968-10-17,,,,5.54,,5.49,5.53,,5.58,5.44, +1968-10-18,,,,5.52,,5.49,5.53,,5.57,5.43, +1968-10-21,,,,5.55,,5.51,5.56,,5.58,5.43, +1968-10-22,,,,5.56,,5.53,5.56,,5.58,5.44, +1968-10-23,,,,5.58,,5.52,5.55,,5.58,5.44, +1968-10-24,,,,5.63,,5.58,5.60,,5.61,5.45, +1968-10-25,,,,5.63,,5.54,5.58,,5.60,5.45, +1968-10-28,,,,5.65,,5.56,5.58,,5.61,5.45, +1968-10-29,,,,5.66,,5.58,5.60,,5.62,5.47, +1968-10-30,,,,5.68,,5.57,5.59,,5.63,5.47, +1968-10-31,,,,5.66,,5.55,5.57,,5.61,5.46, +1968-11-01,,,,5.66,,5.52,5.56,,5.61,5.45, +1968-11-04,,,,5.71,,5.55,5.60,,5.63,5.47, 1968-11-05,,,,,,,,,,, -1968-11-06,,,,5.71,,5.54,5.59,,5.62,, -1968-11-07,,,,5.71,,5.55,5.61,,5.63,, -1968-11-08,,,,5.74,,5.58,5.64,,5.65,, +1968-11-06,,,,5.71,,5.54,5.59,,5.62,5.46, +1968-11-07,,,,5.71,,5.55,5.61,,5.63,5.48, +1968-11-08,,,,5.74,,5.58,5.64,,5.65,5.50, 1968-11-11,,,,,,,,,,, -1968-11-12,,,,5.77,,5.61,5.66,,5.68,, -1968-11-13,,,,5.74,,5.57,5.63,,5.66,, -1968-11-14,,,,5.73,,5.54,5.63,,5.66,, -1968-11-15,,,,5.75,,5.56,5.66,,5.68,, -1968-11-18,,,,5.80,,5.58,5.68,,5.71,, -1968-11-19,,,,5.80,,5.60,5.70,,5.74,, -1968-11-20,,,,5.77,,5.57,5.69,,5.74,, -1968-11-21,,,,5.75,,5.56,5.68,,5.73,, -1968-11-22,,,,5.75,,5.57,5.69,,5.74,, -1968-11-25,,,,5.75,,5.57,5.70,,5.75,, -1968-11-26,,,,5.75,,5.58,5.71,,5.76,, -1968-11-27,,,,5.76,,5.60,5.71,,5.76,, +1968-11-12,,,,5.77,,5.61,5.66,,5.68,5.53, +1968-11-13,,,,5.74,,5.57,5.63,,5.66,5.53, +1968-11-14,,,,5.73,,5.54,5.63,,5.66,5.53, +1968-11-15,,,,5.75,,5.56,5.66,,5.68,5.54, +1968-11-18,,,,5.80,,5.58,5.68,,5.71,5.56, +1968-11-19,,,,5.80,,5.60,5.70,,5.74,5.59, +1968-11-20,,,,5.77,,5.57,5.69,,5.74,5.60, +1968-11-21,,,,5.75,,5.56,5.68,,5.73,5.60, +1968-11-22,,,,5.75,,5.57,5.69,,5.74,5.61, +1968-11-25,,,,5.75,,5.57,5.70,,5.75,5.62, +1968-11-26,,,,5.75,,5.58,5.71,,5.76,5.63, +1968-11-27,,,,5.76,,5.60,5.71,,5.76,5.64, 1968-11-28,,,,,,,,,,, -1968-11-29,,,,5.78,,5.62,5.72,,5.78,, -1968-12-02,,,,5.86,,5.74,5.85,,5.89,, -1968-12-03,,,,5.96,,5.89,5.96,,5.96,, -1968-12-04,,,,6.01,,5.96,5.99,,5.95,, -1968-12-05,,,,5.98,,5.94,5.98,,5.93,, -1968-12-06,,,,5.97,,5.93,5.97,,5.91,, -1968-12-09,,,,5.99,,5.97,6.01,,5.92,, -1968-12-10,,,,6.00,,6.02,6.04,,5.93,, -1968-12-11,,,,6.04,,6.03,6.01,,5.93,, -1968-12-12,,,,6.05,,6.06,6.05,,5.94,, -1968-12-13,,,,6.04,,6.04,6.02,,5.93,, -1968-12-16,,,,6.06,,6.09,6.05,,5.96,, -1968-12-17,,,,6.09,,6.11,6.06,,5.97,, -1968-12-18,,,,6.20,,6.22,6.11,,6.00,, -1968-12-19,,,,6.30,,6.32,6.17,,6.07,, -1968-12-20,,,,6.53,,6.42,6.24,,6.14,, -1968-12-23,,,,6.64,,6.52,6.32,,6.23,, -1968-12-24,,,,6.62,,6.51,6.34,,6.27,, +1968-11-29,,,,5.78,,5.62,5.72,,5.78,5.66, +1968-12-02,,,,5.86,,5.74,5.85,,5.89,5.76, +1968-12-03,,,,5.96,,5.89,5.96,,5.96,5.79, +1968-12-04,,,,6.01,,5.96,5.99,,5.95,5.77, +1968-12-05,,,,5.98,,5.94,5.98,,5.93,5.75, +1968-12-06,,,,5.97,,5.93,5.97,,5.91,5.74, +1968-12-09,,,,5.99,,5.97,6.01,,5.92,5.76, +1968-12-10,,,,6.00,,6.02,6.04,,5.93,5.78, +1968-12-11,,,,6.04,,6.03,6.01,,5.93,5.78, +1968-12-12,,,,6.05,,6.06,6.05,,5.94,5.81, +1968-12-13,,,,6.04,,6.04,6.02,,5.93,5.81, +1968-12-16,,,,6.06,,6.09,6.05,,5.96,5.82, +1968-12-17,,,,6.09,,6.11,6.06,,5.97,5.84, +1968-12-18,,,,6.20,,6.22,6.11,,6.00,5.86, +1968-12-19,,,,6.30,,6.32,6.17,,6.07,5.94, +1968-12-20,,,,6.53,,6.42,6.24,,6.14,6.02, +1968-12-23,,,,6.64,,6.52,6.32,,6.23,6.07, +1968-12-24,,,,6.62,,6.51,6.34,,6.27,6.12, 1968-12-25,,,,,,,,,,, -1968-12-26,,,,6.38,,6.33,6.28,,6.17,, -1968-12-27,,,,6.41,,6.38,6.32,,6.20,, -1968-12-30,,,,6.47,,6.41,6.36,,6.21,, -1968-12-31,,,,6.46,,6.37,6.33,,6.16,, +1968-12-26,,,,6.38,,6.33,6.28,,6.17,6.03, +1968-12-27,,,,6.41,,6.38,6.32,,6.20,6.03, +1968-12-30,,,,6.47,,6.41,6.36,,6.21,6.02, +1968-12-31,,,,6.46,,6.37,6.33,,6.16,5.98, 1969-01-01,,,,,,,,,,, -1969-01-02,,,,6.42,,6.32,6.29,,6.04,, -1969-01-03,,,,6.42,,6.30,6.28,,6.01,, -1969-01-06,,,,6.46,,6.34,6.34,,6.04,, -1969-01-07,,,,6.58,,6.44,6.43,,6.14,, -1969-01-08,,,,6.51,,6.40,6.38,,6.09,, -1969-01-09,,,,6.46,,6.34,6.34,,6.04,, -1969-01-10,,,,6.43,,6.31,6.32,,6.03,, -1969-01-13,,,,6.41,,6.29,6.30,,6.04,, -1969-01-14,,,,6.37,,6.26,6.27,,6.04,, -1969-01-15,,,,6.31,,6.20,6.19,,6.02,, -1969-01-16,,,,6.18,,6.06,6.11,,5.98,, -1969-01-17,,,,6.19,,6.06,6.14,,5.97,, -1969-01-20,,,,6.16,,6.02,6.11,,5.95,, -1969-01-21,,,,6.20,,6.09,6.15,,5.97,, -1969-01-22,,,,6.26,,6.14,6.21,,6.03,, -1969-01-23,,,,6.25,,6.13,6.21,,6.02,, -1969-01-24,,,,6.24,,6.13,6.19,,6.01,, -1969-01-27,,,,6.26,,6.15,6.20,,6.03,, -1969-01-28,,,,6.27,,6.17,6.22,,6.05,, -1969-01-29,,,,6.30,,6.20,6.24,,6.09,, -1969-01-30,,,,6.38,,6.23,6.28,,6.14,, -1969-01-31,,,,6.41,,6.26,6.30,,6.19,, -1969-02-03,,,,6.42,,6.27,6.32,,6.22,, -1969-02-04,,,,6.39,,6.23,6.30,,6.20,, -1969-02-05,,,,6.41,,6.25,6.32,,6.19,, -1969-02-06,,,,6.43,,6.29,6.34,,6.20,, -1969-02-07,,,,6.42,,6.26,6.30,,6.14,, -1969-02-10,,,,6.42,,6.25,6.30,,6.14,, -1969-02-11,,,,6.40,,6.23,6.27,,6.10,, +1969-01-02,,,,6.42,,6.32,6.29,,6.04,5.92, +1969-01-03,,,,6.42,,6.30,6.28,,6.01,5.94, +1969-01-06,,,,6.46,,6.34,6.34,,6.04,5.98, +1969-01-07,,,,6.58,,6.44,6.43,,6.14,6.08, +1969-01-08,,,,6.51,,6.40,6.38,,6.09,6.04, +1969-01-09,,,,6.46,,6.34,6.34,,6.04,5.99, +1969-01-10,,,,6.43,,6.31,6.32,,6.03,5.96, +1969-01-13,,,,6.41,,6.29,6.30,,6.04,5.98, +1969-01-14,,,,6.37,,6.26,6.27,,6.04,5.98, +1969-01-15,,,,6.31,,6.20,6.19,,6.02,5.98, +1969-01-16,,,,6.18,,6.06,6.11,,5.98,5.94, +1969-01-17,,,,6.19,,6.06,6.14,,5.97,5.96, +1969-01-20,,,,6.16,,6.02,6.11,,5.95,5.94, +1969-01-21,,,,6.20,,6.09,6.15,,5.97,5.95, +1969-01-22,,,,6.26,,6.14,6.21,,6.03,5.97, +1969-01-23,,,,6.25,,6.13,6.21,,6.02,5.97, +1969-01-24,,,,6.24,,6.13,6.19,,6.01,5.96, +1969-01-27,,,,6.26,,6.15,6.20,,6.03,5.98, +1969-01-28,,,,6.27,,6.17,6.22,,6.05,6.01, +1969-01-29,,,,6.30,,6.20,6.24,,6.09,6.04, +1969-01-30,,,,6.38,,6.23,6.28,,6.14,6.07, +1969-01-31,,,,6.41,,6.26,6.30,,6.19,6.14, +1969-02-03,,,,6.42,,6.27,6.32,,6.22,6.18, +1969-02-04,,,,6.39,,6.23,6.30,,6.20,6.14, +1969-02-05,,,,6.41,,6.25,6.32,,6.19,6.13, +1969-02-06,,,,6.43,,6.29,6.34,,6.20,6.13, +1969-02-07,,,,6.42,,6.26,6.30,,6.14,6.06, +1969-02-10,,,,6.42,,6.25,6.30,,6.14,6.06, +1969-02-11,,,,6.40,,6.23,6.27,,6.10,6.02, 1969-02-12,,,,,,,,,,, -1969-02-13,,,,6.37,,6.21,6.27,,6.09,, -1969-02-14,,,,6.38,,6.24,6.29,,6.11,, -1969-02-17,,,,6.40,,6.28,6.32,,6.14,, -1969-02-18,,,,6.42,,6.31,6.34,,6.16,, -1969-02-19,,,,6.42,,6.37,6.36,,6.20,, -1969-02-20,,,,6.43,,6.39,6.37,,6.23,, -1969-02-21,,,,6.40,,6.38,6.37,,6.24,, -1969-02-24,,,,6.40,,6.38,6.35,,6.22,, -1969-02-25,,,,6.40,,6.38,6.38,,6.24,, -1969-02-26,,,,6.40,,6.41,6.40,,6.24,, -1969-02-27,,,,6.46,,6.49,6.45,,6.27,, -1969-02-28,,,,6.47,,6.50,6.44,,6.26,, -1969-03-03,,,,6.48,,6.51,6.45,,6.25,, -1969-03-04,,,,6.44,,6.46,6.42,,6.24,, -1969-03-05,,,,6.42,,6.48,6.43,,6.24,, -1969-03-06,,,,6.43,,6.50,6.45,,6.26,, -1969-03-07,,,,6.43,,6.50,6.45,,6.27,, -1969-03-10,,,,6.41,,6.47,6.45,,6.27,, -1969-03-11,,,,6.37,,6.44,6.45,,6.30,, -1969-03-12,,,,6.31,,6.38,6.42,,6.31,, -1969-03-13,,,,6.32,,6.37,6.42,,6.32,, -1969-03-14,,,,6.29,,6.33,6.39,,6.31,, -1969-03-17,,,,6.35,,6.40,6.44,,6.35,, -1969-03-18,,,,6.33,,6.37,6.44,,6.35,, -1969-03-19,,,,6.30,,6.35,6.40,,6.32,, -1969-03-20,,,,6.30,,6.34,6.39,,6.31,, -1969-03-21,,,,6.28,,6.33,6.37,,6.29,, -1969-03-24,,,,6.26,,6.26,6.35,,6.28,, -1969-03-25,,,,6.27,,6.31,6.38,,6.30,, -1969-03-26,,,,6.27,,6.30,6.37,,6.32,, -1969-03-27,,,,6.28,,6.29,6.38,,6.33,, -1969-03-28,,,,6.27,,6.28,6.36,,6.30,, +1969-02-13,,,,6.37,,6.21,6.27,,6.09,6.00, +1969-02-14,,,,6.38,,6.24,6.29,,6.11,6.02, +1969-02-17,,,,6.40,,6.28,6.32,,6.14,6.05, +1969-02-18,,,,6.42,,6.31,6.34,,6.16,6.08, +1969-02-19,,,,6.42,,6.37,6.36,,6.20,6.11, +1969-02-20,,,,6.43,,6.39,6.37,,6.23,6.14, +1969-02-21,,,,6.40,,6.38,6.37,,6.24,6.15, +1969-02-24,,,,6.40,,6.38,6.35,,6.22,6.14, +1969-02-25,,,,6.40,,6.38,6.38,,6.24,6.14, +1969-02-26,,,,6.40,,6.41,6.40,,6.24,6.14, +1969-02-27,,,,6.46,,6.49,6.45,,6.27,6.17, +1969-02-28,,,,6.47,,6.50,6.44,,6.26,6.17, +1969-03-03,,,,6.48,,6.51,6.45,,6.25,6.15, +1969-03-04,,,,6.44,,6.46,6.42,,6.24,6.14, +1969-03-05,,,,6.42,,6.48,6.43,,6.24,6.15, +1969-03-06,,,,6.43,,6.50,6.45,,6.26,6.17, +1969-03-07,,,,6.43,,6.50,6.45,,6.27,6.18, +1969-03-10,,,,6.41,,6.47,6.45,,6.27,6.20, +1969-03-11,,,,6.37,,6.44,6.45,,6.30,6.22, +1969-03-12,,,,6.31,,6.38,6.42,,6.31,6.24, +1969-03-13,,,,6.32,,6.37,6.42,,6.32,6.27, +1969-03-14,,,,6.29,,6.33,6.39,,6.31,6.29, +1969-03-17,,,,6.35,,6.40,6.44,,6.35,6.32, +1969-03-18,,,,6.33,,6.37,6.44,,6.35,6.32, +1969-03-19,,,,6.30,,6.35,6.40,,6.32,6.25, +1969-03-20,,,,6.30,,6.34,6.39,,6.31,6.25, +1969-03-21,,,,6.28,,6.33,6.37,,6.29,6.22, +1969-03-24,,,,6.26,,6.26,6.35,,6.28,6.19, +1969-03-25,,,,6.27,,6.31,6.38,,6.30,6.22, +1969-03-26,,,,6.27,,6.30,6.37,,6.32,6.24, +1969-03-27,,,,6.28,,6.29,6.38,,6.33,6.24, +1969-03-28,,,,6.27,,6.28,6.36,,6.30,6.22, 1969-03-31,,,,,,,,,,, -1969-04-01,,,,6.24,,6.23,6.32,,6.25,, -1969-04-02,,,,6.25,,6.27,6.32,,6.25,, -1969-04-03,,,,6.25,,6.29,6.34,,6.26,, +1969-04-01,,,,6.24,,6.23,6.32,,6.25,6.16, +1969-04-02,,,,6.25,,6.27,6.32,,6.25,6.17, +1969-04-03,,,,6.25,,6.29,6.34,,6.26,6.18, 1969-04-04,,,,,,,,,,, -1969-04-07,,,,6.31,,6.32,6.37,,6.28,, -1969-04-08,,,,6.24,,6.29,6.33,,6.25,, -1969-04-09,,,,6.23,,6.22,6.26,,6.19,, -1969-04-10,,,,6.23,,6.25,6.27,,6.18,, -1969-04-11,,,,6.22,,6.22,6.26,,6.15,, -1969-04-14,,,,6.19,,6.14,6.20,,6.06,, -1969-04-15,,,,6.25,,6.24,6.26,,6.11,, -1969-04-16,,,,6.23,,6.22,6.24,,6.10,, -1969-04-17,,,,6.28,,6.24,6.27,,6.13,, -1969-04-18,,,,6.29,,6.27,6.30,,6.16,, -1969-04-21,,,,6.29,,6.22,6.28,,6.14,, -1969-04-22,,,,6.28,,6.20,6.26,,6.12,, -1969-04-23,,,,6.28,,6.22,6.26,,6.12,, -1969-04-24,,,,6.29,,6.25,6.29,,6.14,, -1969-04-25,,,,6.27,,6.28,6.30,,6.15,, -1969-04-28,,,,6.26,,6.31,6.34,,6.19,, -1969-04-29,,,,6.26,,6.34,6.38,,6.21,, -1969-04-30,,,,6.26,,6.32,6.37,,6.20,, -1969-05-01,,,,6.32,,6.39,6.46,,6.25,, -1969-05-02,,,,6.33,,6.38,6.45,,6.23,, -1969-05-05,,,,6.31,,6.37,6.45,,6.19,, -1969-05-06,,,,6.32,,6.38,6.46,,6.22,, -1969-05-07,,,,6.33,,6.40,6.47,,6.22,, -1969-05-08,,,,6.34,,6.39,6.46,,6.20,, -1969-05-09,,,,6.42,,6.42,6.48,,6.23,, -1969-05-12,,,,6.45,,6.47,6.52,,6.27,, -1969-05-13,,,,6.42,,6.44,6.49,,6.25,, -1969-05-14,,,,6.38,,6.42,6.46,,6.24,, -1969-05-15,,,,6.40,,6.46,6.49,,6.26,, -1969-05-16,,,,6.43,,6.53,6.54,,6.31,, -1969-05-19,,,,6.46,,6.61,6.58,,6.36,, -1969-05-20,,,,6.44,,6.59,6.57,,6.36,, -1969-05-21,,,,6.39,,6.54,6.55,,6.36,, -1969-05-22,,,,6.40,,6.56,6.56,,6.36,, -1969-05-23,,,,6.43,,6.60,6.59,,6.38,, -1969-05-26,,,,6.48,,6.63,6.62,,6.44,, -1969-05-27,,,,6.58,,6.68,6.67,,6.54,, -1969-05-28,,,,6.63,,6.69,6.68,,6.56,, -1969-05-29,,,,6.64,,6.70,6.69,,6.56,, +1969-04-07,,,,6.31,,6.32,6.37,,6.28,6.18, +1969-04-08,,,,6.24,,6.29,6.33,,6.25,6.14, +1969-04-09,,,,6.23,,6.22,6.26,,6.19,6.09, +1969-04-10,,,,6.23,,6.25,6.27,,6.18,6.09, +1969-04-11,,,,6.22,,6.22,6.26,,6.15,6.03, +1969-04-14,,,,6.19,,6.14,6.20,,6.06,5.91, +1969-04-15,,,,6.25,,6.24,6.26,,6.11,5.97, +1969-04-16,,,,6.23,,6.22,6.24,,6.10,5.96, +1969-04-17,,,,6.28,,6.24,6.27,,6.13,5.99, +1969-04-18,,,,6.29,,6.27,6.30,,6.16,6.02, +1969-04-21,,,,6.29,,6.22,6.28,,6.14,5.98, +1969-04-22,,,,6.28,,6.20,6.26,,6.12,5.95, +1969-04-23,,,,6.28,,6.22,6.26,,6.12,5.94, +1969-04-24,,,,6.29,,6.25,6.29,,6.14,5.96, +1969-04-25,,,,6.27,,6.28,6.30,,6.15,5.97, +1969-04-28,,,,6.26,,6.31,6.34,,6.19,5.99, +1969-04-29,,,,6.26,,6.34,6.38,,6.21,6.00, +1969-04-30,,,,6.26,,6.32,6.37,,6.20,5.98, +1969-05-01,,,,6.32,,6.39,6.46,,6.25,5.98, +1969-05-02,,,,6.33,,6.38,6.45,,6.23,5.95, +1969-05-05,,,,6.31,,6.37,6.45,,6.19,5.91, +1969-05-06,,,,6.32,,6.38,6.46,,6.22,5.92, +1969-05-07,,,,6.33,,6.40,6.47,,6.22,5.93, +1969-05-08,,,,6.34,,6.39,6.46,,6.20,5.92, +1969-05-09,,,,6.42,,6.42,6.48,,6.23,5.96, +1969-05-12,,,,6.45,,6.47,6.52,,6.27,5.99, +1969-05-13,,,,6.42,,6.44,6.49,,6.25,5.99, +1969-05-14,,,,6.38,,6.42,6.46,,6.24,5.98, +1969-05-15,,,,6.40,,6.46,6.49,,6.26,6.01, +1969-05-16,,,,6.43,,6.53,6.54,,6.31,6.07, +1969-05-19,,,,6.46,,6.61,6.58,,6.36,6.13, +1969-05-20,,,,6.44,,6.59,6.57,,6.36,6.14, +1969-05-21,,,,6.39,,6.54,6.55,,6.36,6.16, +1969-05-22,,,,6.40,,6.56,6.56,,6.36,6.22, +1969-05-23,,,,6.43,,6.60,6.59,,6.38,6.30, +1969-05-26,,,,6.48,,6.63,6.62,,6.44,6.35, +1969-05-27,,,,6.58,,6.68,6.67,,6.54,6.41, +1969-05-28,,,,6.63,,6.69,6.68,,6.56,6.46, +1969-05-29,,,,6.64,,6.70,6.69,,6.56,6.43, 1969-05-30,,,,,,,,,,, -1969-06-02,,,,6.65,,6.72,6.69,,6.56,, -1969-06-03,,,,6.69,,6.71,6.69,,6.55,, -1969-06-04,,,,6.78,,6.74,6.71,,6.56,, -1969-06-05,,,,6.91,,6.74,6.69,,6.54,, -1969-06-06,,,,6.94,,6.73,6.68,,6.52,, -1969-06-09,,,,7.18,,6.83,6.76,,6.59,, -1969-06-10,,,,7.08,,6.76,6.72,,6.56,, -1969-06-11,,,,7.15,,6.77,6.73,,6.56,, -1969-06-12,,,,7.07,,6.72,6.70,,6.54,, -1969-06-13,,,,6.96,,6.70,6.66,,6.51,, -1969-06-16,,,,6.85,,6.68,6.64,,6.49,, -1969-06-17,,,,6.85,,6.72,6.68,,6.52,, -1969-06-18,,,,6.87,,6.74,6.68,,6.53,, -1969-06-19,,,,6.95,,6.82,6.74,,6.57,, -1969-06-20,,,,7.05,,6.87,6.76,,6.59,, -1969-06-23,,,,7.10,,6.92,6.78,,6.60,, -1969-06-24,,,,7.24,,6.98,6.82,,6.63,, -1969-06-25,,,,7.30,,7.01,6.85,,6.63,, -1969-06-26,,,,7.29,,6.96,6.84,,6.62,, -1969-06-27,,,,7.39,,7.08,6.88,,6.66,, -1969-06-30,,,,7.58,,7.21,6.98,,6.73,, -1969-07-01,,,,7.67,,7.27,7.02,6.88,6.75,, -1969-07-02,,,,7.77,,7.32,7.04,6.89,6.77,, -1969-07-03,,,,7.73,,7.30,7.01,6.85,6.75,, +1969-06-02,,,,6.65,,6.72,6.69,,6.56,6.41, +1969-06-03,,,,6.69,,6.71,6.69,,6.55,6.39, +1969-06-04,,,,6.78,,6.74,6.71,,6.56,6.36, +1969-06-05,,,,6.91,,6.74,6.69,,6.54,6.35, +1969-06-06,,,,6.94,,6.73,6.68,,6.52,6.31, +1969-06-09,,,,7.18,,6.83,6.76,,6.59,6.36, +1969-06-10,,,,7.08,,6.76,6.72,,6.56,6.30, +1969-06-11,,,,7.15,,6.77,6.73,,6.56,6.27, +1969-06-12,,,,7.07,,6.72,6.70,,6.54,6.22, +1969-06-13,,,,6.96,,6.70,6.66,,6.51,6.20, +1969-06-16,,,,6.85,,6.68,6.64,,6.49,6.19, +1969-06-17,,,,6.85,,6.72,6.68,,6.52,6.26, +1969-06-18,,,,6.87,,6.74,6.68,,6.53,6.25, +1969-06-19,,,,6.95,,6.82,6.74,,6.57,6.26, +1969-06-20,,,,7.05,,6.87,6.76,,6.59,6.28, +1969-06-23,,,,7.10,,6.92,6.78,,6.60,6.27, +1969-06-24,,,,7.24,,6.98,6.82,,6.63,6.27, +1969-06-25,,,,7.30,,7.01,6.85,,6.63,6.25, +1969-06-26,,,,7.29,,6.96,6.84,,6.62,6.21, +1969-06-27,,,,7.39,,7.08,6.88,,6.66,6.25, +1969-06-30,,,,7.58,,7.21,6.98,,6.73,6.28, +1969-07-01,,,,7.67,,7.27,7.02,6.88,6.75,6.29, +1969-07-02,,,,7.77,,7.32,7.04,6.89,6.77,6.32, +1969-07-03,,,,7.73,,7.30,7.01,6.85,6.75,6.29, 1969-07-04,,,,,,,,,,, -1969-07-07,,,,7.76,,7.32,7.02,6.86,6.76,, -1969-07-08,,,,7.71,,7.34,7.04,6.87,6.79,, -1969-07-09,,,,7.76,,7.38,7.08,6.90,6.82,, -1969-07-10,,,,7.68,,7.33,7.04,6.86,6.78,, -1969-07-11,,,,7.50,,7.14,6.88,6.71,6.64,, -1969-07-14,,,,7.59,,7.24,6.94,6.77,6.69,, -1969-07-15,,,,7.60,,7.28,6.97,6.80,6.72,, -1969-07-16,,,,7.48,,7.22,6.92,6.75,6.67,, -1969-07-17,,,,7.49,,7.25,6.95,6.74,6.69,, -1969-07-18,,,,7.50,,7.25,6.97,6.76,6.70,, +1969-07-07,,,,7.76,,7.32,7.02,6.86,6.76,6.33, +1969-07-08,,,,7.71,,7.34,7.04,6.87,6.79,6.35, +1969-07-09,,,,7.76,,7.38,7.08,6.90,6.82,6.37, +1969-07-10,,,,7.68,,7.33,7.04,6.86,6.78,6.33, +1969-07-11,,,,7.50,,7.14,6.88,6.71,6.64,6.19, +1969-07-14,,,,7.59,,7.24,6.94,6.77,6.69,6.22, +1969-07-15,,,,7.60,,7.28,6.97,6.80,6.72,6.27, +1969-07-16,,,,7.48,,7.22,6.92,6.75,6.67,6.25, +1969-07-17,,,,7.49,,7.25,6.95,6.74,6.69,6.27, +1969-07-18,,,,7.50,,7.25,6.97,6.76,6.70,6.26, 1969-07-21,,,,,,,,,,, -1969-07-22,,,,7.53,,7.35,7.04,6.74,6.66,, -1969-07-23,,,,7.53,,7.36,7.05,6.76,6.68,, -1969-07-24,,,,7.53,,7.36,7.06,6.78,6.70,, -1969-07-25,,,,7.54,,7.36,7.07,6.79,6.71,, -1969-07-28,,,,7.60,,7.38,7.07,6.82,6.73,, -1969-07-29,,,,7.59,,7.37,7.07,6.80,6.72,, -1969-07-30,,,,7.56,,7.38,7.06,6.79,6.72,, -1969-07-31,,,,7.57,,7.30,6.98,6.71,6.66,, -1969-08-01,,,,7.58,,7.31,6.98,6.71,6.66,, -1969-08-04,,,,7.50,,7.24,6.94,6.67,6.63,, -1969-08-05,,,,7.45,,7.19,6.91,6.65,6.60,, -1969-08-06,,,,7.47,,7.22,6.94,6.68,6.62,, -1969-08-07,,,,7.47,,7.23,6.95,6.69,6.63,, -1969-08-08,,,,7.51,,7.26,6.98,6.72,6.64,, -1969-08-11,,,,7.58,,7.33,7.04,6.78,6.69,, -1969-08-12,,,,7.62,,7.37,7.07,6.80,6.70,, -1969-08-13,,,,7.63,,7.37,7.07,6.80,6.70,, -1969-08-14,,,,7.54,,7.33,7.05,6.78,6.68,, -1969-08-15,,,,7.54,,7.30,7.05,6.79,6.68,, -1969-08-18,,,,7.44,,7.24,7.01,6.76,6.66,, -1969-08-19,,,,7.41,,7.21,7.00,6.75,6.65,, -1969-08-20,,,,7.41,,7.21,6.99,6.76,6.66,, -1969-08-21,,,,7.45,,7.24,7.01,6.78,6.68,, -1969-08-22,,,,7.53,,7.28,7.03,6.81,6.71,, -1969-08-25,,,,7.57,,7.30,7.04,6.84,6.72,, -1969-08-26,,,,7.63,,7.35,7.09,6.89,6.76,, -1969-08-27,,,,7.64,,7.38,7.11,6.92,6.79,, -1969-08-28,,,,7.68,,7.40,7.14,6.97,6.83,, -1969-08-29,,,,7.64,,7.37,7.13,6.97,6.83,, +1969-07-22,,,,7.53,,7.35,7.04,6.74,6.66,6.22, +1969-07-23,,,,7.53,,7.36,7.05,6.76,6.68,6.23, +1969-07-24,,,,7.53,,7.36,7.06,6.78,6.70,6.25, +1969-07-25,,,,7.54,,7.36,7.07,6.79,6.71,6.26, +1969-07-28,,,,7.60,,7.38,7.07,6.82,6.73,6.28, +1969-07-29,,,,7.59,,7.37,7.07,6.80,6.72,6.26, +1969-07-30,,,,7.56,,7.38,7.06,6.79,6.72,6.26, +1969-07-31,,,,7.57,,7.30,6.98,6.71,6.66,6.23, +1969-08-01,,,,7.58,,7.31,6.98,6.71,6.66,6.25, +1969-08-04,,,,7.50,,7.24,6.94,6.67,6.63,6.21, +1969-08-05,,,,7.45,,7.19,6.91,6.65,6.60,6.18, +1969-08-06,,,,7.47,,7.22,6.94,6.68,6.62,6.18, +1969-08-07,,,,7.47,,7.23,6.95,6.69,6.63,6.17, +1969-08-08,,,,7.51,,7.26,6.98,6.72,6.64,6.17, +1969-08-11,,,,7.58,,7.33,7.04,6.78,6.69,6.18, +1969-08-12,,,,7.62,,7.37,7.07,6.80,6.70,6.20, +1969-08-13,,,,7.63,,7.37,7.07,6.80,6.70,6.21, +1969-08-14,,,,7.54,,7.33,7.05,6.78,6.68,6.22, +1969-08-15,,,,7.54,,7.30,7.05,6.79,6.68,6.22, +1969-08-18,,,,7.44,,7.24,7.01,6.76,6.66,6.18, +1969-08-19,,,,7.41,,7.21,7.00,6.75,6.65,6.18, +1969-08-20,,,,7.41,,7.21,6.99,6.76,6.66,6.20, +1969-08-21,,,,7.45,,7.24,7.01,6.78,6.68,6.21, +1969-08-22,,,,7.53,,7.28,7.03,6.81,6.71,6.23, +1969-08-25,,,,7.57,,7.30,7.04,6.84,6.72,6.24, +1969-08-26,,,,7.63,,7.35,7.09,6.89,6.76,6.26, +1969-08-27,,,,7.64,,7.38,7.11,6.92,6.79,6.28, +1969-08-28,,,,7.68,,7.40,7.14,6.97,6.83,6.32, +1969-08-29,,,,7.64,,7.37,7.13,6.97,6.83,6.32, 1969-09-01,,,,,,,,,,, -1969-09-02,,,,7.70,,7.41,7.17,7.02,6.87,, -1969-09-03,,,,7.76,,7.48,7.24,7.09,6.94,, -1969-09-04,,,,7.75,,7.52,7.26,7.10,6.96,, -1969-09-05,,,,7.74,,7.60,7.33,7.14,6.99,, -1969-09-08,,,,7.81,,7.68,7.39,7.20,7.03,, -1969-09-09,,,,7.80,,7.65,7.40,7.20,7.04,, -1969-09-10,,,,7.79,,7.62,7.38,7.18,7.02,, -1969-09-11,,,,7.79,,7.69,7.44,7.23,7.05,, -1969-09-12,,,,7.80,,7.74,7.48,7.27,7.08,, -1969-09-15,,,,7.82,,7.76,7.50,7.28,7.09,, -1969-09-16,,,,7.82,,7.78,7.54,7.32,7.14,, -1969-09-17,,,,7.79,,7.77,7.56,7.34,7.14,, -1969-09-18,,,,7.83,,7.89,7.71,7.49,7.27,, -1969-09-19,,,,7.81,,7.87,7.72,7.51,7.28,, -1969-09-22,,,,7.80,,7.87,7.72,7.51,7.26,, -1969-09-23,,,,7.78,,7.84,7.71,7.50,7.26,, -1969-09-24,,,,7.81,,7.86,7.74,7.52,7.27,, -1969-09-25,,,,7.84,,7.90,7.78,7.54,7.30,, -1969-09-26,,,,7.94,,8.01,7.88,7.63,7.40,, -1969-09-29,,,,7.96,,8.05,7.94,7.68,7.45,, -1969-09-30,,,,8.01,,8.13,8.02,7.73,7.51,, -1969-10-01,,,,8.03,,8.14,8.04,7.76,7.52,, -1969-10-02,,,,7.95,,8.05,7.98,7.68,7.45,, -1969-10-03,,,,7.91,,7.97,7.87,7.62,7.38,, -1969-10-06,,,,7.87,,7.94,7.82,7.58,7.35,, -1969-10-07,,,,7.84,,7.87,7.75,7.57,7.31,, -1969-10-08,,,,7.79,,7.83,7.75,7.52,7.29,, -1969-10-09,,,,7.83,,7.86,7.77,7.53,7.30,, -1969-10-10,,,,7.77,,7.70,7.67,7.44,7.22,, +1969-09-02,,,,7.70,,7.41,7.17,7.02,6.87,6.36, +1969-09-03,,,,7.76,,7.48,7.24,7.09,6.94,6.41, +1969-09-04,,,,7.75,,7.52,7.26,7.10,6.96,6.42, +1969-09-05,,,,7.74,,7.60,7.33,7.14,6.99,6.44, +1969-09-08,,,,7.81,,7.68,7.39,7.20,7.03,6.48, +1969-09-09,,,,7.80,,7.65,7.40,7.20,7.04,6.47, +1969-09-10,,,,7.79,,7.62,7.38,7.18,7.02,6.45, +1969-09-11,,,,7.79,,7.69,7.44,7.23,7.05,6.44, +1969-09-12,,,,7.80,,7.74,7.48,7.27,7.08,6.46, +1969-09-15,,,,7.82,,7.76,7.50,7.28,7.09,6.48, +1969-09-16,,,,7.82,,7.78,7.54,7.32,7.14,6.51, +1969-09-17,,,,7.79,,7.77,7.56,7.34,7.14,6.55, +1969-09-18,,,,7.83,,7.89,7.71,7.49,7.27,6.60, +1969-09-19,,,,7.81,,7.87,7.72,7.51,7.28,6.59, +1969-09-22,,,,7.80,,7.87,7.72,7.51,7.26,6.58, +1969-09-23,,,,7.78,,7.84,7.71,7.50,7.26,6.59, +1969-09-24,,,,7.81,,7.86,7.74,7.52,7.27,6.62, +1969-09-25,,,,7.84,,7.90,7.78,7.54,7.30,6.64, +1969-09-26,,,,7.94,,8.01,7.88,7.63,7.40,6.75, +1969-09-29,,,,7.96,,8.05,7.94,7.68,7.45,6.79, +1969-09-30,,,,8.01,,8.13,8.02,7.73,7.51,6.82, +1969-10-01,,,,8.03,,8.14,8.04,7.76,7.52,6.81, +1969-10-02,,,,7.95,,8.05,7.98,7.68,7.45,6.75, +1969-10-03,,,,7.91,,7.97,7.87,7.62,7.38,6.68, +1969-10-06,,,,7.87,,7.94,7.82,7.58,7.35,6.62, +1969-10-07,,,,7.84,,7.87,7.75,7.57,7.31,6.54, +1969-10-08,,,,7.79,,7.83,7.75,7.52,7.29,6.53, +1969-10-09,,,,7.83,,7.86,7.77,7.53,7.30,6.54, +1969-10-10,,,,7.77,,7.70,7.67,7.44,7.22,6.48, 1969-10-13,,,,,,,,,,, -1969-10-14,,,,7.66,,7.53,7.54,7.28,7.10,, -1969-10-15,,,,7.67,,7.57,7.55,7.31,7.12,, -1969-10-16,,,,7.59,,7.48,7.44,7.20,7.04,, -1969-10-17,,,,7.47,,7.37,7.34,7.11,6.99,, -1969-10-20,,,,7.36,,7.20,7.18,6.94,6.83,, -1969-10-21,,,,7.29,,7.14,7.12,6.87,6.77,, -1969-10-22,,,,7.37,,7.24,7.17,6.91,6.80,, -1969-10-23,,,,7.48,,7.34,7.25,6.98,6.90,, -1969-10-24,,,,7.47,,7.33,7.26,6.98,6.90,, -1969-10-27,,,,7.47,,7.35,7.28,6.99,6.93,, -1969-10-28,,,,7.53,,7.40,7.33,7.02,7.00,, -1969-10-29,,,,7.55,,7.42,7.34,7.01,7.00,, -1969-10-30,,,,7.57,,7.40,7.34,6.98,6.96,, -1969-10-31,,,,7.58,,7.41,7.33,6.99,6.94,, -1969-11-03,,,,7.57,,7.39,7.29,6.96,6.90,, +1969-10-14,,,,7.66,,7.53,7.54,7.28,7.10,6.38, +1969-10-15,,,,7.67,,7.57,7.55,7.31,7.12,6.42, +1969-10-16,,,,7.59,,7.48,7.44,7.20,7.04,6.38, +1969-10-17,,,,7.47,,7.37,7.34,7.11,6.99,6.35, +1969-10-20,,,,7.36,,7.20,7.18,6.94,6.83,6.24, +1969-10-21,,,,7.29,,7.14,7.12,6.87,6.77,6.21, +1969-10-22,,,,7.37,,7.24,7.17,6.91,6.80,6.26, +1969-10-23,,,,7.48,,7.34,7.25,6.98,6.90,6.38, +1969-10-24,,,,7.47,,7.33,7.26,6.98,6.90,6.42, +1969-10-27,,,,7.47,,7.35,7.28,6.99,6.93,6.48, +1969-10-28,,,,7.53,,7.40,7.33,7.02,7.00,6.61, +1969-10-29,,,,7.55,,7.42,7.34,7.01,7.00,6.62, +1969-10-30,,,,7.57,,7.40,7.34,6.98,6.96,6.60, +1969-10-31,,,,7.58,,7.41,7.33,6.99,6.94,6.58, +1969-11-03,,,,7.57,,7.39,7.29,6.96,6.90,6.52, 1969-11-04,,,,,,,,,,, -1969-11-05,,,,7.67,,7.48,7.35,7.01,6.97,, -1969-11-06,,,,7.74,,7.54,7.39,7.07,7.01,, -1969-11-07,,,,7.73,,7.52,7.35,7.05,6.99,, -1969-11-10,,,,7.74,,7.53,7.35,7.03,6.99,, +1969-11-05,,,,7.67,,7.48,7.35,7.01,6.97,6.62, +1969-11-06,,,,7.74,,7.54,7.39,7.07,7.01,6.65, +1969-11-07,,,,7.73,,7.52,7.35,7.05,6.99,6.64, +1969-11-10,,,,7.74,,7.53,7.35,7.03,6.99,6.65, 1969-11-11,,,,,,,,,,, -1969-11-12,,,,7.79,,7.60,7.43,7.07,7.06,, -1969-11-13,,,,7.84,,7.67,7.50,7.16,7.12,, -1969-11-14,,,,7.83,,7.63,7.46,7.10,7.08,, -1969-11-17,,,,7.88,,7.71,7.55,7.18,7.13,, -1969-11-18,,,,7.96,,7.76,7.63,7.27,7.22,, -1969-11-19,,,,7.99,,7.76,7.64,7.26,7.25,, -1969-11-20,,,,8.10,,7.85,7.73,7.34,7.31,, -1969-11-21,,,,8.12,,7.82,7.71,7.32,7.28,, -1969-11-24,,,,8.07,,7.74,7.66,7.28,7.27,, -1969-11-25,,,,8.01,,7.69,7.64,7.26,7.28,, -1969-11-26,,,,8.05,,7.73,7.66,7.28,7.30,, +1969-11-12,,,,7.79,,7.60,7.43,7.07,7.06,6.71, +1969-11-13,,,,7.84,,7.67,7.50,7.16,7.12,6.74, +1969-11-14,,,,7.83,,7.63,7.46,7.10,7.08,6.73, +1969-11-17,,,,7.88,,7.71,7.55,7.18,7.13,6.76, +1969-11-18,,,,7.96,,7.76,7.63,7.27,7.22,6.82, +1969-11-19,,,,7.99,,7.76,7.64,7.26,7.25,6.86, +1969-11-20,,,,8.10,,7.85,7.73,7.34,7.31,6.89, +1969-11-21,,,,8.12,,7.82,7.71,7.32,7.28,6.85, +1969-11-24,,,,8.07,,7.74,7.66,7.28,7.27,6.80, +1969-11-25,,,,8.01,,7.69,7.64,7.26,7.28,6.79, +1969-11-26,,,,8.05,,7.73,7.66,7.28,7.30,6.81, 1969-11-27,,,,,,,,,,, -1969-11-28,,,,8.04,,7.67,7.61,7.22,7.29,, -1969-12-01,,,,7.93,,7.60,7.56,7.18,7.29,, -1969-12-02,,,,7.97,,7.70,7.63,7.23,7.35,, -1969-12-03,,,,8.05,,7.82,7.72,7.29,7.39,, -1969-12-04,,,,8.06,,7.82,7.70,7.28,7.35,, -1969-12-05,,,,8.07,,7.83,7.71,7.30,7.35,, -1969-12-08,,,,8.12,,7.88,7.75,7.34,7.40,, -1969-12-09,,,,8.18,,8.02,7.87,7.44,7.50,, -1969-12-10,,,,8.21,,8.13,7.97,7.51,7.59,, -1969-12-11,,,,8.18,,8.14,7.99,7.53,7.62,, -1969-12-12,,,,8.13,,8.10,7.95,7.49,7.60,, -1969-12-15,,,,8.11,,8.09,7.95,7.50,7.63,, -1969-12-16,,,,8.16,,8.19,8.02,7.60,7.72,, -1969-12-17,,,,8.16,,8.22,8.07,7.62,7.76,, -1969-12-18,,,,8.21,,8.24,8.07,7.64,7.81,, -1969-12-19,,,,8.20,,8.16,8.02,7.61,7.79,, -1969-12-22,,,,8.18,,8.15,8.00,7.57,7.76,, -1969-12-23,,,,8.22,,8.22,8.08,7.61,7.82,, -1969-12-24,,,,8.22,,8.27,8.12,7.67,7.89,, +1969-11-28,,,,8.04,,7.67,7.61,7.22,7.29,6.80, +1969-12-01,,,,7.93,,7.60,7.56,7.18,7.29,6.81, +1969-12-02,,,,7.97,,7.70,7.63,7.23,7.35,6.87, +1969-12-03,,,,8.05,,7.82,7.72,7.29,7.39,6.86, +1969-12-04,,,,8.06,,7.82,7.70,7.28,7.35,6.76, +1969-12-05,,,,8.07,,7.83,7.71,7.30,7.35,6.74, +1969-12-08,,,,8.12,,7.88,7.75,7.34,7.40,6.77, +1969-12-09,,,,8.18,,8.02,7.87,7.44,7.50,6.84, +1969-12-10,,,,8.21,,8.13,7.97,7.51,7.59,6.88, +1969-12-11,,,,8.18,,8.14,7.99,7.53,7.62,6.90, +1969-12-12,,,,8.13,,8.10,7.95,7.49,7.60,6.88, +1969-12-15,,,,8.11,,8.09,7.95,7.50,7.63,6.88, +1969-12-16,,,,8.16,,8.19,8.02,7.60,7.72,6.92, +1969-12-17,,,,8.16,,8.22,8.07,7.62,7.76,6.94, +1969-12-18,,,,8.21,,8.24,8.07,7.64,7.81,6.96, +1969-12-19,,,,8.20,,8.16,8.02,7.61,7.79,6.93, +1969-12-22,,,,8.18,,8.15,8.00,7.57,7.76,6.92, +1969-12-23,,,,8.22,,8.22,8.08,7.61,7.82,6.95, +1969-12-24,,,,8.22,,8.27,8.12,7.67,7.89,6.99, 1969-12-25,,,,,,,,,,, -1969-12-26,,,,8.23,,8.30,8.14,7.63,7.87,, -1969-12-29,,,,8.40,,8.51,8.33,7.77,8.05,, -1969-12-30,,,,8.36,,8.43,8.26,7.70,7.97,, -1969-12-31,,,,8.32,,8.41,8.22,7.66,7.88,, +1969-12-26,,,,8.23,,8.30,8.14,7.63,7.87,7.02, +1969-12-29,,,,8.40,,8.51,8.33,7.77,8.05,7.14, +1969-12-30,,,,8.36,,8.43,8.26,7.70,7.97,7.04, +1969-12-31,,,,8.32,,8.41,8.22,7.66,7.88,6.94, 1970-01-01,,,,,,,,,,, -1970-01-02,,,,8.28,,8.35,8.19,7.63,7.86,, -1970-01-05,,,,8.21,,8.34,8.19,7.64,7.88,, -1970-01-06,,,,8.22,,8.38,8.26,7.74,7.96,, -1970-01-07,,,,8.23,,8.42,8.30,7.82,7.99,, -1970-01-08,,,,8.18,,8.35,8.25,7.78,7.96,, -1970-01-09,,,,8.08,,8.24,8.18,7.72,7.86,, -1970-01-12,,,,8.02,,8.21,8.16,7.70,7.82,, -1970-01-13,,,,7.98,,8.18,8.13,7.69,7.81,, -1970-01-14,,,,7.98,,8.23,8.16,7.74,7.86,, -1970-01-15,,,,8.04,,8.23,8.19,7.74,7.85,, -1970-01-16,,,,8.00,,8.10,8.08,7.64,7.75,, -1970-01-19,,,,7.97,,8.05,8.03,7.62,7.69,, -1970-01-20,,,,8.00,,8.14,8.08,7.68,7.72,, -1970-01-21,,,,8.03,,8.12,8.06,7.68,7.69,, -1970-01-22,,,,8.07,,8.14,8.06,7.68,7.67,, -1970-01-23,,,,8.11,,8.19,8.10,7.73,7.69,, -1970-01-26,,,,8.12,,8.23,8.15,7.75,7.71,, -1970-01-27,,,,8.14,,8.24,8.16,7.76,7.70,, -1970-01-28,,,,8.15,,8.26,8.20,7.79,7.70,, -1970-01-29,,,,8.20,,8.32,8.28,7.90,7.77,, -1970-01-30,,,,8.15,,8.27,8.27,7.90,7.75,, -1970-02-02,,,,8.04,,8.10,8.18,7.82,7.65,, -1970-02-03,,,,7.92,,8.04,8.15,7.78,7.58,, -1970-02-04,,,,7.94,,8.07,8.17,7.76,7.50,, -1970-02-05,,,,7.96,,8.06,8.18,7.77,7.45,, -1970-02-06,,,,7.84,,7.98,8.13,7.71,7.36,, -1970-02-09,,,,7.76,,7.90,8.04,7.64,7.28,, -1970-02-10,,,,7.78,,7.95,8.07,7.68,7.32,, -1970-02-11,,,,7.77,,7.94,8.05,7.68,7.33,, +1970-01-02,,,,8.28,,8.35,8.19,7.63,7.86,6.88, +1970-01-05,,,,8.21,,8.34,8.19,7.64,7.88,6.90, +1970-01-06,,,,8.22,,8.38,8.26,7.74,7.96,6.96, +1970-01-07,,,,8.23,,8.42,8.30,7.82,7.99,6.98, +1970-01-08,,,,8.18,,8.35,8.25,7.78,7.96,6.93, +1970-01-09,,,,8.08,,8.24,8.18,7.72,7.86,6.85, +1970-01-12,,,,8.02,,8.21,8.16,7.70,7.82,6.84, +1970-01-13,,,,7.98,,8.18,8.13,7.69,7.81,6.88, +1970-01-14,,,,7.98,,8.23,8.16,7.74,7.86,6.96, +1970-01-15,,,,8.04,,8.23,8.19,7.74,7.85,6.95, +1970-01-16,,,,8.00,,8.10,8.08,7.64,7.75,6.90, +1970-01-19,,,,7.97,,8.05,8.03,7.62,7.69,6.88, +1970-01-20,,,,8.00,,8.14,8.08,7.68,7.72,6.92, +1970-01-21,,,,8.03,,8.12,8.06,7.68,7.69,6.92, +1970-01-22,,,,8.07,,8.14,8.06,7.68,7.67,6.93, +1970-01-23,,,,8.11,,8.19,8.10,7.73,7.69,6.95, +1970-01-26,,,,8.12,,8.23,8.15,7.75,7.71,6.95, +1970-01-27,,,,8.14,,8.24,8.16,7.76,7.70,6.92, +1970-01-28,,,,8.15,,8.26,8.20,7.79,7.70,6.93, +1970-01-29,,,,8.20,,8.32,8.28,7.90,7.77,6.94, +1970-01-30,,,,8.15,,8.27,8.27,7.90,7.75,6.96, +1970-02-02,,,,8.04,,8.10,8.18,7.82,7.65,6.92, +1970-02-03,,,,7.92,,8.04,8.15,7.78,7.58,6.90, +1970-02-04,,,,7.94,,8.07,8.17,7.76,7.50,6.85, +1970-02-05,,,,7.96,,8.06,8.18,7.77,7.45,6.81, +1970-02-06,,,,7.84,,7.98,8.13,7.71,7.36,6.74, +1970-02-09,,,,7.76,,7.90,8.04,7.64,7.28,6.65, +1970-02-10,,,,7.78,,7.95,8.07,7.68,7.32,6.69, +1970-02-11,,,,7.77,,7.94,8.05,7.68,7.33,6.70, 1970-02-12,,,,,,,,,,, -1970-02-13,,,,7.57,,7.76,7.82,7.49,7.15,, -1970-02-16,,,,7.52,,7.77,7.80,7.49,7.17,, -1970-02-17,,,,7.47,,7.70,7.70,7.44,7.15,, -1970-02-18,,,,7.40,,7.67,7.63,7.39,7.12,, -1970-02-19,,,,7.36,,7.65,7.56,7.34,7.09,, -1970-02-20,,,,7.40,,7.70,7.58,7.36,7.12,, +1970-02-13,,,,7.57,,7.76,7.82,7.49,7.15,6.56, +1970-02-16,,,,7.52,,7.77,7.80,7.49,7.17,6.58, +1970-02-17,,,,7.47,,7.70,7.70,7.44,7.15,6.60, +1970-02-18,,,,7.40,,7.67,7.63,7.39,7.12,6.60, +1970-02-19,,,,7.36,,7.65,7.56,7.34,7.09,6.59, +1970-02-20,,,,7.40,,7.70,7.58,7.36,7.12,6.63, 1970-02-23,,,,,,,,,,, -1970-02-24,,,,7.35,,7.70,7.61,7.38,7.14,, -1970-02-25,,,,7.27,,7.52,7.49,7.27,7.04,, -1970-02-26,,,,7.10,,7.36,7.37,7.15,6.94,, -1970-02-27,,,,7.11,,7.27,7.31,7.10,6.90,, -1970-03-02,,,,7.14,,7.33,7.43,7.16,6.95,, -1970-03-03,,,,7.13,,7.33,7.35,7.18,6.99,, -1970-03-04,,,,7.07,,7.26,7.27,7.12,6.97,, -1970-03-05,,,,7.00,,7.16,7.18,7.09,6.98,, -1970-03-06,,,,6.91,,7.08,7.06,7.00,6.96,, -1970-03-09,,,,6.90,,7.09,7.04,7.01,6.99,, -1970-03-10,,,,6.90,,7.07,7.00,7.02,7.04,, -1970-03-11,,,,6.97,,7.16,7.11,7.11,7.11,, -1970-03-12,,,,7.03,,7.22,7.16,7.17,7.16,, -1970-03-13,,,,7.10,,7.30,7.30,7.25,7.23,, -1970-03-16,,,,7.06,,7.27,7.30,7.27,7.24,, -1970-03-17,,,,7.13,,7.41,7.48,7.40,7.36,, -1970-03-18,,,,7.10,,7.32,7.41,7.34,7.28,, -1970-03-19,,,,6.93,,7.02,7.22,7.13,7.07,, -1970-03-20,,,,6.92,,7.12,7.22,7.10,7.06,, -1970-03-23,,,,6.83,,7.06,7.17,7.07,7.05,, -1970-03-24,,,,6.77,,6.95,7.08,7.02,7.02,, -1970-03-25,,,,6.73,,6.87,7.05,6.98,6.96,, -1970-03-26,,,,6.81,,6.97,7.12,7.04,6.98,, +1970-02-24,,,,7.35,,7.70,7.61,7.38,7.14,6.61, +1970-02-25,,,,7.27,,7.52,7.49,7.27,7.04,6.58, +1970-02-26,,,,7.10,,7.36,7.37,7.15,6.94,6.55, +1970-02-27,,,,7.11,,7.27,7.31,7.10,6.90,6.55, +1970-03-02,,,,7.14,,7.33,7.43,7.16,6.95,6.59, +1970-03-03,,,,7.13,,7.33,7.35,7.18,6.99,6.59, +1970-03-04,,,,7.07,,7.26,7.27,7.12,6.97,6.59, +1970-03-05,,,,7.00,,7.16,7.18,7.09,6.98,6.63, +1970-03-06,,,,6.91,,7.08,7.06,7.00,6.96,6.62, +1970-03-09,,,,6.90,,7.09,7.04,7.01,6.99,6.65, +1970-03-10,,,,6.90,,7.07,7.00,7.02,7.04,6.71, +1970-03-11,,,,6.97,,7.16,7.11,7.11,7.11,6.78, +1970-03-12,,,,7.03,,7.22,7.16,7.17,7.16,6.83, +1970-03-13,,,,7.10,,7.30,7.30,7.25,7.23,6.89, +1970-03-16,,,,7.06,,7.27,7.30,7.27,7.24,6.92, +1970-03-17,,,,7.13,,7.41,7.48,7.40,7.36,6.97, +1970-03-18,,,,7.10,,7.32,7.41,7.34,7.28,6.92, +1970-03-19,,,,6.93,,7.02,7.22,7.13,7.07,6.72, +1970-03-20,,,,6.92,,7.12,7.22,7.10,7.06,6.74, +1970-03-23,,,,6.83,,7.06,7.17,7.07,7.05,6.73, +1970-03-24,,,,6.77,,6.95,7.08,7.02,7.02,6.69, +1970-03-25,,,,6.73,,6.87,7.05,6.98,6.96,6.62, +1970-03-26,,,,6.81,,6.97,7.12,7.04,6.98,6.60, 1970-03-27,,,,,,,,,,, -1970-03-30,,,,6.95,,7.11,7.22,7.13,7.05,, -1970-03-31,,,,6.90,,7.13,7.24,7.16,7.08,, -1970-04-01,,,,6.82,,7.03,7.18,7.09,7.04,, -1970-04-02,,,,6.81,,7.09,7.24,7.15,7.08,, -1970-04-03,,,,6.82,,7.14,7.31,7.20,7.14,, -1970-04-06,,,,6.84,,7.21,7.38,7.26,7.17,, -1970-04-07,,,,6.84,,7.17,7.35,7.26,7.18,, -1970-04-08,,,,6.82,,7.13,7.30,7.22,7.17,, -1970-04-09,,,,6.80,,7.12,7.29,7.22,7.18,, -1970-04-10,,,,6.75,,7.13,7.29,7.22,7.17,, -1970-04-13,,,,6.77,,7.21,7.36,7.27,7.20,, -1970-04-14,,,,6.81,,7.23,7.36,7.28,7.22,, -1970-04-15,,,,6.86,,7.31,7.42,7.33,7.27,, -1970-04-16,,,,6.94,,7.42,7.49,7.41,7.34,, -1970-04-17,,,,6.96,,7.44,7.49,7.43,7.40,, -1970-04-20,,,,6.99,,7.46,7.49,7.46,7.44,, -1970-04-21,,,,7.05,,7.51,7.57,7.51,7.50,, -1970-04-22,,,,7.10,,7.57,7.66,7.63,7.61,, -1970-04-23,,,,7.20,,7.58,7.66,7.65,7.64,, -1970-04-24,,,,7.56,,7.71,7.79,7.77,7.72,, -1970-04-27,,,,7.61,,7.74,7.80,7.84,7.74,, -1970-04-28,,,,7.58,,7.75,7.82,7.85,7.79,, -1970-04-29,,,,7.56,,7.74,7.83,7.85,7.78,, -1970-04-30,,,,7.72,,7.89,7.95,7.93,7.82,, -1970-05-01,,,,7.76,,7.91,7.98,7.95,7.85,, -1970-05-04,,,,7.84,,7.98,8.05,8.00,7.94,, -1970-05-05,,,,7.77,,7.96,8.02,7.98,7.92,, -1970-05-06,,,,7.69,,7.92,8.01,7.95,7.86,, -1970-05-07,,,,7.62,,7.85,7.94,7.89,7.82,, -1970-05-08,,,,7.68,,7.82,7.88,7.83,7.78,, -1970-05-11,,,,7.80,,7.94,7.97,7.89,7.82,, -1970-05-12,,,,7.79,,7.94,7.97,7.91,7.84,, -1970-05-13,,,,7.77,,7.94,7.98,7.91,7.85,, -1970-05-14,,,,7.78,,7.96,8.01,7.93,7.86,, -1970-05-15,,,,7.75,,7.92,7.96,7.89,7.83,, -1970-05-18,,,,7.71,,7.91,7.93,7.86,7.80,, -1970-05-19,,,,7.69,,7.89,7.92,7.85,7.80,, -1970-05-20,,,,7.70,,7.93,7.98,7.91,7.85,, -1970-05-21,,,,7.72,,7.95,8.00,7.94,7.90,, -1970-05-22,,,,7.79,,8.00,8.02,8.01,7.99,, -1970-05-25,,,,7.94,,8.11,8.08,8.12,8.15,, -1970-05-26,,,,7.88,,8.09,8.04,8.12,8.22,, -1970-05-27,,,,7.76,,7.93,7.92,7.93,8.02,, -1970-05-28,,,,7.68,,7.88,7.86,7.87,7.98,, -1970-05-29,,,,7.65,,7.84,7.83,7.82,7.95,, -1970-06-01,,,,7.55,,7.70,7.73,7.73,7.84,, -1970-06-02,,,,7.57,,7.71,7.74,7.72,7.78,, -1970-06-03,,,,7.57,,7.70,7.74,7.72,7.76,, -1970-06-04,,,,7.57,,7.73,7.76,7.76,7.80,, -1970-06-05,,,,7.60,,7.86,7.88,7.88,7.88,, -1970-06-08,,,,7.58,,7.81,7.87,7.87,7.89,, -1970-06-09,,,,7.58,,7.80,7.83,7.85,7.88,, -1970-06-10,,,,7.56,,7.79,7.82,7.82,7.87,, -1970-06-11,,,,7.57,,7.84,7.89,7.88,7.92,, -1970-06-12,,,,7.60,,7.94,7.98,7.96,7.98,, -1970-06-15,,,,7.62,,7.94,7.98,7.96,7.98,, -1970-06-16,,,,7.60,,7.87,7.90,7.88,7.87,, -1970-06-17,,,,7.60,,7.93,7.96,7.94,7.90,, -1970-06-18,,,,7.59,,7.94,7.96,7.93,7.90,, -1970-06-19,,,,7.60,,7.94,7.94,7.92,7.90,, -1970-06-22,,,,7.55,,7.90,7.88,7.87,7.86,, -1970-06-23,,,,7.49,,7.85,7.84,7.83,7.79,, -1970-06-24,,,,7.52,,7.86,7.84,7.81,7.74,, -1970-06-25,,,,7.48,,7.83,7.83,7.79,7.76,, -1970-06-26,,,,7.44,,7.84,7.84,7.81,7.78,, -1970-06-29,,,,7.42,,7.82,7.80,7.78,7.76,, -1970-06-30,,,,7.40,,7.77,7.77,7.76,7.68,, -1970-07-01,,,,7.35,,7.69,7.69,7.72,7.64,, -1970-07-02,,,,7.26,,7.58,7.62,7.66,7.55,, +1970-03-30,,,,6.95,,7.11,7.22,7.13,7.05,6.67, +1970-03-31,,,,6.90,,7.13,7.24,7.16,7.08,6.68, +1970-04-01,,,,6.82,,7.03,7.18,7.09,7.04,6.63, +1970-04-02,,,,6.81,,7.09,7.24,7.15,7.08,6.63, +1970-04-03,,,,6.82,,7.14,7.31,7.20,7.14,6.65, +1970-04-06,,,,6.84,,7.21,7.38,7.26,7.17,6.69, +1970-04-07,,,,6.84,,7.17,7.35,7.26,7.18,6.70, +1970-04-08,,,,6.82,,7.13,7.30,7.22,7.17,6.71, +1970-04-09,,,,6.80,,7.12,7.29,7.22,7.18,6.72, +1970-04-10,,,,6.75,,7.13,7.29,7.22,7.17,6.70, +1970-04-13,,,,6.77,,7.21,7.36,7.27,7.20,6.71, +1970-04-14,,,,6.81,,7.23,7.36,7.28,7.22,6.73, +1970-04-15,,,,6.86,,7.31,7.42,7.33,7.27,6.77, +1970-04-16,,,,6.94,,7.42,7.49,7.41,7.34,6.83, +1970-04-17,,,,6.96,,7.44,7.49,7.43,7.40,6.90, +1970-04-20,,,,6.99,,7.46,7.49,7.46,7.44,6.93, +1970-04-21,,,,7.05,,7.51,7.57,7.51,7.50,6.94, +1970-04-22,,,,7.10,,7.57,7.66,7.63,7.61,7.03, +1970-04-23,,,,7.20,,7.58,7.66,7.65,7.64,7.05, +1970-04-24,,,,7.56,,7.71,7.79,7.77,7.72,7.08, +1970-04-27,,,,7.61,,7.74,7.80,7.84,7.74,7.10, +1970-04-28,,,,7.58,,7.75,7.82,7.85,7.79,7.09, +1970-04-29,,,,7.56,,7.74,7.83,7.85,7.78,7.06, +1970-04-30,,,,7.72,,7.89,7.95,7.93,7.82,7.07, +1970-05-01,,,,7.76,,7.91,7.98,7.95,7.85,7.09, +1970-05-04,,,,7.84,,7.98,8.05,8.00,7.94,7.21, +1970-05-05,,,,7.77,,7.96,8.02,7.98,7.92,7.21, +1970-05-06,,,,7.69,,7.92,8.01,7.95,7.86,7.14, +1970-05-07,,,,7.62,,7.85,7.94,7.89,7.82,7.12, +1970-05-08,,,,7.68,,7.82,7.88,7.83,7.78,7.08, +1970-05-11,,,,7.80,,7.94,7.97,7.89,7.82,7.11, +1970-05-12,,,,7.79,,7.94,7.97,7.91,7.84,7.13, +1970-05-13,,,,7.77,,7.94,7.98,7.91,7.85,7.13, +1970-05-14,,,,7.78,,7.96,8.01,7.93,7.86,7.14, +1970-05-15,,,,7.75,,7.92,7.96,7.89,7.83,7.11, +1970-05-18,,,,7.71,,7.91,7.93,7.86,7.80,7.10, +1970-05-19,,,,7.69,,7.89,7.92,7.85,7.80,7.10, +1970-05-20,,,,7.70,,7.93,7.98,7.91,7.85,7.14, +1970-05-21,,,,7.72,,7.95,8.00,7.94,7.90,7.22, +1970-05-22,,,,7.79,,8.00,8.02,8.01,7.99,7.31, +1970-05-25,,,,7.94,,8.11,8.08,8.12,8.15,7.52, +1970-05-26,,,,7.88,,8.09,8.04,8.12,8.22,7.73, +1970-05-27,,,,7.76,,7.93,7.92,7.93,8.02,7.55, +1970-05-28,,,,7.68,,7.88,7.86,7.87,7.98,7.49, +1970-05-29,,,,7.65,,7.84,7.83,7.82,7.95,7.46, +1970-06-01,,,,7.55,,7.70,7.73,7.73,7.84,7.37, +1970-06-02,,,,7.57,,7.71,7.74,7.72,7.78,7.29, +1970-06-03,,,,7.57,,7.70,7.74,7.72,7.76,7.29, +1970-06-04,,,,7.57,,7.73,7.76,7.76,7.80,7.31, +1970-06-05,,,,7.60,,7.86,7.88,7.88,7.88,7.38, +1970-06-08,,,,7.58,,7.81,7.87,7.87,7.89,7.42, +1970-06-09,,,,7.58,,7.80,7.83,7.85,7.88,7.39, +1970-06-10,,,,7.56,,7.79,7.82,7.82,7.87,7.40, +1970-06-11,,,,7.57,,7.84,7.89,7.88,7.92,7.44, +1970-06-12,,,,7.60,,7.94,7.98,7.96,7.98,7.50, +1970-06-15,,,,7.62,,7.94,7.98,7.96,7.98,7.51, +1970-06-16,,,,7.60,,7.87,7.90,7.88,7.87,7.36, +1970-06-17,,,,7.60,,7.93,7.96,7.94,7.90,7.39, +1970-06-18,,,,7.59,,7.94,7.96,7.93,7.90,7.38, +1970-06-19,,,,7.60,,7.94,7.94,7.92,7.90,7.39, +1970-06-22,,,,7.55,,7.90,7.88,7.87,7.86,7.36, +1970-06-23,,,,7.49,,7.85,7.84,7.83,7.79,7.26, +1970-06-24,,,,7.52,,7.86,7.84,7.81,7.74,7.22, +1970-06-25,,,,7.48,,7.83,7.83,7.79,7.76,7.25, +1970-06-26,,,,7.44,,7.84,7.84,7.81,7.78,7.27, +1970-06-29,,,,7.42,,7.82,7.80,7.78,7.76,7.24, +1970-06-30,,,,7.40,,7.77,7.77,7.76,7.68,7.11, +1970-07-01,,,,7.35,,7.69,7.69,7.72,7.64,7.06, +1970-07-02,,,,7.26,,7.58,7.62,7.66,7.55,6.97, 1970-07-03,,,,,,,,,,, -1970-07-06,,,,7.26,,7.58,7.62,7.64,7.49,, -1970-07-07,,,,7.26,,7.56,7.63,7.63,7.46,, -1970-07-08,,,,7.27,,7.59,7.65,7.65,7.49,, -1970-07-09,,,,7.20,,7.60,7.64,7.65,7.49,, -1970-07-10,,,,7.14,,7.60,7.64,7.68,7.54,, -1970-07-13,,,,7.12,,7.59,7.62,7.67,7.55,, -1970-07-14,,,,7.06,,7.57,7.59,7.65,7.53,, -1970-07-15,,,,7.04,,7.53,7.54,7.60,7.49,, -1970-07-16,,,,7.02,,7.49,7.48,7.57,7.46,, -1970-07-17,,,,7.04,,7.54,7.52,7.59,7.45,, -1970-07-20,,,,7.07,,7.60,7.59,7.62,7.46,, -1970-07-21,,,,7.05,,7.58,7.58,7.61,7.45,, -1970-07-22,,,,7.03,,7.55,7.56,7.59,7.43,, -1970-07-23,,,,6.96,,7.45,7.47,7.48,7.32,, -1970-07-24,,,,6.99,,7.49,7.54,7.53,7.34,, -1970-07-27,,,,7.03,,7.53,7.59,7.57,7.36,, -1970-07-28,,,,7.04,,7.56,7.62,7.61,7.41,, -1970-07-29,,,,7.04,,7.55,7.61,7.60,7.39,, -1970-07-30,,,,7.02,,7.55,7.59,7.57,7.38,, -1970-07-31,,,,7.00,,7.51,7.58,7.57,7.38,, -1970-08-03,,,,7.01,,7.52,7.60,7.58,7.39,, -1970-08-04,,,,7.04,,7.54,7.62,7.59,7.40,, -1970-08-05,,,,7.08,,7.55,7.62,7.60,7.42,, -1970-08-06,,,,7.10,,7.54,7.62,7.61,7.43,, -1970-08-07,,,,7.13,,7.55,7.63,7.62,7.45,, -1970-08-10,,,,7.19,,7.59,7.69,7.66,7.50,, -1970-08-11,,,,7.17,,7.58,7.67,7.65,7.54,, -1970-08-12,,,,7.17,,7.56,7.64,7.65,7.56,, -1970-08-13,,,,7.15,,7.54,7.62,7.65,7.58,, -1970-08-14,,,,7.15,,7.56,7.66,7.69,7.67,, -1970-08-17,,,,7.16,,7.56,7.68,7.71,7.71,, -1970-08-18,,,,7.10,,7.52,7.65,7.68,7.68,, -1970-08-19,,,,7.02,,7.46,7.59,7.64,7.65,, -1970-08-20,,,,6.98,,7.44,7.57,7.62,7.64,, -1970-08-21,,,,6.86,,7.39,7.53,7.58,7.60,, -1970-08-24,,,,6.64,,7.27,7.44,7.48,7.48,, -1970-08-25,,,,6.66,,7.27,7.42,7.47,7.46,, -1970-08-26,,,,6.67,,7.28,7.42,7.46,7.45,, -1970-08-27,,,,6.75,,7.33,7.45,7.50,7.48,, -1970-08-28,,,,6.81,,7.34,7.45,7.51,7.49,, -1970-08-31,,,,6.84,,7.36,7.45,7.51,7.49,, -1970-09-01,,,,6.84,,7.36,7.43,7.50,7.47,, -1970-09-02,,,,6.82,,7.34,7.43,7.50,7.48,, -1970-09-03,,,,6.84,,7.33,7.42,7.50,7.48,, -1970-09-04,,,,6.80,,7.26,7.37,7.47,7.47,, +1970-07-06,,,,7.26,,7.58,7.62,7.64,7.49,6.88, +1970-07-07,,,,7.26,,7.56,7.63,7.63,7.46,6.84, +1970-07-08,,,,7.27,,7.59,7.65,7.65,7.49,6.90, +1970-07-09,,,,7.20,,7.60,7.64,7.65,7.49,6.93, +1970-07-10,,,,7.14,,7.60,7.64,7.68,7.54,6.99, +1970-07-13,,,,7.12,,7.59,7.62,7.67,7.55,6.99, +1970-07-14,,,,7.06,,7.57,7.59,7.65,7.53,6.97, +1970-07-15,,,,7.04,,7.53,7.54,7.60,7.49,6.96, +1970-07-16,,,,7.02,,7.49,7.48,7.57,7.46,6.94, +1970-07-17,,,,7.04,,7.54,7.52,7.59,7.45,6.93, +1970-07-20,,,,7.07,,7.60,7.59,7.62,7.46,6.94, +1970-07-21,,,,7.05,,7.58,7.58,7.61,7.45,6.95, +1970-07-22,,,,7.03,,7.55,7.56,7.59,7.43,6.94, +1970-07-23,,,,6.96,,7.45,7.47,7.48,7.32,6.81, +1970-07-24,,,,6.99,,7.49,7.54,7.53,7.34,6.83, +1970-07-27,,,,7.03,,7.53,7.59,7.57,7.36,6.84, +1970-07-28,,,,7.04,,7.56,7.62,7.61,7.41,6.92, +1970-07-29,,,,7.04,,7.55,7.61,7.60,7.39,6.91, +1970-07-30,,,,7.02,,7.55,7.59,7.57,7.38,6.91, +1970-07-31,,,,7.00,,7.51,7.58,7.57,7.38,6.91, +1970-08-03,,,,7.01,,7.52,7.60,7.58,7.39,6.92, +1970-08-04,,,,7.04,,7.54,7.62,7.59,7.40,6.93, +1970-08-05,,,,7.08,,7.55,7.62,7.60,7.42,6.97, +1970-08-06,,,,7.10,,7.54,7.62,7.61,7.43,6.98, +1970-08-07,,,,7.13,,7.55,7.63,7.62,7.45,7.00, +1970-08-10,,,,7.19,,7.59,7.69,7.66,7.50,7.04, +1970-08-11,,,,7.17,,7.58,7.67,7.65,7.54,7.08, +1970-08-12,,,,7.17,,7.56,7.64,7.65,7.56,7.11, +1970-08-13,,,,7.15,,7.54,7.62,7.65,7.58,7.12, +1970-08-14,,,,7.15,,7.56,7.66,7.69,7.67,7.22, +1970-08-17,,,,7.16,,7.56,7.68,7.71,7.71,7.28, +1970-08-18,,,,7.10,,7.52,7.65,7.68,7.68,7.25, +1970-08-19,,,,7.02,,7.46,7.59,7.64,7.65,7.23, +1970-08-20,,,,6.98,,7.44,7.57,7.62,7.64,7.23, +1970-08-21,,,,6.86,,7.39,7.53,7.58,7.60,7.17, +1970-08-24,,,,6.64,,7.27,7.44,7.48,7.48,7.02, +1970-08-25,,,,6.66,,7.27,7.42,7.47,7.46,7.00, +1970-08-26,,,,6.67,,7.28,7.42,7.46,7.45,7.00, +1970-08-27,,,,6.75,,7.33,7.45,7.50,7.48,7.01, +1970-08-28,,,,6.81,,7.34,7.45,7.51,7.49,7.01, +1970-08-31,,,,6.84,,7.36,7.45,7.51,7.49,7.00, +1970-09-01,,,,6.84,,7.36,7.43,7.50,7.47,6.98, +1970-09-02,,,,6.82,,7.34,7.43,7.50,7.48,6.97, +1970-09-03,,,,6.84,,7.33,7.42,7.50,7.48,6.97, +1970-09-04,,,,6.80,,7.26,7.37,7.47,7.47,6.97, 1970-09-07,,,,,,,,,,, -1970-09-08,,,,6.84,,7.29,7.40,7.50,7.50,, -1970-09-09,,,,6.86,,7.32,7.44,7.55,7.54,, -1970-09-10,,,,6.89,,7.29,7.43,7.53,7.52,, -1970-09-11,,,,6.86,,7.25,7.40,7.51,7.50,, -1970-09-14,,,,6.85,,7.22,7.38,7.49,7.48,, -1970-09-15,,,,6.83,,7.20,7.37,7.47,7.46,, -1970-09-16,,,,6.79,,7.12,7.31,7.41,7.40,, -1970-09-17,,,,6.72,,7.01,7.24,7.34,7.32,, -1970-09-18,,,,6.72,,7.01,7.24,7.34,7.31,, -1970-09-21,,,,6.67,,6.96,7.22,7.32,7.29,, -1970-09-22,,,,6.59,,6.92,7.19,7.30,7.28,, -1970-09-23,,,,6.44,,6.81,7.10,7.24,7.24,, -1970-09-24,,,,6.50,,6.88,7.13,7.27,7.26,, -1970-09-25,,,,6.55,,6.91,7.14,7.29,7.28,, -1970-09-28,,,,6.65,,6.99,7.19,7.32,7.31,, -1970-09-29,,,,6.63,,6.97,7.18,7.32,7.30,, -1970-09-30,,,,6.58,,6.97,7.18,7.32,7.29,, -1970-10-01,,,,6.58,,6.97,7.19,7.32,7.29,, -1970-10-02,,,,6.58,,6.96,7.17,7.30,7.26,, -1970-10-05,,,,6.54,,6.98,7.15,7.30,7.26,, -1970-10-06,,,,6.50,,6.93,7.09,7.28,7.24,, -1970-10-07,,,,6.53,,6.91,7.07,7.26,7.23,, -1970-10-08,,,,6.55,,6.95,7.10,7.28,7.25,, -1970-10-09,,,,6.50,,6.92,7.07,7.28,7.25,, +1970-09-08,,,,6.84,,7.29,7.40,7.50,7.50,6.97, +1970-09-09,,,,6.86,,7.32,7.44,7.55,7.54,7.00, +1970-09-10,,,,6.89,,7.29,7.43,7.53,7.52,7.00, +1970-09-11,,,,6.86,,7.25,7.40,7.51,7.50,6.97, +1970-09-14,,,,6.85,,7.22,7.38,7.49,7.48,6.96, +1970-09-15,,,,6.83,,7.20,7.37,7.47,7.46,6.94, +1970-09-16,,,,6.79,,7.12,7.31,7.41,7.40,6.89, +1970-09-17,,,,6.72,,7.01,7.24,7.34,7.32,6.81, +1970-09-18,,,,6.72,,7.01,7.24,7.34,7.31,6.79, +1970-09-21,,,,6.67,,6.96,7.22,7.32,7.29,6.78, +1970-09-22,,,,6.59,,6.92,7.19,7.30,7.28,6.77, +1970-09-23,,,,6.44,,6.81,7.10,7.24,7.24,6.76, +1970-09-24,,,,6.50,,6.88,7.13,7.27,7.26,6.78, +1970-09-25,,,,6.55,,6.91,7.14,7.29,7.28,6.78, +1970-09-28,,,,6.65,,6.99,7.19,7.32,7.31,6.82, +1970-09-29,,,,6.63,,6.97,7.18,7.32,7.30,6.80, +1970-09-30,,,,6.58,,6.97,7.18,7.32,7.29,6.81, +1970-10-01,,,,6.58,,6.97,7.19,7.32,7.29,6.82, +1970-10-02,,,,6.58,,6.96,7.17,7.30,7.26,6.79, +1970-10-05,,,,6.54,,6.98,7.15,7.30,7.26,6.79, +1970-10-06,,,,6.50,,6.93,7.09,7.28,7.24,6.78, +1970-10-07,,,,6.53,,6.91,7.07,7.26,7.23,6.78, +1970-10-08,,,,6.55,,6.95,7.10,7.28,7.25,6.79, +1970-10-09,,,,6.50,,6.92,7.07,7.28,7.25,6.81, 1970-10-12,,,,,,,,,,, -1970-10-13,,,,6.48,,6.91,7.07,7.28,7.25,, -1970-10-14,,,,6.42,,6.92,7.08,7.32,7.30,, -1970-10-15,,,,6.40,,6.95,7.10,7.33,7.30,, -1970-10-16,,,,6.43,,6.96,7.11,7.35,7.31,, -1970-10-19,,,,6.46,,7.04,7.16,7.38,7.35,, -1970-10-20,,,,6.42,,7.02,7.14,7.38,7.37,, -1970-10-21,,,,6.42,,7.02,7.15,7.42,7.42,, -1970-10-22,,,,6.37,,7.04,7.18,7.43,7.46,, -1970-10-23,,,,6.27,,7.02,7.17,7.40,7.44,, -1970-10-26,,,,6.31,,7.01,7.17,7.38,7.44,, -1970-10-27,,,,6.32,,6.95,7.11,7.34,7.42,, -1970-10-28,,,,6.29,,6.92,7.07,7.30,7.38,, -1970-10-29,,,,6.29,,6.85,7.03,7.21,7.31,, -1970-10-30,,,,6.29,,6.85,7.04,7.22,7.33,, -1970-11-02,,,,6.18,,6.77,6.95,7.14,7.24,, +1970-10-13,,,,6.48,,6.91,7.07,7.28,7.25,6.81, +1970-10-14,,,,6.42,,6.92,7.08,7.32,7.30,6.86, +1970-10-15,,,,6.40,,6.95,7.10,7.33,7.30,6.85, +1970-10-16,,,,6.43,,6.96,7.11,7.35,7.31,6.87, +1970-10-19,,,,6.46,,7.04,7.16,7.38,7.35,6.90, +1970-10-20,,,,6.42,,7.02,7.14,7.38,7.37,6.91, +1970-10-21,,,,6.42,,7.02,7.15,7.42,7.42,6.95, +1970-10-22,,,,6.37,,7.04,7.18,7.43,7.46,6.98, +1970-10-23,,,,6.27,,7.02,7.17,7.40,7.44,6.98, +1970-10-26,,,,6.31,,7.01,7.17,7.38,7.44,7.00, +1970-10-27,,,,6.32,,6.95,7.11,7.34,7.42,7.00, +1970-10-28,,,,6.29,,6.92,7.07,7.30,7.38,6.97, +1970-10-29,,,,6.29,,6.85,7.03,7.21,7.31,6.88, +1970-10-30,,,,6.29,,6.85,7.04,7.22,7.33,6.90, +1970-11-02,,,,6.18,,6.77,6.95,7.14,7.24,6.80, 1970-11-03,,,,,,,,,,, -1970-11-04,,,,6.17,,6.77,6.96,7.15,7.23,, -1970-11-05,,,,6.07,,6.67,6.89,7.12,7.20,, -1970-11-06,,,,6.00,,6.64,6.86,7.07,7.15,, -1970-11-09,,,,5.92,,6.55,6.73,6.99,7.06,, -1970-11-10,,,,5.93,,6.61,6.76,7.02,7.06,, +1970-11-04,,,,6.17,,6.77,6.96,7.15,7.23,6.79, +1970-11-05,,,,6.07,,6.67,6.89,7.12,7.20,6.79, +1970-11-06,,,,6.00,,6.64,6.86,7.07,7.15,6.76, +1970-11-09,,,,5.92,,6.55,6.73,6.99,7.06,6.71, +1970-11-10,,,,5.93,,6.61,6.76,7.02,7.06,6.70, 1970-11-11,,,,,,,,,,, -1970-11-12,,,,5.87,,6.61,6.75,6.99,7.03,, -1970-11-13,,,,5.74,,6.50,6.69,6.96,7.00,, -1970-11-16,,,,5.54,,6.41,6.63,6.89,6.96,, -1970-11-17,,,,5.42,,6.31,6.58,6.84,6.93,, -1970-11-18,,,,5.20,,6.16,6.43,6.76,6.86,, -1970-11-19,,,,5.12,,6.00,6.29,6.62,6.72,, -1970-11-20,,,,5.01,,5.80,6.01,6.38,6.48,, -1970-11-23,,,,4.93,,5.68,5.91,6.24,6.32,, -1970-11-24,,,,5.01,,5.80,6.06,6.37,6.45,, -1970-11-25,,,,5.01,,5.73,5.97,6.36,6.48,, +1970-11-12,,,,5.87,,6.61,6.75,6.99,7.03,6.63, +1970-11-13,,,,5.74,,6.50,6.69,6.96,7.00,6.67, +1970-11-16,,,,5.54,,6.41,6.63,6.89,6.96,6.68, +1970-11-17,,,,5.42,,6.31,6.58,6.84,6.93,6.68, +1970-11-18,,,,5.20,,6.16,6.43,6.76,6.86,6.64, +1970-11-19,,,,5.12,,6.00,6.29,6.62,6.72,6.53, +1970-11-20,,,,5.01,,5.80,6.01,6.38,6.48,6.35, +1970-11-23,,,,4.93,,5.68,5.91,6.24,6.32,6.21, +1970-11-24,,,,5.01,,5.80,6.06,6.37,6.45,6.32, +1970-11-25,,,,5.01,,5.73,5.97,6.36,6.48,6.38, 1970-11-26,,,,,,,,,,, -1970-11-27,,,,5.03,,5.72,5.97,6.37,6.48,, -1970-11-30,,,,5.06,,5.72,5.99,6.38,6.49,, -1970-12-01,,,,5.07,,5.72,6.00,6.37,6.48,, -1970-12-02,,,,5.05,,5.70,5.95,6.30,6.41,, -1970-12-03,,,,5.02,,5.61,5.88,6.19,6.31,, -1970-12-04,,,,5.01,,5.60,5.85,6.10,6.21,, -1970-12-07,,,,5.05,,5.63,5.89,6.15,6.27,, -1970-12-08,,,,5.10,,5.67,5.92,6.17,6.29,, -1970-12-09,,,,5.14,,5.72,5.97,6.21,6.34,, -1970-12-10,,,,5.12,,5.73,5.95,6.20,6.34,, -1970-12-11,,,,5.06,,5.70,5.89,6.16,6.31,, -1970-12-14,,,,4.98,,5.69,5.87,6.13,6.26,, -1970-12-15,,,,4.96,,5.74,5.90,6.17,6.29,, -1970-12-16,,,,4.97,,5.73,5.90,6.16,6.29,, -1970-12-17,,,,4.92,,5.72,5.90,6.17,6.30,, -1970-12-18,,,,4.86,,5.76,5.94,6.21,6.33,, -1970-12-21,,,,4.92,,5.85,6.02,6.30,6.45,, -1970-12-22,,,,4.98,,5.89,6.07,6.35,6.52,, -1970-12-23,,,,4.97,,5.89,6.05,6.35,6.57,, -1970-12-24,,,,4.94,,5.80,5.98,6.27,6.53,, +1970-11-27,,,,5.03,,5.72,5.97,6.37,6.48,6.38, +1970-11-30,,,,5.06,,5.72,5.99,6.38,6.49,6.39, +1970-12-01,,,,5.07,,5.72,6.00,6.37,6.48,6.36, +1970-12-02,,,,5.05,,5.70,5.95,6.30,6.41,6.28, +1970-12-03,,,,5.02,,5.61,5.88,6.19,6.31,6.21, +1970-12-04,,,,5.01,,5.60,5.85,6.10,6.21,6.16, +1970-12-07,,,,5.05,,5.63,5.89,6.15,6.27,6.22, +1970-12-08,,,,5.10,,5.67,5.92,6.17,6.29,6.22, +1970-12-09,,,,5.14,,5.72,5.97,6.21,6.34,6.25, +1970-12-10,,,,5.12,,5.73,5.95,6.20,6.34,6.25, +1970-12-11,,,,5.06,,5.70,5.89,6.16,6.31,6.21, +1970-12-14,,,,4.98,,5.69,5.87,6.13,6.26,6.16, +1970-12-15,,,,4.96,,5.74,5.90,6.17,6.29,6.17, +1970-12-16,,,,4.97,,5.73,5.90,6.16,6.29,6.15, +1970-12-17,,,,4.92,,5.72,5.90,6.17,6.30,6.16, +1970-12-18,,,,4.86,,5.76,5.94,6.21,6.33,6.19, +1970-12-21,,,,4.92,,5.85,6.02,6.30,6.45,6.28, +1970-12-22,,,,4.98,,5.89,6.07,6.35,6.52,6.33, +1970-12-23,,,,4.97,,5.89,6.05,6.35,6.57,6.37, +1970-12-24,,,,4.94,,5.80,5.98,6.27,6.53,6.37, 1970-12-25,,,,,,,,,,, -1970-12-28,,,,4.94,,5.80,6.00,6.28,6.54,, -1970-12-29,,,,4.97,,5.85,6.03,6.30,6.56,, -1970-12-30,,,,4.98,,5.83,5.98,6.26,6.51,, -1970-12-31,,,,4.94,,5.84,5.98,6.25,6.50,, +1970-12-28,,,,4.94,,5.80,6.00,6.28,6.54,6.40, +1970-12-29,,,,4.97,,5.85,6.03,6.30,6.56,6.45, +1970-12-30,,,,4.98,,5.83,5.98,6.26,6.51,6.44, +1970-12-31,,,,4.94,,5.84,5.98,6.25,6.50,6.45, 1971-01-01,,,,,,,,,,, -1971-01-04,,,,4.92,,5.86,5.98,6.27,6.46,, -1971-01-05,,,,4.95,,5.93,6.04,6.33,6.47,, -1971-01-06,,,,5.03,,5.95,6.06,6.33,6.47,, -1971-01-07,,,,5.00,,5.94,6.06,6.33,6.45,, -1971-01-08,,,,4.98,,5.92,6.06,6.33,6.44,, -1971-01-11,,,,4.84,,5.84,6.01,6.28,6.39,, -1971-01-12,,,,4.76,,5.79,5.98,6.24,6.35,, -1971-01-13,,,,4.70,,5.71,5.91,6.19,6.29,, -1971-01-14,,,,4.56,,5.59,5.85,6.13,6.22,, -1971-01-15,,,,4.54,,5.59,5.84,6.14,6.22,, -1971-01-18,,,,4.50,,5.55,5.86,6.10,6.16,, -1971-01-19,,,,4.42,,5.54,5.86,6.11,6.17,, -1971-01-20,,,,4.32,,5.49,5.82,6.10,6.15,, -1971-01-21,,,,4.26,,5.33,5.75,6.03,6.09,, -1971-01-22,,,,4.25,,5.32,5.77,6.03,6.06,, -1971-01-25,,,,4.25,,5.34,5.76,6.03,6.05,, -1971-01-26,,,,4.28,,5.36,5.80,6.06,6.07,, -1971-01-27,,,,4.30,,5.38,5.79,6.07,6.09,, -1971-01-28,,,,4.26,,5.34,5.78,6.06,6.08,, -1971-01-29,,,,4.23,,5.34,5.78,6.07,6.09,, -1971-02-01,,,,4.22,,5.35,5.79,6.08,6.09,, -1971-02-02,,,,4.20,,5.34,5.77,6.08,6.11,, -1971-02-03,,,,4.19,,5.34,5.78,6.08,6.11,, -1971-02-04,,,,4.14,,5.28,5.74,6.08,6.10,, -1971-02-05,,,,4.09,,5.25,5.72,6.07,6.10,, -1971-02-08,,,,4.06,,5.22,5.69,6.05,6.09,, -1971-02-09,,,,3.97,,5.14,5.62,6.02,6.07,, -1971-02-10,,,,3.95,,5.15,5.64,6.02,6.08,, -1971-02-11,,,,3.87,,5.11,5.61,6.00,6.08,, +1971-01-04,,,,4.92,,5.86,5.98,6.27,6.46,6.39, +1971-01-05,,,,4.95,,5.93,6.04,6.33,6.47,6.38, +1971-01-06,,,,5.03,,5.95,6.06,6.33,6.47,6.37, +1971-01-07,,,,5.00,,5.94,6.06,6.33,6.45,6.33, +1971-01-08,,,,4.98,,5.92,6.06,6.33,6.44,6.31, +1971-01-11,,,,4.84,,5.84,6.01,6.28,6.39,6.28, +1971-01-12,,,,4.76,,5.79,5.98,6.24,6.35,6.25, +1971-01-13,,,,4.70,,5.71,5.91,6.19,6.29,6.22, +1971-01-14,,,,4.56,,5.59,5.85,6.13,6.22,6.16, +1971-01-15,,,,4.54,,5.59,5.84,6.14,6.22,6.16, +1971-01-18,,,,4.50,,5.55,5.86,6.10,6.16,6.11, +1971-01-19,,,,4.42,,5.54,5.86,6.11,6.17,6.12, +1971-01-20,,,,4.32,,5.49,5.82,6.10,6.15,6.12, +1971-01-21,,,,4.26,,5.33,5.75,6.03,6.09,6.08, +1971-01-22,,,,4.25,,5.32,5.77,6.03,6.06,6.04, +1971-01-25,,,,4.25,,5.34,5.76,6.03,6.05,6.02, +1971-01-26,,,,4.28,,5.36,5.80,6.06,6.07,6.04, +1971-01-27,,,,4.30,,5.38,5.79,6.07,6.09,6.06, +1971-01-28,,,,4.26,,5.34,5.78,6.06,6.08,6.06, +1971-01-29,,,,4.23,,5.34,5.78,6.07,6.09,6.07, +1971-02-01,,,,4.22,,5.35,5.79,6.08,6.09,6.09, +1971-02-02,,,,4.20,,5.34,5.77,6.08,6.11,6.10, +1971-02-03,,,,4.19,,5.34,5.78,6.08,6.11,6.10, +1971-02-04,,,,4.14,,5.28,5.74,6.08,6.10,6.10, +1971-02-05,,,,4.09,,5.25,5.72,6.07,6.10,6.09, +1971-02-08,,,,4.06,,5.22,5.69,6.05,6.09,6.08, +1971-02-09,,,,3.97,,5.14,5.62,6.02,6.07,6.07, +1971-02-10,,,,3.95,,5.15,5.64,6.02,6.08,6.07, +1971-02-11,,,,3.87,,5.11,5.61,6.00,6.08,6.09, 1971-02-12,,,,,,,,,,, 1971-02-15,,,,,,,,,,, -1971-02-16,,,,3.85,,5.08,5.59,5.97,6.11,, -1971-02-17,,,,3.77,,4.99,5.51,5.90,6.11,, -1971-02-18,,,,3.63,,4.88,5.42,5.81,6.11,, -1971-02-19,,,,3.60,,4.86,5.36,5.76,6.12,, -1971-02-22,,,,3.66,,4.87,5.39,5.79,6.15,, -1971-02-23,,,,3.68,,4.90,5.41,5.81,6.18,, -1971-02-24,,,,3.69,,4.86,5.38,5.78,6.16,, -1971-02-25,,,,3.67,,4.81,5.34,5.75,6.11,, -1971-02-26,,,,3.69,,4.84,5.36,5.78,6.14,, -1971-03-01,,,,3.70,,4.84,5.35,5.77,6.12,, -1971-03-02,,,,3.71,,4.81,5.35,5.76,6.09,, -1971-03-03,,,,3.73,,4.78,5.31,5.73,6.05,, -1971-03-04,,,,3.73,,4.75,5.25,5.72,6.05,, -1971-03-05,,,,3.72,,4.71,5.22,5.70,6.03,, -1971-03-08,,,,3.68,,4.64,5.16,5.65,5.99,, -1971-03-09,,,,3.60,,4.52,5.04,5.55,5.90,, -1971-03-10,,,,3.58,,4.48,4.99,5.48,5.80,, -1971-03-11,,,,3.48,,4.33,4.88,5.36,5.69,, -1971-03-12,,,,3.55,,4.42,4.97,5.42,5.72,, -1971-03-15,,,,3.58,,4.40,4.93,5.38,5.70,, -1971-03-16,,,,3.57,,4.37,4.90,5.35,5.68,, -1971-03-17,,,,3.60,,4.33,4.83,5.30,5.61,, -1971-03-18,,,,3.62,,4.28,4.78,5.23,5.55,, -1971-03-19,,,,3.62,,4.29,4.79,5.23,5.51,, -1971-03-22,,,,3.63,,4.27,4.74,5.15,5.42,, -1971-03-23,,,,3.69,,4.31,4.77,5.15,5.38,, -1971-03-24,,,,3.70,,4.38,4.82,5.18,5.41,, -1971-03-25,,,,3.74,,4.45,4.86,5.22,5.43,, -1971-03-26,,,,3.81,,4.53,4.98,5.30,5.48,, -1971-03-29,,,,3.91,,4.58,5.07,5.38,5.54,, -1971-03-30,,,,3.94,,4.56,5.04,5.34,5.50,, -1971-03-31,,,,3.92,,4.56,5.06,5.36,5.53,, -1971-04-01,,,,3.96,,4.62,5.16,5.46,5.58,, -1971-04-02,,,,4.02,,4.68,5.22,5.53,5.60,, -1971-04-05,,,,4.07,,4.75,5.30,5.61,5.63,, -1971-04-06,,,,4.05,,4.75,5.27,5.57,5.60,, -1971-04-07,,,,4.05,,4.78,5.29,5.58,5.58,, -1971-04-08,,,,4.12,,4.90,5.42,5.70,5.62,, +1971-02-16,,,,3.85,,5.08,5.59,5.97,6.11,6.12, +1971-02-17,,,,3.77,,4.99,5.51,5.90,6.11,6.13, +1971-02-18,,,,3.63,,4.88,5.42,5.81,6.11,6.14, +1971-02-19,,,,3.60,,4.86,5.36,5.76,6.12,6.16, +1971-02-22,,,,3.66,,4.87,5.39,5.79,6.15,6.19, +1971-02-23,,,,3.68,,4.90,5.41,5.81,6.18,6.22, +1971-02-24,,,,3.69,,4.86,5.38,5.78,6.16,6.24, +1971-02-25,,,,3.67,,4.81,5.34,5.75,6.11,6.22, +1971-02-26,,,,3.69,,4.84,5.36,5.78,6.14,6.24, +1971-03-01,,,,3.70,,4.84,5.35,5.77,6.12,6.24, +1971-03-02,,,,3.71,,4.81,5.35,5.76,6.09,6.21, +1971-03-03,,,,3.73,,4.78,5.31,5.73,6.05,6.19, +1971-03-04,,,,3.73,,4.75,5.25,5.72,6.05,6.19, +1971-03-05,,,,3.72,,4.71,5.22,5.70,6.03,6.18, +1971-03-08,,,,3.68,,4.64,5.16,5.65,5.99,6.16, +1971-03-09,,,,3.60,,4.52,5.04,5.55,5.90,6.08, +1971-03-10,,,,3.58,,4.48,4.99,5.48,5.80,5.99, +1971-03-11,,,,3.48,,4.33,4.88,5.36,5.69,5.92, +1971-03-12,,,,3.55,,4.42,4.97,5.42,5.72,5.94, +1971-03-15,,,,3.58,,4.40,4.93,5.38,5.70,5.94, +1971-03-16,,,,3.57,,4.37,4.90,5.35,5.68,5.92, +1971-03-17,,,,3.60,,4.33,4.83,5.30,5.61,5.87, +1971-03-18,,,,3.62,,4.28,4.78,5.23,5.55,5.82, +1971-03-19,,,,3.62,,4.29,4.79,5.23,5.51,5.78, +1971-03-22,,,,3.63,,4.27,4.74,5.15,5.42,5.72, +1971-03-23,,,,3.69,,4.31,4.77,5.15,5.38,5.69, +1971-03-24,,,,3.70,,4.38,4.82,5.18,5.41,5.72, +1971-03-25,,,,3.74,,4.45,4.86,5.22,5.43,5.75, +1971-03-26,,,,3.81,,4.53,4.98,5.30,5.48,5.79, +1971-03-29,,,,3.91,,4.58,5.07,5.38,5.54,5.83, +1971-03-30,,,,3.94,,4.56,5.04,5.34,5.50,5.81, +1971-03-31,,,,3.92,,4.56,5.06,5.36,5.53,5.83, +1971-04-01,,,,3.96,,4.62,5.16,5.46,5.58,5.85, +1971-04-02,,,,4.02,,4.68,5.22,5.53,5.60,5.88, +1971-04-05,,,,4.07,,4.75,5.30,5.61,5.63,5.89, +1971-04-06,,,,4.05,,4.75,5.27,5.57,5.60,5.87, +1971-04-07,,,,4.05,,4.78,5.29,5.58,5.58,5.86, +1971-04-08,,,,4.12,,4.90,5.42,5.70,5.62,5.86, 1971-04-09,,,,,,,,,,, -1971-04-12,,,,4.35,,5.09,5.63,5.84,5.73,, -1971-04-13,,,,4.29,,5.08,5.54,5.78,5.72,, -1971-04-14,,,,4.22,,5.15,5.58,5.84,5.77,, -1971-04-15,,,,4.22,,5.20,5.58,5.86,5.80,, -1971-04-16,,,,4.23,,5.24,5.61,5.88,5.82,, -1971-04-19,,,,4.24,,5.28,5.66,5.94,5.88,, -1971-04-20,,,,4.26,,5.41,5.78,6.03,5.97,, -1971-04-21,,,,4.33,,5.49,5.88,6.08,6.04,, -1971-04-22,,,,4.33,,5.46,5.85,6.03,6.02,, -1971-04-23,,,,4.40,,5.47,5.86,6.02,6.01,, -1971-04-26,,,,4.48,,5.52,5.89,6.03,6.00,, -1971-04-27,,,,4.58,,5.59,5.97,6.05,6.00,, -1971-04-28,,,,4.67,,5.59,5.99,6.03,5.99,, -1971-04-29,,,,4.76,,5.76,6.14,6.17,6.07,, -1971-04-30,,,,4.77,,5.76,6.08,6.17,6.08,, -1971-05-03,,,,4.79,,5.81,6.09,6.20,6.15,, -1971-05-04,,,,4.85,,5.85,6.14,6.26,6.25,, -1971-05-05,,,,4.91,,5.91,6.20,6.32,6.26,, -1971-05-06,,,,4.91,,5.92,6.20,6.32,6.28,, -1971-05-07,,,,4.86,,5.89,6.18,6.29,6.25,, -1971-05-10,,,,4.85,,5.82,6.13,6.24,6.22,, -1971-05-11,,,,4.84,,5.84,6.17,6.29,6.26,, -1971-05-12,,,,4.92,,5.92,6.25,6.38,6.35,, -1971-05-13,,,,5.08,,6.05,6.33,6.48,6.47,, -1971-05-14,,,,5.13,,6.09,6.38,6.50,6.49,, -1971-05-17,,,,5.26,,6.20,6.50,6.62,6.57,, -1971-05-18,,,,5.33,,6.28,6.60,6.71,6.65,, -1971-05-19,,,,5.17,,6.14,6.49,6.63,6.60,, -1971-05-20,,,,5.04,,5.96,6.32,6.48,6.49,, -1971-05-21,,,,5.18,,6.05,6.41,6.57,6.53,, -1971-05-24,,,,5.22,,6.04,6.37,6.54,6.49,, -1971-05-25,,,,5.16,,5.96,6.30,6.47,6.44,, -1971-05-26,,,,5.05,,5.84,6.18,6.37,6.37,, -1971-05-27,,,,5.04,,5.84,6.16,6.34,6.35,, -1971-05-28,,,,5.13,,5.91,6.24,6.40,6.38,, +1971-04-12,,,,4.35,,5.09,5.63,5.84,5.73,5.94, +1971-04-13,,,,4.29,,5.08,5.54,5.78,5.72,5.96, +1971-04-14,,,,4.22,,5.15,5.58,5.84,5.77,5.96, +1971-04-15,,,,4.22,,5.20,5.58,5.86,5.80,5.98, +1971-04-16,,,,4.23,,5.24,5.61,5.88,5.82,5.98, +1971-04-19,,,,4.24,,5.28,5.66,5.94,5.88,6.01, +1971-04-20,,,,4.26,,5.41,5.78,6.03,5.97,6.08, +1971-04-21,,,,4.33,,5.49,5.88,6.08,6.04,6.14, +1971-04-22,,,,4.33,,5.46,5.85,6.03,6.02,6.13, +1971-04-23,,,,4.40,,5.47,5.86,6.02,6.01,6.12, +1971-04-26,,,,4.48,,5.52,5.89,6.03,6.00,6.12, +1971-04-27,,,,4.58,,5.59,5.97,6.05,6.00,6.12, +1971-04-28,,,,4.67,,5.59,5.99,6.03,5.99,6.09, +1971-04-29,,,,4.76,,5.76,6.14,6.17,6.07,6.10, +1971-04-30,,,,4.77,,5.76,6.08,6.17,6.08,6.10, +1971-05-03,,,,4.79,,5.81,6.09,6.20,6.15,6.16, +1971-05-04,,,,4.85,,5.85,6.14,6.26,6.25,6.27, +1971-05-05,,,,4.91,,5.91,6.20,6.32,6.26,6.27, +1971-05-06,,,,4.91,,5.92,6.20,6.32,6.28,6.29, +1971-05-07,,,,4.86,,5.89,6.18,6.29,6.25,6.27, +1971-05-10,,,,4.85,,5.82,6.13,6.24,6.22,6.25, +1971-05-11,,,,4.84,,5.84,6.17,6.29,6.26,6.26, +1971-05-12,,,,4.92,,5.92,6.25,6.38,6.35,6.33, +1971-05-13,,,,5.08,,6.05,6.33,6.48,6.47,6.39, +1971-05-14,,,,5.13,,6.09,6.38,6.50,6.49,6.42, +1971-05-17,,,,5.26,,6.20,6.50,6.62,6.57,6.44, +1971-05-18,,,,5.33,,6.28,6.60,6.71,6.65,6.49, +1971-05-19,,,,5.17,,6.14,6.49,6.63,6.60,6.47, +1971-05-20,,,,5.04,,5.96,6.32,6.48,6.49,6.35, +1971-05-21,,,,5.18,,6.05,6.41,6.57,6.53,6.35, +1971-05-24,,,,5.22,,6.04,6.37,6.54,6.49,6.34, +1971-05-25,,,,5.16,,5.96,6.30,6.47,6.44,6.31, +1971-05-26,,,,5.05,,5.84,6.18,6.37,6.37,6.27, +1971-05-27,,,,5.04,,5.84,6.16,6.34,6.35,6.25, +1971-05-28,,,,5.13,,5.91,6.24,6.40,6.38,6.27, 1971-05-31,,,,,,,,,,, -1971-06-01,,,,5.15,,5.90,6.27,6.42,6.36,, -1971-06-02,,,,5.01,,5.76,6.13,6.30,6.24,, -1971-06-03,,,,4.98,,5.78,6.13,6.29,6.19,, -1971-06-04,,,,5.07,,5.87,6.22,6.36,6.26,, -1971-06-07,,,,5.29,,6.04,6.36,6.48,6.34,, -1971-06-08,,,,5.32,,6.10,6.37,6.50,6.38,, -1971-06-09,,,,5.39,,6.15,6.45,6.58,6.44,, -1971-06-10,,,,5.44,,6.20,6.48,6.60,6.48,, -1971-06-11,,,,5.56,,6.25,6.50,6.63,6.50,, -1971-06-14,,,,5.75,,6.41,6.66,6.77,6.63,, -1971-06-15,,,,5.88,,6.61,6.76,6.86,6.73,, -1971-06-16,,,,5.86,,6.55,6.66,6.78,6.68,, -1971-06-17,,,,5.80,,6.56,6.67,6.73,6.68,, -1971-06-18,,,,5.74,,6.49,6.61,6.72,6.58,, -1971-06-21,,,,5.70,,6.40,6.51,6.64,6.53,, -1971-06-22,,,,5.84,,6.46,6.61,6.74,6.62,, -1971-06-23,,,,5.90,,6.45,6.58,6.71,6.61,, -1971-06-24,,,,5.89,,6.44,6.61,6.73,6.61,, -1971-06-25,,,,5.98,,6.52,6.66,6.77,6.62,, -1971-06-28,,,,6.13,,6.63,6.73,6.82,6.64,, -1971-06-29,,,,6.22,,6.76,6.82,6.89,6.67,, -1971-06-30,,,,6.24,,6.77,6.86,6.93,6.70,, -1971-07-01,,,,6.18,,6.74,6.83,6.91,6.69,, -1971-07-02,,,,6.14,,6.73,6.81,6.90,6.69,, +1971-06-01,,,,5.15,,5.90,6.27,6.42,6.36,6.24, +1971-06-02,,,,5.01,,5.76,6.13,6.30,6.24,6.17, +1971-06-03,,,,4.98,,5.78,6.13,6.29,6.19,6.14, +1971-06-04,,,,5.07,,5.87,6.22,6.36,6.26,6.21, +1971-06-07,,,,5.29,,6.04,6.36,6.48,6.34,6.26, +1971-06-08,,,,5.32,,6.10,6.37,6.50,6.38,6.30, +1971-06-09,,,,5.39,,6.15,6.45,6.58,6.44,6.34, +1971-06-10,,,,5.44,,6.20,6.48,6.60,6.48,6.36, +1971-06-11,,,,5.56,,6.25,6.50,6.63,6.50,6.36, +1971-06-14,,,,5.75,,6.41,6.66,6.77,6.63,6.47, +1971-06-15,,,,5.88,,6.61,6.76,6.86,6.73,6.56, +1971-06-16,,,,5.86,,6.55,6.66,6.78,6.68,6.52, +1971-06-17,,,,5.80,,6.56,6.67,6.73,6.68,6.52, +1971-06-18,,,,5.74,,6.49,6.61,6.72,6.58,6.46, +1971-06-21,,,,5.70,,6.40,6.51,6.64,6.53,6.40, +1971-06-22,,,,5.84,,6.46,6.61,6.74,6.62,6.45, +1971-06-23,,,,5.90,,6.45,6.58,6.71,6.61,6.45, +1971-06-24,,,,5.89,,6.44,6.61,6.73,6.61,6.46, +1971-06-25,,,,5.98,,6.52,6.66,6.77,6.62,6.45, +1971-06-28,,,,6.13,,6.63,6.73,6.82,6.64,6.45, +1971-06-29,,,,6.22,,6.76,6.82,6.89,6.67,6.45, +1971-06-30,,,,6.24,,6.77,6.86,6.93,6.70,6.44, +1971-07-01,,,,6.18,,6.74,6.83,6.91,6.69,6.43, +1971-07-02,,,,6.14,,6.73,6.81,6.90,6.69,6.41, 1971-07-05,,,,,,,,,,, -1971-07-06,,,,6.14,,6.72,6.80,6.89,6.68,, -1971-07-07,,,,6.03,,6.67,6.76,6.86,6.66,, -1971-07-08,,,,6.04,,6.67,6.77,6.87,6.67,, -1971-07-09,,,,6.03,,6.69,6.80,6.88,6.68,, -1971-07-12,,,,5.85,,6.58,6.68,6.78,6.60,, -1971-07-13,,,,5.82,,6.60,6.70,6.80,6.61,, -1971-07-14,,,,5.81,,6.61,6.71,6.80,6.60,, -1971-07-15,,,,5.77,,6.61,6.71,6.79,6.59,, -1971-07-16,,,,5.90,,6.68,6.79,6.87,6.66,, -1971-07-19,,,,6.02,,6.78,6.88,6.93,6.71,, -1971-07-20,,,,6.01,,6.75,6.85,6.90,6.70,, -1971-07-21,,,,5.97,,6.73,6.85,6.90,6.70,, -1971-07-22,,,,6.04,,6.81,6.93,6.96,6.79,, -1971-07-23,,,,6.13,,6.86,6.97,7.00,6.84,, -1971-07-26,,,,6.18,,6.88,7.00,7.04,6.86,, -1971-07-27,,,,6.20,,6.89,7.02,7.07,6.91,, -1971-07-28,,,,6.22,,6.91,7.03,7.10,6.95,, -1971-07-29,,,,6.21,,6.88,7.00,7.03,6.88,, -1971-07-30,,,,6.18,,6.83,6.96,6.99,6.85,, -1971-08-02,,,,6.15,,6.80,6.94,7.00,6.86,, -1971-08-03,,,,6.23,,6.86,7.02,7.08,6.91,, -1971-08-04,,,,6.22,,6.85,7.01,7.08,6.89,, -1971-08-05,,,,6.21,,6.83,6.98,7.06,6.86,, -1971-08-06,,,,6.22,,6.83,6.98,7.06,6.86,, -1971-08-09,,,,6.26,,6.88,7.01,7.09,6.88,, -1971-08-10,,,,6.28,,6.90,7.03,7.11,6.89,, -1971-08-11,,,,6.26,,6.87,7.00,7.07,6.86,, -1971-08-12,,,,6.21,,6.78,6.90,7.00,6.80,, -1971-08-13,,,,6.09,,6.60,6.78,6.86,6.68,, -1971-08-16,,,,5.76,,6.14,6.39,6.51,6.41,, -1971-08-17,,,,5.53,,5.88,6.17,6.33,6.30,, -1971-08-18,,,,5.48,,5.94,6.22,6.35,6.35,, -1971-08-19,,,,5.35,,5.86,6.15,6.30,6.34,, -1971-08-20,,,,5.42,,5.96,6.19,6.34,6.37,, -1971-08-23,,,,5.59,,6.17,6.33,6.48,6.48,, -1971-08-24,,,,5.48,,6.01,6.19,6.36,6.38,, -1971-08-25,,,,5.45,,6.01,6.22,6.38,6.40,, -1971-08-26,,,,5.43,,5.95,6.20,6.35,6.37,, -1971-08-27,,,,5.42,,5.91,6.16,6.31,6.33,, -1971-08-30,,,,5.37,,5.87,6.15,6.29,6.32,, -1971-08-31,,,,5.28,,5.81,6.07,6.22,6.28,, -1971-09-01,,,,5.35,,5.86,6.09,6.21,6.22,, -1971-09-02,,,,5.38,,5.83,6.05,6.16,6.17,, -1971-09-03,,,,5.32,,5.80,6.02,6.12,6.12,, +1971-07-06,,,,6.14,,6.72,6.80,6.89,6.68,6.39, +1971-07-07,,,,6.03,,6.67,6.76,6.86,6.66,6.38, +1971-07-08,,,,6.04,,6.67,6.77,6.87,6.67,6.38, +1971-07-09,,,,6.03,,6.69,6.80,6.88,6.68,6.38, +1971-07-12,,,,5.85,,6.58,6.68,6.78,6.60,6.32, +1971-07-13,,,,5.82,,6.60,6.70,6.80,6.61,6.30, +1971-07-14,,,,5.81,,6.61,6.71,6.80,6.60,6.28, +1971-07-15,,,,5.77,,6.61,6.71,6.79,6.59,6.27, +1971-07-16,,,,5.90,,6.68,6.79,6.87,6.66,6.32, +1971-07-19,,,,6.02,,6.78,6.88,6.93,6.71,6.37, +1971-07-20,,,,6.01,,6.75,6.85,6.90,6.70,6.38, +1971-07-21,,,,5.97,,6.73,6.85,6.90,6.70,6.36, +1971-07-22,,,,6.04,,6.81,6.93,6.96,6.79,6.41, +1971-07-23,,,,6.13,,6.86,6.97,7.00,6.84,6.44, +1971-07-26,,,,6.18,,6.88,7.00,7.04,6.86,6.45, +1971-07-27,,,,6.20,,6.89,7.02,7.07,6.91,6.45, +1971-07-28,,,,6.22,,6.91,7.03,7.10,6.95,6.46, +1971-07-29,,,,6.21,,6.88,7.00,7.03,6.88,6.44, +1971-07-30,,,,6.18,,6.83,6.96,6.99,6.85,6.43, +1971-08-02,,,,6.15,,6.80,6.94,7.00,6.86,6.42, +1971-08-03,,,,6.23,,6.86,7.02,7.08,6.91,6.45, +1971-08-04,,,,6.22,,6.85,7.01,7.08,6.89,6.46, +1971-08-05,,,,6.21,,6.83,6.98,7.06,6.86,6.44, +1971-08-06,,,,6.22,,6.83,6.98,7.06,6.86,6.44, +1971-08-09,,,,6.26,,6.88,7.01,7.09,6.88,6.45, +1971-08-10,,,,6.28,,6.90,7.03,7.11,6.89,6.45, +1971-08-11,,,,6.26,,6.87,7.00,7.07,6.86,6.43, +1971-08-12,,,,6.21,,6.78,6.90,7.00,6.80,6.38, +1971-08-13,,,,6.09,,6.60,6.78,6.86,6.68,6.32, +1971-08-16,,,,5.76,,6.14,6.39,6.51,6.41,6.14, +1971-08-17,,,,5.53,,5.88,6.17,6.33,6.30,6.10, +1971-08-18,,,,5.48,,5.94,6.22,6.35,6.35,6.11, +1971-08-19,,,,5.35,,5.86,6.15,6.30,6.34,6.13, +1971-08-20,,,,5.42,,5.96,6.19,6.34,6.37,6.14, +1971-08-23,,,,5.59,,6.17,6.33,6.48,6.48,6.22, +1971-08-24,,,,5.48,,6.01,6.19,6.36,6.38,6.19, +1971-08-25,,,,5.45,,6.01,6.22,6.38,6.40,6.20, +1971-08-26,,,,5.43,,5.95,6.20,6.35,6.37,6.18, +1971-08-27,,,,5.42,,5.91,6.16,6.31,6.33,6.14, +1971-08-30,,,,5.37,,5.87,6.15,6.29,6.32,6.12, +1971-08-31,,,,5.28,,5.81,6.07,6.22,6.28,6.09, +1971-09-01,,,,5.35,,5.86,6.09,6.21,6.22,6.08, +1971-09-02,,,,5.38,,5.83,6.05,6.16,6.17,6.04, +1971-09-03,,,,5.32,,5.80,6.02,6.12,6.12,5.99, 1971-09-06,,,,,,,,,,, -1971-09-07,,,,5.30,,5.77,6.00,6.08,6.07,, -1971-09-08,,,,5.36,,5.84,6.05,6.13,6.08,, -1971-09-09,,,,5.44,,5.91,6.15,6.21,6.13,, -1971-09-10,,,,5.46,,5.94,6.17,6.21,6.12,, -1971-09-13,,,,5.56,,6.04,6.24,6.28,6.20,, -1971-09-14,,,,5.53,,5.98,6.21,6.25,6.18,, -1971-09-15,,,,5.44,,5.91,6.16,6.23,6.17,, -1971-09-16,,,,5.40,,5.88,6.13,6.20,6.14,, -1971-09-17,,,,5.40,,5.85,6.09,6.18,6.13,, -1971-09-20,,,,5.42,,5.92,6.16,6.24,6.15,, -1971-09-21,,,,5.44,,5.94,6.19,6.26,6.17,, -1971-09-22,,,,5.48,,5.97,6.22,6.28,6.19,, -1971-09-23,,,,5.44,,5.96,6.21,6.28,6.20,, -1971-09-24,,,,5.42,,5.91,6.19,6.24,6.16,, -1971-09-27,,,,5.39,,5.88,6.17,6.21,6.13,, -1971-09-28,,,,5.41,,5.89,6.18,6.21,6.12,, -1971-09-29,,,,5.36,,5.86,6.14,6.17,6.08,, -1971-09-30,,,,5.27,,5.77,6.06,6.10,6.00,, -1971-10-01,,,,5.24,,5.75,6.04,6.09,6.00,, -1971-10-04,,,,5.14,,5.75,6.04,6.07,5.98,, -1971-10-05,,,,5.14,,5.78,6.10,6.12,6.01,, -1971-10-06,,,,5.13,,5.74,6.06,6.09,5.98,, -1971-10-07,,,,5.12,,5.76,6.07,6.08,5.97,, -1971-10-08,,,,5.06,,5.71,6.03,6.04,5.94,, +1971-09-07,,,,5.30,,5.77,6.00,6.08,6.07,5.95, +1971-09-08,,,,5.36,,5.84,6.05,6.13,6.08,5.97, +1971-09-09,,,,5.44,,5.91,6.15,6.21,6.13,6.00, +1971-09-10,,,,5.46,,5.94,6.17,6.21,6.12,6.02, +1971-09-13,,,,5.56,,6.04,6.24,6.28,6.20,6.09, +1971-09-14,,,,5.53,,5.98,6.21,6.25,6.18,6.11, +1971-09-15,,,,5.44,,5.91,6.16,6.23,6.17,6.09, +1971-09-16,,,,5.40,,5.88,6.13,6.20,6.14,6.08, +1971-09-17,,,,5.40,,5.85,6.09,6.18,6.13,6.05, +1971-09-20,,,,5.42,,5.92,6.16,6.24,6.15,6.07, +1971-09-21,,,,5.44,,5.94,6.19,6.26,6.17,6.08, +1971-09-22,,,,5.48,,5.97,6.22,6.28,6.19,6.10, +1971-09-23,,,,5.44,,5.96,6.21,6.28,6.20,6.10, +1971-09-24,,,,5.42,,5.91,6.19,6.24,6.16,6.08, +1971-09-27,,,,5.39,,5.88,6.17,6.21,6.13,6.06, +1971-09-28,,,,5.41,,5.89,6.18,6.21,6.12,6.04, +1971-09-29,,,,5.36,,5.86,6.14,6.17,6.08,6.02, +1971-09-30,,,,5.27,,5.77,6.06,6.10,6.00,5.97, +1971-10-01,,,,5.24,,5.75,6.04,6.09,6.00,5.95, +1971-10-04,,,,5.14,,5.75,6.04,6.07,5.98,5.93, +1971-10-05,,,,5.14,,5.78,6.10,6.12,6.01,5.97, +1971-10-06,,,,5.13,,5.74,6.06,6.09,5.98,5.96, +1971-10-07,,,,5.12,,5.76,6.07,6.08,5.97,5.96, +1971-10-08,,,,5.06,,5.71,6.03,6.04,5.94,5.94, 1971-10-11,,,,,,,,,,, -1971-10-12,,,,4.95,,5.61,5.95,5.96,5.88,, -1971-10-13,,,,4.88,,5.53,5.88,5.91,5.86,, -1971-10-14,,,,4.87,,5.49,5.87,5.91,5.88,, -1971-10-15,,,,4.90,,5.52,5.88,5.92,5.90,, -1971-10-18,,,,4.97,,5.55,5.92,5.97,5.95,, -1971-10-19,,,,4.95,,5.54,5.92,5.98,5.96,, -1971-10-20,,,,4.84,,5.46,5.84,5.92,5.92,, -1971-10-21,,,,4.78,,5.46,5.84,5.90,5.88,, -1971-10-22,,,,4.72,,5.44,5.84,5.91,5.90,, +1971-10-12,,,,4.95,,5.61,5.95,5.96,5.88,5.90, +1971-10-13,,,,4.88,,5.53,5.88,5.91,5.86,5.88, +1971-10-14,,,,4.87,,5.49,5.87,5.91,5.88,5.90, +1971-10-15,,,,4.90,,5.52,5.88,5.92,5.90,5.90, +1971-10-18,,,,4.97,,5.55,5.92,5.97,5.95,5.94, +1971-10-19,,,,4.95,,5.54,5.92,5.98,5.96,5.95, +1971-10-20,,,,4.84,,5.46,5.84,5.92,5.92,5.93, +1971-10-21,,,,4.78,,5.46,5.84,5.90,5.88,5.91, +1971-10-22,,,,4.72,,5.44,5.84,5.91,5.90,5.91, 1971-10-25,,,,,,,,,,, -1971-10-26,,,,4.66,,5.43,5.84,5.92,5.89,, -1971-10-27,,,,4.65,,5.42,5.86,5.95,5.92,, -1971-10-28,,,,4.70,,5.39,5.83,5.92,5.90,, -1971-10-29,,,,4.64,,5.30,5.78,5.88,5.87,, -1971-11-01,,,,4.60,,5.28,5.75,5.85,5.80,, +1971-10-26,,,,4.66,,5.43,5.84,5.92,5.89,5.89, +1971-10-27,,,,4.65,,5.42,5.86,5.95,5.92,5.90, +1971-10-28,,,,4.70,,5.39,5.83,5.92,5.90,5.90, +1971-10-29,,,,4.64,,5.30,5.78,5.88,5.87,5.87, +1971-11-01,,,,4.60,,5.28,5.75,5.85,5.80,5.83, 1971-11-02,,,,,,,,,,, -1971-11-03,,,,4.53,,5.25,5.72,5.81,5.72,, -1971-11-04,,,,4.55,,5.30,5.74,5.84,5.72,, -1971-11-05,,,,4.60,,5.29,5.72,5.84,5.72,, -1971-11-08,,,,4.67,,5.34,5.77,5.89,5.77,, -1971-11-09,,,,4.67,,5.34,5.77,5.90,5.77,, -1971-11-10,,,,4.73,,5.40,5.83,5.95,5.82,, -1971-11-11,,,,4.70,,5.36,5.80,5.92,5.79,, -1971-11-12,,,,4.66,,5.29,5.73,5.88,5.77,, -1971-11-15,,,,4.65,,5.28,5.71,5.87,5.77,, -1971-11-16,,,,4.58,,5.29,5.71,5.88,5.76,, -1971-11-17,,,,4.58,,5.28,5.71,5.88,5.75,, -1971-11-18,,,,4.59,,5.28,5.71,5.90,5.77,, -1971-11-19,,,,4.62,,5.34,5.76,5.94,5.79,, -1971-11-22,,,,4.68,,5.37,5.81,5.98,5.82,, -1971-11-23,,,,4.78,,5.49,5.90,6.06,5.89,, -1971-11-24,,,,4.74,,5.53,5.93,6.12,5.95,, +1971-11-03,,,,4.53,,5.25,5.72,5.81,5.72,5.77, +1971-11-04,,,,4.55,,5.30,5.74,5.84,5.72,5.78, +1971-11-05,,,,4.60,,5.29,5.72,5.84,5.72,5.78, +1971-11-08,,,,4.67,,5.34,5.77,5.89,5.77,5.81, +1971-11-09,,,,4.67,,5.34,5.77,5.90,5.77,5.83, +1971-11-10,,,,4.73,,5.40,5.83,5.95,5.82,5.86, +1971-11-11,,,,4.70,,5.36,5.80,5.92,5.79,5.86, +1971-11-12,,,,4.66,,5.29,5.73,5.88,5.77,5.84, +1971-11-15,,,,4.65,,5.28,5.71,5.87,5.77,5.84, +1971-11-16,,,,4.58,,5.29,5.71,5.88,5.76,5.83, +1971-11-17,,,,4.58,,5.28,5.71,5.88,5.75,5.83, +1971-11-18,,,,4.59,,5.28,5.71,5.90,5.77,5.82, +1971-11-19,,,,4.62,,5.34,5.76,5.94,5.79,5.84, +1971-11-22,,,,4.68,,5.37,5.81,5.98,5.82,5.88, +1971-11-23,,,,4.78,,5.49,5.90,6.06,5.89,5.93, +1971-11-24,,,,4.74,,5.53,5.93,6.12,5.95,5.96, 1971-11-25,,,,,,,,,,, -1971-11-26,,,,4.84,,5.49,5.85,6.06,5.94,, -1971-11-29,,,,4.80,,5.47,5.86,6.08,5.95,, -1971-11-30,,,,4.76,,5.39,5.84,6.05,5.93,, -1971-12-01,,,,4.70,,5.36,5.80,6.04,5.92,, -1971-12-02,,,,4.69,,5.33,5.76,6.00,5.90,, -1971-12-03,,,,4.66,,5.28,5.72,5.96,5.88,, -1971-12-06,,,,4.66,,5.29,5.74,5.97,5.88,, -1971-12-07,,,,4.70,,5.31,5.78,6.02,5.92,, -1971-12-08,,,,4.65,,5.29,5.75,6.01,5.92,, -1971-12-09,,,,4.68,,5.34,5.79,6.04,5.94,, -1971-12-10,,,,4.67,,5.32,5.77,6.03,5.93,, -1971-12-13,,,,4.59,,5.28,5.71,5.98,5.90,, -1971-12-14,,,,4.67,,5.31,5.75,6.02,5.94,, -1971-12-15,,,,4.67,,5.34,5.76,6.04,5.96,, -1971-12-16,,,,4.66,,5.31,5.73,6.01,5.95,, -1971-12-17,,,,4.61,,5.26,5.70,5.98,5.93,, -1971-12-20,,,,4.64,,5.30,5.73,6.00,5.97,, -1971-12-21,,,,4.66,,5.32,5.73,6.02,6.00,, -1971-12-22,,,,4.62,,5.32,5.71,6.00,6.01,, -1971-12-23,,,,4.50,,5.24,5.64,5.94,5.97,, +1971-11-26,,,,4.84,,5.49,5.85,6.06,5.94,5.96, +1971-11-29,,,,4.80,,5.47,5.86,6.08,5.95,5.96, +1971-11-30,,,,4.76,,5.39,5.84,6.05,5.93,5.95, +1971-12-01,,,,4.70,,5.36,5.80,6.04,5.92,5.95, +1971-12-02,,,,4.69,,5.33,5.76,6.00,5.90,5.96, +1971-12-03,,,,4.66,,5.28,5.72,5.96,5.88,5.96, +1971-12-06,,,,4.66,,5.29,5.74,5.97,5.88,5.95, +1971-12-07,,,,4.70,,5.31,5.78,6.02,5.92,5.98, +1971-12-08,,,,4.65,,5.29,5.75,6.01,5.92,5.98, +1971-12-09,,,,4.68,,5.34,5.79,6.04,5.94,6.00, +1971-12-10,,,,4.67,,5.32,5.77,6.03,5.93,5.99, +1971-12-13,,,,4.59,,5.28,5.71,5.98,5.90,5.98, +1971-12-14,,,,4.67,,5.31,5.75,6.02,5.94,6.00, +1971-12-15,,,,4.67,,5.34,5.76,6.04,5.96,6.03, +1971-12-16,,,,4.66,,5.31,5.73,6.01,5.95,6.03, +1971-12-17,,,,4.61,,5.26,5.70,5.98,5.93,6.02, +1971-12-20,,,,4.64,,5.30,5.73,6.00,5.97,6.04, +1971-12-21,,,,4.66,,5.32,5.73,6.02,6.00,6.08, +1971-12-22,,,,4.62,,5.32,5.71,6.00,6.01,6.09, +1971-12-23,,,,4.50,,5.24,5.64,5.94,5.97,6.06, 1971-12-24,,,,,,,,,,, -1971-12-27,,,,4.42,,5.16,5.55,5.88,5.91,, -1971-12-28,,,,4.42,,5.12,5.49,5.83,5.86,, -1971-12-29,,,,4.49,,5.17,5.54,5.88,5.90,, -1971-12-30,,,,4.48,,5.17,5.52,5.88,5.90,, -1971-12-31,,,,4.46,,5.15,5.50,5.85,5.89,, -1972-01-03,,,,4.49,,5.21,5.55,5.90,5.94,, -1972-01-04,,,,4.47,,5.19,5.55,5.90,5.93,, -1972-01-05,,,,4.42,,5.18,5.56,5.89,5.91,, -1972-01-06,,,,4.35,,5.15,5.53,5.87,5.90,, -1972-01-07,,,,4.30,,5.12,5.51,5.84,5.88,, -1972-01-10,,,,4.17,,5.06,5.48,5.80,5.86,, -1972-01-11,,,,4.18,,5.06,5.50,5.82,5.88,, -1972-01-12,,,,4.16,,5.03,5.50,5.81,5.88,, -1972-01-13,,,,4.11,,4.96,5.47,5.78,5.86,, -1972-01-14,,,,4.08,,4.95,5.48,5.78,5.85,, -1972-01-17,,,,4.14,,5.00,5.52,5.83,5.89,, -1972-01-18,,,,4.16,,5.04,5.56,5.87,5.92,, -1972-01-19,,,,4.27,,5.15,5.64,5.95,5.96,, -1972-01-20,,,,4.24,,5.15,5.66,5.96,5.98,, -1972-01-21,,,,4.29,,5.18,5.68,5.97,5.99,, -1972-01-24,,,,4.37,,5.25,5.72,6.00,6.02,, -1972-01-25,,,,4.35,,5.22,5.68,5.98,6.02,, -1972-01-26,,,,4.32,,5.20,5.66,5.97,6.01,, -1972-01-27,,,,4.28,,5.24,5.72,6.03,6.05,, -1972-01-28,,,,4.33,,5.29,5.74,6.05,6.08,, -1972-01-31,,,,4.36,,5.32,5.75,6.05,6.09,, -1972-02-01,,,,4.44,,5.38,5.78,6.05,6.09,, -1972-02-02,,,,4.40,,5.29,5.75,6.03,6.08,, -1972-02-03,,,,4.43,,5.34,5.77,6.05,6.08,, -1972-02-04,,,,4.36,,5.29,5.72,6.03,6.08,, -1972-02-07,,,,4.30,,5.30,5.73,6.04,6.09,, -1972-02-08,,,,4.32,,5.32,5.74,6.06,6.11,, -1972-02-09,,,,4.28,,5.29,5.73,6.04,6.12,, -1972-02-10,,,,4.24,,5.26,5.69,6.01,6.11,, -1972-02-11,,,,4.20,,5.25,5.70,6.01,6.12,, -1972-02-14,,,,4.19,,5.23,5.68,5.98,6.10,, -1972-02-15,,,,4.17,,5.23,5.67,5.97,6.10,, -1972-02-16,,,,4.12,,5.15,5.63,5.94,6.08,, -1972-02-17,,,,4.14,,5.15,5.63,5.93,6.06,, -1972-02-18,,,,4.18,,5.18,5.64,5.94,6.06,, +1971-12-27,,,,4.42,,5.16,5.55,5.88,5.91,6.02, +1971-12-28,,,,4.42,,5.12,5.49,5.83,5.86,5.98, +1971-12-29,,,,4.49,,5.17,5.54,5.88,5.90,5.99, +1971-12-30,,,,4.48,,5.17,5.52,5.88,5.90,6.00, +1971-12-31,,,,4.46,,5.15,5.50,5.85,5.89,5.99, +1972-01-03,,,,4.49,,5.21,5.55,5.90,5.94,6.02, +1972-01-04,,,,4.47,,5.19,5.55,5.90,5.93,6.02, +1972-01-05,,,,4.42,,5.18,5.56,5.89,5.91,6.02, +1972-01-06,,,,4.35,,5.15,5.53,5.87,5.90,6.00, +1972-01-07,,,,4.30,,5.12,5.51,5.84,5.88,5.99, +1972-01-10,,,,4.17,,5.06,5.48,5.80,5.86,5.96, +1972-01-11,,,,4.18,,5.06,5.50,5.82,5.88,5.97, +1972-01-12,,,,4.16,,5.03,5.50,5.81,5.88,5.97, +1972-01-13,,,,4.11,,4.96,5.47,5.78,5.86,5.96, +1972-01-14,,,,4.08,,4.95,5.48,5.78,5.85,5.95, +1972-01-17,,,,4.14,,5.00,5.52,5.83,5.89,5.97, +1972-01-18,,,,4.16,,5.04,5.56,5.87,5.92,5.98, +1972-01-19,,,,4.27,,5.15,5.64,5.95,5.96,6.00, +1972-01-20,,,,4.24,,5.15,5.66,5.96,5.98,6.01, +1972-01-21,,,,4.29,,5.18,5.68,5.97,5.99,6.03, +1972-01-24,,,,4.37,,5.25,5.72,6.00,6.02,6.04, +1972-01-25,,,,4.35,,5.22,5.68,5.98,6.02,6.02, +1972-01-26,,,,4.32,,5.20,5.66,5.97,6.01,6.01, +1972-01-27,,,,4.28,,5.24,5.72,6.03,6.05,6.06, +1972-01-28,,,,4.33,,5.29,5.74,6.05,6.08,6.09, +1972-01-31,,,,4.36,,5.32,5.75,6.05,6.09,6.09, +1972-02-01,,,,4.44,,5.38,5.78,6.05,6.09,6.10, +1972-02-02,,,,4.40,,5.29,5.75,6.03,6.08,6.09, +1972-02-03,,,,4.43,,5.34,5.77,6.05,6.08,6.09, +1972-02-04,,,,4.36,,5.29,5.72,6.03,6.08,6.09, +1972-02-07,,,,4.30,,5.30,5.73,6.04,6.09,6.09, +1972-02-08,,,,4.32,,5.32,5.74,6.06,6.11,6.10, +1972-02-09,,,,4.28,,5.29,5.73,6.04,6.12,6.10, +1972-02-10,,,,4.24,,5.26,5.69,6.01,6.11,6.10, +1972-02-11,,,,4.20,,5.25,5.70,6.01,6.12,6.09, +1972-02-14,,,,4.19,,5.23,5.68,5.98,6.10,6.07, +1972-02-15,,,,4.17,,5.23,5.67,5.97,6.10,6.06, +1972-02-16,,,,4.12,,5.15,5.63,5.94,6.08,6.04, +1972-02-17,,,,4.14,,5.15,5.63,5.93,6.06,6.03, +1972-02-18,,,,4.18,,5.18,5.64,5.94,6.06,6.03, 1972-02-21,,,,,,,,,,, -1972-02-22,,,,4.20,,5.17,5.64,5.94,6.06,, -1972-02-23,,,,4.29,,5.23,5.68,5.96,6.07,, -1972-02-24,,,,4.26,,5.23,5.66,5.95,6.07,, -1972-02-25,,,,4.28,,5.22,5.65,5.95,6.06,, -1972-02-28,,,,4.30,,5.25,5.66,5.95,6.04,, -1972-02-29,,,,4.34,,5.27,5.68,5.95,6.04,, -1972-03-01,,,,4.28,,5.25,5.66,5.94,6.04,, -1972-03-02,,,,4.23,,5.22,5.62,5.93,6.03,, -1972-03-03,,,,4.27,,5.22,5.64,5.93,6.02,, -1972-03-06,,,,4.27,,5.24,5.66,5.94,6.01,, -1972-03-07,,,,4.29,,5.27,5.68,5.96,6.02,, -1972-03-08,,,,4.29,,5.29,5.70,5.97,6.02,, -1972-03-09,,,,4.36,,5.33,5.74,5.99,6.02,, -1972-03-10,,,,4.52,,5.45,5.81,6.02,6.03,, -1972-03-13,,,,4.64,,5.59,5.90,6.08,6.07,, -1972-03-14,,,,4.74,,5.63,5.91,6.07,6.06,, -1972-03-15,,,,4.88,,5.76,5.98,6.12,6.11,, -1972-03-16,,,,4.84,,5.70,5.94,6.06,6.08,, -1972-03-17,,,,4.88,,5.78,5.98,6.12,6.08,, -1972-03-20,,,,4.89,,5.74,5.97,6.11,6.09,, -1972-03-21,,,,4.82,,5.65,5.92,6.09,6.08,, -1972-03-22,,,,4.71,,5.60,5.88,6.08,6.08,, -1972-03-23,,,,4.83,,5.68,5.95,6.11,6.10,, -1972-03-24,,,,4.93,,5.72,6.00,6.13,6.12,, -1972-03-27,,,,4.94,,5.71,5.99,6.10,6.10,, -1972-03-28,,,,4.96,,5.76,6.03,6.13,6.11,, -1972-03-29,,,,5.06,,5.83,6.09,6.15,6.12,, -1972-03-30,,,,5.11,,5.86,6.10,6.16,6.12,, +1972-02-22,,,,4.20,,5.17,5.64,5.94,6.06,6.02, +1972-02-23,,,,4.29,,5.23,5.68,5.96,6.07,6.02, +1972-02-24,,,,4.26,,5.23,5.66,5.95,6.07,6.03, +1972-02-25,,,,4.28,,5.22,5.65,5.95,6.06,6.02, +1972-02-28,,,,4.30,,5.25,5.66,5.95,6.04,6.02, +1972-02-29,,,,4.34,,5.27,5.68,5.95,6.04,6.03, +1972-03-01,,,,4.28,,5.25,5.66,5.94,6.04,6.02, +1972-03-02,,,,4.23,,5.22,5.62,5.93,6.03,6.02, +1972-03-03,,,,4.27,,5.22,5.64,5.93,6.02,6.01, +1972-03-06,,,,4.27,,5.24,5.66,5.94,6.01,6.01, +1972-03-07,,,,4.29,,5.27,5.68,5.96,6.02,6.02, +1972-03-08,,,,4.29,,5.29,5.70,5.97,6.02,6.02, +1972-03-09,,,,4.36,,5.33,5.74,5.99,6.02,6.02, +1972-03-10,,,,4.52,,5.45,5.81,6.02,6.03,6.03, +1972-03-13,,,,4.64,,5.59,5.90,6.08,6.07,6.05, +1972-03-14,,,,4.74,,5.63,5.91,6.07,6.06,6.06, +1972-03-15,,,,4.88,,5.76,5.98,6.12,6.11,6.08, +1972-03-16,,,,4.84,,5.70,5.94,6.06,6.08,6.08, +1972-03-17,,,,4.88,,5.78,5.98,6.12,6.08,6.07, +1972-03-20,,,,4.89,,5.74,5.97,6.11,6.09,6.08, +1972-03-21,,,,4.82,,5.65,5.92,6.09,6.08,6.07, +1972-03-22,,,,4.71,,5.60,5.88,6.08,6.08,6.07, +1972-03-23,,,,4.83,,5.68,5.95,6.11,6.10,6.08, +1972-03-24,,,,4.93,,5.72,6.00,6.13,6.12,6.10, +1972-03-27,,,,4.94,,5.71,5.99,6.10,6.10,6.09, +1972-03-28,,,,4.96,,5.76,6.03,6.13,6.11,6.10, +1972-03-29,,,,5.06,,5.83,6.09,6.15,6.12,6.10, +1972-03-30,,,,5.11,,5.86,6.10,6.16,6.12,6.11, 1972-03-31,,,,,,,,,,, -1972-04-03,,,,5.12,,5.89,6.15,6.18,6.14,, -1972-04-04,,,,5.23,,6.01,6.24,6.25,6.18,, -1972-04-05,,,,5.19,,5.96,6.21,6.23,6.18,, -1972-04-06,,,,5.16,,5.97,6.22,6.24,6.18,, -1972-04-07,,,,5.16,,5.96,6.22,6.24,6.18,, -1972-04-10,,,,5.08,,5.88,6.18,6.22,6.17,, -1972-04-11,,,,5.12,,5.95,6.23,6.25,6.18,, -1972-04-12,,,,5.15,,6.00,6.28,6.28,6.21,, -1972-04-13,,,,5.15,,6.00,6.28,6.30,6.25,, -1972-04-14,,,,5.09,,5.93,6.23,6.29,6.25,, -1972-04-17,,,,5.01,,5.89,6.21,6.26,6.24,, -1972-04-18,,,,4.97,,5.89,6.20,6.26,6.24,, -1972-04-19,,,,4.96,,5.90,6.20,6.23,6.22,, -1972-04-20,,,,4.88,,5.88,6.18,6.22,6.21,, -1972-04-21,,,,4.82,,5.88,6.18,6.21,6.20,, -1972-04-24,,,,4.78,,5.85,6.17,6.21,6.21,, -1972-04-25,,,,4.69,,5.80,6.14,6.20,6.21,, -1972-04-26,,,,4.63,,5.78,6.10,6.18,6.19,, -1972-04-27,,,,4.49,,5.56,5.90,6.05,6.11,, -1972-04-28,,,,4.61,,5.58,5.89,6.08,6.14,, -1972-05-01,,,,4.57,,5.55,5.85,6.07,6.14,, -1972-05-02,,,,4.60,,5.58,5.88,6.10,6.16,, -1972-05-03,,,,4.61,,5.61,5.91,6.11,6.17,, -1972-05-04,,,,4.63,,5.63,5.92,6.12,6.17,, -1972-05-05,,,,4.61,,5.62,5.91,6.12,6.17,, -1972-05-08,,,,4.62,,5.63,5.92,6.12,6.17,, -1972-05-09,,,,4.73,,5.67,5.95,6.15,6.20,, -1972-05-10,,,,4.69,,5.62,5.92,6.13,6.19,, -1972-05-11,,,,4.65,,5.59,5.90,6.11,6.19,, -1972-05-12,,,,4.63,,5.53,5.85,6.09,6.16,, -1972-05-15,,,,4.64,,5.53,5.84,6.08,6.16,, -1972-05-16,,,,4.70,,5.56,5.86,6.09,6.16,, -1972-05-17,,,,4.72,,5.59,5.88,6.10,6.15,, -1972-05-18,,,,4.70,,5.57,5.86,6.08,6.13,, -1972-05-19,,,,4.71,,5.54,5.84,6.06,6.10,, -1972-05-22,,,,4.65,,5.49,5.81,6.03,6.07,, -1972-05-23,,,,4.60,,5.48,5.78,6.01,6.05,, -1972-05-24,,,,4.63,,5.48,5.80,6.02,6.06,, -1972-05-25,,,,4.58,,5.43,5.77,6.01,6.04,, -1972-05-26,,,,4.59,,5.43,5.77,6.01,6.04,, +1972-04-03,,,,5.12,,5.89,6.15,6.18,6.14,6.09, +1972-04-04,,,,5.23,,6.01,6.24,6.25,6.18,6.13, +1972-04-05,,,,5.19,,5.96,6.21,6.23,6.18,6.13, +1972-04-06,,,,5.16,,5.97,6.22,6.24,6.18,6.14, +1972-04-07,,,,5.16,,5.96,6.22,6.24,6.18,6.14, +1972-04-10,,,,5.08,,5.88,6.18,6.22,6.17,6.14, +1972-04-11,,,,5.12,,5.95,6.23,6.25,6.18,6.16, +1972-04-12,,,,5.15,,6.00,6.28,6.28,6.21,6.19, +1972-04-13,,,,5.15,,6.00,6.28,6.30,6.25,6.22, +1972-04-14,,,,5.09,,5.93,6.23,6.29,6.25,6.22, +1972-04-17,,,,5.01,,5.89,6.21,6.26,6.24,6.21, +1972-04-18,,,,4.97,,5.89,6.20,6.26,6.24,6.21, +1972-04-19,,,,4.96,,5.90,6.20,6.23,6.22,6.19, +1972-04-20,,,,4.88,,5.88,6.18,6.22,6.21,6.18, +1972-04-21,,,,4.82,,5.88,6.18,6.21,6.20,6.18, +1972-04-24,,,,4.78,,5.85,6.17,6.21,6.21,6.18, +1972-04-25,,,,4.69,,5.80,6.14,6.20,6.21,6.18, +1972-04-26,,,,4.63,,5.78,6.10,6.18,6.19,6.17, +1972-04-27,,,,4.49,,5.56,5.90,6.05,6.11,6.11, +1972-04-28,,,,4.61,,5.58,5.89,6.08,6.14,6.12, +1972-05-01,,,,4.57,,5.55,5.85,6.07,6.14,6.12, +1972-05-02,,,,4.60,,5.58,5.88,6.10,6.16,6.12, +1972-05-03,,,,4.61,,5.61,5.91,6.11,6.17,6.13, +1972-05-04,,,,4.63,,5.63,5.92,6.12,6.17,6.14, +1972-05-05,,,,4.61,,5.62,5.91,6.12,6.17,6.14, +1972-05-08,,,,4.62,,5.63,5.92,6.12,6.17,6.13, +1972-05-09,,,,4.73,,5.67,5.95,6.15,6.20,6.15, +1972-05-10,,,,4.69,,5.62,5.92,6.13,6.19,6.13, +1972-05-11,,,,4.65,,5.59,5.90,6.11,6.19,6.12, +1972-05-12,,,,4.63,,5.53,5.85,6.09,6.16,6.10, +1972-05-15,,,,4.64,,5.53,5.84,6.08,6.16,6.09, +1972-05-16,,,,4.70,,5.56,5.86,6.09,6.16,6.08, +1972-05-17,,,,4.72,,5.59,5.88,6.10,6.15,6.07, +1972-05-18,,,,4.70,,5.57,5.86,6.08,6.13,6.05, +1972-05-19,,,,4.71,,5.54,5.84,6.06,6.10,6.03, +1972-05-22,,,,4.65,,5.49,5.81,6.03,6.07,6.01, +1972-05-23,,,,4.60,,5.48,5.78,6.01,6.05,5.99, +1972-05-24,,,,4.63,,5.48,5.80,6.02,6.06,5.99, +1972-05-25,,,,4.58,,5.43,5.77,6.01,6.04,5.98, +1972-05-26,,,,4.59,,5.43,5.77,6.01,6.04,5.98, 1972-05-29,,,,,,,,,,, -1972-05-30,,,,4.60,,5.42,5.75,6.00,6.05,, -1972-05-31,,,,4.64,,5.46,5.79,6.00,6.05,, -1972-06-01,,,,4.72,,5.50,5.82,6.02,6.07,, -1972-06-02,,,,4.79,,5.53,5.84,6.03,6.09,, -1972-06-05,,,,4.84,,5.55,5.86,6.05,6.10,, -1972-06-06,,,,4.85,,5.59,5.88,6.07,6.13,, -1972-06-07,,,,4.86,,5.54,5.86,6.05,6.12,, -1972-06-08,,,,4.85,,5.54,5.87,6.05,6.12,, -1972-06-09,,,,4.84,,5.54,5.86,6.05,6.11,, -1972-06-12,,,,4.84,,5.56,5.86,6.04,6.10,, -1972-06-13,,,,4.86,,5.58,5.87,6.05,6.10,, -1972-06-14,,,,4.85,,5.58,5.86,6.03,6.10,, -1972-06-15,,,,4.87,,5.61,5.86,6.03,6.10,, -1972-06-16,,,,4.90,,5.63,5.89,6.04,6.10,, -1972-06-19,,,,4.90,,5.62,5.88,6.02,6.08,, -1972-06-20,,,,4.92,,5.65,5.90,6.03,6.08,, -1972-06-21,,,,4.96,,5.69,5.94,6.04,6.09,, -1972-06-22,,,,5.00,,5.74,5.98,6.07,6.11,, -1972-06-23,,,,5.04,,5.76,5.98,6.07,6.10,, -1972-06-26,,,,5.10,,5.80,6.00,6.09,6.12,, -1972-06-27,,,,5.08,,5.75,5.98,6.08,6.12,, -1972-06-28,,,,5.09,,5.74,5.96,6.08,6.12,, -1972-06-29,,,,5.12,,5.79,6.00,6.12,6.14,, -1972-06-30,,,,5.15,,5.80,6.00,6.13,6.15,, -1972-07-03,,,,5.13,,5.80,6.00,6.13,6.14,, +1972-05-30,,,,4.60,,5.42,5.75,6.00,6.05,5.96, +1972-05-31,,,,4.64,,5.46,5.79,6.00,6.05,5.96, +1972-06-01,,,,4.72,,5.50,5.82,6.02,6.07,5.98, +1972-06-02,,,,4.79,,5.53,5.84,6.03,6.09,5.99, +1972-06-05,,,,4.84,,5.55,5.86,6.05,6.10,5.99, +1972-06-06,,,,4.85,,5.59,5.88,6.07,6.13,6.01, +1972-06-07,,,,4.86,,5.54,5.86,6.05,6.12,6.02, +1972-06-08,,,,4.85,,5.54,5.87,6.05,6.12,6.02, +1972-06-09,,,,4.84,,5.54,5.86,6.05,6.11,6.01, +1972-06-12,,,,4.84,,5.56,5.86,6.04,6.10,6.01, +1972-06-13,,,,4.86,,5.58,5.87,6.05,6.10,6.01, +1972-06-14,,,,4.85,,5.58,5.86,6.03,6.10,6.01, +1972-06-15,,,,4.87,,5.61,5.86,6.03,6.10,6.00, +1972-06-16,,,,4.90,,5.63,5.89,6.04,6.10,6.00, +1972-06-19,,,,4.90,,5.62,5.88,6.02,6.08,6.00, +1972-06-20,,,,4.92,,5.65,5.90,6.03,6.08,5.99, +1972-06-21,,,,4.96,,5.69,5.94,6.04,6.09,6.00, +1972-06-22,,,,5.00,,5.74,5.98,6.07,6.11,6.00, +1972-06-23,,,,5.04,,5.76,5.98,6.07,6.10,6.01, +1972-06-26,,,,5.10,,5.80,6.00,6.09,6.12,6.02, +1972-06-27,,,,5.08,,5.75,5.98,6.08,6.12,6.02, +1972-06-28,,,,5.09,,5.74,5.96,6.08,6.12,6.03, +1972-06-29,,,,5.12,,5.79,6.00,6.12,6.14,6.04, +1972-06-30,,,,5.15,,5.80,6.00,6.13,6.15,6.05, +1972-07-03,,,,5.13,,5.80,6.00,6.13,6.14,6.05, 1972-07-04,,,,,,,,,,, -1972-07-05,,,,5.09,,5.78,5.96,6.09,6.13,, -1972-07-06,,,,5.04,,5.75,5.93,6.07,6.13,, -1972-07-07,,,,5.06,,5.79,5.98,6.10,6.13,, -1972-07-10,,,,5.08,,5.81,5.98,6.10,6.13,, -1972-07-11,,,,5.08,,5.80,5.98,6.10,6.13,, -1972-07-12,,,,5.07,,5.80,5.97,6.10,6.12,, -1972-07-13,,,,5.02,,5.78,5.96,6.08,6.11,, -1972-07-14,,,,4.97,,5.76,5.93,6.05,6.10,, -1972-07-17,,,,4.94,,5.78,5.94,6.07,6.11,, -1972-07-18,,,,4.94,,5.78,5.96,6.08,6.11,, -1972-07-19,,,,4.90,,5.76,5.94,6.07,6.09,, -1972-07-20,,,,4.89,,5.78,5.97,6.09,6.09,, -1972-07-21,,,,4.90,,5.79,5.99,6.10,6.10,, -1972-07-24,,,,4.91,,5.78,5.99,6.10,6.10,, -1972-07-25,,,,4.90,,5.77,5.98,6.10,6.09,, -1972-07-26,,,,4.87,,5.74,5.98,6.09,6.08,, -1972-07-27,,,,4.83,,5.80,6.02,6.14,6.13,, -1972-07-28,,,,4.85,,5.76,6.00,6.12,6.12,, -1972-07-31,,,,4.82,,5.75,5.98,6.11,6.12,, -1972-08-01,,,,4.83,,5.75,5.98,6.12,6.14,, -1972-08-02,,,,4.81,,5.69,5.95,6.10,6.14,, -1972-08-03,,,,4.82,,5.71,5.96,6.12,6.15,, -1972-08-04,,,,4.82,,5.74,5.98,6.14,6.16,, -1972-08-07,,,,4.84,,5.75,5.98,6.15,6.16,, -1972-08-08,,,,4.84,,5.74,5.97,6.14,6.15,, -1972-08-09,,,,4.82,,5.72,5.94,6.13,6.14,, -1972-08-10,,,,4.82,,5.72,5.95,6.14,6.14,, -1972-08-11,,,,4.81,,5.72,5.95,6.14,6.14,, -1972-08-14,,,,4.84,,5.73,5.96,6.16,6.16,, -1972-08-15,,,,4.83,,5.74,5.96,6.16,6.17,, -1972-08-16,,,,4.83,,5.74,5.96,6.15,6.18,, -1972-08-17,,,,4.82,,5.75,5.96,6.17,6.20,, -1972-08-18,,,,4.89,,5.76,5.98,6.18,6.21,, -1972-08-21,,,,4.95,,5.76,5.98,6.18,6.21,, -1972-08-22,,,,4.99,,5.77,5.99,6.18,6.20,, -1972-08-23,,,,5.11,,5.81,6.02,6.20,6.22,, -1972-08-24,,,,5.13,,5.81,6.04,6.22,6.23,, -1972-08-25,,,,5.26,,5.90,6.13,6.28,6.26,, -1972-08-28,,,,5.34,,5.95,6.17,6.32,6.30,, -1972-08-29,,,,5.38,,5.96,6.19,6.35,6.34,, -1972-08-30,,,,5.43,,6.00,6.22,6.38,6.42,, -1972-08-31,,,,5.40,,6.00,6.21,6.36,6.42,, -1972-09-01,,,,5.41,,5.97,6.20,6.36,6.43,, +1972-07-05,,,,5.09,,5.78,5.96,6.09,6.13,6.04, +1972-07-06,,,,5.04,,5.75,5.93,6.07,6.13,6.03, +1972-07-07,,,,5.06,,5.79,5.98,6.10,6.13,6.03, +1972-07-10,,,,5.08,,5.81,5.98,6.10,6.13,6.04, +1972-07-11,,,,5.08,,5.80,5.98,6.10,6.13,6.02, +1972-07-12,,,,5.07,,5.80,5.97,6.10,6.12,6.02, +1972-07-13,,,,5.02,,5.78,5.96,6.08,6.11,6.01, +1972-07-14,,,,4.97,,5.76,5.93,6.05,6.10,6.00, +1972-07-17,,,,4.94,,5.78,5.94,6.07,6.11,6.00, +1972-07-18,,,,4.94,,5.78,5.96,6.08,6.11,6.01, +1972-07-19,,,,4.90,,5.76,5.94,6.07,6.09,6.00, +1972-07-20,,,,4.89,,5.78,5.97,6.09,6.09,6.00, +1972-07-21,,,,4.90,,5.79,5.99,6.10,6.10,6.00, +1972-07-24,,,,4.91,,5.78,5.99,6.10,6.10,6.00, +1972-07-25,,,,4.90,,5.77,5.98,6.10,6.09,5.99, +1972-07-26,,,,4.87,,5.74,5.98,6.09,6.08,5.97, +1972-07-27,,,,4.83,,5.80,6.02,6.14,6.13,5.99, +1972-07-28,,,,4.85,,5.76,6.00,6.12,6.12,5.98, +1972-07-31,,,,4.82,,5.75,5.98,6.11,6.12,5.98, +1972-08-01,,,,4.83,,5.75,5.98,6.12,6.14,5.97, +1972-08-02,,,,4.81,,5.69,5.95,6.10,6.14,5.96, +1972-08-03,,,,4.82,,5.71,5.96,6.12,6.15,5.96, +1972-08-04,,,,4.82,,5.74,5.98,6.14,6.16,5.96, +1972-08-07,,,,4.84,,5.75,5.98,6.15,6.16,5.96, +1972-08-08,,,,4.84,,5.74,5.97,6.14,6.15,5.94, +1972-08-09,,,,4.82,,5.72,5.94,6.13,6.14,5.92, +1972-08-10,,,,4.82,,5.72,5.95,6.14,6.14,5.92, +1972-08-11,,,,4.81,,5.72,5.95,6.14,6.14,5.92, +1972-08-14,,,,4.84,,5.73,5.96,6.16,6.16,5.93, +1972-08-15,,,,4.83,,5.74,5.96,6.16,6.17,5.92, +1972-08-16,,,,4.83,,5.74,5.96,6.15,6.18,5.92, +1972-08-17,,,,4.82,,5.75,5.96,6.17,6.20,5.92, +1972-08-18,,,,4.89,,5.76,5.98,6.18,6.21,5.93, +1972-08-21,,,,4.95,,5.76,5.98,6.18,6.21,5.93, +1972-08-22,,,,4.99,,5.77,5.99,6.18,6.20,5.91, +1972-08-23,,,,5.11,,5.81,6.02,6.20,6.22,5.92, +1972-08-24,,,,5.13,,5.81,6.04,6.22,6.23,5.92, +1972-08-25,,,,5.26,,5.90,6.13,6.28,6.26,5.93, +1972-08-28,,,,5.34,,5.95,6.17,6.32,6.30,5.95, +1972-08-29,,,,5.38,,5.96,6.19,6.35,6.34,5.95, +1972-08-30,,,,5.43,,6.00,6.22,6.38,6.42,5.99, +1972-08-31,,,,5.40,,6.00,6.21,6.36,6.42,5.99, +1972-09-01,,,,5.41,,5.97,6.20,6.36,6.43,5.98, 1972-09-04,,,,,,,,,,, -1972-09-05,,,,5.42,,6.06,6.24,6.40,6.46,, -1972-09-06,,,,5.46,,6.07,6.26,6.42,6.49,, -1972-09-07,,,,5.46,,6.07,6.28,6.45,6.52,, -1972-09-08,,,,5.49,,6.11,6.30,6.50,6.56,, -1972-09-11,,,,5.45,,6.07,6.28,6.48,6.54,, -1972-09-12,,,,5.46,,6.07,6.28,6.47,6.54,, -1972-09-13,,,,5.50,,6.09,6.31,6.49,6.54,, -1972-09-14,,,,5.57,,6.11,6.32,6.50,6.57,, -1972-09-15,,,,5.56,,6.07,6.27,6.46,6.56,, -1972-09-18,,,,5.52,,6.02,6.22,6.41,6.55,, -1972-09-19,,,,5.51,,6.01,6.22,6.40,6.55,, -1972-09-20,,,,5.52,,6.03,6.23,6.42,6.56,, -1972-09-21,,,,5.55,,6.05,6.25,6.43,6.59,, -1972-09-22,,,,5.59,,6.10,6.28,6.45,6.62,, -1972-09-25,,,,5.60,,6.09,6.27,6.45,6.62,, -1972-09-26,,,,5.58,,6.05,6.22,6.40,6.60,, -1972-09-27,,,,5.62,,6.05,6.21,6.40,6.59,, -1972-09-28,,,,5.60,,6.04,6.19,6.36,6.56,, -1972-09-29,,,,5.61,,6.04,6.18,6.34,6.54,, -1972-10-02,,,,5.56,,6.02,6.17,6.34,6.54,, -1972-10-03,,,,5.61,,6.06,6.23,6.39,6.54,, -1972-10-04,,,,5.60,,6.02,6.20,6.38,6.53,, -1972-10-05,,,,5.61,,6.04,6.19,6.38,6.53,, -1972-10-06,,,,5.60,,6.02,6.18,6.36,6.52,, +1972-09-05,,,,5.42,,6.06,6.24,6.40,6.46,5.98, +1972-09-06,,,,5.46,,6.07,6.26,6.42,6.49,6.00, +1972-09-07,,,,5.46,,6.07,6.28,6.45,6.52,6.01, +1972-09-08,,,,5.49,,6.11,6.30,6.50,6.56,6.04, +1972-09-11,,,,5.45,,6.07,6.28,6.48,6.54,6.02, +1972-09-12,,,,5.46,,6.07,6.28,6.47,6.54,6.02, +1972-09-13,,,,5.50,,6.09,6.31,6.49,6.54,6.02, +1972-09-14,,,,5.57,,6.11,6.32,6.50,6.57,6.04, +1972-09-15,,,,5.56,,6.07,6.27,6.46,6.56,6.04, +1972-09-18,,,,5.52,,6.02,6.22,6.41,6.55,6.04, +1972-09-19,,,,5.51,,6.01,6.22,6.40,6.55,6.04, +1972-09-20,,,,5.52,,6.03,6.23,6.42,6.56,6.06, +1972-09-21,,,,5.55,,6.05,6.25,6.43,6.59,6.09, +1972-09-22,,,,5.59,,6.10,6.28,6.45,6.62,6.11, +1972-09-25,,,,5.60,,6.09,6.27,6.45,6.62,6.12, +1972-09-26,,,,5.58,,6.05,6.22,6.40,6.60,6.13, +1972-09-27,,,,5.62,,6.05,6.21,6.40,6.59,6.13, +1972-09-28,,,,5.60,,6.04,6.19,6.36,6.56,6.12, +1972-09-29,,,,5.61,,6.04,6.18,6.34,6.54,6.09, +1972-10-02,,,,5.56,,6.02,6.17,6.34,6.54,6.09, +1972-10-03,,,,5.61,,6.06,6.23,6.39,6.54,6.09, +1972-10-04,,,,5.60,,6.02,6.20,6.38,6.53,6.07, +1972-10-05,,,,5.61,,6.04,6.19,6.38,6.53,6.06, +1972-10-06,,,,5.60,,6.02,6.18,6.36,6.52,6.05, 1972-10-09,,,,,,,,,,, -1972-10-10,,,,5.56,,5.99,6.15,6.33,6.48,, -1972-10-11,,,,5.49,,6.02,6.16,6.34,6.47,, -1972-10-12,,,,5.54,,6.06,6.19,6.38,6.50,, -1972-10-13,,,,5.54,,6.07,6.19,6.38,6.50,, -1972-10-16,,,,5.53,,6.07,6.17,6.36,6.49,, -1972-10-17,,,,5.53,,6.07,6.17,6.36,6.49,, -1972-10-18,,,,5.53,,6.09,6.19,6.38,6.49,, -1972-10-19,,,,5.55,,6.10,6.19,6.37,6.48,, -1972-10-20,,,,5.52,,6.08,6.19,6.36,6.47,, +1972-10-10,,,,5.56,,5.99,6.15,6.33,6.48,6.02, +1972-10-11,,,,5.49,,6.02,6.16,6.34,6.47,6.00, +1972-10-12,,,,5.54,,6.06,6.19,6.38,6.50,6.01, +1972-10-13,,,,5.54,,6.07,6.19,6.38,6.50,6.02, +1972-10-16,,,,5.53,,6.07,6.17,6.36,6.49,6.01, +1972-10-17,,,,5.53,,6.07,6.17,6.36,6.49,6.00, +1972-10-18,,,,5.53,,6.09,6.19,6.38,6.49,6.00, +1972-10-19,,,,5.55,,6.10,6.19,6.37,6.48,5.99, +1972-10-20,,,,5.52,,6.08,6.19,6.36,6.47,5.99, 1972-10-23,,,,,,,,,,, -1972-10-24,,,,5.46,,6.04,6.16,6.32,6.45,, -1972-10-25,,,,5.46,,6.04,6.17,6.31,6.44,, -1972-10-26,,,,5.42,,6.04,6.16,6.30,6.42,, -1972-10-27,,,,5.43,,6.05,6.18,6.31,6.42,, -1972-10-30,,,,5.45,,6.07,6.20,6.33,6.42,, -1972-10-31,,,,5.44,,6.05,6.20,6.32,6.41,, -1972-11-01,,,,5.42,,6.04,6.20,6.31,6.39,, -1972-11-02,,,,5.33,,5.96,6.15,6.25,6.34,, -1972-11-03,,,,5.26,,5.94,6.13,6.22,6.30,, -1972-11-06,,,,5.21,,5.93,6.11,6.18,6.27,, +1972-10-24,,,,5.46,,6.04,6.16,6.32,6.45,5.97, +1972-10-25,,,,5.46,,6.04,6.17,6.31,6.44,5.96, +1972-10-26,,,,5.42,,6.04,6.16,6.30,6.42,5.95, +1972-10-27,,,,5.43,,6.05,6.18,6.31,6.42,5.90, +1972-10-30,,,,5.45,,6.07,6.20,6.33,6.42,5.94, +1972-10-31,,,,5.44,,6.05,6.20,6.32,6.41,5.93, +1972-11-01,,,,5.42,,6.04,6.20,6.31,6.39,5.89, +1972-11-02,,,,5.33,,5.96,6.15,6.25,6.34,5.85, +1972-11-03,,,,5.26,,5.94,6.13,6.22,6.30,5.82, +1972-11-06,,,,5.21,,5.93,6.11,6.18,6.27,5.81, 1972-11-07,,,,,,,,,,, -1972-11-08,,,,5.28,,5.97,6.15,6.21,6.30,, -1972-11-09,,,,5.31,,5.96,6.16,6.21,6.30,, -1972-11-10,,,,5.29,,5.94,6.15,6.21,6.30,, -1972-11-13,,,,5.22,,5.92,6.11,6.17,6.27,, -1972-11-14,,,,5.21,,5.92,6.10,6.16,6.26,, -1972-11-15,,,,5.18,,5.88,6.06,6.13,6.23,, -1972-11-16,,,,5.16,,5.89,6.08,6.13,6.24,, -1972-11-17,,,,5.22,,5.93,6.10,6.14,6.24,, -1972-11-20,,,,5.20,,5.92,6.08,6.13,6.23,, -1972-11-21,,,,5.24,,5.94,6.09,6.15,6.26,, -1972-11-22,,,,5.28,,5.93,6.09,6.15,6.27,, +1972-11-08,,,,5.28,,5.97,6.15,6.21,6.30,5.80, +1972-11-09,,,,5.31,,5.96,6.16,6.21,6.30,5.79, +1972-11-10,,,,5.29,,5.94,6.15,6.21,6.30,5.78, +1972-11-13,,,,5.22,,5.92,6.11,6.17,6.27,5.77, +1972-11-14,,,,5.21,,5.92,6.10,6.16,6.26,5.75, +1972-11-15,,,,5.18,,5.88,6.06,6.13,6.23,5.71, +1972-11-16,,,,5.16,,5.89,6.08,6.13,6.24,5.73, +1972-11-17,,,,5.22,,5.93,6.10,6.14,6.24,5.73, +1972-11-20,,,,5.20,,5.92,6.08,6.13,6.23,5.73, +1972-11-21,,,,5.24,,5.94,6.09,6.15,6.26,5.76, +1972-11-22,,,,5.28,,5.93,6.09,6.15,6.27,5.77, 1972-11-23,,,,,,,,,,, -1972-11-24,,,,5.28,,5.94,6.10,6.15,6.27,, -1972-11-27,,,,5.35,,5.99,6.13,6.19,6.30,, -1972-11-28,,,,5.33,,5.97,6.12,6.18,6.29,, -1972-11-29,,,,5.35,,5.95,6.10,6.16,6.27,, -1972-11-30,,,,5.35,,5.96,6.12,6.17,6.28,, -1972-12-01,,,,5.35,,5.94,6.12,6.17,6.29,, -1972-12-04,,,,5.39,,5.96,6.13,6.17,6.30,, -1972-12-05,,,,5.43,,5.97,6.14,6.19,6.31,, -1972-12-06,,,,5.46,,5.96,6.13,6.17,6.31,, -1972-12-07,,,,5.45,,5.96,6.12,6.17,6.31,, -1972-12-08,,,,5.48,,5.97,6.14,6.18,6.32,, -1972-12-11,,,,5.51,,5.98,6.15,6.19,6.34,, -1972-12-12,,,,5.49,,5.96,6.13,6.18,6.35,, -1972-12-13,,,,5.46,,5.97,6.12,6.18,6.35,, -1972-12-14,,,,5.46,,5.96,6.11,6.18,6.35,, -1972-12-15,,,,5.48,,5.97,6.11,6.17,6.35,, -1972-12-18,,,,5.56,,6.03,6.18,6.21,6.38,, -1972-12-19,,,,5.57,,6.03,6.18,6.22,6.40,, -1972-12-20,,,,5.57,,6.04,6.18,6.23,6.40,, -1972-12-21,,,,5.58,,6.03,6.17,6.22,6.40,, -1972-12-22,,,,5.59,,6.06,6.19,6.23,6.40,, +1972-11-24,,,,5.28,,5.94,6.10,6.15,6.27,5.78, +1972-11-27,,,,5.35,,5.99,6.13,6.19,6.30,5.81, +1972-11-28,,,,5.33,,5.97,6.12,6.18,6.29,5.81, +1972-11-29,,,,5.35,,5.95,6.10,6.16,6.27,5.80, +1972-11-30,,,,5.35,,5.96,6.12,6.17,6.28,5.82, +1972-12-01,,,,5.35,,5.94,6.12,6.17,6.29,5.84, +1972-12-04,,,,5.39,,5.96,6.13,6.17,6.30,5.84, +1972-12-05,,,,5.43,,5.97,6.14,6.19,6.31,5.86, +1972-12-06,,,,5.46,,5.96,6.13,6.17,6.31,5.87, +1972-12-07,,,,5.45,,5.96,6.12,6.17,6.31,5.88, +1972-12-08,,,,5.48,,5.97,6.14,6.18,6.32,5.89, +1972-12-11,,,,5.51,,5.98,6.15,6.19,6.34,5.91, +1972-12-12,,,,5.49,,5.96,6.13,6.18,6.35,5.92, +1972-12-13,,,,5.46,,5.97,6.12,6.18,6.35,5.93, +1972-12-14,,,,5.46,,5.96,6.11,6.18,6.35,5.94, +1972-12-15,,,,5.48,,5.97,6.11,6.17,6.35,5.95, +1972-12-18,,,,5.56,,6.03,6.18,6.21,6.38,6.00, +1972-12-19,,,,5.57,,6.03,6.18,6.22,6.40,6.04, +1972-12-20,,,,5.57,,6.04,6.18,6.23,6.40,6.05, +1972-12-21,,,,5.58,,6.03,6.17,6.22,6.40,6.04, +1972-12-22,,,,5.59,,6.06,6.19,6.23,6.40,6.04, 1972-12-25,,,,,,,,,,, -1972-12-26,,,,5.59,,6.05,6.19,6.23,6.39,, -1972-12-27,,,,5.63,,6.09,6.20,6.24,6.40,, -1972-12-28,,,,5.64,,6.11,6.22,6.27,6.41,, -1972-12-29,,,,5.68,,6.14,6.26,6.29,6.41,, +1972-12-26,,,,5.59,,6.05,6.19,6.23,6.39,6.03, +1972-12-27,,,,5.63,,6.09,6.20,6.24,6.40,6.03, +1972-12-28,,,,5.64,,6.11,6.22,6.27,6.41,6.03, +1972-12-29,,,,5.68,,6.14,6.26,6.29,6.41,6.03, 1973-01-01,,,,,,,,,,, -1973-01-02,,,,5.72,,6.16,6.29,6.31,6.43,, -1973-01-03,,,,5.69,,6.16,6.26,6.30,6.42,, -1973-01-04,,,,5.67,,6.11,6.23,6.27,6.40,, -1973-01-05,,,,5.70,,6.15,6.27,6.31,6.42,, -1973-01-08,,,,5.74,,6.18,6.30,6.34,6.43,, -1973-01-09,,,,5.74,,6.17,6.30,6.33,6.42,, -1973-01-10,,,,5.76,,6.18,6.31,6.34,6.43,, -1973-01-11,,,,5.79,,6.20,6.31,6.34,6.43,, -1973-01-12,,,,5.87,,6.24,6.33,6.35,6.44,, -1973-01-15,,,,5.87,,6.23,6.31,6.34,6.44,, -1973-01-16,,,,5.89,,6.24,6.32,6.35,6.44,, -1973-01-17,,,,5.88,,6.23,6.30,6.33,6.45,, -1973-01-18,,,,5.89,,6.24,6.32,6.35,6.46,, -1973-01-19,,,,5.93,,6.29,6.36,6.38,6.49,, -1973-01-22,,,,5.94,,6.32,6.38,6.40,6.50,, -1973-01-23,,,,5.95,,6.30,6.35,6.37,6.48,, -1973-01-24,,,,6.02,,6.35,6.39,6.40,6.49,, -1973-01-25,,,,6.04,,6.36,6.41,6.43,6.51,, -1973-01-26,,,,6.19,,6.42,6.44,6.43,6.53,, -1973-01-29,,,,6.16,,6.44,6.44,6.45,6.55,, -1973-01-30,,,,6.08,,6.44,6.44,6.42,6.52,, -1973-01-31,,,,6.09,,6.44,6.45,6.43,6.54,, -1973-02-01,,,,6.20,,6.54,6.56,6.52,6.60,, -1973-02-02,,,,6.23,,6.56,6.58,6.57,6.64,, -1973-02-05,,,,6.22,,6.54,6.58,6.59,6.64,, -1973-02-06,,,,6.23,,6.54,6.58,6.60,6.64,, -1973-02-07,,,,6.18,,6.53,6.57,6.61,6.64,, -1973-02-08,,,,6.12,,6.53,6.55,6.60,6.66,, -1973-02-09,,,,6.06,,6.48,6.51,6.55,6.63,, +1973-01-02,,,,5.72,,6.16,6.29,6.31,6.43,6.05, +1973-01-03,,,,5.69,,6.16,6.26,6.30,6.42,6.04, +1973-01-04,,,,5.67,,6.11,6.23,6.27,6.40,6.78, +1973-01-05,,,,5.70,,6.15,6.27,6.31,6.42,6.81, +1973-01-08,,,,5.74,,6.18,6.30,6.34,6.43,6.84, +1973-01-09,,,,5.74,,6.17,6.30,6.33,6.42,6.84, +1973-01-10,,,,5.76,,6.18,6.31,6.34,6.43,6.85, +1973-01-11,,,,5.79,,6.20,6.31,6.34,6.43,6.85, +1973-01-12,,,,5.87,,6.24,6.33,6.35,6.44,6.86, +1973-01-15,,,,5.87,,6.23,6.31,6.34,6.44,6.85, +1973-01-16,,,,5.89,,6.24,6.32,6.35,6.44,6.85, +1973-01-17,,,,5.88,,6.23,6.30,6.33,6.45,6.85, +1973-01-18,,,,5.89,,6.24,6.32,6.35,6.46,6.86, +1973-01-19,,,,5.93,,6.29,6.36,6.38,6.49,6.87, +1973-01-22,,,,5.94,,6.32,6.38,6.40,6.50,6.88, +1973-01-23,,,,5.95,,6.30,6.35,6.37,6.48,6.84, +1973-01-24,,,,6.02,,6.35,6.39,6.40,6.49,6.86, +1973-01-25,,,,6.04,,6.36,6.41,6.43,6.51,6.87, +1973-01-26,,,,6.19,,6.42,6.44,6.43,6.53,6.88, +1973-01-29,,,,6.16,,6.44,6.44,6.45,6.55,6.88, +1973-01-30,,,,6.08,,6.44,6.44,6.42,6.52,6.87, +1973-01-31,,,,6.09,,6.44,6.45,6.43,6.54,6.86, +1973-02-01,,,,6.20,,6.54,6.56,6.52,6.60,6.87, +1973-02-02,,,,6.23,,6.56,6.58,6.57,6.64,6.90, +1973-02-05,,,,6.22,,6.54,6.58,6.59,6.64,6.89, +1973-02-06,,,,6.23,,6.54,6.58,6.60,6.64,6.90, +1973-02-07,,,,6.18,,6.53,6.57,6.61,6.64,6.89, +1973-02-08,,,,6.12,,6.53,6.55,6.60,6.66,6.89, +1973-02-09,,,,6.06,,6.48,6.51,6.55,6.63,6.87, 1973-02-12,,,,,,,,,,, -1973-02-13,,,,6.08,,6.49,6.54,6.56,6.61,, -1973-02-14,,,,6.05,,6.49,6.54,6.56,6.62,, -1973-02-15,,,,6.00,,6.48,6.53,6.54,6.62,, -1973-02-16,,,,6.01,,6.51,6.55,6.57,6.63,, +1973-02-13,,,,6.08,,6.49,6.54,6.56,6.61,6.85, +1973-02-14,,,,6.05,,6.49,6.54,6.56,6.62,6.85, +1973-02-15,,,,6.00,,6.48,6.53,6.54,6.62,6.84, +1973-02-16,,,,6.01,,6.51,6.55,6.57,6.63,6.85, 1973-02-19,,,,,,,,,,, -1973-02-20,,,,6.13,,6.63,6.65,6.64,6.66,, -1973-02-21,,,,6.21,,6.68,6.65,6.64,6.66,, -1973-02-22,,,,6.21,,6.66,6.64,6.63,6.65,, -1973-02-23,,,,6.23,,6.64,6.60,6.60,6.61,, -1973-02-26,,,,6.38,,6.73,6.72,6.67,6.65,, -1973-02-27,,,,6.43,,6.73,6.72,6.67,6.64,, -1973-02-28,,,,6.43,,6.74,6.73,6.68,6.64,, -1973-03-01,,,,6.43,,6.73,6.72,6.66,6.65,, -1973-03-02,,,,6.47,,6.78,6.77,6.70,6.67,, -1973-03-05,,,,6.52,,6.81,6.79,6.72,6.68,, -1973-03-06,,,,6.63,,6.84,6.83,6.74,6.68,, -1973-03-07,,,,6.63,,6.82,6.80,6.73,6.66,, -1973-03-08,,,,6.66,,6.83,6.83,6.75,6.67,, -1973-03-09,,,,6.74,,6.84,6.83,6.76,6.68,, -1973-03-12,,,,6.77,,6.86,6.84,6.77,6.68,, -1973-03-13,,,,6.80,,6.85,6.81,6.77,6.70,, -1973-03-14,,,,6.85,,6.86,6.82,6.79,6.71,, -1973-03-15,,,,6.93,,6.92,6.85,6.80,6.73,, -1973-03-16,,,,7.13,,7.02,6.92,6.86,6.77,, -1973-03-19,,,,7.06,,7.02,6.85,6.83,6.75,, -1973-03-20,,,,7.02,,6.96,6.85,6.82,6.76,, -1973-03-21,,,,7.02,,6.91,6.83,6.82,6.76,, -1973-03-22,,,,7.03,,6.92,6.84,6.81,6.76,, -1973-03-23,,,,7.01,,6.91,6.84,6.80,6.76,, -1973-03-26,,,,6.98,,6.82,6.76,6.74,6.73,, -1973-03-27,,,,6.96,,6.81,6.74,6.72,6.72,, -1973-03-28,,,,6.98,,6.77,6.69,6.68,6.67,, -1973-03-29,,,,6.99,,6.75,6.68,6.67,6.68,, -1973-03-30,,,,7.09,,6.89,6.81,6.76,6.73,, -1973-04-02,,,,7.09,,6.89,6.81,6.77,6.74,, -1973-04-03,,,,7.07,,6.87,6.77,6.73,6.73,, -1973-04-04,,,,7.03,,6.81,6.71,6.69,6.70,, -1973-04-05,,,,7.00,,6.78,6.70,6.68,6.68,, -1973-04-06,,,,6.87,,6.69,6.59,6.61,6.64,, -1973-04-09,,,,6.77,,6.63,6.55,6.57,6.62,, -1973-04-10,,,,6.79,,6.66,6.58,6.59,6.64,, -1973-04-11,,,,6.85,,6.74,6.63,6.62,6.65,, -1973-04-12,,,,6.86,,6.76,6.64,6.64,6.66,, -1973-04-13,,,,6.81,,6.70,6.55,6.57,6.63,, -1973-04-16,,,,6.77,,6.70,6.57,6.58,6.62,, -1973-04-17,,,,6.77,,6.80,6.66,6.63,6.64,, -1973-04-18,,,,6.74,,6.76,6.67,6.65,6.64,, -1973-04-19,,,,6.77,,6.82,6.71,6.68,6.66,, +1973-02-20,,,,6.13,,6.63,6.65,6.64,6.66,6.88, +1973-02-21,,,,6.21,,6.68,6.65,6.64,6.66,6.90, +1973-02-22,,,,6.21,,6.66,6.64,6.63,6.65,6.89, +1973-02-23,,,,6.23,,6.64,6.60,6.60,6.61,6.87, +1973-02-26,,,,6.38,,6.73,6.72,6.67,6.65,6.90, +1973-02-27,,,,6.43,,6.73,6.72,6.67,6.64,6.90, +1973-02-28,,,,6.43,,6.74,6.73,6.68,6.64,6.90, +1973-03-01,,,,6.43,,6.73,6.72,6.66,6.65,6.90, +1973-03-02,,,,6.47,,6.78,6.77,6.70,6.67,6.91, +1973-03-05,,,,6.52,,6.81,6.79,6.72,6.68,6.91, +1973-03-06,,,,6.63,,6.84,6.83,6.74,6.68,6.91, +1973-03-07,,,,6.63,,6.82,6.80,6.73,6.66,6.90, +1973-03-08,,,,6.66,,6.83,6.83,6.75,6.67,6.90, +1973-03-09,,,,6.74,,6.84,6.83,6.76,6.68,6.91, +1973-03-12,,,,6.77,,6.86,6.84,6.77,6.68,6.92, +1973-03-13,,,,6.80,,6.85,6.81,6.77,6.70,6.92, +1973-03-14,,,,6.85,,6.86,6.82,6.79,6.71,6.92, +1973-03-15,,,,6.93,,6.92,6.85,6.80,6.73,6.93, +1973-03-16,,,,7.13,,7.02,6.92,6.86,6.77,6.95, +1973-03-19,,,,7.06,,7.02,6.85,6.83,6.75,6.93, +1973-03-20,,,,7.02,,6.96,6.85,6.82,6.76,6.94, +1973-03-21,,,,7.02,,6.91,6.83,6.82,6.76,6.92, +1973-03-22,,,,7.03,,6.92,6.84,6.81,6.76,6.92, +1973-03-23,,,,7.01,,6.91,6.84,6.80,6.76,6.91, +1973-03-26,,,,6.98,,6.82,6.76,6.74,6.73,6.89, +1973-03-27,,,,6.96,,6.81,6.74,6.72,6.72,6.88, +1973-03-28,,,,6.98,,6.77,6.69,6.68,6.67,6.87, +1973-03-29,,,,6.99,,6.75,6.68,6.67,6.68,6.85, +1973-03-30,,,,7.09,,6.89,6.81,6.76,6.73,6.89, +1973-04-02,,,,7.09,,6.89,6.81,6.77,6.74,6.90, +1973-04-03,,,,7.07,,6.87,6.77,6.73,6.73,6.88, +1973-04-04,,,,7.03,,6.81,6.71,6.69,6.70,6.87, +1973-04-05,,,,7.00,,6.78,6.70,6.68,6.68,6.87, +1973-04-06,,,,6.87,,6.69,6.59,6.61,6.64,6.82, +1973-04-09,,,,6.77,,6.63,6.55,6.57,6.62,6.81, +1973-04-10,,,,6.79,,6.66,6.58,6.59,6.64,6.84, +1973-04-11,,,,6.85,,6.74,6.63,6.62,6.65,6.85, +1973-04-12,,,,6.86,,6.76,6.64,6.64,6.66,6.85, +1973-04-13,,,,6.81,,6.70,6.55,6.57,6.63,6.84, +1973-04-16,,,,6.77,,6.70,6.57,6.58,6.62,6.83, +1973-04-17,,,,6.77,,6.80,6.66,6.63,6.64,6.84, +1973-04-18,,,,6.74,,6.76,6.67,6.65,6.64,6.85, +1973-04-19,,,,6.77,,6.82,6.71,6.68,6.66,6.85, 1973-04-20,,,,,,,,,,, -1973-04-23,,,,6.82,,6.88,6.76,6.72,6.73,, -1973-04-24,,,,6.79,,6.86,6.73,6.70,6.66,, -1973-04-25,,,,6.80,,6.83,6.72,6.70,6.66,, -1973-04-26,,,,6.76,,6.75,6.67,6.70,6.68,, -1973-04-27,,,,6.77,,6.78,6.70,6.72,6.69,, -1973-04-30,,,,6.80,,6.81,6.73,6.75,6.70,, -1973-05-01,,,,6.83,,6.84,6.77,6.78,6.72,, -1973-05-02,,,,6.83,,6.82,6.78,6.79,6.76,, -1973-05-03,,,,6.84,,6.84,6.80,6.80,6.77,, -1973-05-04,,,,6.83,,6.87,6.83,6.82,6.79,, -1973-05-07,,,,6.83,,6.87,6.83,6.82,6.81,, -1973-05-08,,,,6.81,,6.81,6.80,6.79,6.80,, -1973-05-09,,,,6.74,,6.78,6.78,6.78,6.80,, -1973-05-10,,,,6.72,,6.77,6.77,6.78,6.81,, -1973-05-11,,,,6.76,,6.80,6.81,6.80,6.82,, -1973-05-14,,,,6.75,,6.81,6.80,6.80,6.83,, -1973-05-15,,,,6.71,,6.77,6.78,6.78,6.86,, -1973-05-16,,,,6.70,,6.77,6.76,6.78,6.84,, -1973-05-17,,,,6.85,,6.82,6.81,6.81,6.85,, -1973-05-18,,,,6.91,,6.86,6.83,6.84,6.86,, -1973-05-21,,,,6.97,,6.88,6.86,6.88,6.89,, -1973-05-22,,,,7.00,,6.88,6.86,6.88,6.90,, -1973-05-23,,,,7.08,,6.88,6.84,6.89,6.92,, -1973-05-24,,,,7.04,,6.84,6.80,6.86,6.91,, -1973-05-25,,,,7.04,,6.83,6.78,6.87,6.91,, +1973-04-23,,,,6.82,,6.88,6.76,6.72,6.73,6.87, +1973-04-24,,,,6.79,,6.86,6.73,6.70,6.66,6.86, +1973-04-25,,,,6.80,,6.83,6.72,6.70,6.66,6.87, +1973-04-26,,,,6.76,,6.75,6.67,6.70,6.68,6.90, +1973-04-27,,,,6.77,,6.78,6.70,6.72,6.69,6.91, +1973-04-30,,,,6.80,,6.81,6.73,6.75,6.70,6.91, +1973-05-01,,,,6.83,,6.84,6.77,6.78,6.72,6.92, +1973-05-02,,,,6.83,,6.82,6.78,6.79,6.76,6.94, +1973-05-03,,,,6.84,,6.84,6.80,6.80,6.77,6.96, +1973-05-04,,,,6.83,,6.87,6.83,6.82,6.79,6.97, +1973-05-07,,,,6.83,,6.87,6.83,6.82,6.81,6.98, +1973-05-08,,,,6.81,,6.81,6.80,6.79,6.80,6.98, +1973-05-09,,,,6.74,,6.78,6.78,6.78,6.80,6.98, +1973-05-10,,,,6.72,,6.77,6.77,6.78,6.81,6.97, +1973-05-11,,,,6.76,,6.80,6.81,6.80,6.82,6.98, +1973-05-14,,,,6.75,,6.81,6.80,6.80,6.83,6.98, +1973-05-15,,,,6.71,,6.77,6.78,6.78,6.86,6.98, +1973-05-16,,,,6.70,,6.77,6.76,6.78,6.84,6.97, +1973-05-17,,,,6.85,,6.82,6.81,6.81,6.85,6.98, +1973-05-18,,,,6.91,,6.86,6.83,6.84,6.86,7.00, +1973-05-21,,,,6.97,,6.88,6.86,6.88,6.89,7.02, +1973-05-22,,,,7.00,,6.88,6.86,6.88,6.90,7.02, +1973-05-23,,,,7.08,,6.88,6.84,6.89,6.92,7.04, +1973-05-24,,,,7.04,,6.84,6.80,6.86,6.91,7.03, +1973-05-25,,,,7.04,,6.83,6.78,6.87,6.91,7.02, 1973-05-28,,,,,,,,,,, -1973-05-29,,,,7.10,,6.85,6.80,6.89,6.93,, -1973-05-30,,,,7.16,,6.84,6.80,6.87,6.93,, -1973-05-31,,,,7.16,,6.85,6.78,6.86,6.93,, -1973-06-01,,,,7.22,,6.87,6.78,6.88,6.96,, -1973-06-04,,,,7.28,,6.89,6.80,6.89,6.98,, -1973-06-05,,,,7.23,,6.84,6.70,6.81,6.95,, -1973-06-06,,,,7.21,,6.71,6.57,6.76,6.89,, -1973-06-07,,,,7.20,,6.77,6.61,6.77,6.89,, -1973-06-08,,,,7.20,,6.76,6.59,6.75,6.87,, -1973-06-11,,,,7.23,,6.79,6.62,6.77,6.87,, -1973-06-12,,,,7.20,,6.77,6.61,6.75,6.86,, -1973-06-13,,,,7.19,,6.75,6.62,6.74,6.85,, -1973-06-14,,,,7.20,,6.76,6.62,6.76,6.85,, -1973-06-15,,,,7.19,,6.77,6.63,6.76,6.86,, -1973-06-18,,,,7.25,,6.78,6.65,6.77,6.87,, -1973-06-19,,,,7.29,,6.80,6.66,6.78,6.87,, -1973-06-20,,,,7.29,,6.80,6.66,6.79,6.89,, -1973-06-21,,,,7.29,,6.80,6.67,6.79,6.89,, -1973-06-22,,,,7.34,,6.85,6.70,6.82,6.91,, -1973-06-25,,,,7.39,,6.90,6.74,6.84,6.93,, -1973-06-26,,,,7.41,,6.93,6.76,6.86,6.93,, -1973-06-27,,,,7.53,,6.95,6.78,6.86,6.92,, -1973-06-28,,,,7.58,,7.01,6.82,6.88,6.92,, -1973-06-29,,,,7.74,,7.07,6.90,6.92,6.94,, -1973-07-02,,,,7.98,,7.19,7.00,6.99,7.01,, -1973-07-03,,,,8.03,,7.20,7.03,7.01,7.01,, +1973-05-29,,,,7.10,,6.85,6.80,6.89,6.93,7.03, +1973-05-30,,,,7.16,,6.84,6.80,6.87,6.93,7.04, +1973-05-31,,,,7.16,,6.85,6.78,6.86,6.93,7.05, +1973-06-01,,,,7.22,,6.87,6.78,6.88,6.96,7.07, +1973-06-04,,,,7.28,,6.89,6.80,6.89,6.98,7.10, +1973-06-05,,,,7.23,,6.84,6.70,6.81,6.95,7.07, +1973-06-06,,,,7.21,,6.71,6.57,6.76,6.89,7.03, +1973-06-07,,,,7.20,,6.77,6.61,6.77,6.89,7.02, +1973-06-08,,,,7.20,,6.76,6.59,6.75,6.87,7.01, +1973-06-11,,,,7.23,,6.79,6.62,6.77,6.87,7.03, +1973-06-12,,,,7.20,,6.77,6.61,6.75,6.86,7.02, +1973-06-13,,,,7.19,,6.75,6.62,6.74,6.85,7.01, +1973-06-14,,,,7.20,,6.76,6.62,6.76,6.85,7.02, +1973-06-15,,,,7.19,,6.77,6.63,6.76,6.86,7.02, +1973-06-18,,,,7.25,,6.78,6.65,6.77,6.87,7.05, +1973-06-19,,,,7.29,,6.80,6.66,6.78,6.87,7.05, +1973-06-20,,,,7.29,,6.80,6.66,6.79,6.89,7.07, +1973-06-21,,,,7.29,,6.80,6.67,6.79,6.89,7.07, +1973-06-22,,,,7.34,,6.85,6.70,6.82,6.91,7.08, +1973-06-25,,,,7.39,,6.90,6.74,6.84,6.93,7.10, +1973-06-26,,,,7.41,,6.93,6.76,6.86,6.93,7.11, +1973-06-27,,,,7.53,,6.95,6.78,6.86,6.92,7.11, +1973-06-28,,,,7.58,,7.01,6.82,6.88,6.92,7.11, +1973-06-29,,,,7.74,,7.07,6.90,6.92,6.94,7.13, +1973-07-02,,,,7.98,,7.19,7.00,6.99,7.01,7.17, +1973-07-03,,,,8.03,,7.20,7.03,7.01,7.01,7.17, 1973-07-04,,,,,,,,,,, -1973-07-05,,,,8.06,,7.20,7.02,7.01,7.01,, -1973-07-06,,,,8.11,,7.24,7.07,7.04,7.03,, -1973-07-09,,,,8.19,,7.35,7.18,7.11,7.05,, -1973-07-10,,,,8.12,,7.31,7.11,7.05,7.05,, -1973-07-11,,,,8.02,,7.28,7.11,7.04,7.05,, -1973-07-12,,,,8.08,,7.31,7.12,7.05,7.04,, -1973-07-13,,,,8.19,,7.37,7.17,7.09,7.05,, -1973-07-16,,,,8.24,,7.39,7.21,7.12,7.06,, -1973-07-17,,,,8.26,,7.43,7.22,7.14,7.06,, -1973-07-18,,,,8.38,,7.48,7.26,7.18,7.07,, -1973-07-19,,,,8.54,,7.63,7.39,7.27,7.11,, -1973-07-20,,,,8.61,,7.71,7.48,7.35,7.17,, -1973-07-23,,,,8.61,,7.71,7.45,7.34,7.17,, -1973-07-24,,,,8.67,,7.77,7.50,7.37,7.19,, -1973-07-25,,,,8.71,,7.79,7.56,7.39,7.19,, -1973-07-26,,,,8.75,,7.91,7.70,7.52,7.28,, -1973-07-27,,,,8.86,,7.98,7.78,7.59,7.35,, -1973-07-30,,,,8.89,,7.98,7.80,7.61,7.37,, -1973-07-31,,,,8.87,,8.02,7.87,7.65,7.43,, -1973-08-01,,,,8.91,,8.11,7.94,7.71,7.55,, -1973-08-02,,,,8.91,,8.10,7.86,7.65,7.52,, -1973-08-03,,,,8.94,,8.15,7.98,7.71,7.53,, -1973-08-06,,,,9.08,,8.23,8.06,7.77,7.54,, -1973-08-07,,,,9.23,,8.34,8.13,7.82,7.58,, -1973-08-08,,,,9.20,,8.29,7.97,7.75,7.52,, -1973-08-09,,,,9.18,,8.28,8.01,7.79,7.54,, -1973-08-10,,,,9.22,,8.26,7.96,7.78,7.52,, -1973-08-13,,,,9.15,,8.18,7.84,7.71,7.47,, -1973-08-14,,,,9.01,,8.12,7.81,7.66,7.46,, -1973-08-15,,,,8.97,,8.05,7.71,7.60,7.45,, -1973-08-16,,,,8.76,,7.79,7.54,7.43,7.37,, -1973-08-17,,,,8.58,,7.67,7.41,7.36,7.28,, -1973-08-20,,,,8.77,,7.85,7.50,7.44,7.38,, -1973-08-21,,,,8.76,,7.81,7.47,7.47,7.36,, -1973-08-22,,,,8.75,,7.80,7.51,7.49,7.39,, -1973-08-23,,,,8.55,,7.64,7.31,7.35,7.31,, -1973-08-24,,,,8.45,,7.46,7.15,7.21,7.23,, -1973-08-27,,,,8.51,,7.51,7.23,7.28,7.26,, -1973-08-28,,,,8.54,,7.53,7.31,7.29,7.29,, -1973-08-29,,,,8.51,,7.44,7.22,7.20,7.26,, -1973-08-30,,,,8.47,,7.46,7.26,7.21,7.25,, -1973-08-31,,,,8.47,,7.46,7.28,7.22,7.25,, +1973-07-05,,,,8.06,,7.20,7.02,7.01,7.01,7.14, +1973-07-06,,,,8.11,,7.24,7.07,7.04,7.03,7.17, +1973-07-09,,,,8.19,,7.35,7.18,7.11,7.05,7.20, +1973-07-10,,,,8.12,,7.31,7.11,7.05,7.05,7.19, +1973-07-11,,,,8.02,,7.28,7.11,7.04,7.05,7.19, +1973-07-12,,,,8.08,,7.31,7.12,7.05,7.04,7.20, +1973-07-13,,,,8.19,,7.37,7.17,7.09,7.05,7.21, +1973-07-16,,,,8.24,,7.39,7.21,7.12,7.06,7.21, +1973-07-17,,,,8.26,,7.43,7.22,7.14,7.06,7.21, +1973-07-18,,,,8.38,,7.48,7.26,7.18,7.07,7.25, +1973-07-19,,,,8.54,,7.63,7.39,7.27,7.11,7.29, +1973-07-20,,,,8.61,,7.71,7.48,7.35,7.17,7.31, +1973-07-23,,,,8.61,,7.71,7.45,7.34,7.17,7.31, +1973-07-24,,,,8.67,,7.77,7.50,7.37,7.19,7.33, +1973-07-25,,,,8.71,,7.79,7.56,7.39,7.19,7.34, +1973-07-26,,,,8.75,,7.91,7.70,7.52,7.28,7.46, +1973-07-27,,,,8.86,,7.98,7.78,7.59,7.35,7.53, +1973-07-30,,,,8.89,,7.98,7.80,7.61,7.37,7.56, +1973-07-31,,,,8.87,,8.02,7.87,7.65,7.43,7.63, +1973-08-01,,,,8.91,,8.11,7.94,7.71,7.55,7.78, +1973-08-02,,,,8.91,,8.10,7.86,7.65,7.52,7.77, +1973-08-03,,,,8.94,,8.15,7.98,7.71,7.53,7.79, +1973-08-06,,,,9.08,,8.23,8.06,7.77,7.54,7.80, +1973-08-07,,,,9.23,,8.34,8.13,7.82,7.58,7.83, +1973-08-08,,,,9.20,,8.29,7.97,7.75,7.52,7.79, +1973-08-09,,,,9.18,,8.28,8.01,7.79,7.54,7.78, +1973-08-10,,,,9.22,,8.26,7.96,7.78,7.52,7.76, +1973-08-13,,,,9.15,,8.18,7.84,7.71,7.47,7.72, +1973-08-14,,,,9.01,,8.12,7.81,7.66,7.46,7.73, +1973-08-15,,,,8.97,,8.05,7.71,7.60,7.45,7.69, +1973-08-16,,,,8.76,,7.79,7.54,7.43,7.37,7.57, +1973-08-17,,,,8.58,,7.67,7.41,7.36,7.28,7.52, +1973-08-20,,,,8.77,,7.85,7.50,7.44,7.38,7.58, +1973-08-21,,,,8.76,,7.81,7.47,7.47,7.36,7.56, +1973-08-22,,,,8.75,,7.80,7.51,7.49,7.39,7.57, +1973-08-23,,,,8.55,,7.64,7.31,7.35,7.31,7.49, +1973-08-24,,,,8.45,,7.46,7.15,7.21,7.23,7.41, +1973-08-27,,,,8.51,,7.51,7.23,7.28,7.26,7.44, +1973-08-28,,,,8.54,,7.53,7.31,7.29,7.29,7.47, +1973-08-29,,,,8.51,,7.44,7.22,7.20,7.26,7.38, +1973-08-30,,,,8.47,,7.46,7.26,7.21,7.25,7.36, +1973-08-31,,,,8.47,,7.46,7.28,7.22,7.25,7.35, 1973-09-03,,,,,,,,,,, -1973-09-04,,,,8.46,,7.45,7.22,7.20,7.21,, -1973-09-05,,,,8.36,,7.36,7.12,7.13,7.11,, -1973-09-06,,,,8.38,,7.39,7.12,7.13,7.10,, -1973-09-07,,,,8.35,,7.34,7.10,7.13,7.11,, -1973-09-10,,,,8.44,,7.46,7.23,7.20,7.16,, -1973-09-11,,,,8.51,,7.54,7.33,7.27,7.19,, -1973-09-12,,,,8.63,,7.55,7.33,7.27,7.20,, -1973-09-13,,,,8.71,,7.53,7.36,7.27,7.21,, -1973-09-14,,,,8.66,,7.48,7.29,7.23,7.21,, -1973-09-17,,,,8.56,,7.33,7.11,7.15,7.16,, -1973-09-18,,,,8.40,,7.23,6.99,7.10,7.08,, -1973-09-19,,,,8.41,,7.24,7.02,7.10,7.10,, -1973-09-20,,,,8.37,,7.18,6.95,7.04,7.09,, -1973-09-21,,,,8.25,,7.06,6.91,6.95,7.02,, -1973-09-24,,,,8.16,,6.96,6.81,6.91,7.00,, -1973-09-25,,,,8.08,,6.95,6.79,6.89,6.96,, -1973-09-26,,,,7.95,,6.96,6.82,6.88,6.97,, -1973-09-27,,,,7.64,,6.93,6.80,6.83,6.94,, -1973-09-28,,,,7.50,,6.79,6.72,6.79,6.90,, -1973-10-01,,,,7.55,,6.83,6.75,6.80,6.91,, -1973-10-02,,,,7.77,,6.97,6.88,6.87,6.89,, -1973-10-03,,,,7.74,,6.94,6.82,6.86,6.90,, -1973-10-04,,,,7.76,,6.96,6.88,6.85,6.88,, -1973-10-05,,,,7.52,,6.80,6.72,6.75,6.86,, +1973-09-04,,,,8.46,,7.45,7.22,7.20,7.21,7.30, +1973-09-05,,,,8.36,,7.36,7.12,7.13,7.11,7.22, +1973-09-06,,,,8.38,,7.39,7.12,7.13,7.10,7.23, +1973-09-07,,,,8.35,,7.34,7.10,7.13,7.11,7.23, +1973-09-10,,,,8.44,,7.46,7.23,7.20,7.16,7.25, +1973-09-11,,,,8.51,,7.54,7.33,7.27,7.19,7.32, +1973-09-12,,,,8.63,,7.55,7.33,7.27,7.20,7.35, +1973-09-13,,,,8.71,,7.53,7.36,7.27,7.21,7.38, +1973-09-14,,,,8.66,,7.48,7.29,7.23,7.21,7.38, +1973-09-17,,,,8.56,,7.33,7.11,7.15,7.16,7.35, +1973-09-18,,,,8.40,,7.23,6.99,7.10,7.08,7.34, +1973-09-19,,,,8.41,,7.24,7.02,7.10,7.10,7.33, +1973-09-20,,,,8.37,,7.18,6.95,7.04,7.09,7.31, +1973-09-21,,,,8.25,,7.06,6.91,6.95,7.02,7.23, +1973-09-24,,,,8.16,,6.96,6.81,6.91,7.00,7.18, +1973-09-25,,,,8.08,,6.95,6.79,6.89,6.96,7.12, +1973-09-26,,,,7.95,,6.96,6.82,6.88,6.97,7.13, +1973-09-27,,,,7.64,,6.93,6.80,6.83,6.94,7.10, +1973-09-28,,,,7.50,,6.79,6.72,6.79,6.90,7.05, +1973-10-01,,,,7.55,,6.83,6.75,6.80,6.91,7.09, +1973-10-02,,,,7.77,,6.97,6.88,6.87,6.89,7.13, +1973-10-03,,,,7.74,,6.94,6.82,6.86,6.90,7.15, +1973-10-04,,,,7.76,,6.96,6.88,6.85,6.88,7.15, +1973-10-05,,,,7.52,,6.80,6.72,6.75,6.86,7.11, 1973-10-08,,,,,,,,,,, -1973-10-09,,,,7.42,,6.74,6.68,6.69,6.78,, -1973-10-10,,,,7.47,,6.80,6.74,6.74,6.77,, -1973-10-11,,,,7.46,,6.79,6.74,6.75,6.78,, -1973-10-12,,,,7.37,,6.73,6.68,6.71,6.75,, -1973-10-15,,,,7.39,,6.77,6.75,6.75,6.77,, -1973-10-16,,,,7.43,,6.81,6.80,6.79,6.81,, -1973-10-17,,,,7.40,,6.79,6.79,6.79,6.82,, -1973-10-18,,,,7.39,,6.76,6.77,6.78,6.81,, -1973-10-19,,,,7.31,,6.74,6.75,6.77,6.80,, +1973-10-09,,,,7.42,,6.74,6.68,6.69,6.78,7.05, +1973-10-10,,,,7.47,,6.80,6.74,6.74,6.77,7.06, +1973-10-11,,,,7.46,,6.79,6.74,6.75,6.78,7.10, +1973-10-12,,,,7.37,,6.73,6.68,6.71,6.75,7.09, +1973-10-15,,,,7.39,,6.77,6.75,6.75,6.77,7.14, +1973-10-16,,,,7.43,,6.81,6.80,6.79,6.81,7.19, +1973-10-17,,,,7.40,,6.79,6.79,6.79,6.82,7.24, +1973-10-18,,,,7.39,,6.76,6.77,6.78,6.81,7.25, +1973-10-19,,,,7.31,,6.74,6.75,6.77,6.80,7.22, 1973-10-22,,,,,,,,,,, -1973-10-23,,,,7.29,,6.78,6.80,6.81,6.80,, -1973-10-24,,,,7.19,,6.78,6.81,6.80,6.75,, -1973-10-25,,,,7.18,,6.78,6.76,6.77,6.73,, -1973-10-26,,,,7.17,,6.79,6.76,6.77,6.72,, -1973-10-29,,,,7.16,,6.79,6.77,6.80,6.72,, -1973-10-30,,,,7.14,,6.78,6.75,6.79,6.72,, -1973-10-31,,,,7.21,,6.82,6.80,6.83,6.71,, -1973-11-01,,,,7.33,,6.89,6.83,6.84,6.71,, -1973-11-02,,,,7.44,,6.91,6.85,6.88,6.72,, -1973-11-05,,,,7.64,,7.12,7.00,6.95,6.74,, +1973-10-23,,,,7.29,,6.78,6.80,6.81,6.80,7.24, +1973-10-24,,,,7.19,,6.78,6.81,6.80,6.75,7.23, +1973-10-25,,,,7.18,,6.78,6.76,6.77,6.73,7.30, +1973-10-26,,,,7.17,,6.79,6.76,6.77,6.72,7.27, +1973-10-29,,,,7.16,,6.79,6.77,6.80,6.72,7.27, +1973-10-30,,,,7.14,,6.78,6.75,6.79,6.72,7.26, +1973-10-31,,,,7.21,,6.82,6.80,6.83,6.71,7.30, +1973-11-01,,,,7.33,,6.89,6.83,6.84,6.71,7.28, +1973-11-02,,,,7.44,,6.91,6.85,6.88,6.72,7.28, +1973-11-05,,,,7.64,,7.12,7.00,6.95,6.74,7.33, 1973-11-06,,,,,,,,,,, -1973-11-07,,,,7.80,,7.15,6.98,6.95,6.76,, -1973-11-08,,,,7.71,,7.08,6.91,6.91,6.77,, -1973-11-09,,,,7.78,,7.09,6.93,6.92,6.76,, -1973-11-12,,,,7.90,,7.16,7.03,6.96,6.76,, -1973-11-13,,,,8.00,,7.26,7.16,7.02,6.76,, -1973-11-14,,,,8.02,,7.25,7.19,7.04,6.79,, -1973-11-15,,,,7.82,,7.16,7.10,6.99,6.76,, -1973-11-16,,,,7.73,,7.11,7.05,6.96,6.72,, -1973-11-19,,,,7.54,,7.02,6.91,6.90,6.71,, -1973-11-20,,,,7.49,,6.98,6.90,6.87,6.72,, -1973-11-21,,,,7.45,,6.89,6.80,6.83,6.71,, +1973-11-07,,,,7.80,,7.15,6.98,6.95,6.76,7.33, +1973-11-08,,,,7.71,,7.08,6.91,6.91,6.77,7.32, +1973-11-09,,,,7.78,,7.09,6.93,6.92,6.76,7.32, +1973-11-12,,,,7.90,,7.16,7.03,6.96,6.76,7.34, +1973-11-13,,,,8.00,,7.26,7.16,7.02,6.76,7.38, +1973-11-14,,,,8.02,,7.25,7.19,7.04,6.79,7.39, +1973-11-15,,,,7.82,,7.16,7.10,6.99,6.76,7.36, +1973-11-16,,,,7.73,,7.11,7.05,6.96,6.72,7.33, +1973-11-19,,,,7.54,,7.02,6.91,6.90,6.71,7.29, +1973-11-20,,,,7.49,,6.98,6.90,6.87,6.72,7.29, +1973-11-21,,,,7.45,,6.89,6.80,6.83,6.71,7.25, 1973-11-22,,,,,,,,,,, -1973-11-23,,,,7.43,,6.90,6.81,6.83,6.70,, -1973-11-26,,,,7.22,,6.77,6.76,6.77,6.69,, -1973-11-27,,,,7.25,,6.83,6.77,6.80,6.70,, -1973-11-28,,,,7.25,,6.85,6.80,6.80,6.70,, -1973-11-29,,,,7.30,,6.83,6.80,6.79,6.70,, -1973-11-30,,,,7.28,,6.79,6.77,6.77,6.69,, -1973-12-03,,,,7.32,,6.84,6.84,6.81,6.69,, -1973-12-04,,,,7.36,,6.87,6.85,6.81,6.69,, -1973-12-05,,,,7.48,,6.96,6.90,6.85,6.72,, -1973-12-06,,,,7.56,,6.96,6.91,6.86,6.75,, -1973-12-07,,,,7.52,,6.94,6.88,6.85,6.74,, -1973-12-10,,,,7.32,,6.78,6.72,6.75,6.71,, -1973-12-11,,,,7.31,,6.80,6.77,6.75,6.69,, -1973-12-12,,,,7.21,,6.75,6.73,6.74,6.69,, -1973-12-13,,,,7.25,,6.78,6.76,6.75,6.68,, -1973-12-14,,,,7.16,,6.74,6.74,6.73,6.68,, -1973-12-17,,,,7.01,,6.70,6.71,6.71,6.67,, -1973-12-18,,,,7.05,,6.74,6.75,6.72,6.68,, -1973-12-19,,,,7.10,,6.74,6.75,6.74,6.71,, -1973-12-20,,,,7.09,,6.73,6.73,6.72,6.73,, -1973-12-21,,,,7.15,,6.75,6.75,6.74,6.78,, +1973-11-23,,,,7.43,,6.90,6.81,6.83,6.70,7.25, +1973-11-26,,,,7.22,,6.77,6.76,6.77,6.69,7.23, +1973-11-27,,,,7.25,,6.83,6.77,6.80,6.70,7.24, +1973-11-28,,,,7.25,,6.85,6.80,6.80,6.70,7.24, +1973-11-29,,,,7.30,,6.83,6.80,6.79,6.70,7.24, +1973-11-30,,,,7.28,,6.79,6.77,6.77,6.69,7.22, +1973-12-03,,,,7.32,,6.84,6.84,6.81,6.69,7.24, +1973-12-04,,,,7.36,,6.87,6.85,6.81,6.69,7.25, +1973-12-05,,,,7.48,,6.96,6.90,6.85,6.72,7.31, +1973-12-06,,,,7.56,,6.96,6.91,6.86,6.75,7.31, +1973-12-07,,,,7.52,,6.94,6.88,6.85,6.74,7.30, +1973-12-10,,,,7.32,,6.78,6.72,6.75,6.71,7.25, +1973-12-11,,,,7.31,,6.80,6.77,6.75,6.69,7.27, +1973-12-12,,,,7.21,,6.75,6.73,6.74,6.69,7.24, +1973-12-13,,,,7.25,,6.78,6.76,6.75,6.68,7.24, +1973-12-14,,,,7.16,,6.74,6.74,6.73,6.68,7.24, +1973-12-17,,,,7.01,,6.70,6.71,6.71,6.67,7.23, +1973-12-18,,,,7.05,,6.74,6.75,6.72,6.68,7.23, +1973-12-19,,,,7.10,,6.74,6.75,6.74,6.71,7.26, +1973-12-20,,,,7.09,,6.73,6.73,6.72,6.73,7.28, +1973-12-21,,,,7.15,,6.75,6.75,6.74,6.78,7.33, 1973-12-24,,,,,,,,,,, 1973-12-25,,,,,,,,,,, -1973-12-26,,,,7.36,,6.86,6.87,6.79,6.83,, -1973-12-27,,,,7.32,,6.82,6.84,6.76,6.88,, -1973-12-28,,,,7.27,,6.81,6.81,6.75,6.91,, -1973-12-31,,,,7.30,,6.83,6.83,6.76,6.90,, +1973-12-26,,,,7.36,,6.86,6.87,6.79,6.83,7.38, +1973-12-27,,,,7.32,,6.82,6.84,6.76,6.88,7.39, +1973-12-28,,,,7.27,,6.81,6.81,6.75,6.91,7.38, +1973-12-31,,,,7.30,,6.83,6.83,6.76,6.90,7.38, 1974-01-01,,,,,,,,,,, -1974-01-02,,,,7.38,,6.88,6.86,6.76,6.94,, -1974-01-03,,,,7.32,,6.86,6.83,6.75,6.96,, -1974-01-04,,,,7.27,,6.84,6.83,6.75,6.94,, -1974-01-07,,,,7.33,,6.88,6.86,6.78,6.96,, -1974-01-08,,,,7.34,,6.88,6.87,6.78,6.96,, -1974-01-09,,,,7.34,,6.87,6.87,6.78,6.96,, -1974-01-10,,,,7.45,,6.92,6.91,6.84,7.00,, -1974-01-11,,,,7.47,,6.98,6.96,6.85,7.01,, -1974-01-14,,,,7.52,,7.00,6.98,6.88,7.01,, -1974-01-15,,,,7.48,,6.96,6.94,6.88,6.99,, -1974-01-16,,,,7.49,,6.96,6.96,6.89,6.99,, -1974-01-17,,,,7.47,,6.93,6.93,6.87,6.97,, -1974-01-18,,,,7.48,,6.96,6.94,6.88,6.98,, -1974-01-21,,,,7.52,,7.01,6.99,6.93,6.99,, -1974-01-22,,,,7.54,,7.08,7.05,6.95,7.00,, -1974-01-23,,,,7.56,,7.11,7.08,6.97,7.01,, -1974-01-24,,,,7.53,,7.10,7.06,6.97,7.02,, -1974-01-25,,,,7.53,,7.09,7.06,6.98,7.02,, -1974-01-28,,,,7.44,,7.02,7.01,6.97,7.01,, -1974-01-29,,,,7.41,,7.03,7.00,6.98,7.02,, -1974-01-30,,,,7.27,,6.97,6.97,6.97,7.01,, -1974-01-31,,,,7.12,,6.88,6.91,6.96,7.00,, -1974-02-01,,,,6.92,,6.80,6.85,6.91,7.00,, -1974-02-04,,,,6.74,,6.72,6.80,6.89,6.98,, -1974-02-05,,,,6.76,,6.71,6.80,6.88,6.95,, -1974-02-06,,,,6.74,,6.67,6.77,6.87,6.93,, -1974-02-07,,,,6.92,,6.76,6.82,6.90,6.93,, -1974-02-08,,,,6.86,,6.73,6.79,6.89,6.93,, -1974-02-11,,,,6.87,,6.72,6.78,6.89,6.93,, +1974-01-02,,,,7.38,,6.88,6.86,6.76,6.94,7.41, +1974-01-03,,,,7.32,,6.86,6.83,6.75,6.96,7.40, +1974-01-04,,,,7.27,,6.84,6.83,6.75,6.94,7.40, +1974-01-07,,,,7.33,,6.88,6.86,6.78,6.96,7.44, +1974-01-08,,,,7.34,,6.88,6.87,6.78,6.96,7.47, +1974-01-09,,,,7.34,,6.87,6.87,6.78,6.96,7.46, +1974-01-10,,,,7.45,,6.92,6.91,6.84,7.00,7.48, +1974-01-11,,,,7.47,,6.98,6.96,6.85,7.01,7.49, +1974-01-14,,,,7.52,,7.00,6.98,6.88,7.01,7.50, +1974-01-15,,,,7.48,,6.96,6.94,6.88,6.99,7.51, +1974-01-16,,,,7.49,,6.96,6.96,6.89,6.99,7.51, +1974-01-17,,,,7.47,,6.93,6.93,6.87,6.97,7.47, +1974-01-18,,,,7.48,,6.96,6.94,6.88,6.98,7.47, +1974-01-21,,,,7.52,,7.01,6.99,6.93,6.99,7.49, +1974-01-22,,,,7.54,,7.08,7.05,6.95,7.00,7.49, +1974-01-23,,,,7.56,,7.11,7.08,6.97,7.01,7.50, +1974-01-24,,,,7.53,,7.10,7.06,6.97,7.02,7.50, +1974-01-25,,,,7.53,,7.09,7.06,6.98,7.02,7.50, +1974-01-28,,,,7.44,,7.02,7.01,6.97,7.01,7.49, +1974-01-29,,,,7.41,,7.03,7.00,6.98,7.02,7.50, +1974-01-30,,,,7.27,,6.97,6.97,6.97,7.01,7.49, +1974-01-31,,,,7.12,,6.88,6.91,6.96,7.00,7.48, +1974-02-01,,,,6.92,,6.80,6.85,6.91,7.00,7.47, +1974-02-04,,,,6.74,,6.72,6.80,6.89,6.98,7.45, +1974-02-05,,,,6.76,,6.71,6.80,6.88,6.95,7.43, +1974-02-06,,,,6.74,,6.67,6.77,6.87,6.93,7.41, +1974-02-07,,,,6.92,,6.76,6.82,6.90,6.93,7.43, +1974-02-08,,,,6.86,,6.73,6.79,6.89,6.93,7.42, +1974-02-11,,,,6.87,,6.72,6.78,6.89,6.93,7.43, 1974-02-12,,,,,,,,,,, -1974-02-13,,,,6.84,,6.69,6.76,6.88,6.93,, -1974-02-14,,,,6.75,,6.67,6.72,6.88,6.93,, -1974-02-15,,,,6.78,,6.69,6.74,6.88,6.93,, +1974-02-13,,,,6.84,,6.69,6.76,6.88,6.93,7.42, +1974-02-14,,,,6.75,,6.67,6.72,6.88,6.93,7.41, +1974-02-15,,,,6.78,,6.69,6.74,6.88,6.93,7.43, 1974-02-18,,,,,,,,,,, -1974-02-19,,,,6.80,,6.73,6.76,6.89,6.93,, -1974-02-20,,,,6.83,,6.74,6.77,6.90,6.96,, -1974-02-21,,,,6.84,,6.75,6.81,6.91,6.98,, -1974-02-22,,,,6.91,,6.76,6.82,6.92,6.97,, -1974-02-25,,,,6.93,,6.78,6.83,6.94,6.96,, -1974-02-26,,,,7.11,,6.90,6.94,6.99,6.98,, -1974-02-27,,,,7.14,,6.93,6.96,7.02,7.00,, -1974-02-28,,,,7.16,,6.94,6.98,7.03,7.01,, -1974-03-01,,,,7.23,,7.06,7.06,7.10,7.08,, -1974-03-04,,,,7.28,,7.10,7.08,7.12,7.09,, -1974-03-05,,,,7.31,,7.08,7.08,7.12,7.10,, -1974-03-06,,,,7.26,,7.02,7.02,7.10,7.09,, -1974-03-07,,,,7.25,,7.01,7.01,7.07,7.06,, -1974-03-08,,,,7.40,,7.09,7.09,7.13,7.06,, -1974-03-11,,,,7.30,,7.12,7.12,7.17,7.08,, -1974-03-12,,,,7.36,,7.12,7.12,7.18,7.09,, -1974-03-13,,,,7.48,,7.16,7.16,7.21,7.13,, -1974-03-14,,,,7.45,,7.13,7.14,7.20,7.13,, -1974-03-15,,,,7.54,,7.20,7.22,7.27,7.18,, -1974-03-18,,,,7.71,,7.34,7.32,7.40,7.23,, -1974-03-19,,,,7.77,,7.35,7.33,7.40,7.24,, -1974-03-20,,,,7.98,,7.45,7.40,7.43,7.27,, -1974-03-21,,,,8.39,,7.66,7.56,7.53,7.30,, -1974-03-22,,,,8.47,,7.76,7.65,7.63,7.35,, -1974-03-25,,,,8.48,,7.75,7.68,7.66,7.39,, -1974-03-26,,,,8.30,,7.68,7.62,7.59,7.38,, -1974-03-27,,,,8.17,,7.65,7.59,7.56,7.35,, -1974-03-28,,,,8.46,,7.83,7.67,7.63,7.38,, -1974-03-29,,,,8.36,,7.81,7.65,7.59,7.41,, -1974-04-01,,,,8.34,,7.84,7.67,7.61,7.42,, -1974-04-02,,,,8.41,,7.90,7.71,7.65,7.43,, -1974-04-03,,,,8.43,,7.95,7.75,7.68,7.43,, -1974-04-04,,,,8.53,,8.12,7.88,7.78,7.51,, -1974-04-05,,,,8.65,,8.16,7.97,7.82,7.54,, -1974-04-08,,,,8.62,,8.10,7.92,7.77,7.50,, -1974-04-09,,,,8.63,,8.09,7.92,7.77,7.49,, -1974-04-10,,,,8.54,,8.01,7.84,7.68,7.46,, -1974-04-11,,,,8.51,,7.97,7.83,7.67,7.45,, +1974-02-19,,,,6.80,,6.73,6.76,6.89,6.93,7.44, +1974-02-20,,,,6.83,,6.74,6.77,6.90,6.96,7.47, +1974-02-21,,,,6.84,,6.75,6.81,6.91,6.98,7.50, +1974-02-22,,,,6.91,,6.76,6.82,6.92,6.97,7.48, +1974-02-25,,,,6.93,,6.78,6.83,6.94,6.96,7.47, +1974-02-26,,,,7.11,,6.90,6.94,6.99,6.98,7.51, +1974-02-27,,,,7.14,,6.93,6.96,7.02,7.00,7.54, +1974-02-28,,,,7.16,,6.94,6.98,7.03,7.01,7.57, +1974-03-01,,,,7.23,,7.06,7.06,7.10,7.08,7.63, +1974-03-04,,,,7.28,,7.10,7.08,7.12,7.09,7.65, +1974-03-05,,,,7.31,,7.08,7.08,7.12,7.10,7.63, +1974-03-06,,,,7.26,,7.02,7.02,7.10,7.09,7.58, +1974-03-07,,,,7.25,,7.01,7.01,7.07,7.06,7.57, +1974-03-08,,,,7.40,,7.09,7.09,7.13,7.06,7.60, +1974-03-11,,,,7.30,,7.12,7.12,7.17,7.08,7.63, +1974-03-12,,,,7.36,,7.12,7.12,7.18,7.09,7.63, +1974-03-13,,,,7.48,,7.16,7.16,7.21,7.13,7.67, +1974-03-14,,,,7.45,,7.13,7.14,7.20,7.13,7.66, +1974-03-15,,,,7.54,,7.20,7.22,7.27,7.18,7.71, +1974-03-18,,,,7.71,,7.34,7.32,7.40,7.23,7.78, +1974-03-19,,,,7.77,,7.35,7.33,7.40,7.24,7.76, +1974-03-20,,,,7.98,,7.45,7.40,7.43,7.27,7.79, +1974-03-21,,,,8.39,,7.66,7.56,7.53,7.30,7.82, +1974-03-22,,,,8.47,,7.76,7.65,7.63,7.35,7.83, +1974-03-25,,,,8.48,,7.75,7.68,7.66,7.39,7.87, +1974-03-26,,,,8.30,,7.68,7.62,7.59,7.38,7.86, +1974-03-27,,,,8.17,,7.65,7.59,7.56,7.35,7.84, +1974-03-28,,,,8.46,,7.83,7.67,7.63,7.38,7.85, +1974-03-29,,,,8.36,,7.81,7.65,7.59,7.41,7.89, +1974-04-01,,,,8.34,,7.84,7.67,7.61,7.42,7.90, +1974-04-02,,,,8.41,,7.90,7.71,7.65,7.43,7.92, +1974-04-03,,,,8.43,,7.95,7.75,7.68,7.43,7.93, +1974-04-04,,,,8.53,,8.12,7.88,7.78,7.51,8.01, +1974-04-05,,,,8.65,,8.16,7.97,7.82,7.54,8.03, +1974-04-08,,,,8.62,,8.10,7.92,7.77,7.50,8.01, +1974-04-09,,,,8.63,,8.09,7.92,7.77,7.49,8.00, +1974-04-10,,,,8.54,,8.01,7.84,7.68,7.46,7.97, +1974-04-11,,,,8.51,,7.97,7.83,7.67,7.45,7.97, 1974-04-12,,,,,,,,,,, -1974-04-15,,,,8.39,,7.87,7.75,7.63,7.42,, -1974-04-16,,,,8.52,,8.00,7.88,7.70,7.43,, -1974-04-17,,,,8.63,,8.01,7.88,7.70,7.45,, -1974-04-18,,,,8.72,,8.07,7.97,7.75,7.50,, -1974-04-19,,,,8.63,,8.01,7.93,7.74,7.51,, -1974-04-22,,,,8.63,,8.04,7.95,7.77,7.52,, -1974-04-23,,,,8.67,,8.04,7.96,7.79,7.54,, -1974-04-24,,,,8.63,,8.01,7.95,7.79,7.58,, -1974-04-25,,,,8.80,,8.12,8.04,7.87,7.63,, -1974-04-26,,,,8.83,,8.18,8.11,7.94,7.64,, -1974-04-29,,,,8.96,,8.27,8.20,7.99,7.65,, -1974-04-30,,,,8.99,,8.31,8.21,7.97,7.66,, -1974-05-01,,,,8.94,,8.27,8.16,7.93,7.62,, -1974-05-02,,,,8.92,,8.32,8.20,7.93,7.58,, -1974-05-03,,,,9.17,,8.48,8.35,8.03,7.65,, -1974-05-06,,,,9.23,,8.58,8.42,8.06,7.65,, -1974-05-07,,,,9.24,,8.64,8.56,8.09,7.65,, -1974-05-08,,,,9.22,,8.55,8.46,8.03,7.65,, -1974-05-09,,,,9.24,,8.61,8.47,8.05,7.70,, -1974-05-10,,,,9.02,,8.36,8.19,7.87,7.63,, -1974-05-13,,,,8.83,,8.22,8.06,7.81,7.54,, -1974-05-14,,,,8.92,,8.29,8.13,7.86,7.57,, -1974-05-15,,,,8.67,,8.22,8.10,7.84,7.55,, -1974-05-16,,,,8.65,,8.26,8.12,7.88,7.54,, -1974-05-17,,,,8.73,,8.33,8.21,7.96,7.57,, -1974-05-20,,,,8.71,,8.29,8.21,7.97,7.58,, -1974-05-21,,,,8.56,,8.18,8.13,7.94,7.57,, -1974-05-22,,,,8.39,,8.09,8.07,7.90,7.56,, -1974-05-23,,,,8.35,,7.95,7.98,7.85,7.52,, -1974-05-24,,,,8.27,,7.93,7.94,7.83,7.49,, +1974-04-15,,,,8.39,,7.87,7.75,7.63,7.42,7.93, +1974-04-16,,,,8.52,,8.00,7.88,7.70,7.43,7.93, +1974-04-17,,,,8.63,,8.01,7.88,7.70,7.45,7.92, +1974-04-18,,,,8.72,,8.07,7.97,7.75,7.50,7.94, +1974-04-19,,,,8.63,,8.01,7.93,7.74,7.51,7.95, +1974-04-22,,,,8.63,,8.04,7.95,7.77,7.52,7.96, +1974-04-23,,,,8.67,,8.04,7.96,7.79,7.54,8.04, +1974-04-24,,,,8.63,,8.01,7.95,7.79,7.58,8.07, +1974-04-25,,,,8.80,,8.12,8.04,7.87,7.63,8.12, +1974-04-26,,,,8.83,,8.18,8.11,7.94,7.64,8.17, +1974-04-29,,,,8.96,,8.27,8.20,7.99,7.65,8.22, +1974-04-30,,,,8.99,,8.31,8.21,7.97,7.66,8.19, +1974-05-01,,,,8.94,,8.27,8.16,7.93,7.62,8.16, +1974-05-02,,,,8.92,,8.32,8.20,7.93,7.58,8.10, +1974-05-03,,,,9.17,,8.48,8.35,8.03,7.65,8.22, +1974-05-06,,,,9.23,,8.58,8.42,8.06,7.65,8.23, +1974-05-07,,,,9.24,,8.64,8.56,8.09,7.65,8.21, +1974-05-08,,,,9.22,,8.55,8.46,8.03,7.65,8.16, +1974-05-09,,,,9.24,,8.61,8.47,8.05,7.70,8.17, +1974-05-10,,,,9.02,,8.36,8.19,7.87,7.63,8.11, +1974-05-13,,,,8.83,,8.22,8.06,7.81,7.54,8.09, +1974-05-14,,,,8.92,,8.29,8.13,7.86,7.57,8.12, +1974-05-15,,,,8.67,,8.22,8.10,7.84,7.55,8.12, +1974-05-16,,,,8.65,,8.26,8.12,7.88,7.54,8.12, +1974-05-17,,,,8.73,,8.33,8.21,7.96,7.57,8.14, +1974-05-20,,,,8.71,,8.29,8.21,7.97,7.58,8.17, +1974-05-21,,,,8.56,,8.18,8.13,7.94,7.57,8.17, +1974-05-22,,,,8.39,,8.09,8.07,7.90,7.56,8.16, +1974-05-23,,,,8.35,,7.95,7.98,7.85,7.52,8.11, +1974-05-24,,,,8.27,,7.93,7.94,7.83,7.49,8.09, 1974-05-27,,,,,,,,,,, -1974-05-28,,,,8.42,,8.08,8.05,7.91,7.50,, -1974-05-29,,,,8.52,,8.09,8.06,7.92,7.52,, -1974-05-30,,,,8.50,,8.01,8.02,7.89,7.51,, -1974-05-31,,,,8.71,,8.12,8.06,7.92,7.52,, -1974-06-03,,,,8.81,,8.21,8.11,7.94,7.53,, -1974-06-04,,,,8.61,,8.12,8.02,7.90,7.52,, -1974-06-05,,,,8.65,,8.13,8.04,7.89,7.52,, -1974-06-06,,,,8.57,,8.05,8.00,7.86,7.50,, -1974-06-07,,,,8.51,,7.99,7.93,7.80,7.46,, -1974-06-10,,,,8.48,,7.98,7.93,7.78,7.47,, -1974-06-11,,,,8.52,,8.04,7.95,7.79,7.48,, -1974-06-12,,,,8.62,,8.12,8.03,7.84,7.50,, -1974-06-13,,,,8.77,,8.22,8.10,7.87,7.50,, -1974-06-14,,,,8.74,,8.14,8.06,7.86,7.50,, -1974-06-17,,,,8.57,,8.06,8.01,7.85,7.49,, -1974-06-18,,,,8.66,,8.12,8.06,7.87,7.52,, -1974-06-19,,,,8.59,,8.08,8.06,7.85,7.52,, -1974-06-20,,,,8.58,,8.11,8.07,7.86,7.55,, -1974-06-21,,,,8.61,,8.13,8.10,7.88,7.55,, -1974-06-24,,,,8.72,,8.24,8.22,7.98,7.58,, -1974-06-25,,,,8.83,,8.28,8.29,8.01,7.62,, -1974-06-26,,,,8.78,,8.23,8.25,8.01,7.62,, -1974-06-27,,,,8.90,,8.35,8.36,8.07,7.64,, -1974-06-28,,,,8.87,,8.34,8.33,8.09,7.64,, -1974-07-01,,,,9.00,,8.42,8.38,8.10,7.65,, -1974-07-02,,,,9.00,,8.38,8.35,8.11,7.65,, -1974-07-03,,,,9.07,,8.47,8.43,8.15,7.70,, +1974-05-28,,,,8.42,,8.08,8.05,7.91,7.50,8.12, +1974-05-29,,,,8.52,,8.09,8.06,7.92,7.52,8.15, +1974-05-30,,,,8.50,,8.01,8.02,7.89,7.51,8.13, +1974-05-31,,,,8.71,,8.12,8.06,7.92,7.52,8.13, +1974-06-03,,,,8.81,,8.21,8.11,7.94,7.53,8.14, +1974-06-04,,,,8.61,,8.12,8.02,7.90,7.52,8.13, +1974-06-05,,,,8.65,,8.13,8.04,7.89,7.52,8.12, +1974-06-06,,,,8.57,,8.05,8.00,7.86,7.50,8.09, +1974-06-07,,,,8.51,,7.99,7.93,7.80,7.46,8.05, +1974-06-10,,,,8.48,,7.98,7.93,7.78,7.47,8.03, +1974-06-11,,,,8.52,,8.04,7.95,7.79,7.48,8.04, +1974-06-12,,,,8.62,,8.12,8.03,7.84,7.50,8.06, +1974-06-13,,,,8.77,,8.22,8.10,7.87,7.50,8.07, +1974-06-14,,,,8.74,,8.14,8.06,7.86,7.50,8.08, +1974-06-17,,,,8.57,,8.06,8.01,7.85,7.49,8.09, +1974-06-18,,,,8.66,,8.12,8.06,7.87,7.52,8.09, +1974-06-19,,,,8.59,,8.08,8.06,7.85,7.52,8.10, +1974-06-20,,,,8.58,,8.11,8.07,7.86,7.55,8.10, +1974-06-21,,,,8.61,,8.13,8.10,7.88,7.55,8.11, +1974-06-24,,,,8.72,,8.24,8.22,7.98,7.58,8.13, +1974-06-25,,,,8.83,,8.28,8.29,8.01,7.62,8.15, +1974-06-26,,,,8.78,,8.23,8.25,8.01,7.62,8.17, +1974-06-27,,,,8.90,,8.35,8.36,8.07,7.64,8.17, +1974-06-28,,,,8.87,,8.34,8.33,8.09,7.64,8.17, +1974-07-01,,,,9.00,,8.42,8.38,8.10,7.65,8.18, +1974-07-02,,,,9.00,,8.38,8.35,8.11,7.65,8.18, +1974-07-03,,,,9.07,,8.47,8.43,8.15,7.70,8.22, 1974-07-04,,,,,,,,,,, -1974-07-05,,,,9.10,,8.56,8.51,8.19,7.71,, -1974-07-08,,,,9.20,,8.74,8.63,8.29,7.77,, -1974-07-09,,,,9.13,,8.74,8.63,8.31,7.81,, -1974-07-10,,,,9.05,,8.67,8.58,8.28,7.82,, -1974-07-11,,,,8.98,,8.66,8.54,8.29,7.84,, -1974-07-12,,,,8.65,,8.48,8.41,8.25,7.85,, -1974-07-15,,,,8.56,,8.42,8.42,8.23,7.86,, -1974-07-16,,,,8.65,,8.43,8.42,8.26,7.88,, -1974-07-17,,,,8.62,,8.37,8.38,8.24,7.91,, -1974-07-18,,,,8.63,,8.38,8.38,8.22,7.90,, -1974-07-19,,,,8.60,,8.26,8.29,8.16,7.87,, -1974-07-22,,,,8.50,,8.15,8.18,8.09,7.77,, -1974-07-23,,,,8.47,,8.12,8.15,8.07,7.79,, -1974-07-24,,,,8.34,,8.00,8.06,8.02,7.76,, -1974-07-25,,,,8.44,,7.99,8.04,8.01,7.75,, -1974-07-26,,,,8.70,,8.29,8.24,8.11,7.79,, -1974-07-29,,,,8.77,,8.38,8.32,8.19,7.85,, -1974-07-30,,,,9.03,,8.62,8.47,8.27,7.89,, -1974-07-31,,,,9.00,,8.57,8.46,8.26,7.89,, -1974-08-01,,,,9.13,,8.66,8.57,8.31,7.92,, -1974-08-02,,,,9.21,,8.73,8.68,8.41,7.96,, -1974-08-05,,,,9.09,,8.60,8.61,8.38,7.99,, -1974-08-06,,,,8.99,,8.49,8.53,8.32,7.97,, -1974-08-07,,,,9.09,,8.58,8.62,8.35,7.97,, -1974-08-08,,,,9.09,,8.59,8.59,8.35,7.97,, -1974-08-09,,,,9.16,,8.62,8.62,8.39,8.03,, -1974-08-12,,,,9.13,,8.57,8.58,8.37,8.05,, -1974-08-13,,,,9.15,,8.60,8.60,8.38,8.06,, -1974-08-14,,,,9.13,,8.56,8.58,8.39,8.05,, -1974-08-15,,,,9.02,,8.53,8.57,8.36,8.02,, -1974-08-16,,,,9.01,,8.54,8.53,8.39,8.00,, -1974-08-19,,,,9.05,,8.54,8.53,8.36,7.98,, -1974-08-20,,,,9.21,,8.59,8.56,8.39,7.99,, -1974-08-21,,,,9.42,,8.70,8.65,8.45,8.05,, -1974-08-22,,,,9.93,,8.82,8.74,8.49,8.09,, -1974-08-23,,,,10.03,,8.93,8.79,8.56,8.15,, -1974-08-26,,,,10.00,,8.87,8.77,8.54,8.16,, -1974-08-27,,,,9.82,,8.79,8.72,8.50,8.15,, -1974-08-28,,,,9.82,,8.78,8.71,8.49,8.15,, -1974-08-29,,,,9.77,,8.73,8.68,8.48,8.15,, -1974-08-30,,,,9.73,,8.67,8.63,8.44,8.11,, +1974-07-05,,,,9.10,,8.56,8.51,8.19,7.71,8.23, +1974-07-08,,,,9.20,,8.74,8.63,8.29,7.77,8.27, +1974-07-09,,,,9.13,,8.74,8.63,8.31,7.81,8.30, +1974-07-10,,,,9.05,,8.67,8.58,8.28,7.82,8.32, +1974-07-11,,,,8.98,,8.66,8.54,8.29,7.84,8.33, +1974-07-12,,,,8.65,,8.48,8.41,8.25,7.85,8.30, +1974-07-15,,,,8.56,,8.42,8.42,8.23,7.86,8.31, +1974-07-16,,,,8.65,,8.43,8.42,8.26,7.88,8.32, +1974-07-17,,,,8.62,,8.37,8.38,8.24,7.91,8.32, +1974-07-18,,,,8.63,,8.38,8.38,8.22,7.90,8.31, +1974-07-19,,,,8.60,,8.26,8.29,8.16,7.87,8.28, +1974-07-22,,,,8.50,,8.15,8.18,8.09,7.77,8.22, +1974-07-23,,,,8.47,,8.12,8.15,8.07,7.79,8.22, +1974-07-24,,,,8.34,,8.00,8.06,8.02,7.76,8.20, +1974-07-25,,,,8.44,,7.99,8.04,8.01,7.75,8.16, +1974-07-26,,,,8.70,,8.29,8.24,8.11,7.79,8.20, +1974-07-29,,,,8.77,,8.38,8.32,8.19,7.85,8.25, +1974-07-30,,,,9.03,,8.62,8.47,8.27,7.89,8.32, +1974-07-31,,,,9.00,,8.57,8.46,8.26,7.89,8.33, +1974-08-01,,,,9.13,,8.66,8.57,8.31,7.92,8.49, +1974-08-02,,,,9.21,,8.73,8.68,8.41,7.96,8.51, +1974-08-05,,,,9.09,,8.60,8.61,8.38,7.99,8.54, +1974-08-06,,,,8.99,,8.49,8.53,8.32,7.97,8.51, +1974-08-07,,,,9.09,,8.58,8.62,8.35,7.97,8.52, +1974-08-08,,,,9.09,,8.59,8.59,8.35,7.97,8.58, +1974-08-09,,,,9.16,,8.62,8.62,8.39,8.03,8.56, +1974-08-12,,,,9.13,,8.57,8.58,8.37,8.05,8.62, +1974-08-13,,,,9.15,,8.60,8.60,8.38,8.06,8.63, +1974-08-14,,,,9.13,,8.56,8.58,8.39,8.05,8.62, +1974-08-15,,,,9.02,,8.53,8.57,8.36,8.02,8.58, +1974-08-16,,,,9.01,,8.54,8.53,8.39,8.00,8.57, +1974-08-19,,,,9.05,,8.54,8.53,8.36,7.98,8.55, +1974-08-20,,,,9.21,,8.59,8.56,8.39,7.99,8.58, +1974-08-21,,,,9.42,,8.70,8.65,8.45,8.05,8.62, +1974-08-22,,,,9.93,,8.82,8.74,8.49,8.09,8.65, +1974-08-23,,,,10.03,,8.93,8.79,8.56,8.15,8.70, +1974-08-26,,,,10.00,,8.87,8.77,8.54,8.16,8.72, +1974-08-27,,,,9.82,,8.79,8.72,8.50,8.15,8.71, +1974-08-28,,,,9.82,,8.78,8.71,8.49,8.15,8.68, +1974-08-29,,,,9.77,,8.73,8.68,8.48,8.15,8.67, +1974-08-30,,,,9.73,,8.67,8.63,8.44,8.11,8.64, 1974-09-02,,,,,,,,,,, -1974-09-03,,,,9.73,,8.69,8.65,8.45,8.11,, -1974-09-04,,,,9.71,,8.70,8.63,8.46,8.12,, -1974-09-05,,,,9.54,,8.63,8.59,8.42,8.10,, -1974-09-06,,,,9.37,,8.59,8.57,8.41,8.09,, -1974-09-09,,,,9.04,,8.47,8.49,8.37,8.02,, -1974-09-10,,,,9.13,,8.50,8.50,8.40,8.04,, -1974-09-11,,,,8.98,,8.48,8.49,8.33,8.05,, -1974-09-12,,,,9.21,,8.61,8.57,8.38,8.13,, -1974-09-13,,,,9.09,,8.56,8.53,8.35,8.13,, -1974-09-16,,,,8.66,,8.44,8.45,8.30,8.10,, -1974-09-17,,,,8.77,,8.45,8.41,8.29,8.09,, -1974-09-18,,,,8.78,,8.39,8.35,8.25,8.08,, -1974-09-19,,,,8.70,,8.36,8.30,8.22,8.04,, -1974-09-20,,,,8.51,,8.28,8.26,8.17,8.02,, -1974-09-23,,,,8.48,,8.21,8.15,8.03,7.91,, -1974-09-24,,,,8.49,,8.24,8.16,8.05,7.94,, -1974-09-25,,,,8.47,,8.23,8.16,8.05,7.94,, -1974-09-26,,,,8.40,,8.18,8.11,8.02,7.96,, -1974-09-27,,,,8.22,,8.06,8.07,7.99,7.94,, -1974-09-30,,,,8.21,,8.07,8.05,8.02,7.94,, -1974-10-01,,,,8.32,,8.15,8.11,8.06,7.97,, -1974-10-02,,,,8.39,,8.23,8.13,8.07,7.98,, -1974-10-03,,,,8.42,,8.23,8.14,8.08,8.04,, -1974-10-04,,,,8.21,,8.09,8.05,8.02,8.02,, -1974-10-07,,,,7.79,,7.93,7.98,7.99,8.01,, -1974-10-08,,,,7.81,,7.93,7.97,7.97,7.95,, -1974-10-09,,,,8.01,,8.03,8.02,7.97,7.95,, -1974-10-10,,,,8.13,,8.05,7.99,7.94,7.93,, -1974-10-11,,,,8.09,,8.00,7.93,7.90,7.88,, +1974-09-03,,,,9.73,,8.69,8.65,8.45,8.11,8.64, +1974-09-04,,,,9.71,,8.70,8.63,8.46,8.12,8.67, +1974-09-05,,,,9.54,,8.63,8.59,8.42,8.10,8.65, +1974-09-06,,,,9.37,,8.59,8.57,8.41,8.09,8.64, +1974-09-09,,,,9.04,,8.47,8.49,8.37,8.02,8.57, +1974-09-10,,,,9.13,,8.50,8.50,8.40,8.04,8.60, +1974-09-11,,,,8.98,,8.48,8.49,8.33,8.05,8.59, +1974-09-12,,,,9.21,,8.61,8.57,8.38,8.13,8.62, +1974-09-13,,,,9.09,,8.56,8.53,8.35,8.13,8.64, +1974-09-16,,,,8.66,,8.44,8.45,8.30,8.10,8.64, +1974-09-17,,,,8.77,,8.45,8.41,8.29,8.09,8.65, +1974-09-18,,,,8.78,,8.39,8.35,8.25,8.08,8.64, +1974-09-19,,,,8.70,,8.36,8.30,8.22,8.04,8.63, +1974-09-20,,,,8.51,,8.28,8.26,8.17,8.02,8.59, +1974-09-23,,,,8.48,,8.21,8.15,8.03,7.91,8.52, +1974-09-24,,,,8.49,,8.24,8.16,8.05,7.94,8.54, +1974-09-25,,,,8.47,,8.23,8.16,8.05,7.94,8.55, +1974-09-26,,,,8.40,,8.18,8.11,8.02,7.96,8.55, +1974-09-27,,,,8.22,,8.06,8.07,7.99,7.94,8.48, +1974-09-30,,,,8.21,,8.07,8.05,8.02,7.94,8.49, +1974-10-01,,,,8.32,,8.15,8.11,8.06,7.97,8.52, +1974-10-02,,,,8.39,,8.23,8.13,8.07,7.98,8.54, +1974-10-03,,,,8.42,,8.23,8.14,8.08,8.04,8.59, +1974-10-04,,,,8.21,,8.09,8.05,8.02,8.02,8.57, +1974-10-07,,,,7.79,,7.93,7.98,7.99,8.01,8.49, +1974-10-08,,,,7.81,,7.93,7.97,7.97,7.95,8.44, +1974-10-09,,,,8.01,,8.03,8.02,7.97,7.95,8.47, +1974-10-10,,,,8.13,,8.05,7.99,7.94,7.93,8.44, +1974-10-11,,,,8.09,,8.00,7.93,7.90,7.88,8.35, 1974-10-14,,,,,,,,,,, -1974-10-15,,,,8.08,,7.98,7.92,7.88,7.87,, -1974-10-16,,,,8.19,,8.01,7.96,7.91,7.87,, -1974-10-17,,,,8.16,,8.02,7.98,7.92,7.88,, -1974-10-18,,,,7.93,,7.91,7.88,7.86,7.86,, -1974-10-21,,,,7.83,,7.87,7.85,7.82,7.81,, -1974-10-22,,,,7.84,,7.88,7.86,7.81,7.81,, -1974-10-23,,,,7.88,,7.90,7.88,7.82,7.85,, -1974-10-24,,,,7.93,,7.92,7.90,7.84,7.87,, -1974-10-25,,,,7.96,,7.96,7.92,7.85,7.86,, -1974-10-28,,,,8.11,,8.03,7.98,7.89,7.88,, -1974-10-29,,,,8.01,,7.96,7.95,7.86,7.84,, -1974-10-30,,,,7.99,,7.97,7.95,7.85,7.81,, -1974-10-31,,,,7.93,,7.96,7.94,7.84,7.79,, -1974-11-01,,,,7.96,,7.98,7.95,7.86,7.80,, -1974-11-04,,,,7.93,,7.92,7.91,7.84,7.80,, +1974-10-15,,,,8.08,,7.98,7.92,7.88,7.87,8.31, +1974-10-16,,,,8.19,,8.01,7.96,7.91,7.87,8.35, +1974-10-17,,,,8.16,,8.02,7.98,7.92,7.88,8.37, +1974-10-18,,,,7.93,,7.91,7.88,7.86,7.86,8.34, +1974-10-21,,,,7.83,,7.87,7.85,7.82,7.81,8.29, +1974-10-22,,,,7.84,,7.88,7.86,7.81,7.81,8.29, +1974-10-23,,,,7.88,,7.90,7.88,7.82,7.85,8.31, +1974-10-24,,,,7.93,,7.92,7.90,7.84,7.87,8.32, +1974-10-25,,,,7.96,,7.96,7.92,7.85,7.86,8.28, +1974-10-28,,,,8.11,,8.03,7.98,7.89,7.88,8.29, +1974-10-29,,,,8.01,,7.96,7.95,7.86,7.84,8.25, +1974-10-30,,,,7.99,,7.97,7.95,7.85,7.81,8.15, +1974-10-31,,,,7.93,,7.96,7.94,7.84,7.79,8.12, +1974-11-01,,,,7.96,,7.98,7.95,7.86,7.80,8.13, +1974-11-04,,,,7.93,,7.92,7.91,7.84,7.80,8.12, 1974-11-05,,,,,,,,,,, -1974-11-06,,,,7.78,,7.83,7.87,7.80,7.76,, -1974-11-07,,,,7.74,,7.76,7.81,7.76,7.74,, -1974-11-08,,,,7.75,,7.73,7.79,7.75,7.72,, +1974-11-06,,,,7.78,,7.83,7.87,7.80,7.76,8.09, +1974-11-07,,,,7.74,,7.76,7.81,7.76,7.74,8.04, +1974-11-08,,,,7.75,,7.73,7.79,7.75,7.72,8.03, 1974-11-11,,,,,,,,,,, -1974-11-12,,,,7.69,,7.70,7.76,7.76,7.78,, -1974-11-13,,,,7.66,,7.69,7.76,7.75,7.75,, -1974-11-14,,,,7.51,,7.60,7.70,7.70,7.72,, -1974-11-15,,,,7.48,,7.49,7.60,7.61,7.61,, -1974-11-18,,,,7.56,,7.53,7.61,7.63,7.63,, -1974-11-19,,,,7.57,,7.52,7.60,7.61,7.63,, -1974-11-20,,,,7.53,,7.46,7.55,7.57,7.59,, -1974-11-21,,,,7.57,,7.48,7.55,7.58,7.60,, -1974-11-22,,,,7.54,,7.44,7.54,7.57,7.60,, -1974-11-25,,,,7.56,,7.43,7.53,7.57,7.62,, -1974-11-26,,,,7.63,,7.48,7.56,7.60,7.63,, -1974-11-27,,,,7.68,,7.50,7.56,7.60,7.64,, +1974-11-12,,,,7.69,,7.70,7.76,7.76,7.78,7.98, +1974-11-13,,,,7.66,,7.69,7.76,7.75,7.75,7.98, +1974-11-14,,,,7.51,,7.60,7.70,7.70,7.72,7.95, +1974-11-15,,,,7.48,,7.49,7.60,7.61,7.61,7.93, +1974-11-18,,,,7.56,,7.53,7.61,7.63,7.63,7.94, +1974-11-19,,,,7.57,,7.52,7.60,7.61,7.63,7.93, +1974-11-20,,,,7.53,,7.46,7.55,7.57,7.59,7.94, +1974-11-21,,,,7.57,,7.48,7.55,7.58,7.60,7.95, +1974-11-22,,,,7.54,,7.44,7.54,7.57,7.60,7.94, +1974-11-25,,,,7.56,,7.43,7.53,7.57,7.62,7.90, +1974-11-26,,,,7.63,,7.48,7.56,7.60,7.63,7.96, +1974-11-27,,,,7.68,,7.50,7.56,7.60,7.64,7.96, 1974-11-28,,,,,,,,,,, -1974-11-29,,,,7.66,,7.49,7.56,7.60,7.64,, -1974-12-02,,,,7.74,,7.50,7.60,7.73,7.71,, -1974-12-03,,,,7.62,,7.50,7.64,7.74,7.74,, -1974-12-04,,,,7.49,,7.46,7.57,7.66,7.68,, -1974-12-05,,,,7.49,,7.36,7.52,7.63,7.64,, -1974-12-06,,,,7.41,,7.34,7.47,7.57,7.59,, -1974-12-09,,,,7.24,,7.13,7.25,7.36,7.40,, -1974-12-10,,,,7.31,,7.34,7.27,7.39,7.42,, -1974-12-11,,,,7.21,,7.11,7.22,7.33,7.38,, -1974-12-12,,,,7.24,,7.12,7.26,7.36,7.39,, -1974-12-13,,,,7.18,,7.09,7.20,7.32,7.38,, -1974-12-16,,,,7.08,,7.09,7.21,7.28,7.34,, -1974-12-17,,,,7.02,,7.08,7.13,7.21,7.28,, -1974-12-18,,,,7.09,,7.06,7.09,7.16,7.25,, -1974-12-19,,,,7.14,,7.04,7.10,7.18,7.25,, -1974-12-20,,,,7.15,,7.08,7.10,7.20,7.27,, -1974-12-23,,,,7.31,,7.24,7.29,7.35,7.41,, -1974-12-24,,,,7.36,,7.25,7.33,7.35,7.43,, +1974-11-29,,,,7.66,,7.49,7.56,7.60,7.64,7.96, +1974-12-02,,,,7.74,,7.50,7.60,7.73,7.71,8.00, +1974-12-03,,,,7.62,,7.50,7.64,7.74,7.74,8.06, +1974-12-04,,,,7.49,,7.46,7.57,7.66,7.68,8.01, +1974-12-05,,,,7.49,,7.36,7.52,7.63,7.64,7.99, +1974-12-06,,,,7.41,,7.34,7.47,7.57,7.59,7.98, +1974-12-09,,,,7.24,,7.13,7.25,7.36,7.40,7.87, +1974-12-10,,,,7.31,,7.34,7.27,7.39,7.42,7.88, +1974-12-11,,,,7.21,,7.11,7.22,7.33,7.38,7.86, +1974-12-12,,,,7.24,,7.12,7.26,7.36,7.39,7.85, +1974-12-13,,,,7.18,,7.09,7.20,7.32,7.38,7.87, +1974-12-16,,,,7.08,,7.09,7.21,7.28,7.34,7.86, +1974-12-17,,,,7.02,,7.08,7.13,7.21,7.28,7.84, +1974-12-18,,,,7.09,,7.06,7.09,7.16,7.25,7.84, +1974-12-19,,,,7.14,,7.04,7.10,7.18,7.25,7.84, +1974-12-20,,,,7.15,,7.08,7.10,7.20,7.27,7.84, +1974-12-23,,,,7.31,,7.24,7.29,7.35,7.41,7.94, +1974-12-24,,,,7.36,,7.25,7.33,7.35,7.43,7.92, 1974-12-25,,,,,,,,,,, -1974-12-26,,,,7.31,,7.22,7.27,7.29,7.37,, -1974-12-27,,,,7.34,,7.27,7.27,7.29,7.39,, -1974-12-30,,,,7.35,,7.32,7.34,7.32,7.39,, -1974-12-31,,,,7.35,,7.34,7.36,7.34,7.40,, +1974-12-26,,,,7.31,,7.22,7.27,7.29,7.37,7.92, +1974-12-27,,,,7.34,,7.27,7.27,7.29,7.39,7.90, +1974-12-30,,,,7.35,,7.32,7.34,7.32,7.39,7.92, +1974-12-31,,,,7.35,,7.34,7.36,7.34,7.40,7.93, 1975-01-01,,,,,,,,,,, -1975-01-02,,,,7.27,,7.34,7.34,7.34,7.42,, -1975-01-03,,,,7.19,,7.33,7.36,7.36,7.43,, -1975-01-06,,,,7.10,,7.29,7.34,7.33,7.39,, -1975-01-07,,,,7.00,,7.26,7.35,7.34,7.38,, -1975-01-08,,,,6.95,,7.23,7.32,7.33,7.39,, -1975-01-09,,,,6.97,,7.18,7.29,7.32,7.35,, -1975-01-10,,,,7.01,,7.23,7.34,7.35,7.37,, -1975-01-13,,,,7.07,,7.30,7.40,7.42,7.46,, -1975-01-14,,,,6.99,,7.27,7.41,7.46,7.49,, -1975-01-15,,,,7.08,,7.33,7.49,7.51,7.54,, -1975-01-16,,,,7.01,,7.28,7.48,7.52,7.54,, -1975-01-17,,,,6.97,,7.25,7.45,7.49,7.53,, -1975-01-20,,,,6.99,,7.33,7.54,7.56,7.59,, -1975-01-21,,,,6.81,,7.27,7.48,7.51,7.55,, -1975-01-22,,,,6.69,,7.24,7.45,7.48,7.51,, -1975-01-23,,,,6.53,,7.25,7.50,7.54,7.57,, -1975-01-24,,,,6.50,,7.21,7.45,7.54,7.64,, -1975-01-27,,,,6.47,,7.19,7.44,7.52,7.61,, -1975-01-28,,,,6.45,,7.16,7.42,7.52,7.61,, -1975-01-29,,,,6.45,,7.07,7.38,7.50,7.59,, -1975-01-30,,,,6.45,,7.00,7.35,7.45,7.54,, -1975-01-31,,,,6.36,,6.98,7.34,7.44,7.53,, -1975-02-03,,,,6.08,,6.87,7.25,7.39,7.49,, -1975-02-04,,,,6.02,,6.92,7.19,7.37,7.47,, -1975-02-05,,,,5.64,,6.65,7.08,7.24,7.35,, -1975-02-06,,,,5.90,,6.67,7.11,7.26,7.43,, -1975-02-07,,,,5.99,,6.71,7.11,7.28,7.38,, -1975-02-10,,,,6.17,,6.83,7.22,7.36,7.45,, -1975-02-11,,,,6.10,,6.77,7.19,7.33,7.42,, +1975-01-02,,,,7.27,,7.34,7.34,7.34,7.42,7.94, +1975-01-03,,,,7.19,,7.33,7.36,7.36,7.43,7.92, +1975-01-06,,,,7.10,,7.29,7.34,7.33,7.39,7.89, +1975-01-07,,,,7.00,,7.26,7.35,7.34,7.38,7.89, +1975-01-08,,,,6.95,,7.23,7.32,7.33,7.39,7.86, +1975-01-09,,,,6.97,,7.18,7.29,7.32,7.35,7.78, +1975-01-10,,,,7.01,,7.23,7.34,7.35,7.37,7.76, +1975-01-13,,,,7.07,,7.30,7.40,7.42,7.46,7.84, +1975-01-14,,,,6.99,,7.27,7.41,7.46,7.49,7.84, +1975-01-15,,,,7.08,,7.33,7.49,7.51,7.54,7.88, +1975-01-16,,,,7.01,,7.28,7.48,7.52,7.54,7.86, +1975-01-17,,,,6.97,,7.25,7.45,7.49,7.53,7.85, +1975-01-20,,,,6.99,,7.33,7.54,7.56,7.59,7.89, +1975-01-21,,,,6.81,,7.27,7.48,7.51,7.55,7.86, +1975-01-22,,,,6.69,,7.24,7.45,7.48,7.51,7.86, +1975-01-23,,,,6.53,,7.25,7.50,7.54,7.57,7.93, +1975-01-24,,,,6.50,,7.21,7.45,7.54,7.64,7.95, +1975-01-27,,,,6.47,,7.19,7.44,7.52,7.61,7.94, +1975-01-28,,,,6.45,,7.16,7.42,7.52,7.61,7.93, +1975-01-29,,,,6.45,,7.07,7.38,7.50,7.59,7.92, +1975-01-30,,,,6.45,,7.00,7.35,7.45,7.54,7.85, +1975-01-31,,,,6.36,,6.98,7.34,7.44,7.53,7.82, +1975-02-03,,,,6.08,,6.87,7.25,7.39,7.49,7.79, +1975-02-04,,,,6.02,,6.92,7.19,7.37,7.47,7.79, +1975-02-05,,,,5.64,,6.65,7.08,7.24,7.35,7.74, +1975-02-06,,,,5.90,,6.67,7.11,7.26,7.43,7.72, +1975-02-07,,,,5.99,,6.71,7.11,7.28,7.38,7.69, +1975-02-10,,,,6.17,,6.83,7.22,7.36,7.45,7.74, +1975-02-11,,,,6.10,,6.77,7.19,7.33,7.42,7.72, 1975-02-12,,,,,,,,,,, -1975-02-13,,,,6.07,,6.73,7.19,7.36,7.44,, -1975-02-14,,,,5.94,,6.66,7.07,7.25,7.35,, +1975-02-13,,,,6.07,,6.73,7.19,7.36,7.44,7.80, +1975-02-14,,,,5.94,,6.66,7.07,7.25,7.35,7.69, 1975-02-17,,,,,,,,,,, -1975-02-18,,,,5.82,,6.54,7.00,7.17,7.28,, -1975-02-19,,,,5.81,,6.40,6.93,7.16,7.26,, -1975-02-20,,,,5.88,,6.45,7.00,7.20,7.30,, -1975-02-21,,,,5.92,,6.43,7.03,7.18,7.22,, -1975-02-24,,,,5.99,,6.52,7.03,7.26,7.36,, -1975-02-25,,,,6.11,,6.65,7.13,7.35,7.43,, -1975-02-26,,,,6.16,,6.61,7.20,7.42,7.50,, -1975-02-27,,,,6.11,,6.69,7.17,7.40,7.47,, -1975-02-28,,,,6.01,,6.64,7.13,7.38,7.46,, -1975-03-03,,,,6.09,,6.68,7.20,7.42,7.50,, -1975-03-04,,,,6.10,,6.70,7.22,7.45,7.53,, -1975-03-05,,,,6.02,,6.59,7.14,7.40,7.48,, -1975-03-06,,,,5.99,,6.61,7.16,7.42,7.49,, -1975-03-07,,,,6.11,,6.69,7.21,7.45,7.52,, -1975-03-10,,,,6.06,,6.72,7.25,7.49,7.56,, -1975-03-11,,,,6.00,,6.66,7.20,7.52,7.58,, -1975-03-12,,,,5.99,,6.64,7.20,7.50,7.58,, -1975-03-13,,,,5.97,,6.63,7.19,7.48,7.56,, -1975-03-14,,,,5.97,,6.69,7.21,7.50,7.58,, -1975-03-17,,,,6.03,,6.84,7.32,7.62,7.70,, -1975-03-18,,,,6.04,,6.82,7.31,7.62,7.70,, -1975-03-19,,,,6.11,,6.95,7.39,7.72,7.80,, -1975-03-20,,,,6.10,,6.87,7.37,7.68,7.95,, -1975-03-21,,,,6.19,,6.89,7.40,7.70,7.84,, -1975-03-24,,,,6.22,,7.00,7.45,7.78,8.05,, -1975-03-25,,,,6.22,,6.99,7.43,7.75,8.03,, -1975-03-26,,,,6.28,,7.04,7.46,7.57,8.02,, -1975-03-27,,,,6.25,,7.04,7.46,7.75,8.08,, +1975-02-18,,,,5.82,,6.54,7.00,7.17,7.28,7.64, +1975-02-19,,,,5.81,,6.40,6.93,7.16,7.26,7.64, +1975-02-20,,,,5.88,,6.45,7.00,7.20,7.30,7.64, +1975-02-21,,,,5.92,,6.43,7.03,7.18,7.22,7.58, +1975-02-24,,,,5.99,,6.52,7.03,7.26,7.36,7.66, +1975-02-25,,,,6.11,,6.65,7.13,7.35,7.43,7.70, +1975-02-26,,,,6.16,,6.61,7.20,7.42,7.50,7.75, +1975-02-27,,,,6.11,,6.69,7.17,7.40,7.47,7.73, +1975-02-28,,,,6.01,,6.64,7.13,7.38,7.46,7.72, +1975-03-03,,,,6.09,,6.68,7.20,7.42,7.50,7.75, +1975-03-04,,,,6.10,,6.70,7.22,7.45,7.53,7.78, +1975-03-05,,,,6.02,,6.59,7.14,7.40,7.48,7.74, +1975-03-06,,,,5.99,,6.61,7.16,7.42,7.49,7.72, +1975-03-07,,,,6.11,,6.69,7.21,7.45,7.52,7.76, +1975-03-10,,,,6.06,,6.72,7.25,7.49,7.56,7.78, +1975-03-11,,,,6.00,,6.66,7.20,7.52,7.58,7.82, +1975-03-12,,,,5.99,,6.64,7.20,7.50,7.58,7.84, +1975-03-13,,,,5.97,,6.63,7.19,7.48,7.56,7.83, +1975-03-14,,,,5.97,,6.69,7.21,7.50,7.58,7.86, +1975-03-17,,,,6.03,,6.84,7.32,7.62,7.70,7.96, +1975-03-18,,,,6.04,,6.82,7.31,7.62,7.70,7.97, +1975-03-19,,,,6.11,,6.95,7.39,7.72,7.80,8.05, +1975-03-20,,,,6.10,,6.87,7.37,7.68,7.95,8.30, +1975-03-21,,,,6.19,,6.89,7.40,7.70,7.84,8.18, +1975-03-24,,,,6.22,,7.00,7.45,7.78,8.05,8.31, +1975-03-25,,,,6.22,,6.99,7.43,7.75,8.03,8.29, +1975-03-26,,,,6.28,,7.04,7.46,7.57,8.02,8.28, +1975-03-27,,,,6.25,,7.04,7.46,7.75,8.08,8.26, 1975-03-28,,,,,,,,,,, -1975-03-31,,,,6.36,,7.09,7.50,7.77,8.01,, -1975-04-01,,,,6.53,,7.32,7.65,7.88,8.08,, -1975-04-02,,,,6.79,,7.66,7.82,8.03,8.22,, -1975-04-03,,,,6.73,,7.61,7.83,7.97,8.13,, -1975-04-04,,,,6.86,,7.62,7.84,7.98,8.15,, -1975-04-07,,,,7.15,,7.85,8.06,8.15,8.26,, -1975-04-08,,,,7.01,,7.73,7.97,8.09,8.21,, -1975-04-09,,,,6.89,,7.67,7.93,8.04,8.17,, -1975-04-10,,,,6.89,,7.73,7.97,8.08,8.19,, -1975-04-11,,,,6.90,,7.72,7.96,8.10,8.22,, -1975-04-14,,,,6.89,,7.66,7.90,8.02,8.16,, -1975-04-15,,,,6.82,,7.65,7.90,8.02,8.16,, -1975-04-16,,,,6.71,,7.64,7.90,8.02,8.15,, -1975-04-17,,,,6.84,,7.73,7.99,8.10,8.21,, -1975-04-18,,,,6.90,,7.84,8.05,8.16,8.27,, -1975-04-21,,,,7.04,,7.96,8.16,8.23,8.32,, -1975-04-22,,,,7.09,,7.94,8.13,8.22,8.32,, -1975-04-23,,,,7.02,,7.88,8.09,8.18,8.27,, -1975-04-24,,,,6.99,,7.85,8.07,8.16,8.25,, -1975-04-25,,,,6.97,,7.87,8.07,8.16,8.25,, -1975-04-28,,,,7.07,,7.97,8.17,8.25,8.35,, -1975-04-29,,,,6.92,,7.88,8.12,8.24,8.34,, -1975-04-30,,,,6.88,,7.88,8.12,8.22,8.31,, -1975-05-01,,,,6.93,,7.91,8.13,8.22,8.31,, -1975-05-02,,,,6.64,,7.64,7.86,7.97,8.11,, -1975-05-05,,,,6.62,,7.61,7.83,7.95,8.08,, -1975-05-06,,,,6.68,,7.66,7.89,8.00,8.11,, -1975-05-07,,,,6.65,,7.61,7.82,7.93,8.07,, -1975-05-08,,,,6.60,,7.56,7.78,7.95,8.09,, -1975-05-09,,,,6.52,,7.53,7.79,7.95,8.08,, -1975-05-12,,,,6.35,,7.40,7.74,7.93,8.07,, -1975-05-13,,,,6.28,,7.33,7.70,7.90,8.06,, -1975-05-14,,,,6.26,,7.26,7.64,7.86,8.02,, -1975-05-15,,,,6.33,,7.32,7.68,7.90,8.02,, -1975-05-16,,,,6.27,,7.25,7.64,7.85,8.01,, -1975-05-19,,,,6.20,,7.23,7.62,7.85,8.00,, -1975-05-20,,,,6.17,,7.19,7.59,7.81,7.98,, -1975-05-21,,,,6.17,,7.21,7.60,7.82,7.98,, -1975-05-22,,,,6.24,,7.25,7.63,7.85,8.02,, -1975-05-23,,,,6.25,,7.23,7.61,7.79,8.02,, +1975-03-31,,,,6.36,,7.09,7.50,7.77,8.01,8.24, +1975-04-01,,,,6.53,,7.32,7.65,7.88,8.08,8.28, +1975-04-02,,,,6.79,,7.66,7.82,8.03,8.22,8.35, +1975-04-03,,,,6.73,,7.61,7.83,7.97,8.13,8.35, +1975-04-04,,,,6.86,,7.62,7.84,7.98,8.15,8.38, +1975-04-07,,,,7.15,,7.85,8.06,8.15,8.26,8.44, +1975-04-08,,,,7.01,,7.73,7.97,8.09,8.21,8.38, +1975-04-09,,,,6.89,,7.67,7.93,8.04,8.17,8.32, +1975-04-10,,,,6.89,,7.73,7.97,8.08,8.19,8.33, +1975-04-11,,,,6.90,,7.72,7.96,8.10,8.22,8.33, +1975-04-14,,,,6.89,,7.66,7.90,8.02,8.16,8.30, +1975-04-15,,,,6.82,,7.65,7.90,8.02,8.16,8.29, +1975-04-16,,,,6.71,,7.64,7.90,8.02,8.15,8.27, +1975-04-17,,,,6.84,,7.73,7.99,8.10,8.21,8.32, +1975-04-18,,,,6.90,,7.84,8.05,8.16,8.27,8.36, +1975-04-21,,,,7.04,,7.96,8.16,8.23,8.32,8.40, +1975-04-22,,,,7.09,,7.94,8.13,8.22,8.32,8.40, +1975-04-23,,,,7.02,,7.88,8.09,8.18,8.27,8.38, +1975-04-24,,,,6.99,,7.85,8.07,8.16,8.25,8.36, +1975-04-25,,,,6.97,,7.87,8.07,8.16,8.25,8.38, +1975-04-28,,,,7.07,,7.97,8.17,8.25,8.35,8.47, +1975-04-29,,,,6.92,,7.88,8.12,8.24,8.34,8.45, +1975-04-30,,,,6.88,,7.88,8.12,8.22,8.31,8.44, +1975-05-01,,,,6.93,,7.91,8.13,8.22,8.31,8.43, +1975-05-02,,,,6.64,,7.64,7.86,7.97,8.11,8.28, +1975-05-05,,,,6.62,,7.61,7.83,7.95,8.08,8.26, +1975-05-06,,,,6.68,,7.66,7.89,8.00,8.11,8.27, +1975-05-07,,,,6.65,,7.61,7.82,7.93,8.07,8.26, +1975-05-08,,,,6.60,,7.56,7.78,7.95,8.09,8.22, +1975-05-09,,,,6.52,,7.53,7.79,7.95,8.08,8.23, +1975-05-12,,,,6.35,,7.40,7.74,7.93,8.07,8.22, +1975-05-13,,,,6.28,,7.33,7.70,7.90,8.06,8.21, +1975-05-14,,,,6.26,,7.26,7.64,7.86,8.02,8.16, +1975-05-15,,,,6.33,,7.32,7.68,7.90,8.02,8.16, +1975-05-16,,,,6.27,,7.25,7.64,7.85,8.01,8.16, +1975-05-19,,,,6.20,,7.23,7.62,7.85,8.00,8.14, +1975-05-20,,,,6.17,,7.19,7.59,7.81,7.98,8.14, +1975-05-21,,,,6.17,,7.21,7.60,7.82,7.98,8.14, +1975-05-22,,,,6.24,,7.25,7.63,7.85,8.02,8.20, +1975-05-23,,,,6.25,,7.23,7.61,7.79,8.02,8.16, 1975-05-26,,,,,,,,,,, -1975-05-27,,,,6.26,,7.32,7.60,7.77,7.98,, -1975-05-28,,,,6.36,,7.22,7.64,7.81,8.02,, -1975-05-29,,,,6.32,,7.32,7.72,7.96,8.18,, -1975-05-30,,,,6.08,,7.22,7.61,7.84,8.04,, -1975-06-02,,,,6.20,,7.22,7.62,7.84,8.02,, -1975-06-03,,,,6.22,,7.24,7.62,7.83,8.00,, -1975-06-04,,,,6.20,,7.19,7.57,7.80,7.99,, -1975-06-05,,,,6.22,,7.16,7.52,7.78,7.97,, -1975-06-06,,,,6.18,,7.11,7.48,7.70,7.88,, -1975-06-09,,,,6.01,,7.01,7.36,7.59,7.78,, -1975-06-10,,,,5.98,,6.99,7.35,7.58,7.77,, -1975-06-11,,,,5.81,,6.85,7.23,7.45,7.65,, -1975-06-12,,,,5.80,,6.86,7.24,7.44,7.67,, -1975-06-13,,,,5.83,,6.86,7.22,7.45,7.69,, -1975-06-16,,,,5.82,,6.82,7.21,7.42,7.66,, -1975-06-17,,,,6.03,,6.88,7.30,7.50,7.72,, -1975-06-18,,,,6.23,,7.08,7.41,7.63,7.83,, -1975-06-19,,,,6.33,,7.15,7.44,7.61,7.80,, -1975-06-20,,,,6.60,,7.41,7.62,7.81,7.94,, -1975-06-23,,,,6.58,,7.39,7.64,7.76,7.90,, -1975-06-24,,,,6.69,,7.40,7.64,7.78,7.90,, -1975-06-25,,,,6.76,,7.54,7.83,7.95,8.02,, -1975-06-26,,,,6.87,,7.52,7.85,7.90,7.98,, -1975-06-27,,,,6.82,,7.47,7.78,7.85,7.95,, -1975-06-30,,,,6.85,,7.49,7.82,7.88,7.96,, -1975-07-01,,,,6.90,,7.52,7.85,7.90,7.97,, -1975-07-02,,,,6.96,,7.62,7.88,7.99,8.05,, -1975-07-03,,,,6.96,,7.69,7.94,8.00,8.05,, +1975-05-27,,,,6.26,,7.32,7.60,7.77,7.98,8.21, +1975-05-28,,,,6.36,,7.22,7.64,7.81,8.02,8.30, +1975-05-29,,,,6.32,,7.32,7.72,7.96,8.18,8.26, +1975-05-30,,,,6.08,,7.22,7.61,7.84,8.04,8.20, +1975-06-02,,,,6.20,,7.22,7.62,7.84,8.02,8.22, +1975-06-03,,,,6.22,,7.24,7.62,7.83,8.00,8.19, +1975-06-04,,,,6.20,,7.19,7.57,7.80,7.99,8.16, +1975-06-05,,,,6.22,,7.16,7.52,7.78,7.97,8.15, +1975-06-06,,,,6.18,,7.11,7.48,7.70,7.88,8.06, +1975-06-09,,,,6.01,,7.01,7.36,7.59,7.78,7.96, +1975-06-10,,,,5.98,,6.99,7.35,7.58,7.77,7.95, +1975-06-11,,,,5.81,,6.85,7.23,7.45,7.65,7.85, +1975-06-12,,,,5.80,,6.86,7.24,7.44,7.67,8.02, +1975-06-13,,,,5.83,,6.86,7.22,7.45,7.69,7.98, +1975-06-16,,,,5.82,,6.82,7.21,7.42,7.66,7.94, +1975-06-17,,,,6.03,,6.88,7.30,7.50,7.72,7.96, +1975-06-18,,,,6.23,,7.08,7.41,7.63,7.83,8.04, +1975-06-19,,,,6.33,,7.15,7.44,7.61,7.80,7.98, +1975-06-20,,,,6.60,,7.41,7.62,7.81,7.94,8.03, +1975-06-23,,,,6.58,,7.39,7.64,7.76,7.90,8.05, +1975-06-24,,,,6.69,,7.40,7.64,7.78,7.90,8.04, +1975-06-25,,,,6.76,,7.54,7.83,7.95,8.02,8.07, +1975-06-26,,,,6.87,,7.52,7.85,7.90,7.98,8.09, +1975-06-27,,,,6.82,,7.47,7.78,7.85,7.95,8.10, +1975-06-30,,,,6.85,,7.49,7.82,7.88,7.96,8.09, +1975-07-01,,,,6.90,,7.52,7.85,7.90,7.97,8.12, +1975-07-02,,,,6.96,,7.62,7.88,7.99,8.05,8.16, +1975-07-03,,,,6.96,,7.69,7.94,8.00,8.05,8.16, 1975-07-04,,,,,,,,,,, -1975-07-07,,,,7.01,,7.68,7.93,8.00,8.06,, -1975-07-08,,,,6.89,,7.53,7.86,7.94,8.01,, -1975-07-09,,,,6.97,,7.58,7.88,7.96,8.02,, -1975-07-10,,,,6.98,,7.61,7.92,7.96,8.02,, -1975-07-11,,,,6.95,,7.54,7.82,7.90,7.99,, -1975-07-14,,,,6.88,,7.52,7.77,7.87,7.99,, -1975-07-15,,,,6.92,,7.61,7.82,7.90,7.98,, -1975-07-16,,,,7.00,,7.71,7.89,7.96,8.03,, -1975-07-17,,,,7.01,,7.71,7.88,7.96,8.04,, -1975-07-18,,,,7.05,,7.72,7.92,7.99,8.06,, -1975-07-21,,,,7.19,,7.76,7.97,8.03,8.07,, -1975-07-22,,,,7.30,,7.80,7.98,8.04,8.10,, -1975-07-23,,,,7.31,,7.78,7.96,8.03,8.09,, -1975-07-24,,,,7.33,,7.82,7.96,8.02,8.09,, -1975-07-25,,,,7.39,,7.89,8.00,8.05,8.12,, -1975-07-28,,,,7.40,,7.90,7.98,8.04,8.12,, -1975-07-29,,,,7.36,,7.93,8.00,8.06,8.13,, -1975-07-30,,,,7.34,,7.89,8.03,8.10,8.16,, -1975-07-31,,,,7.38,,7.94,8.07,8.14,8.20,, -1975-08-01,,,,7.44,,8.04,8.18,8.22,8.26,, -1975-08-04,,,,7.50,,8.08,8.26,8.33,8.37,, -1975-08-05,,,,7.57,,8.08,8.28,8.34,8.37,, -1975-08-06,,,,7.60,,8.08,8.29,8.37,8.40,, -1975-08-07,,,,7.78,,8.20,8.40,8.46,8.48,, -1975-08-08,,,,7.71,,8.11,8.32,8.39,8.40,, -1975-08-11,,,,7.59,,8.05,8.25,8.32,8.38,, -1975-08-12,,,,7.65,,8.15,8.34,8.38,8.40,, -1975-08-13,,,,7.77,,8.16,8.33,8.37,8.39,, -1975-08-14,,,,7.80,,8.28,8.39,8.43,8.45,, -1975-08-15,,,,7.82,,8.32,8.44,8.46,8.48,, -1975-08-18,,,,7.80,,8.28,8.40,8.43,8.46,, -1975-08-19,,,,7.73,,8.24,8.36,8.39,8.42,, -1975-08-20,,,,7.79,,8.26,8.38,8.40,8.42,, -1975-08-21,,,,7.86,,8.32,8.46,8.47,8.48,, -1975-08-22,,,,7.80,,8.24,8.40,8.43,8.46,, -1975-08-25,,,,7.84,,8.20,8.42,8.44,8.46,, -1975-08-26,,,,7.77,,8.12,8.34,8.36,8.40,, -1975-08-27,,,,7.70,,8.06,8.27,8.32,8.37,, -1975-08-28,,,,7.66,,8.05,8.22,8.24,8.28,, -1975-08-29,,,,7.56,,8.01,8.16,8.17,8.22,, +1975-07-07,,,,7.01,,7.68,7.93,8.00,8.06,8.18, +1975-07-08,,,,6.89,,7.53,7.86,7.94,8.01,8.17, +1975-07-09,,,,6.97,,7.58,7.88,7.96,8.02,8.17, +1975-07-10,,,,6.98,,7.61,7.92,7.96,8.02,8.17, +1975-07-11,,,,6.95,,7.54,7.82,7.90,7.99,8.12, +1975-07-14,,,,6.88,,7.52,7.77,7.87,7.99,8.12, +1975-07-15,,,,6.92,,7.61,7.82,7.90,7.98,8.10, +1975-07-16,,,,7.00,,7.71,7.89,7.96,8.03,8.13, +1975-07-17,,,,7.01,,7.71,7.88,7.96,8.04,8.14, +1975-07-18,,,,7.05,,7.72,7.92,7.99,8.06,8.15, +1975-07-21,,,,7.19,,7.76,7.97,8.03,8.07,8.18, +1975-07-22,,,,7.30,,7.80,7.98,8.04,8.10,8.18, +1975-07-23,,,,7.31,,7.78,7.96,8.03,8.09,8.18, +1975-07-24,,,,7.33,,7.82,7.96,8.02,8.09,8.18, +1975-07-25,,,,7.39,,7.89,8.00,8.05,8.12,8.20, +1975-07-28,,,,7.40,,7.90,7.98,8.04,8.12,8.21, +1975-07-29,,,,7.36,,7.93,8.00,8.06,8.13,8.21, +1975-07-30,,,,7.34,,7.89,8.03,8.10,8.16,8.23, +1975-07-31,,,,7.38,,7.94,8.07,8.14,8.20,8.31, +1975-08-01,,,,7.44,,8.04,8.18,8.22,8.26,8.38, +1975-08-04,,,,7.50,,8.08,8.26,8.33,8.37,8.46, +1975-08-05,,,,7.57,,8.08,8.28,8.34,8.37,8.47, +1975-08-06,,,,7.60,,8.08,8.29,8.37,8.40,8.50, +1975-08-07,,,,7.78,,8.20,8.40,8.46,8.48,8.54, +1975-08-08,,,,7.71,,8.11,8.32,8.39,8.40,8.47, +1975-08-11,,,,7.59,,8.05,8.25,8.32,8.38,8.45, +1975-08-12,,,,7.65,,8.15,8.34,8.38,8.40,8.48, +1975-08-13,,,,7.77,,8.16,8.33,8.37,8.39,8.49, +1975-08-14,,,,7.80,,8.28,8.39,8.43,8.45,8.54, +1975-08-15,,,,7.82,,8.32,8.44,8.46,8.48,8.56, +1975-08-18,,,,7.80,,8.28,8.40,8.43,8.46,8.55, +1975-08-19,,,,7.73,,8.24,8.36,8.39,8.42,8.53, +1975-08-20,,,,7.79,,8.26,8.38,8.40,8.42,8.51, +1975-08-21,,,,7.86,,8.32,8.46,8.47,8.48,8.53, +1975-08-22,,,,7.80,,8.24,8.40,8.43,8.46,8.53, +1975-08-25,,,,7.84,,8.20,8.42,8.44,8.46,8.54, +1975-08-26,,,,7.77,,8.12,8.34,8.36,8.40,8.52, +1975-08-27,,,,7.70,,8.06,8.27,8.32,8.37,8.48, +1975-08-28,,,,7.66,,8.05,8.22,8.24,8.28,8.45, +1975-08-29,,,,7.56,,8.01,8.16,8.17,8.22,8.42, 1975-09-01,,,,,,,,,,, -1975-09-02,,,,7.60,,8.05,8.20,8.22,8.26,, -1975-09-03,,,,7.62,,8.09,8.21,8.24,8.29,, -1975-09-04,,,,7.61,,8.07,8.22,8.25,8.29,, -1975-09-05,,,,7.64,,8.15,8.31,8.34,8.35,, -1975-09-08,,,,7.59,,8.16,8.31,8.34,8.36,, -1975-09-09,,,,7.64,,8.20,8.35,8.37,8.40,, -1975-09-10,,,,7.65,,8.28,8.41,8.43,8.46,, -1975-09-11,,,,7.79,,8.48,8.52,8.54,8.55,, -1975-09-12,,,,7.81,,8.48,8.53,8.55,8.57,, -1975-09-15,,,,7.88,,8.52,8.56,8.57,8.58,, -1975-09-16,,,,7.96,,8.52,8.56,8.57,8.59,, -1975-09-17,,,,7.93,,8.46,8.48,8.50,8.53,, -1975-09-18,,,,7.86,,8.41,8.45,8.47,8.50,, -1975-09-19,,,,7.76,,8.30,8.34,8.37,8.42,, -1975-09-22,,,,7.74,,8.18,8.22,8.28,8.38,, -1975-09-23,,,,7.73,,8.22,8.27,8.30,8.35,, -1975-09-24,,,,7.67,,8.17,8.22,8.26,8.31,, -1975-09-25,,,,7.76,,8.26,8.30,8.34,8.38,, -1975-09-26,,,,7.84,,8.34,8.40,8.42,8.45,, -1975-09-29,,,,7.84,,8.35,8.40,8.43,8.46,, -1975-09-30,,,,7.83,,8.36,8.42,8.45,8.48,, -1975-10-01,,,,7.76,,8.33,8.40,8.44,8.47,, -1975-10-02,,,,7.69,,8.27,8.35,8.39,8.44,, -1975-10-03,,,,7.38,,8.03,8.13,8.21,8.33,, -1975-10-06,,,,7.28,,8.00,8.12,8.21,8.30,, -1975-10-07,,,,7.39,,8.10,8.19,8.25,8.33,, -1975-10-08,,,,7.30,,8.08,8.18,8.24,8.30,, -1975-10-09,,,,7.27,,8.06,8.15,8.18,8.23,, -1975-10-10,,,,7.03,,7.93,8.04,8.08,8.15,, +1975-09-02,,,,7.60,,8.05,8.20,8.22,8.26,8.44, +1975-09-03,,,,7.62,,8.09,8.21,8.24,8.29,8.46, +1975-09-04,,,,7.61,,8.07,8.22,8.25,8.29,8.46, +1975-09-05,,,,7.64,,8.15,8.31,8.34,8.35,8.51, +1975-09-08,,,,7.59,,8.16,8.31,8.34,8.36,8.54, +1975-09-09,,,,7.64,,8.20,8.35,8.37,8.40,8.57, +1975-09-10,,,,7.65,,8.28,8.41,8.43,8.46,8.60, +1975-09-11,,,,7.79,,8.48,8.52,8.54,8.55,8.66, +1975-09-12,,,,7.81,,8.48,8.53,8.55,8.57,8.68, +1975-09-15,,,,7.88,,8.52,8.56,8.57,8.58,8.68, +1975-09-16,,,,7.96,,8.52,8.56,8.57,8.59,8.71, +1975-09-17,,,,7.93,,8.46,8.48,8.50,8.53,8.63, +1975-09-18,,,,7.86,,8.41,8.45,8.47,8.50,8.60, +1975-09-19,,,,7.76,,8.30,8.34,8.37,8.42,8.54, +1975-09-22,,,,7.74,,8.18,8.22,8.28,8.38,8.52, +1975-09-23,,,,7.73,,8.22,8.27,8.30,8.35,8.52, +1975-09-24,,,,7.67,,8.17,8.22,8.26,8.31,8.47, +1975-09-25,,,,7.76,,8.26,8.30,8.34,8.38,8.53, +1975-09-26,,,,7.84,,8.34,8.40,8.42,8.45,8.56, +1975-09-29,,,,7.84,,8.35,8.40,8.43,8.46,8.59, +1975-09-30,,,,7.83,,8.36,8.42,8.45,8.48,8.61, +1975-10-01,,,,7.76,,8.33,8.40,8.44,8.47,8.61, +1975-10-02,,,,7.69,,8.27,8.35,8.39,8.44,8.60, +1975-10-03,,,,7.38,,8.03,8.13,8.21,8.33,8.53, +1975-10-06,,,,7.28,,8.00,8.12,8.21,8.30,8.47, +1975-10-07,,,,7.39,,8.10,8.19,8.25,8.33,8.48, +1975-10-08,,,,7.30,,8.08,8.18,8.24,8.30,8.43, +1975-10-09,,,,7.27,,8.06,8.15,8.18,8.23,8.40, +1975-10-10,,,,7.03,,7.93,8.04,8.08,8.15,8.35, 1975-10-13,,,,,,,,,,, -1975-10-14,,,,7.07,,8.00,8.10,8.14,8.19,, -1975-10-15,,,,7.12,,8.01,8.10,8.14,8.19,, -1975-10-16,,,,6.92,,7.84,7.91,7.97,8.07,, -1975-10-17,,,,6.88,,7.83,7.92,7.98,8.07,, -1975-10-20,,,,6.85,,7.80,7.92,7.98,8.07,, -1975-10-21,,,,6.71,,7.68,7.87,7.96,8.05,, -1975-10-22,,,,6.73,,7.67,7.87,7.96,8.05,, -1975-10-23,,,,6.70,,7.56,7.77,7.89,7.99,, -1975-10-24,,,,6.64,,7.56,7.79,7.89,8.00,, -1975-10-27,,,,6.64,,7.55,7.82,7.91,8.00,, -1975-10-28,,,,6.63,,7.51,7.80,7.91,7.99,, -1975-10-29,,,,6.43,,7.39,7.72,7.90,7.98,, -1975-10-30,,,,6.22,,7.26,7.62,7.81,7.92,, -1975-10-31,,,,6.27,,7.34,7.66,7.82,7.91,, -1975-11-03,,,,6.34,,7.36,7.75,7.89,7.97,, +1975-10-14,,,,7.07,,8.00,8.10,8.14,8.19,8.36, +1975-10-15,,,,7.12,,8.01,8.10,8.14,8.19,8.37, +1975-10-16,,,,6.92,,7.84,7.91,7.97,8.07,8.31, +1975-10-17,,,,6.88,,7.83,7.92,7.98,8.07,8.31, +1975-10-20,,,,6.85,,7.80,7.92,7.98,8.07,8.33, +1975-10-21,,,,6.71,,7.68,7.87,7.96,8.05,8.26, +1975-10-22,,,,6.73,,7.67,7.87,7.96,8.05,8.25, +1975-10-23,,,,6.70,,7.56,7.77,7.89,7.99,8.21, +1975-10-24,,,,6.64,,7.56,7.79,7.89,8.00,8.25, +1975-10-27,,,,6.64,,7.55,7.82,7.91,8.00,8.27, +1975-10-28,,,,6.63,,7.51,7.80,7.91,7.99,8.25, +1975-10-29,,,,6.43,,7.39,7.72,7.90,7.98,8.23, +1975-10-30,,,,6.22,,7.26,7.62,7.81,7.92,8.19, +1975-10-31,,,,6.27,,7.34,7.66,7.82,7.91,8.15, +1975-11-03,,,,6.34,,7.36,7.75,7.89,7.97,8.19, 1975-11-04,,,,,,,,,,, -1975-11-05,,,,6.30,,7.31,7.65,7.83,7.91,, -1975-11-06,,,,6.31,,7.34,7.69,7.86,7.94,, -1975-11-07,,,,6.23,,7.19,7.59,7.80,7.91,, -1975-11-10,,,,6.22,,7.17,7.54,7.78,7.90,, +1975-11-05,,,,6.30,,7.31,7.65,7.83,7.91,8.18, +1975-11-06,,,,6.31,,7.34,7.69,7.86,7.94,8.19, +1975-11-07,,,,6.23,,7.19,7.59,7.80,7.91,8.18, +1975-11-10,,,,6.22,,7.17,7.54,7.78,7.90,8.17, 1975-11-11,,,,,,,,,,, -1975-11-12,,,,6.30,,7.24,7.62,7.84,7.95,, -1975-11-13,,,,6.40,,7.32,7.68,7.88,7.97,, -1975-11-14,,,,6.58,,7.55,7.84,8.02,8.06,, -1975-11-17,,,,6.51,,7.56,7.87,8.03,8.08,, -1975-11-18,,,,6.52,,7.56,7.91,8.06,8.13,, -1975-11-19,,,,6.57,,7.59,7.94,8.08,8.14,, -1975-11-20,,,,6.54,,7.54,7.88,8.06,8.12,, -1975-11-21,,,,6.76,,7.70,8.01,8.18,8.21,, -1975-11-24,,,,6.64,,7.59,7.90,8.12,8.16,, -1975-11-25,,,,6.70,,7.60,7.93,8.12,8.16,, -1975-11-26,,,,6.68,,7.60,7.92,8.10,8.15,, +1975-11-12,,,,6.30,,7.24,7.62,7.84,7.95,8.20, +1975-11-13,,,,6.40,,7.32,7.68,7.88,7.97,8.22, +1975-11-14,,,,6.58,,7.55,7.84,8.02,8.06,8.28, +1975-11-17,,,,6.51,,7.56,7.87,8.03,8.08,8.29, +1975-11-18,,,,6.52,,7.56,7.91,8.06,8.13,8.36, +1975-11-19,,,,6.57,,7.59,7.94,8.08,8.14,8.36, +1975-11-20,,,,6.54,,7.54,7.88,8.06,8.12,8.34, +1975-11-21,,,,6.76,,7.70,8.01,8.18,8.21,8.37, +1975-11-24,,,,6.64,,7.59,7.90,8.12,8.16,8.36, +1975-11-25,,,,6.70,,7.60,7.93,8.12,8.16,8.34, +1975-11-26,,,,6.68,,7.60,7.92,8.10,8.15,8.34, 1975-11-27,,,,,,,,,,, -1975-11-28,,,,6.68,,7.58,7.90,8.08,8.14,, -1975-12-01,,,,6.66,,7.55,7.87,8.06,8.12,, -1975-12-02,,,,6.67,,7.50,7.86,8.03,8.10,, -1975-12-03,,,,6.69,,7.48,7.84,8.02,8.10,, -1975-12-04,,,,6.89,,7.64,7.89,8.10,8.15,, -1975-12-05,,,,6.85,,7.58,7.88,8.07,8.13,, -1975-12-08,,,,6.89,,7.64,7.97,8.15,8.19,, -1975-12-09,,,,6.98,,7.70,8.00,8.19,8.23,, -1975-12-10,,,,6.94,,7.67,8.00,8.19,8.23,, -1975-12-11,,,,6.82,,7.63,7.94,8.10,8.16,, -1975-12-12,,,,6.79,,7.60,7.91,8.06,8.12,, -1975-12-15,,,,6.76,,7.55,7.87,7.98,8.06,, -1975-12-16,,,,6.77,,7.50,7.82,7.93,8.00,, -1975-12-17,,,,6.64,,7.42,7.70,7.87,7.95,, -1975-12-18,,,,6.64,,7.44,7.73,7.89,7.96,, -1975-12-19,,,,6.44,,7.31,7.61,7.81,7.88,, -1975-12-22,,,,6.40,,7.31,7.64,7.80,7.87,, -1975-12-23,,,,6.38,,7.31,7.62,7.80,7.87,, -1975-12-24,,,,6.32,,7.26,7.59,7.74,7.82,, +1975-11-28,,,,6.68,,7.58,7.90,8.08,8.14,8.34, +1975-12-01,,,,6.66,,7.55,7.87,8.06,8.12,8.35, +1975-12-02,,,,6.67,,7.50,7.86,8.03,8.10,8.34, +1975-12-03,,,,6.69,,7.48,7.84,8.02,8.10,8.34, +1975-12-04,,,,6.89,,7.64,7.89,8.10,8.15,8.32, +1975-12-05,,,,6.85,,7.58,7.88,8.07,8.13,8.33, +1975-12-08,,,,6.89,,7.64,7.97,8.15,8.19,8.36, +1975-12-09,,,,6.98,,7.70,8.00,8.19,8.23,8.40, +1975-12-10,,,,6.94,,7.67,8.00,8.19,8.23,8.40, +1975-12-11,,,,6.82,,7.63,7.94,8.10,8.16,8.37, +1975-12-12,,,,6.79,,7.60,7.91,8.06,8.12,8.33, +1975-12-15,,,,6.76,,7.55,7.87,7.98,8.06,8.30, +1975-12-16,,,,6.77,,7.50,7.82,7.93,8.00,8.22, +1975-12-17,,,,6.64,,7.42,7.70,7.87,7.95,8.21, +1975-12-18,,,,6.64,,7.44,7.73,7.89,7.96,8.17, +1975-12-19,,,,6.44,,7.31,7.61,7.81,7.88,8.12, +1975-12-22,,,,6.40,,7.31,7.64,7.80,7.87,8.11, +1975-12-23,,,,6.38,,7.31,7.62,7.80,7.87,8.10, +1975-12-24,,,,6.32,,7.26,7.59,7.74,7.82,8.08, 1975-12-25,,,,,,,,,,, -1975-12-26,,,,6.17,,7.13,7.48,7.64,7.75,, -1975-12-29,,,,6.23,,7.15,7.51,7.64,7.75,, -1975-12-30,,,,6.13,,7.09,7.46,7.63,7.73,, -1975-12-31,,,,6.16,,7.10,7.50,7.68,7.76,, +1975-12-26,,,,6.17,,7.13,7.48,7.64,7.75,8.03, +1975-12-29,,,,6.23,,7.15,7.51,7.64,7.75,8.04, +1975-12-30,,,,6.13,,7.09,7.46,7.63,7.73,8.02, +1975-12-31,,,,6.16,,7.10,7.50,7.68,7.76,8.04, 1976-01-01,,,,,,,,,,, -1976-01-02,,,,6.20,,7.12,7.54,7.68,7.77,, -1976-01-05,,,,6.24,,7.11,7.50,7.64,7.74,, -1976-01-06,,,,6.03,,7.06,7.41,7.56,7.64,, -1976-01-07,,,,5.92,,7.00,7.43,7.59,7.69,, -1976-01-08,,,,5.91,,7.04,7.47,7.64,7.74,, -1976-01-09,,,,5.71,,6.91,7.37,7.53,7.64,, -1976-01-12,,,,5.69,,6.86,7.34,7.53,7.63,, -1976-01-13,,,,5.73,,6.85,7.34,7.54,7.64,, -1976-01-14,,,,5.77,,6.91,7.41,7.61,7.71,, -1976-01-15,,,,5.80,,6.98,7.47,7.66,7.73,, -1976-01-16,,,,5.85,,7.08,7.53,7.74,7.79,, -1976-01-19,,,,5.75,,6.99,7.46,7.69,7.76,, -1976-01-20,,,,5.77,,7.03,7.52,7.73,7.71,, -1976-01-21,,,,5.75,,6.99,7.48,7.70,7.78,, -1976-01-22,,,,5.77,,7.02,7.51,7.74,7.80,, -1976-01-23,,,,5.65,,6.96,7.45,7.70,7.78,, -1976-01-26,,,,5.70,,6.98,7.47,7.73,7.79,, -1976-01-27,,,,5.70,,7.03,7.48,7.74,7.80,, -1976-01-28,,,,5.69,,6.98,7.52,7.79,7.83,, -1976-01-29,,,,5.64,,6.96,7.46,7.78,7.82,, -1976-01-30,,,,5.65,,6.94,7.43,7.75,7.80,, -1976-02-02,,,,5.70,,6.96,7.44,7.75,7.80,, -1976-02-03,,,,5.77,,6.95,7.46,7.77,7.82,, -1976-02-04,,,,5.92,,7.03,7.50,7.82,7.85,, -1976-02-05,,,,5.85,,6.97,7.47,7.78,7.83,, -1976-02-06,,,,5.86,,7.09,7.49,7.82,7.88,, -1976-02-09,,,,5.79,,7.11,7.47,7.81,7.86,, -1976-02-10,,,,5.83,,7.12,7.49,7.82,7.88,, -1976-02-11,,,,5.82,,7.11,7.50,7.79,7.85,, +1976-01-02,,,,6.20,,7.12,7.54,7.68,7.77,8.06, +1976-01-05,,,,6.24,,7.11,7.50,7.64,7.74,8.03, +1976-01-06,,,,6.03,,7.06,7.41,7.56,7.64,7.99, +1976-01-07,,,,5.92,,7.00,7.43,7.59,7.69,7.98, +1976-01-08,,,,5.91,,7.04,7.47,7.64,7.74,8.02, +1976-01-09,,,,5.71,,6.91,7.37,7.53,7.64,7.95, +1976-01-12,,,,5.69,,6.86,7.34,7.53,7.63,7.93, +1976-01-13,,,,5.73,,6.85,7.34,7.54,7.64,7.92, +1976-01-14,,,,5.77,,6.91,7.41,7.61,7.71,7.99, +1976-01-15,,,,5.80,,6.98,7.47,7.66,7.73,7.98, +1976-01-16,,,,5.85,,7.08,7.53,7.74,7.79,8.02, +1976-01-19,,,,5.75,,6.99,7.46,7.69,7.76,8.00, +1976-01-20,,,,5.77,,7.03,7.52,7.73,7.71,8.05, +1976-01-21,,,,5.75,,6.99,7.48,7.70,7.78,8.04, +1976-01-22,,,,5.77,,7.02,7.51,7.74,7.80,8.04, +1976-01-23,,,,5.65,,6.96,7.45,7.70,7.78,8.02, +1976-01-26,,,,5.70,,6.98,7.47,7.73,7.79,8.03, +1976-01-27,,,,5.70,,7.03,7.48,7.74,7.80,8.03, +1976-01-28,,,,5.69,,6.98,7.52,7.79,7.83,8.04, +1976-01-29,,,,5.64,,6.96,7.46,7.78,7.82,8.02, +1976-01-30,,,,5.65,,6.94,7.43,7.75,7.80,8.00, +1976-02-02,,,,5.70,,6.96,7.44,7.75,7.80,8.01, +1976-02-03,,,,5.77,,6.95,7.46,7.77,7.82,8.03, +1976-02-04,,,,5.92,,7.03,7.50,7.82,7.85,8.05, +1976-02-05,,,,5.85,,6.97,7.47,7.78,7.83,8.04, +1976-02-06,,,,5.86,,7.09,7.49,7.82,7.88,8.08, +1976-02-09,,,,5.79,,7.11,7.47,7.81,7.86,8.10, +1976-02-10,,,,5.83,,7.12,7.49,7.82,7.88,8.12, +1976-02-11,,,,5.82,,7.11,7.50,7.79,7.85,8.10, 1976-02-12,,,,,,,,,,, -1976-02-13,,,,5.85,,7.10,7.50,7.74,7.82,, +1976-02-13,,,,5.85,,7.10,7.50,7.74,7.82,8.08, 1976-02-16,,,,,,,,,,, -1976-02-17,,,,5.90,,7.09,7.44,7.68,7.78,, -1976-02-18,,,,5.96,,7.11,7.47,7.70,7.79,, -1976-02-19,,,,6.00,,7.12,7.45,7.71,7.80,, -1976-02-20,,,,5.97,,7.07,7.41,7.68,7.77,, -1976-02-23,,,,5.92,,7.03,7.39,7.63,7.72,, -1976-02-24,,,,5.97,,7.03,7.39,7.62,7.69,, -1976-02-25,,,,5.98,,7.01,7.37,7.60,7.68,, -1976-02-26,,,,6.04,,7.04,7.37,7.59,7.68,, -1976-02-27,,,,6.21,,7.15,7.46,7.68,7.77,, -1976-03-01,,,,6.42,,7.33,7.57,7.78,7.86,, -1976-03-02,,,,6.39,,7.28,7.53,7.74,7.82,, -1976-03-03,,,,6.39,,7.31,7.56,7.75,7.82,, -1976-03-04,,,,6.47,,7.35,7.61,7.78,7.85,, -1976-03-05,,,,6.30,,7.21,7.56,7.72,7.80,, -1976-03-08,,,,6.23,,7.14,7.54,7.68,7.76,, -1976-03-09,,,,6.25,,7.16,7.56,7.70,7.78,, -1976-03-10,,,,6.22,,7.16,7.56,7.68,7.76,, -1976-03-11,,,,6.28,,7.20,7.56,7.69,7.77,, -1976-03-12,,,,6.18,,7.13,7.50,7.64,7.71,, -1976-03-15,,,,6.28,,7.18,7.52,7.67,7.74,, -1976-03-16,,,,6.27,,7.17,7.54,7.68,7.76,, -1976-03-17,,,,6.22,,7.14,7.52,7.68,7.76,, -1976-03-18,,,,6.19,,7.06,7.48,7.63,7.73,, -1976-03-19,,,,6.18,,7.11,7.49,7.64,7.74,, -1976-03-22,,,,6.09,,7.02,7.43,7.59,7.68,, -1976-03-23,,,,6.08,,7.02,7.41,7.58,7.67,, -1976-03-24,,,,6.05,,6.98,7.40,7.56,7.65,, -1976-03-25,,,,6.04,,7.00,7.38,7.55,7.64,, -1976-03-26,,,,6.05,,7.00,7.38,7.56,7.64,, -1976-03-29,,,,6.07,,7.01,7.37,7.56,7.64,, -1976-03-30,,,,6.10,,7.05,7.40,7.56,7.65,, -1976-03-31,,,,6.11,,7.02,7.39,7.57,7.66,, -1976-04-01,,,,6.20,,7.11,7.44,7.60,7.68,, -1976-04-02,,,,6.11,,7.04,7.38,7.56,7.67,, -1976-04-05,,,,6.01,,6.96,7.34,7.52,7.62,, -1976-04-06,,,,5.95,,6.94,7.31,7.48,7.59,, -1976-04-07,,,,6.00,,6.91,7.29,7.46,7.56,, -1976-04-08,,,,5.93,,6.80,7.24,7.42,7.55,, -1976-04-09,,,,5.90,,6.79,7.23,7.40,7.52,, -1976-04-12,,,,5.80,,6.75,7.20,7.38,7.52,, -1976-04-13,,,,5.70,,6.68,7.16,7.36,7.50,, -1976-04-14,,,,5.74,,6.69,7.14,7.32,7.47,, -1976-04-15,,,,5.76,,6.66,7.14,7.33,7.47,, +1976-02-17,,,,5.90,,7.09,7.44,7.68,7.78,8.04, +1976-02-18,,,,5.96,,7.11,7.47,7.70,7.79,8.06, +1976-02-19,,,,6.00,,7.12,7.45,7.71,7.80,8.07, +1976-02-20,,,,5.97,,7.07,7.41,7.68,7.77,8.05, +1976-02-23,,,,5.92,,7.03,7.39,7.63,7.72,7.97, +1976-02-24,,,,5.97,,7.03,7.39,7.62,7.69,7.93, +1976-02-25,,,,5.98,,7.01,7.37,7.60,7.68,7.93, +1976-02-26,,,,6.04,,7.04,7.37,7.59,7.68,7.94, +1976-02-27,,,,6.21,,7.15,7.46,7.68,7.77,8.02, +1976-03-01,,,,6.42,,7.33,7.57,7.78,7.86,8.11, +1976-03-02,,,,6.39,,7.28,7.53,7.74,7.82,8.06, +1976-03-03,,,,6.39,,7.31,7.56,7.75,7.82,8.07, +1976-03-04,,,,6.47,,7.35,7.61,7.78,7.85,8.08, +1976-03-05,,,,6.30,,7.21,7.56,7.72,7.80,8.02, +1976-03-08,,,,6.23,,7.14,7.54,7.68,7.76,7.99, +1976-03-09,,,,6.25,,7.16,7.56,7.70,7.78,8.02, +1976-03-10,,,,6.22,,7.16,7.56,7.68,7.76,8.00, +1976-03-11,,,,6.28,,7.20,7.56,7.69,7.77,8.01, +1976-03-12,,,,6.18,,7.13,7.50,7.64,7.71,7.94, +1976-03-15,,,,6.28,,7.18,7.52,7.67,7.74,7.96, +1976-03-16,,,,6.27,,7.17,7.54,7.68,7.76,7.98, +1976-03-17,,,,6.22,,7.14,7.52,7.68,7.76,7.99, +1976-03-18,,,,6.19,,7.06,7.48,7.63,7.73,7.97, +1976-03-19,,,,6.18,,7.11,7.49,7.64,7.74,7.97, +1976-03-22,,,,6.09,,7.02,7.43,7.59,7.68,7.94, +1976-03-23,,,,6.08,,7.02,7.41,7.58,7.67,7.91, +1976-03-24,,,,6.05,,6.98,7.40,7.56,7.65,7.88, +1976-03-25,,,,6.04,,7.00,7.38,7.55,7.64,7.87, +1976-03-26,,,,6.05,,7.00,7.38,7.56,7.64,7.87, +1976-03-29,,,,6.07,,7.01,7.37,7.56,7.64,7.88, +1976-03-30,,,,6.10,,7.05,7.40,7.56,7.65,7.88, +1976-03-31,,,,6.11,,7.02,7.39,7.57,7.66,7.90, +1976-04-01,,,,6.20,,7.11,7.44,7.60,7.68,7.93, +1976-04-02,,,,6.11,,7.04,7.38,7.56,7.67,7.91, +1976-04-05,,,,6.01,,6.96,7.34,7.52,7.62,7.88, +1976-04-06,,,,5.95,,6.94,7.31,7.48,7.59,7.84, +1976-04-07,,,,6.00,,6.91,7.29,7.46,7.56,7.82, +1976-04-08,,,,5.93,,6.80,7.24,7.42,7.55,7.82, +1976-04-09,,,,5.90,,6.79,7.23,7.40,7.52,7.82, +1976-04-12,,,,5.80,,6.75,7.20,7.38,7.52,7.82, +1976-04-13,,,,5.70,,6.68,7.16,7.36,7.50,7.81, +1976-04-14,,,,5.74,,6.69,7.14,7.32,7.47,7.77, +1976-04-15,,,,5.76,,6.66,7.14,7.33,7.47,7.80, 1976-04-16,,,,,,,,,,, -1976-04-19,,,,5.80,,6.71,7.18,7.36,7.51,, -1976-04-20,,,,5.81,,6.73,7.17,7.35,7.50,, -1976-04-21,,,,5.74,,6.65,7.12,7.32,7.47,, -1976-04-22,,,,5.83,,6.73,7.19,7.38,7.52,, -1976-04-23,,,,6.02,,6.90,7.31,7.46,7.59,, -1976-04-26,,,,6.01,,6.92,7.30,7.48,7.61,, -1976-04-27,,,,6.00,,6.93,7.31,7.49,7.62,, -1976-04-28,,,,5.95,,6.90,7.28,7.49,7.60,, -1976-04-29,,,,5.99,,6.86,7.25,7.46,7.61,, -1976-04-30,,,,6.14,,6.96,7.34,7.53,7.67,, -1976-05-03,,,,6.04,,6.98,7.36,7.56,7.69,, -1976-05-04,,,,6.06,,6.94,7.31,7.52,7.66,, -1976-05-05,,,,6.06,,6.96,7.34,7.56,7.68,, -1976-05-06,,,,6.13,,7.02,7.37,7.60,7.78,, -1976-05-07,,,,6.15,,7.08,7.45,7.72,7.87,, -1976-05-10,,,,6.18,,7.10,7.51,7.77,7.92,, -1976-05-11,,,,6.22,,7.16,7.52,7.73,7.92,, -1976-05-12,,,,6.31,,7.18,7.54,7.76,7.94,, -1976-05-13,,,,6.31,,7.19,7.53,7.74,7.92,, -1976-05-14,,,,6.42,,7.25,7.59,7.78,7.93,, -1976-05-17,,,,6.45,,7.32,7.63,7.83,7.94,, -1976-05-18,,,,6.42,,7.30,7.63,7.82,7.94,, -1976-05-19,,,,6.52,,7.34,7.64,7.84,7.94,, -1976-05-20,,,,6.65,,7.44,7.71,7.87,7.95,, -1976-05-21,,,,6.66,,7.52,7.81,7.93,8.00,, -1976-05-24,,,,6.60,,7.48,7.76,7.90,7.98,, -1976-05-25,,,,6.59,,7.45,7.72,7.86,7.94,, -1976-05-26,,,,6.69,,7.53,7.78,7.88,7.95,, -1976-05-27,,,,6.82,,7.59,7.82,7.92,7.99,, -1976-05-28,,,,6.75,,7.54,7.78,7.90,7.96,, +1976-04-19,,,,5.80,,6.71,7.18,7.36,7.51,7.83, +1976-04-20,,,,5.81,,6.73,7.17,7.35,7.50,7.82, +1976-04-21,,,,5.74,,6.65,7.12,7.32,7.47,7.81, +1976-04-22,,,,5.83,,6.73,7.19,7.38,7.52,7.84, +1976-04-23,,,,6.02,,6.90,7.31,7.46,7.59,7.88, +1976-04-26,,,,6.01,,6.92,7.30,7.48,7.61,7.92, +1976-04-27,,,,6.00,,6.93,7.31,7.49,7.62,7.93, +1976-04-28,,,,5.95,,6.90,7.28,7.49,7.60,7.92, +1976-04-29,,,,5.99,,6.86,7.25,7.46,7.61,7.94, +1976-04-30,,,,6.14,,6.96,7.34,7.53,7.67,7.99, +1976-05-03,,,,6.04,,6.98,7.36,7.56,7.69,8.02, +1976-05-04,,,,6.06,,6.94,7.31,7.52,7.66,7.98, +1976-05-05,,,,6.06,,6.96,7.34,7.56,7.68,7.99, +1976-05-06,,,,6.13,,7.02,7.37,7.60,7.78,8.02, +1976-05-07,,,,6.15,,7.08,7.45,7.72,7.87,8.12, +1976-05-10,,,,6.18,,7.10,7.51,7.77,7.92,8.14, +1976-05-11,,,,6.22,,7.16,7.52,7.73,7.92,8.13, +1976-05-12,,,,6.31,,7.18,7.54,7.76,7.94,8.17, +1976-05-13,,,,6.31,,7.19,7.53,7.74,7.92,8.16, +1976-05-14,,,,6.42,,7.25,7.59,7.78,7.93,8.14, +1976-05-17,,,,6.45,,7.32,7.63,7.83,7.94,8.18, +1976-05-18,,,,6.42,,7.30,7.63,7.82,7.94,8.13, +1976-05-19,,,,6.52,,7.34,7.64,7.84,7.94,8.14, +1976-05-20,,,,6.65,,7.44,7.71,7.87,7.95,8.16, +1976-05-21,,,,6.66,,7.52,7.81,7.93,8.00,8.20, +1976-05-24,,,,6.60,,7.48,7.76,7.90,7.98,8.18, +1976-05-25,,,,6.59,,7.45,7.72,7.86,7.94,8.14, +1976-05-26,,,,6.69,,7.53,7.78,7.88,7.95,8.16, +1976-05-27,,,,6.82,,7.59,7.82,7.92,7.99,8.19, +1976-05-28,,,,6.75,,7.54,7.78,7.90,7.96,8.19, 1976-05-31,,,,,,,,,,, -1976-06-01,,,,6.70,7.26,7.47,7.71,7.84,7.94,, -1976-06-02,,,,6.72,7.23,7.48,7.74,7.85,7.94,, -1976-06-03,,,,6.73,7.22,7.48,7.75,7.86,7.92,, -1976-06-04,,,,6.60,7.12,7.38,7.67,7.81,7.89,, -1976-06-07,,,,6.51,7.09,7.35,7.64,7.79,7.88,, -1976-06-08,,,,6.55,7.11,7.37,7.67,7.81,7.90,, -1976-06-09,,,,6.53,7.08,7.35,7.66,7.80,7.90,, -1976-06-10,,,,6.53,7.00,7.30,7.61,7.75,7.86,, -1976-06-11,,,,6.49,7.03,7.28,7.58,7.74,7.86,, -1976-06-14,,,,6.44,7.01,7.26,7.56,7.73,7.84,, -1976-06-15,,,,6.47,7.02,7.27,7.59,7.74,7.85,, -1976-06-16,,,,6.52,7.06,7.31,7.62,7.78,7.87,, -1976-06-17,,,,6.51,7.06,7.31,7.60,7.76,7.85,, -1976-06-18,,,,6.46,6.99,7.26,7.54,7.71,7.81,, -1976-06-21,,,,6.45,6.95,7.22,7.51,7.66,7.80,, -1976-06-22,,,,6.48,7.01,7.25,7.53,7.68,7.81,, -1976-06-23,,,,6.46,7.01,7.25,7.53,7.68,7.81,, -1976-06-24,,,,6.43,6.99,7.24,7.53,7.69,7.81,, -1976-06-25,,,,6.45,7.02,7.26,7.56,7.70,7.83,, -1976-06-28,,,,6.50,7.02,7.27,7.58,7.74,7.86,, -1976-06-29,,,,6.47,7.02,7.28,7.59,7.74,7.86,, -1976-06-30,,,,6.46,7.02,7.28,7.58,7.74,7.86,, -1976-07-01,,,,6.46,7.02,7.28,7.59,7.74,7.88,, -1976-07-02,,,,6.43,6.99,7.23,7.57,7.75,7.84,, +1976-06-01,,,,6.70,7.26,7.47,7.71,7.84,7.94,8.10, +1976-06-02,,,,6.72,7.23,7.48,7.74,7.85,7.94,8.10, +1976-06-03,,,,6.73,7.22,7.48,7.75,7.86,7.92,8.07, +1976-06-04,,,,6.60,7.12,7.38,7.67,7.81,7.89,8.04, +1976-06-07,,,,6.51,7.09,7.35,7.64,7.79,7.88,8.05, +1976-06-08,,,,6.55,7.11,7.37,7.67,7.81,7.90,8.07, +1976-06-09,,,,6.53,7.08,7.35,7.66,7.80,7.90,8.06, +1976-06-10,,,,6.53,7.00,7.30,7.61,7.75,7.86,8.01, +1976-06-11,,,,6.49,7.03,7.28,7.58,7.74,7.86,8.01, +1976-06-14,,,,6.44,7.01,7.26,7.56,7.73,7.84,8.01, +1976-06-15,,,,6.47,7.02,7.27,7.59,7.74,7.85,8.01, +1976-06-16,,,,6.52,7.06,7.31,7.62,7.78,7.87,8.04, +1976-06-17,,,,6.51,7.06,7.31,7.60,7.76,7.85,8.02, +1976-06-18,,,,6.46,6.99,7.26,7.54,7.71,7.81,8.01, +1976-06-21,,,,6.45,6.95,7.22,7.51,7.66,7.80,7.98, +1976-06-22,,,,6.48,7.01,7.25,7.53,7.68,7.81,7.99, +1976-06-23,,,,6.46,7.01,7.25,7.53,7.68,7.81,7.99, +1976-06-24,,,,6.43,6.99,7.24,7.53,7.69,7.81,7.99, +1976-06-25,,,,6.45,7.02,7.26,7.56,7.70,7.83,8.00, +1976-06-28,,,,6.50,7.02,7.27,7.58,7.74,7.86,8.02, +1976-06-29,,,,6.47,7.02,7.28,7.59,7.74,7.86,8.06, +1976-06-30,,,,6.46,7.02,7.28,7.58,7.74,7.86,8.02, +1976-07-01,,,,6.46,7.02,7.28,7.59,7.74,7.88,8.02, +1976-07-02,,,,6.43,6.99,7.23,7.57,7.75,7.84,7.98, 1976-07-05,,,,,,,,,,, -1976-07-06,,,,6.38,6.96,7.20,7.55,7.74,7.82,, -1976-07-07,,,,6.39,6.99,7.24,7.57,7.74,7.84,, -1976-07-08,,,,6.25,6.92,7.17,7.52,7.72,7.82,, -1976-07-09,,,,6.11,6.77,7.07,7.45,7.66,7.78,, -1976-07-12,,,,6.07,6.72,7.00,7.40,7.63,7.76,, -1976-07-13,,,,6.13,6.74,7.02,7.42,7.65,7.77,, -1976-07-14,,,,6.14,6.76,7.03,7.43,7.66,7.79,, -1976-07-15,,,,6.06,6.72,6.98,7.38,7.63,7.77,, -1976-07-16,,,,6.20,6.85,7.10,7.47,7.70,7.83,, -1976-07-19,,,,6.16,6.89,7.15,7.51,7.73,7.86,, -1976-07-20,,,,6.24,6.91,7.15,7.52,7.74,7.87,, -1976-07-21,,,,6.26,6.90,7.17,7.51,7.72,7.86,, -1976-07-22,,,,6.24,6.91,7.16,7.52,7.74,7.86,, -1976-07-23,,,,6.15,6.90,7.15,7.50,7.70,7.84,, -1976-07-26,,,,6.14,6.86,7.14,7.51,7.74,7.87,, -1976-07-27,,,,6.10,6.76,7.05,7.44,7.67,7.85,, -1976-07-28,,,,6.10,6.79,7.08,7.48,7.71,7.85,, -1976-07-29,,,,6.08,6.75,7.00,7.43,7.72,7.85,, -1976-07-30,,,,6.12,6.74,7.05,7.47,7.70,7.86,, -1976-08-02,,,,6.12,6.75,7.02,7.54,7.70,7.85,, -1976-08-03,,,,6.10,6.72,6.98,7.50,7.65,7.82,, -1976-08-04,,,,6.11,6.73,6.92,7.45,7.65,7.81,, -1976-08-05,,,,6.15,6.74,7.00,7.40,7.66,7.82,, -1976-08-06,,,,6.02,6.71,6.89,7.37,7.63,7.84,, -1976-08-09,,,,6.02,6.68,6.87,7.38,7.64,7.84,, -1976-08-10,,,,6.03,6.68,6.88,7.37,7.64,7.84,, -1976-08-11,,,,5.98,6.66,6.86,7.33,7.62,7.82,, -1976-08-12,,,,6.04,6.64,6.87,7.33,7.63,7.81,, -1976-08-13,,,,6.01,6.60,6.81,7.28,7.58,7.78,, -1976-08-16,,,,5.98,6.57,6.78,7.23,7.54,7.74,, -1976-08-17,,,,5.99,6.57,6.79,7.26,7.56,7.75,, -1976-08-18,,,,6.00,6.59,6.80,7.26,7.56,7.76,, -1976-08-19,,,,6.00,6.61,6.84,7.29,7.57,7.76,, -1976-08-20,,,,6.02,6.68,6.92,7.28,7.58,7.76,, -1976-08-23,,,,5.98,6.62,6.84,7.23,7.53,7.73,, -1976-08-24,,,,5.93,6.60,6.82,7.22,7.52,7.72,, -1976-08-25,,,,5.90,6.53,6.77,7.19,7.49,7.69,, -1976-08-26,,,,5.89,6.54,6.78,7.19,7.48,7.68,, -1976-08-27,,,,5.97,6.60,6.86,7.26,7.54,7.72,, -1976-08-30,,,,5.92,6.57,6.79,7.23,7.51,7.71,, -1976-08-31,,,,5.90,6.50,6.73,7.16,7.45,7.66,, -1976-09-01,,,,5.89,6.50,6.72,7.14,7.44,7.64,, -1976-09-02,,,,5.93,6.54,6.77,7.18,7.47,7.67,, -1976-09-03,,,,5.90,6.52,6.74,7.16,7.45,7.65,, +1976-07-06,,,,6.38,6.96,7.20,7.55,7.74,7.82,7.98, +1976-07-07,,,,6.39,6.99,7.24,7.57,7.74,7.84,7.99, +1976-07-08,,,,6.25,6.92,7.17,7.52,7.72,7.82,7.98, +1976-07-09,,,,6.11,6.77,7.07,7.45,7.66,7.78,7.95, +1976-07-12,,,,6.07,6.72,7.00,7.40,7.63,7.76,7.94, +1976-07-13,,,,6.13,6.74,7.02,7.42,7.65,7.77,7.95, +1976-07-14,,,,6.14,6.76,7.03,7.43,7.66,7.79,7.96, +1976-07-15,,,,6.06,6.72,6.98,7.38,7.63,7.77,7.95, +1976-07-16,,,,6.20,6.85,7.10,7.47,7.70,7.83,8.00, +1976-07-19,,,,6.16,6.89,7.15,7.51,7.73,7.86,8.03, +1976-07-20,,,,6.24,6.91,7.15,7.52,7.74,7.87,8.05, +1976-07-21,,,,6.26,6.90,7.17,7.51,7.72,7.86,8.02, +1976-07-22,,,,6.24,6.91,7.16,7.52,7.74,7.86,8.02, +1976-07-23,,,,6.15,6.90,7.15,7.50,7.70,7.84,8.01, +1976-07-26,,,,6.14,6.86,7.14,7.51,7.74,7.87,8.04, +1976-07-27,,,,6.10,6.76,7.05,7.44,7.67,7.85,8.03, +1976-07-28,,,,6.10,6.79,7.08,7.48,7.71,7.85,8.01, +1976-07-29,,,,6.08,6.75,7.00,7.43,7.72,7.85,8.02, +1976-07-30,,,,6.12,6.74,7.05,7.47,7.70,7.86,8.04, +1976-08-02,,,,6.12,6.75,7.02,7.54,7.70,7.85,8.01, +1976-08-03,,,,6.10,6.72,6.98,7.50,7.65,7.82,8.00, +1976-08-04,,,,6.11,6.73,6.92,7.45,7.65,7.81,8.00, +1976-08-05,,,,6.15,6.74,7.00,7.40,7.66,7.82,8.00, +1976-08-06,,,,6.02,6.71,6.89,7.37,7.63,7.84,7.95, +1976-08-09,,,,6.02,6.68,6.87,7.38,7.64,7.84,7.94, +1976-08-10,,,,6.03,6.68,6.88,7.37,7.64,7.84,7.96, +1976-08-11,,,,5.98,6.66,6.86,7.33,7.62,7.82,7.92, +1976-08-12,,,,6.04,6.64,6.87,7.33,7.63,7.81,7.92, +1976-08-13,,,,6.01,6.60,6.81,7.28,7.58,7.78,7.90, +1976-08-16,,,,5.98,6.57,6.78,7.23,7.54,7.74,7.88, +1976-08-17,,,,5.99,6.57,6.79,7.26,7.56,7.75,7.88, +1976-08-18,,,,6.00,6.59,6.80,7.26,7.56,7.76,7.89, +1976-08-19,,,,6.00,6.61,6.84,7.29,7.57,7.76,7.89, +1976-08-20,,,,6.02,6.68,6.92,7.28,7.58,7.76,7.89, +1976-08-23,,,,5.98,6.62,6.84,7.23,7.53,7.73,7.88, +1976-08-24,,,,5.93,6.60,6.82,7.22,7.52,7.72,7.87, +1976-08-25,,,,5.90,6.53,6.77,7.19,7.49,7.69,7.86, +1976-08-26,,,,5.89,6.54,6.78,7.19,7.48,7.68,7.84, +1976-08-27,,,,5.97,6.60,6.86,7.26,7.54,7.72,7.86, +1976-08-30,,,,5.92,6.57,6.79,7.23,7.51,7.71,7.85, +1976-08-31,,,,5.90,6.50,6.73,7.16,7.45,7.66,7.81, +1976-09-01,,,,5.89,6.50,6.72,7.14,7.44,7.64,7.80, +1976-09-02,,,,5.93,6.54,6.77,7.18,7.47,7.67,7.82, +1976-09-03,,,,5.90,6.52,6.74,7.16,7.45,7.65,7.81, 1976-09-06,,,,,,,,,,, -1976-09-07,,,,5.87,6.46,6.70,7.15,7.43,7.64,, -1976-09-08,,,,5.87,6.44,6.71,7.16,7.44,7.64,, -1976-09-09,,,,5.91,6.49,6.74,7.19,7.47,7.66,, -1976-09-10,,,,5.92,6.46,6.70,7.17,7.44,7.64,, -1976-09-13,,,,5.94,6.47,6.71,7.20,7.46,7.64,, -1976-09-14,,,,5.92,6.49,6.74,7.18,7.46,7.64,, -1976-09-15,,,,5.93,6.45,6.70,7.17,7.43,7.62,, -1976-09-16,,,,5.85,6.41,6.66,7.13,7.40,7.60,, -1976-09-17,,,,5.69,6.26,6.51,7.04,7.32,7.49,, -1976-09-20,,,,5.77,6.34,6.58,7.07,7.35,7.52,, -1976-09-21,,,,5.69,6.30,6.55,7.06,7.34,7.51,, -1976-09-22,,,,5.74,6.36,6.60,7.09,7.35,7.53,, -1976-09-23,,,,5.76,6.35,6.62,7.09,7.35,7.54,, -1976-09-24,,,,5.86,6.44,6.70,7.18,7.44,7.58,, -1976-09-27,,,,5.86,6.41,6.68,7.14,7.41,7.60,, -1976-09-28,,,,5.81,6.36,6.60,7.09,7.39,7.56,, -1976-09-29,,,,5.84,6.36,6.60,7.08,7.38,7.56,, -1976-09-30,,,,5.78,6.33,6.59,7.05,7.36,7.55,, -1976-10-01,,,,5.72,6.24,6.48,6.95,7.29,7.49,, -1976-10-04,,,,5.68,6.19,6.42,6.94,7.26,7.46,, -1976-10-05,,,,5.73,6.19,6.42,6.94,7.26,7.47,, -1976-10-06,,,,5.67,6.11,6.36,6.88,7.21,7.44,, -1976-10-07,,,,5.60,6.09,6.35,6.86,7.20,7.43,, -1976-10-08,,,,5.47,5.87,6.12,6.71,7.10,7.38,, +1976-09-07,,,,5.87,6.46,6.70,7.15,7.43,7.64,7.81, +1976-09-08,,,,5.87,6.44,6.71,7.16,7.44,7.64,7.81, +1976-09-09,,,,5.91,6.49,6.74,7.19,7.47,7.66,7.82, +1976-09-10,,,,5.92,6.46,6.70,7.17,7.44,7.64,7.81, +1976-09-13,,,,5.94,6.47,6.71,7.20,7.46,7.64,7.83, +1976-09-14,,,,5.92,6.49,6.74,7.18,7.46,7.64,7.83, +1976-09-15,,,,5.93,6.45,6.70,7.17,7.43,7.62,7.81, +1976-09-16,,,,5.85,6.41,6.66,7.13,7.40,7.60,7.78, +1976-09-17,,,,5.69,6.26,6.51,7.04,7.32,7.49,7.71, +1976-09-20,,,,5.77,6.34,6.58,7.07,7.35,7.52,7.73, +1976-09-21,,,,5.69,6.30,6.55,7.06,7.34,7.51,7.71, +1976-09-22,,,,5.74,6.36,6.60,7.09,7.35,7.53,7.72, +1976-09-23,,,,5.76,6.35,6.62,7.09,7.35,7.54,7.74, +1976-09-24,,,,5.86,6.44,6.70,7.18,7.44,7.58,7.80, +1976-09-27,,,,5.86,6.41,6.68,7.14,7.41,7.60,7.78, +1976-09-28,,,,5.81,6.36,6.60,7.09,7.39,7.56,7.78, +1976-09-29,,,,5.84,6.36,6.60,7.08,7.38,7.56,7.77, +1976-09-30,,,,5.78,6.33,6.59,7.05,7.36,7.55,7.75, +1976-10-01,,,,5.72,6.24,6.48,6.95,7.29,7.49,7.73, +1976-10-04,,,,5.68,6.19,6.42,6.94,7.26,7.46,7.71, +1976-10-05,,,,5.73,6.19,6.42,6.94,7.26,7.47,7.72, +1976-10-06,,,,5.67,6.11,6.36,6.88,7.21,7.44,7.70, +1976-10-07,,,,5.60,6.09,6.35,6.86,7.20,7.43,7.69, +1976-10-08,,,,5.47,5.87,6.12,6.71,7.10,7.38,7.64, 1976-10-11,,,,,,,,,,, -1976-10-12,,,,5.46,5.80,6.01,6.64,7.08,7.35,, -1976-10-13,,,,5.45,5.82,6.03,6.66,7.09,7.35,, -1976-10-14,,,,5.32,5.81,6.04,6.63,7.09,7.34,, -1976-10-15,,,,5.29,5.75,6.00,6.55,7.03,7.31,, -1976-10-18,,,,5.29,5.77,5.99,6.55,7.00,7.31,, -1976-10-19,,,,5.40,5.85,6.10,6.60,7.04,7.35,, -1976-10-20,,,,5.40,5.95,6.17,6.64,7.10,7.38,, -1976-10-21,,,,5.44,5.98,6.19,6.67,7.11,7.39,, -1976-10-22,,,,5.50,6.07,6.31,6.78,7.20,7.48,, -1976-10-25,,,,5.54,6.11,6.41,6.87,7.27,7.53,, -1976-10-26,,,,5.51,6.05,6.39,6.83,7.23,7.48,, -1976-10-27,,,,5.46,6.01,6.33,6.80,7.19,7.45,, -1976-10-28,,,,5.50,5.99,6.31,6.76,7.17,7.41,, -1976-10-29,,,,5.50,6.03,6.32,6.78,7.19,7.42,, -1976-11-01,,,,5.46,6.03,6.30,6.70,7.14,7.38,, +1976-10-12,,,,5.46,5.80,6.01,6.64,7.08,7.35,7.63, +1976-10-13,,,,5.45,5.82,6.03,6.66,7.09,7.35,7.64, +1976-10-14,,,,5.32,5.81,6.04,6.63,7.09,7.34,7.63, +1976-10-15,,,,5.29,5.75,6.00,6.55,7.03,7.31,7.63, +1976-10-18,,,,5.29,5.77,5.99,6.55,7.00,7.31,7.66, +1976-10-19,,,,5.40,5.85,6.10,6.60,7.04,7.35,7.69, +1976-10-20,,,,5.40,5.95,6.17,6.64,7.10,7.38,7.70, +1976-10-21,,,,5.44,5.98,6.19,6.67,7.11,7.39,7.70, +1976-10-22,,,,5.50,6.07,6.31,6.78,7.20,7.48,7.76, +1976-10-25,,,,5.54,6.11,6.41,6.87,7.27,7.53,7.79, +1976-10-26,,,,5.51,6.05,6.39,6.83,7.23,7.48,7.77, +1976-10-27,,,,5.46,6.01,6.33,6.80,7.19,7.45,7.73, +1976-10-28,,,,5.50,5.99,6.31,6.76,7.17,7.41,7.71, +1976-10-29,,,,5.50,6.03,6.32,6.78,7.19,7.42,7.72, +1976-11-01,,,,5.46,6.03,6.30,6.70,7.14,7.38,7.69, 1976-11-02,,,,,,,,,,, -1976-11-03,,,,5.50,6.07,6.35,6.79,7.20,7.44,, -1976-11-04,,,,5.38,5.95,6.25,6.72,7.12,7.38,, -1976-11-05,,,,5.45,6.01,6.32,6.75,7.01,7.41,, -1976-11-08,,,,5.53,6.04,6.33,6.82,7.06,7.46,, -1976-11-09,,,,5.54,6.07,6.35,6.82,7.07,7.46,, -1976-11-10,,,,5.48,6.03,6.34,6.78,7.05,7.45,, +1976-11-03,,,,5.50,6.07,6.35,6.79,7.20,7.44,7.72, +1976-11-04,,,,5.38,5.95,6.25,6.72,7.12,7.38,7.68, +1976-11-05,,,,5.45,6.01,6.32,6.75,7.01,7.41,7.72, +1976-11-08,,,,5.53,6.04,6.33,6.82,7.06,7.46,7.76, +1976-11-09,,,,5.54,6.07,6.35,6.82,7.07,7.46,7.77, +1976-11-10,,,,5.48,6.03,6.34,6.78,7.05,7.45,7.76, 1976-11-11,,,,,,,,,,, -1976-11-12,,,,5.48,6.01,6.30,6.73,7.02,7.43,, -1976-11-15,,,,5.45,6.00,6.26,6.70,7.01,7.41,, -1976-11-16,,,,5.35,5.86,6.15,6.60,6.93,7.33,, -1976-11-17,,,,5.33,5.82,6.08,6.56,6.90,7.32,, -1976-11-18,,,,5.36,5.83,6.10,6.59,6.92,7.33,, -1976-11-19,,,,5.14,5.67,5.96,6.44,6.78,7.24,, -1976-11-22,,,,5.09,5.56,5.84,6.30,6.64,7.17,, -1976-11-23,,,,5.11,5.59,5.83,6.28,6.64,7.16,, -1976-11-24,,,,5.10,5.56,5.79,6.23,6.59,7.14,, +1976-11-12,,,,5.48,6.01,6.30,6.73,7.02,7.43,7.73, +1976-11-15,,,,5.45,6.00,6.26,6.70,7.01,7.41,7.73, +1976-11-16,,,,5.35,5.86,6.15,6.60,6.93,7.33,7.67, +1976-11-17,,,,5.33,5.82,6.08,6.56,6.90,7.32,7.66, +1976-11-18,,,,5.36,5.83,6.10,6.59,6.92,7.33,7.66, +1976-11-19,,,,5.14,5.67,5.96,6.44,6.78,7.24,7.60, +1976-11-22,,,,5.09,5.56,5.84,6.30,6.64,7.17,7.54, +1976-11-23,,,,5.11,5.59,5.83,6.28,6.64,7.16,7.54, +1976-11-24,,,,5.10,5.56,5.79,6.23,6.59,7.14,7.54, 1976-11-25,,,,,,,,,,, -1976-11-26,,,,4.91,5.41,5.69,5.99,6.39,6.99,, -1976-11-29,,,,4.98,5.46,5.72,6.02,6.40,7.02,, -1976-11-30,,,,4.95,5.42,5.69,6.05,6.40,7.01,, -1976-12-01,,,,4.93,5.40,5.67,6.02,6.37,6.97,, -1976-12-02,,,,4.92,5.34,5.59,6.00,6.34,6.92,, -1976-12-03,,,,4.84,5.31,5.60,6.03,6.27,6.86,, -1976-12-06,,,,4.94,5.37,5.64,6.05,6.30,6.87,, -1976-12-07,,,,4.92,5.41,5.69,6.09,6.33,6.88,, -1976-12-08,,,,4.96,5.43,5.70,6.13,6.35,6.91,, -1976-12-09,,,,4.94,5.44,5.71,6.14,6.38,6.92,, -1976-12-10,,,,4.87,5.31,5.59,6.02,6.27,6.82,, -1976-12-13,,,,4.92,5.43,5.70,6.16,6.40,6.90,, -1976-12-14,,,,4.91,5.39,5.68,6.13,6.38,6.89,, -1976-12-15,,,,4.90,5.38,5.67,6.14,6.37,6.88,, -1976-12-16,,,,4.92,5.40,5.70,6.14,6.37,6.88,, -1976-12-17,,,,4.89,5.40,5.70,6.11,6.38,6.88,, -1976-12-20,,,,4.82,5.34,5.66,6.08,6.37,6.84,, -1976-12-21,,,,4.89,5.37,5.68,6.14,6.42,6.85,, -1976-12-22,,,,4.86,5.34,5.69,6.12,6.40,6.86,, -1976-12-23,,,,4.87,5.36,5.66,6.11,6.40,6.84,, +1976-11-26,,,,4.91,5.41,5.69,5.99,6.39,6.99,7.43, +1976-11-29,,,,4.98,5.46,5.72,6.02,6.40,7.02,7.44, +1976-11-30,,,,4.95,5.42,5.69,6.05,6.40,7.01,7.44, +1976-12-01,,,,4.93,5.40,5.67,6.02,6.37,6.97,7.40, +1976-12-02,,,,4.92,5.34,5.59,6.00,6.34,6.92,7.36, +1976-12-03,,,,4.84,5.31,5.60,6.03,6.27,6.86,7.31, +1976-12-06,,,,4.94,5.37,5.64,6.05,6.30,6.87,7.32, +1976-12-07,,,,4.92,5.41,5.69,6.09,6.33,6.88,7.31, +1976-12-08,,,,4.96,5.43,5.70,6.13,6.35,6.91,7.32, +1976-12-09,,,,4.94,5.44,5.71,6.14,6.38,6.92,7.34, +1976-12-10,,,,4.87,5.31,5.59,6.02,6.27,6.82,7.30, +1976-12-13,,,,4.92,5.43,5.70,6.16,6.40,6.90,7.34, +1976-12-14,,,,4.91,5.39,5.68,6.13,6.38,6.89,7.33, +1976-12-15,,,,4.90,5.38,5.67,6.14,6.37,6.88,7.34, +1976-12-16,,,,4.92,5.40,5.70,6.14,6.37,6.88,7.35, +1976-12-17,,,,4.89,5.40,5.70,6.11,6.38,6.88,7.32, +1976-12-20,,,,4.82,5.34,5.66,6.08,6.37,6.84,7.28, +1976-12-21,,,,4.89,5.37,5.68,6.14,6.42,6.85,7.29, +1976-12-22,,,,4.86,5.34,5.69,6.12,6.40,6.86,7.29, +1976-12-23,,,,4.87,5.36,5.66,6.11,6.40,6.84,7.26, 1976-12-24,,,,,,,,,,, -1976-12-27,,,,4.86,5.37,5.68,6.13,6.42,6.84,, -1976-12-28,,,,4.90,5.39,5.72,6.15,6.43,6.86,, -1976-12-29,,,,4.87,5.39,5.74,6.16,6.42,6.84,, -1976-12-30,,,,4.86,5.38,5.70,6.12,6.40,6.80,, -1976-12-31,,,,4.86,5.34,5.70,6.13,6.42,6.81,, -1977-01-03,,,,4.88,5.42,5.73,6.16,6.50,6.84,, -1977-01-04,,,,5.00,5.50,5.78,6.19,6.56,6.90,, -1977-01-05,,,,4.96,5.48,5.79,6.18,6.54,6.88,, -1977-01-06,,,,5.01,5.57,5.88,6.23,6.59,6.93,, -1977-01-07,,,,5.24,5.68,5.99,6.42,6.76,7.07,, -1977-01-10,,,,5.21,5.79,6.14,6.60,6.99,7.20,, -1977-01-11,,,,5.24,5.87,6.25,6.68,7.06,7.28,, -1977-01-12,,,,5.20,5.84,6.18,6.60,6.98,7.26,, -1977-01-13,,,,5.14,5.79,6.11,6.50,6.86,7.18,, -1977-01-14,,,,5.31,5.96,6.30,6.59,6.96,7.28,, -1977-01-17,,,,5.35,5.98,6.29,6.60,6.96,7.28,, -1977-01-18,,,,5.42,6.04,6.38,6.70,7.06,7.34,, -1977-01-19,,,,5.36,6.02,6.32,6.64,6.98,7.28,, -1977-01-20,,,,5.36,6.01,6.31,6.64,6.97,7.26,, -1977-01-21,,,,5.39,6.02,6.36,6.68,7.00,7.28,, -1977-01-24,,,,5.47,6.09,6.44,6.77,7.04,7.34,, -1977-01-25,,,,5.44,6.08,6.40,6.74,7.01,7.32,, -1977-01-26,,,,5.45,6.09,6.40,6.76,7.02,7.33,, -1977-01-27,,,,5.57,6.26,6.60,6.88,7.20,7.43,, -1977-01-28,,,,5.55,6.22,6.54,6.86,7.16,7.40,, -1977-01-31,,,,5.56,6.18,6.50,6.83,7.16,7.40,, -1977-02-01,,,,5.55,6.20,6.60,6.91,7.18,7.41,, -1977-02-02,,,,5.66,6.28,6.66,7.02,7.25,7.47,, -1977-02-03,,,,5.65,6.20,6.58,6.93,7.22,7.46,, -1977-02-04,,,,5.44,6.03,6.36,6.70,7.03,7.28,, -1977-02-07,,,,5.41,6.04,6.36,6.75,7.10,7.34,, -1977-02-08,,,,5.42,6.06,6.42,6.76,7.12,7.35,, -1977-02-09,,,,5.39,6.01,6.39,6.73,7.10,7.34,, -1977-02-10,,,,5.41,6.04,6.41,6.76,7.15,7.34,, -1977-02-11,,,,5.36,6.02,6.36,6.76,7.15,7.36,, -1977-02-14,,,,5.36,6.06,6.38,6.76,7.16,7.38,, -1977-02-15,,,,5.39,6.04,6.35,6.72,7.14,7.36,,7.70 -1977-02-16,,,,5.40,6.02,6.32,6.70,7.10,7.34,,7.67 -1977-02-17,,,,5.33,5.99,6.29,6.67,7.05,7.26,,7.67 -1977-02-18,,,,5.38,6.06,6.40,6.82,7.18,7.41,,7.76 +1976-12-27,,,,4.86,5.37,5.68,6.13,6.42,6.84,7.26, +1976-12-28,,,,4.90,5.39,5.72,6.15,6.43,6.86,7.25, +1976-12-29,,,,4.87,5.39,5.74,6.16,6.42,6.84,7.27, +1976-12-30,,,,4.86,5.38,5.70,6.12,6.40,6.80,7.18, +1976-12-31,,,,4.86,5.34,5.70,6.13,6.42,6.81,7.17, +1977-01-03,,,,4.88,5.42,5.73,6.16,6.50,6.84,7.20, +1977-01-04,,,,5.00,5.50,5.78,6.19,6.56,6.90,7.22, +1977-01-05,,,,4.96,5.48,5.79,6.18,6.54,6.88,7.23, +1977-01-06,,,,5.01,5.57,5.88,6.23,6.59,6.93,7.28, +1977-01-07,,,,5.24,5.68,5.99,6.42,6.76,7.07,7.36, +1977-01-10,,,,5.21,5.79,6.14,6.60,6.99,7.20,7.49, +1977-01-11,,,,5.24,5.87,6.25,6.68,7.06,7.28,7.52, +1977-01-12,,,,5.20,5.84,6.18,6.60,6.98,7.26,7.51, +1977-01-13,,,,5.14,5.79,6.11,6.50,6.86,7.18,7.46, +1977-01-14,,,,5.31,5.96,6.30,6.59,6.96,7.28,7.51, +1977-01-17,,,,5.35,5.98,6.29,6.60,6.96,7.28,7.54, +1977-01-18,,,,5.42,6.04,6.38,6.70,7.06,7.34,7.56, +1977-01-19,,,,5.36,6.02,6.32,6.64,6.98,7.28,7.54, +1977-01-20,,,,5.36,6.01,6.31,6.64,6.97,7.26,7.54, +1977-01-21,,,,5.39,6.02,6.36,6.68,7.00,7.28,7.52, +1977-01-24,,,,5.47,6.09,6.44,6.77,7.04,7.34,7.57, +1977-01-25,,,,5.44,6.08,6.40,6.74,7.01,7.32,7.56, +1977-01-26,,,,5.45,6.09,6.40,6.76,7.02,7.33,7.57, +1977-01-27,,,,5.57,6.26,6.60,6.88,7.20,7.43,7.65, +1977-01-28,,,,5.55,6.22,6.54,6.86,7.16,7.40,7.62, +1977-01-31,,,,5.56,6.18,6.50,6.83,7.16,7.40,7.61, +1977-02-01,,,,5.55,6.20,6.60,6.91,7.18,7.41,7.64, +1977-02-02,,,,5.66,6.28,6.66,7.02,7.25,7.47,7.70, +1977-02-03,,,,5.65,6.20,6.58,6.93,7.22,7.46,7.66, +1977-02-04,,,,5.44,6.03,6.36,6.70,7.03,7.28,7.55, +1977-02-07,,,,5.41,6.04,6.36,6.75,7.10,7.34,7.58, +1977-02-08,,,,5.42,6.06,6.42,6.76,7.12,7.35,7.61, +1977-02-09,,,,5.39,6.01,6.39,6.73,7.10,7.34,7.61, +1977-02-10,,,,5.41,6.04,6.41,6.76,7.15,7.34,7.60, +1977-02-11,,,,5.36,6.02,6.36,6.76,7.15,7.36,7.62, +1977-02-14,,,,5.36,6.06,6.38,6.76,7.16,7.38,7.64, +1977-02-15,,,,5.39,6.04,6.35,6.72,7.14,7.36,7.62,7.70 +1977-02-16,,,,5.40,6.02,6.32,6.70,7.10,7.34,7.57,7.67 +1977-02-17,,,,5.33,5.99,6.29,6.67,7.05,7.26,7.57,7.67 +1977-02-18,,,,5.38,6.06,6.40,6.82,7.18,7.41,7.64,7.76 1977-02-21,,,,,,,,,,, -1977-02-22,,,,5.46,6.09,6.43,6.84,7.18,7.42,,7.77 -1977-02-23,,,,5.50,6.12,6.51,6.95,7.24,7.48,,7.81 -1977-02-24,,,,5.62,6.20,6.57,7.02,7.27,7.50,,7.82 -1977-02-25,,,,5.59,6.14,6.54,6.99,7.25,7.48,,7.79 -1977-02-28,,,,5.56,6.08,6.50,6.98,7.23,7.45,,7.80 -1977-03-01,,,,5.62,6.16,6.54,6.99,7.26,7.49,,7.84 -1977-03-02,,,,5.54,6.12,6.47,6.93,7.19,7.45,,7.81 -1977-03-03,,,,5.53,6.08,6.43,6.90,7.17,7.43,,7.79 -1977-03-04,,,,5.52,6.10,6.50,6.98,7.24,7.48,,7.82 -1977-03-07,,,,5.54,6.12,6.51,6.99,7.24,7.50,,7.84 -1977-03-08,,,,5.54,6.14,6.54,6.99,7.25,7.52,,7.84 -1977-03-09,,,,5.53,6.12,6.53,6.97,7.24,7.50,,7.81 -1977-03-10,,,,5.54,6.11,6.49,6.95,7.22,7.49,,7.81 -1977-03-11,,,,5.45,6.09,6.44,6.90,7.20,7.44,,7.80 -1977-03-14,,,,5.44,6.06,6.44,6.89,7.17,7.45,,7.80 -1977-03-15,,,,5.47,6.06,6.46,6.87,7.16,7.44,,7.78 -1977-03-16,,,,5.49,6.08,6.47,6.90,7.17,7.44,,7.79 -1977-03-17,,,,5.55,6.14,6.50,6.94,7.20,7.47,,7.78 -1977-03-18,,,,5.50,6.08,6.44,6.90,7.16,7.44,,7.76 -1977-03-21,,,,5.48,6.03,6.41,6.88,7.15,7.43,,7.74 -1977-03-22,,,,5.47,6.04,6.42,6.87,7.15,7.43,,7.77 -1977-03-23,,,,5.46,6.04,6.43,6.88,7.18,7.44,,7.78 -1977-03-24,,,,5.50,6.07,6.46,6.90,7.19,7.46,,7.78 -1977-03-25,,,,5.53,6.10,6.50,6.94,7.23,7.48,,7.78 -1977-03-28,,,,5.48,6.11,6.50,6.96,7.22,7.47,,7.80 -1977-03-29,,,,5.48,6.08,6.46,6.93,7.22,7.47,,7.80 -1977-03-30,,,,5.45,6.05,6.43,6.95,7.22,7.44,,7.80 -1977-03-31,,,,5.40,6.01,6.42,6.94,7.21,7.42,,7.79 -1977-04-01,,,,5.42,6.02,6.42,6.92,7.21,7.43,,7.78 -1977-04-04,,,,5.43,6.03,6.45,6.94,7.22,7.44,,7.78 -1977-04-05,,,,5.43,6.01,6.46,6.95,7.23,7.47,,7.78 -1977-04-06,,,,5.43,6.04,6.44,6.95,7.22,7.46,,7.78 -1977-04-07,,,,5.41,6.02,6.43,6.93,7.21,7.43,,7.78 +1977-02-22,,,,5.46,6.09,6.43,6.84,7.18,7.42,7.64,7.77 +1977-02-23,,,,5.50,6.12,6.51,6.95,7.24,7.48,7.72,7.81 +1977-02-24,,,,5.62,6.20,6.57,7.02,7.27,7.50,7.75,7.82 +1977-02-25,,,,5.59,6.14,6.54,6.99,7.25,7.48,7.74,7.79 +1977-02-28,,,,5.56,6.08,6.50,6.98,7.23,7.45,7.73,7.80 +1977-03-01,,,,5.62,6.16,6.54,6.99,7.26,7.49,7.77,7.84 +1977-03-02,,,,5.54,6.12,6.47,6.93,7.19,7.45,7.75,7.81 +1977-03-03,,,,5.53,6.08,6.43,6.90,7.17,7.43,7.73,7.79 +1977-03-04,,,,5.52,6.10,6.50,6.98,7.24,7.48,7.76,7.82 +1977-03-07,,,,5.54,6.12,6.51,6.99,7.24,7.50,7.76,7.84 +1977-03-08,,,,5.54,6.14,6.54,6.99,7.25,7.52,7.78,7.84 +1977-03-09,,,,5.53,6.12,6.53,6.97,7.24,7.50,7.76,7.81 +1977-03-10,,,,5.54,6.11,6.49,6.95,7.22,7.49,7.76,7.81 +1977-03-11,,,,5.45,6.09,6.44,6.90,7.20,7.44,7.73,7.80 +1977-03-14,,,,5.44,6.06,6.44,6.89,7.17,7.45,7.74,7.80 +1977-03-15,,,,5.47,6.06,6.46,6.87,7.16,7.44,7.71,7.78 +1977-03-16,,,,5.49,6.08,6.47,6.90,7.17,7.44,7.72,7.79 +1977-03-17,,,,5.55,6.14,6.50,6.94,7.20,7.47,7.72,7.78 +1977-03-18,,,,5.50,6.08,6.44,6.90,7.16,7.44,7.70,7.76 +1977-03-21,,,,5.48,6.03,6.41,6.88,7.15,7.43,7.69,7.74 +1977-03-22,,,,5.47,6.04,6.42,6.87,7.15,7.43,7.70,7.77 +1977-03-23,,,,5.46,6.04,6.43,6.88,7.18,7.44,7.72,7.78 +1977-03-24,,,,5.50,6.07,6.46,6.90,7.19,7.46,7.73,7.78 +1977-03-25,,,,5.53,6.10,6.50,6.94,7.23,7.48,7.73,7.78 +1977-03-28,,,,5.48,6.11,6.50,6.96,7.22,7.47,7.74,7.80 +1977-03-29,,,,5.48,6.08,6.46,6.93,7.22,7.47,7.74,7.80 +1977-03-30,,,,5.45,6.05,6.43,6.95,7.22,7.44,7.73,7.80 +1977-03-31,,,,5.40,6.01,6.42,6.94,7.21,7.42,7.72,7.79 +1977-04-01,,,,5.42,6.02,6.42,6.92,7.21,7.43,7.72,7.78 +1977-04-04,,,,5.43,6.03,6.45,6.94,7.22,7.44,7.73,7.78 +1977-04-05,,,,5.43,6.01,6.46,6.95,7.23,7.47,7.72,7.78 +1977-04-06,,,,5.43,6.04,6.44,6.95,7.22,7.46,7.70,7.78 +1977-04-07,,,,5.41,6.02,6.43,6.93,7.21,7.43,7.72,7.78 1977-04-08,,,,,,,,,,, -1977-04-11,,,,5.36,5.96,6.35,6.84,7.14,7.39,,7.76 -1977-04-12,,,,5.46,5.98,6.33,6.83,7.15,7.39,,7.76 -1977-04-13,,,,5.40,5.96,6.32,6.81,7.13,7.36,,7.76 -1977-04-14,,,,5.33,5.73,6.03,6.56,6.93,7.22,,7.63 -1977-04-15,,,,5.38,5.78,6.07,6.60,6.96,7.25,,7.65 -1977-04-18,,,,5.34,5.80,6.08,6.61,6.96,7.25,,7.64 -1977-04-19,,,,5.42,5.87,6.19,6.66,7.01,7.30,,7.67 -1977-04-20,,,,5.43,5.95,6.26,6.71,7.05,7.32,,7.69 -1977-04-21,,,,5.42,5.94,6.26,6.72,7.06,7.33,,7.69 -1977-04-22,,,,5.46,5.99,6.35,6.80,7.10,7.36,,7.73 -1977-04-25,,,,5.55,6.01,6.41,6.82,7.14,7.40,,7.76 -1977-04-26,,,,5.50,6.00,6.23,6.76,7.08,7.38,,7.74 -1977-04-27,,,,5.51,6.01,6.35,6.75,7.09,7.38,,7.75 -1977-04-28,,,,5.54,6.03,6.36,6.78,7.14,7.40,,7.76 -1977-04-29,,,,5.60,6.14,6.46,6.90,7.25,7.45,,7.80 -1977-05-02,,,,5.70,6.15,6.48,6.94,7.25,7.45,,7.80 -1977-05-03,,,,5.63,6.15,6.48,6.90,7.26,7.44,,7.79 -1977-05-04,,,,5.60,6.11,6.45,6.89,7.25,7.45,,7.78 -1977-05-05,,,,5.65,6.16,6.50,6.94,7.27,7.47,,7.80 -1977-05-06,,,,5.77,6.24,6.56,7.00,7.32,7.50,,7.86 -1977-05-09,,,,5.80,6.25,6.55,6.97,7.31,7.50,,7.86 -1977-05-10,,,,5.85,6.27,6.58,6.99,7.33,7.52,,7.86 -1977-05-11,,,,5.92,6.34,6.63,7.03,7.35,7.52,,7.86 -1977-05-12,,,,5.88,6.32,6.60,6.98,7.31,7.50,,7.86 -1977-05-13,,,,5.88,6.28,6.54,6.94,7.26,7.48,,7.80 -1977-05-16,,,,5.88,6.26,6.52,6.92,7.24,7.46,,7.79 -1977-05-17,,,,5.90,6.25,6.51,6.91,7.24,7.45,,7.77 -1977-05-18,,,,5.90,6.24,6.52,6.89,7.22,7.43,,7.77 -1977-05-19,,,,5.97,6.37,6.62,7.00,7.28,7.49,,7.81 -1977-05-20,,,,6.00,6.43,6.68,7.01,7.29,7.49,,7.81 -1977-05-23,,,,5.97,6.38,6.66,6.99,7.26,7.46,,7.80 -1977-05-24,,,,5.92,6.30,6.57,6.93,7.21,7.41,,7.76 -1977-05-25,,,,5.88,6.23,6.53,6.88,7.18,7.39,,7.74 -1977-05-26,,,,5.92,6.24,6.54,6.86,7.23,7.42,,7.76 -1977-05-27,,,,5.84,6.20,6.48,6.88,7.18,7.38,,7.74 +1977-04-11,,,,5.36,5.96,6.35,6.84,7.14,7.39,7.70,7.76 +1977-04-12,,,,5.46,5.98,6.33,6.83,7.15,7.39,7.70,7.76 +1977-04-13,,,,5.40,5.96,6.32,6.81,7.13,7.36,7.67,7.76 +1977-04-14,,,,5.33,5.73,6.03,6.56,6.93,7.22,7.58,7.63 +1977-04-15,,,,5.38,5.78,6.07,6.60,6.96,7.25,7.58,7.65 +1977-04-18,,,,5.34,5.80,6.08,6.61,6.96,7.25,7.58,7.64 +1977-04-19,,,,5.42,5.87,6.19,6.66,7.01,7.30,7.61,7.67 +1977-04-20,,,,5.43,5.95,6.26,6.71,7.05,7.32,7.62,7.69 +1977-04-21,,,,5.42,5.94,6.26,6.72,7.06,7.33,7.63,7.69 +1977-04-22,,,,5.46,5.99,6.35,6.80,7.10,7.36,7.66,7.73 +1977-04-25,,,,5.55,6.01,6.41,6.82,7.14,7.40,7.68,7.76 +1977-04-26,,,,5.50,6.00,6.23,6.76,7.08,7.38,7.68,7.74 +1977-04-27,,,,5.51,6.01,6.35,6.75,7.09,7.38,7.67,7.75 +1977-04-28,,,,5.54,6.03,6.36,6.78,7.14,7.40,7.68,7.76 +1977-04-29,,,,5.60,6.14,6.46,6.90,7.25,7.45,7.72,7.80 +1977-05-02,,,,5.70,6.15,6.48,6.94,7.25,7.45,7.74,7.80 +1977-05-03,,,,5.63,6.15,6.48,6.90,7.26,7.44,7.72,7.79 +1977-05-04,,,,5.60,6.11,6.45,6.89,7.25,7.45,7.72,7.78 +1977-05-05,,,,5.65,6.16,6.50,6.94,7.27,7.47,7.74,7.80 +1977-05-06,,,,5.77,6.24,6.56,7.00,7.32,7.50,7.80,7.86 +1977-05-09,,,,5.80,6.25,6.55,6.97,7.31,7.50,7.78,7.86 +1977-05-10,,,,5.85,6.27,6.58,6.99,7.33,7.52,7.79,7.86 +1977-05-11,,,,5.92,6.34,6.63,7.03,7.35,7.52,7.80,7.86 +1977-05-12,,,,5.88,6.32,6.60,6.98,7.31,7.50,7.78,7.86 +1977-05-13,,,,5.88,6.28,6.54,6.94,7.26,7.48,7.74,7.80 +1977-05-16,,,,5.88,6.26,6.52,6.92,7.24,7.46,7.73,7.79 +1977-05-17,,,,5.90,6.25,6.51,6.91,7.24,7.45,7.72,7.77 +1977-05-18,,,,5.90,6.24,6.52,6.89,7.22,7.43,7.72,7.77 +1977-05-19,,,,5.97,6.37,6.62,7.00,7.28,7.49,7.76,7.81 +1977-05-20,,,,6.00,6.43,6.68,7.01,7.29,7.49,7.75,7.81 +1977-05-23,,,,5.97,6.38,6.66,6.99,7.26,7.46,7.73,7.80 +1977-05-24,,,,5.92,6.30,6.57,6.93,7.21,7.41,7.70,7.76 +1977-05-25,,,,5.88,6.23,6.53,6.88,7.18,7.39,7.69,7.74 +1977-05-26,,,,5.92,6.24,6.54,6.86,7.23,7.42,7.68,7.76 +1977-05-27,,,,5.84,6.20,6.48,6.88,7.18,7.38,7.68,7.74 1977-05-30,,,,,,,,,,, -1977-05-31,,,,5.86,6.18,6.49,6.87,7.16,7.38,,7.74 -1977-06-01,,,,5.85,6.24,6.48,6.87,7.18,7.38,,7.75 -1977-06-02,,,,5.86,6.20,6.50,6.87,7.18,7.39,,7.74 -1977-06-03,,,,5.85,6.19,6.48,6.86,7.16,7.36,,7.72 -1977-06-06,,,,5.84,6.18,6.48,6.87,7.15,7.37,,7.72 -1977-06-07,,,,5.84,6.17,6.46,6.85,7.14,7.36,,7.67 -1977-06-08,,,,5.83,6.15,6.45,6.84,7.13,7.36,,7.67 -1977-06-09,,,,5.84,6.16,6.49,6.85,7.14,7.35,,7.67 -1977-06-10,,,,5.82,6.15,6.42,6.78,7.07,7.30,,7.66 -1977-06-13,,,,5.81,6.13,6.40,6.74,7.02,7.27,,7.62 -1977-06-14,,,,5.77,6.08,6.30,6.68,6.98,7.22,,7.59 -1977-06-15,,,,5.82,6.11,6.36,6.73,7.01,7.23,,7.60 -1977-06-16,,,,5.82,6.12,6.36,6.74,7.02,7.24,,7.62 -1977-06-17,,,,5.80,6.10,6.34,6.72,7.02,7.24,,7.62 -1977-06-20,,,,5.78,6.11,6.36,6.74,7.04,7.27,,7.63 -1977-06-21,,,,5.81,6.12,6.35,6.74,7.01,7.26,,7.62 -1977-06-22,,,,5.82,6.12,6.34,6.70,7.00,7.25,,7.61 -1977-06-23,,,,5.84,6.12,6.36,6.72,7.01,7.26,,7.61 -1977-06-24,,,,5.70,6.10,6.34,6.68,6.97,7.20,,7.59 -1977-06-27,,,,5.72,6.06,6.30,6.65,6.96,7.20,,7.58 -1977-06-28,,,,5.70,6.06,6.30,6.64,6.93,7.16,,7.56 -1977-06-29,,,,5.72,6.05,6.30,6.68,6.98,7.19,,7.56 -1977-06-30,,,,5.72,6.08,6.33,6.70,7.00,7.20,,7.58 -1977-07-01,,,,5.72,6.12,6.35,6.71,7.04,7.34,,7.58 +1977-05-31,,,,5.86,6.18,6.49,6.87,7.16,7.38,7.68,7.74 +1977-06-01,,,,5.85,6.24,6.48,6.87,7.18,7.38,7.68,7.75 +1977-06-02,,,,5.86,6.20,6.50,6.87,7.18,7.39,7.68,7.74 +1977-06-03,,,,5.85,6.19,6.48,6.86,7.16,7.36,7.66,7.72 +1977-06-06,,,,5.84,6.18,6.48,6.87,7.15,7.37,7.67,7.72 +1977-06-07,,,,5.84,6.17,6.46,6.85,7.14,7.36,7.68,7.67 +1977-06-08,,,,5.83,6.15,6.45,6.84,7.13,7.36,7.70,7.67 +1977-06-09,,,,5.84,6.16,6.49,6.85,7.14,7.35,7.69,7.67 +1977-06-10,,,,5.82,6.15,6.42,6.78,7.07,7.30,7.67,7.66 +1977-06-13,,,,5.81,6.13,6.40,6.74,7.02,7.27,7.64,7.62 +1977-06-14,,,,5.77,6.08,6.30,6.68,6.98,7.22,7.60,7.59 +1977-06-15,,,,5.82,6.11,6.36,6.73,7.01,7.23,7.62,7.60 +1977-06-16,,,,5.82,6.12,6.36,6.74,7.02,7.24,7.64,7.62 +1977-06-17,,,,5.80,6.10,6.34,6.72,7.02,7.24,7.64,7.62 +1977-06-20,,,,5.78,6.11,6.36,6.74,7.04,7.27,7.65,7.63 +1977-06-21,,,,5.81,6.12,6.35,6.74,7.01,7.26,7.65,7.62 +1977-06-22,,,,5.82,6.12,6.34,6.70,7.00,7.25,7.63,7.61 +1977-06-23,,,,5.84,6.12,6.36,6.72,7.01,7.26,7.64,7.61 +1977-06-24,,,,5.70,6.10,6.34,6.68,6.97,7.20,7.60,7.59 +1977-06-27,,,,5.72,6.06,6.30,6.65,6.96,7.20,7.60,7.58 +1977-06-28,,,,5.70,6.06,6.30,6.64,6.93,7.16,7.58,7.56 +1977-06-29,,,,5.72,6.05,6.30,6.68,6.98,7.19,7.52,7.56 +1977-06-30,,,,5.72,6.08,6.33,6.70,7.00,7.20,7.57,7.58 +1977-07-01,,,,5.72,6.12,6.35,6.71,7.04,7.34,7.58,7.58 1977-07-04,,,,,,,,,,, -1977-07-05,,,,5.78,6.12,6.37,6.75,7.06,7.35,,7.63 -1977-07-06,,,,5.80,6.14,6.39,6.78,7.07,7.37,,7.63 -1977-07-07,,,,5.82,6.15,6.39,6.78,7.07,7.29,,7.62 -1977-07-08,,,,5.83,6.19,6.45,6.82,7.11,7.31,,7.65 -1977-07-11,,,,5.85,6.22,6.48,6.83,7.12,7.33,,7.65 -1977-07-12,,,,5.86,6.22,6.46,6.81,7.09,7.32,,7.65 -1977-07-13,,,,5.87,6.19,6.42,6.75,7.05,7.28,,7.62 +1977-07-05,,,,5.78,6.12,6.37,6.75,7.06,7.35,7.58,7.63 +1977-07-06,,,,5.80,6.14,6.39,6.78,7.07,7.37,7.58,7.63 +1977-07-07,,,,5.82,6.15,6.39,6.78,7.07,7.29,7.57,7.62 +1977-07-08,,,,5.83,6.19,6.45,6.82,7.11,7.31,7.60,7.65 +1977-07-11,,,,5.85,6.22,6.48,6.83,7.12,7.33,7.62,7.65 +1977-07-12,,,,5.86,6.22,6.46,6.81,7.09,7.32,7.60,7.65 +1977-07-13,,,,5.87,6.19,6.42,6.75,7.05,7.28,7.58,7.62 1977-07-14,,,,,,,,,,, -1977-07-15,,,,5.92,6.26,6.52,6.82,7.10,7.31,,7.64 -1977-07-18,,,,5.99,6.30,6.53,6.84,7.13,7.34,,7.64 -1977-07-19,,,,5.95,6.31,6.54,6.83,7.12,7.33,,7.64 -1977-07-20,,,,6.00,6.35,6.55,6.85,7.12,7.32,,7.64 -1977-07-21,,,,6.03,6.38,6.57,6.89,7.13,7.32,,7.65 -1977-07-22,,,,6.00,6.35,6.56,6.88,7.12,7.31,,7.65 -1977-07-25,,,,5.98,6.29,6.54,6.86,7.10,7.28,,7.64 -1977-07-26,,,,5.96,6.28,6.52,6.86,7.10,7.28,,7.64 -1977-07-27,,,,6.04,6.37,6.60,6.94,7.18,7.36,,7.66 -1977-07-28,,,,6.18,6.48,6.69,7.01,7.26,7.41,,7.70 -1977-07-29,,,,6.22,6.50,6.71,7.03,7.28,7.42,,7.72 -1977-08-01,,,,6.19,6.49,6.71,7.02,7.28,7.43,,7.70 -1977-08-02,,,,6.28,6.54,6.75,7.05,7.29,7.44,,7.72 -1977-08-03,,,,6.24,6.53,6.74,7.02,7.25,7.42,,7.70 -1977-08-04,,,,6.24,6.52,6.76,7.05,7.27,7.43,,7.70 -1977-08-05,,,,6.26,6.53,6.74,7.02,7.27,7.42,,7.72 -1977-08-08,,,,6.23,6.52,6.73,7.01,7.26,7.41,,7.71 -1977-08-09,,,,6.31,6.58,6.79,7.06,7.29,7.45,,7.73 -1977-08-10,,,,6.33,6.59,6.79,7.07,7.30,7.46,,7.73 -1977-08-11,,,,6.38,6.64,6.86,7.08,7.31,7.47,,7.74 -1977-08-12,,,,6.46,6.68,6.87,7.10,7.32,7.48,,7.74 -1977-08-15,,,,6.48,6.71,6.88,7.11,7.33,7.48,,7.74 -1977-08-16,,,,6.52,6.74,6.89,7.12,7.32,7.48,,7.74 -1977-08-17,,,,6.48,6.72,6.86,7.08,7.27,7.44,,7.72 -1977-08-18,,,,6.47,6.68,6.83,7.06,7.26,7.42,,7.71 -1977-08-19,,,,6.47,6.67,6.80,7.04,7.25,7.40,,7.68 -1977-08-22,,,,6.46,6.66,6.79,7.05,7.24,7.39,,7.67 -1977-08-23,,,,6.43,6.64,6.79,7.02,7.20,7.36,,7.65 -1977-08-24,,,,6.42,6.67,6.79,7.01,7.20,7.35,,7.65 -1977-08-25,,,,6.40,6.62,6.78,6.98,7.16,7.32,,7.62 -1977-08-26,,,,6.38,6.62,6.74,6.93,7.12,7.27,,7.58 -1977-08-29,,,,6.35,6.56,6.72,6.90,7.08,7.25,,7.58 -1977-08-30,,,,6.36,6.56,6.74,6.93,7.10,7.27,,7.59 -1977-08-31,,,,6.36,6.59,6.73,6.94,7.11,7.28,,7.60 -1977-09-01,,,,6.36,6.57,6.74,6.97,7.15,7.30,,7.61 -1977-09-02,,,,6.32,6.53,6.69,6.93,7.11,7.24,,7.58 +1977-07-15,,,,5.92,6.26,6.52,6.82,7.10,7.31,7.60,7.64 +1977-07-18,,,,5.99,6.30,6.53,6.84,7.13,7.34,7.61,7.64 +1977-07-19,,,,5.95,6.31,6.54,6.83,7.12,7.33,7.62,7.64 +1977-07-20,,,,6.00,6.35,6.55,6.85,7.12,7.32,7.62,7.64 +1977-07-21,,,,6.03,6.38,6.57,6.89,7.13,7.32,7.62,7.65 +1977-07-22,,,,6.00,6.35,6.56,6.88,7.12,7.31,7.61,7.65 +1977-07-25,,,,5.98,6.29,6.54,6.86,7.10,7.28,7.58,7.64 +1977-07-26,,,,5.96,6.28,6.52,6.86,7.10,7.28,7.56,7.64 +1977-07-27,,,,6.04,6.37,6.60,6.94,7.18,7.36,7.61,7.66 +1977-07-28,,,,6.18,6.48,6.69,7.01,7.26,7.41,7.64,7.70 +1977-07-29,,,,6.22,6.50,6.71,7.03,7.28,7.42,7.68,7.72 +1977-08-01,,,,6.19,6.49,6.71,7.02,7.28,7.43,7.66,7.70 +1977-08-02,,,,6.28,6.54,6.75,7.05,7.29,7.44,7.67,7.72 +1977-08-03,,,,6.24,6.53,6.74,7.02,7.25,7.42,7.65,7.70 +1977-08-04,,,,6.24,6.52,6.76,7.05,7.27,7.43,7.67,7.70 +1977-08-05,,,,6.26,6.53,6.74,7.02,7.27,7.42,7.66,7.72 +1977-08-08,,,,6.23,6.52,6.73,7.01,7.26,7.41,7.64,7.71 +1977-08-09,,,,6.31,6.58,6.79,7.06,7.29,7.45,7.68,7.73 +1977-08-10,,,,6.33,6.59,6.79,7.07,7.30,7.46,7.70,7.73 +1977-08-11,,,,6.38,6.64,6.86,7.08,7.31,7.47,7.71,7.74 +1977-08-12,,,,6.46,6.68,6.87,7.10,7.32,7.48,7.71,7.74 +1977-08-15,,,,6.48,6.71,6.88,7.11,7.33,7.48,7.72,7.74 +1977-08-16,,,,6.52,6.74,6.89,7.12,7.32,7.48,7.72,7.74 +1977-08-17,,,,6.48,6.72,6.86,7.08,7.27,7.44,7.68,7.72 +1977-08-18,,,,6.47,6.68,6.83,7.06,7.26,7.42,7.65,7.71 +1977-08-19,,,,6.47,6.67,6.80,7.04,7.25,7.40,7.64,7.68 +1977-08-22,,,,6.46,6.66,6.79,7.05,7.24,7.39,7.63,7.67 +1977-08-23,,,,6.43,6.64,6.79,7.02,7.20,7.36,7.61,7.65 +1977-08-24,,,,6.42,6.67,6.79,7.01,7.20,7.35,7.59,7.65 +1977-08-25,,,,6.40,6.62,6.78,6.98,7.16,7.32,7.56,7.62 +1977-08-26,,,,6.38,6.62,6.74,6.93,7.12,7.27,7.53,7.58 +1977-08-29,,,,6.35,6.56,6.72,6.90,7.08,7.25,7.51,7.58 +1977-08-30,,,,6.36,6.56,6.74,6.93,7.10,7.27,7.52,7.59 +1977-08-31,,,,6.36,6.59,6.73,6.94,7.11,7.28,7.53,7.60 +1977-09-01,,,,6.36,6.57,6.74,6.97,7.15,7.30,7.53,7.61 +1977-09-02,,,,6.32,6.53,6.69,6.93,7.11,7.24,7.51,7.58 1977-09-05,,,,,,,,,,, -1977-09-06,,,,6.33,6.52,6.68,6.90,7.08,7.24,,7.57 -1977-09-07,,,,6.35,6.54,6.70,6.95,7.12,7.26,,7.59 -1977-09-08,,,,6.37,6.54,6.72,6.96,7.14,7.28,,7.60 -1977-09-09,,,,6.59,6.76,6.88,7.09,7.26,7.36,,7.65 -1977-09-12,,,,6.62,6.78,6.88,7.10,7.25,7.38,,7.66 -1977-09-13,,,,6.60,6.75,6.84,7.06,7.24,7.37,,7.66 -1977-09-14,,,,6.57,6.74,6.83,7.05,7.21,7.34,,7.63 -1977-09-15,,,,6.55,6.70,6.82,7.04,7.20,7.33,,7.63 -1977-09-16,,,,6.49,6.68,6.81,7.02,7.18,7.32,,7.63 -1977-09-19,,,,6.46,6.66,6.80,7.02,7.17,7.32,,7.63 -1977-09-20,,,,6.51,6.70,6.82,7.04,7.20,7.36,,7.65 -1977-09-21,,,,6.52,6.71,6.84,7.05,7.21,7.36,,7.66 -1977-09-22,,,,6.63,6.85,6.92,7.08,7.25,7.39,,7.67 -1977-09-23,,,,6.62,6.86,6.94,7.09,7.26,7.39,,7.67 -1977-09-26,,,,6.68,6.89,6.98,7.14,7.30,7.42,,7.70 -1977-09-27,,,,6.60,6.80,6.92,7.07,7.24,7.38,,7.68 -1977-09-28,,,,6.62,6.81,6.93,7.08,7.24,7.38,,7.68 -1977-09-29,,,,6.61,6.79,6.94,7.10,7.25,7.39,,7.68 -1977-09-30,,,,6.66,6.82,6.94,7.11,7.26,7.41,,7.68 -1977-10-03,,,,6.72,6.84,6.94,7.13,7.29,7.41,,7.70 -1977-10-04,,,,6.73,6.84,6.95,7.15,7.30,7.40,,7.69 -1977-10-05,,,,6.77,6.86,6.96,7.16,7.29,7.40,,7.69 -1977-10-06,,,,6.83,6.89,6.98,7.23,7.34,7.44,,7.72 -1977-10-07,,,,6.88,6.96,7.03,7.25,7.38,7.48,,7.73 +1977-09-06,,,,6.33,6.52,6.68,6.90,7.08,7.24,7.50,7.57 +1977-09-07,,,,6.35,6.54,6.70,6.95,7.12,7.26,7.50,7.59 +1977-09-08,,,,6.37,6.54,6.72,6.96,7.14,7.28,7.51,7.60 +1977-09-09,,,,6.59,6.76,6.88,7.09,7.26,7.36,7.58,7.65 +1977-09-12,,,,6.62,6.78,6.88,7.10,7.25,7.38,7.59,7.66 +1977-09-13,,,,6.60,6.75,6.84,7.06,7.24,7.37,7.58,7.66 +1977-09-14,,,,6.57,6.74,6.83,7.05,7.21,7.34,7.56,7.63 +1977-09-15,,,,6.55,6.70,6.82,7.04,7.20,7.33,7.56,7.63 +1977-09-16,,,,6.49,6.68,6.81,7.02,7.18,7.32,7.56,7.63 +1977-09-19,,,,6.46,6.66,6.80,7.02,7.17,7.32,7.55,7.63 +1977-09-20,,,,6.51,6.70,6.82,7.04,7.20,7.36,7.58,7.65 +1977-09-21,,,,6.52,6.71,6.84,7.05,7.21,7.36,7.58,7.66 +1977-09-22,,,,6.63,6.85,6.92,7.08,7.25,7.39,7.61,7.67 +1977-09-23,,,,6.62,6.86,6.94,7.09,7.26,7.39,7.62,7.67 +1977-09-26,,,,6.68,6.89,6.98,7.14,7.30,7.42,7.62,7.70 +1977-09-27,,,,6.60,6.80,6.92,7.07,7.24,7.38,7.60,7.68 +1977-09-28,,,,6.62,6.81,6.93,7.08,7.24,7.38,7.60,7.68 +1977-09-29,,,,6.61,6.79,6.94,7.10,7.25,7.39,7.61,7.68 +1977-09-30,,,,6.66,6.82,6.94,7.11,7.26,7.41,7.61,7.68 +1977-10-03,,,,6.72,6.84,6.94,7.13,7.29,7.41,7.62,7.70 +1977-10-04,,,,6.73,6.84,6.95,7.15,7.30,7.40,7.62,7.69 +1977-10-05,,,,6.77,6.86,6.96,7.16,7.29,7.40,7.62,7.69 +1977-10-06,,,,6.83,6.89,6.98,7.23,7.34,7.44,7.63,7.72 +1977-10-07,,,,6.88,6.96,7.03,7.25,7.38,7.48,7.66,7.73 1977-10-10,,,,,,,,,,, -1977-10-11,,,,6.97,7.06,7.11,7.30,7.46,7.54,,7.77 -1977-10-12,,,,7.08,7.14,7.18,7.34,7.48,7.54,,7.79 -1977-10-13,,,,7.09,7.19,7.22,7.34,7.48,7.54,,7.79 -1977-10-14,,,,7.05,7.17,7.22,7.31,7.46,7.54,,7.79 -1977-10-17,,,,7.09,7.22,7.26,7.33,7.45,7.55,,7.79 -1977-10-18,,,,7.10,7.23,7.28,7.36,7.49,7.55,,7.80 -1977-10-19,,,,7.07,7.22,7.28,7.35,7.47,7.54,,7.79 -1977-10-20,,,,7.03,7.20,7.28,7.36,7.47,7.54,,7.78 -1977-10-21,,,,7.04,7.22,7.31,7.39,7.48,7.55,,7.79 -1977-10-24,,,,7.00,7.20,7.29,7.39,7.50,7.56,,7.80 -1977-10-25,,,,6.98,7.20,7.31,7.41,7.51,7.58,,7.81 -1977-10-26,,,,6.96,7.17,7.30,7.40,7.50,7.57,,7.81 -1977-10-27,,,,6.94,7.14,7.26,7.38,7.49,7.56,,7.81 -1977-10-28,,,,6.92,7.14,7.24,7.38,7.48,7.56,,7.81 -1977-10-31,,,,7.05,7.23,7.34,7.44,7.54,7.62,,7.83 -1977-11-01,,,,7.05,7.23,7.33,7.47,7.57,7.63,,7.86 -1977-11-02,,,,7.06,7.24,7.33,7.47,7.58,7.69,,7.89 -1977-11-03,,,,7.05,7.22,7.31,7.45,7.57,7.68,,7.92 -1977-11-04,,,,7.04,7.20,7.28,7.42,7.54,7.64,,7.89 -1977-11-07,,,,7.02,7.17,7.25,7.40,7.51,7.62,,7.88 +1977-10-11,,,,6.97,7.06,7.11,7.30,7.46,7.54,7.69,7.77 +1977-10-12,,,,7.08,7.14,7.18,7.34,7.48,7.54,7.72,7.79 +1977-10-13,,,,7.09,7.19,7.22,7.34,7.48,7.54,7.74,7.79 +1977-10-14,,,,7.05,7.17,7.22,7.31,7.46,7.54,7.70,7.79 +1977-10-17,,,,7.09,7.22,7.26,7.33,7.45,7.55,7.73,7.79 +1977-10-18,,,,7.10,7.23,7.28,7.36,7.49,7.55,7.73,7.80 +1977-10-19,,,,7.07,7.22,7.28,7.35,7.47,7.54,7.73,7.79 +1977-10-20,,,,7.03,7.20,7.28,7.36,7.47,7.54,7.71,7.78 +1977-10-21,,,,7.04,7.22,7.31,7.39,7.48,7.55,7.73,7.79 +1977-10-24,,,,7.00,7.20,7.29,7.39,7.50,7.56,7.74,7.80 +1977-10-25,,,,6.98,7.20,7.31,7.41,7.51,7.58,7.75,7.81 +1977-10-26,,,,6.96,7.17,7.30,7.40,7.50,7.57,7.74,7.81 +1977-10-27,,,,6.94,7.14,7.26,7.38,7.49,7.56,7.74,7.81 +1977-10-28,,,,6.92,7.14,7.24,7.38,7.48,7.56,7.74,7.81 +1977-10-31,,,,7.05,7.23,7.34,7.44,7.54,7.62,7.76,7.83 +1977-11-01,,,,7.05,7.23,7.33,7.47,7.57,7.63,7.80,7.86 +1977-11-02,,,,7.06,7.24,7.33,7.47,7.58,7.69,7.82,7.89 +1977-11-03,,,,7.05,7.22,7.31,7.45,7.57,7.68,7.83,7.92 +1977-11-04,,,,7.04,7.20,7.28,7.42,7.54,7.64,7.83,7.89 +1977-11-07,,,,7.02,7.17,7.25,7.40,7.51,7.62,7.82,7.88 1977-11-08,,,,,,,,,,, -1977-11-09,,,,6.98,7.16,7.25,7.35,7.48,7.60,,7.86 -1977-11-10,,,,6.97,7.15,7.23,7.34,7.43,7.59,,7.86 +1977-11-09,,,,6.98,7.16,7.25,7.35,7.48,7.60,7.80,7.86 +1977-11-10,,,,6.97,7.15,7.23,7.34,7.43,7.59,7.79,7.86 1977-11-11,,,,,,,,,,, -1977-11-14,,,,6.92,7.10,7.18,7.24,7.38,7.56,,7.83 -1977-11-15,,,,6.94,7.11,7.18,7.26,7.41,7.56,,7.84 -1977-11-16,,,,6.92,7.12,7.18,7.28,7.42,7.55,,7.84 -1977-11-17,,,,6.91,7.10,7.16,7.28,7.42,7.54,,7.83 -1977-11-18,,,,6.89,7.11,7.16,7.28,7.42,7.54,,7.82 -1977-11-21,,,,6.92,7.12,7.18,7.30,7.42,7.56,,7.83 -1977-11-22,,,,6.92,7.14,7.20,7.30,7.41,7.54,,7.83 -1977-11-23,,,,6.90,7.11,7.18,7.30,7.41,7.52,,7.81 +1977-11-14,,,,6.92,7.10,7.18,7.24,7.38,7.56,7.72,7.83 +1977-11-15,,,,6.94,7.11,7.18,7.26,7.41,7.56,7.74,7.84 +1977-11-16,,,,6.92,7.12,7.18,7.28,7.42,7.55,7.74,7.84 +1977-11-17,,,,6.91,7.10,7.16,7.28,7.42,7.54,7.74,7.83 +1977-11-18,,,,6.89,7.11,7.16,7.28,7.42,7.54,7.74,7.82 +1977-11-21,,,,6.92,7.12,7.18,7.30,7.42,7.56,7.74,7.83 +1977-11-22,,,,6.92,7.14,7.20,7.30,7.41,7.54,7.74,7.83 +1977-11-23,,,,6.90,7.11,7.18,7.30,7.41,7.52,7.72,7.81 1977-11-24,,,,,,,,,,, -1977-11-25,,,,6.90,7.10,7.18,7.31,7.42,7.52,,7.82 -1977-11-28,,,,6.91,7.11,7.20,7.31,7.42,7.53,,7.82 -1977-11-29,,,,6.92,7.11,7.21,7.32,7.42,7.55,,7.83 -1977-11-30,,,,6.92,7.11,7.22,7.36,7.45,7.55,,7.83 -1977-12-01,,,,6.92,7.13,7.24,7.38,7.46,7.58,,7.85 -1977-12-02,,,,6.90,7.15,7.25,7.40,7.50,7.59,,7.86 -1977-12-05,,,,6.90,7.15,7.25,7.40,7.51,7.60,,7.87 -1977-12-06,,,,6.93,7.15,7.27,7.44,7.54,7.63,,7.88 -1977-12-07,,,,6.97,7.16,7.29,7.45,7.55,7.63,,7.89 -1977-12-08,,,,6.96,7.16,7.27,7.46,7.55,7.64,,7.90 -1977-12-09,,,,6.95,7.15,7.27,7.45,7.55,7.63,,7.88 -1977-12-12,,,,6.96,7.16,7.28,7.46,7.56,7.64,,7.89 -1977-12-13,,,,6.94,7.16,7.28,7.46,7.56,7.65,,7.90 -1977-12-14,,,,6.93,7.16,7.28,7.46,7.57,7.66,,7.91 -1977-12-15,,,,6.93,7.14,7.27,7.46,7.57,7.67,,7.92 -1977-12-16,,,,6.93,7.13,7.26,7.44,7.56,7.67,,7.93 -1977-12-19,,,,6.92,7.13,7.27,7.48,7.60,7.69,,7.95 -1977-12-20,,,,6.94,7.14,7.29,7.50,7.62,7.74,,7.99 -1977-12-21,,,,6.96,7.16,7.30,7.48,7.61,7.72,,7.98 -1977-12-22,,,,7.02,7.26,7.38,7.52,7.64,7.75,,7.99 -1977-12-23,,,,7.01,7.24,7.39,7.55,7.66,7.75,,8.00 +1977-11-25,,,,6.90,7.10,7.18,7.31,7.42,7.52,7.72,7.82 +1977-11-28,,,,6.91,7.11,7.20,7.31,7.42,7.53,7.72,7.82 +1977-11-29,,,,6.92,7.11,7.21,7.32,7.42,7.55,7.74,7.83 +1977-11-30,,,,6.92,7.11,7.22,7.36,7.45,7.55,7.75,7.83 +1977-12-01,,,,6.92,7.13,7.24,7.38,7.46,7.58,7.76,7.85 +1977-12-02,,,,6.90,7.15,7.25,7.40,7.50,7.59,7.77,7.86 +1977-12-05,,,,6.90,7.15,7.25,7.40,7.51,7.60,7.79,7.87 +1977-12-06,,,,6.93,7.15,7.27,7.44,7.54,7.63,7.80,7.88 +1977-12-07,,,,6.97,7.16,7.29,7.45,7.55,7.63,7.83,7.89 +1977-12-08,,,,6.96,7.16,7.27,7.46,7.55,7.64,7.82,7.90 +1977-12-09,,,,6.95,7.15,7.27,7.45,7.55,7.63,7.81,7.88 +1977-12-12,,,,6.96,7.16,7.28,7.46,7.56,7.64,7.82,7.89 +1977-12-13,,,,6.94,7.16,7.28,7.46,7.56,7.65,7.83,7.90 +1977-12-14,,,,6.93,7.16,7.28,7.46,7.57,7.66,7.84,7.91 +1977-12-15,,,,6.93,7.14,7.27,7.46,7.57,7.67,7.86,7.92 +1977-12-16,,,,6.93,7.13,7.26,7.44,7.56,7.67,7.86,7.93 +1977-12-19,,,,6.92,7.13,7.27,7.48,7.60,7.69,7.88,7.95 +1977-12-20,,,,6.94,7.14,7.29,7.50,7.62,7.74,7.92,7.99 +1977-12-21,,,,6.96,7.16,7.30,7.48,7.61,7.72,7.92,7.98 +1977-12-22,,,,7.02,7.26,7.38,7.52,7.64,7.75,7.93,7.99 +1977-12-23,,,,7.01,7.24,7.39,7.55,7.66,7.75,7.94,8.00 1977-12-26,,,,,,,,,,, -1977-12-27,,,,7.01,7.25,7.40,7.57,7.67,7.77,,8.02 -1977-12-28,,,,7.03,7.25,7.40,7.57,7.68,7.78,,8.05 -1977-12-29,,,,7.02,7.26,7.40,7.58,7.77,7.82,,8.06 -1977-12-30,,,,6.98,7.22,7.36,7.54,7.66,7.78,,8.03 +1977-12-27,,,,7.01,7.25,7.40,7.57,7.67,7.77,7.97,8.02 +1977-12-28,,,,7.03,7.25,7.40,7.57,7.68,7.78,7.99,8.05 +1977-12-29,,,,7.02,7.26,7.40,7.58,7.77,7.82,8.00,8.06 +1977-12-30,,,,6.98,7.22,7.36,7.54,7.66,7.78,7.98,8.03 1978-01-02,,,,,,,,,,, -1978-01-03,,,,7.00,7.24,7.39,7.58,7.72,7.83,,8.08 -1978-01-04,,,,7.00,7.24,7.38,7.58,7.71,7.82,,8.08 -1978-01-05,,,,7.04,7.26,7.39,7.58,7.71,7.83,,8.07 -1978-01-06,,,,7.07,7.28,7.42,7.60,7.74,7.85,,8.10 -1978-01-09,,,,7.42,7.58,7.73,7.86,7.93,8.01,,8.21 -1978-01-10,,,,7.42,7.58,7.72,7.85,7.94,8.02,,8.20 -1978-01-11,,,,7.50,7.60,7.72,7.87,7.95,8.03,,8.22 -1978-01-12,,,,7.43,7.60,7.72,7.87,7.94,8.02,,8.22 -1978-01-13,,,,7.38,7.57,7.68,7.82,7.89,7.98,,8.20 -1978-01-16,,,,7.36,7.55,7.66,7.82,7.91,7.98,,8.21 -1978-01-17,,,,7.34,7.54,7.65,7.81,7.89,7.98,,8.19 -1978-01-18,,,,7.35,7.54,7.66,7.81,7.90,7.98,,8.19 -1978-01-19,,,,7.32,7.55,7.67,7.81,7.88,7.97,,8.19 -1978-01-20,,,,7.31,7.55,7.67,7.81,7.88,7.97,,8.19 -1978-01-23,,,,7.30,7.53,7.66,7.78,7.88,7.97,,8.19 -1978-01-24,,,,7.30,7.53,7.66,7.80,7.89,7.99,,8.20 -1978-01-25,,,,7.31,7.53,7.68,7.82,7.91,8.00,,8.23 -1978-01-26,,,,7.29,7.51,7.64,7.78,7.89,7.98,,8.21 -1978-01-27,,,,7.28,7.48,7.63,7.77,7.88,7.97,,8.21 -1978-01-30,,,,7.27,7.47,7.60,7.75,7.85,7.96,,8.20 -1978-01-31,,,,7.26,7.47,7.57,7.72,7.83,7.94,,8.18 -1978-02-01,,,,7.27,7.47,7.58,7.74,7.85,7.96,,8.20 -1978-02-02,,,,7.29,7.48,7.58,7.75,7.88,7.96,,8.20 -1978-02-03,,,,7.30,7.48,7.59,7.75,7.86,7.97,,8.22 -1978-02-06,,,,7.33,7.50,7.62,7.78,7.91,7.99,,8.24 -1978-02-07,,,,7.33,7.52,7.61,7.77,7.90,7.99,,8.24 -1978-02-08,,,,7.30,7.52,7.60,7.79,7.91,8.00,,8.24 -1978-02-09,,,,7.30,7.52,7.62,7.80,7.91,8.01,,8.24 -1978-02-10,,,,7.31,7.53,7.63,7.81,7.92,8.02,,8.24 +1978-01-03,,,,7.00,7.24,7.39,7.58,7.72,7.83,8.00,8.08 +1978-01-04,,,,7.00,7.24,7.38,7.58,7.71,7.82,8.00,8.08 +1978-01-05,,,,7.04,7.26,7.39,7.58,7.71,7.83,8.00,8.07 +1978-01-06,,,,7.07,7.28,7.42,7.60,7.74,7.85,8.02,8.10 +1978-01-09,,,,7.42,7.58,7.73,7.86,7.93,8.01,8.17,8.21 +1978-01-10,,,,7.42,7.58,7.72,7.85,7.94,8.02,8.18,8.20 +1978-01-11,,,,7.50,7.60,7.72,7.87,7.95,8.03,8.18,8.22 +1978-01-12,,,,7.43,7.60,7.72,7.87,7.94,8.02,8.20,8.22 +1978-01-13,,,,7.38,7.57,7.68,7.82,7.89,7.98,8.16,8.20 +1978-01-16,,,,7.36,7.55,7.66,7.82,7.91,7.98,8.17,8.21 +1978-01-17,,,,7.34,7.54,7.65,7.81,7.89,7.98,8.17,8.19 +1978-01-18,,,,7.35,7.54,7.66,7.81,7.90,7.98,8.16,8.19 +1978-01-19,,,,7.32,7.55,7.67,7.81,7.88,7.97,8.16,8.19 +1978-01-20,,,,7.31,7.55,7.67,7.81,7.88,7.97,8.16,8.19 +1978-01-23,,,,7.30,7.53,7.66,7.78,7.88,7.97,8.15,8.19 +1978-01-24,,,,7.30,7.53,7.66,7.80,7.89,7.99,8.17,8.20 +1978-01-25,,,,7.31,7.53,7.68,7.82,7.91,8.00,8.19,8.23 +1978-01-26,,,,7.29,7.51,7.64,7.78,7.89,7.98,8.18,8.21 +1978-01-27,,,,7.28,7.48,7.63,7.77,7.88,7.97,8.18,8.21 +1978-01-30,,,,7.27,7.47,7.60,7.75,7.85,7.96,8.17,8.20 +1978-01-31,,,,7.26,7.47,7.57,7.72,7.83,7.94,8.16,8.18 +1978-02-01,,,,7.27,7.47,7.58,7.74,7.85,7.96,8.18,8.20 +1978-02-02,,,,7.29,7.48,7.58,7.75,7.88,7.96,8.17,8.20 +1978-02-03,,,,7.30,7.48,7.59,7.75,7.86,7.97,8.18,8.22 +1978-02-06,,,,7.33,7.50,7.62,7.78,7.91,7.99,8.20,8.24 +1978-02-07,,,,7.33,7.52,7.61,7.77,7.90,7.99,8.19,8.24 +1978-02-08,,,,7.30,7.52,7.60,7.79,7.91,8.00,8.19,8.24 +1978-02-09,,,,7.30,7.52,7.62,7.80,7.91,8.01,8.20,8.24 +1978-02-10,,,,7.31,7.53,7.63,7.81,7.92,8.02,8.21,8.24 1978-02-13,,,,,,,,,,, -1978-02-14,,,,7.34,7.57,7.67,7.84,7.96,8.05,,8.25 -1978-02-15,,,,7.37,7.59,7.69,7.87,7.99,8.08,,8.27 -1978-02-16,,,,7.42,7.64,7.74,7.90,8.01,8.10,,8.30 -1978-02-17,,,,7.37,7.63,7.73,7.88,7.99,8.09,,8.29 +1978-02-14,,,,7.34,7.57,7.67,7.84,7.96,8.05,8.22,8.25 +1978-02-15,,,,7.37,7.59,7.69,7.87,7.99,8.08,8.24,8.27 +1978-02-16,,,,7.42,7.64,7.74,7.90,8.01,8.10,8.27,8.30 +1978-02-17,,,,7.37,7.63,7.73,7.88,7.99,8.09,8.25,8.29 1978-02-20,,,,,,,,,,, -1978-02-21,,,,7.41,7.65,7.74,7.89,8.00,8.10,,8.30 -1978-02-22,,,,7.39,7.65,7.74,7.91,8.01,8.10,,8.30 -1978-02-23,,,,7.37,7.65,7.74,7.90,7.99,8.08,,8.28 -1978-02-24,,,,7.34,7.61,7.72,7.88,7.96,8.04,,8.27 -1978-02-27,,,,7.32,7.59,7.70,7.86,7.94,8.02,,8.25 -1978-02-28,,,,7.32,7.57,7.70,7.86,7.95,8.04,,8.25 -1978-03-01,,,,7.35,7.59,7.71,7.87,7.96,8.05,,8.26 -1978-03-02,,,,7.37,7.59,7.71,7.87,7.96,8.04,,8.25 -1978-03-03,,,,7.36,7.59,7.71,7.87,7.96,8.04,,8.24 -1978-03-06,,,,7.31,7.58,7.71,7.87,7.96,8.05,,8.25 -1978-03-07,,,,7.28,7.56,7.70,7.85,7.94,8.03,,8.23 -1978-03-08,,,,7.27,7.54,7.69,7.85,7.95,8.03,,8.23 -1978-03-09,,,,7.28,7.56,7.68,7.85,7.95,8.02,,8.22 -1978-03-10,,,,7.30,7.54,7.65,7.82,7.92,8.00,,8.21 -1978-03-13,,,,7.29,7.54,7.64,7.82,7.91,7.99,,8.20 -1978-03-14,,,,7.30,7.54,7.64,7.81,7.91,7.99,,8.20 -1978-03-15,,,,7.28,7.54,7.64,7.81,7.91,8.00,,8.20 -1978-03-16,,,,7.27,7.54,7.64,7.82,7.91,8.00,,8.20 -1978-03-17,,,,7.26,7.55,7.64,7.81,7.90,8.00,,8.20 -1978-03-20,,,,7.20,7.53,7.62,7.78,7.88,7.97,,8.18 -1978-03-21,,,,7.23,7.53,7.63,7.79,7.88,7.97,,8.18 -1978-03-22,,,,7.26,7.54,7.66,7.81,7.90,7.98,,8.19 -1978-03-23,,,,7.29,7.56,7.69,7.86,7.93,8.01,,8.22 +1978-02-21,,,,7.41,7.65,7.74,7.89,8.00,8.10,8.26,8.30 +1978-02-22,,,,7.39,7.65,7.74,7.91,8.01,8.10,8.26,8.30 +1978-02-23,,,,7.37,7.65,7.74,7.90,7.99,8.08,8.24,8.28 +1978-02-24,,,,7.34,7.61,7.72,7.88,7.96,8.04,8.22,8.27 +1978-02-27,,,,7.32,7.59,7.70,7.86,7.94,8.02,8.20,8.25 +1978-02-28,,,,7.32,7.57,7.70,7.86,7.95,8.04,8.21,8.25 +1978-03-01,,,,7.35,7.59,7.71,7.87,7.96,8.05,8.22,8.26 +1978-03-02,,,,7.37,7.59,7.71,7.87,7.96,8.04,8.22,8.25 +1978-03-03,,,,7.36,7.59,7.71,7.87,7.96,8.04,8.22,8.24 +1978-03-06,,,,7.31,7.58,7.71,7.87,7.96,8.05,8.23,8.25 +1978-03-07,,,,7.28,7.56,7.70,7.85,7.94,8.03,8.21,8.23 +1978-03-08,,,,7.27,7.54,7.69,7.85,7.95,8.03,8.21,8.23 +1978-03-09,,,,7.28,7.56,7.68,7.85,7.95,8.02,8.20,8.22 +1978-03-10,,,,7.30,7.54,7.65,7.82,7.92,8.00,8.18,8.21 +1978-03-13,,,,7.29,7.54,7.64,7.82,7.91,7.99,8.17,8.20 +1978-03-14,,,,7.30,7.54,7.64,7.81,7.91,7.99,8.17,8.20 +1978-03-15,,,,7.28,7.54,7.64,7.81,7.91,8.00,8.17,8.20 +1978-03-16,,,,7.27,7.54,7.64,7.82,7.91,8.00,8.17,8.20 +1978-03-17,,,,7.26,7.55,7.64,7.81,7.90,8.00,8.17,8.20 +1978-03-20,,,,7.20,7.53,7.62,7.78,7.88,7.97,8.15,8.18 +1978-03-21,,,,7.23,7.53,7.63,7.79,7.88,7.97,8.15,8.18 +1978-03-22,,,,7.26,7.54,7.66,7.81,7.90,7.98,8.16,8.19 +1978-03-23,,,,7.29,7.56,7.69,7.86,7.93,8.01,8.20,8.22 1978-03-24,,,,,,,,,,, -1978-03-27,,,,7.34,7.61,7.76,7.91,8.00,8.12,,8.30 -1978-03-28,,,,7.33,7.64,7.78,7.94,8.03,8.12,,8.29 -1978-03-29,,,,7.36,7.64,7.78,7.94,8.02,8.11,,8.28 -1978-03-30,,,,7.42,7.64,7.78,7.95,8.02,8.12,,8.29 -1978-03-31,,,,7.48,7.70,7.83,7.97,8.05,8.15,,8.33 -1978-04-03,,,,7.40,7.69,7.82,7.96,8.04,8.13,,8.32 -1978-04-04,,,,7.39,7.69,7.81,7.95,8.03,8.12,,8.31 -1978-04-05,,,,7.47,7.72,7.82,7.97,8.05,8.14,,8.32 -1978-04-06,,,,7.46,7.73,7.83,7.98,8.06,8.16,,8.33 -1978-04-07,,,,7.43,7.72,7.82,7.97,8.04,8.14,,8.34 -1978-04-10,,,,7.44,7.72,7.82,7.98,8.05,8.15,,8.35 -1978-04-11,,,,7.44,7.71,7.82,7.97,8.06,8.16,,8.35 -1978-04-12,,,,7.41,7.69,7.83,7.97,8.05,8.16,,8.35 -1978-04-13,,,,7.40,7.67,7.81,7.95,8.05,8.15,,8.35 -1978-04-14,,,,7.29,7.61,7.76,7.90,8.01,8.12,,8.33 -1978-04-17,,,,7.31,7.60,7.74,7.88,7.99,8.08,,8.30 -1978-04-18,,,,7.31,7.62,7.73,7.89,7.99,8.08,,8.29 -1978-04-19,,,,7.48,7.77,7.87,7.99,8.05,8.13,,8.31 -1978-04-20,,,,7.51,7.79,7.89,8.01,8.08,8.14,,8.32 -1978-04-21,,,,7.49,7.81,7.91,8.02,8.09,8.16,,8.34 -1978-04-24,,,,7.47,7.82,7.93,8.03,8.10,8.18,,8.36 -1978-04-25,,,,7.47,7.80,7.92,8.02,8.10,8.18,,8.36 -1978-04-26,,,,7.52,7.85,7.94,8.05,8.13,8.22,,8.38 -1978-04-27,,,,7.70,7.89,7.96,8.07,8.14,8.24,,8.40 -1978-04-28,,,,7.70,7.97,7.98,8.09,8.16,8.24,,8.39 -1978-05-01,,,,7.68,7.91,7.98,8.08,8.15,8.24,,8.38 -1978-05-02,,,,7.68,7.91,7.97,8.09,8.15,8.25,,8.38 -1978-05-03,,,,7.65,7.91,7.98,8.08,8.15,8.28,,8.40 -1978-05-04,,,,7.64,7.90,7.97,8.07,8.14,8.27,,8.39 -1978-05-05,,,,7.74,7.96,8.04,8.15,8.22,8.34,,8.45 -1978-05-08,,,,7.74,7.98,8.06,8.17,8.25,8.35,,8.45 -1978-05-09,,,,7.76,7.98,8.06,8.16,8.24,8.34,,8.45 -1978-05-10,,,,7.79,7.98,8.06,8.16,8.24,8.34,,8.45 -1978-05-11,,,,7.79,8.00,8.07,8.17,8.24,8.34,,8.42 -1978-05-12,,,,7.84,8.00,8.07,8.20,8.27,8.36,,8.44 -1978-05-15,,,,7.84,7.98,8.05,8.17,8.25,8.35,,8.42 -1978-05-16,,,,7.84,7.97,8.05,8.15,8.24,8.34,,8.42 -1978-05-17,,,,7.80,7.98,8.05,8.14,8.23,8.33,,8.40 -1978-05-18,,,,7.90,8.04,8.09,8.19,8.28,8.37,,8.42 -1978-05-19,,,,7.92,8.07,8.10,8.22,8.28,8.38,,8.45 -1978-05-22,,,,7.93,8.07,8.13,8.22,8.28,8.38,,8.44 -1978-05-23,,,,7.90,8.07,8.13,8.22,8.28,8.37,,8.44 -1978-05-24,,,,7.92,8.10,8.15,8.24,8.30,8.39,,8.45 -1978-05-25,,,,7.97,8.10,8.15,8.26,8.32,8.40,,8.48 -1978-05-26,,,,7.95,8.10,8.17,8.27,8.34,8.42,,8.50 +1978-03-27,,,,7.34,7.61,7.76,7.91,8.00,8.12,8.26,8.30 +1978-03-28,,,,7.33,7.64,7.78,7.94,8.03,8.12,8.25,8.29 +1978-03-29,,,,7.36,7.64,7.78,7.94,8.02,8.11,8.26,8.28 +1978-03-30,,,,7.42,7.64,7.78,7.95,8.02,8.12,8.26,8.29 +1978-03-31,,,,7.48,7.70,7.83,7.97,8.05,8.15,8.31,8.33 +1978-04-03,,,,7.40,7.69,7.82,7.96,8.04,8.13,8.30,8.32 +1978-04-04,,,,7.39,7.69,7.81,7.95,8.03,8.12,8.29,8.31 +1978-04-05,,,,7.47,7.72,7.82,7.97,8.05,8.14,8.30,8.32 +1978-04-06,,,,7.46,7.73,7.83,7.98,8.06,8.16,8.32,8.33 +1978-04-07,,,,7.43,7.72,7.82,7.97,8.04,8.14,8.32,8.34 +1978-04-10,,,,7.44,7.72,7.82,7.98,8.05,8.15,8.33,8.35 +1978-04-11,,,,7.44,7.71,7.82,7.97,8.06,8.16,8.34,8.35 +1978-04-12,,,,7.41,7.69,7.83,7.97,8.05,8.16,8.34,8.35 +1978-04-13,,,,7.40,7.67,7.81,7.95,8.05,8.15,8.34,8.35 +1978-04-14,,,,7.29,7.61,7.76,7.90,8.01,8.12,8.31,8.33 +1978-04-17,,,,7.31,7.60,7.74,7.88,7.99,8.08,8.27,8.30 +1978-04-18,,,,7.31,7.62,7.73,7.89,7.99,8.08,8.27,8.29 +1978-04-19,,,,7.48,7.77,7.87,7.99,8.05,8.13,8.30,8.31 +1978-04-20,,,,7.51,7.79,7.89,8.01,8.08,8.14,8.32,8.32 +1978-04-21,,,,7.49,7.81,7.91,8.02,8.09,8.16,8.33,8.34 +1978-04-24,,,,7.47,7.82,7.93,8.03,8.10,8.18,8.35,8.36 +1978-04-25,,,,7.47,7.80,7.92,8.02,8.10,8.18,8.34,8.36 +1978-04-26,,,,7.52,7.85,7.94,8.05,8.13,8.22,8.36,8.38 +1978-04-27,,,,7.70,7.89,7.96,8.07,8.14,8.24,8.38,8.40 +1978-04-28,,,,7.70,7.97,7.98,8.09,8.16,8.24,8.37,8.39 +1978-05-01,,,,7.68,7.91,7.98,8.08,8.15,8.24,8.37,8.38 +1978-05-02,,,,7.68,7.91,7.97,8.09,8.15,8.25,8.38,8.38 +1978-05-03,,,,7.65,7.91,7.98,8.08,8.15,8.28,8.40,8.40 +1978-05-04,,,,7.64,7.90,7.97,8.07,8.14,8.27,8.39,8.39 +1978-05-05,,,,7.74,7.96,8.04,8.15,8.22,8.34,8.45,8.45 +1978-05-08,,,,7.74,7.98,8.06,8.17,8.25,8.35,8.45,8.45 +1978-05-09,,,,7.76,7.98,8.06,8.16,8.24,8.34,8.44,8.45 +1978-05-10,,,,7.79,7.98,8.06,8.16,8.24,8.34,8.43,8.45 +1978-05-11,,,,7.79,8.00,8.07,8.17,8.24,8.34,8.43,8.42 +1978-05-12,,,,7.84,8.00,8.07,8.20,8.27,8.36,8.45,8.44 +1978-05-15,,,,7.84,7.98,8.05,8.17,8.25,8.35,8.44,8.42 +1978-05-16,,,,7.84,7.97,8.05,8.15,8.24,8.34,8.43,8.42 +1978-05-17,,,,7.80,7.98,8.05,8.14,8.23,8.33,8.42,8.40 +1978-05-18,,,,7.90,8.04,8.09,8.19,8.28,8.37,8.46,8.42 +1978-05-19,,,,7.92,8.07,8.10,8.22,8.28,8.38,8.46,8.45 +1978-05-22,,,,7.93,8.07,8.13,8.22,8.28,8.38,8.46,8.44 +1978-05-23,,,,7.90,8.07,8.13,8.22,8.28,8.37,8.45,8.44 +1978-05-24,,,,7.92,8.10,8.15,8.24,8.30,8.39,8.47,8.45 +1978-05-25,,,,7.97,8.10,8.15,8.26,8.32,8.40,8.48,8.48 +1978-05-26,,,,7.95,8.10,8.17,8.27,8.34,8.42,8.51,8.50 1978-05-29,,,,,,,,,,, 1978-05-30,,,,,,,,,,, -1978-05-31,,,,7.94,8.12,8.20,8.28,8.35,8.42,,8.50 -1978-06-01,,,,7.93,8.12,8.19,8.27,8.34,8.41,,8.50 -1978-06-02,,,,7.88,8.09,8.18,8.27,8.32,8.39,,8.48 -1978-06-05,,,,7.85,8.07,8.16,8.25,8.30,8.38,,8.45 -1978-06-06,,,,7.86,8.07,8.15,8.24,8.29,8.37,,8.45 -1978-06-07,,,,7.89,8.07,8.15,8.24,8.29,8.37,,8.44 -1978-06-08,,,,7.90,8.07,8.15,8.25,8.30,8.38,,8.44 -1978-06-09,,,,7.96,8.09,8.17,8.27,8.34,8.41,,8.45 -1978-06-12,,,,7.99,8.11,8.17,8.28,8.34,8.40,,8.45 -1978-06-13,,,,8.00,8.11,8.17,8.28,8.35,8.41,,8.45 -1978-06-14,,,,8.00,8.12,8.18,8.28,8.35,8.41,,8.44 -1978-06-15,,,,8.02,8.12,8.19,8.28,8.35,8.41,,8.44 -1978-06-16,,,,8.12,8.19,8.24,8.32,8.37,8.43,,8.46 -1978-06-19,,,,8.11,8.25,8.30,8.34,8.38,8.45,,8.48 -1978-06-20,,,,8.15,8.27,8.34,8.42,8.45,8.47,,8.50 -1978-06-21,,,,8.21,8.41,8.44,8.46,8.49,8.50,,8.54 -1978-06-22,,,,8.28,8.41,8.43,8.45,8.48,8.50,,8.53 -1978-06-23,,,,8.34,8.44,8.49,8.47,8.50,8.55,,8.55 -1978-06-26,,,,8.33,8.48,8.50,8.50,8.52,8.59,,8.60 -1978-06-27,,,,8.30,8.44,8.50,8.50,8.51,8.58,,8.58 -1978-06-28,,,,8.28,8.44,8.50,8.48,8.48,8.57,,8.57 -1978-06-29,,,,8.30,8.42,8.50,8.46,8.47,8.57,,8.59 -1978-06-30,,,,8.38,8.48,8.53,8.50,8.51,8.62,,8.62 -1978-07-03,,,,8.32,8.44,8.50,8.48,8.49,8.59,,8.60 +1978-05-31,,,,7.94,8.12,8.20,8.28,8.35,8.42,8.50,8.50 +1978-06-01,,,,7.93,8.12,8.19,8.27,8.34,8.41,8.50,8.50 +1978-06-02,,,,7.88,8.09,8.18,8.27,8.32,8.39,8.48,8.48 +1978-06-05,,,,7.85,8.07,8.16,8.25,8.30,8.38,8.47,8.45 +1978-06-06,,,,7.86,8.07,8.15,8.24,8.29,8.37,8.47,8.45 +1978-06-07,,,,7.89,8.07,8.15,8.24,8.29,8.37,8.46,8.44 +1978-06-08,,,,7.90,8.07,8.15,8.25,8.30,8.38,8.47,8.44 +1978-06-09,,,,7.96,8.09,8.17,8.27,8.34,8.41,8.48,8.45 +1978-06-12,,,,7.99,8.11,8.17,8.28,8.34,8.40,8.48,8.45 +1978-06-13,,,,8.00,8.11,8.17,8.28,8.35,8.41,8.47,8.45 +1978-06-14,,,,8.00,8.12,8.18,8.28,8.35,8.41,8.46,8.44 +1978-06-15,,,,8.02,8.12,8.19,8.28,8.35,8.41,8.47,8.44 +1978-06-16,,,,8.12,8.19,8.24,8.32,8.37,8.43,8.49,8.46 +1978-06-19,,,,8.11,8.25,8.30,8.34,8.38,8.45,8.50,8.48 +1978-06-20,,,,8.15,8.27,8.34,8.42,8.45,8.47,8.52,8.50 +1978-06-21,,,,8.21,8.41,8.44,8.46,8.49,8.50,8.56,8.54 +1978-06-22,,,,8.28,8.41,8.43,8.45,8.48,8.50,8.56,8.53 +1978-06-23,,,,8.34,8.44,8.49,8.47,8.50,8.55,8.59,8.55 +1978-06-26,,,,8.33,8.48,8.50,8.50,8.52,8.59,8.64,8.60 +1978-06-27,,,,8.30,8.44,8.50,8.50,8.51,8.58,8.62,8.58 +1978-06-28,,,,8.28,8.44,8.50,8.48,8.48,8.57,8.61,8.57 +1978-06-29,,,,8.30,8.42,8.50,8.46,8.47,8.57,8.62,8.59 +1978-06-30,,,,8.38,8.48,8.53,8.50,8.51,8.62,8.67,8.62 +1978-07-03,,,,8.32,8.44,8.50,8.48,8.49,8.59,8.65,8.60 1978-07-04,,,,,,,,,,, -1978-07-05,,,,8.33,8.44,8.50,8.50,8.52,8.62,,8.62 -1978-07-06,,,,8.31,8.44,8.50,8.50,8.52,8.62,,8.62 -1978-07-07,,,,8.40,8.48,8.53,8.52,8.53,8.66,,8.67 -1978-07-10,,,,8.41,8.50,8.56,8.56,8.58,8.68,,8.69 -1978-07-11,,,,8.41,8.48,8.55,8.56,8.56,8.68,,8.69 -1978-07-12,,,,8.41,8.48,8.55,8.56,8.56,8.67,,8.69 -1978-07-13,,,,8.44,8.50,8.56,8.57,8.58,8.68,,8.70 -1978-07-14,,,,8.41,8.51,8.56,8.57,8.57,8.68,,8.69 -1978-07-17,,,,8.39,8.48,8.54,8.55,8.55,8.65,,8.66 -1978-07-18,,,,8.36,8.46,8.54,8.54,8.54,8.63,,8.65 -1978-07-19,,,,8.36,8.46,8.54,8.54,8.54,8.62,,8.65 -1978-07-20,,,,8.52,8.50,8.55,8.57,8.58,8.66,,8.66 -1978-07-21,,,,8.49,8.59,8.60,8.58,8.59,8.67,,8.67 -1978-07-24,,,,8.44,8.57,8.60,8.59,8.60,8.67,,8.68 -1978-07-25,,,,8.42,8.55,8.60,8.59,8.60,8.67,,8.68 -1978-07-26,,,,8.41,8.52,8.57,8.56,8.58,8.66,,8.66 -1978-07-27,,,,8.36,8.47,8.52,8.48,8.52,8.58,,8.60 -1978-07-28,,,,8.31,8.45,8.46,8.45,8.46,8.55,,8.55 -1978-07-31,,,,8.33,8.47,8.47,8.46,8.46,8.56,,8.56 -1978-08-01,,,,8.29,8.45,8.46,8.44,8.45,8.54,,8.55 -1978-08-02,,,,8.20,8.40,8.36,8.35,8.39,8.44,,8.44 -1978-08-03,,,,8.16,8.26,8.27,8.30,8.36,8.39,,8.44 -1978-08-04,,,,8.16,8.26,8.24,8.26,8.36,8.38,,8.45 -1978-08-07,,,,8.10,8.18,8.22,8.24,8.31,8.36,,8.44 -1978-08-08,,,,8.08,8.19,8.18,8.24,8.31,8.35,,8.42 -1978-08-09,,,,8.09,8.17,8.17,8.20,8.26,8.34,,8.41 -1978-08-10,,,,8.20,8.24,8.26,8.30,8.37,8.45,,8.48 -1978-08-11,,,,8.20,8.25,8.24,8.28,8.36,8.44,,8.48 -1978-08-14,,,,8.21,8.29,8.26,8.29,8.37,8.45,,8.51 -1978-08-15,,,,8.24,8.29,8.27,8.30,8.39,8.46,,8.53 -1978-08-16,,,,8.44,8.50,8.46,8.44,8.48,8.55,,8.60 -1978-08-17,,,,8.46,8.48,8.42,8.40,8.47,8.48,,8.55 -1978-08-18,,,,8.53,8.50,8.44,8.40,8.46,8.46,,8.53 -1978-08-21,,,,8.47,8.47,8.39,8.39,8.40,8.41,,8.48 -1978-08-22,,,,8.44,8.47,8.38,8.38,8.40,8.41,,8.48 -1978-08-23,,,,8.35,8.42,8.33,8.31,8.32,8.32,,8.42 -1978-08-24,,,,8.38,8.41,8.33,8.33,8.35,8.35,,8.44 -1978-08-25,,,,8.35,8.41,8.34,8.32,8.33,8.34,,8.43 -1978-08-28,,,,8.42,8.41,8.35,8.30,8.33,8.35,,8.43 -1978-08-29,,,,8.45,8.44,8.35,8.37,8.36,8.37,,8.45 -1978-08-30,,,,8.49,8.48,8.39,8.42,8.42,8.42,,8.47 -1978-08-31,,,,8.48,8.46,8.38,8.42,8.42,8.39,,8.46 -1978-09-01,,,,8.50,8.50,8.38,8.42,8.41,8.38,,8.45 +1978-07-05,,,,8.33,8.44,8.50,8.50,8.52,8.62,8.67,8.62 +1978-07-06,,,,8.31,8.44,8.50,8.50,8.52,8.62,8.67,8.62 +1978-07-07,,,,8.40,8.48,8.53,8.52,8.53,8.66,8.72,8.67 +1978-07-10,,,,8.41,8.50,8.56,8.56,8.58,8.68,8.72,8.69 +1978-07-11,,,,8.41,8.48,8.55,8.56,8.56,8.68,8.72,8.69 +1978-07-12,,,,8.41,8.48,8.55,8.56,8.56,8.67,8.72,8.69 +1978-07-13,,,,8.44,8.50,8.56,8.57,8.58,8.68,8.73,8.70 +1978-07-14,,,,8.41,8.51,8.56,8.57,8.57,8.68,8.71,8.69 +1978-07-17,,,,8.39,8.48,8.54,8.55,8.55,8.65,8.69,8.66 +1978-07-18,,,,8.36,8.46,8.54,8.54,8.54,8.63,8.68,8.65 +1978-07-19,,,,8.36,8.46,8.54,8.54,8.54,8.62,8.68,8.65 +1978-07-20,,,,8.52,8.50,8.55,8.57,8.58,8.66,8.71,8.66 +1978-07-21,,,,8.49,8.59,8.60,8.58,8.59,8.67,8.71,8.67 +1978-07-24,,,,8.44,8.57,8.60,8.59,8.60,8.67,8.72,8.68 +1978-07-25,,,,8.42,8.55,8.60,8.59,8.60,8.67,8.72,8.68 +1978-07-26,,,,8.41,8.52,8.57,8.56,8.58,8.66,8.70,8.66 +1978-07-27,,,,8.36,8.47,8.52,8.48,8.52,8.58,8.62,8.60 +1978-07-28,,,,8.31,8.45,8.46,8.45,8.46,8.55,8.58,8.55 +1978-07-31,,,,8.33,8.47,8.47,8.46,8.46,8.56,8.59,8.56 +1978-08-01,,,,8.29,8.45,8.46,8.44,8.45,8.54,8.57,8.55 +1978-08-02,,,,8.20,8.40,8.36,8.35,8.39,8.44,8.46,8.44 +1978-08-03,,,,8.16,8.26,8.27,8.30,8.36,8.39,8.41,8.44 +1978-08-04,,,,8.16,8.26,8.24,8.26,8.36,8.38,8.41,8.45 +1978-08-07,,,,8.10,8.18,8.22,8.24,8.31,8.36,8.40,8.44 +1978-08-08,,,,8.08,8.19,8.18,8.24,8.31,8.35,8.40,8.42 +1978-08-09,,,,8.09,8.17,8.17,8.20,8.26,8.34,8.37,8.41 +1978-08-10,,,,8.20,8.24,8.26,8.30,8.37,8.45,8.45,8.48 +1978-08-11,,,,8.20,8.25,8.24,8.28,8.36,8.44,8.44,8.48 +1978-08-14,,,,8.21,8.29,8.26,8.29,8.37,8.45,8.50,8.51 +1978-08-15,,,,8.24,8.29,8.27,8.30,8.39,8.46,8.51,8.53 +1978-08-16,,,,8.44,8.50,8.46,8.44,8.48,8.55,8.59,8.60 +1978-08-17,,,,8.46,8.48,8.42,8.40,8.47,8.48,8.50,8.55 +1978-08-18,,,,8.53,8.50,8.44,8.40,8.46,8.46,8.50,8.53 +1978-08-21,,,,8.47,8.47,8.39,8.39,8.40,8.41,8.45,8.48 +1978-08-22,,,,8.44,8.47,8.38,8.38,8.40,8.41,8.45,8.48 +1978-08-23,,,,8.35,8.42,8.33,8.31,8.32,8.32,8.38,8.42 +1978-08-24,,,,8.38,8.41,8.33,8.33,8.35,8.35,8.41,8.44 +1978-08-25,,,,8.35,8.41,8.34,8.32,8.33,8.34,8.41,8.43 +1978-08-28,,,,8.42,8.41,8.35,8.30,8.33,8.35,8.41,8.43 +1978-08-29,,,,8.45,8.44,8.35,8.37,8.36,8.37,8.42,8.45 +1978-08-30,,,,8.49,8.48,8.39,8.42,8.42,8.42,8.44,8.47 +1978-08-31,,,,8.48,8.46,8.38,8.42,8.42,8.39,8.43,8.46 +1978-09-01,,,,8.50,8.50,8.38,8.42,8.41,8.38,8.44,8.45 1978-09-04,,,,,,,,,,, -1978-09-05,,,,8.44,8.46,8.38,8.38,8.35,8.34,,8.41 -1978-09-06,,,,8.43,8.44,8.34,8.38,8.33,8.35,,8.40 -1978-09-07,,,,8.44,8.44,8.34,8.36,8.35,8.34,,8.41 -1978-09-08,,,,8.51,8.46,8.35,8.37,8.36,8.34,,8.40 -1978-09-11,,,,8.52,8.43,8.34,8.33,8.30,8.31,,8.38 -1978-09-12,,,,8.54,8.45,8.34,8.35,8.32,8.29,,8.36 -1978-09-13,,,,8.52,8.45,8.34,8.34,8.31,8.30,,8.37 -1978-09-14,,,,8.59,8.45,8.34,8.36,8.33,8.32,,8.38 -1978-09-15,,,,8.64,8.49,8.35,8.39,8.37,8.35,,8.40 -1978-09-18,,,,8.66,8.52,8.38,8.41,8.40,8.37,,8.43 -1978-09-19,,,,8.67,8.54,8.41,8.44,8.41,8.38,,8.45 -1978-09-20,,,,8.73,8.60,8.44,8.46,8.47,8.46,,8.51 -1978-09-21,,,,8.70,8.69,8.52,8.48,8.52,8.51,,8.53 -1978-09-22,,,,8.84,8.73,8.49,8.50,8.52,8.56,,8.59 -1978-09-25,,,,8.84,8.75,8.50,8.54,8.56,8.56,,8.58 -1978-09-26,,,,8.81,8.75,8.50,8.51,8.53,8.53,,8.57 -1978-09-27,,,,8.81,8.74,8.49,8.52,8.54,8.54,,8.59 -1978-09-28,,,,8.77,8.72,8.49,8.51,8.53,8.54,,8.60 -1978-09-29,,,,8.81,8.70,8.49,8.50,8.54,8.56,,8.61 -1978-10-02,,,,8.86,8.71,8.48,8.53,8.57,8.58,,8.63 -1978-10-03,,,,8.85,8.69,8.50,8.52,8.55,8.57,,8.63 -1978-10-04,,,,8.87,8.69,8.51,8.53,8.56,8.59,,8.63 -1978-10-05,,,,8.89,8.69,8.51,8.53,8.56,8.60,,8.64 -1978-10-06,,,,8.92,8.69,8.49,8.51,8.56,8.58,,8.61 +1978-09-05,,,,8.44,8.46,8.38,8.38,8.35,8.34,8.40,8.41 +1978-09-06,,,,8.43,8.44,8.34,8.38,8.33,8.35,8.39,8.40 +1978-09-07,,,,8.44,8.44,8.34,8.36,8.35,8.34,8.39,8.41 +1978-09-08,,,,8.51,8.46,8.35,8.37,8.36,8.34,8.39,8.40 +1978-09-11,,,,8.52,8.43,8.34,8.33,8.30,8.31,8.37,8.38 +1978-09-12,,,,8.54,8.45,8.34,8.35,8.32,8.29,8.34,8.36 +1978-09-13,,,,8.52,8.45,8.34,8.34,8.31,8.30,8.35,8.37 +1978-09-14,,,,8.59,8.45,8.34,8.36,8.33,8.32,8.37,8.38 +1978-09-15,,,,8.64,8.49,8.35,8.39,8.37,8.35,8.38,8.40 +1978-09-18,,,,8.66,8.52,8.38,8.41,8.40,8.37,8.40,8.43 +1978-09-19,,,,8.67,8.54,8.41,8.44,8.41,8.38,8.43,8.45 +1978-09-20,,,,8.73,8.60,8.44,8.46,8.47,8.46,8.50,8.51 +1978-09-21,,,,8.70,8.69,8.52,8.48,8.52,8.51,8.53,8.53 +1978-09-22,,,,8.84,8.73,8.49,8.50,8.52,8.56,8.60,8.59 +1978-09-25,,,,8.84,8.75,8.50,8.54,8.56,8.56,8.61,8.58 +1978-09-26,,,,8.81,8.75,8.50,8.51,8.53,8.53,8.60,8.57 +1978-09-27,,,,8.81,8.74,8.49,8.52,8.54,8.54,8.61,8.59 +1978-09-28,,,,8.77,8.72,8.49,8.51,8.53,8.54,8.61,8.60 +1978-09-29,,,,8.81,8.70,8.49,8.50,8.54,8.56,8.63,8.61 +1978-10-02,,,,8.86,8.71,8.48,8.53,8.57,8.58,8.65,8.63 +1978-10-03,,,,8.85,8.69,8.50,8.52,8.55,8.57,8.64,8.63 +1978-10-04,,,,8.87,8.69,8.51,8.53,8.56,8.59,8.65,8.63 +1978-10-05,,,,8.89,8.69,8.51,8.53,8.56,8.60,8.65,8.64 +1978-10-06,,,,8.92,8.69,8.49,8.51,8.56,8.58,8.62,8.61 1978-10-09,,,,,,,,,,, -1978-10-10,,,,8.91,8.70,8.47,8.50,8.54,8.58,,8.61 -1978-10-11,,,,8.93,8.70,8.48,8.51,8.53,8.56,,8.61 -1978-10-12,,,,8.90,8.69,8.47,8.47,8.49,8.51,,8.58 -1978-10-13,,,,8.98,8.69,8.47,8.47,8.50,8.52,,8.59 -1978-10-16,,,,9.14,8.73,8.51,8.57,8.61,8.59,,8.65 -1978-10-17,,,,9.16,8.77,8.54,8.57,8.61,8.60,,8.65 -1978-10-18,,,,9.13,8.83,8.58,8.58,8.64,8.62,,8.65 -1978-10-19,,,,9.19,8.84,8.60,8.60,8.64,8.64,,8.67 -1978-10-20,,,,9.22,8.85,8.63,8.62,8.67,8.66,,8.69 -1978-10-23,,,,9.15,8.84,8.63,8.62,8.66,8.66,,8.69 -1978-10-24,,,,9.19,8.85,8.63,8.60,8.64,8.64,,8.67 -1978-10-25,,,,9.14,8.96,8.66,8.62,8.67,8.65,,8.68 -1978-10-26,,,,9.30,9.05,8.69,8.69,8.71,8.72,,8.71 -1978-10-27,,,,9.40,9.12,8.84,8.78,8.76,8.78,,8.75 -1978-10-30,,,,9.82,9.35,9.05,8.93,8.91,8.88,,8.84 -1978-10-31,,,,9.92,9.49,9.32,9.16,9.00,8.96,,8.87 -1978-11-01,,,,9.94,9.44,9.04,8.77,8.68,8.66,,8.66 -1978-11-02,,,,10.01,9.42,9.07,8.78,8.72,8.73,,8.71 -1978-11-03,,,,10.07,9.49,9.12,8.80,8.80,8.86,,8.76 -1978-11-06,,,,10.07,9.45,9.08,8.85,8.84,8.85,,8.80 +1978-10-10,,,,8.91,8.70,8.47,8.50,8.54,8.58,8.62,8.61 +1978-10-11,,,,8.93,8.70,8.48,8.51,8.53,8.56,8.62,8.61 +1978-10-12,,,,8.90,8.69,8.47,8.47,8.49,8.51,8.60,8.58 +1978-10-13,,,,8.98,8.69,8.47,8.47,8.50,8.52,8.60,8.59 +1978-10-16,,,,9.14,8.73,8.51,8.57,8.61,8.59,8.65,8.65 +1978-10-17,,,,9.16,8.77,8.54,8.57,8.61,8.60,8.66,8.65 +1978-10-18,,,,9.13,8.83,8.58,8.58,8.64,8.62,8.67,8.65 +1978-10-19,,,,9.19,8.84,8.60,8.60,8.64,8.64,8.68,8.67 +1978-10-20,,,,9.22,8.85,8.63,8.62,8.67,8.66,8.70,8.69 +1978-10-23,,,,9.15,8.84,8.63,8.62,8.66,8.66,8.72,8.69 +1978-10-24,,,,9.19,8.85,8.63,8.60,8.64,8.64,8.70,8.67 +1978-10-25,,,,9.14,8.96,8.66,8.62,8.67,8.65,8.71,8.68 +1978-10-26,,,,9.30,9.05,8.69,8.69,8.71,8.72,8.74,8.71 +1978-10-27,,,,9.40,9.12,8.84,8.78,8.76,8.78,8.78,8.75 +1978-10-30,,,,9.82,9.35,9.05,8.93,8.91,8.88,8.88,8.84 +1978-10-31,,,,9.92,9.49,9.32,9.16,9.00,8.96,8.90,8.87 +1978-11-01,,,,9.94,9.44,9.04,8.77,8.68,8.66,8.72,8.66 +1978-11-02,,,,10.01,9.42,9.07,8.78,8.72,8.73,8.72,8.71 +1978-11-03,,,,10.07,9.49,9.12,8.80,8.80,8.86,8.79,8.76 +1978-11-06,,,,10.07,9.45,9.08,8.85,8.84,8.85,8.80,8.80 1978-11-07,,,,,,,,,,, -1978-11-08,,,,10.18,9.49,9.11,8.87,8.84,8.86,,8.81 -1978-11-09,,,,10.25,9.50,9.11,8.88,8.85,8.87,,8.82 -1978-11-10,,,,10.12,9.46,9.09,8.85,8.82,8.86,,8.79 -1978-11-13,,,,10.10,9.40,9.06,8.86,8.82,8.83,,8.76 -1978-11-14,,,,10.02,9.41,9.04,8.84,8.80,8.82,,8.76 -1978-11-15,,,,9.81,9.34,8.95,8.76,8.75,8.76,,8.69 -1978-11-16,,,,9.82,9.21,8.85,8.71,8.70,8.72,,8.69 -1978-11-17,,,,9.72,9.19,8.84,8.72,8.71,8.72,,8.69 -1978-11-20,,,,9.77,9.19,8.85,8.74,8.72,8.72,,8.70 -1978-11-21,,,,9.89,9.23,8.89,8.77,8.76,8.77,,8.71 -1978-11-22,,,,9.85,9.37,8.92,8.77,8.77,8.77,,8.73 +1978-11-08,,,,10.18,9.49,9.11,8.87,8.84,8.86,8.80,8.81 +1978-11-09,,,,10.25,9.50,9.11,8.88,8.85,8.87,8.81,8.82 +1978-11-10,,,,10.12,9.46,9.09,8.85,8.82,8.86,8.79,8.79 +1978-11-13,,,,10.10,9.40,9.06,8.86,8.82,8.83,8.77,8.76 +1978-11-14,,,,10.02,9.41,9.04,8.84,8.80,8.82,8.75,8.76 +1978-11-15,,,,9.81,9.34,8.95,8.76,8.75,8.76,8.69,8.69 +1978-11-16,,,,9.82,9.21,8.85,8.71,8.70,8.72,8.68,8.69 +1978-11-17,,,,9.72,9.19,8.84,8.72,8.71,8.72,8.69,8.69 +1978-11-20,,,,9.77,9.19,8.85,8.74,8.72,8.72,8.69,8.70 +1978-11-21,,,,9.89,9.23,8.89,8.77,8.76,8.77,8.70,8.71 +1978-11-22,,,,9.85,9.37,8.92,8.77,8.77,8.77,8.71,8.73 1978-11-23,,,,,,,,,,, -1978-11-24,,,,10.15,9.60,9.18,8.94,8.88,8.86,,8.79 -1978-11-27,,,,10.13,9.60,9.18,8.96,8.90,8.86,,8.78 -1978-11-28,,,,10.17,9.60,9.19,8.96,8.90,8.86,,8.79 -1978-11-29,,,,10.12,9.55,9.16,8.93,8.89,8.86,,8.79 -1978-11-30,,,,10.09,9.55,9.16,8.94,8.90,8.86,,8.80 -1978-12-01,,,,10.02,9.50,9.09,8.81,8.80,8.80,,8.73 -1978-12-04,,,,10.11,9.51,9.11,8.85,8.81,8.82,,8.79 -1978-12-05,,,,10.13,9.50,9.12,8.87,8.84,8.85,,8.79 -1978-12-06,,,,10.12,9.50,9.12,8.88,8.85,8.85,,8.78 -1978-12-07,,,,10.19,9.50,9.13,8.92,8.89,8.89,,8.81 -1978-12-08,,,,10.17,9.51,9.14,8.93,8.90,8.90,,8.81 -1978-12-11,,,,10.10,9.52,9.16,8.93,8.90,8.90,,8.81 -1978-12-12,,,,10.06,9.52,9.16,8.92,8.91,8.92,,8.82 -1978-12-13,,,,10.09,9.54,9.19,8.98,8.97,8.98,,8.89 -1978-12-14,,,,10.09,9.54,9.20,8.98,8.96,8.96,,8.88 -1978-12-15,,,,10.25,9.58,9.23,9.05,9.01,9.00,,8.90 -1978-12-18,,,,10.41,9.86,9.46,9.17,9.14,9.13,,8.99 -1978-12-19,,,,10.49,9.91,9.49,9.17,9.15,9.14,,8.97 -1978-12-20,,,,10.52,9.96,9.52,9.26,9.21,9.16,,8.99 -1978-12-21,,,,10.51,9.98,9.57,9.35,9.25,9.16,,8.98 -1978-12-22,,,,10.50,9.96,9.57,9.32,9.20,9.11,,8.95 +1978-11-24,,,,10.15,9.60,9.18,8.94,8.88,8.86,8.78,8.79 +1978-11-27,,,,10.13,9.60,9.18,8.96,8.90,8.86,8.77,8.78 +1978-11-28,,,,10.17,9.60,9.19,8.96,8.90,8.86,8.77,8.79 +1978-11-29,,,,10.12,9.55,9.16,8.93,8.89,8.86,8.80,8.79 +1978-11-30,,,,10.09,9.55,9.16,8.94,8.90,8.86,8.80,8.80 +1978-12-01,,,,10.02,9.50,9.09,8.81,8.80,8.80,8.77,8.73 +1978-12-04,,,,10.11,9.51,9.11,8.85,8.81,8.82,8.78,8.79 +1978-12-05,,,,10.13,9.50,9.12,8.87,8.84,8.85,8.79,8.79 +1978-12-06,,,,10.12,9.50,9.12,8.88,8.85,8.85,8.77,8.78 +1978-12-07,,,,10.19,9.50,9.13,8.92,8.89,8.89,8.79,8.81 +1978-12-08,,,,10.17,9.51,9.14,8.93,8.90,8.90,8.80,8.81 +1978-12-11,,,,10.10,9.52,9.16,8.93,8.90,8.90,8.80,8.81 +1978-12-12,,,,10.06,9.52,9.16,8.92,8.91,8.92,8.83,8.82 +1978-12-13,,,,10.09,9.54,9.19,8.98,8.97,8.98,8.88,8.89 +1978-12-14,,,,10.09,9.54,9.20,8.98,8.96,8.96,8.88,8.88 +1978-12-15,,,,10.25,9.58,9.23,9.05,9.01,9.00,8.88,8.90 +1978-12-18,,,,10.41,9.86,9.46,9.17,9.14,9.13,8.98,8.99 +1978-12-19,,,,10.49,9.91,9.49,9.17,9.15,9.14,8.99,8.97 +1978-12-20,,,,10.52,9.96,9.52,9.26,9.21,9.16,9.03,8.99 +1978-12-21,,,,10.51,9.98,9.57,9.35,9.25,9.16,9.02,8.98 +1978-12-22,,,,10.50,9.96,9.57,9.32,9.20,9.11,9.00,8.95 1978-12-25,,,,,,,,,,, -1978-12-26,,,,10.50,9.98,9.59,9.32,9.21,9.13,,8.94 -1978-12-27,,,,10.50,9.98,9.58,9.31,9.20,9.12,,8.93 -1978-12-28,,,,10.58,9.98,9.60,9.34,9.23,9.16,,8.97 -1978-12-29,,,,10.57,9.98,9.59,9.32,9.23,9.15,,8.96 +1978-12-26,,,,10.50,9.98,9.59,9.32,9.21,9.13,8.98,8.94 +1978-12-27,,,,10.50,9.98,9.58,9.31,9.20,9.12,8.97,8.93 +1978-12-28,,,,10.58,9.98,9.60,9.34,9.23,9.16,9.01,8.97 +1978-12-29,,,,10.57,9.98,9.59,9.32,9.23,9.15,8.99,8.96 1979-01-01,,,,,,,,,,, -1979-01-02,,,,10.58,10.00,9.63,9.33,9.24,9.18,,8.99 -1979-01-03,,,,10.53,9.98,9.62,9.33,9.23,9.16,,8.96 -1979-01-04,,,,10.45,9.88,9.52,9.27,9.18,9.11,,8.94 -1979-01-05,,,,10.46,9.87,9.56,9.28,9.18,9.10,,8.95 -1979-01-08,,,,10.49,9.92,9.62,9.31,9.21,9.14,,8.98 -1979-01-09,,,,10.53,9.92,9.61,9.30,9.22,9.16,,8.99 -1979-01-10,,,,10.52,9.94,9.61,9.30,9.23,9.16,,8.99 -1979-01-11,,,,10.51,9.92,9.59,9.30,9.22,9.15,,8.98 -1979-01-12,,,,10.52,9.92,9.59,9.28,9.20,9.14,,8.97 -1979-01-15,,,,10.52,9.91,9.59,9.27,9.21,9.15,,8.97 -1979-01-16,,,,10.52,9.92,9.58,9.26,9.20,9.16,,8.98 -1979-01-17,,,,10.50,9.91,9.59,9.28,9.22,9.18,,8.99 -1979-01-18,,,,10.51,9.92,9.59,9.27,9.22,9.18,,8.99 -1979-01-19,,,,10.44,9.91,9.58,9.24,9.19,9.15,,8.97 -1979-01-22,,,,10.39,9.86,9.53,9.20,9.16,9.12,,8.94 -1979-01-23,,,,10.40,9.85,9.50,9.16,9.12,9.10,,8.93 -1979-01-24,,,,10.36,9.85,9.46,9.16,9.10,9.08,,8.91 -1979-01-25,,,,10.24,9.78,9.32,9.01,8.98,8.98,,8.84 -1979-01-26,,,,10.17,9.67,9.27,8.98,8.96,8.93,,8.82 -1979-01-29,,,,10.21,9.67,9.25,9.00,8.99,8.96,,8.85 -1979-01-30,,,,10.14,9.68,9.18,8.98,8.96,8.95,,8.85 -1979-01-31,,,,10.13,9.64,9.16,8.95,8.93,8.95,,8.85 -1979-02-01,,,,10.14,9.61,9.16,8.95,8.93,8.94,,8.85 -1979-02-02,,,,10.05,9.48,8.99,8.84,8.86,8.89,,8.84 -1979-02-05,,,,10.13,9.53,9.05,8.92,8.94,8.95,,8.88 -1979-02-06,,,,10.15,9.58,9.13,9.00,9.01,9.00,,8.92 -1979-02-07,,,,10.25,9.67,9.24,9.11,9.09,9.09,,9.00 -1979-02-08,,,,10.20,9.70,9.27,9.11,9.09,9.09,,9.00 -1979-02-09,,,,10.24,9.70,9.29,9.12,9.10,9.11,,9.02 +1979-01-02,,,,10.58,10.00,9.63,9.33,9.24,9.18,9.00,8.99 +1979-01-03,,,,10.53,9.98,9.62,9.33,9.23,9.16,9.01,8.96 +1979-01-04,,,,10.45,9.88,9.52,9.27,9.18,9.11,8.97,8.94 +1979-01-05,,,,10.46,9.87,9.56,9.28,9.18,9.10,8.98,8.95 +1979-01-08,,,,10.49,9.92,9.62,9.31,9.21,9.14,8.98,8.98 +1979-01-09,,,,10.53,9.92,9.61,9.30,9.22,9.16,9.01,8.99 +1979-01-10,,,,10.52,9.94,9.61,9.30,9.23,9.16,9.02,8.99 +1979-01-11,,,,10.51,9.92,9.59,9.30,9.22,9.15,9.02,8.98 +1979-01-12,,,,10.52,9.92,9.59,9.28,9.20,9.14,9.01,8.97 +1979-01-15,,,,10.52,9.91,9.59,9.27,9.21,9.15,9.01,8.97 +1979-01-16,,,,10.52,9.92,9.58,9.26,9.20,9.16,9.02,8.98 +1979-01-17,,,,10.50,9.91,9.59,9.28,9.22,9.18,9.03,8.99 +1979-01-18,,,,10.51,9.92,9.59,9.27,9.22,9.18,9.04,8.99 +1979-01-19,,,,10.44,9.91,9.58,9.24,9.19,9.15,9.03,8.97 +1979-01-22,,,,10.39,9.86,9.53,9.20,9.16,9.12,9.00,8.94 +1979-01-23,,,,10.40,9.85,9.50,9.16,9.12,9.10,9.00,8.93 +1979-01-24,,,,10.36,9.85,9.46,9.16,9.10,9.08,8.98,8.91 +1979-01-25,,,,10.24,9.78,9.32,9.01,8.98,8.98,8.90,8.84 +1979-01-26,,,,10.17,9.67,9.27,8.98,8.96,8.93,8.88,8.82 +1979-01-29,,,,10.21,9.67,9.25,9.00,8.99,8.96,8.90,8.85 +1979-01-30,,,,10.14,9.68,9.18,8.98,8.96,8.95,8.90,8.85 +1979-01-31,,,,10.13,9.64,9.16,8.95,8.93,8.95,8.90,8.85 +1979-02-01,,,,10.14,9.61,9.16,8.95,8.93,8.94,8.89,8.85 +1979-02-02,,,,10.05,9.48,8.99,8.84,8.86,8.89,8.86,8.84 +1979-02-05,,,,10.13,9.53,9.05,8.92,8.94,8.95,8.91,8.88 +1979-02-06,,,,10.15,9.58,9.13,9.00,9.01,9.00,8.94,8.92 +1979-02-07,,,,10.25,9.67,9.24,9.11,9.09,9.09,9.03,9.00 +1979-02-08,,,,10.20,9.70,9.27,9.11,9.09,9.09,9.04,9.00 +1979-02-09,,,,10.24,9.70,9.29,9.12,9.10,9.11,9.06,9.02 1979-02-12,,,,,,,,,,, -1979-02-13,,,,10.20,9.69,9.28,9.12,9.10,9.11,,9.00 -1979-02-14,,,,10.19,9.67,9.28,9.13,9.12,9.12,,9.00 -1979-02-15,,,,10.18,9.68,9.28,9.13,9.12,9.12,,9.01 -1979-02-16,,,,10.18,9.68,9.28,9.14,9.12,9.11,,9.01 +1979-02-13,,,,10.20,9.69,9.28,9.12,9.10,9.11,9.04,9.00 +1979-02-14,,,,10.19,9.67,9.28,9.13,9.12,9.12,9.04,9.00 +1979-02-15,,,,10.18,9.68,9.28,9.13,9.12,9.12,9.04,9.01 +1979-02-16,,,,10.18,9.68,9.28,9.14,9.12,9.11,9.04,9.01 1979-02-19,,,,,,,,,,, -1979-02-20,,,,10.24,9.69,9.30,9.17,9.15,9.12,,9.02 -1979-02-21,,,,10.32,9.71,9.34,9.20,9.17,9.15,,9.04 -1979-02-22,,,,10.37,9.90,9.45,9.29,9.25,9.20,,9.08 -1979-02-23,,,,10.39,9.92,9.47,9.31,9.26,9.21,,9.10 -1979-02-26,,,,10.37,9.91,9.46,9.28,9.23,9.20,,9.08 -1979-02-27,,,,10.33,9.89,9.46,9.30,9.24,9.19,,9.08 -1979-02-28,,,,10.33,9.89,9.45,9.29,9.22,9.17,,9.08 -1979-03-01,,,,10.41,9.87,9.44,9.28,9.22,9.17,,9.09 -1979-03-02,,,,10.38,9.87,9.44,9.26,9.20,9.16,,9.09 -1979-03-05,,,,10.30,9.83,9.41,9.22,9.14,9.11,,9.02 -1979-03-06,,,,10.32,9.83,9.41,9.20,9.13,9.14,,9.06 -1979-03-07,,,,10.27,9.81,9.39,9.18,9.12,9.10,,9.02 -1979-03-08,,,,10.22,9.76,9.35,9.18,9.12,9.10,,9.01 -1979-03-09,,,,10.38,9.79,9.38,9.20,9.15,9.11,,9.04 -1979-03-12,,,,10.31,9.81,9.38,9.18,9.13,9.11,,9.02 -1979-03-13,,,,10.30,9.80,9.38,9.20,9.15,9.11,,9.02 -1979-03-14,,,,10.32,9.82,9.40,9.21,9.16,9.12,,9.04 -1979-03-15,,,,10.31,9.82,9.40,9.21,9.16,9.14,,9.05 -1979-03-16,,,,10.30,9.84,9.40,9.22,9.18,9.12,,9.03 -1979-03-19,,,,10.27,9.81,9.38,9.21,9.16,9.12,,9.03 -1979-03-20,,,,10.24,9.79,9.39,9.21,9.15,9.13,,9.04 -1979-03-21,,,,10.24,9.79,9.39,9.21,9.15,9.13,,9.03 -1979-03-22,,,,10.21,9.77,9.37,9.20,9.15,9.12,,9.03 -1979-03-23,,,,10.16,9.77,9.36,9.20,9.15,9.12,,9.02 -1979-03-26,,,,10.14,9.76,9.35,9.20,9.16,9.12,,9.03 -1979-03-27,,,,10.11,9.73,9.34,9.18,9.13,9.11,,9.01 -1979-03-28,,,,10.05,9.71,9.32,9.16,9.11,9.07,,8.99 -1979-03-29,,,,10.08,9.67,9.29,9.15,9.10,9.06,,8.99 -1979-03-30,,,,10.17,9.72,9.34,9.19,9.14,9.11,,9.02 -1979-04-02,,,,10.18,9.74,9.35,9.20,9.14,9.11,,9.02 -1979-04-03,,,,10.11,9.73,9.35,9.19,9.13,9.10,,9.01 -1979-04-04,,,,10.00,9.71,9.33,9.18,9.12,9.09,,9.00 -1979-04-05,,,,10.02,9.68,9.32,9.15,9.09,9.07,,8.99 -1979-04-06,,,,10.13,9.75,9.36,9.19,9.14,9.10,,9.01 -1979-04-09,,,,10.22,9.81,9.42,9.23,9.18,9.14,,9.04 -1979-04-10,,,,10.25,9.81,9.45,9.27,9.22,9.17,,9.07 -1979-04-11,,,,10.24,9.85,9.49,9.30,9.25,9.20,,9.08 -1979-04-12,,,,10.23,9.85,9.49,9.30,9.25,9.20,,9.09 +1979-02-20,,,,10.24,9.69,9.30,9.17,9.15,9.12,9.05,9.02 +1979-02-21,,,,10.32,9.71,9.34,9.20,9.17,9.15,9.07,9.04 +1979-02-22,,,,10.37,9.90,9.45,9.29,9.25,9.20,9.12,9.08 +1979-02-23,,,,10.39,9.92,9.47,9.31,9.26,9.21,9.13,9.10 +1979-02-26,,,,10.37,9.91,9.46,9.28,9.23,9.20,9.12,9.08 +1979-02-27,,,,10.33,9.89,9.46,9.30,9.24,9.19,9.12,9.08 +1979-02-28,,,,10.33,9.89,9.45,9.29,9.22,9.17,9.12,9.08 +1979-03-01,,,,10.41,9.87,9.44,9.28,9.22,9.17,9.14,9.09 +1979-03-02,,,,10.38,9.87,9.44,9.26,9.20,9.16,9.12,9.09 +1979-03-05,,,,10.30,9.83,9.41,9.22,9.14,9.11,9.09,9.02 +1979-03-06,,,,10.32,9.83,9.41,9.20,9.13,9.14,9.09,9.06 +1979-03-07,,,,10.27,9.81,9.39,9.18,9.12,9.10,9.06,9.02 +1979-03-08,,,,10.22,9.76,9.35,9.18,9.12,9.10,9.06,9.01 +1979-03-09,,,,10.38,9.79,9.38,9.20,9.15,9.11,9.08,9.04 +1979-03-12,,,,10.31,9.81,9.38,9.18,9.13,9.11,9.07,9.02 +1979-03-13,,,,10.30,9.80,9.38,9.20,9.15,9.11,9.06,9.02 +1979-03-14,,,,10.32,9.82,9.40,9.21,9.16,9.12,9.08,9.04 +1979-03-15,,,,10.31,9.82,9.40,9.21,9.16,9.14,9.08,9.05 +1979-03-16,,,,10.30,9.84,9.40,9.22,9.18,9.12,9.08,9.03 +1979-03-19,,,,10.27,9.81,9.38,9.21,9.16,9.12,9.07,9.03 +1979-03-20,,,,10.24,9.79,9.39,9.21,9.15,9.13,9.09,9.04 +1979-03-21,,,,10.24,9.79,9.39,9.21,9.15,9.13,9.08,9.03 +1979-03-22,,,,10.21,9.77,9.37,9.20,9.15,9.12,9.07,9.03 +1979-03-23,,,,10.16,9.77,9.36,9.20,9.15,9.12,9.08,9.02 +1979-03-26,,,,10.14,9.76,9.35,9.20,9.16,9.12,9.06,9.03 +1979-03-27,,,,10.11,9.73,9.34,9.18,9.13,9.11,9.06,9.01 +1979-03-28,,,,10.05,9.71,9.32,9.16,9.11,9.07,9.04,8.99 +1979-03-29,,,,10.08,9.67,9.29,9.15,9.10,9.06,9.03,8.99 +1979-03-30,,,,10.17,9.72,9.34,9.19,9.14,9.11,9.07,9.02 +1979-04-02,,,,10.18,9.74,9.35,9.20,9.14,9.11,9.08,9.02 +1979-04-03,,,,10.11,9.73,9.35,9.19,9.13,9.10,9.05,9.01 +1979-04-04,,,,10.00,9.71,9.33,9.18,9.12,9.09,9.04,9.00 +1979-04-05,,,,10.02,9.68,9.32,9.15,9.09,9.07,9.02,8.99 +1979-04-06,,,,10.13,9.75,9.36,9.19,9.14,9.10,9.06,9.01 +1979-04-09,,,,10.22,9.81,9.42,9.23,9.18,9.14,9.08,9.04 +1979-04-10,,,,10.25,9.81,9.45,9.27,9.22,9.17,9.09,9.07 +1979-04-11,,,,10.24,9.85,9.49,9.30,9.25,9.20,9.12,9.08 +1979-04-12,,,,10.23,9.85,9.49,9.30,9.25,9.20,9.13,9.09 1979-04-13,,,,,,,,,,, -1979-04-16,,,,10.20,9.86,9.50,9.29,9.24,9.19,,9.09 -1979-04-17,,,,10.07,9.77,9.45,9.24,9.20,9.16,,9.07 -1979-04-18,,,,9.95,9.71,9.43,9.22,9.18,9.15,,9.06 -1979-04-19,,,,9.95,9.68,9.41,9.20,9.16,9.15,,9.06 -1979-04-20,,,,10.02,9.73,9.43,9.26,9.22,9.19,,9.11 -1979-04-23,,,,9.97,9.73,9.45,9.26,9.23,9.21,,9.13 -1979-04-24,,,,10.01,9.75,9.46,9.29,9.25,9.24,,9.14 -1979-04-25,,,,10.04,9.77,9.44,9.26,9.24,9.23,,9.13 -1979-04-26,,,,10.17,9.80,9.44,9.28,9.26,9.27,,9.18 -1979-04-27,,,,10.39,9.93,9.56,9.33,9.31,9.32,,9.19 -1979-04-30,,,,10.29,9.91,9.53,9.35,9.33,9.35,,9.22 -1979-05-01,,,,10.24,9.91,9.54,9.35,9.33,9.36,,9.21 -1979-05-02,,,,10.28,9.91,9.54,9.34,9.32,9.34,,9.22 -1979-05-03,,,,10.34,9.93,9.55,9.36,9.34,9.38,,9.27 -1979-05-04,,,,10.33,9.93,9.55,9.38,9.37,9.39,,9.29 -1979-05-07,,,,10.31,9.91,9.54,9.36,9.35,9.39,,9.28 -1979-05-08,,,,10.31,9.91,9.55,9.36,9.35,9.38,,9.28 -1979-05-09,,,,10.29,9.90,9.55,9.35,9.34,9.36,,9.26 -1979-05-10,,,,10.29,9.92,9.54,9.37,9.36,9.36,,9.27 -1979-05-11,,,,10.15,9.90,9.52,9.33,9.32,9.34,,9.26 -1979-05-14,,,,10.13,9.87,9.49,9.30,9.29,9.30,,9.22 -1979-05-15,,,,10.15,9.87,9.50,9.32,9.31,9.32,,9.24 -1979-05-16,,,,10.10,9.84,9.49,9.30,9.29,9.31,,9.22 -1979-05-17,,,,10.00,9.72,9.42,9.22,9.22,9.24,,9.20 -1979-05-18,,,,10.06,9.71,9.36,9.20,9.21,9.23,,9.18 -1979-05-21,,,,10.14,9.75,9.39,9.22,9.22,9.24,,9.20 -1979-05-22,,,,9.95,9.69,9.35,9.14,9.15,9.15,,9.16 -1979-05-23,,,,9.95,9.65,9.27,9.05,9.04,9.07,,9.09 -1979-05-24,,,,9.87,9.58,9.21,9.02,9.01,9.06,,9.07 -1979-05-25,,,,9.85,9.50,9.14,8.98,8.97,9.01,,9.03 +1979-04-16,,,,10.20,9.86,9.50,9.29,9.24,9.19,9.14,9.09 +1979-04-17,,,,10.07,9.77,9.45,9.24,9.20,9.16,9.12,9.07 +1979-04-18,,,,9.95,9.71,9.43,9.22,9.18,9.15,9.10,9.06 +1979-04-19,,,,9.95,9.68,9.41,9.20,9.16,9.15,9.10,9.06 +1979-04-20,,,,10.02,9.73,9.43,9.26,9.22,9.19,9.12,9.11 +1979-04-23,,,,9.97,9.73,9.45,9.26,9.23,9.21,9.17,9.13 +1979-04-24,,,,10.01,9.75,9.46,9.29,9.25,9.24,9.18,9.14 +1979-04-25,,,,10.04,9.77,9.44,9.26,9.24,9.23,9.18,9.13 +1979-04-26,,,,10.17,9.80,9.44,9.28,9.26,9.27,9.21,9.18 +1979-04-27,,,,10.39,9.93,9.56,9.33,9.31,9.32,9.24,9.19 +1979-04-30,,,,10.29,9.91,9.53,9.35,9.33,9.35,9.26,9.22 +1979-05-01,,,,10.24,9.91,9.54,9.35,9.33,9.36,9.25,9.21 +1979-05-02,,,,10.28,9.91,9.54,9.34,9.32,9.34,9.27,9.22 +1979-05-03,,,,10.34,9.93,9.55,9.36,9.34,9.38,9.29,9.27 +1979-05-04,,,,10.33,9.93,9.55,9.38,9.37,9.39,9.32,9.29 +1979-05-07,,,,10.31,9.91,9.54,9.36,9.35,9.39,9.32,9.28 +1979-05-08,,,,10.31,9.91,9.55,9.36,9.35,9.38,9.31,9.28 +1979-05-09,,,,10.29,9.90,9.55,9.35,9.34,9.36,9.30,9.26 +1979-05-10,,,,10.29,9.92,9.54,9.37,9.36,9.36,9.31,9.27 +1979-05-11,,,,10.15,9.90,9.52,9.33,9.32,9.34,9.28,9.26 +1979-05-14,,,,10.13,9.87,9.49,9.30,9.29,9.30,9.24,9.22 +1979-05-15,,,,10.15,9.87,9.50,9.32,9.31,9.32,9.25,9.24 +1979-05-16,,,,10.10,9.84,9.49,9.30,9.29,9.31,9.24,9.22 +1979-05-17,,,,10.00,9.72,9.42,9.22,9.22,9.24,9.22,9.20 +1979-05-18,,,,10.06,9.71,9.36,9.20,9.21,9.23,9.19,9.18 +1979-05-21,,,,10.14,9.75,9.39,9.22,9.22,9.24,9.20,9.20 +1979-05-22,,,,9.95,9.69,9.35,9.14,9.15,9.15,9.16,9.16 +1979-05-23,,,,9.95,9.65,9.27,9.05,9.04,9.07,9.09,9.09 +1979-05-24,,,,9.87,9.58,9.21,9.02,9.01,9.06,9.07,9.07 +1979-05-25,,,,9.85,9.50,9.14,8.98,8.97,9.01,9.04,9.03 1979-05-28,,,,,,,,,,, -1979-05-29,,,,9.82,9.50,9.16,8.99,8.98,9.01,,9.03 +1979-05-29,,,,9.82,9.50,9.16,8.99,8.98,9.01,9.03,9.03 1979-05-30,,,,,,,,,,, -1979-05-31,,,,9.91,9.56,9.20,9.04,9.02,9.06,,9.08 -1979-06-01,,,,9.91,9.56,9.21,9.01,9.02,9.05,,9.07 -1979-06-04,,,,9.92,9.56,9.19,9.01,9.02,9.06,,9.07 -1979-06-05,,,,9.79,9.50,9.15,8.97,9.00,9.02,,9.04 -1979-06-06,,,,9.73,9.43,9.07,8.91,8.95,8.97,,9.00 -1979-06-07,,,,9.67,9.29,8.97,8.82,8.87,8.89,,8.90 -1979-06-08,,,,9.58,9.25,8.93,8.84,8.88,8.90,,8.91 -1979-06-11,,,,9.57,9.27,8.96,8.87,8.90,8.94,,8.94 -1979-06-12,,,,9.33,9.05,8.82,8.71,8.74,8.79,,8.84 -1979-06-13,,,,9.39,9.08,8.84,8.75,8.77,8.83,,8.87 -1979-06-14,,,,9.42,9.12,8.88,8.79,8.80,8.87,,8.89 -1979-06-15,,,,9.71,9.24,9.00,8.90,8.91,8.96,,8.94 -1979-06-18,,,,9.59,9.26,9.00,8.86,8.86,8.95,,8.93 -1979-06-19,,,,9.55,9.24,8.98,8.88,8.86,8.95,,8.94 -1979-06-20,,,,9.56,9.25,8.97,8.87,8.86,8.94,,8.92 -1979-06-21,,,,9.67,9.25,8.98,8.88,8.87,8.93,,8.92 -1979-06-22,,,,9.69,9.27,9.02,8.94,8.92,8.98,,8.95 -1979-06-25,,,,9.51,9.20,8.96,8.89,8.90,8.93,,8.92 -1979-06-26,,,,9.40,8.97,8.79,8.76,8.78,8.82,,8.84 -1979-06-27,,,,9.31,8.92,8.74,8.72,8.74,8.80,,8.83 -1979-06-28,,,,9.35,8.95,8.77,8.71,8.73,8.80,,8.84 -1979-06-29,,,,9.40,8.97,8.78,8.74,8.74,8.81,,8.83 -1979-07-02,,,,9.38,8.93,8.74,8.70,8.72,8.76,,8.80 -1979-07-03,,,,9.41,8.95,8.76,8.71,8.72,8.77,,8.81 +1979-05-31,,,,9.91,9.56,9.20,9.04,9.02,9.06,9.08,9.08 +1979-06-01,,,,9.91,9.56,9.21,9.01,9.02,9.05,9.07,9.07 +1979-06-04,,,,9.92,9.56,9.19,9.01,9.02,9.06,9.07,9.07 +1979-06-05,,,,9.79,9.50,9.15,8.97,9.00,9.02,9.05,9.04 +1979-06-06,,,,9.73,9.43,9.07,8.91,8.95,8.97,9.01,9.00 +1979-06-07,,,,9.67,9.29,8.97,8.82,8.87,8.89,8.88,8.90 +1979-06-08,,,,9.58,9.25,8.93,8.84,8.88,8.90,8.89,8.91 +1979-06-11,,,,9.57,9.27,8.96,8.87,8.90,8.94,8.92,8.94 +1979-06-12,,,,9.33,9.05,8.82,8.71,8.74,8.79,8.84,8.84 +1979-06-13,,,,9.39,9.08,8.84,8.75,8.77,8.83,8.86,8.87 +1979-06-14,,,,9.42,9.12,8.88,8.79,8.80,8.87,8.88,8.89 +1979-06-15,,,,9.71,9.24,9.00,8.90,8.91,8.96,8.93,8.94 +1979-06-18,,,,9.59,9.26,9.00,8.86,8.86,8.95,8.93,8.93 +1979-06-19,,,,9.55,9.24,8.98,8.88,8.86,8.95,8.93,8.94 +1979-06-20,,,,9.56,9.25,8.97,8.87,8.86,8.94,8.93,8.92 +1979-06-21,,,,9.67,9.25,8.98,8.88,8.87,8.93,8.92,8.92 +1979-06-22,,,,9.69,9.27,9.02,8.94,8.92,8.98,8.92,8.95 +1979-06-25,,,,9.51,9.20,8.96,8.89,8.90,8.93,8.89,8.92 +1979-06-26,,,,9.40,8.97,8.79,8.76,8.78,8.82,8.81,8.84 +1979-06-27,,,,9.31,8.92,8.74,8.72,8.74,8.80,8.79,8.83 +1979-06-28,,,,9.35,8.95,8.77,8.71,8.73,8.80,8.80,8.84 +1979-06-29,,,,9.40,8.97,8.78,8.74,8.74,8.81,8.82,8.83 +1979-07-02,,,,9.38,8.93,8.74,8.70,8.72,8.76,8.77,8.80 +1979-07-03,,,,9.41,8.95,8.76,8.71,8.72,8.77,8.79,8.81 1979-07-04,,,,,,,,,,, -1979-07-05,,,,9.48,8.98,8.79,8.73,8.74,8.80,,8.82 -1979-07-06,,,,9.50,9.00,8.82,8.78,8.76,8.82,,8.83 -1979-07-09,,,,9.58,9.04,8.87,8.82,8.81,8.86,,8.86 -1979-07-10,,,,9.57,9.04,8.88,8.85,8.86,8.92,,8.89 -1979-07-11,,,,9.50,9.04,8.90,8.88,8.90,8.97,,8.93 -1979-07-12,,,,9.49,9.01,8.88,8.88,8.90,8.95,,8.91 -1979-07-13,,,,9.51,9.01,8.88,8.88,8.90,8.94,,8.91 -1979-07-16,,,,9.60,9.08,8.93,8.92,8.96,8.99,,8.95 -1979-07-17,,,,9.60,9.10,8.94,8.93,8.98,9.01,,8.97 -1979-07-18,,,,9.67,9.10,8.94,8.93,8.98,9.03,,8.99 -1979-07-19,,,,9.78,9.14,8.97,8.96,8.99,9.04,,8.99 -1979-07-20,,,,9.85,9.24,9.01,8.96,8.96,8.98,,8.95 -1979-07-23,,,,9.85,9.28,9.04,8.98,9.00,9.03,,8.99 -1979-07-24,,,,9.88,9.33,9.08,9.01,9.03,9.06,,9.01 -1979-07-25,,,,9.81,9.36,9.05,8.98,9.00,8.99,,8.97 -1979-07-26,,,,9.71,9.25,8.99,8.94,8.97,8.97,,8.98 -1979-07-27,,,,9.83,9.38,9.08,9.01,9.02,9.02,,9.01 -1979-07-30,,,,9.77,9.32,9.05,9.01,9.04,9.03,,9.01 -1979-07-31,,,,9.75,9.31,9.05,8.99,9.02,9.01,,8.99 -1979-08-01,,,,9.66,9.23,9.01,8.96,8.99,8.99,,8.97 -1979-08-02,,,,9.71,9.20,8.96,8.90,8.92,8.91,,8.92 -1979-08-03,,,,9.70,9.27,8.96,8.92,8.96,8.92,,8.94 -1979-08-06,,,,9.64,9.27,8.96,8.90,8.92,8.91,,8.92 -1979-08-07,,,,9.66,9.22,8.94,8.90,8.91,8.91,,8.90 -1979-08-08,,,,9.69,9.25,8.99,8.92,8.94,8.93,,8.91 -1979-08-09,,,,9.73,9.27,9.00,8.96,8.98,8.97,,8.95 -1979-08-10,,,,9.88,9.33,9.02,8.99,9.00,9.00,,8.97 -1979-08-13,,,,9.88,9.34,9.04,9.00,9.00,9.00,,8.97 -1979-08-14,,,,9.81,9.32,9.02,8.98,8.97,8.98,,8.95 -1979-08-15,,,,9.97,9.41,9.05,9.02,9.00,9.00,,8.96 -1979-08-16,,,,10.03,9.39,9.07,9.02,9.01,9.00,,8.95 -1979-08-17,,,,10.08,9.44,9.10,9.03,9.02,9.01,,8.95 -1979-08-20,,,,10.05,9.45,9.12,9.05,9.03,9.02,,8.96 -1979-08-21,,,,10.11,9.51,9.18,9.09,9.07,9.04,,8.99 -1979-08-22,,,,10.14,9.55,9.20,9.11,9.08,9.04,,8.99 -1979-08-23,,,,10.13,9.63,9.21,9.11,9.09,9.05,,9.00 -1979-08-24,,,,10.27,9.72,9.31,9.19,9.17,9.14,,9.05 -1979-08-27,,,,10.22,9.68,9.30,9.18,9.16,9.12,,9.03 -1979-08-28,,,,10.26,9.73,9.35,9.23,9.21,9.15,,9.03 -1979-08-29,,,,10.24,9.73,9.35,9.25,9.20,9.14,,9.02 -1979-08-30,,,,10.28,9.77,9.47,9.32,9.26,9.21,,9.07 -1979-08-31,,,,10.40,9.84,9.54,9.36,9.30,9.24,,9.09 +1979-07-05,,,,9.48,8.98,8.79,8.73,8.74,8.80,8.79,8.82 +1979-07-06,,,,9.50,9.00,8.82,8.78,8.76,8.82,8.80,8.83 +1979-07-09,,,,9.58,9.04,8.87,8.82,8.81,8.86,8.82,8.86 +1979-07-10,,,,9.57,9.04,8.88,8.85,8.86,8.92,8.88,8.89 +1979-07-11,,,,9.50,9.04,8.90,8.88,8.90,8.97,8.90,8.93 +1979-07-12,,,,9.49,9.01,8.88,8.88,8.90,8.95,8.90,8.91 +1979-07-13,,,,9.51,9.01,8.88,8.88,8.90,8.94,8.91,8.91 +1979-07-16,,,,9.60,9.08,8.93,8.92,8.96,8.99,8.95,8.95 +1979-07-17,,,,9.60,9.10,8.94,8.93,8.98,9.01,8.97,8.97 +1979-07-18,,,,9.67,9.10,8.94,8.93,8.98,9.03,8.97,8.99 +1979-07-19,,,,9.78,9.14,8.97,8.96,8.99,9.04,8.98,8.99 +1979-07-20,,,,9.85,9.24,9.01,8.96,8.96,8.98,8.97,8.95 +1979-07-23,,,,9.85,9.28,9.04,8.98,9.00,9.03,8.98,8.99 +1979-07-24,,,,9.88,9.33,9.08,9.01,9.03,9.06,9.00,9.01 +1979-07-25,,,,9.81,9.36,9.05,8.98,9.00,8.99,8.97,8.97 +1979-07-26,,,,9.71,9.25,8.99,8.94,8.97,8.97,8.96,8.98 +1979-07-27,,,,9.83,9.38,9.08,9.01,9.02,9.02,8.99,9.01 +1979-07-30,,,,9.77,9.32,9.05,9.01,9.04,9.03,9.00,9.01 +1979-07-31,,,,9.75,9.31,9.05,8.99,9.02,9.01,8.98,8.99 +1979-08-01,,,,9.66,9.23,9.01,8.96,8.99,8.99,8.97,8.97 +1979-08-02,,,,9.71,9.20,8.96,8.90,8.92,8.91,8.92,8.92 +1979-08-03,,,,9.70,9.27,8.96,8.92,8.96,8.92,8.93,8.94 +1979-08-06,,,,9.64,9.27,8.96,8.90,8.92,8.91,8.91,8.92 +1979-08-07,,,,9.66,9.22,8.94,8.90,8.91,8.91,8.90,8.90 +1979-08-08,,,,9.69,9.25,8.99,8.92,8.94,8.93,8.91,8.91 +1979-08-09,,,,9.73,9.27,9.00,8.96,8.98,8.97,8.94,8.95 +1979-08-10,,,,9.88,9.33,9.02,8.99,9.00,9.00,8.96,8.97 +1979-08-13,,,,9.88,9.34,9.04,9.00,9.00,9.00,8.97,8.97 +1979-08-14,,,,9.81,9.32,9.02,8.98,8.97,8.98,8.94,8.95 +1979-08-15,,,,9.97,9.41,9.05,9.02,9.00,9.00,8.95,8.96 +1979-08-16,,,,10.03,9.39,9.07,9.02,9.01,9.00,8.94,8.95 +1979-08-17,,,,10.08,9.44,9.10,9.03,9.02,9.01,8.94,8.95 +1979-08-20,,,,10.05,9.45,9.12,9.05,9.03,9.02,8.94,8.96 +1979-08-21,,,,10.11,9.51,9.18,9.09,9.07,9.04,8.95,8.99 +1979-08-22,,,,10.14,9.55,9.20,9.11,9.08,9.04,8.97,8.99 +1979-08-23,,,,10.13,9.63,9.21,9.11,9.09,9.05,8.98,9.00 +1979-08-24,,,,10.27,9.72,9.31,9.19,9.17,9.14,9.02,9.05 +1979-08-27,,,,10.22,9.68,9.30,9.18,9.16,9.12,9.01,9.03 +1979-08-28,,,,10.26,9.73,9.35,9.23,9.21,9.15,9.02,9.03 +1979-08-29,,,,10.24,9.73,9.35,9.25,9.20,9.14,9.01,9.02 +1979-08-30,,,,10.28,9.77,9.47,9.32,9.26,9.21,9.07,9.07 +1979-08-31,,,,10.40,9.84,9.54,9.36,9.30,9.24,9.10,9.09 1979-09-03,,,,,,,,,,, -1979-09-04,,,,10.68,10.00,9.67,9.42,9.37,9.32,,9.14 -1979-09-05,,,,10.69,10.02,9.69,9.42,9.38,9.32,,9.15 -1979-09-06,,,,10.76,10.03,9.65,9.42,9.40,9.35,,9.16 -1979-09-07,,,,10.87,10.10,9.69,9.41,9.38,9.34,,9.18 -1979-09-10,,,,11.02,10.13,9.72,9.42,9.41,9.36,,9.19 -1979-09-11,,,,10.81,10.00,9.60,9.27,9.25,9.25,,9.13 -1979-09-12,,,,10.88,10.04,9.63,9.36,9.34,9.30,,9.15 -1979-09-13,,,,10.97,10.10,9.70,9.41,9.36,9.34,,9.17 -1979-09-14,,,,10.89,10.02,9.67,9.36,9.32,9.29,,9.13 -1979-09-17,,,,10.97,10.13,9.74,9.44,9.41,9.37,,9.19 -1979-09-18,,,,10.99,10.14,9.76,9.45,9.41,9.36,,9.19 -1979-09-19,,,,10.84,10.08,9.71,9.38,9.37,9.31,,9.16 -1979-09-20,,,,10.85,10.03,9.71,9.38,9.35,9.29,,9.13 -1979-09-21,,,,10.78,10.00,9.68,9.38,9.32,9.26,,9.11 -1979-09-24,,,,10.74,10.01,9.69,9.41,9.37,9.34,,9.17 -1979-09-25,,,,10.76,10.01,9.67,9.40,9.37,9.32,,9.16 -1979-09-26,,,,10.84,10.02,9.69,9.45,9.41,9.36,,9.20 -1979-09-27,,,,10.91,10.11,9.76,9.50,9.46,9.44,,9.25 -1979-09-28,,,,10.80,10.10,9.76,9.48,9.46,9.44,,9.25 -1979-10-01,,,,10.90,10.14,9.77,9.55,9.53,9.51,,9.32 -1979-10-02,,,,10.89,10.14,9.76,9.54,9.52,9.47,,9.28 -1979-10-03,,,,10.93,10.14,9.79,9.55,9.54,9.50,,9.30 -1979-10-04,,,,11.11,10.34,9.92,9.67,9.62,9.58,,9.34 -1979-10-05,,,,11.26,10.39,10.01,9.74,9.67,9.60,,9.36 +1979-09-04,,,,10.68,10.00,9.67,9.42,9.37,9.32,9.16,9.14 +1979-09-05,,,,10.69,10.02,9.69,9.42,9.38,9.32,9.18,9.15 +1979-09-06,,,,10.76,10.03,9.65,9.42,9.40,9.35,9.19,9.16 +1979-09-07,,,,10.87,10.10,9.69,9.41,9.38,9.34,9.20,9.18 +1979-09-10,,,,11.02,10.13,9.72,9.42,9.41,9.36,9.23,9.19 +1979-09-11,,,,10.81,10.00,9.60,9.27,9.25,9.25,9.16,9.13 +1979-09-12,,,,10.88,10.04,9.63,9.36,9.34,9.30,9.19,9.15 +1979-09-13,,,,10.97,10.10,9.70,9.41,9.36,9.34,9.20,9.17 +1979-09-14,,,,10.89,10.02,9.67,9.36,9.32,9.29,9.18,9.13 +1979-09-17,,,,10.97,10.13,9.74,9.44,9.41,9.37,9.22,9.19 +1979-09-18,,,,10.99,10.14,9.76,9.45,9.41,9.36,9.22,9.19 +1979-09-19,,,,10.84,10.08,9.71,9.38,9.37,9.31,9.20,9.16 +1979-09-20,,,,10.85,10.03,9.71,9.38,9.35,9.29,9.18,9.13 +1979-09-21,,,,10.78,10.00,9.68,9.38,9.32,9.26,9.15,9.11 +1979-09-24,,,,10.74,10.01,9.69,9.41,9.37,9.34,9.21,9.17 +1979-09-25,,,,10.76,10.01,9.67,9.40,9.37,9.32,9.21,9.16 +1979-09-26,,,,10.84,10.02,9.69,9.45,9.41,9.36,9.23,9.20 +1979-09-27,,,,10.91,10.11,9.76,9.50,9.46,9.44,9.32,9.25 +1979-09-28,,,,10.80,10.10,9.76,9.48,9.46,9.44,9.31,9.25 +1979-10-01,,,,10.90,10.14,9.77,9.55,9.53,9.51,9.34,9.32 +1979-10-02,,,,10.89,10.14,9.76,9.54,9.52,9.47,9.35,9.28 +1979-10-03,,,,10.93,10.14,9.79,9.55,9.54,9.50,9.37,9.30 +1979-10-04,,,,11.11,10.34,9.92,9.67,9.62,9.58,9.40,9.34 +1979-10-05,,,,11.26,10.39,10.01,9.74,9.67,9.60,9.44,9.36 1979-10-08,,,,,,,,,,, -1979-10-09,,,,12.28,11.12,10.56,10.29,10.13,9.93,,9.61 -1979-10-10,,,,12.60,11.40,10.71,10.48,10.32,10.09,,9.69 -1979-10-11,,,,12.60,11.26,10.68,10.45,10.35,10.17,,9.77 -1979-10-12,,,,12.53,11.17,10.63,10.45,10.36,10.15,,9.76 -1979-10-15,,,,12.60,11.39,10.74,10.60,10.50,10.31,,9.84 -1979-10-16,,,,12.52,11.39,10.81,10.56,10.45,10.27,,9.82 -1979-10-17,,,,12.36,11.40,10.81,10.51,10.38,10.20,,9.75 -1979-10-18,,,,12.82,11.75,11.12,10.74,10.58,10.41,,9.91 -1979-10-19,,,,13.12,12.15,11.55,11.09,10.88,10.68,,10.07 -1979-10-22,,,,13.41,12.43,11.91,11.40,11.17,10.96,,10.29 -1979-10-23,,,,13.62,12.63,11.98,11.48,11.19,11.02,,10.33 -1979-10-24,,,,13.36,12.52,11.85,11.36,11.03,10.83,,10.20 -1979-10-25,,,,13.38,12.59,11.95,11.50,11.16,10.98,,10.31 -1979-10-26,,,,12.76,12.05,11.46,11.11,10.90,10.67,,10.12 -1979-10-29,,,,12.95,12.19,11.66,11.27,11.01,10.78,,10.22 -1979-10-30,,,,12.88,12.12,11.65,11.27,11.01,10.75,,10.17 -1979-10-31,,,,12.89,12.06,11.63,11.20,10.95,10.72,,10.19 -1979-11-01,,,,12.88,12.08,11.57,11.26,11.02,10.79,,10.30 -1979-11-02,,,,12.93,12.19,11.67,11.24,11.02,10.84,,10.44 -1979-11-05,,,,12.97,12.15,11.68,11.25,11.03,10.85,,10.42 +1979-10-09,,,,12.28,11.12,10.56,10.29,10.13,9.93,9.73,9.61 +1979-10-10,,,,12.60,11.40,10.71,10.48,10.32,10.09,9.83,9.69 +1979-10-11,,,,12.60,11.26,10.68,10.45,10.35,10.17,9.89,9.77 +1979-10-12,,,,12.53,11.17,10.63,10.45,10.36,10.15,9.93,9.76 +1979-10-15,,,,12.60,11.39,10.74,10.60,10.50,10.31,10.00,9.84 +1979-10-16,,,,12.52,11.39,10.81,10.56,10.45,10.27,9.98,9.82 +1979-10-17,,,,12.36,11.40,10.81,10.51,10.38,10.20,9.92,9.75 +1979-10-18,,,,12.82,11.75,11.12,10.74,10.58,10.41,10.06,9.91 +1979-10-19,,,,13.12,12.15,11.55,11.09,10.88,10.68,10.23,10.07 +1979-10-22,,,,13.41,12.43,11.91,11.40,11.17,10.96,10.44,10.29 +1979-10-23,,,,13.62,12.63,11.98,11.48,11.19,11.02,10.44,10.33 +1979-10-24,,,,13.36,12.52,11.85,11.36,11.03,10.83,10.37,10.20 +1979-10-25,,,,13.38,12.59,11.95,11.50,11.16,10.98,10.49,10.31 +1979-10-26,,,,12.76,12.05,11.46,11.11,10.90,10.67,10.34,10.12 +1979-10-29,,,,12.95,12.19,11.66,11.27,11.01,10.78,10.40,10.22 +1979-10-30,,,,12.88,12.12,11.65,11.27,11.01,10.75,10.39,10.17 +1979-10-31,,,,12.89,12.06,11.63,11.20,10.95,10.72,10.40,10.19 +1979-11-01,,,,12.88,12.08,11.57,11.26,11.02,10.79,10.49,10.30 +1979-11-02,,,,12.93,12.19,11.67,11.24,11.02,10.84,10.53,10.44 +1979-11-05,,,,12.97,12.15,11.68,11.25,11.03,10.85,10.53,10.42 1979-11-06,,,,,,,,,,, -1979-11-07,,,,13.19,12.36,11.70,11.35,11.16,11.00,,10.53 -1979-11-08,,,,13.12,12.29,11.67,11.28,11.10,10.96,,10.51 -1979-11-09,,,,12.48,11.78,11.20,10.96,10.83,10.68,,10.34 +1979-11-07,,,,13.19,12.36,11.70,11.35,11.16,11.00,10.67,10.53 +1979-11-08,,,,13.12,12.29,11.67,11.28,11.10,10.96,10.61,10.51 +1979-11-09,,,,12.48,11.78,11.20,10.96,10.83,10.68,10.43,10.34 1979-11-12,,,,,,,,,,, -1979-11-13,,,,12.25,11.64,11.02,10.86,10.75,10.63,,10.32 -1979-11-14,,,,12.38,11.82,11.21,10.98,10.86,10.75,,10.40 -1979-11-15,,,,12.17,11.68,11.04,10.86,10.77,10.62,,10.30 -1979-11-16,,,,12.44,11.97,11.21,11.08,10.94,10.77,,10.41 -1979-11-19,,,,12.62,12.08,11.36,11.19,11.00,10.80,,10.42 -1979-11-20,,,,12.65,12.12,11.40,11.22,11.01,10.78,,10.39 -1979-11-21,,,,12.50,12.17,11.38,11.17,10.98,10.73,,10.36 +1979-11-13,,,,12.25,11.64,11.02,10.86,10.75,10.63,10.39,10.32 +1979-11-14,,,,12.38,11.82,11.21,10.98,10.86,10.75,10.46,10.40 +1979-11-15,,,,12.17,11.68,11.04,10.86,10.77,10.62,10.36,10.30 +1979-11-16,,,,12.44,11.97,11.21,11.08,10.94,10.77,10.46,10.41 +1979-11-19,,,,12.62,12.08,11.36,11.19,11.00,10.80,10.49,10.42 +1979-11-20,,,,12.65,12.12,11.40,11.22,11.01,10.78,10.47,10.39 +1979-11-21,,,,12.50,12.17,11.38,11.17,10.98,10.73,10.45,10.36 1979-11-22,,,,,,,,,,, -1979-11-23,,,,12.02,11.69,11.10,10.76,10.66,10.51,,10.21 -1979-11-26,,,,11.73,11.44,10.74,10.52,10.46,10.37,,10.10 -1979-11-27,,,,11.64,11.11,10.54,10.28,10.27,10.24,,10.02 -1979-11-28,,,,11.84,11.23,10.64,10.46,10.44,10.37,,10.09 -1979-11-29,,,,11.73,11.23,10.60,10.42,10.40,10.34,,10.06 -1979-11-30,,,,11.88,11.33,10.68,10.44,10.45,10.38,,10.09 -1979-12-03,,,,12.08,11.42,10.80,10.48,10.50,10.44,,10.11 -1979-12-04,,,,11.92,11.30,10.68,10.40,10.40,10.32,,10.04 -1979-12-05,,,,11.85,11.21,10.55,10.31,10.32,10.27,,10.01 -1979-12-06,,,,11.82,11.08,10.42,10.20,10.20,10.13,,9.93 -1979-12-07,,,,11.98,11.21,10.58,10.29,10.32,10.30,,10.04 -1979-12-10,,,,11.98,11.25,10.56,10.29,10.30,10.27,,10.03 -1979-12-11,,,,12.28,11.60,10.87,10.47,10.50,10.46,,10.18 -1979-12-12,,,,12.62,11.85,11.14,10.60,10.62,10.58,,10.27 -1979-12-13,,,,12.38,11.67,10.95,10.51,10.53,10.51,,10.23 -1979-12-14,,,,12.16,11.47,10.80,10.40,10.44,10.45,,10.17 -1979-12-17,,,,12.04,11.45,10.77,10.39,10.43,10.42,,10.14 -1979-12-18,,,,11.92,11.31,10.64,10.33,10.35,10.34,,10.11 -1979-12-19,,,,11.82,11.38,10.66,10.33,10.34,10.33,,10.09 -1979-12-20,,,,11.85,11.40,10.66,10.40,10.42,10.38,,10.13 -1979-12-21,,,,11.90,11.42,10.68,10.48,10.43,10.39,,10.17 -1979-12-24,,,,11.86,11.44,10.71,10.49,10.49,10.45,,10.17 +1979-11-23,,,,12.02,11.69,11.10,10.76,10.66,10.51,10.27,10.21 +1979-11-26,,,,11.73,11.44,10.74,10.52,10.46,10.37,10.13,10.10 +1979-11-27,,,,11.64,11.11,10.54,10.28,10.27,10.24,10.02,10.02 +1979-11-28,,,,11.84,11.23,10.64,10.46,10.44,10.37,10.11,10.09 +1979-11-29,,,,11.73,11.23,10.60,10.42,10.40,10.34,10.09,10.06 +1979-11-30,,,,11.88,11.33,10.68,10.44,10.45,10.38,10.10,10.09 +1979-12-03,,,,12.08,11.42,10.80,10.48,10.50,10.44,10.17,10.11 +1979-12-04,,,,11.92,11.30,10.68,10.40,10.40,10.32,10.08,10.04 +1979-12-05,,,,11.85,11.21,10.55,10.31,10.32,10.27,10.05,10.01 +1979-12-06,,,,11.82,11.08,10.42,10.20,10.20,10.13,9.98,9.93 +1979-12-07,,,,11.98,11.21,10.58,10.29,10.32,10.30,10.08,10.04 +1979-12-10,,,,11.98,11.25,10.56,10.29,10.30,10.27,10.07,10.03 +1979-12-11,,,,12.28,11.60,10.87,10.47,10.50,10.46,10.25,10.18 +1979-12-12,,,,12.62,11.85,11.14,10.60,10.62,10.58,10.31,10.27 +1979-12-13,,,,12.38,11.67,10.95,10.51,10.53,10.51,10.31,10.23 +1979-12-14,,,,12.16,11.47,10.80,10.40,10.44,10.45,10.20,10.17 +1979-12-17,,,,12.04,11.45,10.77,10.39,10.43,10.42,10.25,10.14 +1979-12-18,,,,11.92,11.31,10.64,10.33,10.35,10.34,10.20,10.11 +1979-12-19,,,,11.82,11.38,10.66,10.33,10.34,10.33,10.17,10.09 +1979-12-20,,,,11.85,11.40,10.66,10.40,10.42,10.38,10.20,10.13 +1979-12-21,,,,11.90,11.42,10.68,10.48,10.43,10.39,10.23,10.17 +1979-12-24,,,,11.86,11.44,10.71,10.49,10.49,10.45,10.24,10.17 1979-12-25,,,,,,,,,,, -1979-12-26,,,,11.85,11.43,10.71,10.52,10.52,10.48,,10.20 -1979-12-27,,,,11.82,11.39,10.71,10.54,10.50,10.46,,10.19 -1979-12-28,,,,11.82,11.30,10.69,10.50,10.45,10.41,,10.16 -1979-12-31,,,,11.70,11.23,10.62,10.38,10.36,10.33,,10.11 +1979-12-26,,,,11.85,11.43,10.71,10.52,10.52,10.48,10.25,10.20 +1979-12-27,,,,11.82,11.39,10.71,10.54,10.50,10.46,10.24,10.19 +1979-12-28,,,,11.82,11.30,10.69,10.50,10.45,10.41,10.22,10.16 +1979-12-31,,,,11.70,11.23,10.62,10.38,10.36,10.33,10.16,10.11 1980-01-01,,,,,,,,,,, -1980-01-02,,,,11.89,11.39,10.77,10.52,10.51,10.50,,10.23 -1980-01-03,,,,12.25,11.45,10.79,10.54,10.59,10.60,,10.31 -1980-01-04,,,,12.25,11.47,10.81,10.62,10.63,10.66,,10.34 -1980-01-07,,,,12.07,11.35,10.72,10.56,10.60,10.63,,10.35 -1980-01-08,,,,11.94,11.26,10.67,10.52,10.55,10.57,,10.28 -1980-01-09,,,,11.87,11.24,10.68,10.53,10.56,10.58,,10.29 -1980-01-10,,,,11.68,11.18,10.62,10.47,10.49,10.51,,10.26 -1980-01-11,,,,11.94,11.33,10.77,10.61,10.63,10.68,,10.38 -1980-01-14,,,,11.96,11.35,10.79,10.61,10.65,10.70,,10.40 -1980-01-15,,,,11.88,11.32,10.77,10.61,10.62,10.65,,10.40 -1980-01-16,,,,11.83,11.30,10.74,10.60,10.61,10.65,,10.41 -1980-01-17,,,,11.90,11.37,10.77,10.62,10.66,10.71,,10.47 -1980-01-18,,,,12.05,11.52,10.82,10.74,10.78,10.82,,10.61 -1980-01-21,,,,12.15,11.58,10.95,10.86,10.91,10.96,,10.77 -1980-01-22,,,,12.06,11.56,10.88,10.80,10.82,10.85,,10.69 -1980-01-23,,,,11.96,11.53,10.89,10.76,10.79,10.82,,10.68 -1980-01-24,,,,12.15,11.68,10.97,10.90,10.94,11.01,,10.87 -1980-01-25,,,,12.24,11.82,11.10,11.04,11.09,11.10,,11.00 -1980-01-28,,,,12.16,11.79,11.18,11.08,11.11,11.15,,11.03 -1980-01-29,,,,12.34,11.88,11.26,11.14,11.17,11.21,,11.12 -1980-01-30,,,,12.29,11.84,11.21,11.12,11.14,11.16,,11.11 -1980-01-31,,,,12.40,11.75,11.19,11.11,11.12,11.13,,11.09 -1980-02-01,,,,12.62,12.04,11.38,11.30,11.29,11.29,,11.23 -1980-02-04,,,,12.67,12.12,11.56,11.38,11.39,11.40,,11.32 -1980-02-05,,,,12.91,12.49,12.10,11.80,11.76,11.73,,11.64 -1980-02-06,,,,12.84,12.42,11.96,11.86,11.88,11.92,,11.78 -1980-02-07,,,,12.68,12.21,11.69,11.61,11.77,11.71,,11.70 -1980-02-08,,,,12.89,12.31,11.82,11.76,11.86,11.80,,11.72 -1980-02-11,,,,13.10,12.60,12.03,11.91,11.98,12.01,,11.94 +1980-01-02,,,,11.89,11.39,10.77,10.52,10.51,10.50,10.23,10.23 +1980-01-03,,,,12.25,11.45,10.79,10.54,10.59,10.60,10.37,10.31 +1980-01-04,,,,12.25,11.47,10.81,10.62,10.63,10.66,10.42,10.34 +1980-01-07,,,,12.07,11.35,10.72,10.56,10.60,10.63,10.41,10.35 +1980-01-08,,,,11.94,11.26,10.67,10.52,10.55,10.57,10.33,10.28 +1980-01-09,,,,11.87,11.24,10.68,10.53,10.56,10.58,10.35,10.29 +1980-01-10,,,,11.68,11.18,10.62,10.47,10.49,10.51,10.29,10.26 +1980-01-11,,,,11.94,11.33,10.77,10.61,10.63,10.68,10.39,10.38 +1980-01-14,,,,11.96,11.35,10.79,10.61,10.65,10.70,10.44,10.40 +1980-01-15,,,,11.88,11.32,10.77,10.61,10.62,10.65,10.48,10.40 +1980-01-16,,,,11.83,11.30,10.74,10.60,10.61,10.65,10.47,10.41 +1980-01-17,,,,11.90,11.37,10.77,10.62,10.66,10.71,10.55,10.47 +1980-01-18,,,,12.05,11.52,10.82,10.74,10.78,10.82,10.66,10.61 +1980-01-21,,,,12.15,11.58,10.95,10.86,10.91,10.96,10.87,10.77 +1980-01-22,,,,12.06,11.56,10.88,10.80,10.82,10.85,10.77,10.69 +1980-01-23,,,,11.96,11.53,10.89,10.76,10.79,10.82,10.74,10.68 +1980-01-24,,,,12.15,11.68,10.97,10.90,10.94,11.01,10.93,10.87 +1980-01-25,,,,12.24,11.82,11.10,11.04,11.09,11.10,11.01,11.00 +1980-01-28,,,,12.16,11.79,11.18,11.08,11.11,11.15,11.08,11.03 +1980-01-29,,,,12.34,11.88,11.26,11.14,11.17,11.21,11.20,11.12 +1980-01-30,,,,12.29,11.84,11.21,11.12,11.14,11.16,11.22,11.11 +1980-01-31,,,,12.40,11.75,11.19,11.11,11.12,11.13,11.16,11.09 +1980-02-01,,,,12.62,12.04,11.38,11.30,11.29,11.29,11.30,11.23 +1980-02-04,,,,12.67,12.12,11.56,11.38,11.39,11.40,11.41,11.32 +1980-02-05,,,,12.91,12.49,12.10,11.80,11.76,11.73,11.75,11.64 +1980-02-06,,,,12.84,12.42,11.96,11.86,11.88,11.92,11.92,11.78 +1980-02-07,,,,12.68,12.21,11.69,11.61,11.77,11.71,11.76,11.70 +1980-02-08,,,,12.89,12.31,11.82,11.76,11.86,11.80,11.76,11.72 +1980-02-11,,,,13.10,12.60,12.03,11.91,11.98,12.01,12.00,11.94 1980-02-12,,,,,,,,,,, -1980-02-13,,,,12.92,12.52,11.96,11.86,11.87,11.86,,11.82 -1980-02-14,,,,13.11,12.60,12.05,11.93,11.97,11.97,,11.90 -1980-02-15,,,,13.76,13.13,12.42,12.26,12.24,12.20,,12.11 +1980-02-13,,,,12.92,12.52,11.96,11.86,11.87,11.86,11.90,11.82 +1980-02-14,,,,13.11,12.60,12.05,11.93,11.97,11.97,11.91,11.90 +1980-02-15,,,,13.76,13.13,12.42,12.26,12.24,12.20,12.18,12.11 1980-02-18,,,,,,,,,,, -1980-02-19,,,,14.38,13.96,13.34,12.88,12.94,12.85,,12.61 -1980-02-20,,,,14.46,14.03,13.50,13.10,12.96,12.84,,12.56 -1980-02-21,,,,14.98,14.51,13.95,13.50,13.40,13.22,,12.77 -1980-02-22,,,,15.00,14.52,13.82,13.38,13.33,13.06,,12.59 -1980-02-25,,,,15.15,14.62,13.99,13.70,13.49,13.27,,12.69 -1980-02-26,,,,15.25,14.91,14.42,14.12,13.89,13.65,,12.85 -1980-02-27,,,,15.27,14.82,14.22,14.08,13.90,13.46,,12.76 -1980-02-28,,,,15.08,14.41,13.74,13.42,13.12,12.92,,12.29 -1980-02-29,,,,15.45,14.73,14.00,13.48,13.10,12.72,,12.25 -1980-03-03,,,,15.60,14.83,14.10,13.53,13.11,12.79,,12.32 -1980-03-04,,,,15.51,14.86,14.10,13.61,13.23,12.91,,12.35 -1980-03-05,,,,15.73,14.99,14.21,13.68,13.28,13.03,,12.40 -1980-03-06,,,,16.06,15.27,14.49,13.80,13.40,13.13,,12.64 -1980-03-07,,,,15.97,15.20,14.43,13.64,13.13,12.86,,12.50 -1980-03-10,,,,15.56,14.71,13.95,13.37,12.80,12.63,,12.25 -1980-03-11,,,,15.52,14.43,13.61,13.03,12.60,12.41,,12.12 -1980-03-12,,,,15.77,14.74,13.89,13.27,12.86,12.62,,12.39 -1980-03-13,,,,15.61,14.69,13.85,13.20,12.76,12.50,,12.19 -1980-03-14,,,,15.92,14.80,13.85,13.21,12.78,12.52,,12.21 -1980-03-17,,,,15.64,14.82,13.88,13.22,12.79,12.58,,12.20 -1980-03-18,,,,15.33,14.42,13.68,13.01,12.60,12.40,,12.00 -1980-03-19,,,,15.23,14.33,13.63,13.00,12.58,12.35,,11.97 -1980-03-20,,,,15.80,15.03,14.02,13.32,12.83,12.62,,12.22 -1980-03-21,,,,15.89,15.02,14.07,13.51,13.01,12.75,,12.28 -1980-03-24,,,,16.36,15.36,14.53,14.03,13.50,13.17,,12.69 -1980-03-25,,,,16.23,15.19,14.41,14.00,13.45,13.10,,12.67 -1980-03-26,,,,16.47,15.26,14.40,13.87,13.26,13.03,,12.56 -1980-03-27,,,,16.11,15.11,14.25,13.75,13.24,12.97,,12.50 -1980-03-28,,,,16.06,14.89,13.96,13.50,12.96,12.72,,12.35 -1980-03-31,,,,15.80,14.63,13.69,13.31,12.76,12.64,,12.31 -1980-04-01,,,,15.85,14.59,13.67,13.39,12.83,12.69,,12.35 -1980-04-02,,,,15.65,14.52,13.62,13.27,12.72,12.63,,12.28 -1980-04-03,,,,15.67,14.51,13.57,13.19,12.64,12.52,,12.27 +1980-02-19,,,,14.38,13.96,13.34,12.88,12.94,12.85,12.74,12.61 +1980-02-20,,,,14.46,14.03,13.50,13.10,12.96,12.84,12.72,12.56 +1980-02-21,,,,14.98,14.51,13.95,13.50,13.40,13.22,12.99,12.77 +1980-02-22,,,,15.00,14.52,13.82,13.38,13.33,13.06,12.70,12.59 +1980-02-25,,,,15.15,14.62,13.99,13.70,13.49,13.27,12.85,12.69 +1980-02-26,,,,15.25,14.91,14.42,14.12,13.89,13.65,12.97,12.85 +1980-02-27,,,,15.27,14.82,14.22,14.08,13.90,13.46,12.82,12.76 +1980-02-28,,,,15.08,14.41,13.74,13.42,13.12,12.92,12.18,12.29 +1980-02-29,,,,15.45,14.73,14.00,13.48,13.10,12.72,12.12,12.25 +1980-03-03,,,,15.60,14.83,14.10,13.53,13.11,12.79,12.38,12.32 +1980-03-04,,,,15.51,14.86,14.10,13.61,13.23,12.91,12.42,12.35 +1980-03-05,,,,15.73,14.99,14.21,13.68,13.28,13.03,12.62,12.40 +1980-03-06,,,,16.06,15.27,14.49,13.80,13.40,13.13,12.90,12.64 +1980-03-07,,,,15.97,15.20,14.43,13.64,13.13,12.86,12.75,12.50 +1980-03-10,,,,15.56,14.71,13.95,13.37,12.80,12.63,12.38,12.25 +1980-03-11,,,,15.52,14.43,13.61,13.03,12.60,12.41,12.24,12.12 +1980-03-12,,,,15.77,14.74,13.89,13.27,12.86,12.62,12.46,12.39 +1980-03-13,,,,15.61,14.69,13.85,13.20,12.76,12.50,12.45,12.19 +1980-03-14,,,,15.92,14.80,13.85,13.21,12.78,12.52,12.29,12.21 +1980-03-17,,,,15.64,14.82,13.88,13.22,12.79,12.58,12.40,12.20 +1980-03-18,,,,15.33,14.42,13.68,13.01,12.60,12.40,12.24,12.00 +1980-03-19,,,,15.23,14.33,13.63,13.00,12.58,12.35,12.01,11.97 +1980-03-20,,,,15.80,15.03,14.02,13.32,12.83,12.62,12.37,12.22 +1980-03-21,,,,15.89,15.02,14.07,13.51,13.01,12.75,12.41,12.28 +1980-03-24,,,,16.36,15.36,14.53,14.03,13.50,13.17,12.86,12.69 +1980-03-25,,,,16.23,15.19,14.41,14.00,13.45,13.10,12.89,12.67 +1980-03-26,,,,16.47,15.26,14.40,13.87,13.26,13.03,12.72,12.56 +1980-03-27,,,,16.11,15.11,14.25,13.75,13.24,12.97,12.69,12.50 +1980-03-28,,,,16.06,14.89,13.96,13.50,12.96,12.72,12.40,12.35 +1980-03-31,,,,15.80,14.63,13.69,13.31,12.76,12.64,12.44,12.31 +1980-04-01,,,,15.85,14.59,13.67,13.39,12.83,12.69,12.47,12.35 +1980-04-02,,,,15.65,14.52,13.62,13.27,12.72,12.63,12.40,12.28 +1980-04-03,,,,15.67,14.51,13.57,13.19,12.64,12.52,12.39,12.27 1980-04-04,,,,,,,,,,, -1980-04-07,,,,14.88,13.85,12.94,12.70,12.18,12.13,,11.87 -1980-04-08,,,,14.95,13.89,12.99,12.64,12.16,12.21,,11.85 -1980-04-09,,,,14.69,13.54,12.93,12.59,12.06,12.06,,11.79 -1980-04-10,,,,14.67,13.57,12.99,12.61,12.04,12.06,,11.74 -1980-04-11,,,,14.21,13.22,12.68,12.30,11.76,11.79,,11.53 -1980-04-14,,,,13.89,12.96,12.40,12.15,11.63,11.62,,11.50 -1980-04-15,,,,13.74,12.72,12.10,12.02,11.51,11.57,,11.47 -1980-04-16,,,,12.98,11.97,11.36,11.43,10.94,10.90,,10.91 -1980-04-17,,,,12.80,11.97,11.66,11.52,11.05,11.13,,10.99 -1980-04-18,,,,12.64,11.76,11.52,11.24,11.12,11.05,,10.98 -1980-04-21,,,,12.11,11.56,11.22,11.10,10.89,10.90,,10.96 -1980-04-22,,,,11.95,11.43,11.18,10.97,10.89,10.82,,10.94 -1980-04-23,,,,11.80,11.38,11.24,11.03,10.90,10.89,,11.02 -1980-04-24,,,,11.71,11.42,11.24,11.15,10.99,10.96,,11.13 -1980-04-25,,,,11.71,11.39,11.25,11.14,10.97,10.95,,11.18 -1980-04-28,,,,11.12,10.74,10.66,10.73,10.60,10.63,,10.86 -1980-04-29,,,,11.14,10.74,10.54,10.73,10.62,10.67,,10.89 -1980-04-30,,,,11.12,10.81,10.67,10.82,10.75,10.76,,10.89 -1980-05-01,,,,11.11,10.70,10.58,10.72,10.61,10.57,,10.72 -1980-05-02,,,,10.22,10.04,9.99,10.17,10.13,10.24,,10.47 -1980-05-05,,,,10.23,9.85,9.90,10.08,10.12,10.18,,10.35 -1980-05-06,,,,9.67,9.40,9.41,9.71,9.88,9.80,,10.23 -1980-05-07,,,,9.54,9.41,9.35,9.85,9.92,9.96,,10.19 -1980-05-08,,,,9.56,9.48,9.50,9.97,9.93,10.18,,10.34 -1980-05-09,,,,9.83,9.85,9.68,10.08,10.26,10.30,,10.41 -1980-05-12,,,,9.51,9.52,9.49,9.99,10.15,10.30,,10.44 -1980-05-13,,,,9.27,9.38,9.29,9.79,10.05,10.13,,10.29 -1980-05-14,,,,9.20,9.27,9.29,9.84,10.09,10.14,,10.26 -1980-05-15,,,,9.45,9.48,9.47,9.97,10.17,10.31,,10.46 -1980-05-16,,,,9.79,9.76,9.67,10.09,10.34,10.37,,10.53 -1980-05-19,,,,9.65,9.78,9.63,10.20,10.47,10.53,,10.68 -1980-05-20,,,,9.07,9.26,9.23,9.89,10.14,10.22,,10.47 -1980-05-21,,,,9.03,9.14,9.21,9.85,10.05,10.08,,10.31 -1980-05-22,,,,8.90,9.13,9.22,9.89,9.98,10.10,,10.34 -1980-05-23,,,,8.45,8.73,8.85,9.61,9.76,9.85,,10.09 +1980-04-07,,,,14.88,13.85,12.94,12.70,12.18,12.13,11.91,11.87 +1980-04-08,,,,14.95,13.89,12.99,12.64,12.16,12.21,11.86,11.85 +1980-04-09,,,,14.69,13.54,12.93,12.59,12.06,12.06,11.80,11.79 +1980-04-10,,,,14.67,13.57,12.99,12.61,12.04,12.06,11.80,11.74 +1980-04-11,,,,14.21,13.22,12.68,12.30,11.76,11.79,11.47,11.53 +1980-04-14,,,,13.89,12.96,12.40,12.15,11.63,11.62,11.40,11.50 +1980-04-15,,,,13.74,12.72,12.10,12.02,11.51,11.57,11.41,11.47 +1980-04-16,,,,12.98,11.97,11.36,11.43,10.94,10.90,10.90,10.91 +1980-04-17,,,,12.80,11.97,11.66,11.52,11.05,11.13,10.98,10.99 +1980-04-18,,,,12.64,11.76,11.52,11.24,11.12,11.05,10.98,10.98 +1980-04-21,,,,12.11,11.56,11.22,11.10,10.89,10.90,10.95,10.96 +1980-04-22,,,,11.95,11.43,11.18,10.97,10.89,10.82,10.93,10.94 +1980-04-23,,,,11.80,11.38,11.24,11.03,10.90,10.89,11.01,11.02 +1980-04-24,,,,11.71,11.42,11.24,11.15,10.99,10.96,11.13,11.13 +1980-04-25,,,,11.71,11.39,11.25,11.14,10.97,10.95,11.18,11.18 +1980-04-28,,,,11.12,10.74,10.66,10.73,10.60,10.63,10.88,10.86 +1980-04-29,,,,11.14,10.74,10.54,10.73,10.62,10.67,10.92,10.89 +1980-04-30,,,,11.12,10.81,10.67,10.82,10.75,10.76,10.92,10.89 +1980-05-01,,,,11.11,10.70,10.58,10.72,10.61,10.57,10.73,10.72 +1980-05-02,,,,10.22,10.04,9.99,10.17,10.13,10.24,10.44,10.47 +1980-05-05,,,,10.23,9.85,9.90,10.08,10.12,10.18,10.44,10.35 +1980-05-06,,,,9.67,9.40,9.41,9.71,9.88,9.80,10.21,10.23 +1980-05-07,,,,9.54,9.41,9.35,9.85,9.92,9.96,10.16,10.19 +1980-05-08,,,,9.56,9.48,9.50,9.97,9.93,10.18,10.34,10.34 +1980-05-09,,,,9.83,9.85,9.68,10.08,10.26,10.30,10.45,10.41 +1980-05-12,,,,9.51,9.52,9.49,9.99,10.15,10.30,10.50,10.44 +1980-05-13,,,,9.27,9.38,9.29,9.79,10.05,10.13,10.43,10.29 +1980-05-14,,,,9.20,9.27,9.29,9.84,10.09,10.14,10.37,10.26 +1980-05-15,,,,9.45,9.48,9.47,9.97,10.17,10.31,10.55,10.46 +1980-05-16,,,,9.79,9.76,9.67,10.09,10.34,10.37,10.62,10.53 +1980-05-19,,,,9.65,9.78,9.63,10.20,10.47,10.53,10.78,10.68 +1980-05-20,,,,9.07,9.26,9.23,9.89,10.14,10.22,10.57,10.47 +1980-05-21,,,,9.03,9.14,9.21,9.85,10.05,10.08,10.44,10.31 +1980-05-22,,,,8.90,9.13,9.22,9.89,9.98,10.10,10.46,10.34 +1980-05-23,,,,8.45,8.73,8.85,9.61,9.76,9.85,10.24,10.09 1980-05-26,,,,,,,,,,, -1980-05-27,,,,8.46,8.82,8.93,9.63,9.80,9.96,,10.10 -1980-05-28,,,,8.57,9.04,9.11,9.78,9.93,10.10,,10.22 -1980-05-29,,,,8.84,9.16,9.24,9.88,10.11,10.24,,10.32 -1980-05-30,,,,8.83,9.25,9.28,9.87,10.09,10.25,,10.37 -1980-06-02,,,,8.93,9.34,9.43,9.97,10.20,10.31,,10.45 -1980-06-03,,,,8.70,9.20,9.36,9.66,9.85,10.16,,10.29 -1980-06-04,,,,8.55,9.06,9.24,9.55,9.77,10.07,,10.18 -1980-06-05,,,,8.47,8.97,9.15,9.46,9.69,10.02,,10.08 -1980-06-06,,,,8.15,8.72,8.96,9.25,9.48,9.81,,9.87 -1980-06-09,,,,7.87,8.61,8.85,9.17,9.39,9.73,,9.75 -1980-06-10,,,,8.18,8.79,8.96,9.27,9.50,9.83,,9.88 -1980-06-11,,,,7.94,8.65,8.88,9.17,9.39,9.70,,9.79 -1980-06-12,,,,7.85,8.46,8.65,8.93,9.17,9.53,,9.60 -1980-06-13,,,,7.63,8.39,8.57,8.86,9.13,9.51,,9.49 -1980-06-16,,,,7.70,8.38,8.57,8.87,9.12,9.47,,9.49 -1980-06-17,,,,7.74,8.36,8.56,8.86,9.12,9.49,,9.52 -1980-06-18,,,,8.07,8.58,8.71,8.96,9.21,9.56,,9.60 -1980-06-19,,,,8.03,8.68,8.76,8.96,9.21,9.56,,9.57 -1980-06-20,,,,7.82,8.43,8.58,8.86,9.12,9.49,,9.50 -1980-06-23,,,,8.11,8.59,8.75,9.02,9.27,9.63,,9.66 -1980-06-24,,,,8.15,8.64,8.85,9.13,9.36,9.68,,9.70 -1980-06-25,,,,8.17,8.73,8.95,9.23,9.46,9.79,,9.79 -1980-06-26,,,,8.30,8.80,9.04,9.33,9.55,9.87,,9.91 -1980-06-27,,,,8.43,8.94,9.19,9.45,9.70,10.04,,9.97 -1980-06-30,,,,8.49,8.97,9.19,9.48,9.73,10.09,,9.99 -1980-07-01,,,,8.60,9.01,9.26,9.55,9.80,10.13,,10.12 -1980-07-02,,,,8.56,9.01,9.18,9.49,9.78,10.19,,10.12 -1980-07-03,,,,8.37,8.77,8.98,9.36,9.66,10.01,,10.00 +1980-05-27,,,,8.46,8.82,8.93,9.63,9.80,9.96,10.24,10.10 +1980-05-28,,,,8.57,9.04,9.11,9.78,9.93,10.10,10.33,10.22 +1980-05-29,,,,8.84,9.16,9.24,9.88,10.11,10.24,10.46,10.32 +1980-05-30,,,,8.83,9.25,9.28,9.87,10.09,10.25,10.46,10.37 +1980-06-02,,,,8.93,9.34,9.43,9.97,10.20,10.31,10.55,10.45 +1980-06-03,,,,8.70,9.20,9.36,9.66,9.85,10.16,10.43,10.29 +1980-06-04,,,,8.55,9.06,9.24,9.55,9.77,10.07,10.31,10.18 +1980-06-05,,,,8.47,8.97,9.15,9.46,9.69,10.02,10.19,10.08 +1980-06-06,,,,8.15,8.72,8.96,9.25,9.48,9.81,9.98,9.87 +1980-06-09,,,,7.87,8.61,8.85,9.17,9.39,9.73,9.81,9.75 +1980-06-10,,,,8.18,8.79,8.96,9.27,9.50,9.83,9.95,9.88 +1980-06-11,,,,7.94,8.65,8.88,9.17,9.39,9.70,9.86,9.79 +1980-06-12,,,,7.85,8.46,8.65,8.93,9.17,9.53,9.70,9.60 +1980-06-13,,,,7.63,8.39,8.57,8.86,9.13,9.51,9.56,9.49 +1980-06-16,,,,7.70,8.38,8.57,8.87,9.12,9.47,9.56,9.49 +1980-06-17,,,,7.74,8.36,8.56,8.86,9.12,9.49,9.57,9.52 +1980-06-18,,,,8.07,8.58,8.71,8.96,9.21,9.56,9.65,9.60 +1980-06-19,,,,8.03,8.68,8.76,8.96,9.21,9.56,9.62,9.57 +1980-06-20,,,,7.82,8.43,8.58,8.86,9.12,9.49,9.56,9.50 +1980-06-23,,,,8.11,8.59,8.75,9.02,9.27,9.63,9.71,9.66 +1980-06-24,,,,8.15,8.64,8.85,9.13,9.36,9.68,9.75,9.70 +1980-06-25,,,,8.17,8.73,8.95,9.23,9.46,9.79,9.84,9.79 +1980-06-26,,,,8.30,8.80,9.04,9.33,9.55,9.87,9.95,9.91 +1980-06-27,,,,8.43,8.94,9.19,9.45,9.70,10.04,10.04,9.97 +1980-06-30,,,,8.49,8.97,9.19,9.48,9.73,10.09,10.08,9.99 +1980-07-01,,,,8.60,9.01,9.26,9.55,9.80,10.13,10.21,10.12 +1980-07-02,,,,8.56,9.01,9.18,9.49,9.78,10.19,10.22,10.12 +1980-07-03,,,,8.37,8.77,8.98,9.36,9.66,10.01,10.09,10.00 1980-07-04,,,,,,,,,,, -1980-07-07,,,,8.62,8.94,9.15,9.49,9.82,10.20,,10.22 -1980-07-08,,,,8.39,8.80,9.05,9.37,9.68,10.09,,10.06 -1980-07-09,,,,8.42,8.83,9.11,9.41,9.72,10.14,,10.14 -1980-07-10,,,,8.58,8.90,9.21,9.47,9.80,10.21,,10.21 -1980-07-11,,,,8.71,8.97,9.30,9.56,9.89,10.28,,10.30 -1980-07-14,,,,8.77,9.16,9.37,9.56,9.89,10.33,,10.36 -1980-07-15,,,,8.66,8.98,9.22,9.45,9.77,10.17,,10.19 -1980-07-16,,,,8.37,8.79,9.05,9.34,9.65,10.07,,10.05 -1980-07-17,,,,8.56,8.89,9.16,9.43,9.76,10.21,,10.15 -1980-07-18,,,,8.51,8.93,9.16,9.42,9.74,10.20,,10.19 -1980-07-21,,,,8.45,8.93,9.14,9.38,9.68,10.13,,10.11 -1980-07-22,,,,8.59,9.02,9.19,9.41,9.73,10.18,,10.18 -1980-07-23,,,,8.50,8.95,9.17,9.40,9.69,10.12,,10.15 -1980-07-24,,,,8.64,9.05,9.29,9.51,9.81,10.24,,10.24 -1980-07-25,,,,8.71,9.15,9.37,9.59,9.91,10.35,,10.33 -1980-07-28,,,,8.93,9.24,9.52,9.77,10.06,10.46,,10.42 -1980-07-29,,,,8.93,9.28,9.57,9.77,10.05,10.45,,10.40 -1980-07-30,,,,9.00,9.33,9.56,9.81,10.13,10.53,,10.51 -1980-07-31,,,,9.36,9.72,9.95,10.09,10.38,10.76,,10.80 -1980-08-01,,,,9.41,9.78,9.98,10.16,10.40,10.76,,10.76 -1980-08-04,,,,9.31,9.66,9.87,10.04,10.31,10.69,,10.68 -1980-08-05,,,,9.32,9.67,9.89,10.06,10.33,10.70,,10.69 -1980-08-06,,,,9.34,9.69,9.89,10.19,10.45,10.80,,10.73 -1980-08-07,,,,9.32,9.67,9.86,10.10,10.37,10.71,,10.68 -1980-08-08,,,,9.45,9.81,9.99,10.22,10.47,10.87,,10.90 -1980-08-11,,,,9.73,10.07,10.21,10.47,10.71,11.03,,11.05 -1980-08-12,,,,9.68,10.03,10.16,10.48,10.69,10.98,,11.01 -1980-08-13,,,,9.68,10.03,10.13,10.46,10.64,10.89,,10.93 -1980-08-14,,,,9.70,10.07,10.17,10.48,10.65,10.90,,10.90 -1980-08-15,,,,9.77,10.12,10.21,10.48,10.63,10.86,,10.83 -1980-08-18,,,,10.52,10.77,10.83,10.99,11.05,11.13,,11.02 -1980-08-19,,,,10.64,10.91,10.97,11.11,11.16,11.24,,11.16 -1980-08-20,,,,10.77,11.11,11.16,11.29,11.24,11.22,,11.13 -1980-08-21,,,,11.15,11.27,11.24,11.39,11.32,11.30,,11.15 -1980-08-22,,,,10.89,11.09,11.11,11.26,11.21,11.13,,11.01 -1980-08-25,,,,11.22,11.34,11.40,11.55,11.49,11.40,,11.18 -1980-08-26,,,,11.18,11.34,11.38,11.55,11.50,11.42,,11.18 -1980-08-27,,,,11.32,11.52,11.58,11.76,11.72,11.67,,11.33 -1980-08-28,,,,11.54,11.77,11.74,11.92,11.91,11.89,,11.43 -1980-08-29,,,,11.15,11.36,11.48,11.66,11.63,11.55,,11.27 +1980-07-07,,,,8.62,8.94,9.15,9.49,9.82,10.20,10.28,10.22 +1980-07-08,,,,8.39,8.80,9.05,9.37,9.68,10.09,10.13,10.06 +1980-07-09,,,,8.42,8.83,9.11,9.41,9.72,10.14,10.21,10.14 +1980-07-10,,,,8.58,8.90,9.21,9.47,9.80,10.21,10.29,10.21 +1980-07-11,,,,8.71,8.97,9.30,9.56,9.89,10.28,10.38,10.30 +1980-07-14,,,,8.77,9.16,9.37,9.56,9.89,10.33,10.44,10.36 +1980-07-15,,,,8.66,8.98,9.22,9.45,9.77,10.17,10.29,10.19 +1980-07-16,,,,8.37,8.79,9.05,9.34,9.65,10.07,10.16,10.05 +1980-07-17,,,,8.56,8.89,9.16,9.43,9.76,10.21,10.28,10.15 +1980-07-18,,,,8.51,8.93,9.16,9.42,9.74,10.20,10.29,10.19 +1980-07-21,,,,8.45,8.93,9.14,9.38,9.68,10.13,10.21,10.11 +1980-07-22,,,,8.59,9.02,9.19,9.41,9.73,10.18,10.27,10.18 +1980-07-23,,,,8.50,8.95,9.17,9.40,9.69,10.12,10.25,10.15 +1980-07-24,,,,8.64,9.05,9.29,9.51,9.81,10.24,10.34,10.24 +1980-07-25,,,,8.71,9.15,9.37,9.59,9.91,10.35,10.39,10.33 +1980-07-28,,,,8.93,9.24,9.52,9.77,10.06,10.46,10.50,10.42 +1980-07-29,,,,8.93,9.28,9.57,9.77,10.05,10.45,10.49,10.40 +1980-07-30,,,,9.00,9.33,9.56,9.81,10.13,10.53,10.59,10.51 +1980-07-31,,,,9.36,9.72,9.95,10.09,10.38,10.76,10.80,10.80 +1980-08-01,,,,9.41,9.78,9.98,10.16,10.40,10.76,10.80,10.76 +1980-08-04,,,,9.31,9.66,9.87,10.04,10.31,10.69,10.71,10.68 +1980-08-05,,,,9.32,9.67,9.89,10.06,10.33,10.70,10.71,10.69 +1980-08-06,,,,9.34,9.69,9.89,10.19,10.45,10.80,10.80,10.73 +1980-08-07,,,,9.32,9.67,9.86,10.10,10.37,10.71,10.75,10.68 +1980-08-08,,,,9.45,9.81,9.99,10.22,10.47,10.87,10.92,10.90 +1980-08-11,,,,9.73,10.07,10.21,10.47,10.71,11.03,11.10,11.05 +1980-08-12,,,,9.68,10.03,10.16,10.48,10.69,10.98,11.04,11.01 +1980-08-13,,,,9.68,10.03,10.13,10.46,10.64,10.89,10.95,10.93 +1980-08-14,,,,9.70,10.07,10.17,10.48,10.65,10.90,10.91,10.90 +1980-08-15,,,,9.77,10.12,10.21,10.48,10.63,10.86,10.87,10.83 +1980-08-18,,,,10.52,10.77,10.83,10.99,11.05,11.13,11.06,11.02 +1980-08-19,,,,10.64,10.91,10.97,11.11,11.16,11.24,11.20,11.16 +1980-08-20,,,,10.77,11.11,11.16,11.29,11.24,11.22,11.21,11.13 +1980-08-21,,,,11.15,11.27,11.24,11.39,11.32,11.30,11.22,11.15 +1980-08-22,,,,10.89,11.09,11.11,11.26,11.21,11.13,11.08,11.01 +1980-08-25,,,,11.22,11.34,11.40,11.55,11.49,11.40,11.28,11.18 +1980-08-26,,,,11.18,11.34,11.38,11.55,11.50,11.42,11.30,11.18 +1980-08-27,,,,11.32,11.52,11.58,11.76,11.72,11.67,11.46,11.33 +1980-08-28,,,,11.54,11.77,11.74,11.92,11.91,11.89,11.61,11.43 +1980-08-29,,,,11.15,11.36,11.48,11.66,11.63,11.55,11.42,11.27 1980-09-01,,,,,,,,,,, -1980-09-02,,,,10.87,11.05,11.13,11.45,11.41,11.32,,11.08 -1980-09-03,,,,10.60,10.73,10.77,11.13,11.12,11.08,,10.94 -1980-09-04,,,,10.66,10.77,10.86,11.15,11.16,11.16,,11.02 -1980-09-05,,,,10.82,10.89,10.92,11.19,11.22,11.21,,11.06 -1980-09-08,,,,11.03,11.11,11.08,11.30,11.31,11.29,,11.15 -1980-09-09,,,,10.99,11.13,11.08,11.27,11.25,11.19,,11.05 -1980-09-10,,,,10.94,11.03,11.06,11.19,11.18,11.14,,11.02 -1980-09-11,,,,11.25,11.27,11.27,11.37,11.36,11.32,,11.15 -1980-09-12,,,,11.37,11.40,11.41,11.41,11.39,11.37,,11.18 -1980-09-15,,,,11.77,11.79,11.83,11.75,11.69,11.62,,11.38 -1980-09-16,,,,11.67,11.68,11.69,11.63,11.58,11.52,,11.33 -1980-09-17,,,,11.77,11.79,11.83,11.73,11.63,11.57,,11.41 -1980-09-18,,,,11.67,11.84,11.82,11.75,11.64,11.53,,11.35 -1980-09-19,,,,11.36,11.59,11.53,11.53,11.44,11.33,,11.25 -1980-09-22,,,,12.00,12.00,11.95,11.92,11.81,11.69,,11.60 -1980-09-23,,,,11.87,12.00,11.98,11.97,11.86,11.76,,11.53 -1980-09-24,,,,11.82,11.98,11.98,11.96,11.85,11.75,,11.53 -1980-09-25,,,,12.12,12.11,12.12,12.04,11.96,11.91,,11.66 -1980-09-26,,,,12.56,12.40,12.29,12.17,12.06,11.99,,11.81 -1980-09-29,,,,12.52,12.38,12.32,12.19,12.11,12.07,,11.93 -1980-09-30,,,,12.29,12.13,12.06,11.88,11.86,11.86,,11.70 -1980-10-01,,,,12.24,12.02,11.99,11.77,11.77,11.78,,11.69 -1980-10-02,,,,12.40,12.06,12.00,11.83,11.83,11.83,,11.66 -1980-10-03,,,,11.93,11.51,11.46,11.35,11.37,11.40,,11.33 -1980-10-06,,,,11.73,11.41,11.40,11.35,11.35,11.35,,11.26 -1980-10-07,,,,11.79,11.44,11.45,11.40,11.41,11.43,,11.30 -1980-10-08,,,,12.33,11.69,11.67,11.55,11.53,11.51,,11.38 -1980-10-09,,,,12.02,11.60,11.57,11.45,11.42,11.39,,11.21 -1980-10-10,,,,12.09,11.64,11.62,11.55,11.50,11.44,,11.26 +1980-09-02,,,,10.87,11.05,11.13,11.45,11.41,11.32,11.23,11.08 +1980-09-03,,,,10.60,10.73,10.77,11.13,11.12,11.08,11.05,10.94 +1980-09-04,,,,10.66,10.77,10.86,11.15,11.16,11.16,11.11,11.02 +1980-09-05,,,,10.82,10.89,10.92,11.19,11.22,11.21,11.16,11.06 +1980-09-08,,,,11.03,11.11,11.08,11.30,11.31,11.29,11.27,11.15 +1980-09-09,,,,10.99,11.13,11.08,11.27,11.25,11.19,11.20,11.05 +1980-09-10,,,,10.94,11.03,11.06,11.19,11.18,11.14,11.16,11.02 +1980-09-11,,,,11.25,11.27,11.27,11.37,11.36,11.32,11.27,11.15 +1980-09-12,,,,11.37,11.40,11.41,11.41,11.39,11.37,11.30,11.18 +1980-09-15,,,,11.77,11.79,11.83,11.75,11.69,11.62,11.54,11.38 +1980-09-16,,,,11.67,11.68,11.69,11.63,11.58,11.52,11.48,11.33 +1980-09-17,,,,11.77,11.79,11.83,11.73,11.63,11.57,11.54,11.41 +1980-09-18,,,,11.67,11.84,11.82,11.75,11.64,11.53,11.49,11.35 +1980-09-19,,,,11.36,11.59,11.53,11.53,11.44,11.33,11.35,11.25 +1980-09-22,,,,12.00,12.00,11.95,11.92,11.81,11.69,11.72,11.60 +1980-09-23,,,,11.87,12.00,11.98,11.97,11.86,11.76,11.66,11.53 +1980-09-24,,,,11.82,11.98,11.98,11.96,11.85,11.75,11.65,11.53 +1980-09-25,,,,12.12,12.11,12.12,12.04,11.96,11.91,11.79,11.66 +1980-09-26,,,,12.56,12.40,12.29,12.17,12.06,11.99,11.94,11.81 +1980-09-29,,,,12.52,12.38,12.32,12.19,12.11,12.07,12.08,11.93 +1980-09-30,,,,12.29,12.13,12.06,11.88,11.86,11.86,11.84,11.70 +1980-10-01,,,,12.24,12.02,11.99,11.77,11.77,11.78,11.83,11.69 +1980-10-02,,,,12.40,12.06,12.00,11.83,11.83,11.83,11.83,11.66 +1980-10-03,,,,11.93,11.51,11.46,11.35,11.37,11.40,11.47,11.33 +1980-10-06,,,,11.73,11.41,11.40,11.35,11.35,11.35,11.42,11.26 +1980-10-07,,,,11.79,11.44,11.45,11.40,11.41,11.43,11.47,11.30 +1980-10-08,,,,12.33,11.69,11.67,11.55,11.53,11.51,11.58,11.38 +1980-10-09,,,,12.02,11.60,11.57,11.45,11.42,11.39,11.41,11.21 +1980-10-10,,,,12.09,11.64,11.62,11.55,11.50,11.44,11.41,11.26 1980-10-13,,,,,,,,,,, -1980-10-14,,,,11.97,11.67,11.60,11.50,11.43,11.37,,11.16 -1980-10-15,,,,11.76,11.58,11.51,11.44,11.38,11.29,,11.11 -1980-10-16,,,,11.99,11.69,11.65,11.55,11.49,11.47,,11.27 -1980-10-17,,,,12.18,11.91,11.84,11.69,11.65,11.62,,11.44 -1980-10-20,,,,12.31,12.00,11.87,11.72,11.67,11.64,,11.44 -1980-10-21,,,,12.41,12.11,11.96,11.81,11.74,11.70,,11.53 -1980-10-22,,,,12.76,12.31,12.24,12.07,11.92,11.88,,11.74 -1980-10-23,,,,12.66,12.31,12.20,11.95,11.87,11.82,,11.68 -1980-10-24,,,,12.65,12.25,12.12,11.89,11.80,11.74,,11.61 -1980-10-27,,,,13.19,12.73,12.56,12.32,12.21,12.13,,11.96 -1980-10-28,,,,13.44,12.91,12.77,12.56,12.38,12.32,,12.14 -1980-10-29,,,,13.55,12.98,12.89,12.75,12.56,12.48,,12.21 -1980-10-30,,,,13.61,13.04,12.93,12.71,12.53,12.48,,12.28 -1980-10-31,,,,13.78,13.08,12.97,12.74,12.56,12.46,,12.23 -1980-11-03,,,,14.04,13.23,13.03,12.74,12.54,12.46,,12.22 +1980-10-14,,,,11.97,11.67,11.60,11.50,11.43,11.37,11.31,11.16 +1980-10-15,,,,11.76,11.58,11.51,11.44,11.38,11.29,11.26,11.11 +1980-10-16,,,,11.99,11.69,11.65,11.55,11.49,11.47,11.42,11.27 +1980-10-17,,,,12.18,11.91,11.84,11.69,11.65,11.62,11.59,11.44 +1980-10-20,,,,12.31,12.00,11.87,11.72,11.67,11.64,11.61,11.44 +1980-10-21,,,,12.41,12.11,11.96,11.81,11.74,11.70,11.70,11.53 +1980-10-22,,,,12.76,12.31,12.24,12.07,11.92,11.88,11.91,11.74 +1980-10-23,,,,12.66,12.31,12.20,11.95,11.87,11.82,11.87,11.68 +1980-10-24,,,,12.65,12.25,12.12,11.89,11.80,11.74,11.80,11.61 +1980-10-27,,,,13.19,12.73,12.56,12.32,12.21,12.13,12.15,11.96 +1980-10-28,,,,13.44,12.91,12.77,12.56,12.38,12.32,12.30,12.14 +1980-10-29,,,,13.55,12.98,12.89,12.75,12.56,12.48,12.38,12.21 +1980-10-30,,,,13.61,13.04,12.93,12.71,12.53,12.48,12.43,12.28 +1980-10-31,,,,13.78,13.08,12.97,12.74,12.56,12.46,12.38,12.23 +1980-11-03,,,,14.04,13.23,13.03,12.74,12.54,12.46,12.37,12.22 1980-11-04,,,,,,,,,,, -1980-11-05,,,,14.09,13.38,13.34,12.95,12.72,12.61,,12.36 -1980-11-06,,,,14.15,13.57,13.49,13.19,13.07,13.04,,12.59 -1980-11-07,,,,13.61,13.36,13.22,12.87,12.72,12.66,,12.59 -1980-11-10,,,,13.83,13.29,13.23,12.88,12.75,12.78,,12.71 +1980-11-05,,,,14.09,13.38,13.34,12.95,12.72,12.61,12.51,12.36 +1980-11-06,,,,14.15,13.57,13.49,13.19,13.07,13.04,12.74,12.59 +1980-11-07,,,,13.61,13.36,13.22,12.87,12.72,12.66,12.63,12.59 +1980-11-10,,,,13.83,13.29,13.23,12.88,12.75,12.78,12.75,12.71 1980-11-11,,,,,,,,,,, -1980-11-12,,,,13.43,12.86,12.79,12.39,12.30,12.47,,12.26 -1980-11-13,,,,13.41,12.89,12.80,12.38,12.30,12.49,,12.23 -1980-11-14,,,,13.75,13.25,13.15,12.70,12.66,12.79,,12.45 -1980-11-17,,,,14.50,13.71,13.52,12.95,12.95,12.95,,12.60 -1980-11-18,,,,14.05,13.47,13.25,12.67,12.65,12.62,,12.29 -1980-11-19,,,,13.90,13.37,13.08,12.60,12.56,12.51,,12.19 -1980-11-20,,,,14.06,13.53,13.27,12.68,12.64,12.59,,12.22 -1980-11-21,,,,14.51,13.83,13.54,12.97,12.88,12.80,,12.37 -1980-11-24,,,,14.54,13.88,13.57,13.00,12.82,12.76,,12.31 -1980-11-25,,,,14.62,13.99,13.63,13.07,12.85,12.74,,12.30 -1980-11-26,,,,14.94,14.00,13.59,13.01,12.76,12.65,,12.27 +1980-11-12,,,,13.43,12.86,12.79,12.39,12.30,12.47,12.30,12.26 +1980-11-13,,,,13.41,12.89,12.80,12.38,12.30,12.49,12.27,12.23 +1980-11-14,,,,13.75,13.25,13.15,12.70,12.66,12.79,12.49,12.45 +1980-11-17,,,,14.50,13.71,13.52,12.95,12.95,12.95,12.65,12.60 +1980-11-18,,,,14.05,13.47,13.25,12.67,12.65,12.62,12.32,12.29 +1980-11-19,,,,13.90,13.37,13.08,12.60,12.56,12.51,12.22,12.19 +1980-11-20,,,,14.06,13.53,13.27,12.68,12.64,12.59,12.28,12.22 +1980-11-21,,,,14.51,13.83,13.54,12.97,12.88,12.80,12.45,12.37 +1980-11-24,,,,14.54,13.88,13.57,13.00,12.82,12.76,12.39,12.31 +1980-11-25,,,,14.62,13.99,13.63,13.07,12.85,12.74,12.37,12.30 +1980-11-26,,,,14.94,14.00,13.59,13.01,12.76,12.65,12.33,12.27 1980-11-27,,,,,,,,,,, -1980-11-28,,,,15.13,14.13,13.69,13.14,12.86,12.72,,12.32 -1980-12-01,,,,15.36,14.25,13.81,13.35,13.07,12.92,,12.51 -1980-12-02,,,,15.27,14.25,13.77,13.37,13.09,12.95,,12.50 -1980-12-03,,,,14.95,14.04,13.67,13.42,13.10,12.92,,12.41 -1980-12-04,,,,15.04,14.15,13.73,13.43,13.10,12.91,,12.43 -1980-12-05,,,,15.29,14.34,13.89,13.45,13.10,12.85,,12.33 -1980-12-08,,,,15.37,14.45,13.95,13.51,13.16,12.91,,12.42 -1980-12-09,,,,15.45,14.54,14.04,13.61,13.30,13.10,,12.68 -1980-12-10,,,,15.60,14.59,14.03,13.63,13.33,13.15,,12.80 -1980-12-11,,,,15.85,14.97,14.37,14.04,13.74,13.57,,13.17 -1980-12-12,,,,15.35,14.74,14.09,13.63,13.37,13.21,,12.82 -1980-12-15,,,,15.61,14.83,14.19,13.75,13.45,13.25,,12.85 -1980-12-16,,,,15.88,15.12,14.41,14.04,13.75,13.51,,12.95 -1980-12-17,,,,15.70,14.98,14.31,13.87,13.55,13.28,,12.74 -1980-12-18,,,,15.55,14.89,14.28,13.79,13.48,13.22,,12.62 -1980-12-19,,,,14.47,14.05,13.66,13.02,12.77,12.64,,12.22 -1980-12-22,,,,13.83,13.24,12.89,12.34,12.21,12.14,,11.75 -1980-12-23,,,,13.61,13.04,12.86,12.50,12.41,12.35,,11.93 -1980-12-24,,,,14.05,13.37,13.07,12.61,12.48,12.42,,11.95 +1980-11-28,,,,15.13,14.13,13.69,13.14,12.86,12.72,12.38,12.32 +1980-12-01,,,,15.36,14.25,13.81,13.35,13.07,12.92,12.55,12.51 +1980-12-02,,,,15.27,14.25,13.77,13.37,13.09,12.95,12.54,12.50 +1980-12-03,,,,14.95,14.04,13.67,13.42,13.10,12.92,12.45,12.41 +1980-12-04,,,,15.04,14.15,13.73,13.43,13.10,12.91,12.47,12.43 +1980-12-05,,,,15.29,14.34,13.89,13.45,13.10,12.85,12.39,12.33 +1980-12-08,,,,15.37,14.45,13.95,13.51,13.16,12.91,12.43,12.42 +1980-12-09,,,,15.45,14.54,14.04,13.61,13.30,13.10,12.75,12.68 +1980-12-10,,,,15.60,14.59,14.03,13.63,13.33,13.15,12.85,12.80 +1980-12-11,,,,15.85,14.97,14.37,14.04,13.74,13.57,13.26,13.17 +1980-12-12,,,,15.35,14.74,14.09,13.63,13.37,13.21,12.99,12.82 +1980-12-15,,,,15.61,14.83,14.19,13.75,13.45,13.25,13.00,12.85 +1980-12-16,,,,15.88,15.12,14.41,14.04,13.75,13.51,13.13,12.95 +1980-12-17,,,,15.70,14.98,14.31,13.87,13.55,13.28,12.87,12.74 +1980-12-18,,,,15.55,14.89,14.28,13.79,13.48,13.22,12.72,12.62 +1980-12-19,,,,14.47,14.05,13.66,13.02,12.77,12.64,12.31,12.22 +1980-12-22,,,,13.83,13.24,12.89,12.34,12.21,12.14,11.86,11.75 +1980-12-23,,,,13.61,13.04,12.86,12.50,12.41,12.35,12.04,11.93 +1980-12-24,,,,14.05,13.37,13.07,12.61,12.48,12.42,12.08,11.95 1980-12-25,,,,,,,,,,, -1980-12-26,,,,13.78,12.95,12.81,12.53,12.38,12.25,,11.84 -1980-12-29,,,,13.70,12.87,12.71,12.41,12.31,12.20,,11.84 -1980-12-30,,,,13.81,12.97,12.83,12.55,12.43,12.39,,11.96 -1980-12-31,,,,13.86,13.06,12.85,12.59,12.49,12.43,,11.98 +1980-12-26,,,,13.78,12.95,12.81,12.53,12.38,12.25,11.97,11.84 +1980-12-29,,,,13.70,12.87,12.71,12.41,12.31,12.20,11.93,11.84 +1980-12-30,,,,13.81,12.97,12.83,12.55,12.43,12.39,12.07,11.96 +1980-12-31,,,,13.86,13.06,12.85,12.59,12.49,12.43,12.09,11.98 1981-01-01,,,,,,,,,,, -1981-01-02,,,,14.06,13.10,12.83,12.61,12.50,12.42,,12.01 -1981-01-05,,,,13.09,12.28,12.28,12.29,12.21,12.15,,11.67 -1981-01-06,,,,13.23,12.42,12.31,12.21,12.14,12.11,,11.67 -1981-01-07,,,,13.88,12.92,12.78,12.61,12.47,12.38,,11.89 -1981-01-08,,,,13.96,13.09,12.95,12.68,12.50,12.35,,11.91 -1981-01-09,,,,14.24,13.53,13.28,12.88,12.69,12.57,,12.13 -1981-01-12,,,,14.06,13.17,12.94,12.71,12.60,12.45,,12.08 -1981-01-13,,,,14.04,13.30,12.97,12.68,12.62,12.53,,12.08 -1981-01-14,,,,13.75,12.95,12.75,12.61,12.58,12.53,,12.07 -1981-01-15,,,,13.86,13.25,13.02,12.77,12.70,12.62,,12.25 -1981-01-16,,,,13.84,13.08,12.85,12.66,12.61,12.53,,12.13 -1981-01-19,,,,14.43,13.62,13.25,12.92,12.79,12.64,,12.25 -1981-01-20,,,,14.20,13.48,13.10,12.77,12.66,12.50,,12.11 -1981-01-21,,,,14.57,13.79,13.38,13.08,12.90,12.77,,12.33 -1981-01-22,,,,14.69,13.83,13.47,13.16,12.96,12.87,,12.46 -1981-01-23,,,,14.69,13.74,13.42,13.10,12.93,12.84,,12.38 -1981-01-26,,,,14.29,13.40,13.09,12.89,12.75,12.70,,12.28 -1981-01-27,,,,14.34,13.40,13.14,12.92,12.82,12.73,,12.31 -1981-01-28,,,,14.34,13.48,13.19,12.94,12.82,12.77,,12.33 -1981-01-29,,,,14.22,13.42,13.16,12.89,12.80,12.80,,12.38 -1981-01-30,,,,14.00,13.26,13.05,12.80,12.73,12.68,,12.28 -1981-02-02,,,,14.28,13.51,13.29,13.02,12.89,12.86,,12.45 -1981-02-03,,,,14.51,13.70,13.48,13.20,13.03,12.98,,12.61 -1981-02-04,,,,14.29,13.63,13.38,13.09,12.93,12.86,,12.49 -1981-02-05,,,,14.35,13.63,13.35,13.10,13.00,12.95,,12.70 -1981-02-06,,,,14.61,13.89,13.55,13.23,13.15,13.09,,12.73 -1981-02-09,,,,14.68,13.97,13.61,13.35,13.23,13.21,,12.81 -1981-02-10,,,,14.81,14.10,13.78,13.50,13.35,13.27,,12.92 -1981-02-11,,,,15.03,14.34,13.97,13.66,13.47,13.42,,13.01 +1981-01-02,,,,14.06,13.10,12.83,12.61,12.50,12.42,12.11,12.01 +1981-01-05,,,,13.09,12.28,12.28,12.29,12.21,12.15,11.77,11.67 +1981-01-06,,,,13.23,12.42,12.31,12.21,12.14,12.11,11.82,11.67 +1981-01-07,,,,13.88,12.92,12.78,12.61,12.47,12.38,12.02,11.89 +1981-01-08,,,,13.96,13.09,12.95,12.68,12.50,12.35,12.03,11.91 +1981-01-09,,,,14.24,13.53,13.28,12.88,12.69,12.57,12.26,12.13 +1981-01-12,,,,14.06,13.17,12.94,12.71,12.60,12.45,12.23,12.08 +1981-01-13,,,,14.04,13.30,12.97,12.68,12.62,12.53,12.22,12.08 +1981-01-14,,,,13.75,12.95,12.75,12.61,12.58,12.53,12.24,12.07 +1981-01-15,,,,13.86,13.25,13.02,12.77,12.70,12.62,12.40,12.25 +1981-01-16,,,,13.84,13.08,12.85,12.66,12.61,12.53,12.28,12.13 +1981-01-19,,,,14.43,13.62,13.25,12.92,12.79,12.64,12.39,12.25 +1981-01-20,,,,14.20,13.48,13.10,12.77,12.66,12.50,12.27,12.11 +1981-01-21,,,,14.57,13.79,13.38,13.08,12.90,12.77,12.51,12.33 +1981-01-22,,,,14.69,13.83,13.47,13.16,12.96,12.87,12.65,12.46 +1981-01-23,,,,14.69,13.74,13.42,13.10,12.93,12.84,12.57,12.38 +1981-01-26,,,,14.29,13.40,13.09,12.89,12.75,12.70,12.44,12.28 +1981-01-27,,,,14.34,13.40,13.14,12.92,12.82,12.73,12.46,12.31 +1981-01-28,,,,14.34,13.48,13.19,12.94,12.82,12.77,12.47,12.33 +1981-01-29,,,,14.22,13.42,13.16,12.89,12.80,12.80,12.56,12.38 +1981-01-30,,,,14.00,13.26,13.05,12.80,12.73,12.68,12.46,12.28 +1981-02-02,,,,14.28,13.51,13.29,13.02,12.89,12.86,12.55,12.45 +1981-02-03,,,,14.51,13.70,13.48,13.20,13.03,12.98,12.76,12.61 +1981-02-04,,,,14.29,13.63,13.38,13.09,12.93,12.86,12.68,12.49 +1981-02-05,,,,14.35,13.63,13.35,13.10,13.00,12.95,12.75,12.70 +1981-02-06,,,,14.61,13.89,13.55,13.23,13.15,13.09,12.86,12.73 +1981-02-09,,,,14.68,13.97,13.61,13.35,13.23,13.21,12.95,12.81 +1981-02-10,,,,14.81,14.10,13.78,13.50,13.35,13.27,13.10,12.92 +1981-02-11,,,,15.03,14.34,13.97,13.66,13.47,13.42,13.16,13.01 1981-02-12,,,,,,,,,,, -1981-02-13,,,,15.17,14.45,14.09,13.84,13.76,13.65,,13.20 +1981-02-13,,,,15.17,14.45,14.09,13.84,13.76,13.65,13.40,13.20 1981-02-16,,,,,,,,,,, -1981-02-17,,,,14.82,13.97,13.69,13.46,13.40,13.33,,12.93 -1981-02-18,,,,14.70,13.98,13.66,13.45,13.38,13.30,,12.88 -1981-02-19,,,,14.33,13.72,13.45,13.25,13.17,13.09,,12.71 -1981-02-20,,,,14.15,13.55,13.33,13.10,12.99,12.90,,12.54 -1981-02-23,,,,14.47,13.92,13.64,13.49,13.29,13.19,,12.81 -1981-02-24,,,,14.45,14.00,13.70,13.51,13.30,13.21,,12.81 -1981-02-25,,,,14.47,14.00,13.76,13.61,13.41,13.29,,12.89 -1981-02-26,,,,14.52,14.10,13.97,13.80,13.65,13.47,,12.98 -1981-02-27,,,,14.59,14.08,13.95,13.76,13.58,13.43,,12.97 -1981-03-02,,,,14.91,14.40,14.17,13.92,13.76,13.62,,13.19 -1981-03-03,,,,14.69,14.13,13.96,13.78,13.58,13.43,,13.00 -1981-03-04,,,,14.77,14.21,13.99,13.82,13.59,13.45,,13.03 -1981-03-05,,,,14.73,14.17,13.95,13.78,13.56,13.43,,13.00 -1981-03-06,,,,14.33,13.91,13.68,13.49,13.32,13.20,,12.73 -1981-03-09,,,,14.19,13.84,13.65,13.39,13.20,13.09,,12.64 -1981-03-10,,,,14.05,13.74,13.58,13.37,13.17,13.08,,12.69 -1981-03-11,,,,14.07,13.79,13.62,13.40,13.21,13.12,,12.74 -1981-03-12,,,,13.82,13.70,13.53,13.33,13.15,13.03,,12.59 -1981-03-13,,,,13.47,13.45,13.36,13.18,12.96,12.86,,12.42 -1981-03-16,,,,13.28,13.30,13.27,13.15,12.92,12.85,,12.41 -1981-03-17,,,,13.21,13.20,13.20,12.97,12.80,12.68,,12.25 -1981-03-18,,,,12.72,12.75,12.85,12.80,12.69,12.58,,12.16 -1981-03-19,,,,12.79,12.84,12.98,12.95,12.81,12.67,,12.28 -1981-03-20,,,,12.82,12.88,12.99,13.01,12.91,12.77,,12.34 -1981-03-23,,,,13.40,13.36,13.44,13.38,13.24,13.13,,12.71 -1981-03-24,,,,13.45,13.55,13.57,13.57,13.50,13.30,,12.84 -1981-03-25,,,,13.42,13.51,13.51,13.51,13.34,13.21,,12.77 -1981-03-26,,,,13.65,13.62,13.64,13.63,13.50,13.34,,12.92 -1981-03-27,,,,13.61,13.67,13.67,13.68,13.51,13.36,,12.93 -1981-03-30,,,,13.21,13.32,13.40,13.48,13.33,13.22,,12.80 -1981-03-31,,,,13.05,13.17,13.27,13.39,13.30,13.13,,12.65 -1981-04-01,,,,12.99,13.19,13.29,13.36,13.28,13.14,,12.65 -1981-04-02,,,,13.23,13.40,13.44,13.46,13.38,13.25,,12.80 -1981-04-03,,,,13.53,13.57,13.62,13.62,13.50,13.40,,12.94 -1981-04-06,,,,14.19,14.13,14.10,14.01,13.93,13.74,,13.28 -1981-04-07,,,,13.83,13.70,13.73,13.74,13.60,13.41,,12.99 -1981-04-08,,,,13.91,13.89,13.88,13.85,13.74,13.61,,13.15 -1981-04-09,,,,13.98,13.87,13.84,13.77,13.63,13.45,,13.02 -1981-04-10,,,,13.99,13.90,13.89,13.84,13.73,13.59,,13.15 -1981-04-13,,,,14.28,14.05,14.05,14.01,13.88,13.68,,13.23 -1981-04-14,,,,13.99,13.92,13.92,13.89,13.78,13.58,,13.13 -1981-04-15,,,,14.36,14.19,14.13,14.05,13.92,13.74,,13.29 -1981-04-16,,,,14.45,14.23,14.16,14.08,13.98,13.79,,13.32 +1981-02-17,,,,14.82,13.97,13.69,13.46,13.40,13.33,13.14,12.93 +1981-02-18,,,,14.70,13.98,13.66,13.45,13.38,13.30,13.08,12.88 +1981-02-19,,,,14.33,13.72,13.45,13.25,13.17,13.09,12.91,12.71 +1981-02-20,,,,14.15,13.55,13.33,13.10,12.99,12.90,12.74,12.54 +1981-02-23,,,,14.47,13.92,13.64,13.49,13.29,13.19,13.01,12.81 +1981-02-24,,,,14.45,14.00,13.70,13.51,13.30,13.21,13.01,12.81 +1981-02-25,,,,14.47,14.00,13.76,13.61,13.41,13.29,13.07,12.89 +1981-02-26,,,,14.52,14.10,13.97,13.80,13.65,13.47,13.23,12.98 +1981-02-27,,,,14.59,14.08,13.95,13.76,13.58,13.43,13.18,12.97 +1981-03-02,,,,14.91,14.40,14.17,13.92,13.76,13.62,13.37,13.19 +1981-03-03,,,,14.69,14.13,13.96,13.78,13.58,13.43,13.21,13.00 +1981-03-04,,,,14.77,14.21,13.99,13.82,13.59,13.45,13.25,13.03 +1981-03-05,,,,14.73,14.17,13.95,13.78,13.56,13.43,13.22,13.00 +1981-03-06,,,,14.33,13.91,13.68,13.49,13.32,13.20,12.98,12.73 +1981-03-09,,,,14.19,13.84,13.65,13.39,13.20,13.09,12.89,12.64 +1981-03-10,,,,14.05,13.74,13.58,13.37,13.17,13.08,12.94,12.69 +1981-03-11,,,,14.07,13.79,13.62,13.40,13.21,13.12,12.95,12.74 +1981-03-12,,,,13.82,13.70,13.53,13.33,13.15,13.03,12.86,12.59 +1981-03-13,,,,13.47,13.45,13.36,13.18,12.96,12.86,12.69,12.42 +1981-03-16,,,,13.28,13.30,13.27,13.15,12.92,12.85,12.61,12.41 +1981-03-17,,,,13.21,13.20,13.20,12.97,12.80,12.68,12.55,12.25 +1981-03-18,,,,12.72,12.75,12.85,12.80,12.69,12.58,12.42,12.16 +1981-03-19,,,,12.79,12.84,12.98,12.95,12.81,12.67,12.51,12.28 +1981-03-20,,,,12.82,12.88,12.99,13.01,12.91,12.77,12.61,12.34 +1981-03-23,,,,13.40,13.36,13.44,13.38,13.24,13.13,12.96,12.71 +1981-03-24,,,,13.45,13.55,13.57,13.57,13.50,13.30,13.08,12.84 +1981-03-25,,,,13.42,13.51,13.51,13.51,13.34,13.21,13.05,12.77 +1981-03-26,,,,13.65,13.62,13.64,13.63,13.50,13.34,13.23,12.92 +1981-03-27,,,,13.61,13.67,13.67,13.68,13.51,13.36,13.21,12.93 +1981-03-30,,,,13.21,13.32,13.40,13.48,13.33,13.22,13.08,12.80 +1981-03-31,,,,13.05,13.17,13.27,13.39,13.30,13.13,12.95,12.65 +1981-04-01,,,,12.99,13.19,13.29,13.36,13.28,13.14,12.94,12.65 +1981-04-02,,,,13.23,13.40,13.44,13.46,13.38,13.25,13.06,12.80 +1981-04-03,,,,13.53,13.57,13.62,13.62,13.50,13.40,13.22,12.94 +1981-04-06,,,,14.19,14.13,14.10,14.01,13.93,13.74,13.53,13.28 +1981-04-07,,,,13.83,13.70,13.73,13.74,13.60,13.41,13.27,12.99 +1981-04-08,,,,13.91,13.89,13.88,13.85,13.74,13.61,13.38,13.15 +1981-04-09,,,,13.98,13.87,13.84,13.77,13.63,13.45,13.28,13.02 +1981-04-10,,,,13.99,13.90,13.89,13.84,13.73,13.59,13.44,13.15 +1981-04-13,,,,14.28,14.05,14.05,14.01,13.88,13.68,13.52,13.23 +1981-04-14,,,,13.99,13.92,13.92,13.89,13.78,13.58,13.39,13.13 +1981-04-15,,,,14.36,14.19,14.13,14.05,13.92,13.74,13.57,13.29 +1981-04-16,,,,14.45,14.23,14.16,14.08,13.98,13.79,13.58,13.32 1981-04-17,,,,,,,,,,, -1981-04-20,,,,14.59,14.33,14.20,14.10,13.90,13.69,,13.17 -1981-04-21,,,,14.62,14.34,14.25,14.07,13.90,13.73,,13.20 -1981-04-22,,,,14.63,14.41,14.31,14.13,13.95,13.78,,13.25 -1981-04-23,,,,14.71,14.51,14.38,14.18,13.99,13.80,,13.28 -1981-04-24,,,,14.97,14.66,14.49,14.24,14.08,13.88,,13.35 -1981-04-27,,,,15.09,14.73,14.55,14.31,14.13,13.92,,13.38 -1981-04-28,,,,15.04,14.65,14.49,14.28,14.09,13.93,,13.39 -1981-04-29,,,,15.05,14.67,14.55,14.37,14.19,14.05,,13.50 -1981-04-30,,,,15.33,14.84,14.68,14.45,14.26,14.11,,13.65 -1981-05-01,,,,15.04,14.72,14.57,14.37,14.20,14.05,,13.59 -1981-05-04,,,,15.96,15.37,15.14,14.83,14.59,14.47,,13.98 -1981-05-05,,,,16.55,15.94,15.69,15.35,14.99,14.69,,14.11 -1981-05-06,,,,16.49,15.83,15.43,15.02,14.72,14.56,,13.97 -1981-05-07,,,,16.39,15.69,15.29,14.83,14.51,14.33,,13.84 -1981-05-08,,,,16.39,15.69,15.21,14.66,14.40,14.23,,13.76 -1981-05-11,,,,16.51,15.74,15.30,14.87,14.54,14.34,,13.89 -1981-05-12,,,,16.82,15.93,15.48,15.06,14.67,14.46,,13.95 -1981-05-13,,,,16.76,15.94,15.52,15.05,14.69,14.49,,13.95 -1981-05-14,,,,16.55,15.80,15.38,14.84,14.48,14.24,,13.66 -1981-05-15,,,,16.53,15.55,15.13,14.59,14.21,14.07,,13.58 -1981-05-18,,,,16.01,15.19,14.71,14.22,13.93,13.80,,13.31 -1981-05-19,,,,16.43,15.47,15.03,14.59,14.16,13.95,,13.47 -1981-05-20,,,,16.51,15.63,15.19,14.71,14.25,14.00,,13.45 -1981-05-21,,,,16.86,15.75,15.33,14.77,14.29,14.05,,13.53 -1981-05-22,,,,16.38,15.48,14.99,14.39,14.09,13.82,,13.36 +1981-04-20,,,,14.59,14.33,14.20,14.10,13.90,13.69,13.45,13.17 +1981-04-21,,,,14.62,14.34,14.25,14.07,13.90,13.73,13.44,13.20 +1981-04-22,,,,14.63,14.41,14.31,14.13,13.95,13.78,13.51,13.25 +1981-04-23,,,,14.71,14.51,14.38,14.18,13.99,13.80,13.54,13.28 +1981-04-24,,,,14.97,14.66,14.49,14.24,14.08,13.88,13.61,13.35 +1981-04-27,,,,15.09,14.73,14.55,14.31,14.13,13.92,13.64,13.38 +1981-04-28,,,,15.04,14.65,14.49,14.28,14.09,13.93,13.64,13.39 +1981-04-29,,,,15.05,14.67,14.55,14.37,14.19,14.05,13.77,13.50 +1981-04-30,,,,15.33,14.84,14.68,14.45,14.26,14.11,13.87,13.65 +1981-05-01,,,,15.04,14.72,14.57,14.37,14.20,14.05,13.84,13.59 +1981-05-04,,,,15.96,15.37,15.14,14.83,14.59,14.47,14.19,13.98 +1981-05-05,,,,16.55,15.94,15.69,15.35,14.99,14.69,14.38,14.11 +1981-05-06,,,,16.49,15.83,15.43,15.02,14.72,14.56,14.20,13.97 +1981-05-07,,,,16.39,15.69,15.29,14.83,14.51,14.33,14.03,13.84 +1981-05-08,,,,16.39,15.69,15.21,14.66,14.40,14.23,13.96,13.76 +1981-05-11,,,,16.51,15.74,15.30,14.87,14.54,14.34,14.07,13.89 +1981-05-12,,,,16.82,15.93,15.48,15.06,14.67,14.46,14.13,13.95 +1981-05-13,,,,16.76,15.94,15.52,15.05,14.69,14.49,14.17,13.95 +1981-05-14,,,,16.55,15.80,15.38,14.84,14.48,14.24,13.89,13.66 +1981-05-15,,,,16.53,15.55,15.13,14.59,14.21,14.07,13.79,13.58 +1981-05-18,,,,16.01,15.19,14.71,14.22,13.93,13.80,13.50,13.31 +1981-05-19,,,,16.43,15.47,15.03,14.59,14.16,13.95,13.66,13.47 +1981-05-20,,,,16.51,15.63,15.19,14.71,14.25,14.00,13.69,13.45 +1981-05-21,,,,16.86,15.75,15.33,14.77,14.29,14.05,13.72,13.53 +1981-05-22,,,,16.38,15.48,14.99,14.39,14.09,13.82,13.62,13.36 1981-05-25,,,,,,,,,,, -1981-05-26,,,,15.81,15.09,14.63,14.13,13.87,13.67,,13.22 -1981-05-27,,,,15.81,15.14,14.78,14.24,13.95,13.71,,13.27 -1981-05-28,,,,15.32,14.79,14.47,13.99,13.77,13.56,,13.10 -1981-05-29,,,,14.81,14.40,14.31,13.99,13.65,13.50,,13.06 -1981-06-01,,,,15.13,14.47,14.35,13.99,13.61,13.46,,13.06 -1981-06-02,,,,15.21,14.66,14.45,14.07,13.75,13.58,,13.13 -1981-06-03,,,,15.17,14.65,14.38,14.05,13.71,13.55,,13.08 -1981-06-04,,,,15.33,14.76,14.45,14.10,13.76,13.51,,13.04 -1981-06-05,,,,15.27,14.73,14.45,14.10,13.78,13.56,,13.11 -1981-06-08,,,,14.68,14.31,14.11,13.78,13.53,13.36,,12.87 -1981-06-09,,,,14.71,14.41,14.20,13.87,13.59,13.37,,12.89 -1981-06-10,,,,14.65,14.31,14.11,13.78,13.51,13.31,,12.82 -1981-06-11,,,,14.85,14.40,14.16,13.84,13.57,13.32,,12.84 -1981-06-12,,,,14.78,14.44,14.21,13.87,13.61,13.35,,12.84 -1981-06-15,,,,14.20,14.03,13.86,13.57,13.33,13.09,,12.61 -1981-06-16,,,,14.34,14.11,13.88,13.58,13.27,13.08,,12.59 -1981-06-17,,,,14.67,14.37,14.11,13.71,13.40,13.23,,12.73 -1981-06-18,,,,15.19,14.66,14.46,14.10,13.75,13.57,,12.98 -1981-06-19,,,,14.97,14.65,14.44,14.07,13.71,13.46,,12.90 -1981-06-22,,,,14.67,14.49,14.31,13.96,13.63,13.44,,12.86 -1981-06-23,,,,14.88,14.59,14.35,14.00,13.62,13.56,,12.99 -1981-06-24,,,,15.04,14.71,14.46,14.10,13.83,13.66,,13.10 -1981-06-25,,,,14.95,14.65,14.42,14.08,13.87,13.70,,13.14 -1981-06-26,,,,14.74,14.59,14.39,14.09,13.84,13.69,,13.14 -1981-06-29,,,,14.60,14.48,14.33,14.01,13.84,13.68,,13.11 -1981-06-30,,,,14.87,14.66,14.57,14.25,14.15,13.86,,13.30 -1981-07-01,,,,15.20,14.94,14.70,14.47,14.24,14.04,,13.47 -1981-07-02,,,,15.10,14.87,14.70,14.38,14.17,13.95,,13.35 +1981-05-26,,,,15.81,15.09,14.63,14.13,13.87,13.67,13.41,13.22 +1981-05-27,,,,15.81,15.14,14.78,14.24,13.95,13.71,13.50,13.27 +1981-05-28,,,,15.32,14.79,14.47,13.99,13.77,13.56,13.35,13.10 +1981-05-29,,,,14.81,14.40,14.31,13.99,13.65,13.50,13.31,13.06 +1981-06-01,,,,15.13,14.47,14.35,13.99,13.61,13.46,13.22,13.06 +1981-06-02,,,,15.21,14.66,14.45,14.07,13.75,13.58,13.32,13.13 +1981-06-03,,,,15.17,14.65,14.38,14.05,13.71,13.55,13.30,13.08 +1981-06-04,,,,15.33,14.76,14.45,14.10,13.76,13.51,13.28,13.04 +1981-06-05,,,,15.27,14.73,14.45,14.10,13.78,13.56,13.27,13.11 +1981-06-08,,,,14.68,14.31,14.11,13.78,13.53,13.36,13.08,12.87 +1981-06-09,,,,14.71,14.41,14.20,13.87,13.59,13.37,13.11,12.89 +1981-06-10,,,,14.65,14.31,14.11,13.78,13.51,13.31,13.03,12.82 +1981-06-11,,,,14.85,14.40,14.16,13.84,13.57,13.32,13.05,12.84 +1981-06-12,,,,14.78,14.44,14.21,13.87,13.61,13.35,13.05,12.84 +1981-06-15,,,,14.20,14.03,13.86,13.57,13.33,13.09,12.84,12.61 +1981-06-16,,,,14.34,14.11,13.88,13.58,13.27,13.08,12.85,12.59 +1981-06-17,,,,14.67,14.37,14.11,13.71,13.40,13.23,12.96,12.73 +1981-06-18,,,,15.19,14.66,14.46,14.10,13.75,13.57,13.23,12.98 +1981-06-19,,,,14.97,14.65,14.44,14.07,13.71,13.46,13.15,12.90 +1981-06-22,,,,14.67,14.49,14.31,13.96,13.63,13.44,13.13,12.86 +1981-06-23,,,,14.88,14.59,14.35,14.00,13.62,13.56,13.22,12.99 +1981-06-24,,,,15.04,14.71,14.46,14.10,13.83,13.66,13.38,13.10 +1981-06-25,,,,14.95,14.65,14.42,14.08,13.87,13.70,13.41,13.14 +1981-06-26,,,,14.74,14.59,14.39,14.09,13.84,13.69,13.44,13.14 +1981-06-29,,,,14.60,14.48,14.33,14.01,13.84,13.68,13.41,13.11 +1981-06-30,,,,14.87,14.66,14.57,14.25,14.15,13.86,13.59,13.30 +1981-07-01,,,,15.20,14.94,14.70,14.47,14.24,14.04,13.78,13.47 +1981-07-02,,,,15.10,14.87,14.70,14.38,14.17,13.95,13.66,13.35 1981-07-03,,,,,,,,,,, -1981-07-06,,,,14.93,14.68,14.57,14.27,14.05,13.81,,13.19 -1981-07-07,,,,15.31,14.92,14.73,14.49,14.25,14.04,,13.42 -1981-07-08,,,,15.32,15.02,14.83,14.57,14.31,14.11,,13.43 -1981-07-09,,,,15.62,15.14,14.90,14.60,14.35,14.12,,13.47 -1981-07-10,,,,15.18,14.88,14.75,14.45,14.16,13.94,,13.25 -1981-07-13,,,,15.12,14.83,14.71,14.41,14.19,13.99,,13.33 -1981-07-14,,,,15.42,15.07,14.90,14.55,14.30,14.15,,13.49 -1981-07-15,,,,15.35,15.03,14.85,14.55,14.27,14.07,,13.35 -1981-07-16,,,,15.44,15.11,14.92,14.59,14.31,14.11,,13.44 -1981-07-17,,,,15.37,15.07,14.92,14.53,14.29,14.09,,13.40 -1981-07-20,,,,16.47,15.96,15.75,15.25,14.87,14.59,,13.87 -1981-07-21,,,,16.52,16.00,15.66,15.23,14.85,14.61,,13.84 -1981-07-22,,,,16.49,15.95,15.69,15.24,14.81,14.63,,13.87 -1981-07-23,,,,16.27,15.85,15.59,15.17,14.79,14.57,,13.80 -1981-07-24,,,,16.03,15.64,15.37,14.96,14.61,14.41,,13.65 -1981-07-27,,,,15.92,15.57,15.28,14.87,14.61,14.43,,13.70 -1981-07-28,,,,16.23,15.78,15.57,15.04,14.75,14.53,,13.80 -1981-07-29,,,,16.21,15.76,15.60,15.21,14.86,14.61,,13.92 -1981-07-30,,,,16.19,15.88,15.69,15.31,14.93,14.71,,13.95 -1981-07-31,,,,16.12,15.84,15.63,15.24,14.87,14.67,,13.96 -1981-08-03,,,,16.58,16.16,16.04,15.62,15.23,14.95,,14.27 -1981-08-04,,,,16.52,16.16,15.97,15.60,15.25,14.95,,14.17 -1981-08-05,,,,16.51,16.07,15.83,15.40,15.16,14.91,,14.15 -1981-08-06,,,,16.53,16.03,15.77,15.31,15.07,14.86,,14.04 -1981-08-07,,,,16.65,16.05,15.79,15.34,15.05,14.83,,14.07 -1981-08-10,,,,16.34,15.83,15.55,15.08,14.81,14.65,,13.88 -1981-08-11,,,,16.10,15.67,15.37,14.87,14.57,14.40,,13.63 -1981-08-12,,,,16.52,16.02,15.70,15.12,14.82,14.61,,13.82 -1981-08-13,,,,16.59,16.13,15.83,15.26,14.92,14.65,,13.88 -1981-08-14,,,,16.72,16.19,15.88,15.34,15.04,14.74,,13.95 -1981-08-17,,,,16.82,16.22,15.91,15.39,15.00,14.71,,13.90 -1981-08-18,,,,16.80,16.30,15.99,15.45,15.08,14.79,,13.95 -1981-08-19,,,,16.69,16.32,15.97,15.48,15.05,14.77,,13.95 -1981-08-20,,,,16.74,16.25,16.02,15.63,15.20,14.89,,14.08 -1981-08-21,,,,16.67,16.31,15.99,15.62,15.30,14.97,,14.14 -1981-08-24,,,,17.19,16.86,16.46,16.00,15.71,15.32,,14.57 -1981-08-25,,,,17.09,16.67,16.39,16.07,15.69,15.35,,14.61 -1981-08-26,,,,17.10,16.69,16.39,15.99,15.67,15.31,,14.60 -1981-08-27,,,,17.09,16.75,16.47,16.15,15.73,15.36,,14.59 -1981-08-28,,,,16.87,16.57,16.25,16.01,15.65,15.25,,14.49 -1981-08-31,,,,16.97,16.73,16.33,16.11,15.71,15.41,,14.78 -1981-09-01,,,,17.06,16.78,16.57,16.12,15.71,15.41,,14.70 -1981-09-02,,,,17.16,16.78,16.43,16.09,15.75,15.40,,14.70 -1981-09-03,,,,17.31,16.90,16.48,16.14,15.78,15.48,,14.82 -1981-09-04,,,,17.24,16.89,16.52,16.17,15.86,15.51,,14.84 +1981-07-06,,,,14.93,14.68,14.57,14.27,14.05,13.81,13.48,13.19 +1981-07-07,,,,15.31,14.92,14.73,14.49,14.25,14.04,13.71,13.42 +1981-07-08,,,,15.32,15.02,14.83,14.57,14.31,14.11,13.75,13.43 +1981-07-09,,,,15.62,15.14,14.90,14.60,14.35,14.12,13.77,13.47 +1981-07-10,,,,15.18,14.88,14.75,14.45,14.16,13.94,13.57,13.25 +1981-07-13,,,,15.12,14.83,14.71,14.41,14.19,13.99,13.65,13.33 +1981-07-14,,,,15.42,15.07,14.90,14.55,14.30,14.15,13.81,13.49 +1981-07-15,,,,15.35,15.03,14.85,14.55,14.27,14.07,13.68,13.35 +1981-07-16,,,,15.44,15.11,14.92,14.59,14.31,14.11,13.77,13.44 +1981-07-17,,,,15.37,15.07,14.92,14.53,14.29,14.09,13.73,13.40 +1981-07-20,,,,16.47,15.96,15.75,15.25,14.87,14.59,14.21,13.87 +1981-07-21,,,,16.52,16.00,15.66,15.23,14.85,14.61,14.21,13.84 +1981-07-22,,,,16.49,15.95,15.69,15.24,14.81,14.63,14.24,13.87 +1981-07-23,,,,16.27,15.85,15.59,15.17,14.79,14.57,14.19,13.80 +1981-07-24,,,,16.03,15.64,15.37,14.96,14.61,14.41,13.97,13.65 +1981-07-27,,,,15.92,15.57,15.28,14.87,14.61,14.43,14.07,13.70 +1981-07-28,,,,16.23,15.78,15.57,15.04,14.75,14.53,14.17,13.80 +1981-07-29,,,,16.21,15.76,15.60,15.21,14.86,14.61,14.30,13.92 +1981-07-30,,,,16.19,15.88,15.69,15.31,14.93,14.71,14.31,13.95 +1981-07-31,,,,16.12,15.84,15.63,15.24,14.87,14.67,14.31,13.96 +1981-08-03,,,,16.58,16.16,16.04,15.62,15.23,14.95,14.62,14.27 +1981-08-04,,,,16.52,16.16,15.97,15.60,15.25,14.95,14.54,14.17 +1981-08-05,,,,16.51,16.07,15.83,15.40,15.16,14.91,14.52,14.15 +1981-08-06,,,,16.53,16.03,15.77,15.31,15.07,14.86,14.44,14.04 +1981-08-07,,,,16.65,16.05,15.79,15.34,15.05,14.83,14.43,14.07 +1981-08-10,,,,16.34,15.83,15.55,15.08,14.81,14.65,14.19,13.88 +1981-08-11,,,,16.10,15.67,15.37,14.87,14.57,14.40,13.98,13.63 +1981-08-12,,,,16.52,16.02,15.70,15.12,14.82,14.61,14.12,13.82 +1981-08-13,,,,16.59,16.13,15.83,15.26,14.92,14.65,14.14,13.88 +1981-08-14,,,,16.72,16.19,15.88,15.34,15.04,14.74,14.27,13.95 +1981-08-17,,,,16.82,16.22,15.91,15.39,15.00,14.71,14.22,13.90 +1981-08-18,,,,16.80,16.30,15.99,15.45,15.08,14.79,14.31,13.95 +1981-08-19,,,,16.69,16.32,15.97,15.48,15.05,14.77,14.27,13.95 +1981-08-20,,,,16.74,16.25,16.02,15.63,15.20,14.89,14.43,14.08 +1981-08-21,,,,16.67,16.31,15.99,15.62,15.30,14.97,14.46,14.14 +1981-08-24,,,,17.19,16.86,16.46,16.00,15.71,15.32,14.95,14.57 +1981-08-25,,,,17.09,16.67,16.39,16.07,15.69,15.35,15.06,14.61 +1981-08-26,,,,17.10,16.69,16.39,15.99,15.67,15.31,15.00,14.60 +1981-08-27,,,,17.09,16.75,16.47,16.15,15.73,15.36,15.05,14.59 +1981-08-28,,,,16.87,16.57,16.25,16.01,15.65,15.25,14.87,14.49 +1981-08-31,,,,16.97,16.73,16.33,16.11,15.71,15.41,15.15,14.78 +1981-09-01,,17.01,17.17,17.06,16.78,16.57,16.12,15.71,15.41,15.09,14.70 +1981-09-02,,16.65,17.32,17.16,16.78,16.43,16.09,15.75,15.40,15.11,14.70 +1981-09-03,,16.96,17.42,17.31,16.90,16.48,16.14,15.78,15.48,15.21,14.82 +1981-09-04,,16.64,17.37,17.24,16.89,16.52,16.17,15.86,15.51,15.24,14.84 1981-09-07,,,,,,,,,,, -1981-09-08,,,,17.29,16.95,16.56,16.23,15.92,15.59,,14.99 -1981-09-09,,,,17.04,16.95,16.59,16.22,15.89,15.53,,14.73 -1981-09-10,,,,16.93,16.72,16.39,16.01,15.67,15.30,,14.68 -1981-09-11,,,,16.46,16.47,16.15,15.81,15.41,15.05,,14.49 -1981-09-14,,,,16.38,16.43,16.23,15.93,15.60,15.20,,14.51 -1981-09-15,,,,16.14,16.13,15.97,15.71,15.41,15.08,,14.44 -1981-09-16,,,,16.13,16.09,15.99,15.75,15.44,15.11,,14.42 -1981-09-17,,,,16.00,16.01,15.83,15.55,15.27,14.95,,14.26 -1981-09-18,,,,16.02,16.02,15.83,15.55,15.24,14.91,,14.22 -1981-09-21,,,,15.73,15.79,15.57,15.31,15.11,14.78,,14.09 -1981-09-22,,,,15.95,16.04,15.87,15.61,15.36,15.03,,14.33 -1981-09-23,,,,16.01,16.11,16.01,15.79,15.57,15.23,,14.61 -1981-09-24,,,,16.10,16.17,16.08,15.83,15.57,15.31,,14.69 -1981-09-25,,,,16.44,16.53,16.37,16.13,15.98,15.68,,15.08 -1981-09-28,,,,16.44,16.57,16.36,16.13,15.97,15.65,,15.01 -1981-09-29,,,,16.51,16.59,16.46,16.18,16.05,15.76,,15.20 -1981-09-30,,,,16.64,16.69,16.45,16.27,16.05,15.84,,15.19 -1981-10-01,,,,16.59,16.57,16.40,16.13,15.97,15.75,,15.14 -1981-10-02,,,,16.40,16.34,16.11,15.83,15.69,15.41,,14.80 -1981-10-05,,,,15.83,15.87,15.77,15.55,15.41,15.19,,14.62 -1981-10-06,,,,15.69,15.85,15.78,15.53,15.40,15.14,,14.60 -1981-10-07,,,,15.62,15.73,15.62,15.43,15.35,15.04,,14.54 -1981-10-08,,,,15.47,15.79,15.65,15.41,15.35,15.00,,14.44 -1981-10-09,,,,15.06,15.20,15.15,15.03,15.02,14.73,,14.26 +1981-09-08,,16.54,17.43,17.29,16.95,16.56,16.23,15.92,15.59,15.36,14.99 +1981-09-09,,16.39,17.08,17.04,16.95,16.59,16.22,15.89,15.53,15.23,14.73 +1981-09-10,,15.90,16.87,16.93,16.72,16.39,16.01,15.67,15.30,15.03,14.68 +1981-09-11,,15.76,16.33,16.46,16.47,16.15,15.81,15.41,15.05,14.86,14.49 +1981-09-14,,15.27,16.17,16.38,16.43,16.23,15.93,15.60,15.20,14.92,14.51 +1981-09-15,,15.16,15.92,16.14,16.13,15.97,15.71,15.41,15.08,14.80,14.44 +1981-09-16,,15.10,15.90,16.13,16.09,15.99,15.75,15.44,15.11,14.82,14.42 +1981-09-17,,15.18,15.69,16.00,16.01,15.83,15.55,15.27,14.95,14.68,14.26 +1981-09-18,,15.07,15.74,16.02,16.02,15.83,15.55,15.24,14.91,14.57,14.22 +1981-09-21,,14.98,15.54,15.73,15.79,15.57,15.31,15.11,14.78,14.45,14.09 +1981-09-22,,15.51,15.82,15.95,16.04,15.87,15.61,15.36,15.03,14.68,14.33 +1981-09-23,,14.94,15.71,16.01,16.11,16.01,15.79,15.57,15.23,14.93,14.61 +1981-09-24,,14.94,15.80,16.10,16.17,16.08,15.83,15.57,15.31,15.05,14.69 +1981-09-25,,15.02,16.05,16.44,16.53,16.37,16.13,15.98,15.68,15.53,15.08 +1981-09-28,,14.82,15.91,16.44,16.57,16.36,16.13,15.97,15.65,15.45,15.01 +1981-09-29,,14.86,16.05,16.51,16.59,16.46,16.18,16.05,15.76,15.63,15.20 +1981-09-30,,15.05,16.19,16.64,16.69,16.45,16.27,16.05,15.84,15.78,15.19 +1981-10-01,,15.33,16.16,16.59,16.57,16.40,16.13,15.97,15.75,15.62,15.14 +1981-10-02,,15.40,16.14,16.40,16.34,16.11,15.83,15.69,15.41,15.28,14.80 +1981-10-05,,14.98,15.57,15.83,15.87,15.77,15.55,15.41,15.19,15.09,14.62 +1981-10-06,,14.61,15.45,15.69,15.85,15.78,15.53,15.40,15.14,15.10,14.60 +1981-10-07,,14.54,15.33,15.62,15.73,15.62,15.43,15.35,15.04,15.03,14.54 +1981-10-08,,14.38,15.22,15.47,15.79,15.65,15.41,15.35,15.00,14.95,14.44 +1981-10-09,,13.96,14.66,15.06,15.20,15.15,15.03,15.02,14.73,14.72,14.26 1981-10-12,,,,,,,,,,, -1981-10-13,,,,15.08,15.25,15.14,15.12,15.05,14.83,,14.36 -1981-10-14,,,,15.11,15.35,15.21,15.13,15.07,14.87,,14.48 -1981-10-15,,,,15.12,15.31,15.17,15.12,15.05,14.88,,14.39 -1981-10-16,,,,15.26,15.46,15.30,15.20,15.14,14.94,,14.55 -1981-10-19,,,,15.28,15.48,15.36,15.29,15.16,14.95,,14.52 -1981-10-20,,,,15.36,15.48,15.44,15.37,15.27,15.09,,14.66 -1981-10-21,,,,15.44,15.55,15.57,15.55,15.47,15.34,,14.94 -1981-10-22,,,,15.41,15.56,15.60,15.57,15.51,15.38,,14.91 -1981-10-23,,,,15.19,15.41,15.54,15.46,15.42,15.30,,14.81 -1981-10-26,,,,15.38,15.56,15.68,15.68,15.66,15.60,,15.21 -1981-10-27,,,,15.35,15.56,15.68,15.62,15.62,15.54,,15.09 -1981-10-28,,,,15.23,15.42,15.57,15.54,15.54,15.44,,15.03 -1981-10-29,,,,14.83,15.07,15.11,15.20,15.12,15.06,,14.66 -1981-10-30,,,,14.31,14.59,14.65,14.78,14.73,14.63,,14.36 -1981-11-02,,,,14.20,14.44,14.44,14.61,14.66,14.57,,14.41 +1981-10-13,,14.17,14.77,15.08,15.25,15.14,15.12,15.05,14.83,14.90,14.36 +1981-10-14,,13.97,14.82,15.11,15.35,15.21,15.13,15.07,14.87,14.95,14.48 +1981-10-15,,14.00,14.78,15.12,15.31,15.17,15.12,15.05,14.88,14.86,14.39 +1981-10-16,,14.18,15.00,15.26,15.46,15.30,15.20,15.14,14.94,14.98,14.55 +1981-10-19,,14.20,15.04,15.28,15.48,15.36,15.29,15.16,14.95,14.94,14.52 +1981-10-20,,14.13,15.06,15.36,15.48,15.44,15.37,15.27,15.09,15.05,14.66 +1981-10-21,,14.17,15.20,15.44,15.55,15.57,15.55,15.47,15.34,15.32,14.94 +1981-10-22,,13.98,15.08,15.41,15.56,15.60,15.57,15.51,15.38,15.33,14.91 +1981-10-23,,13.87,14.87,15.19,15.41,15.54,15.46,15.42,15.30,15.26,14.81 +1981-10-26,,13.96,14.96,15.38,15.56,15.68,15.68,15.66,15.60,15.59,15.21 +1981-10-27,,14.02,14.85,15.35,15.56,15.68,15.62,15.62,15.54,15.47,15.09 +1981-10-28,,13.93,14.84,15.23,15.42,15.57,15.54,15.54,15.44,15.42,15.03 +1981-10-29,,13.74,14.49,14.83,15.07,15.11,15.20,15.12,15.06,15.13,14.66 +1981-10-30,,13.33,13.96,14.31,14.59,14.65,14.78,14.73,14.63,14.75,14.36 +1981-11-02,,13.34,13.92,14.20,14.44,14.44,14.61,14.66,14.57,14.74,14.41 1981-11-03,,,,,,,,,,, -1981-11-04,,,,13.84,14.11,14.13,14.32,14.26,14.18,,13.96 -1981-11-05,,,,13.88,14.20,14.23,14.43,14.35,14.19,,14.06 -1981-11-06,,,,13.38,13.86,13.88,14.07,14.10,13.94,,13.85 -1981-11-09,,,,12.75,13.17,13.25,13.54,13.52,13.39,,13.56 -1981-11-10,,,,12.72,13.22,13.23,13.63,13.56,13.40,,13.55 +1981-11-04,,12.87,13.50,13.84,14.11,14.13,14.32,14.26,14.18,14.34,13.96 +1981-11-05,,12.73,13.64,13.88,14.20,14.23,14.43,14.35,14.19,14.39,14.06 +1981-11-06,,12.21,13.15,13.38,13.86,13.88,14.07,14.10,13.94,14.18,13.85 +1981-11-09,,11.72,12.53,12.75,13.17,13.25,13.54,13.52,13.39,13.78,13.56 +1981-11-10,,11.74,12.45,12.72,13.22,13.23,13.63,13.56,13.40,13.72,13.55 1981-11-11,,,,,,,,,,, -1981-11-12,,,,12.29,12.77,12.85,13.23,13.22,13.19,,13.21 -1981-11-13,,,,12.26,12.83,12.93,13.31,13.35,13.18,,13.26 -1981-11-16,,,,12.15,12.69,12.79,13.21,13.25,13.07,,13.11 -1981-11-17,,,,12.16,12.71,12.85,13.21,13.25,13.18,,13.25 -1981-11-18,,,,11.73,12.19,12.65,13.11,13.17,13.00,,13.05 -1981-11-19,,,,11.69,12.22,12.67,13.04,13.07,13.04,,13.09 -1981-11-20,,,,11.69,12.21,12.63,13.01,13.11,13.14,,13.08 -1981-11-23,,,,12.01,12.50,12.97,13.31,13.41,13.44,,13.38 -1981-11-24,,,,11.68,12.15,12.63,12.75,13.05,13.13,,13.03 -1981-11-25,,,,11.49,12.13,12.54,12.61,12.73,12.98,,12.83 +1981-11-12,,11.07,12.04,12.29,12.77,12.85,13.23,13.22,13.19,13.49,13.21 +1981-11-13,,11.32,12.13,12.26,12.83,12.93,13.31,13.35,13.18,13.45,13.26 +1981-11-16,,11.11,11.91,12.15,12.69,12.79,13.21,13.25,13.07,13.31,13.11 +1981-11-17,,11.08,11.88,12.16,12.71,12.85,13.21,13.25,13.18,13.45,13.25 +1981-11-18,,10.46,11.42,11.73,12.19,12.65,13.11,13.17,13.00,13.24,13.05 +1981-11-19,,10.63,11.41,11.69,12.22,12.67,13.04,13.07,13.04,13.20,13.09 +1981-11-20,,10.51,11.38,11.69,12.21,12.63,13.01,13.11,13.14,13.23,13.08 +1981-11-23,,10.91,11.74,12.01,12.50,12.97,13.31,13.41,13.44,13.44,13.38 +1981-11-24,,10.60,11.20,11.68,12.15,12.63,12.75,13.05,13.13,13.14,13.03 +1981-11-25,,10.56,11.20,11.49,12.13,12.54,12.61,12.73,12.98,12.98,12.83 1981-11-26,,,,,,,,,,, -1981-11-27,,,,11.61,12.11,12.55,12.58,12.68,12.92,,12.76 -1981-11-30,,,,11.82,12.36,12.81,12.79,12.86,13.13,,12.91 -1981-12-01,,,,12.13,12.71,13.22,13.11,13.17,13.37,,13.06 -1981-12-02,,,,12.36,12.89,13.25,13.25,13.31,13.49,,13.21 -1981-12-03,,,,12.22,12.88,13.26,13.21,13.27,13.45,,13.16 -1981-12-04,,,,11.47,12.23,12.75,12.80,12.89,13.15,,12.89 -1981-12-07,,,,11.89,12.58,13.19,13.22,13.29,13.50,,13.26 -1981-12-08,,,,11.93,12.65,13.25,13.23,13.29,13.50,,13.24 -1981-12-09,,,,12.23,12.87,13.39,13.40,13.45,13.64,,13.39 -1981-12-10,,,,12.61,13.16,13.75,13.77,13.78,13.80,,13.58 -1981-12-11,,,,12.94,13.35,13.70,13.73,13.75,13.84,,13.55 -1981-12-14,,,,12.91,13.39,13.67,13.55,13.56,13.62,,13.34 -1981-12-15,,,,12.67,13.10,13.45,13.35,13.39,13.55,,13.30 -1981-12-16,,,,12.67,13.04,13.44,13.36,13.43,13.53,,13.32 -1981-12-17,,,,12.97,13.37,13.68,13.55,13.58,13.71,,13.48 -1981-12-18,,,,12.75,13.19,13.57,13.40,13.41,13.51,,13.30 -1981-12-21,,,,13.25,13.61,13.95,13.87,13.83,13.83,,13.55 -1981-12-22,,,,13.43,13.77,14.11,14.03,14.02,14.02,,13.65 -1981-12-23,,,,13.85,14.12,14.37,14.20,14.14,14.14,,13.85 -1981-12-24,,,,13.69,13.95,14.17,14.03,13.98,14.01,,13.76 +1981-11-27,,10.58,11.26,11.61,12.11,12.55,12.58,12.68,12.92,12.92,12.76 +1981-11-30,,10.78,11.45,11.82,12.36,12.81,12.79,12.86,13.13,13.13,12.91 +1981-12-01,,10.81,11.81,12.13,12.71,13.22,13.11,13.17,13.37,13.37,13.06 +1981-12-02,,10.82,11.88,12.36,12.89,13.25,13.25,13.31,13.49,13.49,13.21 +1981-12-03,,10.95,11.82,12.22,12.88,13.26,13.21,13.27,13.45,13.45,13.16 +1981-12-04,,10.29,11.03,11.47,12.23,12.75,12.80,12.89,13.15,13.15,12.89 +1981-12-07,,10.66,11.46,11.89,12.58,13.19,13.22,13.29,13.50,13.50,13.26 +1981-12-08,,10.68,11.48,11.93,12.65,13.25,13.23,13.29,13.50,13.50,13.24 +1981-12-09,,,,12.23,12.87,13.39,13.40,13.45,13.64,13.64,13.39 +1981-12-10,,11.13,12.21,12.61,13.16,13.75,13.77,13.78,13.80,13.80,13.58 +1981-12-11,,11.33,12.43,12.94,13.35,13.70,13.73,13.75,13.84,13.84,13.55 +1981-12-14,,11.40,12.51,12.91,13.39,13.67,13.55,13.56,13.62,13.62,13.34 +1981-12-15,,11.35,12.28,12.67,13.10,13.45,13.35,13.39,13.55,13.55,13.30 +1981-12-16,,11.38,12.24,12.67,13.04,13.44,13.36,13.43,13.53,13.53,13.32 +1981-12-17,,11.62,12.60,12.97,13.37,13.68,13.55,13.58,13.71,13.71,13.48 +1981-12-18,,11.33,12.32,12.75,13.19,13.57,13.40,13.41,13.51,13.51,13.30 +1981-12-21,,11.56,12.75,13.25,13.61,13.95,13.87,13.83,13.83,13.83,13.55 +1981-12-22,,11.51,12.88,13.43,13.77,14.11,14.03,14.02,14.02,14.02,13.65 +1981-12-23,,11.94,13.48,13.85,14.12,14.37,14.20,14.14,14.14,14.14,13.85 +1981-12-24,,11.57,13.01,13.69,13.95,14.17,14.03,13.98,14.01,14.01,13.76 1981-12-25,,,,,,,,,,, -1981-12-28,,,,13.91,14.02,14.14,14.01,14.01,14.01,,13.72 -1981-12-29,,,,13.82,13.98,14.15,14.11,14.09,14.12,,13.88 -1981-12-30,,,,13.65,13.90,14.07,14.06,14.07,14.17,,13.86 -1981-12-31,,,,13.35,13.63,13.99,13.97,13.97,13.98,,13.65 +1981-12-28,,11.75,13.35,13.91,14.02,14.14,14.01,14.01,14.01,14.01,13.72 +1981-12-29,,12.22,13.46,13.82,13.98,14.15,14.11,14.09,14.12,14.12,13.88 +1981-12-30,,11.86,13.29,13.65,13.90,14.07,14.06,14.07,14.17,14.26,13.86 +1981-12-31,,11.54,12.94,13.35,13.63,13.99,13.97,13.97,13.98,14.04,13.65 1982-01-01,,,,,,,,,,, -1982-01-04,,11.87,13.16,13.56,13.87,14.06,14.15,14.16,14.19,,13.87 -1982-01-05,,12.20,13.41,13.83,14.09,14.34,14.41,14.42,14.44,,14.14 -1982-01-06,,12.16,13.46,13.91,14.19,14.41,14.60,14.73,14.59,,14.28 -1982-01-07,,12.17,13.43,13.93,14.33,14.48,14.66,14.81,14.63,,14.32 -1982-01-08,,11.98,13.35,13.75,14.11,14.33,14.47,14.60,14.48,,14.13 -1982-01-11,,12.49,13.84,14.31,14.55,14.69,14.83,14.92,14.81,,14.43 -1982-01-12,,12.52,13.74,14.18,14.49,14.59,14.70,14.75,14.62,,14.27 -1982-01-13,,12.70,13.97,14.51,14.78,14.77,14.86,14.90,14.83,,14.47 -1982-01-14,,13.17,13.91,14.41,14.71,14.74,14.69,14.77,14.70,,14.31 -1982-01-15,,12.74,14.01,14.53,14.81,14.85,14.86,14.87,14.82,,14.41 -1982-01-18,,13.41,14.09,14.53,14.83,14.89,14.77,14.82,14.75,,14.27 -1982-01-19,,13.13,14.20,14.59,14.79,14.82,14.79,14.83,14.80,,14.36 -1982-01-20,,13.51,14.31,14.75,15.02,15.01,14.90,14.86,14.81,,14.32 -1982-01-21,,13.65,14.42,14.80,14.96,14.86,14.75,14.73,14.62,,14.21 -1982-01-22,,13.63,14.46,14.94,15.06,15.00,14.85,14.78,14.69,,14.24 -1982-01-25,,14.06,14.61,14.89,14.93,14.90,14.80,14.73,14.62,,14.20 -1982-01-26,,13.65,14.24,14.53,14.70,14.71,14.63,14.57,14.54,,14.19 -1982-01-27,,13.40,14.02,14.39,14.57,14.66,14.62,14.55,14.51,,14.17 -1982-01-28,,12.84,13.64,13.98,14.33,14.33,14.33,14.32,14.29,,13.98 -1982-01-29,,13.08,13.76,14.04,14.24,14.26,14.24,14.23,14.14,,13.91 -1982-02-01,,14.77,15.09,15.08,15.04,14.89,14.79,14.67,14.58,,14.33 -1982-02-02,,14.49,14.80,14.74,14.85,14.69,14.61,14.52,14.47,,14.26 -1982-02-03,,14.64,14.99,14.83,14.93,14.85,14.73,14.70,14.69,,14.41 -1982-02-04,,14.38,14.97,14.83,14.96,14.89,14.82,14.77,14.76,,14.54 -1982-02-05,,14.63,14.84,14.75,14.89,14.86,14.72,14.65,14.65,,14.43 -1982-02-08,,15.04,15.20,15.09,15.09,15.11,14.94,14.89,14.88,,14.74 -1982-02-09,,14.91,15.36,15.19,15.15,15.16,15.02,14.98,14.95,,14.80 -1982-02-10,,14.88,15.23,15.05,15.08,15.05,14.89,14.85,14.81,,14.64 -1982-02-11,,15.06,15.28,15.12,15.07,14.89,14.80,14.74,14.71,,14.54 +1982-01-04,,11.87,13.16,13.56,13.87,14.06,14.15,14.16,14.19,14.24,13.87 +1982-01-05,,12.20,13.41,13.83,14.09,14.34,14.41,14.42,14.44,14.52,14.14 +1982-01-06,,12.16,13.46,13.91,14.19,14.41,14.60,14.73,14.59,14.67,14.28 +1982-01-07,,12.17,13.43,13.93,14.33,14.48,14.66,14.81,14.63,14.71,14.32 +1982-01-08,,11.98,13.35,13.75,14.11,14.33,14.47,14.60,14.48,14.52,14.13 +1982-01-11,,12.49,13.84,14.31,14.55,14.69,14.83,14.92,14.81,14.80,14.43 +1982-01-12,,12.52,13.74,14.18,14.49,14.59,14.70,14.75,14.62,14.64,14.27 +1982-01-13,,12.70,13.97,14.51,14.78,14.77,14.86,14.90,14.83,14.85,14.47 +1982-01-14,,13.17,13.91,14.41,14.71,14.74,14.69,14.77,14.70,14.65,14.31 +1982-01-15,,12.74,14.01,14.53,14.81,14.85,14.86,14.87,14.82,14.76,14.41 +1982-01-18,,13.41,14.09,14.53,14.83,14.89,14.77,14.82,14.75,14.60,14.27 +1982-01-19,,13.13,14.20,14.59,14.79,14.82,14.79,14.83,14.80,14.74,14.36 +1982-01-20,,13.51,14.31,14.75,15.02,15.01,14.90,14.86,14.81,14.68,14.32 +1982-01-21,,13.65,14.42,14.80,14.96,14.86,14.75,14.73,14.62,14.54,14.21 +1982-01-22,,13.63,14.46,14.94,15.06,15.00,14.85,14.78,14.69,14.55,14.24 +1982-01-25,,14.06,14.61,14.89,14.93,14.90,14.80,14.73,14.62,14.51,14.20 +1982-01-26,,13.65,14.24,14.53,14.70,14.71,14.63,14.57,14.54,14.44,14.19 +1982-01-27,,13.40,14.02,14.39,14.57,14.66,14.62,14.55,14.51,14.45,14.17 +1982-01-28,,12.84,13.64,13.98,14.33,14.33,14.33,14.32,14.29,14.25,13.98 +1982-01-29,,13.08,13.76,14.04,14.24,14.26,14.24,14.23,14.14,14.21,13.91 +1982-02-01,,14.77,15.09,15.08,15.04,14.89,14.79,14.67,14.58,14.61,14.33 +1982-02-02,,14.49,14.80,14.74,14.85,14.69,14.61,14.52,14.47,14.53,14.26 +1982-02-03,,14.64,14.99,14.83,14.93,14.85,14.73,14.70,14.69,14.67,14.41 +1982-02-04,,14.38,14.97,14.83,14.96,14.89,14.82,14.77,14.76,14.81,14.54 +1982-02-05,,14.63,14.84,14.75,14.89,14.86,14.72,14.65,14.65,14.71,14.43 +1982-02-08,,15.04,15.20,15.09,15.09,15.11,14.94,14.89,14.88,15.00,14.74 +1982-02-09,,14.91,15.36,15.19,15.15,15.16,15.02,14.98,14.95,15.06,14.80 +1982-02-10,,14.88,15.23,15.05,15.08,15.05,14.89,14.85,14.81,14.95,14.64 +1982-02-11,,15.06,15.28,15.12,15.07,14.89,14.80,14.74,14.71,14.80,14.54 1982-02-12,,,,,,,,,,, 1982-02-15,,,,,,,,,,, -1982-02-16,,15.49,15.67,15.23,15.04,14.98,14.68,14.54,14.53,,14.33 -1982-02-17,,15.31,15.63,15.22,15.18,15.01,14.73,14.52,14.50,,14.30 -1982-02-18,,14.58,14.95,14.79,14.99,14.81,14.45,14.32,14.28,,14.06 -1982-02-19,,14.17,14.96,14.87,14.94,14.72,14.44,14.30,14.24,,14.02 -1982-02-22,,13.13,14.02,14.10,14.35,14.27,13.97,13.89,13.87,,13.65 -1982-02-23,,12.93,13.84,14.04,14.33,14.25,14.03,13.99,13.93,,13.73 -1982-02-24,,12.83,13.74,13.94,14.24,14.17,13.98,13.93,13.87,,13.62 -1982-02-25,,12.79,13.83,14.07,14.25,14.17,14.01,13.95,13.91,,13.72 -1982-02-26,,13.00,14.11,14.27,14.44,14.44,14.12,14.08,14.03,,13.83 -1982-03-01,,12.81,13.85,13.93,14.25,14.15,13.97,13.96,13.85,,13.63 -1982-03-02,,13.22,13.78,13.88,14.14,14.06,13.87,13.88,13.74,,13.44 -1982-03-03,,12.85,13.67,13.75,14.09,14.01,13.77,13.78,13.69,,13.39 -1982-03-04,,12.85,13.37,13.49,13.90,13.84,13.61,13.61,13.61,,13.35 -1982-03-05,,12.86,13.36,13.49,13.79,13.74,13.57,13.60,13.59,,13.35 -1982-03-08,,12.68,13.18,13.36,13.71,13.70,13.57,13.61,13.67,,13.49 -1982-03-09,,12.93,13.38,13.57,13.93,13.80,13.72,13.69,13.69,,13.43 -1982-03-10,,13.00,13.50,13.64,13.97,13.83,13.75,13.74,13.73,,13.50 -1982-03-11,,13.24,13.86,13.99,14.25,14.17,14.03,13.98,13.95,,13.65 -1982-03-12,,13.40,13.95,14.08,14.35,14.21,14.04,14.00,13.97,,13.65 -1982-03-15,,13.47,14.01,14.17,14.43,14.27,14.11,14.05,13.96,,13.56 -1982-03-16,,13.33,13.88,14.01,14.35,14.18,14.04,13.95,13.91,,13.57 -1982-03-17,,13.36,13.83,13.93,14.15,14.11,14.00,13.94,13.88,,13.52 -1982-03-18,,13.45,13.95,14.07,14.24,14.17,14.01,13.92,13.87,,13.51 -1982-03-19,,13.69,14.10,14.20,14.35,14.24,14.06,13.96,13.89,,13.56 -1982-03-22,,13.26,13.73,13.92,14.09,14.08,13.91,13.82,13.74,,13.37 -1982-03-23,,13.11,13.68,13.89,14.07,14.09,13.89,13.81,13.72,,13.36 -1982-03-24,,13.39,13.83,14.02,14.14,14.18,14.10,14.03,13.91,,13.51 -1982-03-25,,13.35,13.86,14.01,14.24,14.22,14.09,14.01,13.90,,13.49 -1982-03-26,,13.69,14.11,14.21,14.35,14.32,14.18,14.11,14.01,,13.65 -1982-03-29,,14.16,14.42,14.47,14.53,14.57,14.39,14.30,14.16,,13.79 -1982-03-30,,14.15,14.46,14.45,14.63,14.51,14.41,14.34,14.19,,13.81 -1982-03-31,,13.99,14.27,14.30,14.52,14.52,14.39,14.37,14.18,,13.68 -1982-04-01,,13.87,14.17,14.21,14.42,14.37,14.26,14.25,14.10,,13.60 -1982-04-02,,13.95,14.16,14.17,14.44,14.39,14.26,14.23,14.10,,13.61 -1982-04-05,,13.76,13.99,14.06,14.37,14.37,14.28,14.27,14.16,,13.72 -1982-04-06,,13.77,14.19,14.25,14.42,14.38,14.30,14.27,14.18,,13.73 -1982-04-07,,13.80,14.32,14.33,14.54,14.41,14.30,14.26,14.18,,13.71 -1982-04-08,,13.74,14.12,14.15,14.28,14.29,14.11,14.05,13.98,,13.48 +1982-02-16,,15.49,15.67,15.23,15.04,14.98,14.68,14.54,14.53,14.60,14.33 +1982-02-17,,15.31,15.63,15.22,15.18,15.01,14.73,14.52,14.50,14.55,14.30 +1982-02-18,,14.58,14.95,14.79,14.99,14.81,14.45,14.32,14.28,14.32,14.06 +1982-02-19,,14.17,14.96,14.87,14.94,14.72,14.44,14.30,14.24,14.29,14.02 +1982-02-22,,13.13,14.02,14.10,14.35,14.27,13.97,13.89,13.87,13.89,13.65 +1982-02-23,,12.93,13.84,14.04,14.33,14.25,14.03,13.99,13.93,13.99,13.73 +1982-02-24,,12.83,13.74,13.94,14.24,14.17,13.98,13.93,13.87,13.86,13.62 +1982-02-25,,12.79,13.83,14.07,14.25,14.17,14.01,13.95,13.91,13.96,13.72 +1982-02-26,,13.00,14.11,14.27,14.44,14.44,14.12,14.08,14.03,14.09,13.83 +1982-03-01,,12.81,13.85,13.93,14.25,14.15,13.97,13.96,13.85,13.87,13.63 +1982-03-02,,13.22,13.78,13.88,14.14,14.06,13.87,13.88,13.74,13.69,13.44 +1982-03-03,,12.85,13.67,13.75,14.09,14.01,13.77,13.78,13.69,13.62,13.39 +1982-03-04,,12.85,13.37,13.49,13.90,13.84,13.61,13.61,13.61,13.55,13.35 +1982-03-05,,12.86,13.36,13.49,13.79,13.74,13.57,13.60,13.59,13.56,13.35 +1982-03-08,,12.68,13.18,13.36,13.71,13.70,13.57,13.61,13.67,13.69,13.49 +1982-03-09,,12.93,13.38,13.57,13.93,13.80,13.72,13.69,13.69,13.69,13.43 +1982-03-10,,13.00,13.50,13.64,13.97,13.83,13.75,13.74,13.73,13.71,13.50 +1982-03-11,,13.24,13.86,13.99,14.25,14.17,14.03,13.98,13.95,13.86,13.65 +1982-03-12,,13.40,13.95,14.08,14.35,14.21,14.04,14.00,13.97,13.88,13.65 +1982-03-15,,13.47,14.01,14.17,14.43,14.27,14.11,14.05,13.96,13.79,13.56 +1982-03-16,,13.33,13.88,14.01,14.35,14.18,14.04,13.95,13.91,13.77,13.57 +1982-03-17,,13.36,13.83,13.93,14.15,14.11,14.00,13.94,13.88,13.72,13.52 +1982-03-18,,13.45,13.95,14.07,14.24,14.17,14.01,13.92,13.87,13.72,13.51 +1982-03-19,,13.69,14.10,14.20,14.35,14.24,14.06,13.96,13.89,13.79,13.56 +1982-03-22,,13.26,13.73,13.92,14.09,14.08,13.91,13.82,13.74,13.59,13.37 +1982-03-23,,13.11,13.68,13.89,14.07,14.09,13.89,13.81,13.72,13.53,13.36 +1982-03-24,,13.39,13.83,14.02,14.14,14.18,14.10,14.03,13.91,13.72,13.51 +1982-03-25,,13.35,13.86,14.01,14.24,14.22,14.09,14.01,13.90,13.73,13.49 +1982-03-26,,13.69,14.11,14.21,14.35,14.32,14.18,14.11,14.01,13.88,13.65 +1982-03-29,,14.16,14.42,14.47,14.53,14.57,14.39,14.30,14.16,14.02,13.79 +1982-03-30,,14.15,14.46,14.45,14.63,14.51,14.41,14.34,14.19,14.05,13.81 +1982-03-31,,13.99,14.27,14.30,14.52,14.52,14.39,14.37,14.18,13.89,13.68 +1982-04-01,,13.87,14.17,14.21,14.42,14.37,14.26,14.25,14.10,13.82,13.60 +1982-04-02,,13.95,14.16,14.17,14.44,14.39,14.26,14.23,14.10,13.84,13.61 +1982-04-05,,13.76,13.99,14.06,14.37,14.37,14.28,14.27,14.16,13.93,13.72 +1982-04-06,,13.77,14.19,14.25,14.42,14.38,14.30,14.27,14.18,13.94,13.73 +1982-04-07,,13.80,14.32,14.33,14.54,14.41,14.30,14.26,14.18,13.93,13.71 +1982-04-08,,13.74,14.12,14.15,14.28,14.29,14.11,14.05,13.98,13.70,13.48 1982-04-09,,,,,,,,,,, -1982-04-12,,13.43,13.90,13.94,14.22,14.16,14.01,13.92,13.83,,13.30 -1982-04-13,,13.33,13.96,14.01,14.17,14.20,13.99,13.93,13.83,,13.32 -1982-04-14,,13.44,14.06,14.13,14.35,14.29,14.12,14.05,13.95,,13.42 -1982-04-15,,13.47,14.14,14.21,14.39,14.29,14.05,13.91,13.91,,13.32 -1982-04-16,,13.21,13.94,14.04,14.24,14.11,13.83,13.69,13.71,,13.18 -1982-04-19,,13.04,13.84,13.97,14.18,14.13,13.83,13.73,13.66,,13.13 -1982-04-20,,13.07,13.77,13.92,14.14,14.13,13.89,13.81,13.72,,13.21 -1982-04-21,,12.73,13.49,13.82,14.04,14.00,13.81,13.72,13.69,,13.22 -1982-04-22,,12.99,13.60,13.84,14.06,14.08,13.87,13.80,13.71,,13.19 -1982-04-23,,12.99,13.50,13.77,14.02,14.09,13.84,13.75,13.69,,13.18 -1982-04-26,,13.17,13.67,13.80,14.02,14.03,13.81,13.75,13.70,,13.16 -1982-04-27,,13.04,13.56,13.73,13.95,14.01,13.80,13.74,13.70,,13.19 -1982-04-28,,13.09,13.64,13.78,13.99,14.02,13.87,13.80,13.77,,13.27 -1982-04-29,,13.20,13.64,13.77,14.02,14.03,13.95,13.92,13.87,,13.38 -1982-04-30,,13.15,13.51,13.67,13.99,14.00,13.90,13.88,13.87,,13.39 -1982-05-03,,13.46,13.93,14.03,14.13,14.15,14.02,14.02,13.95,,13.45 -1982-05-04,,13.60,13.88,13.94,14.17,14.12,14.02,13.97,13.87,,13.37 -1982-05-05,,13.39,13.72,13.82,14.04,14.02,13.95,13.90,13.80,,13.34 -1982-05-06,,13.08,13.41,13.48,13.78,13.76,13.71,13.64,13.54,,13.13 -1982-05-07,,13.02,13.20,13.27,13.67,13.68,13.64,13.61,13.48,,13.08 -1982-05-10,,13.21,13.39,13.42,13.71,13.62,13.59,13.59,13.49,,13.13 -1982-05-11,,12.97,13.23,13.38,13.73,13.65,13.64,13.62,13.46,,13.08 -1982-05-12,,13.05,13.38,13.49,13.80,13.78,13.75,13.73,13.59,,13.23 -1982-05-13,,13.09,13.57,13.70,13.95,13.82,13.84,13.79,13.62,,13.25 -1982-05-14,,12.92,13.30,13.46,13.86,13.76,13.64,13.61,13.48,,13.17 -1982-05-17,,13.02,13.29,13.43,13.85,13.72,13.71,13.66,13.57,,13.29 -1982-05-18,,12.88,13.25,13.45,13.85,13.79,13.76,13.73,13.60,,13.26 -1982-05-19,,12.47,13.11,13.33,13.78,13.82,13.81,13.79,13.64,,13.30 -1982-05-20,,12.00,12.39,12.82,13.48,13.60,13.64,13.63,13.53,,13.17 -1982-05-21,,11.99,12.50,12.86,13.57,13.61,13.66,13.63,13.52,,13.17 -1982-05-24,,11.99,12.61,12.99,13.62,13.68,13.68,13.67,13.58,,13.19 -1982-05-25,,12.07,12.67,13.07,13.68,13.70,13.73,13.74,13.62,,13.20 -1982-05-26,,12.04,12.61,13.00,13.62,13.69,13.74,13.80,13.68,,13.29 -1982-05-27,,12.06,12.63,13.00,13.63,13.73,13.79,13.83,13.72,,13.36 -1982-05-28,,11.97,12.56,12.93,13.62,13.73,13.76,13.86,13.71,,13.39 +1982-04-12,,13.43,13.90,13.94,14.22,14.16,14.01,13.92,13.83,13.55,13.30 +1982-04-13,,13.33,13.96,14.01,14.17,14.20,13.99,13.93,13.83,13.50,13.32 +1982-04-14,,13.44,14.06,14.13,14.35,14.29,14.12,14.05,13.95,13.62,13.42 +1982-04-15,,13.47,14.14,14.21,14.39,14.29,14.05,13.91,13.91,13.51,13.32 +1982-04-16,,13.21,13.94,14.04,14.24,14.11,13.83,13.69,13.71,13.36,13.18 +1982-04-19,,13.04,13.84,13.97,14.18,14.13,13.83,13.73,13.66,13.31,13.13 +1982-04-20,,13.07,13.77,13.92,14.14,14.13,13.89,13.81,13.72,13.41,13.21 +1982-04-21,,12.73,13.49,13.82,14.04,14.00,13.81,13.72,13.69,13.44,13.22 +1982-04-22,,12.99,13.60,13.84,14.06,14.08,13.87,13.80,13.71,13.43,13.19 +1982-04-23,,12.99,13.50,13.77,14.02,14.09,13.84,13.75,13.69,13.37,13.18 +1982-04-26,,13.17,13.67,13.80,14.02,14.03,13.81,13.75,13.70,13.34,13.16 +1982-04-27,,13.04,13.56,13.73,13.95,14.01,13.80,13.74,13.70,13.37,13.19 +1982-04-28,,13.09,13.64,13.78,13.99,14.02,13.87,13.80,13.77,13.47,13.27 +1982-04-29,,13.20,13.64,13.77,14.02,14.03,13.95,13.92,13.87,13.58,13.38 +1982-04-30,,13.15,13.51,13.67,13.99,14.00,13.90,13.88,13.87,13.57,13.39 +1982-05-03,,13.46,13.93,14.03,14.13,14.15,14.02,14.02,13.95,13.64,13.45 +1982-05-04,,13.60,13.88,13.94,14.17,14.12,14.02,13.97,13.87,13.55,13.37 +1982-05-05,,13.39,13.72,13.82,14.04,14.02,13.95,13.90,13.80,13.54,13.34 +1982-05-06,,13.08,13.41,13.48,13.78,13.76,13.71,13.64,13.54,13.33,13.13 +1982-05-07,,13.02,13.20,13.27,13.67,13.68,13.64,13.61,13.48,13.26,13.08 +1982-05-10,,13.21,13.39,13.42,13.71,13.62,13.59,13.59,13.49,13.34,13.13 +1982-05-11,,12.97,13.23,13.38,13.73,13.65,13.64,13.62,13.46,13.31,13.08 +1982-05-12,,13.05,13.38,13.49,13.80,13.78,13.75,13.73,13.59,13.43,13.23 +1982-05-13,,13.09,13.57,13.70,13.95,13.82,13.84,13.79,13.62,13.44,13.25 +1982-05-14,,12.92,13.30,13.46,13.86,13.76,13.64,13.61,13.48,13.34,13.17 +1982-05-17,,13.02,13.29,13.43,13.85,13.72,13.71,13.66,13.57,13.52,13.29 +1982-05-18,,12.88,13.25,13.45,13.85,13.79,13.76,13.73,13.60,13.49,13.26 +1982-05-19,,12.47,13.11,13.33,13.78,13.82,13.81,13.79,13.64,13.53,13.30 +1982-05-20,,12.00,12.39,12.82,13.48,13.60,13.64,13.63,13.53,13.43,13.17 +1982-05-21,,11.99,12.50,12.86,13.57,13.61,13.66,13.63,13.52,13.41,13.17 +1982-05-24,,11.99,12.61,12.99,13.62,13.68,13.68,13.67,13.58,13.44,13.19 +1982-05-25,,12.07,12.67,13.07,13.68,13.70,13.73,13.74,13.62,13.45,13.20 +1982-05-26,,12.04,12.61,13.00,13.62,13.69,13.74,13.80,13.68,13.52,13.29 +1982-05-27,,12.06,12.63,13.00,13.63,13.73,13.79,13.83,13.72,13.60,13.36 +1982-05-28,,11.97,12.56,12.93,13.62,13.73,13.76,13.86,13.71,13.63,13.39 1982-05-31,,,,,,,,,,, -1982-06-01,,12.55,12.96,13.37,13.92,14.00,13.98,14.07,13.93,,13.66 -1982-06-02,,12.69,13.05,13.43,13.95,13.99,13.96,14.03,13.86,,13.60 -1982-06-03,,12.63,13.03,13.42,13.90,13.94,13.94,14.04,13.90,,13.66 -1982-06-04,,12.78,13.27,13.63,14.03,14.03,14.03,14.12,13.98,,13.76 -1982-06-07,,12.71,13.13,13.51,13.97,13.99,14.00,14.07,13.94,,13.66 -1982-06-08,,12.79,13.22,13.59,14.04,14.05,14.04,14.12,13.98,,13.71 -1982-06-09,,12.62,13.13,13.60,14.11,14.14,14.06,14.14,13.99,,13.71 -1982-06-10,,12.52,13.21,13.63,14.12,14.15,14.08,14.16,14.02,,13.72 -1982-06-11,,12.55,13.22,13.60,14.08,14.09,14.00,14.07,13.93,,13.61 -1982-06-14,,12.88,13.62,13.97,14.37,14.37,14.31,14.36,14.21,,13.89 -1982-06-15,,12.93,13.69,14.03,14.41,14.40,14.31,14.36,14.21,,13.87 -1982-06-16,,13.03,13.73,14.06,14.45,14.46,14.39,14.40,14.26,,13.91 -1982-06-17,,13.15,14.14,14.43,14.79,14.73,14.61,14.62,14.48,,14.10 -1982-06-18,,13.31,14.37,14.62,14.96,14.87,14.80,14.81,14.62,,14.19 -1982-06-21,,13.11,14.23,14.48,14.92,14.92,14.85,14.85,14.63,,14.15 -1982-06-22,,13.37,14.35,14.57,14.90,14.94,14.84,14.87,14.66,,14.21 -1982-06-23,,13.67,14.42,14.64,14.97,14.97,14.95,14.95,14.74,,14.26 -1982-06-24,,13.60,14.44,14.65,14.95,14.98,14.94,14.92,14.71,,14.20 -1982-06-25,,13.87,14.57,14.74,14.98,14.95,14.93,14.93,14.76,,14.24 -1982-06-28,,13.81,14.46,14.62,14.93,14.95,14.91,14.91,14.73,,14.19 -1982-06-29,,13.80,14.32,14.50,14.83,14.87,14.80,14.78,14.61,,14.11 -1982-06-30,,13.36,14.14,14.34,14.66,14.78,14.65,14.66,14.44,,13.91 -1982-07-01,,13.14,14.00,14.24,14.60,14.68,14.62,14.62,14.40,,13.90 -1982-07-02,,13.36,14.09,14.35,14.71,14.77,14.69,14.70,14.50,,14.03 +1982-06-01,,12.55,12.96,13.37,13.92,14.00,13.98,14.07,13.93,13.90,13.66 +1982-06-02,,12.69,13.05,13.43,13.95,13.99,13.96,14.03,13.86,13.88,13.60 +1982-06-03,,12.63,13.03,13.42,13.90,13.94,13.94,14.04,13.90,13.89,13.66 +1982-06-04,,12.78,13.27,13.63,14.03,14.03,14.03,14.12,13.98,14.01,13.76 +1982-06-07,,12.71,13.13,13.51,13.97,13.99,14.00,14.07,13.94,13.91,13.66 +1982-06-08,,12.79,13.22,13.59,14.04,14.05,14.04,14.12,13.98,13.96,13.71 +1982-06-09,,12.62,13.13,13.60,14.11,14.14,14.06,14.14,13.99,13.94,13.71 +1982-06-10,,12.52,13.21,13.63,14.12,14.15,14.08,14.16,14.02,13.97,13.72 +1982-06-11,,12.55,13.22,13.60,14.08,14.09,14.00,14.07,13.93,13.86,13.61 +1982-06-14,,12.88,13.62,13.97,14.37,14.37,14.31,14.36,14.21,14.17,13.89 +1982-06-15,,12.93,13.69,14.03,14.41,14.40,14.31,14.36,14.21,14.15,13.87 +1982-06-16,,13.03,13.73,14.06,14.45,14.46,14.39,14.40,14.26,14.18,13.91 +1982-06-17,,13.15,14.14,14.43,14.79,14.73,14.61,14.62,14.48,14.36,14.10 +1982-06-18,,13.31,14.37,14.62,14.96,14.87,14.80,14.81,14.62,14.46,14.19 +1982-06-21,,13.11,14.23,14.48,14.92,14.92,14.85,14.85,14.63,14.43,14.15 +1982-06-22,,13.37,14.35,14.57,14.90,14.94,14.84,14.87,14.66,14.47,14.21 +1982-06-23,,13.67,14.42,14.64,14.97,14.97,14.95,14.95,14.74,14.52,14.26 +1982-06-24,,13.60,14.44,14.65,14.95,14.98,14.94,14.92,14.71,14.51,14.20 +1982-06-25,,13.87,14.57,14.74,14.98,14.95,14.93,14.93,14.76,14.49,14.24 +1982-06-28,,13.81,14.46,14.62,14.93,14.95,14.91,14.91,14.73,14.45,14.19 +1982-06-29,,13.80,14.32,14.50,14.83,14.87,14.80,14.78,14.61,14.36,14.11 +1982-06-30,,13.36,14.14,14.34,14.66,14.78,14.65,14.66,14.44,14.18,13.91 +1982-07-01,,13.14,14.00,14.24,14.60,14.68,14.62,14.62,14.40,14.15,13.90 +1982-07-02,,13.36,14.09,14.35,14.71,14.77,14.69,14.70,14.50,14.26,14.03 1982-07-05,,,,,,,,,,, -1982-07-06,,13.18,14.11,14.36,14.72,14.78,14.69,14.69,14.48,,14.00 -1982-07-07,,13.31,13.96,14.31,14.68,14.74,14.69,14.67,14.49,,13.90 -1982-07-08,,12.48,13.31,13.68,14.26,14.30,14.33,14.33,14.19,,13.70 -1982-07-09,,12.29,13.07,13.57,14.05,14.12,14.19,14.17,14.03,,13.57 -1982-07-12,,12.22,13.01,13.39,13.86,14.00,14.01,13.97,13.87,,13.46 -1982-07-13,,12.48,13.25,13.72,14.13,14.19,14.19,14.16,14.02,,13.61 -1982-07-14,,12.53,13.27,13.76,14.23,14.26,14.27,14.24,14.10,,13.68 -1982-07-15,,12.14,13.02,13.48,14.07,14.14,14.16,14.13,13.96,,13.57 -1982-07-16,,11.68,12.55,12.95,13.71,13.82,13.86,13.82,13.70,,13.35 -1982-07-19,,11.52,12.34,12.84,13.52,13.73,13.80,13.80,13.68,,13.34 -1982-07-20,,11.11,11.98,12.42,13.27,13.50,13.65,13.64,13.53,,13.24 -1982-07-21,,11.19,12.18,12.57,13.13,13.54,13.70,13.70,13.60,,13.30 -1982-07-22,,10.83,11.87,12.37,13.04,13.46,13.55,13.59,13.51,,13.20 -1982-07-23,,10.73,11.79,12.32,13.04,13.44,13.58,13.61,13.56,,13.25 -1982-07-26,,10.87,12.21,12.71,13.33,13.78,13.92,13.95,13.91,,13.48 -1982-07-27,,11.12,12.30,12.73,13.35,13.73,13.89,13.95,13.86,,13.46 -1982-07-28,,11.41,12.36,12.88,13.45,13.86,14.00,14.07,13.97,,13.60 -1982-07-29,,10.97,12.15,12.76,13.42,13.70,13.89,13.94,13.83,,13.51 -1982-07-30,,10.57,11.90,12.56,13.17,13.53,13.73,13.75,13.68,,13.42 -1982-08-02,,9.72,11.40,12.04,12.82,13.22,13.46,13.50,13.41,,13.17 -1982-08-03,,10.18,11.62,12.22,12.90,13.16,13.52,13.56,13.51,,13.27 -1982-08-04,,10.12,11.40,12.29,12.93,13.18,13.60,13.68,13.68,,13.27 -1982-08-05,,10.19,11.58,12.40,13.08,13.23,13.68,13.75,13.70,,13.29 -1982-08-06,,10.71,11.94,12.66,13.24,13.50,13.86,13.94,13.85,,13.41 -1982-08-09,,10.25,11.58,12.39,13.08,13.34,13.72,13.79,13.70,,13.31 -1982-08-10,,10.42,11.65,12.46,13.15,13.36,13.74,13.77,13.69,,13.27 -1982-08-11,,10.37,11.73,12.45,13.15,13.39,13.74,13.77,13.71,,13.26 -1982-08-12,,9.74,11.13,12.06,12.93,13.15,13.50,13.63,13.55,,13.15 -1982-08-13,,9.60,10.82,11.78,12.75,12.95,13.24,13.32,13.20,,12.98 -1982-08-16,,8.98,10.40,11.38,12.36,12.61,13.00,13.15,13.09,,12.80 -1982-08-17,,8.33,9.95,10.83,11.83,12.21,12.61,12.72,12.65,,12.42 -1982-08-18,,8.35,9.86,10.73,11.76,12.02,12.45,12.67,12.57,,12.29 -1982-08-19,,7.76,9.23,10.27,11.61,11.91,12.42,12.61,12.47,,12.31 -1982-08-20,,7.31,8.77,9.94,11.20,11.61,12.15,12.23,12.24,,12.14 -1982-08-23,,7.75,9.23,10.40,11.57,11.90,12.39,12.59,12.47,,12.29 -1982-08-24,,7.86,9.41,10.47,11.50,11.81,12.29,12.49,12.35,,12.16 -1982-08-25,,7.67,9.43,10.54,11.66,11.91,12.26,12.55,12.43,,12.21 -1982-08-26,,7.37,9.45,10.56,11.67,11.96,12.32,12.62,12.55,,12.31 -1982-08-27,,8.10,10.17,11.19,11.93,12.44,12.65,12.85,12.77,,12.54 -1982-08-30,,8.44,10.24,11.23,12.01,12.44,12.71,12.96,12.81,,12.54 -1982-08-31,,8.72,10.21,11.13,11.99,12.36,12.65,12.89,12.81,,12.50 -1982-09-01,,8.73,10.40,11.21,12.00,12.32,12.58,12.83,12.76,,12.41 -1982-09-02,,8.66,10.18,11.13,11.95,12.24,12.52,12.69,12.60,,12.30 -1982-09-03,,8.46,9.98,10.88,11.69,11.91,12.26,12.49,12.47,,12.16 +1982-07-06,,13.18,14.11,14.36,14.72,14.78,14.69,14.69,14.48,14.26,14.00 +1982-07-07,,13.31,13.96,14.31,14.68,14.74,14.69,14.67,14.49,14.28,13.90 +1982-07-08,,12.48,13.31,13.68,14.26,14.30,14.33,14.33,14.19,13.92,13.70 +1982-07-09,,12.29,13.07,13.57,14.05,14.12,14.19,14.17,14.03,13.78,13.57 +1982-07-12,,12.22,13.01,13.39,13.86,14.00,14.01,13.97,13.87,13.64,13.46 +1982-07-13,,12.48,13.25,13.72,14.13,14.19,14.19,14.16,14.02,13.79,13.61 +1982-07-14,,12.53,13.27,13.76,14.23,14.26,14.27,14.24,14.10,13.90,13.68 +1982-07-15,,12.14,13.02,13.48,14.07,14.14,14.16,14.13,13.96,13.76,13.57 +1982-07-16,,11.68,12.55,12.95,13.71,13.82,13.86,13.82,13.70,13.54,13.35 +1982-07-19,,11.52,12.34,12.84,13.52,13.73,13.80,13.80,13.68,13.53,13.34 +1982-07-20,,11.11,11.98,12.42,13.27,13.50,13.65,13.64,13.53,13.43,13.24 +1982-07-21,,11.19,12.18,12.57,13.13,13.54,13.70,13.70,13.60,13.46,13.30 +1982-07-22,,10.83,11.87,12.37,13.04,13.46,13.55,13.59,13.51,13.38,13.20 +1982-07-23,,10.73,11.79,12.32,13.04,13.44,13.58,13.61,13.56,13.41,13.25 +1982-07-26,,10.87,12.21,12.71,13.33,13.78,13.92,13.95,13.91,13.67,13.48 +1982-07-27,,11.12,12.30,12.73,13.35,13.73,13.89,13.95,13.86,13.64,13.46 +1982-07-28,,11.41,12.36,12.88,13.45,13.86,14.00,14.07,13.97,13.79,13.60 +1982-07-29,,10.97,12.15,12.76,13.42,13.70,13.89,13.94,13.83,13.72,13.51 +1982-07-30,,10.57,11.90,12.56,13.17,13.53,13.73,13.75,13.68,13.63,13.42 +1982-08-02,,9.72,11.40,12.04,12.82,13.22,13.46,13.50,13.41,13.37,13.17 +1982-08-03,,10.18,11.62,12.22,12.90,13.16,13.52,13.56,13.51,13.45,13.27 +1982-08-04,,10.12,11.40,12.29,12.93,13.18,13.60,13.68,13.68,13.47,13.27 +1982-08-05,,10.19,11.58,12.40,13.08,13.23,13.68,13.75,13.70,13.50,13.29 +1982-08-06,,10.71,11.94,12.66,13.24,13.50,13.86,13.94,13.85,13.62,13.41 +1982-08-09,,10.25,11.58,12.39,13.08,13.34,13.72,13.79,13.70,13.52,13.31 +1982-08-10,,10.42,11.65,12.46,13.15,13.36,13.74,13.77,13.69,13.45,13.27 +1982-08-11,,10.37,11.73,12.45,13.15,13.39,13.74,13.77,13.71,13.46,13.26 +1982-08-12,,9.74,11.13,12.06,12.93,13.15,13.50,13.63,13.55,13.35,13.15 +1982-08-13,,9.60,10.82,11.78,12.75,12.95,13.24,13.32,13.20,13.12,12.98 +1982-08-16,,8.98,10.40,11.38,12.36,12.61,13.00,13.15,13.09,12.95,12.80 +1982-08-17,,8.33,9.95,10.83,11.83,12.21,12.61,12.72,12.65,12.52,12.42 +1982-08-18,,8.35,9.86,10.73,11.76,12.02,12.45,12.67,12.57,12.40,12.29 +1982-08-19,,7.76,9.23,10.27,11.61,11.91,12.42,12.61,12.47,12.41,12.31 +1982-08-20,,7.31,8.77,9.94,11.20,11.61,12.15,12.23,12.24,12.21,12.14 +1982-08-23,,7.75,9.23,10.40,11.57,11.90,12.39,12.59,12.47,12.39,12.29 +1982-08-24,,7.86,9.41,10.47,11.50,11.81,12.29,12.49,12.35,12.27,12.16 +1982-08-25,,7.67,9.43,10.54,11.66,11.91,12.26,12.55,12.43,12.31,12.21 +1982-08-26,,7.37,9.45,10.56,11.67,11.96,12.32,12.62,12.55,12.40,12.31 +1982-08-27,,8.10,10.17,11.19,11.93,12.44,12.65,12.85,12.77,12.65,12.54 +1982-08-30,,8.44,10.24,11.23,12.01,12.44,12.71,12.96,12.81,12.65,12.54 +1982-08-31,,8.72,10.21,11.13,11.99,12.36,12.65,12.89,12.81,12.59,12.50 +1982-09-01,,8.73,10.40,11.21,12.00,12.32,12.58,12.83,12.76,12.52,12.41 +1982-09-02,,8.66,10.18,11.13,11.95,12.24,12.52,12.69,12.60,12.41,12.30 +1982-09-03,,8.46,9.98,10.88,11.69,11.91,12.26,12.49,12.47,12.23,12.16 1982-09-06,,,,,,,,,,, -1982-09-07,,8.68,10.09,10.96,11.80,12.03,12.36,12.59,12.53,,12.19 -1982-09-08,,8.60,10.25,11.03,11.87,12.12,12.40,12.58,12.51,,12.17 -1982-09-09,,8.57,10.02,10.96,11.87,12.15,12.41,12.58,12.53,,12.21 -1982-09-10,,8.66,10.38,11.25,12.06,12.32,12.56,12.76,12.73,,12.41 -1982-09-13,,8.41,10.13,11.06,11.93,12.21,12.52,12.68,12.63,,12.26 -1982-09-14,,8.16,9.98,10.93,11.88,12.12,12.38,12.61,12.56,,12.24 -1982-09-15,,8.44,10.40,11.27,12.16,12.35,12.56,12.62,12.60,,12.25 -1982-09-16,,8.31,10.21,11.19,12.14,12.28,12.52,12.61,12.60,,12.18 -1982-09-17,,8.23,9.88,11.03,11.96,12.19,12.39,12.49,12.51,,12.12 -1982-09-20,,8.04,10.07,10.98,11.98,12.19,12.43,12.45,12.47,,12.04 -1982-09-21,,7.88,9.75,10.73,11.68,11.92,12.13,12.14,12.18,,11.82 -1982-09-22,,7.58,9.50,10.52,11.61,11.90,12.04,12.04,12.04,,11.83 -1982-09-23,,7.52,9.53,10.51,11.50,11.83,11.92,11.94,11.94,,11.75 -1982-09-24,,7.85,9.42,10.62,11.65,11.96,12.05,12.09,12.09,,11.88 -1982-09-27,,7.83,9.36,10.64,11.69,11.87,11.95,11.99,11.99,,11.82 -1982-09-28,,7.72,9.15,10.45,11.42,11.66,11.78,11.83,11.85,,11.76 -1982-09-29,,7.84,9.04,10.32,11.38,11.59,11.76,11.79,11.80,,11.79 -1982-09-30,,7.88,8.68,10.26,11.23,11.52,11.69,11.72,11.73,,11.79 -1982-10-01,,7.60,8.52,10.05,11.13,11.38,11.50,11.51,11.51,,11.65 -1982-10-04,,8.21,9.71,10.60,11.51,11.66,11.73,11.73,11.72,,11.83 -1982-10-05,,8.44,9.45,10.53,11.42,11.62,11.70,11.71,11.69,,11.81 -1982-10-06,,8.33,9.50,10.36,11.21,11.42,11.52,11.50,11.50,,11.69 -1982-10-07,,8.04,8.99,9.55,10.46,10.71,10.81,10.87,10.91,,11.29 -1982-10-08,,8.00,8.77,9.20,10.15,10.54,10.71,10.77,10.83,,11.19 +1982-09-07,,8.68,10.09,10.96,11.80,12.03,12.36,12.59,12.53,12.29,12.19 +1982-09-08,,8.60,10.25,11.03,11.87,12.12,12.40,12.58,12.51,12.31,12.17 +1982-09-09,,8.57,10.02,10.96,11.87,12.15,12.41,12.58,12.53,12.35,12.21 +1982-09-10,,8.66,10.38,11.25,12.06,12.32,12.56,12.76,12.73,12.60,12.41 +1982-09-13,,8.41,10.13,11.06,11.93,12.21,12.52,12.68,12.63,12.47,12.26 +1982-09-14,,8.16,9.98,10.93,11.88,12.12,12.38,12.61,12.56,12.40,12.24 +1982-09-15,,8.44,10.40,11.27,12.16,12.35,12.56,12.62,12.60,12.44,12.25 +1982-09-16,,8.31,10.21,11.19,12.14,12.28,12.52,12.61,12.60,12.44,12.18 +1982-09-17,,8.23,9.88,11.03,11.96,12.19,12.39,12.49,12.51,12.37,12.12 +1982-09-20,,8.04,10.07,10.98,11.98,12.19,12.43,12.45,12.47,12.29,12.04 +1982-09-21,,7.88,9.75,10.73,11.68,11.92,12.13,12.14,12.18,12.02,11.82 +1982-09-22,,7.58,9.50,10.52,11.61,11.90,12.04,12.04,12.04,11.92,11.83 +1982-09-23,,7.52,9.53,10.51,11.50,11.83,11.92,11.94,11.94,11.71,11.75 +1982-09-24,,7.85,9.42,10.62,11.65,11.96,12.05,12.09,12.09,11.82,11.88 +1982-09-27,,7.83,9.36,10.64,11.69,11.87,11.95,11.99,11.99,11.77,11.82 +1982-09-28,,7.72,9.15,10.45,11.42,11.66,11.78,11.83,11.85,11.67,11.76 +1982-09-29,,7.84,9.04,10.32,11.38,11.59,11.76,11.79,11.80,11.67,11.79 +1982-09-30,,7.88,8.68,10.26,11.23,11.52,11.69,11.72,11.73,11.65,11.79 +1982-10-01,,7.60,8.52,10.05,11.13,11.38,11.50,11.51,11.51,11.47,11.65 +1982-10-04,,8.21,9.71,10.60,11.51,11.66,11.73,11.73,11.72,11.67,11.83 +1982-10-05,,8.44,9.45,10.53,11.42,11.62,11.70,11.71,11.69,11.64,11.81 +1982-10-06,,8.33,9.50,10.36,11.21,11.42,11.52,11.50,11.50,11.48,11.69 +1982-10-07,,8.04,8.99,9.55,10.46,10.71,10.81,10.87,10.91,11.00,11.29 +1982-10-08,,8.00,8.77,9.20,10.15,10.54,10.71,10.77,10.83,10.96,11.19 1982-10-11,,,,,,,,,,, -1982-10-12,,7.61,8.23,8.67,9.69,10.11,10.40,10.50,10.53,,10.85 -1982-10-13,,7.67,8.04,8.73,9.68,10.17,10.28,10.36,10.39,,10.75 -1982-10-14,,7.79,8.14,8.87,9.84,10.30,10.52,10.59,10.61,,10.86 -1982-10-15,,7.80,8.27,8.99,10.00,10.51,10.64,10.73,10.75,,11.03 -1982-10-18,,7.66,8.03,8.73,9.80,10.23,10.42,10.54,10.58,,10.90 -1982-10-19,,7.73,8.12,8.80,9.82,10.18,10.38,10.52,10.56,,10.87 -1982-10-20,,7.80,8.21,8.90,9.72,10.30,10.52,10.64,10.69,,10.91 -1982-10-21,,7.81,8.31,8.96,9.79,10.27,10.54,10.66,10.69,,10.92 -1982-10-22,,7.88,8.52,9.08,9.87,10.44,10.66,10.79,10.81,,11.03 -1982-10-25,,8.12,8.86,9.39,10.09,10.78,10.97,11.09,11.11,,11.25 -1982-10-26,,8.24,8.70,9.24,9.89,10.51,10.74,10.82,10.87,,11.17 -1982-10-27,,8.28,8.84,9.29,9.94,10.54,10.76,10.87,10.90,,11.23 -1982-10-28,,8.17,8.74,9.19,9.89,10.43,10.61,10.73,10.77,,11.12 -1982-10-29,,8.17,8.73,9.21,9.85,10.35,10.58,10.68,10.71,,11.01 -1982-11-01,,8.06,8.69,9.03,9.68,10.20,10.41,10.54,10.56,,10.84 +1982-10-12,,7.61,8.23,8.67,9.69,10.11,10.40,10.50,10.53,10.59,10.85 +1982-10-13,,7.67,8.04,8.73,9.68,10.17,10.28,10.36,10.39,10.47,10.75 +1982-10-14,,7.79,8.14,8.87,9.84,10.30,10.52,10.59,10.61,10.62,10.86 +1982-10-15,,7.80,8.27,8.99,10.00,10.51,10.64,10.73,10.75,10.79,11.03 +1982-10-18,,7.66,8.03,8.73,9.80,10.23,10.42,10.54,10.58,10.67,10.90 +1982-10-19,,7.73,8.12,8.80,9.82,10.18,10.38,10.52,10.56,10.66,10.87 +1982-10-20,,7.80,8.21,8.90,9.72,10.30,10.52,10.64,10.69,10.80,10.91 +1982-10-21,,7.81,8.31,8.96,9.79,10.27,10.54,10.66,10.69,10.79,10.92 +1982-10-22,,7.88,8.52,9.08,9.87,10.44,10.66,10.79,10.81,10.92,11.03 +1982-10-25,,8.12,8.86,9.39,10.09,10.78,10.97,11.09,11.11,11.14,11.25 +1982-10-26,,8.24,8.70,9.24,9.89,10.51,10.74,10.82,10.87,11.02,11.17 +1982-10-27,,8.28,8.84,9.29,9.94,10.54,10.76,10.87,10.90,11.01,11.23 +1982-10-28,,8.17,8.74,9.19,9.89,10.43,10.61,10.73,10.77,10.90,11.12 +1982-10-29,,8.17,8.73,9.21,9.85,10.35,10.58,10.68,10.71,10.79,11.01 +1982-11-01,,8.06,8.69,9.03,9.68,10.20,10.41,10.54,10.56,10.60,10.84 1982-11-02,,,,,,,,,,, -1982-11-03,,8.06,8.65,9.06,9.65,9.87,10.30,10.42,10.46,,10.72 -1982-11-04,,7.99,8.61,8.98,9.64,9.86,10.28,10.42,10.42,,10.66 -1982-11-05,,8.04,8.63,9.03,9.73,9.91,10.36,10.52,10.48,,10.59 -1982-11-08,,8.18,8.91,9.23,9.81,9.97,10.46,10.59,10.55,,10.61 -1982-11-09,,8.28,8.80,9.13,9.74,9.92,10.41,10.50,10.51,,10.44 -1982-11-10,,8.36,8.81,9.12,9.77,9.93,10.38,10.48,10.48,,10.37 +1982-11-03,,8.06,8.65,9.06,9.65,9.87,10.30,10.42,10.46,10.53,10.72 +1982-11-04,,7.99,8.61,8.98,9.64,9.86,10.28,10.42,10.42,10.48,10.66 +1982-11-05,,8.04,8.63,9.03,9.73,9.91,10.36,10.52,10.48,10.58,10.59 +1982-11-08,,8.18,8.91,9.23,9.81,9.97,10.46,10.59,10.55,10.67,10.61 +1982-11-09,,8.28,8.80,9.13,9.74,9.92,10.41,10.50,10.51,10.50,10.44 +1982-11-10,,8.36,8.81,9.12,9.77,9.93,10.38,10.48,10.48,10.48,10.37 1982-11-11,,,,,,,,,,, -1982-11-12,,8.56,8.93,9.28,9.87,10.03,10.50,10.58,10.58,,10.43 -1982-11-15,,8.80,9.05,9.37,9.91,10.06,10.60,10.66,10.65,,10.52 -1982-11-16,,8.70,8.96,9.28,9.90,10.10,10.63,10.67,10.67,,10.60 -1982-11-17,,8.65,8.96,9.26,9.90,10.03,10.55,10.59,10.59,,10.54 -1982-11-18,,8.55,8.86,9.18,9.81,9.97,10.42,10.45,10.46,,10.33 -1982-11-19,,8.38,8.65,9.05,9.79,9.88,10.36,10.42,10.42,,10.35 -1982-11-22,,8.26,8.60,9.01,9.73,9.87,10.25,10.44,10.43,,10.43 -1982-11-23,,8.22,8.62,9.06,9.73,9.91,10.19,10.47,10.53,,10.46 -1982-11-24,,8.20,8.71,9.12,9.80,9.94,10.20,10.48,10.59,,10.52 +1982-11-12,,8.56,8.93,9.28,9.87,10.03,10.50,10.58,10.58,10.57,10.43 +1982-11-15,,8.80,9.05,9.37,9.91,10.06,10.60,10.66,10.65,10.65,10.52 +1982-11-16,,8.70,8.96,9.28,9.90,10.10,10.63,10.67,10.67,10.67,10.60 +1982-11-17,,8.65,8.96,9.26,9.90,10.03,10.55,10.59,10.59,10.60,10.54 +1982-11-18,,8.55,8.86,9.18,9.81,9.97,10.42,10.45,10.46,10.46,10.33 +1982-11-19,,8.38,8.65,9.05,9.79,9.88,10.36,10.42,10.42,10.42,10.35 +1982-11-22,,8.26,8.60,9.01,9.73,9.87,10.25,10.44,10.43,10.43,10.43 +1982-11-23,,8.22,8.62,9.06,9.73,9.91,10.19,10.47,10.53,10.53,10.46 +1982-11-24,,8.20,8.71,9.12,9.80,9.94,10.20,10.48,10.59,10.59,10.52 1982-11-25,,,,,,,,,,, -1982-11-26,,8.19,8.66,9.08,9.76,9.95,10.19,10.45,10.51,,10.47 -1982-11-29,,8.54,9.05,9.38,9.94,10.15,10.39,10.66,10.78,,10.72 -1982-11-30,,8.56,9.04,9.38,9.96,10.08,10.37,10.67,10.79,,10.70 -1982-12-01,,8.55,9.06,9.38,9.96,10.08,10.34,10.62,10.74,,10.69 -1982-12-02,,8.32,8.97,9.22,9.89,10.03,10.29,10.57,10.68,,10.63 -1982-12-03,,8.10,8.62,8.93,9.72,9.84,10.16,10.40,10.47,,10.44 -1982-12-06,,8.13,8.74,9.02,9.73,9.87,10.17,10.38,10.46,,10.41 -1982-12-07,,8.19,8.71,8.98,9.72,9.86,10.21,10.43,10.48,,10.45 -1982-12-08,,8.24,8.80,9.12,9.85,9.99,10.25,10.51,10.62,,10.54 -1982-12-09,,8.23,8.76,9.07,9.83,10.00,10.30,10.52,10.58,,10.52 -1982-12-10,,8.31,8.81,9.13,9.87,10.05,10.37,10.58,10.66,,10.63 -1982-12-13,,8.27,8.71,9.03,9.84,10.00,10.34,10.57,10.61,,10.57 -1982-12-14,,7.93,8.31,8.71,9.54,9.73,10.13,10.41,10.46,,10.48 -1982-12-15,,7.88,8.32,8.72,9.49,9.74,10.15,10.45,10.50,,10.55 -1982-12-16,,8.10,8.43,8.79,9.59,9.83,10.24,10.53,10.59,,10.66 -1982-12-17,,8.13,8.51,8.91,9.66,9.90,10.28,10.53,10.64,,10.69 -1982-12-20,,8.14,8.51,8.89,9.67,9.99,10.31,10.69,10.70,,10.77 -1982-12-21,,8.17,8.42,8.75,9.54,9.87,10.21,10.53,10.54,,10.53 -1982-12-22,,8.18,8.45,8.79,9.55,9.86,10.22,10.53,10.53,,10.55 -1982-12-23,,8.18,8.45,8.78,9.52,9.81,10.15,10.45,10.47,,10.50 +1982-11-26,,8.19,8.66,9.08,9.76,9.95,10.19,10.45,10.51,10.51,10.47 +1982-11-29,,8.54,9.05,9.38,9.94,10.15,10.39,10.66,10.78,10.77,10.72 +1982-11-30,,8.56,9.04,9.38,9.96,10.08,10.37,10.67,10.79,10.79,10.70 +1982-12-01,,8.55,9.06,9.38,9.96,10.08,10.34,10.62,10.74,10.73,10.69 +1982-12-02,,8.32,8.97,9.22,9.89,10.03,10.29,10.57,10.68,10.68,10.63 +1982-12-03,,8.10,8.62,8.93,9.72,9.84,10.16,10.40,10.47,10.46,10.44 +1982-12-06,,8.13,8.74,9.02,9.73,9.87,10.17,10.38,10.46,10.45,10.41 +1982-12-07,,8.19,8.71,8.98,9.72,9.86,10.21,10.43,10.48,10.48,10.45 +1982-12-08,,8.24,8.80,9.12,9.85,9.99,10.25,10.51,10.62,10.62,10.54 +1982-12-09,,8.23,8.76,9.07,9.83,10.00,10.30,10.52,10.58,10.59,10.52 +1982-12-10,,8.31,8.81,9.13,9.87,10.05,10.37,10.58,10.66,10.65,10.63 +1982-12-13,,8.27,8.71,9.03,9.84,10.00,10.34,10.57,10.61,10.61,10.57 +1982-12-14,,7.93,8.31,8.71,9.54,9.73,10.13,10.41,10.46,10.46,10.48 +1982-12-15,,7.88,8.32,8.72,9.49,9.74,10.15,10.45,10.50,10.49,10.55 +1982-12-16,,8.10,8.43,8.79,9.59,9.83,10.24,10.53,10.59,10.59,10.66 +1982-12-17,,8.13,8.51,8.91,9.66,9.90,10.28,10.53,10.64,10.64,10.69 +1982-12-20,,8.14,8.51,8.89,9.67,9.99,10.31,10.69,10.70,10.70,10.77 +1982-12-21,,8.17,8.42,8.75,9.54,9.87,10.21,10.53,10.54,10.69,10.53 +1982-12-22,,8.18,8.45,8.79,9.55,9.86,10.22,10.53,10.53,10.74,10.55 +1982-12-23,,8.18,8.45,8.78,9.52,9.81,10.15,10.45,10.47,10.70,10.50 1982-12-24,,,,,,,,,,, -1982-12-27,,8.16,8.45,8.70,9.54,9.79,10.15,10.39,10.44,,10.44 -1982-12-28,,8.33,8.52,8.76,9.52,9.79,10.15,10.40,10.44,,10.43 -1982-12-29,,8.43,8.58,8.80,9.54,9.83,10.19,10.45,10.47,,10.49 -1982-12-30,,8.29,8.53,8.79,9.52,9.81,10.19,10.42,10.44,,10.46 -1982-12-31,,8.20,8.42,8.68,9.48,9.74,10.09,10.32,10.36,,10.43 -1983-01-03,,8.17,8.38,8.62,9.29,9.64,10.02,10.25,10.32,,10.39 -1983-01-04,,8.28,8.48,8.70,9.43,9.68,10.07,10.30,10.37,,10.45 -1983-01-05,,8.25,8.40,8.66,9.39,9.68,10.06,10.30,10.35,,10.47 -1983-01-06,,8.20,8.36,8.62,9.39,9.67,10.05,10.34,10.39,,10.50 -1983-01-07,,8.02,8.19,8.51,9.26,9.58,9.98,10.27,10.36,,10.50 -1983-01-10,,7.96,8.18,8.46,9.24,9.56,9.96,10.31,10.38,,10.51 -1983-01-11,,7.94,8.17,8.46,9.19,9.49,9.92,10.26,10.34,,10.48 -1983-01-12,,7.94,8.15,8.46,9.22,9.48,9.92,10.24,10.32,,10.46 -1983-01-13,,7.92,8.10,8.37,9.11,9.37,9.81,10.18,10.27,,10.45 -1983-01-14,,7.79,7.97,8.30,9.09,9.33,9.78,10.13,10.28,,10.50 -1983-01-17,,7.85,8.11,8.42,9.17,9.37,9.78,10.14,10.28,,10.50 -1983-01-18,,7.90,8.11,8.43,9.14,9.40,9.79,10.15,10.30,,10.56 -1983-01-19,,7.94,8.23,8.54,9.20,9.54,9.89,10.29,10.41,,10.67 -1983-01-20,,8.04,8.27,8.63,9.26,9.57,9.94,10.31,10.43,,10.66 -1983-01-21,,8.29,8.53,8.80,9.46,9.86,10.18,10.51,10.61,,10.78 -1983-01-24,,8.37,8.62,8.90,9.54,9.89,10.26,10.61,10.70,,10.88 -1983-01-25,,8.32,8.47,8.80,9.44,9.87,10.18,10.54,10.62,,10.82 -1983-01-26,,8.36,8.56,8.85,9.52,9.88,10.23,10.60,10.69,,10.92 -1983-01-27,,8.30,8.50,8.79,9.49,9.85,10.20,10.57,10.67,,10.85 -1983-01-28,,8.26,8.54,8.83,9.47,9.86,10.21,10.60,10.71,,10.90 -1983-01-31,,8.36,8.65,8.91,9.58,9.93,10.31,10.69,10.80,,10.99 -1983-02-01,,8.45,8.66,8.93,9.60,9.94,10.34,10.69,10.78,,10.95 -1983-02-02,,8.45,8.70,8.98,9.71,9.97,10.37,10.71,10.88,,10.94 -1983-02-03,,8.43,8.76,8.98,9.71,10.02,10.39,10.76,10.93,,11.06 -1983-02-04,,8.52,8.84,9.11,9.82,10.13,10.51,10.86,10.99,,11.12 -1983-02-07,,8.50,8.83,9.10,9.80,10.09,10.49,10.83,10.96,,11.10 -1983-02-08,,8.57,8.84,9.14,9.83,10.09,10.50,10.84,10.99,,11.12 -1983-02-09,,8.55,8.83,9.13,9.89,10.14,10.58,10.89,11.00,,11.14 -1983-02-10,,8.45,8.69,8.98,9.74,10.00,10.38,10.69,10.83,,10.96 -1983-02-11,,8.42,8.67,8.97,9.70,9.97,10.31,10.64,10.80,,10.94 -1983-02-14,,8.53,8.82,9.07,9.78,10.03,10.37,10.63,10.80,,10.95 -1983-02-15,,8.60,8.81,9.08,9.77,10.03,10.37,10.69,10.84,,10.99 -1983-02-16,,8.48,8.69,8.96,9.69,9.97,10.29,10.64,10.81,,10.95 -1983-02-17,,8.38,8.69,8.97,9.65,9.90,10.24,10.54,10.71,,10.86 -1983-02-18,,8.26,8.57,8.83,9.56,9.83,10.13,10.45,10.60,,10.78 +1982-12-27,,8.16,8.45,8.70,9.54,9.79,10.15,10.39,10.44,10.66,10.44 +1982-12-28,,8.33,8.52,8.76,9.52,9.79,10.15,10.40,10.44,10.66,10.43 +1982-12-29,,8.43,8.58,8.80,9.54,9.83,10.19,10.45,10.47,10.69,10.49 +1982-12-30,,8.29,8.53,8.79,9.52,9.81,10.19,10.42,10.44,10.67,10.46 +1982-12-31,,8.20,8.42,8.68,9.48,9.74,10.09,10.32,10.36,10.62,10.43 +1983-01-03,,8.17,8.38,8.62,9.29,9.64,10.02,10.25,10.32,10.55,10.39 +1983-01-04,,8.28,8.48,8.70,9.43,9.68,10.07,10.30,10.37,10.62,10.45 +1983-01-05,,8.25,8.40,8.66,9.39,9.68,10.06,10.30,10.35,10.64,10.47 +1983-01-06,,8.20,8.36,8.62,9.39,9.67,10.05,10.34,10.39,10.68,10.50 +1983-01-07,,8.02,8.19,8.51,9.26,9.58,9.98,10.27,10.36,10.67,10.50 +1983-01-10,,7.96,8.18,8.46,9.24,9.56,9.96,10.31,10.38,10.70,10.51 +1983-01-11,,7.94,8.17,8.46,9.19,9.49,9.92,10.26,10.34,10.67,10.48 +1983-01-12,,7.94,8.15,8.46,9.22,9.48,9.92,10.24,10.32,10.64,10.46 +1983-01-13,,7.92,8.10,8.37,9.11,9.37,9.81,10.18,10.27,10.62,10.45 +1983-01-14,,7.79,7.97,8.30,9.09,9.33,9.78,10.13,10.28,10.64,10.50 +1983-01-17,,7.85,8.11,8.42,9.17,9.37,9.78,10.14,10.28,10.63,10.50 +1983-01-18,,7.90,8.11,8.43,9.14,9.40,9.79,10.15,10.30,10.69,10.56 +1983-01-19,,7.94,8.23,8.54,9.20,9.54,9.89,10.29,10.41,10.79,10.67 +1983-01-20,,8.04,8.27,8.63,9.26,9.57,9.94,10.31,10.43,10.77,10.66 +1983-01-21,,8.29,8.53,8.80,9.46,9.86,10.18,10.51,10.61,10.92,10.78 +1983-01-24,,8.37,8.62,8.90,9.54,9.89,10.26,10.61,10.70,11.00,10.88 +1983-01-25,,8.32,8.47,8.80,9.44,9.87,10.18,10.54,10.62,10.95,10.82 +1983-01-26,,8.36,8.56,8.85,9.52,9.88,10.23,10.60,10.69,11.05,10.92 +1983-01-27,,8.30,8.50,8.79,9.49,9.85,10.20,10.57,10.67,11.01,10.85 +1983-01-28,,8.26,8.54,8.83,9.47,9.86,10.21,10.60,10.71,11.03,10.90 +1983-01-31,,8.36,8.65,8.91,9.58,9.93,10.31,10.69,10.80,11.14,10.99 +1983-02-01,,8.45,8.66,8.93,9.60,9.94,10.34,10.69,10.78,11.12,10.95 +1983-02-02,,8.45,8.70,8.98,9.71,9.97,10.37,10.71,10.88,11.11,10.94 +1983-02-03,,8.43,8.76,8.98,9.71,10.02,10.39,10.76,10.93,11.18,11.06 +1983-02-04,,8.52,8.84,9.11,9.82,10.13,10.51,10.86,10.99,11.27,11.12 +1983-02-07,,8.50,8.83,9.10,9.80,10.09,10.49,10.83,10.96,11.24,11.10 +1983-02-08,,8.57,8.84,9.14,9.83,10.09,10.50,10.84,10.99,11.27,11.12 +1983-02-09,,8.55,8.83,9.13,9.89,10.14,10.58,10.89,11.00,11.31,11.14 +1983-02-10,,8.45,8.69,8.98,9.74,10.00,10.38,10.69,10.83,11.13,10.96 +1983-02-11,,8.42,8.67,8.97,9.70,9.97,10.31,10.64,10.80,11.12,10.94 +1983-02-14,,8.53,8.82,9.07,9.78,10.03,10.37,10.63,10.80,11.11,10.95 +1983-02-15,,8.60,8.81,9.08,9.77,10.03,10.37,10.69,10.84,11.16,10.99 +1983-02-16,,8.48,8.69,8.96,9.69,9.97,10.29,10.64,10.81,11.10,10.95 +1983-02-17,,8.38,8.69,8.97,9.65,9.90,10.24,10.54,10.71,11.03,10.86 +1983-02-18,,8.26,8.57,8.83,9.56,9.83,10.13,10.45,10.60,10.90,10.78 1983-02-21,,,,,,,,,,, -1983-02-22,,8.17,8.51,8.75,9.41,9.70,10.01,10.30,10.46,,10.63 -1983-02-23,,8.24,8.46,8.73,9.44,9.73,10.00,10.21,10.44,,10.62 -1983-02-24,,8.20,8.40,8.66,9.40,9.67,9.96,10.16,10.42,,10.61 -1983-02-25,,8.08,8.29,8.55,9.28,9.53,9.82,10.01,10.26,,10.50 -1983-02-28,,8.21,8.38,8.61,9.31,9.55,9.83,10.01,10.27,,10.51 -1983-03-01,,8.26,8.40,8.58,9.26,9.42,9.74,9.93,10.22,,10.45 -1983-03-02,,8.30,8.45,8.59,9.30,9.49,9.76,9.99,10.26,,10.48 -1983-03-03,,8.25,8.40,8.56,9.24,9.47,9.72,9.93,10.23,,10.44 -1983-03-04,,8.29,8.45,8.63,9.25,9.49,9.75,9.99,10.27,,10.46 -1983-03-07,,8.48,8.64,8.81,9.46,9.67,9.92,10.14,10.43,,10.59 -1983-03-08,,8.61,8.75,8.94,9.62,9.77,10.01,10.23,10.52,,10.65 -1983-03-09,,8.57,8.73,8.93,9.62,9.76,10.02,10.21,10.48,,10.64 -1983-03-10,,8.55,8.76,9.00,9.67,9.84,10.08,10.30,10.55,,10.67 -1983-03-11,,8.56,8.75,8.98,9.66,9.85,10.12,10.34,10.59,,10.75 -1983-03-14,,8.51,8.72,8.93,9.58,9.75,10.02,10.23,10.48,,10.66 -1983-03-15,,8.55,8.74,8.93,9.57,9.75,9.99,10.19,10.46,,10.62 -1983-03-16,,8.61,8.81,9.01,9.65,9.83,10.09,10.31,10.53,,10.68 -1983-03-17,,8.63,8.93,9.13,9.71,9.85,10.14,10.37,10.56,,10.68 -1983-03-18,,8.74,9.01,9.24,9.78,9.95,10.15,10.39,10.58,,10.71 -1983-03-21,,8.80,9.05,9.27,9.79,9.99,10.20,10.46,10.60,,10.71 -1983-03-22,,8.93,9.12,9.31,9.84,10.08,10.29,10.53,10.62,,10.71 -1983-03-23,,8.78,9.00,9.20,9.81,10.01,10.23,10.52,10.58,,10.64 -1983-03-24,,8.83,9.05,9.23,9.82,10.00,10.24,10.49,10.58,,10.61 -1983-03-25,,9.00,9.21,9.39,9.91,10.09,10.32,10.57,10.64,,10.70 -1983-03-28,,9.01,9.22,9.39,9.92,10.10,10.33,10.58,10.66,,10.71 -1983-03-29,,8.97,9.16,9.29,9.88,10.05,10.28,10.53,10.60,,10.66 -1983-03-30,,8.98,9.20,9.32,9.88,10.04,10.25,10.48,10.59,,10.65 -1983-03-31,,8.96,9.20,9.34,9.87,10.04,10.27,10.52,10.62,,10.69 +1983-02-22,,8.17,8.51,8.75,9.41,9.70,10.01,10.30,10.46,10.74,10.63 +1983-02-23,,8.24,8.46,8.73,9.44,9.73,10.00,10.21,10.44,10.75,10.62 +1983-02-24,,8.20,8.40,8.66,9.40,9.67,9.96,10.16,10.42,10.74,10.61 +1983-02-25,,8.08,8.29,8.55,9.28,9.53,9.82,10.01,10.26,10.61,10.50 +1983-02-28,,8.21,8.38,8.61,9.31,9.55,9.83,10.01,10.27,10.62,10.51 +1983-03-01,,8.26,8.40,8.58,9.26,9.42,9.74,9.93,10.22,10.57,10.45 +1983-03-02,,8.30,8.45,8.59,9.30,9.49,9.76,9.99,10.26,10.61,10.48 +1983-03-03,,8.25,8.40,8.56,9.24,9.47,9.72,9.93,10.23,10.59,10.44 +1983-03-04,,8.29,8.45,8.63,9.25,9.49,9.75,9.99,10.27,10.62,10.46 +1983-03-07,,8.48,8.64,8.81,9.46,9.67,9.92,10.14,10.43,10.75,10.59 +1983-03-08,,8.61,8.75,8.94,9.62,9.77,10.01,10.23,10.52,10.83,10.65 +1983-03-09,,8.57,8.73,8.93,9.62,9.76,10.02,10.21,10.48,10.82,10.64 +1983-03-10,,8.55,8.76,9.00,9.67,9.84,10.08,10.30,10.55,10.85,10.67 +1983-03-11,,8.56,8.75,8.98,9.66,9.85,10.12,10.34,10.59,10.93,10.75 +1983-03-14,,8.51,8.72,8.93,9.58,9.75,10.02,10.23,10.48,10.84,10.66 +1983-03-15,,8.55,8.74,8.93,9.57,9.75,9.99,10.19,10.46,10.82,10.62 +1983-03-16,,8.61,8.81,9.01,9.65,9.83,10.09,10.31,10.53,10.84,10.68 +1983-03-17,,8.63,8.93,9.13,9.71,9.85,10.14,10.37,10.56,10.87,10.68 +1983-03-18,,8.74,9.01,9.24,9.78,9.95,10.15,10.39,10.58,10.88,10.71 +1983-03-21,,8.80,9.05,9.27,9.79,9.99,10.20,10.46,10.60,10.87,10.71 +1983-03-22,,8.93,9.12,9.31,9.84,10.08,10.29,10.53,10.62,10.87,10.71 +1983-03-23,,8.78,9.00,9.20,9.81,10.01,10.23,10.52,10.58,10.82,10.64 +1983-03-24,,8.83,9.05,9.23,9.82,10.00,10.24,10.49,10.58,10.81,10.61 +1983-03-25,,9.00,9.21,9.39,9.91,10.09,10.32,10.57,10.64,10.85,10.70 +1983-03-28,,9.01,9.22,9.39,9.92,10.10,10.33,10.58,10.66,10.87,10.71 +1983-03-29,,8.97,9.16,9.29,9.88,10.05,10.28,10.53,10.60,10.82,10.66 +1983-03-30,,8.98,9.20,9.32,9.88,10.04,10.25,10.48,10.59,10.81,10.65 +1983-03-31,,8.96,9.20,9.34,9.87,10.04,10.27,10.52,10.62,10.84,10.69 1983-04-01,,,,,,,,,,, -1983-04-04,,8.97,9.23,9.35,9.87,10.04,10.25,10.49,10.60,,10.67 -1983-04-05,,8.80,9.04,9.18,9.72,9.87,10.11,10.38,10.49,,10.55 -1983-04-06,,8.72,8.94,9.12,9.69,9.87,10.11,10.37,10.49,,10.54 -1983-04-07,,8.68,8.93,9.12,9.67,9.83,10.09,10.38,10.51,,10.56 -1983-04-08,,8.63,8.89,9.10,9.67,9.87,10.11,10.38,10.51,,10.58 -1983-04-11,,8.45,8.73,8.92,9.53,9.70,9.99,10.29,10.41,,10.46 -1983-04-12,,8.49,8.77,8.96,9.58,9.76,10.01,10.31,10.42,,10.46 -1983-04-13,,8.48,8.71,8.95,9.57,9.74,10.01,10.29,10.39,,10.44 -1983-04-14,,8.42,8.67,8.92,9.49,9.64,9.93,10.17,10.29,,10.37 -1983-04-15,,8.43,8.71,8.94,9.53,9.71,9.98,10.22,10.33,,10.40 -1983-04-18,,8.36,8.68,8.89,9.49,9.67,9.95,10.18,10.29,,10.35 -1983-04-19,,8.47,8.77,8.99,9.58,9.80,10.04,10.30,10.39,,10.46 -1983-04-20,,8.40,8.78,8.98,9.58,9.78,10.01,10.31,10.39,,10.48 -1983-04-21,,8.44,8.81,9.05,9.61,9.80,10.07,10.32,10.43,,10.53 -1983-04-22,,8.44,8.75,8.97,9.58,9.80,10.03,10.30,10.42,,10.52 -1983-04-25,,8.44,8.70,8.92,9.52,9.77,10.01,10.29,10.40,,10.48 -1983-04-26,,8.45,8.70,8.89,9.49,9.74,10.02,10.24,10.37,,10.47 -1983-04-27,,8.41,8.60,8.79,9.42,9.67,9.92,10.17,10.29,,10.43 -1983-04-28,,8.41,8.61,8.79,9.42,9.63,9.91,10.17,10.31,,10.41 -1983-04-29,,8.38,8.55,8.75,9.35,9.58,9.88,10.15,10.27,,10.38 -1983-05-02,,8.33,8.53,8.69,9.29,9.54,9.82,10.10,10.26,,10.39 -1983-05-03,,8.33,8.50,8.67,9.27,9.46,9.81,10.11,10.26,,10.38 -1983-05-04,,8.30,8.44,8.62,9.19,9.38,9.73,10.02,10.12,,10.27 -1983-05-05,,8.34,8.50,8.65,9.25,9.39,9.76,10.09,10.16,,10.30 -1983-05-06,,8.26,8.40,8.58,9.17,9.36,9.74,10.04,10.13,,10.28 -1983-05-09,,8.43,8.61,8.75,9.33,9.49,9.86,10.17,10.25,,10.37 -1983-05-10,,8.30,8.46,8.64,9.24,9.40,9.81,10.09,10.16,,10.30 -1983-05-11,,8.25,8.44,8.62,9.22,9.40,9.82,10.10,10.18,,10.33 -1983-05-12,,8.35,8.57,8.79,9.29,9.49,9.87,10.13,10.23,,10.40 -1983-05-13,,8.30,8.49,8.68,9.27,9.45,9.86,10.13,10.22,,10.37 -1983-05-16,,8.45,8.65,8.86,9.47,9.62,10.02,10.33,10.37,,10.54 -1983-05-17,,8.44,8.66,8.90,9.48,9.64,10.03,10.33,10.41,,10.58 -1983-05-18,,8.42,8.63,8.88,9.49,9.66,10.06,10.34,10.43,,10.60 -1983-05-19,,8.46,8.74,8.98,9.61,9.74,10.17,10.42,10.49,,10.67 -1983-05-20,,8.48,8.77,9.04,9.64,9.80,10.20,10.46,10.54,,10.69 -1983-05-23,,8.73,8.92,9.16,9.74,9.91,10.27,10.52,10.57,,10.71 -1983-05-24,,8.80,8.99,9.19,9.75,9.91,10.30,10.51,10.56,,10.69 -1983-05-25,,8.82,9.00,9.21,9.76,9.91,10.29,10.53,10.58,,10.71 -1983-05-26,,8.85,9.10,9.31,9.89,10.03,10.38,10.61,10.63,,10.76 -1983-05-27,,8.80,9.05,9.29,9.90,10.01,10.37,10.58,10.62,,10.78 +1983-04-04,,8.97,9.23,9.35,9.87,10.04,10.25,10.49,10.60,10.82,10.67 +1983-04-05,,8.80,9.04,9.18,9.72,9.87,10.11,10.38,10.49,10.74,10.55 +1983-04-06,,8.72,8.94,9.12,9.69,9.87,10.11,10.37,10.49,10.71,10.54 +1983-04-07,,8.68,8.93,9.12,9.67,9.83,10.09,10.38,10.51,10.71,10.56 +1983-04-08,,8.63,8.89,9.10,9.67,9.87,10.11,10.38,10.51,10.72,10.58 +1983-04-11,,8.45,8.73,8.92,9.53,9.70,9.99,10.29,10.41,10.62,10.46 +1983-04-12,,8.49,8.77,8.96,9.58,9.76,10.01,10.31,10.42,10.63,10.46 +1983-04-13,,8.48,8.71,8.95,9.57,9.74,10.01,10.29,10.39,10.62,10.44 +1983-04-14,,8.42,8.67,8.92,9.49,9.64,9.93,10.17,10.29,10.54,10.37 +1983-04-15,,8.43,8.71,8.94,9.53,9.71,9.98,10.22,10.33,10.55,10.40 +1983-04-18,,8.36,8.68,8.89,9.49,9.67,9.95,10.18,10.29,10.52,10.35 +1983-04-19,,8.47,8.77,8.99,9.58,9.80,10.04,10.30,10.39,10.61,10.46 +1983-04-20,,8.40,8.78,8.98,9.58,9.78,10.01,10.31,10.39,10.62,10.48 +1983-04-21,,8.44,8.81,9.05,9.61,9.80,10.07,10.32,10.43,10.68,10.53 +1983-04-22,,8.44,8.75,8.97,9.58,9.80,10.03,10.30,10.42,10.65,10.52 +1983-04-25,,8.44,8.70,8.92,9.52,9.77,10.01,10.29,10.40,10.64,10.48 +1983-04-26,,8.45,8.70,8.89,9.49,9.74,10.02,10.24,10.37,10.61,10.47 +1983-04-27,,8.41,8.60,8.79,9.42,9.67,9.92,10.17,10.29,10.56,10.43 +1983-04-28,,8.41,8.61,8.79,9.42,9.63,9.91,10.17,10.31,10.54,10.41 +1983-04-29,,8.38,8.55,8.75,9.35,9.58,9.88,10.15,10.27,10.52,10.38 +1983-05-02,,8.33,8.53,8.69,9.29,9.54,9.82,10.10,10.26,10.51,10.39 +1983-05-03,,8.33,8.50,8.67,9.27,9.46,9.81,10.11,10.26,10.50,10.38 +1983-05-04,,8.30,8.44,8.62,9.19,9.38,9.73,10.02,10.12,10.39,10.27 +1983-05-05,,8.34,8.50,8.65,9.25,9.39,9.76,10.09,10.16,10.42,10.30 +1983-05-06,,8.26,8.40,8.58,9.17,9.36,9.74,10.04,10.13,10.41,10.28 +1983-05-09,,8.43,8.61,8.75,9.33,9.49,9.86,10.17,10.25,10.49,10.37 +1983-05-10,,8.30,8.46,8.64,9.24,9.40,9.81,10.09,10.16,10.42,10.30 +1983-05-11,,8.25,8.44,8.62,9.22,9.40,9.82,10.10,10.18,10.45,10.33 +1983-05-12,,8.35,8.57,8.79,9.29,9.49,9.87,10.13,10.23,10.53,10.40 +1983-05-13,,8.30,8.49,8.68,9.27,9.45,9.86,10.13,10.22,10.50,10.37 +1983-05-16,,8.45,8.65,8.86,9.47,9.62,10.02,10.33,10.37,10.70,10.54 +1983-05-17,,8.44,8.66,8.90,9.48,9.64,10.03,10.33,10.41,10.71,10.58 +1983-05-18,,8.42,8.63,8.88,9.49,9.66,10.06,10.34,10.43,10.76,10.60 +1983-05-19,,8.46,8.74,8.98,9.61,9.74,10.17,10.42,10.49,10.83,10.67 +1983-05-20,,8.48,8.77,9.04,9.64,9.80,10.20,10.46,10.54,10.90,10.69 +1983-05-23,,8.73,8.92,9.16,9.74,9.91,10.27,10.52,10.57,10.88,10.71 +1983-05-24,,8.80,8.99,9.19,9.75,9.91,10.30,10.51,10.56,10.86,10.69 +1983-05-25,,8.82,9.00,9.21,9.76,9.91,10.29,10.53,10.58,10.88,10.71 +1983-05-26,,8.85,9.10,9.31,9.89,10.03,10.38,10.61,10.63,10.93,10.76 +1983-05-27,,8.80,9.05,9.29,9.90,10.01,10.37,10.58,10.62,10.94,10.78 1983-05-30,,,,,,,,,,, -1983-05-31,,8.97,9.26,9.48,10.02,10.21,10.55,10.77,10.81,,10.97 -1983-06-01,,8.92,9.17,9.39,9.97,10.14,10.48,10.74,10.77,,10.91 -1983-06-02,,8.84,9.14,9.36,9.96,10.12,10.46,10.74,10.78,,10.91 -1983-06-03,,8.87,9.26,9.48,10.01,10.20,10.53,10.78,10.79,,10.93 -1983-06-06,,8.96,9.33,9.53,10.09,10.21,10.54,10.78,10.79,,10.90 -1983-06-07,,9.17,9.48,9.66,10.18,10.31,10.61,10.85,10.85,,10.97 -1983-06-08,,9.18,9.52,9.73,10.20,10.35,10.64,10.91,10.92,,11.02 -1983-06-09,,9.08,9.40,9.58,10.12,10.26,10.63,10.84,10.88,,10.96 -1983-06-10,,9.11,9.47,9.68,10.20,10.31,10.64,10.87,10.89,,10.95 -1983-06-13,,9.03,9.36,9.52,10.11,10.21,10.50,10.77,10.75,,10.84 -1983-06-14,,9.06,9.38,9.58,10.09,10.23,10.53,10.75,10.77,,10.88 -1983-06-15,,9.06,9.36,9.55,10.06,10.19,10.48,10.71,10.72,,10.81 -1983-06-16,,8.99,9.31,9.51,10.05,10.17,10.46,10.63,10.64,,10.72 -1983-06-17,,9.01,9.34,9.56,10.07,10.21,10.47,10.66,10.68,,10.77 -1983-06-20,,9.32,9.62,9.83,10.26,10.39,10.62,10.77,10.80,,10.85 -1983-06-21,,9.32,9.56,9.78,10.27,10.41,10.64,10.75,10.79,,10.86 -1983-06-22,,9.35,9.58,9.79,10.31,10.42,10.71,10.81,10.83,,10.90 -1983-06-23,,9.31,9.55,9.80,10.33,10.46,10.76,10.87,10.90,,10.95 -1983-06-24,,9.42,9.68,9.92,10.43,10.57,10.83,11.00,11.02,,11.06 -1983-06-27,,9.38,9.69,9.91,10.44,10.57,10.92,11.07,11.11,,11.16 -1983-06-28,,9.34,9.61,9.84,10.35,10.48,10.85,10.99,11.04,,11.10 -1983-06-29,,9.20,9.54,9.76,10.27,10.46,10.76,10.94,10.99,,11.06 -1983-06-30,,9.15,9.43,9.70,10.23,10.41,10.76,10.92,10.96,,11.01 -1983-07-01,,9.05,9.41,9.67,10.17,10.41,10.72,10.89,10.93,,11.00 +1983-05-31,,8.97,9.26,9.48,10.02,10.21,10.55,10.77,10.81,11.12,10.97 +1983-06-01,,8.92,9.17,9.39,9.97,10.14,10.48,10.74,10.77,11.06,10.91 +1983-06-02,,8.84,9.14,9.36,9.96,10.12,10.46,10.74,10.78,11.10,10.91 +1983-06-03,,8.87,9.26,9.48,10.01,10.20,10.53,10.78,10.79,11.09,10.93 +1983-06-06,,8.96,9.33,9.53,10.09,10.21,10.54,10.78,10.79,11.06,10.90 +1983-06-07,,9.17,9.48,9.66,10.18,10.31,10.61,10.85,10.85,11.14,10.97 +1983-06-08,,9.18,9.52,9.73,10.20,10.35,10.64,10.91,10.92,11.20,11.02 +1983-06-09,,9.08,9.40,9.58,10.12,10.26,10.63,10.84,10.88,11.13,10.96 +1983-06-10,,9.11,9.47,9.68,10.20,10.31,10.64,10.87,10.89,11.14,10.95 +1983-06-13,,9.03,9.36,9.52,10.11,10.21,10.50,10.77,10.75,11.01,10.84 +1983-06-14,,9.06,9.38,9.58,10.09,10.23,10.53,10.75,10.77,11.04,10.88 +1983-06-15,,9.06,9.36,9.55,10.06,10.19,10.48,10.71,10.72,10.99,10.81 +1983-06-16,,8.99,9.31,9.51,10.05,10.17,10.46,10.63,10.64,10.91,10.72 +1983-06-17,,9.01,9.34,9.56,10.07,10.21,10.47,10.66,10.68,10.94,10.77 +1983-06-20,,9.32,9.62,9.83,10.26,10.39,10.62,10.77,10.80,11.05,10.85 +1983-06-21,,9.32,9.56,9.78,10.27,10.41,10.64,10.75,10.79,11.06,10.86 +1983-06-22,,9.35,9.58,9.79,10.31,10.42,10.71,10.81,10.83,11.09,10.90 +1983-06-23,,9.31,9.55,9.80,10.33,10.46,10.76,10.87,10.90,11.14,10.95 +1983-06-24,,9.42,9.68,9.92,10.43,10.57,10.83,11.00,11.02,11.28,11.06 +1983-06-27,,9.38,9.69,9.91,10.44,10.57,10.92,11.07,11.11,11.37,11.16 +1983-06-28,,9.34,9.61,9.84,10.35,10.48,10.85,10.99,11.04,11.30,11.10 +1983-06-29,,9.20,9.54,9.76,10.27,10.46,10.76,10.94,10.99,11.25,11.06 +1983-06-30,,9.15,9.43,9.70,10.23,10.41,10.76,10.92,10.96,11.20,11.01 +1983-07-01,,9.05,9.41,9.67,10.17,10.41,10.72,10.89,10.93,11.17,11.00 1983-07-04,,,,,,,,,,, -1983-07-05,,9.36,9.79,10.01,10.52,10.74,11.03,11.21,11.21,,11.25 -1983-07-06,,9.38,9.72,9.98,10.49,10.72,10.98,11.16,11.16,,11.21 -1983-07-07,,9.49,9.89,10.20,10.59,10.74,11.12,11.29,11.29,,11.31 -1983-07-08,,9.48,9.98,10.29,10.69,10.86,11.16,11.31,11.33,,11.37 -1983-07-11,,9.42,9.83,10.16,10.56,10.80,11.09,11.25,11.28,,11.29 -1983-07-12,,9.52,9.98,10.29,10.74,10.93,11.24,11.41,11.42,,11.45 -1983-07-13,,9.47,9.91,10.28,10.71,10.91,11.21,11.37,11.40,,11.44 -1983-07-14,,9.46,9.86,10.26,10.72,10.89,11.21,11.34,11.38,,11.38 -1983-07-15,,9.59,9.99,10.37,10.82,11.06,11.36,11.47,11.51,,11.47 -1983-07-18,,9.47,9.91,10.27,10.76,11.00,11.30,11.38,11.41,,11.37 -1983-07-19,,9.51,9.88,10.22,10.69,10.93,11.23,11.34,11.36,,11.33 -1983-07-20,,9.44,9.80,10.12,10.64,10.87,11.14,11.25,11.28,,11.28 -1983-07-21,,9.44,9.76,10.10,10.66,10.89,11.16,11.29,11.32,,11.34 -1983-07-22,,9.45,9.77,10.19,10.77,10.96,11.26,11.36,11.43,,11.48 -1983-07-25,,9.43,9.80,10.20,10.74,10.95,11.26,11.39,11.41,,11.42 -1983-07-26,,9.47,9.92,10.24,10.77,10.98,11.33,11.46,11.49,,11.50 -1983-07-27,,9.43,9.86,10.22,10.77,11.02,11.32,11.46,11.51,,11.53 -1983-07-28,,9.54,9.97,10.39,10.86,11.11,11.47,11.60,11.66,,11.68 -1983-07-29,,9.59,9.99,10.48,11.03,11.22,11.59,11.74,11.76,,11.80 -1983-08-01,,9.63,10.17,10.53,11.09,11.24,11.63,11.80,11.80,,11.82 -1983-08-02,,9.89,10.30,10.65,11.14,11.35,11.68,11.78,11.82,,11.78 -1983-08-03,,9.78,10.12,10.57,11.13,11.34,11.68,11.83,11.92,,11.87 -1983-08-04,,9.86,10.29,10.70,11.27,11.48,11.84,12.00,12.12,,12.12 -1983-08-05,,9.83,10.25,10.68,11.27,11.51,11.85,12.00,12.10,,12.07 -1983-08-08,,9.89,10.29,10.78,11.37,11.63,11.95,12.14,12.20,,12.15 -1983-08-09,,9.94,10.34,10.72,11.33,11.57,11.88,12.09,12.13,,12.09 -1983-08-10,,9.97,10.40,10.81,11.41,11.66,11.94,12.13,12.17,,12.13 -1983-08-11,,9.98,10.35,10.78,11.32,11.54,11.87,12.01,12.04,,12.00 -1983-08-12,,9.90,10.34,10.77,11.27,11.49,11.82,11.93,11.96,,11.89 -1983-08-15,,9.83,10.21,10.58,11.08,11.29,11.58,11.69,11.76,,11.71 -1983-08-16,,9.83,10.12,10.44,10.97,11.21,11.52,11.62,11.71,,11.70 -1983-08-17,,9.73,10.02,10.37,10.86,11.08,11.41,11.55,11.65,,11.61 -1983-08-18,,9.68,10.04,10.36,10.85,11.10,11.44,11.58,11.70,,11.68 -1983-08-19,,9.70,10.09,10.40,10.90,11.17,11.50,11.62,11.72,,11.73 -1983-08-22,,9.54,9.93,10.21,10.75,10.96,11.30,11.41,11.54,,11.51 -1983-08-23,,9.56,9.96,10.28,10.79,11.02,11.37,11.46,11.57,,11.56 -1983-08-24,,9.49,9.82,10.19,10.76,10.98,11.30,11.44,11.54,,11.52 -1983-08-25,,9.48,9.97,10.29,10.83,11.06,11.35,11.49,11.62,,11.57 -1983-08-26,,9.54,10.00,10.37,10.88,11.14,11.40,11.57,11.65,,11.60 -1983-08-29,,9.62,10.16,10.54,11.09,11.33,11.63,11.77,11.86,,11.81 -1983-08-30,,9.69,10.21,10.55,11.08,11.35,11.67,11.83,11.90,,11.89 -1983-08-31,,9.64,10.19,10.59,11.18,11.45,11.79,11.94,11.98,,11.96 -1983-09-01,,9.58,10.02,10.57,11.16,11.43,11.76,11.91,11.97,,11.95 -1983-09-02,,9.63,10.14,10.62,11.18,11.48,11.81,11.97,12.01,,11.97 +1983-07-05,,9.36,9.79,10.01,10.52,10.74,11.03,11.21,11.21,11.45,11.25 +1983-07-06,,9.38,9.72,9.98,10.49,10.72,10.98,11.16,11.16,11.43,11.21 +1983-07-07,,9.49,9.89,10.20,10.59,10.74,11.12,11.29,11.29,11.51,11.31 +1983-07-08,,9.48,9.98,10.29,10.69,10.86,11.16,11.31,11.33,11.57,11.37 +1983-07-11,,9.42,9.83,10.16,10.56,10.80,11.09,11.25,11.28,11.49,11.29 +1983-07-12,,9.52,9.98,10.29,10.74,10.93,11.24,11.41,11.42,11.63,11.45 +1983-07-13,,9.47,9.91,10.28,10.71,10.91,11.21,11.37,11.40,11.62,11.44 +1983-07-14,,9.46,9.86,10.26,10.72,10.89,11.21,11.34,11.38,11.58,11.38 +1983-07-15,,9.59,9.99,10.37,10.82,11.06,11.36,11.47,11.51,11.66,11.47 +1983-07-18,,9.47,9.91,10.27,10.76,11.00,11.30,11.38,11.41,11.56,11.37 +1983-07-19,,9.51,9.88,10.22,10.69,10.93,11.23,11.34,11.36,11.52,11.33 +1983-07-20,,9.44,9.80,10.12,10.64,10.87,11.14,11.25,11.28,11.47,11.28 +1983-07-21,,9.44,9.76,10.10,10.66,10.89,11.16,11.29,11.32,11.51,11.34 +1983-07-22,,9.45,9.77,10.19,10.77,10.96,11.26,11.36,11.43,11.67,11.48 +1983-07-25,,9.43,9.80,10.20,10.74,10.95,11.26,11.39,11.41,11.61,11.42 +1983-07-26,,9.47,9.92,10.24,10.77,10.98,11.33,11.46,11.49,11.70,11.50 +1983-07-27,,9.43,9.86,10.22,10.77,11.02,11.32,11.46,11.51,11.72,11.53 +1983-07-28,,9.54,9.97,10.39,10.86,11.11,11.47,11.60,11.66,11.87,11.68 +1983-07-29,,9.59,9.99,10.48,11.03,11.22,11.59,11.74,11.76,12.01,11.80 +1983-08-01,,9.63,10.17,10.53,11.09,11.24,11.63,11.80,11.80,12.05,11.82 +1983-08-02,,9.89,10.30,10.65,11.14,11.35,11.68,11.78,11.82,12.02,11.78 +1983-08-03,,9.78,10.12,10.57,11.13,11.34,11.68,11.83,11.92,12.02,11.87 +1983-08-04,,9.86,10.29,10.70,11.27,11.48,11.84,12.00,12.12,12.24,12.12 +1983-08-05,,9.83,10.25,10.68,11.27,11.51,11.85,12.00,12.10,12.18,12.07 +1983-08-08,,9.89,10.29,10.78,11.37,11.63,11.95,12.14,12.20,12.27,12.15 +1983-08-09,,9.94,10.34,10.72,11.33,11.57,11.88,12.09,12.13,12.21,12.09 +1983-08-10,,9.97,10.40,10.81,11.41,11.66,11.94,12.13,12.17,12.27,12.13 +1983-08-11,,9.98,10.35,10.78,11.32,11.54,11.87,12.01,12.04,12.15,12.00 +1983-08-12,,9.90,10.34,10.77,11.27,11.49,11.82,11.93,11.96,12.01,11.89 +1983-08-15,,9.83,10.21,10.58,11.08,11.29,11.58,11.69,11.76,11.83,11.71 +1983-08-16,,9.83,10.12,10.44,10.97,11.21,11.52,11.62,11.71,11.81,11.70 +1983-08-17,,9.73,10.02,10.37,10.86,11.08,11.41,11.55,11.65,11.73,11.61 +1983-08-18,,9.68,10.04,10.36,10.85,11.10,11.44,11.58,11.70,11.81,11.68 +1983-08-19,,9.70,10.09,10.40,10.90,11.17,11.50,11.62,11.72,11.86,11.73 +1983-08-22,,9.54,9.93,10.21,10.75,10.96,11.30,11.41,11.54,11.65,11.51 +1983-08-23,,9.56,9.96,10.28,10.79,11.02,11.37,11.46,11.57,11.71,11.56 +1983-08-24,,9.49,9.82,10.19,10.76,10.98,11.30,11.44,11.54,11.68,11.52 +1983-08-25,,9.48,9.97,10.29,10.83,11.06,11.35,11.49,11.62,11.73,11.57 +1983-08-26,,9.54,10.00,10.37,10.88,11.14,11.40,11.57,11.65,11.78,11.60 +1983-08-29,,9.62,10.16,10.54,11.09,11.33,11.63,11.77,11.86,11.99,11.81 +1983-08-30,,9.69,10.21,10.55,11.08,11.35,11.67,11.83,11.90,12.04,11.89 +1983-08-31,,9.64,10.19,10.59,11.18,11.45,11.79,11.94,11.98,12.15,11.96 +1983-09-01,,9.58,10.02,10.57,11.16,11.43,11.76,11.91,11.97,12.12,11.95 +1983-09-02,,9.63,10.14,10.62,11.18,11.48,11.81,11.97,12.01,12.15,11.97 1983-09-05,,,,,,,,,,, -1983-09-06,,9.59,10.09,10.46,11.03,11.31,11.63,11.79,11.85,,11.82 -1983-09-07,,9.49,9.91,10.33,10.88,11.19,11.52,11.68,11.70,,11.68 -1983-09-08,,9.48,9.95,10.37,10.95,11.21,11.57,11.73,11.77,,11.73 -1983-09-09,,9.54,9.97,10.36,10.93,11.21,11.53,11.71,11.73,,11.70 -1983-09-12,,9.39,9.73,10.12,10.71,11.01,11.35,11.49,11.56,,11.56 -1983-09-13,,9.46,9.79,10.16,10.77,11.08,11.38,11.57,11.63,,11.61 -1983-09-14,,9.47,9.87,10.28,10.88,11.21,11.51,11.70,11.76,,11.73 -1983-09-15,,9.46,9.88,10.31,10.95,11.27,11.61,11.78,11.82,,11.80 -1983-09-16,,9.43,9.75,10.19,10.83,11.11,11.43,11.64,11.68,,11.65 -1983-09-19,,9.34,9.69,10.06,10.72,11.07,11.42,11.57,11.66,,11.65 -1983-09-20,,9.32,9.60,9.99,10.70,10.98,11.33,11.51,11.57,,11.57 -1983-09-21,,9.33,9.64,10.05,10.73,11.04,11.40,11.61,11.64,,11.60 -1983-09-22,,9.33,9.58,10.05,10.74,10.98,11.40,11.56,11.60,,11.56 -1983-09-23,,9.22,9.48,9.92,10.61,10.89,11.29,11.46,11.49,,11.47 -1983-09-26,,9.05,9.35,9.78,10.49,10.77,11.18,11.39,11.41,,11.42 -1983-09-27,,9.08,9.44,9.85,10.57,10.83,11.21,11.42,11.45,,11.44 -1983-09-28,,9.12,9.51,9.93,10.59,10.84,11.24,11.46,11.49,,11.47 -1983-09-29,,9.24,9.59,9.99,10.64,10.87,11.26,11.46,11.50,,11.48 -1983-09-30,,9.04,9.41,9.89,10.53,10.79,11.20,11.39,11.44,,11.44 -1983-10-03,,9.13,9.47,9.90,10.55,10.84,11.22,11.42,11.47,,11.48 -1983-10-04,,9.00,9.42,9.83,10.56,10.82,11.22,11.42,11.46,,11.47 -1983-10-05,,9.01,9.37,9.71,10.45,10.69,11.11,11.27,11.35,,11.38 -1983-10-06,,8.97,9.35,9.71,10.42,10.67,11.10,11.27,11.31,,11.36 -1983-10-07,,8.94,9.37,9.72,10.45,10.67,11.12,11.30,11.33,,11.38 +1983-09-06,,9.59,10.09,10.46,11.03,11.31,11.63,11.79,11.85,12.00,11.82 +1983-09-07,,9.49,9.91,10.33,10.88,11.19,11.52,11.68,11.70,11.87,11.68 +1983-09-08,,9.48,9.95,10.37,10.95,11.21,11.57,11.73,11.77,11.92,11.73 +1983-09-09,,9.54,9.97,10.36,10.93,11.21,11.53,11.71,11.73,11.88,11.70 +1983-09-12,,9.39,9.73,10.12,10.71,11.01,11.35,11.49,11.56,11.73,11.56 +1983-09-13,,9.46,9.79,10.16,10.77,11.08,11.38,11.57,11.63,11.79,11.61 +1983-09-14,,9.47,9.87,10.28,10.88,11.21,11.51,11.70,11.76,11.93,11.73 +1983-09-15,,9.46,9.88,10.31,10.95,11.27,11.61,11.78,11.82,11.98,11.80 +1983-09-16,,9.43,9.75,10.19,10.83,11.11,11.43,11.64,11.68,11.84,11.65 +1983-09-19,,9.34,9.69,10.06,10.72,11.07,11.42,11.57,11.66,11.83,11.65 +1983-09-20,,9.32,9.60,9.99,10.70,10.98,11.33,11.51,11.57,11.76,11.57 +1983-09-21,,9.33,9.64,10.05,10.73,11.04,11.40,11.61,11.64,11.80,11.60 +1983-09-22,,9.33,9.58,10.05,10.74,10.98,11.40,11.56,11.60,11.82,11.56 +1983-09-23,,9.22,9.48,9.92,10.61,10.89,11.29,11.46,11.49,11.68,11.47 +1983-09-26,,9.05,9.35,9.78,10.49,10.77,11.18,11.39,11.41,11.60,11.42 +1983-09-27,,9.08,9.44,9.85,10.57,10.83,11.21,11.42,11.45,11.64,11.44 +1983-09-28,,9.12,9.51,9.93,10.59,10.84,11.24,11.46,11.49,11.67,11.47 +1983-09-29,,9.24,9.59,9.99,10.64,10.87,11.26,11.46,11.50,11.67,11.48 +1983-09-30,,9.04,9.41,9.89,10.53,10.79,11.20,11.39,11.44,11.64,11.44 +1983-10-03,,9.13,9.47,9.90,10.55,10.84,11.22,11.42,11.47,11.67,11.48 +1983-10-04,,9.00,9.42,9.83,10.56,10.82,11.22,11.42,11.46,11.67,11.47 +1983-10-05,,9.01,9.37,9.71,10.45,10.69,11.11,11.27,11.35,11.56,11.38 +1983-10-06,,8.97,9.35,9.71,10.42,10.67,11.10,11.27,11.31,11.55,11.36 +1983-10-07,,8.94,9.37,9.72,10.45,10.67,11.12,11.30,11.33,11.56,11.38 1983-10-10,,,,,,,,,,, -1983-10-11,,9.16,9.51,9.93,10.68,10.94,11.36,11.52,11.57,,11.61 -1983-10-12,,9.14,9.54,9.92,10.65,10.94,11.35,11.54,11.59,,11.62 -1983-10-13,,9.16,9.54,9.94,10.71,11.01,11.40,11.60,11.65,,11.69 -1983-10-14,,9.12,9.49,9.89,10.65,10.91,11.31,11.52,11.58,,11.61 -1983-10-17,,8.88,9.29,9.69,10.49,10.78,11.21,11.39,11.47,,11.51 -1983-10-18,,8.85,9.26,9.71,10.48,10.77,11.20,11.42,11.49,,11.56 -1983-10-19,,8.84,9.23,9.68,10.55,10.81,11.20,11.42,11.49,,11.51 -1983-10-20,,8.88,9.25,9.71,10.54,10.82,11.22,11.42,11.47,,11.51 -1983-10-21,,8.87,9.22,9.66,10.48,10.78,11.18,11.37,11.43,,11.47 -1983-10-24,,9.03,9.48,9.89,10.68,11.02,11.39,11.58,11.66,,11.69 -1983-10-25,,9.00,9.47,9.87,10.63,11.00,11.40,11.59,11.70,,11.73 -1983-10-26,,9.00,9.45,9.86,10.63,10.99,11.40,11.60,11.72,,11.73 -1983-10-27,,8.99,9.39,9.81,10.60,10.96,11.39,11.55,11.66,,11.71 -1983-10-28,,8.96,9.38,9.85,10.61,10.94,11.39,11.57,11.68,,11.74 -1983-10-31,,8.83,9.30,9.82,10.61,10.98,11.39,11.62,11.74,,11.78 -1983-11-01,,8.80,9.29,9.90,10.64,10.97,11.38,11.56,11.69,,11.77 -1983-11-02,,8.82,9.22,9.87,10.62,10.96,11.39,11.60,11.70,,11.76 -1983-11-03,,8.97,9.34,9.94,10.63,11.02,11.41,11.66,11.75,,11.83 -1983-11-04,,9.14,9.53,10.07,10.76,11.12,11.53,11.75,11.85,,11.91 -1983-11-07,,9.14,9.47,10.03,10.79,11.11,11.56,11.75,11.85,,11.90 +1983-10-11,,9.16,9.51,9.93,10.68,10.94,11.36,11.52,11.57,11.82,11.61 +1983-10-12,,9.14,9.54,9.92,10.65,10.94,11.35,11.54,11.59,11.84,11.62 +1983-10-13,,9.16,9.54,9.94,10.71,11.01,11.40,11.60,11.65,11.90,11.69 +1983-10-14,,9.12,9.49,9.89,10.65,10.91,11.31,11.52,11.58,11.82,11.61 +1983-10-17,,8.88,9.29,9.69,10.49,10.78,11.21,11.39,11.47,11.71,11.51 +1983-10-18,,8.85,9.26,9.71,10.48,10.77,11.20,11.42,11.49,11.75,11.56 +1983-10-19,,8.84,9.23,9.68,10.55,10.81,11.20,11.42,11.49,11.72,11.51 +1983-10-20,,8.88,9.25,9.71,10.54,10.82,11.22,11.42,11.47,11.72,11.51 +1983-10-21,,8.87,9.22,9.66,10.48,10.78,11.18,11.37,11.43,11.67,11.47 +1983-10-24,,9.03,9.48,9.89,10.68,11.02,11.39,11.58,11.66,11.90,11.69 +1983-10-25,,9.00,9.47,9.87,10.63,11.00,11.40,11.59,11.70,11.92,11.73 +1983-10-26,,9.00,9.45,9.86,10.63,10.99,11.40,11.60,11.72,11.91,11.73 +1983-10-27,,8.99,9.39,9.81,10.60,10.96,11.39,11.55,11.66,11.90,11.71 +1983-10-28,,8.96,9.38,9.85,10.61,10.94,11.39,11.57,11.68,11.89,11.74 +1983-10-31,,8.83,9.30,9.82,10.61,10.98,11.39,11.62,11.74,11.93,11.78 +1983-11-01,,8.80,9.29,9.90,10.64,10.97,11.38,11.56,11.69,11.92,11.77 +1983-11-02,,8.82,9.22,9.87,10.62,10.96,11.39,11.60,11.70,11.95,11.76 +1983-11-03,,8.97,9.34,9.94,10.63,11.02,11.41,11.66,11.75,12.01,11.83 +1983-11-04,,9.14,9.53,10.07,10.76,11.12,11.53,11.75,11.85,12.07,11.91 +1983-11-07,,9.14,9.47,10.03,10.79,11.11,11.56,11.75,11.85,12.06,11.90 1983-11-08,,,,,,,,,,, -1983-11-09,,9.13,9.54,9.96,10.74,11.06,11.54,11.74,11.84,,11.87 -1983-11-10,,9.09,9.46,9.87,10.63,10.94,11.40,11.61,11.71,,11.74 +1983-11-09,,9.13,9.54,9.96,10.74,11.06,11.54,11.74,11.84,12.04,11.87 +1983-11-10,,9.09,9.46,9.87,10.63,10.94,11.40,11.61,11.71,11.93,11.74 1983-11-11,,,,,,,,,,, -1983-11-14,,9.12,9.44,9.85,10.60,10.90,11.38,11.59,11.68,,11.73 -1983-11-15,,9.13,9.48,9.90,10.66,10.96,11.40,11.60,11.70,,11.72 -1983-11-16,,9.14,9.50,9.92,10.66,10.96,11.40,11.61,11.70,,11.76 -1983-11-17,,9.20,9.56,9.97,10.68,10.99,11.44,11.64,11.72,,11.78 -1983-11-18,,9.20,9.61,9.97,10.68,10.97,11.46,11.65,11.72,,11.79 -1983-11-21,,9.12,9.48,9.90,10.65,10.91,11.38,11.59,11.65,,11.70 -1983-11-22,,9.12,9.47,9.85,10.60,10.85,11.34,11.49,11.57,,11.64 -1983-11-23,,9.16,9.46,9.93,10.64,10.90,11.37,11.53,11.59,,11.65 +1983-11-14,,9.12,9.44,9.85,10.60,10.90,11.38,11.59,11.68,11.89,11.73 +1983-11-15,,9.13,9.48,9.90,10.66,10.96,11.40,11.60,11.70,11.91,11.72 +1983-11-16,,9.14,9.50,9.92,10.66,10.96,11.40,11.61,11.70,11.93,11.76 +1983-11-17,,9.20,9.56,9.97,10.68,10.99,11.44,11.64,11.72,11.96,11.78 +1983-11-18,,9.20,9.61,9.97,10.68,10.97,11.46,11.65,11.72,11.97,11.79 +1983-11-21,,9.12,9.48,9.90,10.65,10.91,11.38,11.59,11.65,11.89,11.70 +1983-11-22,,9.12,9.47,9.85,10.60,10.85,11.34,11.49,11.57,11.82,11.64 +1983-11-23,,9.16,9.46,9.93,10.64,10.90,11.37,11.53,11.59,11.81,11.65 1983-11-24,,,,,,,,,,, -1983-11-25,,9.12,9.49,9.91,10.63,10.87,11.31,11.48,11.55,,11.63 -1983-11-28,,9.25,9.62,10.02,10.69,10.96,11.41,11.56,11.63,,11.70 -1983-11-29,,9.22,9.58,9.97,10.65,10.92,11.31,11.52,11.58,,11.62 -1983-11-30,,9.24,9.61,9.98,10.67,10.96,11.36,11.57,11.63,,11.67 -1983-12-01,,9.27,9.65,9.99,10.66,10.97,11.37,11.58,11.63,,11.67 -1983-12-02,,9.28,9.66,10.08,10.77,11.07,11.47,11.71,11.75,,11.79 -1983-12-05,,9.29,9.76,10.08,10.80,11.09,11.50,11.72,11.78,,11.81 -1983-12-06,,9.30,9.69,10.04,10.74,11.05,11.46,11.71,11.76,,11.81 -1983-12-07,,9.31,9.71,10.08,10.75,11.07,11.49,11.73,11.79,,11.83 -1983-12-08,,9.38,9.79,10.16,10.83,11.14,11.57,11.81,11.89,,11.93 -1983-12-09,,9.34,9.77,10.13,10.85,11.14,11.58,11.83,11.90,,11.95 -1983-12-12,,9.31,9.71,10.06,10.82,11.13,11.54,11.81,11.87,,11.94 -1983-12-13,,9.46,9.89,10.18,10.93,11.23,11.65,11.90,11.95,,12.00 -1983-12-14,,9.48,9.87,10.17,10.92,11.24,11.68,11.91,11.97,,12.01 -1983-12-15,,9.53,9.88,10.18,10.93,11.27,11.66,11.91,11.96,,11.99 -1983-12-16,,9.47,9.81,10.14,10.87,11.16,11.59,11.85,11.88,,11.94 -1983-12-19,,9.45,9.82,10.13,10.87,11.18,11.59,11.84,11.87,,11.94 -1983-12-20,,9.41,9.81,10.16,10.87,11.14,11.56,11.80,11.86,,11.94 -1983-12-21,,9.36,9.79,10.11,10.88,11.14,11.54,11.79,11.83,,11.91 -1983-12-22,,9.25,9.73,10.10,10.83,11.09,11.51,11.71,11.77,,11.84 -1983-12-23,,9.32,9.76,10.14,10.86,11.12,11.53,11.73,11.79,,11.86 +1983-11-25,,9.12,9.49,9.91,10.63,10.87,11.31,11.48,11.55,11.78,11.63 +1983-11-28,,9.25,9.62,10.02,10.69,10.96,11.41,11.56,11.63,11.85,11.70 +1983-11-29,,9.22,9.58,9.97,10.65,10.92,11.31,11.52,11.58,11.80,11.62 +1983-11-30,,9.24,9.61,9.98,10.67,10.96,11.36,11.57,11.63,11.83,11.67 +1983-12-01,,9.27,9.65,9.99,10.66,10.97,11.37,11.58,11.63,11.83,11.67 +1983-12-02,,9.28,9.66,10.08,10.77,11.07,11.47,11.71,11.75,11.94,11.79 +1983-12-05,,9.29,9.76,10.08,10.80,11.09,11.50,11.72,11.78,11.97,11.81 +1983-12-06,,9.30,9.69,10.04,10.74,11.05,11.46,11.71,11.76,11.98,11.81 +1983-12-07,,9.31,9.71,10.08,10.75,11.07,11.49,11.73,11.79,11.99,11.83 +1983-12-08,,9.38,9.79,10.16,10.83,11.14,11.57,11.81,11.89,12.10,11.93 +1983-12-09,,9.34,9.77,10.13,10.85,11.14,11.58,11.83,11.90,12.11,11.95 +1983-12-12,,9.31,9.71,10.06,10.82,11.13,11.54,11.81,11.87,12.10,11.94 +1983-12-13,,9.46,9.89,10.18,10.93,11.23,11.65,11.90,11.95,12.15,12.00 +1983-12-14,,9.48,9.87,10.17,10.92,11.24,11.68,11.91,11.97,12.17,12.01 +1983-12-15,,9.53,9.88,10.18,10.93,11.27,11.66,11.91,11.96,12.09,11.99 +1983-12-16,,9.47,9.81,10.14,10.87,11.16,11.59,11.85,11.88,12.03,11.94 +1983-12-19,,9.45,9.82,10.13,10.87,11.18,11.59,11.84,11.87,12.05,11.94 +1983-12-20,,9.41,9.81,10.16,10.87,11.14,11.56,11.80,11.86,12.05,11.94 +1983-12-21,,9.36,9.79,10.11,10.88,11.14,11.54,11.79,11.83,12.05,11.91 +1983-12-22,,9.25,9.73,10.10,10.83,11.09,11.51,11.71,11.77,11.98,11.84 +1983-12-23,,9.32,9.76,10.14,10.86,11.12,11.53,11.73,11.79,12.00,11.86 1983-12-26,,,,,,,,,,, -1983-12-27,,9.29,9.72,10.08,10.85,11.07,11.50,11.70,11.75,,11.80 -1983-12-28,,9.34,9.75,10.11,10.85,11.12,11.56,11.76,11.81,,11.84 -1983-12-29,,9.34,9.72,10.09,10.84,11.09,11.52,11.74,11.79,,11.84 -1983-12-30,,9.33,9.73,10.08,10.85,11.13,11.57,11.77,11.82,,11.87 +1983-12-27,,9.29,9.72,10.08,10.85,11.07,11.50,11.70,11.75,11.93,11.80 +1983-12-28,,9.34,9.75,10.11,10.85,11.12,11.56,11.76,11.81,11.99,11.84 +1983-12-29,,9.34,9.72,10.09,10.84,11.09,11.52,11.74,11.79,11.96,11.84 +1983-12-30,,9.33,9.73,10.08,10.85,11.13,11.57,11.77,11.82,11.98,11.87 1984-01-02,,,,,,,,,,, -1984-01-03,,9.35,9.75,10.11,10.87,11.10,11.59,11.79,11.86,,11.93 -1984-01-04,,9.34,9.72,10.03,10.77,11.05,11.50,11.70,11.78,,11.83 -1984-01-05,,9.29,9.69,9.99,10.75,11.00,11.47,11.69,11.77,,11.84 -1984-01-06,,9.22,9.60,9.93,10.68,10.99,11.43,11.64,11.73,,11.82 -1984-01-09,,9.25,9.66,9.98,10.73,11.02,11.47,11.69,11.75,,11.84 -1984-01-10,,9.27,9.57,9.92,10.66,10.98,11.44,11.63,11.71,,11.79 -1984-01-11,,9.30,9.66,9.99,10.72,11.03,11.46,11.68,11.76,,11.83 -1984-01-12,,9.29,9.63,9.98,10.71,11.03,11.48,11.69,11.76,,11.81 -1984-01-13,,9.08,9.32,9.66,10.50,10.82,11.26,11.48,11.59,,11.67 -1984-01-16,,9.11,9.46,9.76,10.52,10.79,11.25,11.44,11.54,,11.62 -1984-01-17,,9.24,9.53,9.85,10.55,10.85,11.28,11.49,11.57,,11.65 -1984-01-18,,9.27,9.55,9.97,10.58,10.86,11.30,11.52,11.61,,11.70 -1984-01-19,,9.25,9.48,9.88,10.57,10.87,11.29,11.50,11.60,,11.68 -1984-01-20,,9.32,9.53,9.86,10.60,10.91,11.32,11.53,11.64,,11.71 -1984-01-23,,9.30,9.54,9.87,10.61,10.88,11.31,11.52,11.63,,11.69 -1984-01-24,,9.29,9.53,9.88,10.63,10.90,11.31,11.53,11.63,,11.69 -1984-01-25,,9.30,9.57,9.87,10.65,10.91,11.31,11.53,11.64,,11.72 -1984-01-26,,9.29,9.47,9.87,10.62,10.90,11.31,11.52,11.63,,11.70 -1984-01-27,,9.28,9.56,9.85,10.62,10.88,11.31,11.52,11.63,,11.73 -1984-01-30,,9.24,9.50,9.83,10.57,10.88,11.31,11.53,11.66,,11.74 -1984-01-31,,9.26,9.53,9.85,10.58,10.89,11.34,11.56,11.67,,11.78 -1984-02-01,,9.25,9.53,9.80,10.56,10.87,11.31,11.53,11.64,,11.74 -1984-02-02,,9.27,9.53,9.78,10.54,10.84,11.28,11.49,11.60,,11.71 -1984-02-03,,9.32,9.54,9.80,10.53,10.85,11.31,11.52,11.60,,11.72 -1984-02-06,,9.50,9.74,9.97,10.67,10.96,11.40,11.60,11.70,,11.79 -1984-02-07,,9.43,9.71,9.95,10.66,10.93,11.40,11.61,11.71,,11.79 -1984-02-08,,9.47,9.68,9.94,10.65,10.95,11.41,11.63,11.72,,11.83 -1984-02-09,,9.40,9.68,9.90,10.66,10.96,11.43,11.64,11.73,,11.84 -1984-02-10,,9.43,9.70,9.95,10.73,10.99,11.52,11.75,11.83,,11.92 +1984-01-03,,9.35,9.75,10.11,10.87,11.10,11.59,11.79,11.86,12.05,11.93 +1984-01-04,,9.34,9.72,10.03,10.77,11.05,11.50,11.70,11.78,11.94,11.83 +1984-01-05,,9.29,9.69,9.99,10.75,11.00,11.47,11.69,11.77,11.95,11.84 +1984-01-06,,9.22,9.60,9.93,10.68,10.99,11.43,11.64,11.73,11.92,11.82 +1984-01-09,,9.25,9.66,9.98,10.73,11.02,11.47,11.69,11.75,11.93,11.84 +1984-01-10,,9.27,9.57,9.92,10.66,10.98,11.44,11.63,11.71,11.85,11.79 +1984-01-11,,9.30,9.66,9.99,10.72,11.03,11.46,11.68,11.76,11.89,11.83 +1984-01-12,,9.29,9.63,9.98,10.71,11.03,11.48,11.69,11.76,11.88,11.81 +1984-01-13,,9.08,9.32,9.66,10.50,10.82,11.26,11.48,11.59,11.73,11.67 +1984-01-16,,9.11,9.46,9.76,10.52,10.79,11.25,11.44,11.54,11.70,11.62 +1984-01-17,,9.24,9.53,9.85,10.55,10.85,11.28,11.49,11.57,11.72,11.65 +1984-01-18,,9.27,9.55,9.97,10.58,10.86,11.30,11.52,11.61,11.75,11.70 +1984-01-19,,9.25,9.48,9.88,10.57,10.87,11.29,11.50,11.60,11.75,11.68 +1984-01-20,,9.32,9.53,9.86,10.60,10.91,11.32,11.53,11.64,11.76,11.71 +1984-01-23,,9.30,9.54,9.87,10.61,10.88,11.31,11.52,11.63,11.75,11.69 +1984-01-24,,9.29,9.53,9.88,10.63,10.90,11.31,11.53,11.63,11.75,11.69 +1984-01-25,,9.30,9.57,9.87,10.65,10.91,11.31,11.53,11.64,11.76,11.72 +1984-01-26,,9.29,9.47,9.87,10.62,10.90,11.31,11.52,11.63,11.76,11.70 +1984-01-27,,9.28,9.56,9.85,10.62,10.88,11.31,11.52,11.63,11.77,11.73 +1984-01-30,,9.24,9.50,9.83,10.57,10.88,11.31,11.53,11.66,11.81,11.74 +1984-01-31,,9.26,9.53,9.85,10.58,10.89,11.34,11.56,11.67,11.82,11.78 +1984-02-01,,9.25,9.53,9.80,10.56,10.87,11.31,11.53,11.64,11.80,11.74 +1984-02-02,,9.27,9.53,9.78,10.54,10.84,11.28,11.49,11.60,11.75,11.71 +1984-02-03,,9.32,9.54,9.80,10.53,10.85,11.31,11.52,11.60,11.78,11.72 +1984-02-06,,9.50,9.74,9.97,10.67,10.96,11.40,11.60,11.70,11.87,11.79 +1984-02-07,,9.43,9.71,9.95,10.66,10.93,11.40,11.61,11.71,11.87,11.79 +1984-02-08,,9.47,9.68,9.94,10.65,10.95,11.41,11.63,11.72,11.88,11.83 +1984-02-09,,9.40,9.68,9.90,10.66,10.96,11.43,11.64,11.73,11.90,11.84 +1984-02-10,,9.43,9.70,9.95,10.73,10.99,11.52,11.75,11.83,12.00,11.92 1984-02-13,,,,,,,,,,, -1984-02-14,,9.43,9.79,10.02,10.78,11.03,11.54,11.77,11.85,,11.95 -1984-02-15,,9.44,9.76,9.96,10.73,10.98,11.50,11.72,11.81,,11.92 -1984-02-16,,9.44,9.76,10.01,10.75,11.02,11.51,11.71,11.83,,11.94 -1984-02-17,,9.53,9.90,10.20,10.87,11.11,11.63,11.81,11.92,,12.02 +1984-02-14,,9.43,9.79,10.02,10.78,11.03,11.54,11.77,11.85,12.02,11.95 +1984-02-15,,9.44,9.76,9.96,10.73,10.98,11.50,11.72,11.81,11.99,11.92 +1984-02-16,,9.44,9.76,10.01,10.75,11.02,11.51,11.71,11.83,11.99,11.94 +1984-02-17,,9.53,9.90,10.20,10.87,11.11,11.63,11.81,11.92,12.06,12.02 1984-02-20,,,,,,,,,,, -1984-02-21,,9.50,9.87,10.18,10.85,11.12,11.62,11.81,11.91,,12.02 -1984-02-22,,9.51,9.88,10.17,10.92,11.13,11.61,11.81,11.93,,12.06 -1984-02-23,,9.64,10.02,10.29,11.03,11.26,11.76,11.94,12.05,,12.17 -1984-02-24,,9.54,9.87,10.18,10.94,11.17,11.69,11.90,11.99,,12.10 -1984-02-27,,9.55,9.93,10.26,11.02,11.27,11.77,11.97,12.05,,12.16 -1984-02-28,,9.59,9.94,10.25,11.04,11.28,11.80,12.00,12.09,,12.22 -1984-02-29,,9.49,9.89,10.21,10.99,11.22,11.74,11.97,12.04,,12.14 -1984-03-01,,9.54,9.92,10.28,11.05,11.27,11.77,11.99,12.07,,12.16 -1984-03-02,,9.50,9.84,10.18,10.92,11.18,11.68,11.91,11.99,,12.05 -1984-03-05,,9.54,9.95,10.24,11.01,11.27,11.76,11.98,12.07,,12.17 -1984-03-06,,9.59,9.95,10.26,11.01,11.29,11.77,12.02,12.09,,12.19 -1984-03-07,,9.67,10.00,10.32,11.08,11.39,11.87,12.12,12.22,,12.31 -1984-03-08,,9.70,10.03,10.38,11.15,11.45,11.90,12.15,12.24,,12.33 -1984-03-09,,9.77,10.16,10.46,11.19,11.52,11.95,12.20,12.28,,12.35 -1984-03-12,,9.69,10.11,10.43,11.18,11.47,11.94,12.15,12.24,,12.33 -1984-03-13,,9.74,10.18,10.47,11.22,11.49,11.97,12.21,12.27,,12.37 -1984-03-14,,9.83,10.23,10.56,11.26,11.57,12.00,12.26,12.31,,12.40 -1984-03-15,,9.86,10.21,10.53,11.28,11.55,11.99,12.23,12.31,,12.39 -1984-03-16,,9.87,10.30,10.65,11.27,11.58,12.01,12.25,12.34,,12.43 -1984-03-19,,10.00,10.40,10.73,11.39,11.69,12.11,12.37,12.45,,12.53 -1984-03-20,,10.20,10.52,10.81,11.45,11.73,12.13,12.38,12.44,,12.51 -1984-03-21,,10.20,10.54,10.85,11.57,11.77,12.17,12.38,12.45,,12.53 -1984-03-22,,10.18,10.61,10.93,11.59,11.83,12.22,12.43,12.49,,12.53 -1984-03-23,,10.15,10.58,10.91,11.59,11.83,12.23,12.43,12.48,,12.50 -1984-03-26,,10.11,10.54,10.87,11.56,11.84,12.20,12.38,12.46,,12.48 -1984-03-27,,10.17,10.55,10.83,11.58,11.83,12.21,12.40,12.46,,12.50 -1984-03-28,,10.10,10.43,10.75,11.48,11.75,12.15,12.38,12.42,,12.44 -1984-03-29,,10.07,10.42,10.72,11.49,11.74,12.16,12.36,12.41,,12.42 -1984-03-30,,10.09,10.49,10.80,11.60,11.86,12.28,12.45,12.53,,12.52 -1984-04-02,,10.05,10.48,10.84,11.61,11.87,12.29,12.50,12.56,,12.55 -1984-04-03,,10.18,10.63,10.98,11.73,12.02,12.40,12.58,12.65,,12.63 -1984-04-04,,10.18,10.61,10.99,11.76,12.05,12.44,12.60,12.67,,12.67 -1984-04-05,,10.18,10.61,10.97,11.70,12.02,12.42,12.58,12.65,,12.67 -1984-04-06,,10.05,10.42,10.79,11.55,11.85,12.24,12.42,12.51,,12.50 -1984-04-09,,9.95,10.41,10.71,11.55,11.87,12.22,12.39,12.47,,12.48 -1984-04-10,,10.01,10.40,10.71,11.54,11.85,12.26,12.42,12.52,,12.54 -1984-04-11,,10.01,10.42,10.71,11.53,11.82,12.24,12.41,12.50,,12.51 -1984-04-12,,10.02,10.38,10.74,11.49,11.77,12.16,12.32,12.40,,12.41 -1984-04-13,,10.11,10.50,10.91,11.66,11.91,12.30,12.50,12.57,,12.58 -1984-04-16,,10.17,10.53,10.95,11.70,11.99,12.35,12.53,12.61,,12.65 -1984-04-17,,10.15,10.45,10.87,11.59,11.90,12.30,12.49,12.57,,12.62 -1984-04-18,,10.14,10.47,10.95,11.69,11.99,12.40,12.62,12.70,,12.73 -1984-04-19,,10.10,10.46,10.98,11.77,12.08,12.47,12.68,12.77,,12.81 +1984-02-21,,9.50,9.87,10.18,10.85,11.12,11.62,11.81,11.91,12.06,12.02 +1984-02-22,,9.51,9.88,10.17,10.92,11.13,11.61,11.81,11.93,12.09,12.06 +1984-02-23,,9.64,10.02,10.29,11.03,11.26,11.76,11.94,12.05,12.21,12.17 +1984-02-24,,9.54,9.87,10.18,10.94,11.17,11.69,11.90,11.99,12.13,12.10 +1984-02-27,,9.55,9.93,10.26,11.02,11.27,11.77,11.97,12.05,12.21,12.16 +1984-02-28,,9.59,9.94,10.25,11.04,11.28,11.80,12.00,12.09,12.25,12.22 +1984-02-29,,9.49,9.89,10.21,10.99,11.22,11.74,11.97,12.04,12.21,12.14 +1984-03-01,,9.54,9.92,10.28,11.05,11.27,11.77,11.99,12.07,12.22,12.16 +1984-03-02,,9.50,9.84,10.18,10.92,11.18,11.68,11.91,11.99,12.14,12.05 +1984-03-05,,9.54,9.95,10.24,11.01,11.27,11.76,11.98,12.07,12.23,12.17 +1984-03-06,,9.59,9.95,10.26,11.01,11.29,11.77,12.02,12.09,12.27,12.19 +1984-03-07,,9.67,10.00,10.32,11.08,11.39,11.87,12.12,12.22,12.39,12.31 +1984-03-08,,9.70,10.03,10.38,11.15,11.45,11.90,12.15,12.24,12.41,12.33 +1984-03-09,,9.77,10.16,10.46,11.19,11.52,11.95,12.20,12.28,12.43,12.35 +1984-03-12,,9.69,10.11,10.43,11.18,11.47,11.94,12.15,12.24,12.40,12.33 +1984-03-13,,9.74,10.18,10.47,11.22,11.49,11.97,12.21,12.27,12.44,12.37 +1984-03-14,,9.83,10.23,10.56,11.26,11.57,12.00,12.26,12.31,12.48,12.40 +1984-03-15,,9.86,10.21,10.53,11.28,11.55,11.99,12.23,12.31,12.47,12.39 +1984-03-16,,9.87,10.30,10.65,11.27,11.58,12.01,12.25,12.34,12.50,12.43 +1984-03-19,,10.00,10.40,10.73,11.39,11.69,12.11,12.37,12.45,12.62,12.53 +1984-03-20,,10.20,10.52,10.81,11.45,11.73,12.13,12.38,12.44,12.60,12.51 +1984-03-21,,10.20,10.54,10.85,11.57,11.77,12.17,12.38,12.45,12.59,12.53 +1984-03-22,,10.18,10.61,10.93,11.59,11.83,12.22,12.43,12.49,12.60,12.53 +1984-03-23,,10.15,10.58,10.91,11.59,11.83,12.23,12.43,12.48,12.59,12.50 +1984-03-26,,10.11,10.54,10.87,11.56,11.84,12.20,12.38,12.46,12.54,12.48 +1984-03-27,,10.17,10.55,10.83,11.58,11.83,12.21,12.40,12.46,12.56,12.50 +1984-03-28,,10.10,10.43,10.75,11.48,11.75,12.15,12.38,12.42,12.50,12.44 +1984-03-29,,10.07,10.42,10.72,11.49,11.74,12.16,12.36,12.41,12.43,12.42 +1984-03-30,,10.09,10.49,10.80,11.60,11.86,12.28,12.45,12.53,12.51,12.52 +1984-04-02,,10.05,10.48,10.84,11.61,11.87,12.29,12.50,12.56,12.50,12.55 +1984-04-03,,10.18,10.63,10.98,11.73,12.02,12.40,12.58,12.65,12.55,12.63 +1984-04-04,,10.18,10.61,10.99,11.76,12.05,12.44,12.60,12.67,12.58,12.67 +1984-04-05,,10.18,10.61,10.97,11.70,12.02,12.42,12.58,12.65,12.59,12.67 +1984-04-06,,10.05,10.42,10.79,11.55,11.85,12.24,12.42,12.51,12.47,12.50 +1984-04-09,,9.95,10.41,10.71,11.55,11.87,12.22,12.39,12.47,12.47,12.48 +1984-04-10,,10.01,10.40,10.71,11.54,11.85,12.26,12.42,12.52,12.54,12.54 +1984-04-11,,10.01,10.42,10.71,11.53,11.82,12.24,12.41,12.50,12.53,12.51 +1984-04-12,,10.02,10.38,10.74,11.49,11.77,12.16,12.32,12.40,12.45,12.41 +1984-04-13,,10.11,10.50,10.91,11.66,11.91,12.30,12.50,12.57,12.61,12.58 +1984-04-16,,10.17,10.53,10.95,11.70,11.99,12.35,12.53,12.61,12.68,12.65 +1984-04-17,,10.15,10.45,10.87,11.59,11.90,12.30,12.49,12.57,12.64,12.62 +1984-04-18,,10.14,10.47,10.95,11.69,11.99,12.40,12.62,12.70,12.76,12.73 +1984-04-19,,10.10,10.46,10.98,11.77,12.08,12.47,12.68,12.77,12.82,12.81 1984-04-20,,,,,,,,,,, -1984-04-23,,10.01,10.40,10.97,11.78,12.10,12.49,12.69,12.80,,12.82 -1984-04-24,,10.04,10.37,10.95,11.73,12.06,12.46,12.66,12.75,,12.75 -1984-04-25,,10.02,10.41,10.97,11.79,12.04,12.45,12.64,12.69,,12.71 -1984-04-26,,9.91,10.33,10.93,11.77,12.02,12.42,12.60,12.67,,12.68 -1984-04-27,,10.08,10.55,11.06,11.89,12.17,12.55,12.72,12.79,,12.82 -1984-04-30,,10.10,10.48,11.11,11.89,12.20,12.57,12.75,12.82,,12.86 -1984-05-01,,10.08,10.53,11.08,11.88,12.19,12.57,12.76,12.82,,12.87 -1984-05-02,,10.06,10.63,11.16,11.92,12.23,12.62,12.80,12.86,,12.90 -1984-05-03,,10.05,10.65,11.17,11.96,12.25,12.64,12.81,12.89,,12.92 -1984-05-04,,10.25,10.88,11.41,12.15,12.44,12.83,12.97,13.07,,13.08 -1984-05-07,,10.35,11.03,11.49,12.24,12.51,12.90,13.08,13.13,,13.17 -1984-05-08,,10.44,11.03,11.47,12.23,12.50,12.88,13.05,13.09,,13.12 -1984-05-09,,10.40,11.03,11.50,12.32,12.57,12.97,13.14,13.21,,13.26 -1984-05-10,,10.25,10.88,11.50,12.32,12.56,12.98,13.17,13.25,,13.30 -1984-05-11,,10.40,11.02,11.65,12.55,12.79,13.20,13.40,13.46,,13.51 -1984-05-14,,10.37,10.99,11.69,12.57,12.83,13.30,13.49,13.58,,13.62 -1984-05-15,,10.52,11.15,11.69,12.51,12.77,13.23,13.41,13.48,,13.50 -1984-05-16,,10.14,10.87,11.62,12.42,12.71,13.17,13.34,13.41,,13.46 -1984-05-17,,10.16,11.01,11.72,12.51,12.83,13.27,13.45,13.54,,13.57 -1984-05-18,,10.19,10.93,11.68,12.47,12.77,13.21,13.35,13.45,,13.46 -1984-05-21,,10.07,10.93,11.66,12.48,12.77,13.18,13.35,13.43,,13.46 -1984-05-22,,10.45,11.24,11.80,12.58,12.86,13.27,13.43,13.52,,13.53 -1984-05-23,,10.33,11.22,11.85,12.67,12.91,13.30,13.43,13.54,,13.56 -1984-05-24,,10.09,11.24,12.00,12.77,13.04,13.46,13.62,13.72,,13.73 -1984-05-25,,9.94,11.12,11.90,12.77,13.07,13.52,13.67,13.75,,13.72 +1984-04-23,,10.01,10.40,10.97,11.78,12.10,12.49,12.69,12.80,12.83,12.82 +1984-04-24,,10.04,10.37,10.95,11.73,12.06,12.46,12.66,12.75,12.78,12.75 +1984-04-25,,10.02,10.41,10.97,11.79,12.04,12.45,12.64,12.69,12.74,12.71 +1984-04-26,,9.91,10.33,10.93,11.77,12.02,12.42,12.60,12.67,12.72,12.68 +1984-04-27,,10.08,10.55,11.06,11.89,12.17,12.55,12.72,12.79,12.84,12.82 +1984-04-30,,10.10,10.48,11.11,11.89,12.20,12.57,12.75,12.82,12.88,12.86 +1984-05-01,,10.08,10.53,11.08,11.88,12.19,12.57,12.76,12.82,12.88,12.87 +1984-05-02,,10.06,10.63,11.16,11.92,12.23,12.62,12.80,12.86,12.92,12.90 +1984-05-03,,10.05,10.65,11.17,11.96,12.25,12.64,12.81,12.89,12.94,12.92 +1984-05-04,,10.25,10.88,11.41,12.15,12.44,12.83,12.97,13.07,13.10,13.08 +1984-05-07,,10.35,11.03,11.49,12.24,12.51,12.90,13.08,13.13,13.19,13.17 +1984-05-08,,10.44,11.03,11.47,12.23,12.50,12.88,13.05,13.09,13.14,13.12 +1984-05-09,,10.40,11.03,11.50,12.32,12.57,12.97,13.14,13.21,13.24,13.26 +1984-05-10,,10.25,10.88,11.50,12.32,12.56,12.98,13.17,13.25,13.31,13.30 +1984-05-11,,10.40,11.02,11.65,12.55,12.79,13.20,13.40,13.46,13.51,13.51 +1984-05-14,,10.37,10.99,11.69,12.57,12.83,13.30,13.49,13.58,13.67,13.62 +1984-05-15,,10.52,11.15,11.69,12.51,12.77,13.23,13.41,13.48,13.52,13.50 +1984-05-16,,10.14,10.87,11.62,12.42,12.71,13.17,13.34,13.41,13.43,13.46 +1984-05-17,,10.16,11.01,11.72,12.51,12.83,13.27,13.45,13.54,13.54,13.57 +1984-05-18,,10.19,10.93,11.68,12.47,12.77,13.21,13.35,13.45,13.45,13.46 +1984-05-21,,10.07,10.93,11.66,12.48,12.77,13.18,13.35,13.43,13.45,13.46 +1984-05-22,,10.45,11.24,11.80,12.58,12.86,13.27,13.43,13.52,13.51,13.53 +1984-05-23,,10.33,11.22,11.85,12.67,12.91,13.30,13.43,13.54,13.54,13.56 +1984-05-24,,10.09,11.24,12.00,12.77,13.04,13.46,13.62,13.72,13.72,13.73 +1984-05-25,,9.94,11.12,11.90,12.77,13.07,13.52,13.67,13.75,13.77,13.72 1984-05-28,,,,,,,,,,, -1984-05-29,,10.09,11.33,12.07,12.98,13.24,13.70,13.83,13.89,,13.85 -1984-05-30,,10.15,11.39,12.20,13.04,13.40,13.84,13.95,13.99,,13.94 -1984-05-31,,10.13,11.33,12.15,13.00,13.33,13.76,13.87,13.91,,13.84 -1984-06-01,,10.18,11.20,11.96,12.72,13.01,13.46,13.61,13.63,,13.58 -1984-06-04,,10.23,11.17,11.85,12.63,12.90,13.29,13.39,13.42,,13.37 -1984-06-05,,10.14,11.17,11.82,12.60,12.90,13.24,13.34,13.37,,13.35 -1984-06-06,,10.15,11.12,11.89,12.75,13.04,13.38,13.51,13.54,,13.47 -1984-06-07,,10.23,11.31,12.00,12.81,13.07,13.43,13.56,13.54,,13.48 -1984-06-08,,10.25,11.25,12.03,12.74,13.03,13.35,13.46,13.46,,13.42 -1984-06-11,,10.43,11.39,12.20,13.00,13.23,13.57,13.61,13.58,,13.48 -1984-06-12,,10.48,11.40,12.13,12.92,13.15,13.45,13.59,13.54,,13.39 -1984-06-13,,10.28,11.19,11.97,12.83,13.07,13.37,13.48,13.44,,13.29 -1984-06-14,,10.28,11.10,11.93,12.75,13.04,13.31,13.40,13.39,,13.28 -1984-06-15,,10.27,11.09,11.85,12.63,12.90,13.12,13.20,13.21,,13.14 -1984-06-18,,10.35,11.20,11.91,12.75,12.96,13.19,13.26,13.27,,13.16 -1984-06-19,,10.31,11.19,11.91,12.79,13.02,13.30,13.37,13.38,,13.30 -1984-06-20,,10.31,11.36,12.26,13.08,13.36,13.57,13.66,13.65,,13.49 -1984-06-21,,10.33,11.43,12.34,13.14,13.43,13.67,13.72,13.72,,13.55 -1984-06-22,,10.23,11.38,12.31,13.15,13.42,13.72,13.73,13.74,,13.55 -1984-06-25,,10.14,11.29,12.24,13.12,13.39,13.70,13.72,13.75,,13.56 -1984-06-26,,10.19,11.26,12.29,13.17,13.49,13.77,13.79,13.79,,13.60 -1984-06-27,,10.14,11.17,12.25,13.12,13.45,13.70,13.75,13.76,,13.56 -1984-06-28,,10.24,11.26,12.32,13.17,13.48,13.70,13.78,13.80,,13.57 -1984-06-29,,10.31,11.19,12.30,13.17,13.48,13.72,13.82,13.84,,13.64 -1984-07-02,,10.12,11.13,12.23,13.17,13.43,13.73,13.83,13.87,,13.64 -1984-07-03,,10.38,11.20,12.19,13.12,13.37,13.67,13.79,13.80,,13.52 +1984-05-29,,10.09,11.33,12.07,12.98,13.24,13.70,13.83,13.89,13.83,13.85 +1984-05-30,,10.15,11.39,12.20,13.04,13.40,13.84,13.95,13.99,13.92,13.94 +1984-05-31,,10.13,11.33,12.15,13.00,13.33,13.76,13.87,13.91,13.83,13.84 +1984-06-01,,10.18,11.20,11.96,12.72,13.01,13.46,13.61,13.63,13.57,13.58 +1984-06-04,,10.23,11.17,11.85,12.63,12.90,13.29,13.39,13.42,13.39,13.37 +1984-06-05,,10.14,11.17,11.82,12.60,12.90,13.24,13.34,13.37,13.38,13.35 +1984-06-06,,10.15,11.12,11.89,12.75,13.04,13.38,13.51,13.54,13.54,13.47 +1984-06-07,,10.23,11.31,12.00,12.81,13.07,13.43,13.56,13.54,13.55,13.48 +1984-06-08,,10.25,11.25,12.03,12.74,13.03,13.35,13.46,13.46,13.50,13.42 +1984-06-11,,10.43,11.39,12.20,13.00,13.23,13.57,13.61,13.58,13.60,13.48 +1984-06-12,,10.48,11.40,12.13,12.92,13.15,13.45,13.59,13.54,13.53,13.39 +1984-06-13,,10.28,11.19,11.97,12.83,13.07,13.37,13.48,13.44,13.46,13.29 +1984-06-14,,10.28,11.10,11.93,12.75,13.04,13.31,13.40,13.39,13.41,13.28 +1984-06-15,,10.27,11.09,11.85,12.63,12.90,13.12,13.20,13.21,13.23,13.14 +1984-06-18,,10.35,11.20,11.91,12.75,12.96,13.19,13.26,13.27,13.27,13.16 +1984-06-19,,10.31,11.19,11.91,12.79,13.02,13.30,13.37,13.38,13.35,13.30 +1984-06-20,,10.31,11.36,12.26,13.08,13.36,13.57,13.66,13.65,13.60,13.49 +1984-06-21,,10.33,11.43,12.34,13.14,13.43,13.67,13.72,13.72,13.65,13.55 +1984-06-22,,10.23,11.38,12.31,13.15,13.42,13.72,13.73,13.74,13.67,13.55 +1984-06-25,,10.14,11.29,12.24,13.12,13.39,13.70,13.72,13.75,13.67,13.56 +1984-06-26,,10.19,11.26,12.29,13.17,13.49,13.77,13.79,13.79,13.72,13.60 +1984-06-27,,10.14,11.17,12.25,13.12,13.45,13.70,13.75,13.76,13.69,13.56 +1984-06-28,,10.24,11.26,12.32,13.17,13.48,13.70,13.78,13.80,13.72,13.57 +1984-06-29,,10.31,11.19,12.30,13.17,13.48,13.72,13.82,13.84,13.77,13.64 +1984-07-02,,10.12,11.13,12.23,13.17,13.43,13.73,13.83,13.87,13.80,13.64 +1984-07-03,,10.38,11.20,12.19,13.12,13.37,13.67,13.79,13.80,13.70,13.52 1984-07-04,,,,,,,,,,, -1984-07-05,,10.37,11.15,12.10,13.07,13.33,13.64,13.73,13.77,,13.55 -1984-07-06,,10.40,11.17,12.15,13.13,13.38,13.65,13.74,13.75,,13.55 -1984-07-09,,10.41,11.17,12.05,12.96,13.23,13.40,13.48,13.48,,13.28 -1984-07-10,,10.54,11.31,12.10,13.00,13.24,13.46,13.52,13.53,,13.28 -1984-07-11,,10.51,11.32,12.23,13.06,13.26,13.45,13.55,13.55,,13.33 -1984-07-12,,10.44,11.24,12.13,12.96,13.19,13.39,13.43,13.42,,13.20 -1984-07-13,,10.36,11.18,11.99,12.85,13.04,13.24,13.30,13.30,,13.12 -1984-07-16,,10.40,11.28,12.07,12.89,13.07,13.24,13.32,13.32,,13.12 -1984-07-17,,10.61,11.39,12.11,12.93,13.12,13.29,13.37,13.37,,13.18 -1984-07-18,,10.52,11.27,12.01,12.89,13.06,13.22,13.31,13.32,,13.14 -1984-07-19,,10.54,11.25,11.95,12.82,12.99,13.17,13.23,13.25,,13.12 -1984-07-20,,10.59,11.31,12.00,12.85,13.06,13.24,13.32,13.36,,13.26 -1984-07-23,,10.63,11.36,12.06,12.87,13.06,13.25,13.34,13.35,,13.27 -1984-07-24,,10.69,11.37,12.00,12.85,13.02,13.24,13.30,13.31,,13.25 -1984-07-25,,10.68,11.30,11.86,12.64,12.81,12.95,13.04,13.06,,12.97 -1984-07-26,,10.67,11.24,11.76,12.55,12.67,12.80,12.89,12.89,,12.88 -1984-07-27,,10.70,11.32,11.80,12.59,12.76,12.89,12.95,12.95,,12.91 -1984-07-30,,10.76,11.39,11.90,12.66,12.84,13.00,13.05,13.05,,12.99 -1984-07-31,,10.83,11.40,11.86,12.57,12.70,12.85,12.91,12.91,,12.87 -1984-08-01,,10.86,11.41,11.82,12.48,12.63,12.74,12.82,12.81,,12.78 -1984-08-02,,10.90,11.41,11.85,12.48,12.61,12.71,12.75,12.74,,12.70 -1984-08-03,,10.90,11.35,11.75,12.30,12.39,12.55,12.61,12.61,,12.59 -1984-08-06,,10.98,11.46,11.88,12.42,12.53,12.66,12.74,12.73,,12.69 -1984-08-07,,10.97,11.40,11.85,12.41,12.45,12.64,12.71,12.69,,12.64 -1984-08-08,,10.90,11.35,11.80,12.37,12.43,12.62,12.69,12.66,,12.62 -1984-08-09,,10.85,11.26,11.74,12.33,12.40,12.59,12.65,12.61,,12.47 -1984-08-10,,10.86,11.28,11.73,12.35,12.41,12.63,12.68,12.68,,12.47 -1984-08-13,,10.88,11.37,11.81,12.45,12.52,12.71,12.79,12.74,,12.54 -1984-08-14,,10.72,11.25,11.71,12.34,12.40,12.62,12.68,12.67,,12.48 -1984-08-15,,10.62,11.24,11.70,12.39,12.45,12.68,12.76,12.74,,12.57 -1984-08-16,,10.68,11.24,11.70,12.40,12.46,12.66,12.73,12.70,,12.51 -1984-08-17,,10.75,11.25,11.73,12.40,12.44,12.67,12.73,12.70,,12.46 -1984-08-20,,10.88,11.32,11.80,12.42,12.45,12.66,12.74,12.69,,12.41 -1984-08-21,,10.85,11.34,11.80,12.41,12.44,12.64,12.67,12.62,,12.35 -1984-08-22,,10.84,11.31,11.78,12.45,12.48,12.66,12.69,12.65,,12.43 -1984-08-23,,10.88,11.33,11.81,12.44,12.49,12.68,12.72,12.69,,12.45 -1984-08-24,,10.91,11.34,11.81,12.41,12.45,12.67,12.69,12.66,,12.44 -1984-08-27,,11.12,11.53,11.95,12.54,12.57,12.80,12.84,12.81,,12.60 -1984-08-28,,11.10,11.54,11.97,12.54,12.59,12.82,12.84,12.81,,12.57 -1984-08-29,,11.11,11.53,11.97,12.56,12.61,12.78,12.88,12.83,,12.57 -1984-08-30,,11.09,11.52,11.99,12.56,12.62,12.79,12.89,12.84,,12.56 -1984-08-31,,11.06,11.48,11.96,12.54,12.61,12.77,12.85,12.79,,12.51 +1984-07-05,,10.37,11.15,12.10,13.07,13.33,13.64,13.73,13.77,13.76,13.55 +1984-07-06,,10.40,11.17,12.15,13.13,13.38,13.65,13.74,13.75,13.77,13.55 +1984-07-09,,10.41,11.17,12.05,12.96,13.23,13.40,13.48,13.48,13.47,13.28 +1984-07-10,,10.54,11.31,12.10,13.00,13.24,13.46,13.52,13.53,13.47,13.28 +1984-07-11,,10.51,11.32,12.23,13.06,13.26,13.45,13.55,13.55,13.51,13.33 +1984-07-12,,10.44,11.24,12.13,12.96,13.19,13.39,13.43,13.42,13.39,13.20 +1984-07-13,,10.36,11.18,11.99,12.85,13.04,13.24,13.30,13.30,13.31,13.12 +1984-07-16,,10.40,11.28,12.07,12.89,13.07,13.24,13.32,13.32,13.30,13.12 +1984-07-17,,10.61,11.39,12.11,12.93,13.12,13.29,13.37,13.37,13.35,13.18 +1984-07-18,,10.52,11.27,12.01,12.89,13.06,13.22,13.31,13.32,13.29,13.14 +1984-07-19,,10.54,11.25,11.95,12.82,12.99,13.17,13.23,13.25,13.23,13.12 +1984-07-20,,10.59,11.31,12.00,12.85,13.06,13.24,13.32,13.36,13.36,13.26 +1984-07-23,,10.63,11.36,12.06,12.87,13.06,13.25,13.34,13.35,13.35,13.27 +1984-07-24,,10.69,11.37,12.00,12.85,13.02,13.24,13.30,13.31,13.32,13.25 +1984-07-25,,10.68,11.30,11.86,12.64,12.81,12.95,13.04,13.06,13.08,12.97 +1984-07-26,,10.67,11.24,11.76,12.55,12.67,12.80,12.89,12.89,12.99,12.88 +1984-07-27,,10.70,11.32,11.80,12.59,12.76,12.89,12.95,12.95,12.99,12.91 +1984-07-30,,10.76,11.39,11.90,12.66,12.84,13.00,13.05,13.05,13.08,12.99 +1984-07-31,,10.83,11.40,11.86,12.57,12.70,12.85,12.91,12.91,12.94,12.87 +1984-08-01,,10.86,11.41,11.82,12.48,12.63,12.74,12.82,12.81,12.85,12.78 +1984-08-02,,10.90,11.41,11.85,12.48,12.61,12.71,12.75,12.74,12.78,12.70 +1984-08-03,,10.90,11.35,11.75,12.30,12.39,12.55,12.61,12.61,12.68,12.59 +1984-08-06,,10.98,11.46,11.88,12.42,12.53,12.66,12.74,12.73,12.78,12.69 +1984-08-07,,10.97,11.40,11.85,12.41,12.45,12.64,12.71,12.69,12.75,12.64 +1984-08-08,,10.90,11.35,11.80,12.37,12.43,12.62,12.69,12.66,12.73,12.62 +1984-08-09,,10.85,11.26,11.74,12.33,12.40,12.59,12.65,12.61,12.67,12.47 +1984-08-10,,10.86,11.28,11.73,12.35,12.41,12.63,12.68,12.68,12.69,12.47 +1984-08-13,,10.88,11.37,11.81,12.45,12.52,12.71,12.79,12.74,12.78,12.54 +1984-08-14,,10.72,11.25,11.71,12.34,12.40,12.62,12.68,12.67,12.74,12.48 +1984-08-15,,10.62,11.24,11.70,12.39,12.45,12.68,12.76,12.74,12.81,12.57 +1984-08-16,,10.68,11.24,11.70,12.40,12.46,12.66,12.73,12.70,12.73,12.51 +1984-08-17,,10.75,11.25,11.73,12.40,12.44,12.67,12.73,12.70,12.68,12.46 +1984-08-20,,10.88,11.32,11.80,12.42,12.45,12.66,12.74,12.69,12.61,12.41 +1984-08-21,,10.85,11.34,11.80,12.41,12.44,12.64,12.67,12.62,12.57,12.35 +1984-08-22,,10.84,11.31,11.78,12.45,12.48,12.66,12.69,12.65,12.61,12.43 +1984-08-23,,10.88,11.33,11.81,12.44,12.49,12.68,12.72,12.69,12.63,12.45 +1984-08-24,,10.91,11.34,11.81,12.41,12.45,12.67,12.69,12.66,12.60,12.44 +1984-08-27,,11.12,11.53,11.95,12.54,12.57,12.80,12.84,12.81,12.78,12.60 +1984-08-28,,11.10,11.54,11.97,12.54,12.59,12.82,12.84,12.81,12.75,12.57 +1984-08-29,,11.11,11.53,11.97,12.56,12.61,12.78,12.88,12.83,12.77,12.57 +1984-08-30,,11.09,11.52,11.99,12.56,12.62,12.79,12.89,12.84,12.74,12.56 +1984-08-31,,11.06,11.48,11.96,12.54,12.61,12.77,12.85,12.79,12.70,12.51 1984-09-03,,,,,,,,,,, -1984-09-04,,11.14,11.55,12.01,12.59,12.65,12.85,12.94,12.88,,12.57 -1984-09-05,,11.08,11.53,12.02,12.63,12.71,12.92,13.01,12.92,,12.61 -1984-09-06,,11.04,11.47,11.95,12.54,12.63,12.82,12.88,12.81,,12.48 -1984-09-07,,10.99,11.42,11.83,12.45,12.52,12.75,12.80,12.70,,12.44 -1984-09-10,,10.84,11.28,11.65,12.27,12.39,12.65,12.72,12.62,,12.37 -1984-09-11,,10.82,11.23,11.68,12.26,12.39,12.59,12.64,12.54,,12.31 -1984-09-12,,10.83,11.28,11.69,12.30,12.39,12.62,12.65,12.55,,12.33 -1984-09-13,,10.75,11.17,11.56,12.21,12.28,12.47,12.52,12.44,,12.22 -1984-09-14,,10.79,11.17,11.48,12.15,12.23,12.42,12.49,12.42,,12.22 -1984-09-17,,10.81,11.18,11.53,12.16,12.23,12.42,12.49,12.40,,12.18 -1984-09-18,,10.74,11.08,11.45,12.10,12.19,12.33,12.43,12.35,,12.15 -1984-09-19,,10.69,11.00,11.34,11.94,12.12,12.26,12.33,12.25,,12.07 -1984-09-20,,10.66,10.97,11.30,11.94,12.12,12.27,12.35,12.28,,12.08 -1984-09-21,,10.67,11.05,11.43,12.06,12.27,12.44,12.51,12.45,,12.22 -1984-09-24,,10.72,11.10,11.49,12.10,12.31,12.51,12.58,12.52,,12.31 -1984-09-25,,10.71,11.08,11.43,12.12,12.34,12.53,12.61,12.56,,12.34 -1984-09-26,,10.64,11.03,11.42,12.05,12.28,12.47,12.54,12.46,,12.27 -1984-09-27,,10.57,10.95,11.32,11.95,12.13,12.31,12.38,12.31,,12.12 -1984-09-28,,10.63,11.05,11.43,12.07,12.28,12.48,12.54,12.47,,12.28 -1984-10-01,,10.65,11.08,11.44,12.09,12.31,12.51,12.60,12.54,,12.35 -1984-10-02,,10.67,11.06,11.44,12.07,12.29,12.52,12.61,12.54,,12.35 -1984-10-03,,10.59,11.01,11.40,12.06,12.29,12.49,12.59,12.54,,12.36 -1984-10-04,,10.57,10.98,11.37,12.02,12.25,12.45,12.57,12.52,,12.31 -1984-10-05,,10.55,10.94,11.31,11.93,12.15,12.35,12.44,12.39,,12.20 +1984-09-04,,11.14,11.55,12.01,12.59,12.65,12.85,12.94,12.88,12.74,12.57 +1984-09-05,,11.08,11.53,12.02,12.63,12.71,12.92,13.01,12.92,12.77,12.61 +1984-09-06,,11.04,11.47,11.95,12.54,12.63,12.82,12.88,12.81,12.66,12.48 +1984-09-07,,10.99,11.42,11.83,12.45,12.52,12.75,12.80,12.70,12.62,12.44 +1984-09-10,,10.84,11.28,11.65,12.27,12.39,12.65,12.72,12.62,12.55,12.37 +1984-09-11,,10.82,11.23,11.68,12.26,12.39,12.59,12.64,12.54,12.47,12.31 +1984-09-12,,10.83,11.28,11.69,12.30,12.39,12.62,12.65,12.55,12.47,12.33 +1984-09-13,,10.75,11.17,11.56,12.21,12.28,12.47,12.52,12.44,12.36,12.22 +1984-09-14,,10.79,11.17,11.48,12.15,12.23,12.42,12.49,12.42,12.33,12.22 +1984-09-17,,10.81,11.18,11.53,12.16,12.23,12.42,12.49,12.40,12.28,12.18 +1984-09-18,,10.74,11.08,11.45,12.10,12.19,12.33,12.43,12.35,12.23,12.15 +1984-09-19,,10.69,11.00,11.34,11.94,12.12,12.26,12.33,12.25,12.15,12.07 +1984-09-20,,10.66,10.97,11.30,11.94,12.12,12.27,12.35,12.28,12.16,12.08 +1984-09-21,,10.67,11.05,11.43,12.06,12.27,12.44,12.51,12.45,12.34,12.22 +1984-09-24,,10.72,11.10,11.49,12.10,12.31,12.51,12.58,12.52,12.39,12.31 +1984-09-25,,10.71,11.08,11.43,12.12,12.34,12.53,12.61,12.56,12.44,12.34 +1984-09-26,,10.64,11.03,11.42,12.05,12.28,12.47,12.54,12.46,12.38,12.27 +1984-09-27,,10.57,10.95,11.32,11.95,12.13,12.31,12.38,12.31,12.23,12.12 +1984-09-28,,10.63,11.05,11.43,12.07,12.28,12.48,12.54,12.47,12.37,12.28 +1984-10-01,,10.65,11.08,11.44,12.09,12.31,12.51,12.60,12.54,12.43,12.35 +1984-10-02,,10.67,11.06,11.44,12.07,12.29,12.52,12.61,12.54,12.43,12.35 +1984-10-03,,10.59,11.01,11.40,12.06,12.29,12.49,12.59,12.54,12.43,12.36 +1984-10-04,,10.57,10.98,11.37,12.02,12.25,12.45,12.57,12.52,12.40,12.31 +1984-10-05,,10.55,10.94,11.31,11.93,12.15,12.35,12.44,12.39,12.29,12.20 1984-10-08,,,,,,,,,,, -1984-10-09,,10.51,10.90,11.25,11.87,12.12,12.32,12.43,12.36,,12.18 -1984-10-10,,10.48,10.86,11.23,11.89,12.13,12.32,12.44,12.36,,12.19 -1984-10-11,,10.36,10.78,11.12,11.78,12.02,12.23,12.37,12.31,,12.15 -1984-10-12,,10.30,10.69,11.03,11.72,11.98,12.17,12.32,12.28,,12.12 -1984-10-15,,10.39,10.76,11.11,11.78,12.04,12.24,12.38,12.34,,12.16 -1984-10-16,,10.35,10.74,11.10,11.77,12.01,12.25,12.33,12.32,,12.15 -1984-10-17,,10.26,10.66,10.99,11.70,11.95,12.21,12.27,12.28,,12.08 -1984-10-18,,10.10,10.47,10.82,11.53,11.75,11.98,12.07,12.09,,11.88 -1984-10-19,,9.93,10.21,10.61,11.39,11.63,11.82,11.91,11.93,,11.74 -1984-10-22,,9.92,10.22,10.62,11.35,11.63,11.82,11.87,11.90,,11.69 -1984-10-23,,9.82,10.09,10.45,11.17,11.44,11.62,11.72,11.78,,11.64 -1984-10-24,,9.51,9.90,10.29,11.10,11.34,11.55,11.68,11.74,,11.62 -1984-10-25,,9.53,9.95,10.35,11.13,11.41,11.65,11.77,11.83,,11.68 -1984-10-26,,9.71,10.21,10.59,11.33,11.59,11.83,11.95,11.99,,11.78 -1984-10-29,,9.65,10.18,10.55,11.30,11.56,11.79,11.89,11.95,,11.75 -1984-10-30,,9.54,9.97,10.37,11.13,11.37,11.63,11.69,11.75,,11.61 -1984-10-31,,9.35,9.84,10.26,11.09,11.36,11.59,11.70,11.79,,11.64 -1984-11-01,,9.36,9.77,10.18,10.93,11.18,11.45,11.57,11.66,,11.53 -1984-11-02,,9.34,9.81,10.17,10.96,11.20,11.46,11.58,11.66,,11.55 -1984-11-05,,8.99,9.58,10.01,10.79,10.99,11.40,11.52,11.60,,11.50 +1984-10-09,,10.51,10.90,11.25,11.87,12.12,12.32,12.43,12.36,12.25,12.18 +1984-10-10,,10.48,10.86,11.23,11.89,12.13,12.32,12.44,12.36,12.21,12.19 +1984-10-11,,10.36,10.78,11.12,11.78,12.02,12.23,12.37,12.31,12.18,12.15 +1984-10-12,,10.30,10.69,11.03,11.72,11.98,12.17,12.32,12.28,12.12,12.12 +1984-10-15,,10.39,10.76,11.11,11.78,12.04,12.24,12.38,12.34,12.17,12.16 +1984-10-16,,10.35,10.74,11.10,11.77,12.01,12.25,12.33,12.32,12.18,12.15 +1984-10-17,,10.26,10.66,10.99,11.70,11.95,12.21,12.27,12.28,12.13,12.08 +1984-10-18,,10.10,10.47,10.82,11.53,11.75,11.98,12.07,12.09,11.93,11.88 +1984-10-19,,9.93,10.21,10.61,11.39,11.63,11.82,11.91,11.93,11.79,11.74 +1984-10-22,,9.92,10.22,10.62,11.35,11.63,11.82,11.87,11.90,11.71,11.69 +1984-10-23,,9.82,10.09,10.45,11.17,11.44,11.62,11.72,11.78,11.69,11.64 +1984-10-24,,9.51,9.90,10.29,11.10,11.34,11.55,11.68,11.74,11.69,11.62 +1984-10-25,,9.53,9.95,10.35,11.13,11.41,11.65,11.77,11.83,11.74,11.68 +1984-10-26,,9.71,10.21,10.59,11.33,11.59,11.83,11.95,11.99,11.87,11.78 +1984-10-29,,9.65,10.18,10.55,11.30,11.56,11.79,11.89,11.95,11.84,11.75 +1984-10-30,,9.54,9.97,10.37,11.13,11.37,11.63,11.69,11.75,11.67,11.61 +1984-10-31,,9.35,9.84,10.26,11.09,11.36,11.59,11.70,11.79,11.71,11.64 +1984-11-01,,9.36,9.77,10.18,10.93,11.18,11.45,11.57,11.66,11.60,11.53 +1984-11-02,,9.34,9.81,10.17,10.96,11.20,11.46,11.58,11.66,11.63,11.55 +1984-11-05,,8.99,9.58,10.01,10.79,10.99,11.40,11.52,11.60,11.58,11.50 1984-11-06,,,,,,,,,,, -1984-11-07,,8.86,9.39,9.93,10.80,11.05,11.45,11.63,11.72,,11.63 -1984-11-08,,9.08,9.56,10.06,10.95,11.15,11.55,11.74,11.81,,11.78 -1984-11-09,,8.94,9.45,9.91,10.81,11.05,11.47,11.63,11.71,,11.66 +1984-11-07,,8.86,9.39,9.93,10.80,11.05,11.45,11.63,11.72,11.73,11.63 +1984-11-08,,9.08,9.56,10.06,10.95,11.15,11.55,11.74,11.81,11.86,11.78 +1984-11-09,,8.94,9.45,9.91,10.81,11.05,11.47,11.63,11.71,11.76,11.66 1984-11-12,,,,,,,,,,, -1984-11-13,,9.04,9.59,10.06,10.89,11.10,11.55,11.69,11.78,,11.74 -1984-11-14,,9.08,9.56,10.08,10.91,11.11,11.59,11.72,11.81,,11.78 -1984-11-15,,8.98,9.44,9.95,10.78,11.01,11.52,11.65,11.73,,11.70 -1984-11-16,,8.90,9.38,9.85,10.71,10.97,11.46,11.59,11.69,,11.67 -1984-11-19,,8.93,9.36,9.85,10.67,10.92,11.41,11.54,11.61,,11.60 -1984-11-20,,8.93,9.28,9.76,10.59,10.83,11.29,11.46,11.53,,11.56 -1984-11-21,,8.85,9.04,9.53,10.39,10.69,11.14,11.29,11.39,,11.46 +1984-11-13,,9.04,9.59,10.06,10.89,11.10,11.55,11.69,11.78,11.85,11.74 +1984-11-14,,9.08,9.56,10.08,10.91,11.11,11.59,11.72,11.81,11.89,11.78 +1984-11-15,,8.98,9.44,9.95,10.78,11.01,11.52,11.65,11.73,11.82,11.70 +1984-11-16,,8.90,9.38,9.85,10.71,10.97,11.46,11.59,11.69,11.79,11.67 +1984-11-19,,8.93,9.36,9.85,10.67,10.92,11.41,11.54,11.61,11.71,11.60 +1984-11-20,,8.93,9.28,9.76,10.59,10.83,11.29,11.46,11.53,11.66,11.56 +1984-11-21,,8.85,9.04,9.53,10.39,10.69,11.14,11.29,11.39,11.54,11.46 1984-11-22,,,,,,,,,,, -1984-11-23,,8.75,8.94,9.43,10.29,10.56,10.99,11.15,11.24,,11.32 -1984-11-26,,8.79,9.01,9.48,10.33,10.57,11.05,11.19,11.28,,11.35 -1984-11-27,,8.68,9.02,9.51,10.31,10.61,11.05,11.19,11.28,,11.33 -1984-11-28,,8.68,9.03,9.51,10.35,10.65,11.03,11.31,11.38,,11.44 -1984-11-29,,8.65,9.04,9.52,10.37,10.67,11.07,11.34,11.42,,11.47 -1984-11-30,,8.74,9.18,9.71,10.50,10.86,11.25,11.56,11.58,,11.58 -1984-12-03,,8.71,9.13,9.66,10.50,10.84,11.23,11.51,11.56,,11.56 -1984-12-04,,8.80,9.08,9.59,10.44,10.74,11.16,11.45,11.52,,11.53 -1984-12-05,,8.78,9.07,9.58,10.40,10.74,11.14,11.46,11.52,,11.53 -1984-12-06,,8.78,9.18,9.68,10.49,10.81,11.23,11.55,11.61,,11.62 -1984-12-07,,8.64,9.13,9.65,10.51,10.85,11.31,11.64,11.70,,11.70 -1984-12-10,,8.65,9.08,9.63,10.47,10.84,11.26,11.61,11.66,,11.66 -1984-12-11,,8.63,9.02,9.57,10.40,10.75,11.18,11.53,11.57,,11.59 -1984-12-12,,8.56,8.85,9.44,10.35,10.67,11.14,11.51,11.54,,11.56 -1984-12-13,,8.58,8.95,9.54,10.40,10.72,11.27,11.67,11.70,,11.67 -1984-12-14,,8.39,8.73,9.26,10.20,10.57,11.08,11.50,11.56,,11.56 -1984-12-17,,8.24,8.62,9.18,10.07,10.42,11.01,11.43,11.49,,11.50 -1984-12-18,,8.08,8.42,9.01,9.85,10.24,10.83,11.25,11.29,,11.35 -1984-12-19,,7.97,8.43,9.04,9.89,10.29,10.86,11.28,11.34,,11.38 -1984-12-20,,8.07,8.50,9.14,9.94,10.34,10.89,11.28,11.37,,11.43 -1984-12-21,,8.03,8.44,9.10,9.94,10.31,10.89,11.29,11.34,,11.38 -1984-12-24,,7.90,8.38,9.02,9.83,10.27,10.85,11.26,11.31,,11.36 +1984-11-23,,8.75,8.94,9.43,10.29,10.56,10.99,11.15,11.24,11.41,11.32 +1984-11-26,,8.79,9.01,9.48,10.33,10.57,11.05,11.19,11.28,11.44,11.35 +1984-11-27,,8.68,9.02,9.51,10.31,10.61,11.05,11.19,11.28,11.43,11.33 +1984-11-28,,8.68,9.03,9.51,10.35,10.65,11.03,11.31,11.38,11.54,11.44 +1984-11-29,,8.65,9.04,9.52,10.37,10.67,11.07,11.34,11.42,11.57,11.47 +1984-11-30,,8.74,9.18,9.71,10.50,10.86,11.25,11.56,11.58,11.71,11.58 +1984-12-03,,8.71,9.13,9.66,10.50,10.84,11.23,11.51,11.56,11.69,11.56 +1984-12-04,,8.80,9.08,9.59,10.44,10.74,11.16,11.45,11.52,11.65,11.53 +1984-12-05,,8.78,9.07,9.58,10.40,10.74,11.14,11.46,11.52,11.65,11.53 +1984-12-06,,8.78,9.18,9.68,10.49,10.81,11.23,11.55,11.61,11.74,11.62 +1984-12-07,,8.64,9.13,9.65,10.51,10.85,11.31,11.64,11.70,11.83,11.70 +1984-12-10,,8.65,9.08,9.63,10.47,10.84,11.26,11.61,11.66,11.79,11.66 +1984-12-11,,8.63,9.02,9.57,10.40,10.75,11.18,11.53,11.57,11.71,11.59 +1984-12-12,,8.56,8.85,9.44,10.35,10.67,11.14,11.51,11.54,11.67,11.56 +1984-12-13,,8.58,8.95,9.54,10.40,10.72,11.27,11.67,11.70,11.79,11.67 +1984-12-14,,8.39,8.73,9.26,10.20,10.57,11.08,11.50,11.56,11.67,11.56 +1984-12-17,,8.24,8.62,9.18,10.07,10.42,11.01,11.43,11.49,11.62,11.50 +1984-12-18,,8.08,8.42,9.01,9.85,10.24,10.83,11.25,11.29,11.46,11.35 +1984-12-19,,7.97,8.43,9.04,9.89,10.29,10.86,11.28,11.34,11.49,11.38 +1984-12-20,,8.07,8.50,9.14,9.94,10.34,10.89,11.28,11.37,11.52,11.43 +1984-12-21,,8.03,8.44,9.10,9.94,10.31,10.89,11.29,11.34,11.49,11.38 +1984-12-24,,7.90,8.38,9.02,9.83,10.27,10.85,11.26,11.31,11.46,11.36 1984-12-25,,,,,,,,,,, -1984-12-26,,7.89,8.48,9.08,9.95,10.37,10.97,11.42,11.45,,11.46 -1984-12-27,,7.93,8.50,9.11,9.96,10.43,10.98,11.43,11.45,,11.48 -1984-12-28,,8.00,8.55,9.17,10.02,10.48,11.03,11.44,11.46,,11.49 -1984-12-31,,8.12,8.64,9.22,10.02,10.52,11.08,11.52,11.55,,11.54 +1984-12-26,,7.89,8.48,9.08,9.95,10.37,10.97,11.42,11.45,11.58,11.46 +1984-12-27,,7.93,8.50,9.11,9.96,10.43,10.98,11.43,11.45,11.60,11.48 +1984-12-28,,8.00,8.55,9.17,10.02,10.48,11.03,11.44,11.46,11.61,11.49 +1984-12-31,,8.12,8.64,9.22,10.02,10.52,11.08,11.52,11.55,11.70,11.54 1985-01-01,,,,,,,,,,, -1985-01-02,,8.10,8.62,9.19,10.03,10.61,11.22,11.68,11.70,,11.69 -1985-01-03,,8.07,8.62,9.17,10.06,10.55,11.13,11.54,11.62,,11.64 -1985-01-04,,8.08,8.61,9.17,10.08,10.62,11.19,11.61,11.67,,11.70 -1985-01-07,,8.06,8.51,9.03,10.01,10.50,11.09,11.41,11.50,,11.53 -1985-01-08,,8.06,8.48,9.04,9.99,10.48,11.04,11.36,11.45,,11.49 -1985-01-09,,7.95,8.29,8.95,9.95,10.45,11.03,11.36,11.47,,11.50 -1985-01-10,,8.00,8.36,9.05,10.00,10.52,11.05,11.37,11.48,,11.53 -1985-01-11,,8.02,8.48,9.13,10.08,10.59,11.14,11.47,11.59,,11.64 -1985-01-14,,7.96,8.50,9.12,10.07,10.59,11.13,11.47,11.60,,11.68 -1985-01-15,,7.99,8.37,9.04,10.00,10.49,11.01,11.33,11.49,,11.57 -1985-01-16,,8.00,8.42,9.04,9.99,10.51,11.02,11.37,11.51,,11.59 -1985-01-17,,8.00,8.41,9.04,9.98,10.47,10.99,11.34,11.48,,11.59 -1985-01-18,,8.00,8.38,8.99,9.91,10.38,10.89,11.25,11.39,,11.51 +1985-01-02,,8.10,8.62,9.19,10.03,10.61,11.22,11.68,11.70,11.84,11.69 +1985-01-03,,8.07,8.62,9.17,10.06,10.55,11.13,11.54,11.62,11.80,11.64 +1985-01-04,,8.08,8.61,9.17,10.08,10.62,11.19,11.61,11.67,11.87,11.70 +1985-01-07,,8.06,8.51,9.03,10.01,10.50,11.09,11.41,11.50,11.71,11.53 +1985-01-08,,8.06,8.48,9.04,9.99,10.48,11.04,11.36,11.45,11.65,11.49 +1985-01-09,,7.95,8.29,8.95,9.95,10.45,11.03,11.36,11.47,11.66,11.50 +1985-01-10,,8.00,8.36,9.05,10.00,10.52,11.05,11.37,11.48,11.68,11.53 +1985-01-11,,8.02,8.48,9.13,10.08,10.59,11.14,11.47,11.59,11.79,11.64 +1985-01-14,,7.96,8.50,9.12,10.07,10.59,11.13,11.47,11.60,11.82,11.68 +1985-01-15,,7.99,8.37,9.04,10.00,10.49,11.01,11.33,11.49,11.73,11.57 +1985-01-16,,8.00,8.42,9.04,9.99,10.51,11.02,11.37,11.51,11.74,11.59 +1985-01-17,,8.00,8.41,9.04,9.98,10.47,10.99,11.34,11.48,11.72,11.59 +1985-01-18,,8.00,8.38,8.99,9.91,10.38,10.89,11.25,11.39,11.63,11.51 1985-01-21,,,,,,,,,,, -1985-01-22,,7.96,8.37,8.91,9.83,10.30,10.79,11.13,11.27,,11.38 -1985-01-23,,7.90,8.34,8.90,9.83,10.26,10.74,11.06,11.21,,11.33 -1985-01-24,,7.88,8.29,8.88,9.74,10.18,10.61,10.91,11.06,,11.18 -1985-01-25,,7.89,8.35,8.90,9.76,10.24,10.66,10.98,11.11,,11.21 -1985-01-28,,7.98,8.44,8.95,9.79,10.30,10.70,10.98,11.11,,11.20 -1985-01-29,,8.09,8.47,8.97,9.79,10.28,10.70,10.98,11.11,,11.18 -1985-01-30,,8.10,8.45,8.95,9.76,10.27,10.68,10.96,11.08,,11.16 -1985-01-31,,8.33,8.61,9.09,9.90,10.36,10.77,11.07,11.17,,11.21 -1985-02-01,,8.47,8.76,9.21,10.04,10.48,10.93,11.20,11.29,,11.32 -1985-02-04,,8.47,8.78,9.20,10.03,10.51,10.99,11.25,11.35,,11.34 -1985-02-05,,8.43,8.69,9.14,9.99,10.37,10.93,11.21,11.30,,11.30 -1985-02-06,,8.41,8.70,9.15,10.03,10.40,11.00,11.31,11.40,,11.37 -1985-02-07,,8.46,8.74,9.21,10.06,10.44,11.04,11.34,11.41,,11.29 -1985-02-08,,8.51,8.77,9.18,10.03,10.40,11.00,11.30,11.37,,11.27 -1985-02-11,,8.50,8.80,9.22,10.06,10.45,11.05,11.35,11.42,,11.35 +1985-01-22,,7.96,8.37,8.91,9.83,10.30,10.79,11.13,11.27,11.48,11.38 +1985-01-23,,7.90,8.34,8.90,9.83,10.26,10.74,11.06,11.21,11.44,11.33 +1985-01-24,,7.88,8.29,8.88,9.74,10.18,10.61,10.91,11.06,11.26,11.18 +1985-01-25,,7.89,8.35,8.90,9.76,10.24,10.66,10.98,11.11,11.28,11.21 +1985-01-28,,7.98,8.44,8.95,9.79,10.30,10.70,10.98,11.11,11.28,11.20 +1985-01-29,,8.09,8.47,8.97,9.79,10.28,10.70,10.98,11.11,11.27,11.18 +1985-01-30,,8.10,8.45,8.95,9.76,10.27,10.68,10.96,11.08,11.24,11.16 +1985-01-31,,8.33,8.61,9.09,9.90,10.36,10.77,11.07,11.17,11.30,11.21 +1985-02-01,,8.47,8.76,9.21,10.04,10.48,10.93,11.20,11.29,11.44,11.32 +1985-02-04,,8.47,8.78,9.20,10.03,10.51,10.99,11.25,11.35,11.47,11.34 +1985-02-05,,8.43,8.69,9.14,9.99,10.37,10.93,11.21,11.30,11.42,11.30 +1985-02-06,,8.41,8.70,9.15,10.03,10.40,11.00,11.31,11.40,11.50,11.37 +1985-02-07,,8.46,8.74,9.21,10.06,10.44,11.04,11.34,11.41,11.57,11.29 +1985-02-08,,8.51,8.77,9.18,10.03,10.40,11.00,11.30,11.37,11.54,11.27 +1985-02-11,,8.50,8.80,9.22,10.06,10.45,11.05,11.35,11.42,11.60,11.35 1985-02-12,,,,,,,,,,, -1985-02-13,,8.53,8.77,9.22,10.03,10.44,11.02,11.32,11.39,,11.31 -1985-02-14,,8.48,8.74,9.18,9.98,10.33,10.93,11.22,11.29,,11.24 -1985-02-15,,8.47,8.74,9.15,10.02,10.38,10.98,11.32,11.38,,11.37 +1985-02-13,,8.53,8.77,9.22,10.03,10.44,11.02,11.32,11.39,11.58,11.31 +1985-02-14,,8.48,8.74,9.18,9.98,10.33,10.93,11.22,11.29,11.49,11.24 +1985-02-15,,8.47,8.74,9.15,10.02,10.38,10.98,11.32,11.38,11.63,11.37 1985-02-18,,,,,,,,,,, -1985-02-19,,8.46,8.75,9.13,10.01,10.37,10.95,11.27,11.37,,11.35 -1985-02-20,,8.53,8.81,9.24,10.13,10.47,11.09,11.43,11.52,,11.50 -1985-02-21,,8.73,9.03,9.40,10.29,10.64,11.29,11.58,11.64,,11.58 -1985-02-22,,8.68,9.04,9.44,10.34,10.74,11.35,11.71,11.76,,11.71 -1985-02-25,,8.69,9.04,9.41,10.36,10.75,11.40,11.70,11.75,,11.71 -1985-02-26,,8.65,9.02,9.41,10.36,10.75,11.35,11.67,11.72,,11.67 -1985-02-27,,8.75,9.22,9.64,10.56,10.93,11.51,11.87,11.89,,11.88 -1985-02-28,,8.81,9.32,9.72,10.66,11.03,11.55,11.87,11.91,,11.90 -1985-03-01,,8.98,9.49,9.87,10.73,11.09,11.52,11.81,11.86,,11.82 -1985-03-04,,9.05,9.57,9.91,10.78,11.12,11.57,11.87,11.93,,11.91 -1985-03-05,,9.00,9.49,9.84,10.71,11.05,11.49,11.80,11.86,,11.83 -1985-03-06,,9.01,9.49,9.88,10.75,11.09,11.53,11.86,11.92,,11.89 -1985-03-07,,9.12,9.70,10.08,10.83,11.19,11.61,11.91,11.94,,11.93 -1985-03-08,,8.89,9.38,9.76,10.56,10.90,11.37,11.69,11.71,,11.71 -1985-03-11,,8.79,9.33,9.71,10.56,10.92,11.38,11.71,11.72,,11.71 -1985-03-12,,8.85,9.39,9.80,10.62,10.99,11.45,11.76,11.78,,11.74 -1985-03-13,,8.91,9.58,9.95,10.79,11.13,11.59,11.88,11.90,,11.83 -1985-03-14,,9.05,9.71,10.07,10.86,11.19,11.63,11.91,11.92,,11.84 -1985-03-15,,8.71,9.54,10.00,10.82,11.17,11.63,11.92,11.93,,11.86 -1985-03-18,,8.83,9.63,10.09,10.89,11.22,11.70,12.00,12.02,,11.97 -1985-03-19,,8.86,9.58,10.04,10.85,11.19,11.67,11.97,11.99,,11.93 -1985-03-20,,8.84,9.53,10.00,10.85,11.17,11.62,11.90,11.91,,11.84 -1985-03-21,,8.75,9.39,9.84,10.69,11.02,11.48,11.78,11.82,,11.77 -1985-03-22,,8.82,9.45,9.89,10.75,11.05,11.55,11.83,11.88,,11.83 -1985-03-25,,8.74,9.42,9.83,10.71,11.05,11.53,11.80,11.86,,11.79 -1985-03-26,,8.64,9.34,9.77,10.63,10.97,11.45,11.73,11.77,,11.72 -1985-03-27,,8.63,9.27,9.71,10.63,10.99,11.49,11.82,11.84,,11.78 -1985-03-28,,8.49,9.12,9.61,10.53,10.86,11.38,11.69,11.75,,11.73 -1985-03-29,,8.47,9.06,9.49,10.43,10.79,11.29,11.59,11.65,,11.64 -1985-04-01,,8.44,9.07,9.51,10.45,10.81,11.28,11.57,11.66,,11.65 -1985-04-02,,8.51,9.07,9.54,10.48,10.83,11.33,11.64,11.70,,11.68 -1985-04-03,,8.45,9.10,9.55,10.49,10.83,11.34,11.65,11.73,,11.71 -1985-04-04,,8.41,9.12,9.54,10.53,10.87,11.35,11.70,11.75,,11.74 +1985-02-19,,8.46,8.75,9.13,10.01,10.37,10.95,11.27,11.37,11.61,11.35 +1985-02-20,,8.53,8.81,9.24,10.13,10.47,11.09,11.43,11.52,11.76,11.50 +1985-02-21,,8.73,9.03,9.40,10.29,10.64,11.29,11.58,11.64,11.86,11.58 +1985-02-22,,8.68,9.04,9.44,10.34,10.74,11.35,11.71,11.76,11.99,11.71 +1985-02-25,,8.69,9.04,9.41,10.36,10.75,11.40,11.70,11.75,12.00,11.71 +1985-02-26,,8.65,9.02,9.41,10.36,10.75,11.35,11.67,11.72,11.97,11.67 +1985-02-27,,8.75,9.22,9.64,10.56,10.93,11.51,11.87,11.89,12.11,11.88 +1985-02-28,,8.81,9.32,9.72,10.66,11.03,11.55,11.87,11.91,12.13,11.90 +1985-03-01,,8.98,9.49,9.87,10.73,11.09,11.52,11.81,11.86,12.08,11.82 +1985-03-04,,9.05,9.57,9.91,10.78,11.12,11.57,11.87,11.93,12.14,11.91 +1985-03-05,,9.00,9.49,9.84,10.71,11.05,11.49,11.80,11.86,12.05,11.83 +1985-03-06,,9.01,9.49,9.88,10.75,11.09,11.53,11.86,11.92,12.14,11.89 +1985-03-07,,9.12,9.70,10.08,10.83,11.19,11.61,11.91,11.94,12.17,11.93 +1985-03-08,,8.89,9.38,9.76,10.56,10.90,11.37,11.69,11.71,11.95,11.71 +1985-03-11,,8.79,9.33,9.71,10.56,10.92,11.38,11.71,11.72,11.98,11.71 +1985-03-12,,8.85,9.39,9.80,10.62,10.99,11.45,11.76,11.78,12.00,11.74 +1985-03-13,,8.91,9.58,9.95,10.79,11.13,11.59,11.88,11.90,12.09,11.83 +1985-03-14,,9.05,9.71,10.07,10.86,11.19,11.63,11.91,11.92,12.11,11.84 +1985-03-15,,8.71,9.54,10.00,10.82,11.17,11.63,11.92,11.93,12.13,11.86 +1985-03-18,,8.83,9.63,10.09,10.89,11.22,11.70,12.00,12.02,12.21,11.97 +1985-03-19,,8.86,9.58,10.04,10.85,11.19,11.67,11.97,11.99,12.19,11.93 +1985-03-20,,8.84,9.53,10.00,10.85,11.17,11.62,11.90,11.91,12.08,11.84 +1985-03-21,,8.75,9.39,9.84,10.69,11.02,11.48,11.78,11.82,12.02,11.77 +1985-03-22,,8.82,9.45,9.89,10.75,11.05,11.55,11.83,11.88,12.07,11.83 +1985-03-25,,8.74,9.42,9.83,10.71,11.05,11.53,11.80,11.86,12.03,11.79 +1985-03-26,,8.64,9.34,9.77,10.63,10.97,11.45,11.73,11.77,11.95,11.72 +1985-03-27,,8.63,9.27,9.71,10.63,10.99,11.49,11.82,11.84,11.98,11.78 +1985-03-28,,8.49,9.12,9.61,10.53,10.86,11.38,11.69,11.75,12.01,11.73 +1985-03-29,,8.47,9.06,9.49,10.43,10.79,11.29,11.59,11.65,11.89,11.64 +1985-04-01,,8.44,9.07,9.51,10.45,10.81,11.28,11.57,11.66,11.80,11.65 +1985-04-02,,8.51,9.07,9.54,10.48,10.83,11.33,11.64,11.70,11.92,11.68 +1985-04-03,,8.45,9.10,9.55,10.49,10.83,11.34,11.65,11.73,11.93,11.71 +1985-04-04,,8.41,9.12,9.54,10.53,10.87,11.35,11.70,11.75,11.95,11.74 1985-04-05,,,,,,,,,,, -1985-04-08,,8.41,9.09,9.53,10.49,10.84,11.36,11.69,11.77,,11.75 -1985-04-09,,8.37,8.96,9.40,10.38,10.77,11.28,11.60,11.66,,11.66 -1985-04-10,,8.38,8.94,9.36,10.31,10.67,11.20,11.50,11.58,,11.54 -1985-04-11,,8.32,8.77,9.14,10.12,10.51,11.05,11.31,11.42,,11.40 -1985-04-12,,8.33,8.74,9.15,10.13,10.52,11.05,11.33,11.43,,11.42 -1985-04-15,,8.35,8.75,9.15,10.09,10.49,11.02,11.29,11.37,,11.37 -1985-04-16,,8.20,8.50,8.95,9.86,10.25,10.80,11.14,11.25,,11.30 -1985-04-17,,8.06,8.57,9.01,9.93,10.33,10.86,11.19,11.29,,11.33 -1985-04-18,,7.97,8.34,8.77,9.73,10.17,10.69,11.05,11.13,,11.21 -1985-04-19,,8.06,8.43,8.86,9.81,10.17,10.69,11.06,11.16,,11.26 -1985-04-22,,7.93,8.32,8.77,9.72,10.15,10.67,11.03,11.13,,11.23 -1985-04-23,,8.05,8.47,8.90,9.88,10.29,10.79,11.13,11.25,,11.34 -1985-04-24,,8.01,8.46,8.88,9.81,10.27,10.77,11.15,11.25,,11.36 -1985-04-25,,8.10,8.55,8.96,9.90,10.37,10.87,11.27,11.37,,11.44 -1985-04-26,,8.08,8.51,8.93,9.88,10.36,10.87,11.23,11.35,,11.42 -1985-04-29,,8.11,8.62,9.07,9.97,10.47,10.96,11.35,11.47,,11.54 -1985-04-30,,8.12,8.56,8.99,9.91,10.39,10.91,11.31,11.41,,11.48 -1985-05-01,,8.01,8.47,8.89,9.82,10.28,10.81,11.15,11.27,,11.37 -1985-05-02,,8.03,8.49,8.91,9.86,10.31,10.83,11.17,11.29,,11.36 -1985-05-03,,7.99,8.37,8.73,9.71,10.17,10.74,11.09,11.21,,11.31 -1985-05-06,,8.00,8.37,8.76,9.70,10.15,10.71,11.07,11.19,,11.30 -1985-05-07,,8.03,8.34,8.72,9.66,10.04,10.68,11.06,11.17,,11.29 -1985-05-08,,8.09,8.42,8.76,9.73,10.11,10.74,11.17,11.26,,11.39 -1985-05-09,,8.01,8.36,8.73,9.67,10.04,10.68,11.08,11.20,,11.34 -1985-05-10,,8.00,8.32,8.68,9.62,9.95,10.57,10.93,11.04,,11.20 -1985-05-13,,7.97,8.34,8.69,9.64,9.95,10.56,10.93,11.04,,11.20 -1985-05-14,,7.86,8.19,8.58,9.47,9.79,10.39,10.78,10.87,,11.07 -1985-05-15,,7.68,8.04,8.49,9.40,9.74,10.39,10.78,10.89,,11.08 -1985-05-16,,7.61,7.97,8.38,9.31,9.62,10.28,10.69,10.81,,11.02 -1985-05-17,,7.64,8.00,8.45,9.37,9.65,10.32,10.72,10.84,,11.05 -1985-05-20,,7.50,7.83,8.21,9.10,9.38,10.04,10.45,10.56,,10.82 -1985-05-21,,7.54,7.83,8.23,9.11,9.39,10.07,10.45,10.60,,10.85 -1985-05-22,,7.53,7.79,8.21,9.11,9.43,10.05,10.45,10.62,,10.90 -1985-05-23,,7.49,7.81,8.25,9.21,9.51,10.11,10.47,10.64,,10.91 -1985-05-24,,7.42,7.76,8.19,9.13,9.46,10.05,10.43,10.57,,10.85 +1985-04-08,,8.41,9.09,9.53,10.49,10.84,11.36,11.69,11.77,11.97,11.75 +1985-04-09,,8.37,8.96,9.40,10.38,10.77,11.28,11.60,11.66,11.89,11.66 +1985-04-10,,8.38,8.94,9.36,10.31,10.67,11.20,11.50,11.58,11.78,11.54 +1985-04-11,,8.32,8.77,9.14,10.12,10.51,11.05,11.31,11.42,11.65,11.40 +1985-04-12,,8.33,8.74,9.15,10.13,10.52,11.05,11.33,11.43,11.66,11.42 +1985-04-15,,8.35,8.75,9.15,10.09,10.49,11.02,11.29,11.37,11.61,11.37 +1985-04-16,,8.20,8.50,8.95,9.86,10.25,10.80,11.14,11.25,11.52,11.30 +1985-04-17,,8.06,8.57,9.01,9.93,10.33,10.86,11.19,11.29,11.56,11.33 +1985-04-18,,7.97,8.34,8.77,9.73,10.17,10.69,11.05,11.13,11.41,11.21 +1985-04-19,,8.06,8.43,8.86,9.81,10.17,10.69,11.06,11.16,11.46,11.26 +1985-04-22,,7.93,8.32,8.77,9.72,10.15,10.67,11.03,11.13,11.45,11.23 +1985-04-23,,8.05,8.47,8.90,9.88,10.29,10.79,11.13,11.25,11.56,11.34 +1985-04-24,,8.01,8.46,8.88,9.81,10.27,10.77,11.15,11.25,11.58,11.36 +1985-04-25,,8.10,8.55,8.96,9.90,10.37,10.87,11.27,11.37,11.67,11.44 +1985-04-26,,8.08,8.51,8.93,9.88,10.36,10.87,11.23,11.35,11.65,11.42 +1985-04-29,,8.11,8.62,9.07,9.97,10.47,10.96,11.35,11.47,11.77,11.54 +1985-04-30,,8.12,8.56,8.99,9.91,10.39,10.91,11.31,11.41,11.70,11.48 +1985-05-01,,8.01,8.47,8.89,9.82,10.28,10.81,11.15,11.27,11.56,11.37 +1985-05-02,,8.03,8.49,8.91,9.86,10.31,10.83,11.17,11.29,11.55,11.36 +1985-05-03,,7.99,8.37,8.73,9.71,10.17,10.74,11.09,11.21,11.50,11.31 +1985-05-06,,8.00,8.37,8.76,9.70,10.15,10.71,11.07,11.19,11.49,11.30 +1985-05-07,,8.03,8.34,8.72,9.66,10.04,10.68,11.06,11.17,11.49,11.29 +1985-05-08,,8.09,8.42,8.76,9.73,10.11,10.74,11.17,11.26,11.59,11.39 +1985-05-09,,8.01,8.36,8.73,9.67,10.04,10.68,11.08,11.20,11.52,11.34 +1985-05-10,,8.00,8.32,8.68,9.62,9.95,10.57,10.93,11.04,11.37,11.20 +1985-05-13,,7.97,8.34,8.69,9.64,9.95,10.56,10.93,11.04,11.36,11.20 +1985-05-14,,7.86,8.19,8.58,9.47,9.79,10.39,10.78,10.87,11.23,11.07 +1985-05-15,,7.68,8.04,8.49,9.40,9.74,10.39,10.78,10.89,11.24,11.08 +1985-05-16,,7.61,7.97,8.38,9.31,9.62,10.28,10.69,10.81,11.17,11.02 +1985-05-17,,7.64,8.00,8.45,9.37,9.65,10.32,10.72,10.84,11.18,11.05 +1985-05-20,,7.50,7.83,8.21,9.10,9.38,10.04,10.45,10.56,10.91,10.82 +1985-05-21,,7.54,7.83,8.23,9.11,9.39,10.07,10.45,10.60,10.94,10.85 +1985-05-22,,7.53,7.79,8.21,9.11,9.43,10.05,10.45,10.62,10.98,10.90 +1985-05-23,,7.49,7.81,8.25,9.21,9.51,10.11,10.47,10.64,11.01,10.91 +1985-05-24,,7.42,7.76,8.19,9.13,9.46,10.05,10.43,10.57,10.96,10.85 1985-05-27,,,,,,,,,,, -1985-05-28,,7.45,7.76,8.14,9.05,9.38,9.95,10.28,10.43,,10.72 -1985-05-29,,7.48,7.77,8.15,9.05,9.42,9.90,10.31,10.46,,10.73 -1985-05-30,,7.42,7.71,8.09,9.03,9.36,9.84,10.25,10.39,,10.67 -1985-05-31,,7.38,7.62,7.98,8.92,9.27,9.68,10.15,10.28,,10.58 -1985-06-03,,7.24,7.48,7.83,8.72,9.07,9.50,9.93,10.05,,10.40 -1985-06-04,,7.18,7.50,7.81,8.68,9.01,9.47,9.93,10.05,,10.39 -1985-06-05,,7.14,7.30,7.63,8.42,8.77,9.26,9.75,9.83,,10.25 -1985-06-06,,7.21,7.38,7.72,8.51,8.83,9.33,9.84,9.89,,10.29 -1985-06-07,,7.39,7.66,7.99,8.82,9.15,9.67,10.18,10.19,,10.52 -1985-06-10,,7.49,7.73,8.04,8.87,9.21,9.68,10.13,10.16,,10.47 -1985-06-11,,7.38,7.59,7.92,8.78,9.15,9.63,10.04,10.08,,10.41 -1985-06-12,,7.32,7.55,7.88,8.76,9.10,9.65,10.09,10.16,,10.46 -1985-06-13,,7.20,7.52,7.87,8.76,9.07,9.67,10.14,10.21,,10.51 -1985-06-14,,6.91,7.20,7.54,8.45,8.78,9.39,9.90,9.98,,10.31 -1985-06-17,,6.99,7.27,7.59,8.48,8.86,9.45,9.92,9.97,,10.28 -1985-06-18,,6.87,7.14,7.48,8.37,8.73,9.33,9.85,9.90,,10.23 -1985-06-19,,6.95,7.25,7.60,8.50,8.84,9.46,9.97,10.04,,10.37 -1985-06-20,,7.06,7.34,7.70,8.59,8.93,9.51,10.06,10.14,,10.44 -1985-06-21,,7.27,7.60,7.94,8.80,9.15,9.75,10.26,10.34,,10.57 -1985-06-24,,7.29,7.65,7.98,8.87,9.26,9.83,10.37,10.45,,10.64 -1985-06-25,,7.32,7.63,8.02,8.96,9.37,9.95,10.45,10.50,,10.67 -1985-06-26,,7.21,7.58,7.98,8.94,9.37,9.97,10.43,10.54,,10.68 -1985-06-27,,7.13,7.46,7.86,8.81,9.25,9.83,10.25,10.39,,10.54 -1985-06-28,,7.05,7.33,7.71,8.67,9.08,9.65,10.08,10.25,,10.47 -1985-07-01,,7.09,7.38,7.72,8.66,9.06,9.58,10.04,10.19,,10.44 -1985-07-02,,7.17,7.41,7.73,8.66,9.08,9.61,10.05,10.20,,10.43 -1985-07-03,,7.24,7.44,7.75,8.66,9.06,9.62,10.07,10.23,,10.45 +1985-05-28,,7.45,7.76,8.14,9.05,9.38,9.95,10.28,10.43,10.83,10.72 +1985-05-29,,7.48,7.77,8.15,9.05,9.42,9.90,10.31,10.46,10.83,10.73 +1985-05-30,,7.42,7.71,8.09,9.03,9.36,9.84,10.25,10.39,10.78,10.67 +1985-05-31,,7.38,7.62,7.98,8.92,9.27,9.68,10.15,10.28,10.70,10.58 +1985-06-03,,7.24,7.48,7.83,8.72,9.07,9.50,9.93,10.05,10.49,10.40 +1985-06-04,,7.18,7.50,7.81,8.68,9.01,9.47,9.93,10.05,10.49,10.39 +1985-06-05,,7.14,7.30,7.63,8.42,8.77,9.26,9.75,9.83,10.35,10.25 +1985-06-06,,7.21,7.38,7.72,8.51,8.83,9.33,9.84,9.89,10.37,10.29 +1985-06-07,,7.39,7.66,7.99,8.82,9.15,9.67,10.18,10.19,10.62,10.52 +1985-06-10,,7.49,7.73,8.04,8.87,9.21,9.68,10.13,10.16,10.59,10.47 +1985-06-11,,7.38,7.59,7.92,8.78,9.15,9.63,10.04,10.08,10.50,10.41 +1985-06-12,,7.32,7.55,7.88,8.76,9.10,9.65,10.09,10.16,10.55,10.46 +1985-06-13,,7.20,7.52,7.87,8.76,9.07,9.67,10.14,10.21,10.61,10.51 +1985-06-14,,6.91,7.20,7.54,8.45,8.78,9.39,9.90,9.98,10.41,10.31 +1985-06-17,,6.99,7.27,7.59,8.48,8.86,9.45,9.92,9.97,10.38,10.28 +1985-06-18,,6.87,7.14,7.48,8.37,8.73,9.33,9.85,9.90,10.33,10.23 +1985-06-19,,6.95,7.25,7.60,8.50,8.84,9.46,9.97,10.04,10.48,10.37 +1985-06-20,,7.06,7.34,7.70,8.59,8.93,9.51,10.06,10.14,10.57,10.44 +1985-06-21,,7.27,7.60,7.94,8.80,9.15,9.75,10.26,10.34,10.73,10.57 +1985-06-24,,7.29,7.65,7.98,8.87,9.26,9.83,10.37,10.45,10.81,10.64 +1985-06-25,,7.32,7.63,8.02,8.96,9.37,9.95,10.45,10.50,10.86,10.67 +1985-06-26,,7.21,7.58,7.98,8.94,9.37,9.97,10.43,10.54,10.87,10.68 +1985-06-27,,7.13,7.46,7.86,8.81,9.25,9.83,10.25,10.39,10.70,10.54 +1985-06-28,,7.05,7.33,7.71,8.67,9.08,9.65,10.08,10.25,10.61,10.47 +1985-07-01,,7.09,7.38,7.72,8.66,9.06,9.58,10.04,10.19,10.58,10.44 +1985-07-02,,7.17,7.41,7.73,8.66,9.08,9.61,10.05,10.20,10.57,10.43 +1985-07-03,,7.24,7.44,7.75,8.66,9.06,9.62,10.07,10.23,10.59,10.45 1985-07-04,,,,,,,,,,, -1985-07-05,,6.99,7.13,7.43,8.36,8.72,9.30,9.76,9.93,,10.23 -1985-07-08,,7.14,7.34,7.60,8.52,8.84,9.41,9.87,10.05,,10.31 -1985-07-09,,7.18,7.40,7.65,8.52,8.86,9.41,9.87,10.05,,10.31 -1985-07-10,,7.16,7.41,7.66,8.55,8.89,9.45,9.91,10.07,,10.33 -1985-07-11,,7.29,7.56,7.84,8.73,9.11,9.61,10.08,10.22,,10.43 -1985-07-12,,7.32,7.55,7.88,8.78,9.11,9.63,10.12,10.23,,10.42 -1985-07-15,,7.28,7.53,7.84,8.76,9.10,9.63,10.10,10.22,,10.42 -1985-07-16,,7.23,7.49,7.76,8.67,9.07,9.59,10.01,10.15,,10.37 -1985-07-17,,7.21,7.47,7.71,8.63,9.03,9.54,9.97,10.12,,10.32 -1985-07-18,,7.39,7.64,7.88,8.76,9.21,9.71,10.15,10.30,,10.48 -1985-07-19,,7.42,7.66,7.92,8.82,9.25,9.72,10.18,10.34,,10.52 -1985-07-22,,7.49,7.73,8.02,8.95,9.39,9.87,10.31,10.46,,10.60 -1985-07-23,,7.50,7.75,8.05,8.97,9.41,9.91,10.32,10.47,,10.60 -1985-07-24,,7.48,7.77,8.04,8.99,9.42,9.92,10.36,10.51,,10.63 -1985-07-25,,7.41,7.74,8.01,8.96,9.40,9.91,10.38,10.52,,10.64 -1985-07-26,,7.43,7.74,8.02,8.98,9.44,9.96,10.45,10.59,,10.72 -1985-07-29,,7.50,7.81,8.07,9.03,9.50,10.02,10.50,10.67,,10.79 -1985-07-30,,7.52,7.85,8.14,9.04,9.51,10.02,10.50,10.66,,10.78 -1985-07-31,,7.52,7.83,8.12,9.01,9.47,9.98,10.41,10.57,,10.70 -1985-08-01,,7.52,7.85,8.12,9.04,9.47,9.95,10.36,10.51,,10.62 -1985-08-02,,7.55,7.90,8.23,9.15,9.60,10.09,10.49,10.66,,10.77 -1985-08-05,,7.52,7.88,8.22,9.13,9.59,10.06,10.48,10.64,,10.73 -1985-08-06,,7.50,7.88,8.18,9.13,9.53,10.08,10.48,10.65,,10.75 -1985-08-07,,7.41,7.83,8.16,9.08,9.49,10.01,10.41,10.55,,10.71 -1985-08-08,,7.41,7.81,8.11,8.99,9.37,9.91,10.30,10.43,,10.63 -1985-08-09,,7.40,7.78,8.08,8.95,9.30,9.86,10.24,10.37,,10.61 -1985-08-12,,7.33,7.77,8.07,8.95,9.29,9.86,10.25,10.38,,10.66 -1985-08-13,,7.37,7.74,8.10,8.96,9.33,9.92,10.32,10.46,,10.71 -1985-08-14,,7.32,7.72,8.05,8.96,9.28,9.84,10.25,10.38,,10.61 -1985-08-15,,7.43,7.76,8.10,8.96,9.28,9.83,10.23,10.36,,10.64 -1985-08-16,,7.34,7.69,8.01,8.90,9.21,9.74,10.13,10.26,,10.54 -1985-08-19,,7.36,7.70,8.00,8.89,9.20,9.74,10.09,10.23,,10.50 -1985-08-20,,7.35,7.67,8.00,8.86,9.20,9.70,10.08,10.20,,10.48 -1985-08-21,,7.27,7.56,7.92,8.82,9.16,9.63,10.02,10.12,,10.42 -1985-08-22,,7.27,7.52,7.91,8.81,9.14,9.62,9.99,10.10,,10.41 -1985-08-23,,7.27,7.56,7.94,8.87,9.20,9.67,10.02,10.14,,10.42 -1985-08-26,,7.30,7.61,7.98,8.88,9.22,9.70,10.06,10.18,,10.46 -1985-08-27,,7.28,7.55,7.94,8.81,9.18,9.65,10.00,10.12,,10.38 -1985-08-28,,7.29,7.56,7.95,8.85,9.20,9.63,10.03,10.16,,10.41 -1985-08-29,,7.28,7.58,7.94,8.81,9.17,9.58,10.00,10.12,,10.37 -1985-08-30,,7.38,7.70,8.03,8.96,9.33,9.74,10.17,10.28,,10.48 +1985-07-05,,6.99,7.13,7.43,8.36,8.72,9.30,9.76,9.93,10.36,10.23 +1985-07-08,,7.14,7.34,7.60,8.52,8.84,9.41,9.87,10.05,10.45,10.31 +1985-07-09,,7.18,7.40,7.65,8.52,8.86,9.41,9.87,10.05,10.47,10.31 +1985-07-10,,7.16,7.41,7.66,8.55,8.89,9.45,9.91,10.07,10.47,10.33 +1985-07-11,,7.29,7.56,7.84,8.73,9.11,9.61,10.08,10.22,10.60,10.43 +1985-07-12,,7.32,7.55,7.88,8.78,9.11,9.63,10.12,10.23,10.60,10.42 +1985-07-15,,7.28,7.53,7.84,8.76,9.10,9.63,10.10,10.22,10.60,10.42 +1985-07-16,,7.23,7.49,7.76,8.67,9.07,9.59,10.01,10.15,10.55,10.37 +1985-07-17,,7.21,7.47,7.71,8.63,9.03,9.54,9.97,10.12,10.53,10.32 +1985-07-18,,7.39,7.64,7.88,8.76,9.21,9.71,10.15,10.30,10.70,10.48 +1985-07-19,,7.42,7.66,7.92,8.82,9.25,9.72,10.18,10.34,10.73,10.52 +1985-07-22,,7.49,7.73,8.02,8.95,9.39,9.87,10.31,10.46,10.82,10.60 +1985-07-23,,7.50,7.75,8.05,8.97,9.41,9.91,10.32,10.47,10.82,10.60 +1985-07-24,,7.48,7.77,8.04,8.99,9.42,9.92,10.36,10.51,10.85,10.63 +1985-07-25,,7.41,7.74,8.01,8.96,9.40,9.91,10.38,10.52,10.88,10.64 +1985-07-26,,7.43,7.74,8.02,8.98,9.44,9.96,10.45,10.59,10.97,10.72 +1985-07-29,,7.50,7.81,8.07,9.03,9.50,10.02,10.50,10.67,11.00,10.79 +1985-07-30,,7.52,7.85,8.14,9.04,9.51,10.02,10.50,10.66,10.99,10.78 +1985-07-31,,7.52,7.83,8.12,9.01,9.47,9.98,10.41,10.57,10.89,10.70 +1985-08-01,,7.52,7.85,8.12,9.04,9.47,9.95,10.36,10.51,10.81,10.62 +1985-08-02,,7.55,7.90,8.23,9.15,9.60,10.09,10.49,10.66,10.95,10.77 +1985-08-05,,7.52,7.88,8.22,9.13,9.59,10.06,10.48,10.64,10.93,10.73 +1985-08-06,,7.50,7.88,8.18,9.13,9.53,10.08,10.48,10.65,10.94,10.75 +1985-08-07,,7.41,7.83,8.16,9.08,9.49,10.01,10.41,10.55,10.88,10.71 +1985-08-08,,7.41,7.81,8.11,8.99,9.37,9.91,10.30,10.43,10.80,10.63 +1985-08-09,,7.40,7.78,8.08,8.95,9.30,9.86,10.24,10.37,10.77,10.61 +1985-08-12,,7.33,7.77,8.07,8.95,9.29,9.86,10.25,10.38,10.78,10.66 +1985-08-13,,7.37,7.74,8.10,8.96,9.33,9.92,10.32,10.46,10.87,10.71 +1985-08-14,,7.32,7.72,8.05,8.96,9.28,9.84,10.25,10.38,10.78,10.61 +1985-08-15,,7.43,7.76,8.10,8.96,9.28,9.83,10.23,10.36,10.79,10.64 +1985-08-16,,7.34,7.69,8.01,8.90,9.21,9.74,10.13,10.26,10.71,10.54 +1985-08-19,,7.36,7.70,8.00,8.89,9.20,9.74,10.09,10.23,10.67,10.50 +1985-08-20,,7.35,7.67,8.00,8.86,9.20,9.70,10.08,10.20,10.64,10.48 +1985-08-21,,7.27,7.56,7.92,8.82,9.16,9.63,10.02,10.12,10.58,10.42 +1985-08-22,,7.27,7.52,7.91,8.81,9.14,9.62,9.99,10.10,10.57,10.41 +1985-08-23,,7.27,7.56,7.94,8.87,9.20,9.67,10.02,10.14,10.59,10.42 +1985-08-26,,7.30,7.61,7.98,8.88,9.22,9.70,10.06,10.18,10.62,10.46 +1985-08-27,,7.28,7.55,7.94,8.81,9.18,9.65,10.00,10.12,10.56,10.38 +1985-08-28,,7.29,7.56,7.95,8.85,9.20,9.63,10.03,10.16,10.58,10.41 +1985-08-29,,7.28,7.58,7.94,8.81,9.17,9.58,10.00,10.12,10.54,10.37 +1985-08-30,,7.38,7.70,8.03,8.96,9.33,9.74,10.17,10.28,10.67,10.48 1985-09-02,,,,,,,,,,, -1985-09-03,,7.35,7.66,8.02,8.95,9.32,9.71,10.14,10.24,,10.46 -1985-09-04,,7.28,7.56,7.92,8.85,9.24,9.64,10.06,10.16,,10.40 -1985-09-05,,7.36,7.67,8.02,8.92,9.31,9.71,10.15,10.27,,10.49 -1985-09-06,,7.50,7.83,8.21,9.15,9.56,9.97,10.37,10.50,,10.73 -1985-09-09,,7.50,7.85,8.22,9.13,9.53,9.97,10.37,10.49,,10.73 -1985-09-10,,7.47,7.79,8.19,9.10,9.52,9.96,10.35,10.48,,10.71 -1985-09-11,,7.48,7.80,8.23,9.13,9.53,9.98,10.39,10.51,,10.73 -1985-09-12,,7.48,7.81,8.21,9.15,9.54,9.97,10.40,10.52,,10.73 -1985-09-13,,7.45,7.78,8.14,9.03,9.43,9.87,10.29,10.40,,10.62 -1985-09-16,,7.42,7.73,8.09,8.99,9.39,9.83,10.24,10.37,,10.58 -1985-09-17,,7.44,7.74,8.13,9.05,9.42,9.85,10.28,10.41,,10.64 -1985-09-18,,7.34,7.69,8.12,9.07,9.45,9.87,10.30,10.43,,10.67 -1985-09-19,,7.32,7.71,8.16,9.13,9.48,9.89,10.30,10.43,,10.65 -1985-09-20,,7.24,7.65,8.07,9.01,9.40,9.81,10.22,10.36,,10.58 -1985-09-23,,7.12,7.52,7.94,8.89,9.25,9.74,10.23,10.39,,10.64 -1985-09-24,,7.06,7.38,7.90,8.82,9.22,9.69,10.17,10.33,,10.62 -1985-09-25,,7.09,7.22,7.81,8.71,9.09,9.59,10.09,10.27,,10.56 -1985-09-26,,7.16,7.27,7.87,8.72,9.12,9.61,10.05,10.22,,10.50 +1985-09-03,,7.35,7.66,8.02,8.95,9.32,9.71,10.14,10.24,10.65,10.46 +1985-09-04,,7.28,7.56,7.92,8.85,9.24,9.64,10.06,10.16,10.58,10.40 +1985-09-05,,7.36,7.67,8.02,8.92,9.31,9.71,10.15,10.27,10.68,10.49 +1985-09-06,,7.50,7.83,8.21,9.15,9.56,9.97,10.37,10.50,10.92,10.73 +1985-09-09,,7.50,7.85,8.22,9.13,9.53,9.97,10.37,10.49,10.91,10.73 +1985-09-10,,7.47,7.79,8.19,9.10,9.52,9.96,10.35,10.48,10.90,10.71 +1985-09-11,,7.48,7.80,8.23,9.13,9.53,9.98,10.39,10.51,10.92,10.73 +1985-09-12,,7.48,7.81,8.21,9.15,9.54,9.97,10.40,10.52,10.91,10.73 +1985-09-13,,7.45,7.78,8.14,9.03,9.43,9.87,10.29,10.40,10.80,10.62 +1985-09-16,,7.42,7.73,8.09,8.99,9.39,9.83,10.24,10.37,10.77,10.58 +1985-09-17,,7.44,7.74,8.13,9.05,9.42,9.85,10.28,10.41,10.83,10.64 +1985-09-18,,7.34,7.69,8.12,9.07,9.45,9.87,10.30,10.43,10.86,10.67 +1985-09-19,,7.32,7.71,8.16,9.13,9.48,9.89,10.30,10.43,10.86,10.65 +1985-09-20,,7.24,7.65,8.07,9.01,9.40,9.81,10.22,10.36,10.78,10.58 +1985-09-23,,7.12,7.52,7.94,8.89,9.25,9.74,10.23,10.39,10.83,10.64 +1985-09-24,,7.06,7.38,7.90,8.82,9.22,9.69,10.17,10.33,10.79,10.62 +1985-09-25,,7.09,7.22,7.81,8.71,9.09,9.59,10.09,10.27,10.75,10.56 +1985-09-26,,7.16,7.27,7.87,8.72,9.12,9.61,10.05,10.22,10.68,10.50 1985-09-27,,,,,,,,,,, -1985-09-30,,7.27,7.44,7.99,8.88,9.27,9.73,10.15,10.31,,10.57 -1985-10-01,,7.26,7.54,7.94,8.83,9.25,9.69,10.13,10.29,,10.55 -1985-10-02,,7.25,7.60,7.95,8.84,9.23,9.69,10.15,10.30,,10.59 -1985-10-03,,7.22,7.63,7.97,8.84,9.26,9.69,10.17,10.32,,10.59 -1985-10-04,,7.22,7.63,7.97,8.84,9.26,9.73,10.20,10.36,,10.61 -1985-10-07,,7.32,7.70,8.07,8.97,9.36,9.83,10.29,10.42,,10.66 -1985-10-08,,7.39,7.74,8.06,8.96,9.35,9.81,10.25,10.36,,10.63 -1985-10-09,,7.42,7.74,8.05,8.97,9.35,9.82,10.27,10.37,,10.64 -1985-10-10,,7.46,7.79,8.08,8.96,9.35,9.82,10.26,10.35,,10.61 -1985-10-11,,7.43,7.75,8.05,8.96,9.35,9.82,10.25,10.34,,10.61 +1985-09-30,,7.27,7.44,7.99,8.88,9.27,9.73,10.15,10.31,10.75,10.57 +1985-10-01,,7.26,7.54,7.94,8.83,9.25,9.69,10.13,10.29,10.73,10.55 +1985-10-02,,7.25,7.60,7.95,8.84,9.23,9.69,10.15,10.30,10.74,10.59 +1985-10-03,,7.22,7.63,7.97,8.84,9.26,9.69,10.17,10.32,10.74,10.59 +1985-10-04,,7.22,7.63,7.97,8.84,9.26,9.73,10.20,10.36,10.77,10.61 +1985-10-07,,7.32,7.70,8.07,8.97,9.36,9.83,10.29,10.42,10.85,10.66 +1985-10-08,,7.39,7.74,8.06,8.96,9.35,9.81,10.25,10.36,10.81,10.63 +1985-10-09,,7.42,7.74,8.05,8.97,9.35,9.82,10.27,10.37,10.81,10.64 +1985-10-10,,7.46,7.79,8.08,8.96,9.35,9.82,10.26,10.35,10.78,10.61 +1985-10-11,,7.43,7.75,8.05,8.96,9.35,9.82,10.25,10.34,10.77,10.61 1985-10-14,,,,,,,,,,, -1985-10-15,,7.48,7.72,8.06,8.94,9.33,9.79,10.20,10.30,,10.56 -1985-10-16,,7.45,7.72,8.02,8.89,9.27,9.73,10.13,10.25,,10.52 -1985-10-17,,7.43,7.69,7.99,8.85,9.21,9.67,10.08,10.21,,10.47 -1985-10-18,,7.44,7.70,7.97,8.81,9.20,9.62,10.04,10.17,,10.44 -1985-10-21,,7.46,7.73,7.98,8.83,9.21,9.63,10.05,10.18,,10.44 -1985-10-22,,7.39,7.70,7.98,8.80,9.17,9.60,10.00,10.12,,10.39 -1985-10-23,,7.46,7.76,8.02,8.84,9.21,9.62,10.01,10.14,,10.39 -1985-10-24,,7.50,7.85,8.09,8.90,9.22,9.64,10.01,10.15,,10.41 -1985-10-25,,7.48,7.81,8.07,8.88,9.25,9.67,10.06,10.21,,10.47 -1985-10-28,,7.47,7.80,8.08,8.91,9.32,9.75,10.16,10.28,,10.53 -1985-10-29,,7.45,7.72,8.01,8.82,9.19,9.61,10.01,10.11,,10.37 -1985-10-30,,7.42,7.67,7.91,8.68,9.02,9.45,9.79,9.97,,10.26 -1985-10-31,,7.42,7.67,7.92,8.70,9.06,9.47,9.82,10.01,,10.28 -1985-11-01,,7.44,7.67,7.91,8.70,9.04,9.45,9.79,9.98,,10.24 -1985-11-04,,7.48,7.71,7.95,8.71,9.04,9.44,9.80,9.98,,10.23 -1985-11-05,,7.48,7.70,7.93,8.69,9.02,9.39,9.75,9.93,,10.18 -1985-11-06,,7.49,7.71,7.91,8.67,9.01,9.38,9.75,9.93,,10.19 -1985-11-07,,7.54,7.74,7.92,8.67,9.00,9.38,9.74,9.91,,10.18 -1985-11-08,,7.46,7.64,7.82,8.57,8.91,9.30,9.67,9.84,,10.13 +1985-10-15,,7.48,7.72,8.06,8.94,9.33,9.79,10.20,10.30,10.72,10.56 +1985-10-16,,7.45,7.72,8.02,8.89,9.27,9.73,10.13,10.25,10.69,10.52 +1985-10-17,,7.43,7.69,7.99,8.85,9.21,9.67,10.08,10.21,10.64,10.47 +1985-10-18,,7.44,7.70,7.97,8.81,9.20,9.62,10.04,10.17,10.60,10.44 +1985-10-21,,7.46,7.73,7.98,8.83,9.21,9.63,10.05,10.18,10.60,10.44 +1985-10-22,,7.39,7.70,7.98,8.80,9.17,9.60,10.00,10.12,10.55,10.39 +1985-10-23,,7.46,7.76,8.02,8.84,9.21,9.62,10.01,10.14,10.55,10.39 +1985-10-24,,7.50,7.85,8.09,8.90,9.22,9.64,10.01,10.15,10.56,10.41 +1985-10-25,,7.48,7.81,8.07,8.88,9.25,9.67,10.06,10.21,10.63,10.47 +1985-10-28,,7.47,7.80,8.08,8.91,9.32,9.75,10.16,10.28,10.72,10.53 +1985-10-29,,7.45,7.72,8.01,8.82,9.19,9.61,10.01,10.11,10.56,10.37 +1985-10-30,,7.42,7.67,7.91,8.68,9.02,9.45,9.79,9.97,10.44,10.26 +1985-10-31,,7.42,7.67,7.92,8.70,9.06,9.47,9.82,10.01,10.45,10.28 +1985-11-01,,7.44,7.67,7.91,8.70,9.04,9.45,9.79,9.98,10.41,10.24 +1985-11-04,,7.48,7.71,7.95,8.71,9.04,9.44,9.80,9.98,10.40,10.23 +1985-11-05,,7.48,7.70,7.93,8.69,9.02,9.39,9.75,9.93,10.35,10.18 +1985-11-06,,7.49,7.71,7.91,8.67,9.01,9.38,9.75,9.93,10.36,10.19 +1985-11-07,,7.54,7.74,7.92,8.67,9.00,9.38,9.74,9.91,10.35,10.18 +1985-11-08,,7.46,7.64,7.82,8.57,8.91,9.30,9.67,9.84,10.30,10.13 1985-11-11,,,,,,,,,,, -1985-11-12,,7.46,7.63,7.81,8.53,8.85,9.20,9.53,9.74,,10.03 -1985-11-13,,7.52,7.69,7.88,8.58,8.92,9.28,9.61,9.78,,10.07 -1985-11-14,,7.56,7.75,7.91,8.63,8.98,9.33,9.67,9.84,,10.12 -1985-11-15,,7.59,7.75,7.94,8.66,9.00,9.39,9.72,9.92,,10.18 -1985-11-18,,7.48,7.67,7.83,8.51,8.82,9.22,9.54,9.72,,10.03 -1985-11-19,,7.45,7.65,7.83,8.52,8.75,9.20,9.54,9.73,,10.00 -1985-11-20,,7.49,7.70,7.87,8.54,8.78,9.22,9.53,9.72,,10.00 -1985-11-21,,7.47,7.68,7.84,8.51,8.75,9.17,9.48,9.58,,9.93 -1985-11-22,,7.47,7.68,7.86,8.52,8.79,9.22,9.55,9.66,,9.95 -1985-11-25,,7.44,7.67,7.87,8.52,8.78,9.23,9.55,9.68,,9.98 -1985-11-26,,7.43,7.66,7.90,8.53,8.78,9.24,9.55,9.68,,9.96 -1985-11-27,,7.41,7.65,7.86,8.52,8.72,9.12,9.51,9.64,,9.91 +1985-11-12,,7.46,7.63,7.81,8.53,8.85,9.20,9.53,9.74,10.20,10.03 +1985-11-13,,7.52,7.69,7.88,8.58,8.92,9.28,9.61,9.78,10.24,10.07 +1985-11-14,,7.56,7.75,7.91,8.63,8.98,9.33,9.67,9.84,10.30,10.12 +1985-11-15,,7.59,7.75,7.94,8.66,9.00,9.39,9.72,9.92,10.35,10.18 +1985-11-18,,7.48,7.67,7.83,8.51,8.82,9.22,9.54,9.72,10.18,10.03 +1985-11-19,,7.45,7.65,7.83,8.52,8.75,9.20,9.54,9.73,10.15,10.00 +1985-11-20,,7.49,7.70,7.87,8.54,8.78,9.22,9.53,9.72,10.15,10.00 +1985-11-21,,7.47,7.68,7.84,8.51,8.75,9.17,9.48,9.58,10.08,9.93 +1985-11-22,,7.47,7.68,7.86,8.52,8.79,9.22,9.55,9.66,10.16,9.95 +1985-11-25,,7.44,7.67,7.87,8.52,8.78,9.23,9.55,9.68,10.19,9.98 +1985-11-26,,7.43,7.66,7.90,8.53,8.78,9.24,9.55,9.68,10.17,9.96 +1985-11-27,,7.41,7.65,7.86,8.52,8.72,9.12,9.51,9.64,10.12,9.91 1985-11-28,,,,,,,,,,, -1985-11-29,,7.39,7.63,7.85,8.46,8.70,9.07,9.47,9.59,,9.86 -1985-12-02,,7.50,7.70,7.91,8.54,8.75,9.14,9.55,9.69,,9.94 -1985-12-03,,7.47,7.69,7.92,8.52,8.77,9.15,9.55,9.68,,9.92 -1985-12-04,,7.46,7.68,7.87,8.49,8.75,9.10,9.50,9.63,,9.88 -1985-12-05,,7.50,7.72,7.91,8.47,8.75,9.10,9.49,9.62,,9.88 -1985-12-06,,7.48,7.69,7.89,8.47,8.75,9.12,9.51,9.65,,9.90 -1985-12-09,,7.44,7.65,7.83,8.35,8.62,8.98,9.34,9.49,,9.77 -1985-12-10,,7.41,7.61,7.76,8.23,8.50,8.83,9.20,9.36,,9.65 -1985-12-11,,7.28,7.41,7.53,8.00,8.28,8.64,9.02,9.20,,9.53 -1985-12-12,,7.31,7.43,7.61,8.07,8.38,8.72,9.12,9.27,,9.58 -1985-12-13,,7.20,7.32,7.50,7.97,8.25,8.63,9.05,9.21,,9.53 -1985-12-16,,7.25,7.38,7.53,8.00,8.28,8.62,9.00,9.16,,9.45 -1985-12-17,,7.23,7.36,7.52,7.94,8.18,8.48,8.89,9.04,,9.35 -1985-12-18,,7.36,7.48,7.64,8.04,8.25,8.57,8.95,9.11,,9.40 -1985-12-19,,7.33,7.45,7.59,8.00,8.27,8.58,8.95,9.10,,9.37 -1985-12-20,,7.27,7.44,7.58,8.01,8.18,8.52,8.89,9.04,,9.33 -1985-12-23,,7.30,7.47,7.63,8.01,8.24,8.56,8.94,9.08,,9.34 -1985-12-24,,7.28,7.44,7.63,8.02,8.27,8.56,8.93,9.07,,9.33 +1985-11-29,,7.39,7.63,7.85,8.46,8.70,9.07,9.47,9.59,10.07,9.86 +1985-12-02,,7.50,7.70,7.91,8.54,8.75,9.14,9.55,9.69,10.17,9.94 +1985-12-03,,7.47,7.69,7.92,8.52,8.77,9.15,9.55,9.68,10.15,9.92 +1985-12-04,,7.46,7.68,7.87,8.49,8.75,9.10,9.50,9.63,10.10,9.88 +1985-12-05,,7.50,7.72,7.91,8.47,8.75,9.10,9.49,9.62,10.10,9.88 +1985-12-06,,7.48,7.69,7.89,8.47,8.75,9.12,9.51,9.65,10.11,9.90 +1985-12-09,,7.44,7.65,7.83,8.35,8.62,8.98,9.34,9.49,9.97,9.77 +1985-12-10,,7.41,7.61,7.76,8.23,8.50,8.83,9.20,9.36,9.84,9.65 +1985-12-11,,7.28,7.41,7.53,8.00,8.28,8.64,9.02,9.20,9.72,9.53 +1985-12-12,,7.31,7.43,7.61,8.07,8.38,8.72,9.12,9.27,9.78,9.58 +1985-12-13,,7.20,7.32,7.50,7.97,8.25,8.63,9.05,9.21,9.72,9.53 +1985-12-16,,7.25,7.38,7.53,8.00,8.28,8.62,9.00,9.16,9.64,9.45 +1985-12-17,,7.23,7.36,7.52,7.94,8.18,8.48,8.89,9.04,9.54,9.35 +1985-12-18,,7.36,7.48,7.64,8.04,8.25,8.57,8.95,9.11,9.60,9.40 +1985-12-19,,7.33,7.45,7.59,8.00,8.27,8.58,8.95,9.10,9.59,9.37 +1985-12-20,,7.27,7.44,7.58,8.01,8.18,8.52,8.89,9.04,9.54,9.33 +1985-12-23,,7.30,7.47,7.63,8.01,8.24,8.56,8.94,9.08,9.57,9.34 +1985-12-24,,7.28,7.44,7.63,8.02,8.27,8.56,8.93,9.07,9.55,9.33 1985-12-25,,,,,,,,,,, -1985-12-26,,7.23,7.37,7.55,7.99,8.23,8.52,8.89,9.04,,9.31 -1985-12-27,,7.18,7.37,7.55,7.99,8.23,8.50,8.86,8.99,,9.27 -1985-12-30,,7.17,7.44,7.62,7.99,8.24,8.49,8.87,9.01,,9.28 -1985-12-31,,7.28,7.44,7.60,7.98,8.22,8.49,8.87,9.00,,9.27 +1985-12-26,,7.23,7.37,7.55,7.99,8.23,8.52,8.89,9.04,9.52,9.31 +1985-12-27,,7.18,7.37,7.55,7.99,8.23,8.50,8.86,8.99,9.49,9.27 +1985-12-30,,7.17,7.44,7.62,7.99,8.24,8.49,8.87,9.01,9.51,9.28 +1985-12-31,,7.28,7.44,7.60,7.98,8.22,8.49,8.87,9.00,9.50,9.27 1986-01-01,,,,,,,,,,, -1986-01-02,,7.33,7.50,7.64,8.02,8.26,8.51,8.92,9.04,,9.28 -1986-01-03,,7.29,7.49,7.65,8.03,8.28,8.52,8.94,9.05,,9.30 -1986-01-06,,7.29,7.47,7.64,8.04,8.30,8.54,8.96,9.07,,9.31 -1986-01-07,,7.26,7.43,7.59,7.97,8.20,8.44,8.78,8.94,,9.18 -1986-01-08,,7.40,7.58,7.73,8.09,8.31,8.58,8.97,9.13,,9.36 -1986-01-09,,7.41,7.68,7.83,8.27,8.53,8.78,9.10,9.27,,9.45 -1986-01-10,,7.44,7.70,7.89,8.36,8.62,8.89,9.24,9.39,,9.54 -1986-01-13,,7.48,7.70,7.95,8.38,8.69,9.00,9.33,9.49,,9.65 -1986-01-14,,7.48,7.68,7.93,8.33,8.65,8.93,9.26,9.43,,9.56 -1986-01-15,,7.42,7.66,7.85,8.24,8.52,8.82,9.12,9.31,,9.42 -1986-01-16,,7.31,7.57,7.79,8.21,8.51,8.79,9.11,9.30,,9.43 -1986-01-17,,7.33,7.58,7.80,8.19,8.46,8.74,9.08,9.24,,9.40 +1986-01-02,,7.33,7.50,7.64,8.02,8.26,8.51,8.92,9.04,9.52,9.28 +1986-01-03,,7.29,7.49,7.65,8.03,8.28,8.52,8.94,9.05,9.54,9.30 +1986-01-06,,7.29,7.47,7.64,8.04,8.30,8.54,8.96,9.07,9.54,9.31 +1986-01-07,,7.26,7.43,7.59,7.97,8.20,8.44,8.78,8.94,9.42,9.18 +1986-01-08,,7.40,7.58,7.73,8.09,8.31,8.58,8.97,9.13,9.51,9.36 +1986-01-09,,7.41,7.68,7.83,8.27,8.53,8.78,9.10,9.27,9.62,9.45 +1986-01-10,,7.44,7.70,7.89,8.36,8.62,8.89,9.24,9.39,9.74,9.54 +1986-01-13,,7.48,7.70,7.95,8.38,8.69,9.00,9.33,9.49,9.86,9.65 +1986-01-14,,7.48,7.68,7.93,8.33,8.65,8.93,9.26,9.43,9.75,9.56 +1986-01-15,,7.42,7.66,7.85,8.24,8.52,8.82,9.12,9.31,9.64,9.42 +1986-01-16,,7.31,7.57,7.79,8.21,8.51,8.79,9.11,9.30,9.65,9.43 +1986-01-17,,7.33,7.58,7.80,8.19,8.46,8.74,9.08,9.24,9.61,9.40 1986-01-20,,,,,,,,,,, -1986-01-21,,7.25,7.53,7.77,8.20,8.47,8.74,9.05,9.22,,9.40 -1986-01-22,,7.23,7.51,7.76,8.19,8.47,8.77,9.09,9.28,,9.45 -1986-01-23,,7.19,7.47,7.71,8.17,8.45,8.74,9.07,9.23,,9.42 -1986-01-24,,7.19,7.46,7.68,8.13,8.44,8.74,9.06,9.23,,9.45 -1986-01-27,,7.18,7.43,7.63,8.07,8.34,8.63,8.95,9.13,,9.37 -1986-01-28,,7.14,7.39,7.60,8.02,8.26,8.53,8.86,9.05,,9.30 -1986-01-29,,7.26,7.49,7.65,8.05,8.31,8.56,8.90,9.09,,9.35 -1986-01-30,,7.27,7.46,7.64,8.04,8.31,8.57,8.92,9.10,,9.36 -1986-01-31,,7.19,7.41,7.57,7.99,8.25,8.53,8.88,9.08,,9.34 -1986-02-03,,7.22,7.42,7.59,7.97,8.21,8.50,8.83,9.02,,9.28 -1986-02-04,,7.20,7.40,7.55,7.94,8.10,8.44,8.76,8.96,,9.23 -1986-02-05,,7.24,7.43,7.58,7.99,8.17,8.51,8.83,8.97,,9.28 -1986-02-06,,7.33,7.50,7.63,8.02,8.22,8.54,8.88,9.03,,9.25 -1986-02-07,,7.44,7.63,7.80,8.15,8.33,8.62,8.95,9.11,,9.32 -1986-02-10,,7.43,7.61,7.74,8.08,8.24,8.54,8.86,9.00,,9.23 -1986-02-11,,7.34,7.54,7.68,8.04,8.18,8.47,8.79,8.93,,9.16 -1986-02-12,,7.34,7.56,7.71,8.08,8.19,8.46,8.78,8.91,,9.13 -1986-02-13,,7.33,7.56,7.71,8.06,8.18,8.43,8.71,8.85,,9.08 -1986-02-14,,7.24,7.47,7.59,7.99,8.06,8.29,8.53,8.68,,8.93 +1986-01-21,,7.25,7.53,7.77,8.20,8.47,8.74,9.05,9.22,9.61,9.40 +1986-01-22,,7.23,7.51,7.76,8.19,8.47,8.77,9.09,9.28,9.67,9.45 +1986-01-23,,7.19,7.47,7.71,8.17,8.45,8.74,9.07,9.23,9.62,9.42 +1986-01-24,,7.19,7.46,7.68,8.13,8.44,8.74,9.06,9.23,9.65,9.45 +1986-01-27,,7.18,7.43,7.63,8.07,8.34,8.63,8.95,9.13,9.53,9.37 +1986-01-28,,7.14,7.39,7.60,8.02,8.26,8.53,8.86,9.05,9.43,9.30 +1986-01-29,,7.26,7.49,7.65,8.05,8.31,8.56,8.90,9.09,9.46,9.35 +1986-01-30,,7.27,7.46,7.64,8.04,8.31,8.57,8.92,9.10,9.48,9.36 +1986-01-31,,7.19,7.41,7.57,7.99,8.25,8.53,8.88,9.08,9.48,9.34 +1986-02-03,,7.22,7.42,7.59,7.97,8.21,8.50,8.83,9.02,9.42,9.28 +1986-02-04,,7.20,7.40,7.55,7.94,8.10,8.44,8.76,8.96,9.34,9.23 +1986-02-05,,7.24,7.43,7.58,7.99,8.17,8.51,8.83,8.97,9.40,9.28 +1986-02-06,,7.33,7.50,7.63,8.02,8.22,8.54,8.88,9.03,9.46,9.25 +1986-02-07,,7.44,7.63,7.80,8.15,8.33,8.62,8.95,9.11,9.54,9.32 +1986-02-10,,7.43,7.61,7.74,8.08,8.24,8.54,8.86,9.00,9.44,9.23 +1986-02-11,,7.34,7.54,7.68,8.04,8.18,8.47,8.79,8.93,9.36,9.16 +1986-02-12,,7.34,7.56,7.71,8.08,8.19,8.46,8.78,8.91,9.34,9.13 +1986-02-13,,7.33,7.56,7.71,8.06,8.18,8.43,8.71,8.85,9.28,9.08 +1986-02-14,,7.24,7.47,7.59,7.99,8.06,8.29,8.53,8.68,9.07,8.93 1986-02-17,,,,,,,,,,, -1986-02-18,,7.24,7.42,7.56,7.96,8.04,8.28,8.51,8.64,,8.89 -1986-02-19,,7.31,7.51,7.67,8.06,8.14,8.37,8.58,8.70,,8.92 -1986-02-20,,7.34,7.54,7.68,8.05,8.17,8.39,8.57,8.67,,8.88 -1986-02-21,,7.20,7.42,7.56,7.93,8.04,8.24,8.40,8.48,,8.73 -1986-02-24,,7.24,7.41,7.53,7.86,7.99,8.20,8.31,8.39,,8.61 -1986-02-25,,7.28,7.43,7.59,7.89,8.01,8.21,8.33,8.40,,8.60 -1986-02-26,,7.30,7.42,7.57,7.88,7.98,8.07,8.26,8.36,,8.54 -1986-02-27,,7.26,7.36,7.48,7.72,7.80,7.91,8.06,8.15,,8.32 -1986-02-28,,7.24,7.36,7.43,7.71,7.79,7.91,8.05,8.13,,8.27 -1986-03-03,,7.19,7.30,7.35,7.55,7.62,7.76,7.92,7.99,,8.16 -1986-03-04,,7.06,7.11,7.23,7.38,7.44,7.55,7.84,7.93,,8.10 -1986-03-05,,7.07,7.16,7.30,7.54,7.63,7.76,8.02,8.12,,8.26 -1986-03-06,,6.90,7.02,7.14,7.38,7.47,7.68,7.90,8.04,,8.19 -1986-03-07,,6.81,6.93,7.07,7.29,7.37,7.56,7.80,7.96,,8.15 -1986-03-10,,6.81,6.87,7.01,7.16,7.24,7.41,7.63,7.76,,8.00 -1986-03-11,,6.77,6.88,7.03,7.15,7.22,7.35,7.58,7.70,,7.94 -1986-03-12,,6.83,6.91,7.04,7.17,7.25,7.37,7.57,7.68,,7.91 -1986-03-13,,6.80,6.96,7.07,7.21,7.31,7.46,7.65,7.75,,7.95 -1986-03-14,,6.74,6.88,7.00,7.18,7.27,7.40,7.62,7.72,,7.95 -1986-03-17,,6.77,6.92,7.03,7.22,7.27,7.42,7.68,7.77,,7.97 -1986-03-18,,6.74,6.90,7.03,7.23,7.29,7.48,7.76,7.83,,8.00 -1986-03-19,,6.69,6.88,7.02,7.17,7.30,7.46,7.72,7.82,,8.00 -1986-03-20,,6.64,6.83,7.00,7.17,7.29,7.45,7.69,7.78,,7.95 -1986-03-21,,6.61,6.80,6.98,7.19,7.28,7.47,7.70,7.80,,7.98 -1986-03-24,,6.61,6.78,6.92,7.11,7.22,7.40,7.62,7.70,,7.89 -1986-03-25,,6.57,6.76,6.93,7.12,7.23,7.39,7.62,7.70,,7.90 -1986-03-26,,6.61,6.74,6.92,7.11,7.19,7.36,7.47,7.64,,7.82 -1986-03-27,,6.53,6.62,6.79,7.04,7.13,7.28,7.35,7.49,,7.63 +1986-02-18,,7.24,7.42,7.56,7.96,8.04,8.28,8.51,8.64,9.04,8.89 +1986-02-19,,7.31,7.51,7.67,8.06,8.14,8.37,8.58,8.70,9.09,8.92 +1986-02-20,,7.34,7.54,7.68,8.05,8.17,8.39,8.57,8.67,9.05,8.88 +1986-02-21,,7.20,7.42,7.56,7.93,8.04,8.24,8.40,8.48,8.86,8.73 +1986-02-24,,7.24,7.41,7.53,7.86,7.99,8.20,8.31,8.39,8.71,8.61 +1986-02-25,,7.28,7.43,7.59,7.89,8.01,8.21,8.33,8.40,8.72,8.60 +1986-02-26,,7.30,7.42,7.57,7.88,7.98,8.07,8.26,8.36,8.63,8.54 +1986-02-27,,7.26,7.36,7.48,7.72,7.80,7.91,8.06,8.15,8.38,8.32 +1986-02-28,,7.24,7.36,7.43,7.71,7.79,7.91,8.05,8.13,8.34,8.27 +1986-03-03,,7.19,7.30,7.35,7.55,7.62,7.76,7.92,7.99,8.23,8.16 +1986-03-04,,7.06,7.11,7.23,7.38,7.44,7.55,7.84,7.93,8.17,8.10 +1986-03-05,,7.07,7.16,7.30,7.54,7.63,7.76,8.02,8.12,8.40,8.26 +1986-03-06,,6.90,7.02,7.14,7.38,7.47,7.68,7.90,8.04,8.40,8.19 +1986-03-07,,6.81,6.93,7.07,7.29,7.37,7.56,7.80,7.96,8.33,8.15 +1986-03-10,,6.81,6.87,7.01,7.16,7.24,7.41,7.63,7.76,8.13,8.00 +1986-03-11,,6.77,6.88,7.03,7.15,7.22,7.35,7.58,7.70,8.08,7.94 +1986-03-12,,6.83,6.91,7.04,7.17,7.25,7.37,7.57,7.68,8.05,7.91 +1986-03-13,,6.80,6.96,7.07,7.21,7.31,7.46,7.65,7.75,8.12,7.95 +1986-03-14,,6.74,6.88,7.00,7.18,7.27,7.40,7.62,7.72,8.09,7.95 +1986-03-17,,6.77,6.92,7.03,7.22,7.27,7.42,7.68,7.77,8.15,7.97 +1986-03-18,,6.74,6.90,7.03,7.23,7.29,7.48,7.76,7.83,8.20,8.00 +1986-03-19,,6.69,6.88,7.02,7.17,7.30,7.46,7.72,7.82,8.14,8.00 +1986-03-20,,6.64,6.83,7.00,7.17,7.29,7.45,7.69,7.78,8.10,7.95 +1986-03-21,,6.61,6.80,6.98,7.19,7.28,7.47,7.70,7.80,8.13,7.98 +1986-03-24,,6.61,6.78,6.92,7.11,7.22,7.40,7.62,7.70,8.03,7.89 +1986-03-25,,6.57,6.76,6.93,7.12,7.23,7.39,7.62,7.70,8.03,7.90 +1986-03-26,,6.61,6.74,6.92,7.11,7.19,7.36,7.47,7.64,7.94,7.82 +1986-03-27,,6.53,6.62,6.79,7.04,7.13,7.28,7.35,7.49,7.70,7.63 1986-03-28,,,,,,,,,,, -1986-03-31,,6.53,6.57,6.72,6.92,7.02,7.19,7.21,7.39,,7.44 -1986-04-01,,6.52,6.62,6.70,6.89,7.01,7.18,7.25,7.37,,7.47 -1986-04-02,,6.53,6.64,6.68,6.90,7.05,7.21,7.24,7.33,,7.43 -1986-04-03,,6.52,6.62,6.68,6.94,7.07,7.29,7.32,7.41,,7.46 -1986-04-04,,6.41,6.51,6.58,6.85,7.00,7.22,7.33,7.45,,7.53 -1986-04-07,,6.43,6.51,6.56,6.82,6.99,7.19,7.30,7.43,,7.54 -1986-04-08,,6.31,6.40,6.48,6.70,6.88,7.07,7.16,7.31,,7.39 -1986-04-09,,6.19,6.28,6.33,6.58,6.73,6.99,7.10,7.27,,7.33 -1986-04-10,,6.20,6.29,6.32,6.58,6.71,6.95,7.05,7.23,,7.31 -1986-04-11,,6.13,6.29,6.34,6.65,6.78,7.00,7.13,7.29,,7.37 -1986-04-14,,6.09,6.23,6.26,6.53,6.66,6.89,7.02,7.19,,7.29 -1986-04-15,,5.98,6.18,6.26,6.53,6.65,6.88,7.03,7.22,,7.34 -1986-04-16,,5.94,6.07,6.14,6.39,6.49,6.68,6.79,6.98,,7.14 -1986-04-17,,6.01,6.10,6.19,6.44,6.55,6.75,6.86,7.03,,7.16 -1986-04-18,,6.04,6.10,6.19,6.44,6.58,6.78,6.91,7.09,,7.19 -1986-04-21,,6.04,6.14,6.23,6.46,6.57,6.75,6.88,7.04,,7.16 -1986-04-22,,6.12,6.24,6.32,6.58,6.74,6.93,7.13,7.25,,7.28 -1986-04-23,,6.27,6.38,6.48,6.67,6.97,7.11,7.27,7.36,,7.45 -1986-04-24,,6.29,6.45,6.62,6.89,7.17,7.31,7.41,7.51,,7.59 -1986-04-25,,6.32,6.50,6.65,6.91,7.26,7.39,7.49,7.58,,7.61 -1986-04-28,,6.29,6.46,6.59,6.86,7.10,7.27,7.37,7.48,,7.54 -1986-04-29,,6.27,6.42,6.55,6.85,7.03,7.17,7.28,7.38,,7.45 -1986-04-30,,6.28,6.44,6.54,6.83,7.02,7.17,7.26,7.38,,7.47 -1986-05-01,,6.29,6.43,6.55,6.85,7.07,7.20,7.30,7.45,,7.54 -1986-05-02,,6.33,6.42,6.57,6.88,7.11,7.23,7.35,7.51,,7.62 -1986-05-05,,6.24,6.38,6.51,6.82,7.04,7.17,7.28,7.45,,7.49 -1986-05-06,,6.23,6.36,6.48,6.82,6.96,7.16,7.30,7.46,,7.50 -1986-05-07,,6.22,6.35,6.49,6.83,6.98,7.21,7.37,7.43,,7.53 -1986-05-08,,6.22,6.33,6.45,6.78,6.93,7.17,7.32,7.40,,7.36 -1986-05-09,,6.23,6.36,6.51,6.85,7.01,7.25,7.41,7.48,,7.37 -1986-05-12,,6.32,6.44,6.61,6.98,7.14,7.41,7.57,7.67,,7.41 -1986-05-13,,6.27,6.38,6.61,7.00,7.18,7.46,7.59,7.63,,7.42 -1986-05-14,,6.27,6.34,6.56,7.00,7.17,7.48,7.62,7.66,,7.43 -1986-05-15,,6.35,6.45,6.65,7.16,7.37,7.67,7.80,7.79,,7.50 -1986-05-16,,6.40,6.56,6.80,7.32,7.56,7.89,7.99,7.99,,7.64 -1986-05-19,,6.39,6.57,6.80,7.28,7.48,7.87,7.97,7.98,,7.68 -1986-05-20,,6.42,6.55,6.75,7.23,7.46,7.80,7.85,7.88,,7.58 -1986-05-21,,6.39,6.50,6.72,7.20,7.43,7.76,7.86,7.90,,7.58 -1986-05-22,,6.39,6.56,6.73,7.20,7.45,7.76,7.85,7.88,,7.50 -1986-05-23,,6.36,6.53,6.70,7.19,7.43,7.73,7.82,7.84,,7.45 +1986-03-31,,6.53,6.57,6.72,6.92,7.02,7.19,7.21,7.39,7.46,7.44 +1986-04-01,,6.52,6.62,6.70,6.89,7.01,7.18,7.25,7.37,7.50,7.47 +1986-04-02,,6.53,6.64,6.68,6.90,7.05,7.21,7.24,7.33,7.49,7.43 +1986-04-03,,6.52,6.62,6.68,6.94,7.07,7.29,7.32,7.41,7.56,7.46 +1986-04-04,,6.41,6.51,6.58,6.85,7.00,7.22,7.33,7.45,7.67,7.53 +1986-04-07,,6.43,6.51,6.56,6.82,6.99,7.19,7.30,7.43,7.70,7.54 +1986-04-08,,6.31,6.40,6.48,6.70,6.88,7.07,7.16,7.31,7.50,7.39 +1986-04-09,,6.19,6.28,6.33,6.58,6.73,6.99,7.10,7.27,7.43,7.33 +1986-04-10,,6.20,6.29,6.32,6.58,6.71,6.95,7.05,7.23,7.42,7.31 +1986-04-11,,6.13,6.29,6.34,6.65,6.78,7.00,7.13,7.29,7.47,7.37 +1986-04-14,,6.09,6.23,6.26,6.53,6.66,6.89,7.02,7.19,7.39,7.29 +1986-04-15,,5.98,6.18,6.26,6.53,6.65,6.88,7.03,7.22,7.44,7.34 +1986-04-16,,5.94,6.07,6.14,6.39,6.49,6.68,6.79,6.98,7.25,7.14 +1986-04-17,,6.01,6.10,6.19,6.44,6.55,6.75,6.86,7.03,7.28,7.16 +1986-04-18,,6.04,6.10,6.19,6.44,6.58,6.78,6.91,7.09,7.31,7.19 +1986-04-21,,6.04,6.14,6.23,6.46,6.57,6.75,6.88,7.04,7.27,7.16 +1986-04-22,,6.12,6.24,6.32,6.58,6.74,6.93,7.13,7.25,7.47,7.28 +1986-04-23,,6.27,6.38,6.48,6.67,6.97,7.11,7.27,7.36,7.63,7.45 +1986-04-24,,6.29,6.45,6.62,6.89,7.17,7.31,7.41,7.51,7.72,7.59 +1986-04-25,,6.32,6.50,6.65,6.91,7.26,7.39,7.49,7.58,7.78,7.61 +1986-04-28,,6.29,6.46,6.59,6.86,7.10,7.27,7.37,7.48,7.66,7.54 +1986-04-29,,6.27,6.42,6.55,6.85,7.03,7.17,7.28,7.38,7.56,7.45 +1986-04-30,,6.28,6.44,6.54,6.83,7.02,7.17,7.26,7.38,7.55,7.47 +1986-05-01,,6.29,6.43,6.55,6.85,7.07,7.20,7.30,7.45,7.61,7.54 +1986-05-02,,6.33,6.42,6.57,6.88,7.11,7.23,7.35,7.51,7.74,7.62 +1986-05-05,,6.24,6.38,6.51,6.82,7.04,7.17,7.28,7.45,7.64,7.49 +1986-05-06,,6.23,6.36,6.48,6.82,6.96,7.16,7.30,7.46,7.64,7.50 +1986-05-07,,6.22,6.35,6.49,6.83,6.98,7.21,7.37,7.43,7.69,7.53 +1986-05-08,,6.22,6.33,6.45,6.78,6.93,7.17,7.32,7.40,7.64,7.36 +1986-05-09,,6.23,6.36,6.51,6.85,7.01,7.25,7.41,7.48,7.71,7.37 +1986-05-12,,6.32,6.44,6.61,6.98,7.14,7.41,7.57,7.67,7.85,7.41 +1986-05-13,,6.27,6.38,6.61,7.00,7.18,7.46,7.59,7.63,7.83,7.42 +1986-05-14,,6.27,6.34,6.56,7.00,7.17,7.48,7.62,7.66,7.84,7.43 +1986-05-15,,6.35,6.45,6.65,7.16,7.37,7.67,7.80,7.79,8.00,7.50 +1986-05-16,,6.40,6.56,6.80,7.32,7.56,7.89,7.99,7.99,8.10,7.64 +1986-05-19,,6.39,6.57,6.80,7.28,7.48,7.87,7.97,7.98,8.08,7.68 +1986-05-20,,6.42,6.55,6.75,7.23,7.46,7.80,7.85,7.88,7.98,7.58 +1986-05-21,,6.39,6.50,6.72,7.20,7.43,7.76,7.86,7.90,7.96,7.58 +1986-05-22,,6.39,6.56,6.73,7.20,7.45,7.76,7.85,7.88,7.91,7.50 +1986-05-23,,6.36,6.53,6.70,7.19,7.43,7.73,7.82,7.84,7.81,7.45 1986-05-26,,,,,,,,,,, -1986-05-27,,6.35,6.51,6.67,7.14,7.36,7.65,7.72,7.73,,7.41 -1986-05-28,,6.38,6.55,6.72,7.17,7.37,7.55,7.72,7.73,,7.45 -1986-05-29,,6.49,6.69,6.87,7.35,7.55,7.78,7.98,7.99,,7.66 -1986-05-30,,6.49,6.70,6.88,7.36,7.58,7.82,8.03,8.05,,7.74 -1986-06-02,,6.56,6.78,7.00,7.50,7.77,8.05,8.28,8.32,,7.91 -1986-06-03,,6.61,6.77,7.01,7.49,7.76,7.99,8.15,8.19,,7.81 -1986-06-04,,6.72,6.89,7.08,7.63,7.86,8.17,8.30,8.39,,7.93 -1986-06-05,,6.71,6.84,7.05,7.54,7.83,8.10,8.22,8.31,,7.90 -1986-06-06,,6.51,6.68,6.84,7.27,7.49,7.78,7.87,7.95,,7.65 -1986-06-09,,6.56,6.73,6.90,7.39,7.67,7.94,8.06,8.13,,7.79 -1986-06-10,,6.47,6.70,6.89,7.38,7.63,7.92,8.02,8.07,,7.78 -1986-06-11,,6.53,6.75,6.93,7.39,7.63,7.90,7.99,8.01,,7.70 -1986-06-12,,6.47,6.69,6.88,7.31,7.58,7.83,7.91,7.98,,7.70 -1986-06-13,,6.36,6.55,6.66,7.15,7.36,7.57,7.66,7.73,,7.52 -1986-06-16,,6.31,6.51,6.63,7.10,7.25,7.47,7.58,7.63,,7.43 -1986-06-17,,6.27,6.46,6.58,7.08,7.26,7.45,7.56,7.63,,7.43 -1986-06-18,,6.27,6.45,6.57,7.01,7.21,7.41,7.54,7.57,,7.44 -1986-06-19,,6.29,6.50,6.66,7.10,7.27,7.49,7.66,7.69,,7.52 -1986-06-20,,6.28,6.45,6.60,7.06,7.26,7.45,7.61,7.60,,7.47 -1986-06-23,,6.30,6.47,6.60,7.03,7.24,7.42,7.55,7.55,,7.43 -1986-06-24,,6.26,6.37,6.57,6.98,7.19,7.35,7.47,7.47,,7.39 -1986-06-25,,6.26,6.37,6.53,6.91,7.12,7.31,7.36,7.42,,7.36 -1986-06-26,,6.26,6.34,6.52,6.91,7.08,7.29,7.37,7.42,,7.35 -1986-06-27,,6.20,6.27,6.47,6.84,7.06,7.27,7.35,7.38,,7.29 -1986-06-30,,6.13,6.22,6.41,6.81,7.00,7.23,7.29,7.35,,7.24 -1986-07-01,,6.17,6.24,6.39,6.80,7.00,7.23,7.31,7.37,,7.21 -1986-07-02,,6.18,6.22,6.38,6.81,7.02,7.23,7.31,7.37,,7.22 -1986-07-03,,6.08,6.11,6.26,6.71,6.92,7.15,7.23,7.31,,7.18 +1986-05-27,,6.35,6.51,6.67,7.14,7.36,7.65,7.72,7.73,7.67,7.41 +1986-05-28,,6.38,6.55,6.72,7.17,7.37,7.55,7.72,7.73,7.61,7.45 +1986-05-29,,6.49,6.69,6.87,7.35,7.55,7.78,7.98,7.99,7.81,7.66 +1986-05-30,,6.49,6.70,6.88,7.36,7.58,7.82,8.03,8.05,7.90,7.74 +1986-06-02,,6.56,6.78,7.00,7.50,7.77,8.05,8.28,8.32,8.12,7.91 +1986-06-03,,6.61,6.77,7.01,7.49,7.76,7.99,8.15,8.19,8.03,7.81 +1986-06-04,,6.72,6.89,7.08,7.63,7.86,8.17,8.30,8.39,8.17,7.93 +1986-06-05,,6.71,6.84,7.05,7.54,7.83,8.10,8.22,8.31,8.13,7.90 +1986-06-06,,6.51,6.68,6.84,7.27,7.49,7.78,7.87,7.95,7.80,7.65 +1986-06-09,,6.56,6.73,6.90,7.39,7.67,7.94,8.06,8.13,7.97,7.79 +1986-06-10,,6.47,6.70,6.89,7.38,7.63,7.92,8.02,8.07,7.92,7.78 +1986-06-11,,6.53,6.75,6.93,7.39,7.63,7.90,7.99,8.01,7.87,7.70 +1986-06-12,,6.47,6.69,6.88,7.31,7.58,7.83,7.91,7.98,7.85,7.70 +1986-06-13,,6.36,6.55,6.66,7.15,7.36,7.57,7.66,7.73,7.63,7.52 +1986-06-16,,6.31,6.51,6.63,7.10,7.25,7.47,7.58,7.63,7.53,7.43 +1986-06-17,,6.27,6.46,6.58,7.08,7.26,7.45,7.56,7.63,7.52,7.43 +1986-06-18,,6.27,6.45,6.57,7.01,7.21,7.41,7.54,7.57,7.51,7.44 +1986-06-19,,6.29,6.50,6.66,7.10,7.27,7.49,7.66,7.69,7.62,7.52 +1986-06-20,,6.28,6.45,6.60,7.06,7.26,7.45,7.61,7.60,7.54,7.47 +1986-06-23,,6.30,6.47,6.60,7.03,7.24,7.42,7.55,7.55,7.49,7.43 +1986-06-24,,6.26,6.37,6.57,6.98,7.19,7.35,7.47,7.47,7.43,7.39 +1986-06-25,,6.26,6.37,6.53,6.91,7.12,7.31,7.36,7.42,7.38,7.36 +1986-06-26,,6.26,6.34,6.52,6.91,7.08,7.29,7.37,7.42,7.39,7.35 +1986-06-27,,6.20,6.27,6.47,6.84,7.06,7.27,7.35,7.38,7.33,7.29 +1986-06-30,,6.13,6.22,6.41,6.81,7.00,7.23,7.29,7.35,7.30,7.24 +1986-07-01,,6.17,6.24,6.39,6.80,7.00,7.23,7.31,7.37,7.30,7.21 +1986-07-02,,6.18,6.22,6.38,6.81,7.02,7.23,7.31,7.37,7.30,7.22 +1986-07-03,,6.08,6.11,6.26,6.71,6.92,7.15,7.23,7.31,7.24,7.18 1986-07-04,,,,,,,,,,, -1986-07-07,,6.04,6.10,6.26,6.70,6.92,7.14,7.24,7.31,,7.16 -1986-07-08,,6.11,6.24,6.41,6.84,7.05,7.26,7.37,7.44,,7.23 -1986-07-09,,6.05,6.17,6.31,6.73,6.93,7.14,7.25,7.31,,7.15 -1986-07-10,,6.02,6.16,6.29,6.73,6.91,7.12,7.24,7.31,,7.16 -1986-07-11,,5.92,6.07,6.17,6.60,6.81,7.00,7.23,7.30,,7.19 -1986-07-14,,5.94,6.08,6.18,6.58,6.78,6.97,7.16,7.25,,7.14 -1986-07-15,,5.94,6.06,6.17,6.56,6.74,6.91,7.08,7.16,,7.12 -1986-07-16,,5.94,6.09,6.20,6.59,6.72,6.90,7.11,7.20,,7.17 -1986-07-17,,5.92,6.08,6.21,6.61,6.73,6.91,7.11,7.18,,7.20 -1986-07-18,,5.88,6.03,6.15,6.56,6.69,6.88,7.07,7.16,,7.19 -1986-07-21,,5.89,6.04,6.14,6.56,6.69,6.88,7.05,7.14,,7.17 -1986-07-22,,5.89,6.05,6.20,6.60,6.75,6.93,7.10,7.20,,7.27 -1986-07-23,,5.98,6.15,6.29,6.63,6.87,7.04,7.21,7.29,,7.36 -1986-07-24,,5.98,6.15,6.30,6.67,6.91,7.12,7.26,7.35,,7.41 -1986-07-25,,5.98,6.15,6.32,6.67,6.87,7.09,7.25,7.33,,7.40 -1986-07-28,,6.07,6.21,6.39,6.76,7.01,7.23,7.42,7.53,,7.59 -1986-07-29,,6.03,6.14,6.33,6.71,6.93,7.13,7.31,7.41,,7.50 -1986-07-30,,6.02,6.13,6.30,6.67,6.90,7.10,7.30,7.41,,7.51 -1986-07-31,,5.96,6.06,6.20,6.57,6.81,7.02,7.22,7.34,,7.46 -1986-08-01,,5.94,6.03,6.15,6.56,6.81,7.02,7.22,7.34,,7.46 -1986-08-04,,5.88,6.00,6.13,6.56,6.80,7.01,7.22,7.33,,7.46 -1986-08-05,,5.87,6.03,6.16,6.58,6.74,7.07,7.27,7.39,,7.54 -1986-08-06,,5.88,6.04,6.20,6.61,6.78,7.13,7.35,7.47,,7.57 -1986-08-07,,5.89,6.04,6.19,6.61,6.76,7.10,7.31,7.45,,7.56 -1986-08-08,,5.86,6.01,6.12,6.54,6.68,6.97,7.16,7.30,,7.41 -1986-08-11,,5.84,5.95,6.08,6.51,6.64,6.90,7.12,7.25,,7.35 -1986-08-12,,5.77,5.83,6.03,6.46,6.60,6.89,7.09,7.23,,7.34 -1986-08-13,,5.73,5.79,5.97,6.37,6.51,6.83,7.03,7.15,,7.28 -1986-08-14,,5.75,5.80,6.00,6.39,6.51,6.89,7.02,7.16,,7.29 -1986-08-15,,5.71,5.78,5.98,6.36,6.49,6.83,7.02,7.14,,7.29 -1986-08-18,,5.77,5.81,5.98,6.37,6.50,6.83,7.01,7.14,,7.28 -1986-08-19,,5.72,5.81,5.89,6.29,6.38,6.70,6.89,7.02,,7.19 -1986-08-20,,5.66,5.78,5.85,6.17,6.34,6.65,6.83,7.00,,7.17 -1986-08-21,,5.52,5.63,5.74,6.08,6.24,6.62,6.78,6.96,,7.19 -1986-08-22,,5.51,5.66,5.78,6.14,6.31,6.68,6.88,7.07,,7.27 -1986-08-25,,5.43,5.62,5.72,6.10,6.29,6.65,6.86,7.06,,7.25 -1986-08-26,,5.44,5.54,5.68,6.02,6.22,6.63,6.75,6.97,,7.20 -1986-08-27,,5.47,5.57,5.73,6.12,6.32,6.53,6.85,7.06,,7.28 -1986-08-28,,5.44,5.53,5.68,6.07,6.28,6.52,6.83,7.04,,7.26 -1986-08-29,,5.31,5.38,5.52,5.94,6.13,6.40,6.75,6.95,,7.21 +1986-07-07,,6.04,6.10,6.26,6.70,6.92,7.14,7.24,7.31,7.24,7.16 +1986-07-08,,6.11,6.24,6.41,6.84,7.05,7.26,7.37,7.44,7.34,7.23 +1986-07-09,,6.05,6.17,6.31,6.73,6.93,7.14,7.25,7.31,7.23,7.15 +1986-07-10,,6.02,6.16,6.29,6.73,6.91,7.12,7.24,7.31,7.23,7.16 +1986-07-11,,5.92,6.07,6.17,6.60,6.81,7.00,7.23,7.30,7.25,7.19 +1986-07-14,,5.94,6.08,6.18,6.58,6.78,6.97,7.16,7.25,7.19,7.14 +1986-07-15,,5.94,6.06,6.17,6.56,6.74,6.91,7.08,7.16,7.14,7.12 +1986-07-16,,5.94,6.09,6.20,6.59,6.72,6.90,7.11,7.20,7.18,7.17 +1986-07-17,,5.92,6.08,6.21,6.61,6.73,6.91,7.11,7.18,7.19,7.20 +1986-07-18,,5.88,6.03,6.15,6.56,6.69,6.88,7.07,7.16,7.18,7.19 +1986-07-21,,5.89,6.04,6.14,6.56,6.69,6.88,7.05,7.14,7.16,7.17 +1986-07-22,,5.89,6.05,6.20,6.60,6.75,6.93,7.10,7.20,7.24,7.27 +1986-07-23,,5.98,6.15,6.29,6.63,6.87,7.04,7.21,7.29,7.33,7.36 +1986-07-24,,5.98,6.15,6.30,6.67,6.91,7.12,7.26,7.35,7.39,7.41 +1986-07-25,,5.98,6.15,6.32,6.67,6.87,7.09,7.25,7.33,7.38,7.40 +1986-07-28,,6.07,6.21,6.39,6.76,7.01,7.23,7.42,7.53,7.57,7.59 +1986-07-29,,6.03,6.14,6.33,6.71,6.93,7.13,7.31,7.41,7.47,7.50 +1986-07-30,,6.02,6.13,6.30,6.67,6.90,7.10,7.30,7.41,7.48,7.51 +1986-07-31,,5.96,6.06,6.20,6.57,6.81,7.02,7.22,7.34,7.42,7.46 +1986-08-01,,5.94,6.03,6.15,6.56,6.81,7.02,7.22,7.34,7.43,7.46 +1986-08-04,,5.88,6.00,6.13,6.56,6.80,7.01,7.22,7.33,7.41,7.46 +1986-08-05,,5.87,6.03,6.16,6.58,6.74,7.07,7.27,7.39,7.49,7.54 +1986-08-06,,5.88,6.04,6.20,6.61,6.78,7.13,7.35,7.47,7.54,7.57 +1986-08-07,,5.89,6.04,6.19,6.61,6.76,7.10,7.31,7.45,7.53,7.56 +1986-08-08,,5.86,6.01,6.12,6.54,6.68,6.97,7.16,7.30,7.38,7.41 +1986-08-11,,5.84,5.95,6.08,6.51,6.64,6.90,7.12,7.25,7.32,7.35 +1986-08-12,,5.77,5.83,6.03,6.46,6.60,6.89,7.09,7.23,7.31,7.34 +1986-08-13,,5.73,5.79,5.97,6.37,6.51,6.83,7.03,7.15,7.24,7.28 +1986-08-14,,5.75,5.80,6.00,6.39,6.51,6.89,7.02,7.16,7.27,7.29 +1986-08-15,,5.71,5.78,5.98,6.36,6.49,6.83,7.02,7.14,7.25,7.29 +1986-08-18,,5.77,5.81,5.98,6.37,6.50,6.83,7.01,7.14,7.24,7.28 +1986-08-19,,5.72,5.81,5.89,6.29,6.38,6.70,6.89,7.02,7.14,7.19 +1986-08-20,,5.66,5.78,5.85,6.17,6.34,6.65,6.83,7.00,7.13,7.17 +1986-08-21,,5.52,5.63,5.74,6.08,6.24,6.62,6.78,6.96,7.17,7.19 +1986-08-22,,5.51,5.66,5.78,6.14,6.31,6.68,6.88,7.07,7.22,7.27 +1986-08-25,,5.43,5.62,5.72,6.10,6.29,6.65,6.86,7.06,7.21,7.25 +1986-08-26,,5.44,5.54,5.68,6.02,6.22,6.63,6.75,6.97,7.14,7.20 +1986-08-27,,5.47,5.57,5.73,6.12,6.32,6.53,6.85,7.06,7.21,7.28 +1986-08-28,,5.44,5.53,5.68,6.07,6.28,6.52,6.83,7.04,7.19,7.26 +1986-08-29,,5.31,5.38,5.52,5.94,6.13,6.40,6.75,6.95,7.12,7.21 1986-09-01,,,,,,,,,,, -1986-09-02,,5.33,5.40,5.59,5.99,6.19,6.45,6.81,7.03,,7.23 -1986-09-03,,5.38,5.50,5.68,6.14,6.35,6.64,7.01,7.20,,7.43 -1986-09-04,,5.33,5.47,5.63,6.11,6.34,6.63,6.98,7.15,,7.40 -1986-09-05,,5.37,5.53,5.72,6.25,6.50,6.81,7.14,7.32,,7.54 -1986-09-08,,5.39,5.57,5.78,6.30,6.59,6.89,7.23,7.38,,7.59 -1986-09-09,,5.34,5.56,5.77,6.30,6.58,6.88,7.20,7.35,,7.53 -1986-09-10,,5.30,5.54,5.74,6.27,6.54,6.85,7.20,7.35,,7.54 -1986-09-11,,5.35,5.65,5.84,6.43,6.73,7.07,7.41,7.57,,7.74 -1986-09-12,,5.31,5.60,5.80,6.43,6.74,7.09,7.48,7.63,,7.74 -1986-09-15,,5.32,5.57,5.77,6.39,6.69,7.00,7.36,7.53,,7.66 -1986-09-16,,5.27,5.55,5.76,6.38,6.66,6.99,7.35,7.53,,7.67 -1986-09-17,,5.26,5.54,5.77,6.37,6.64,6.93,7.28,7.46,,7.64 -1986-09-18,,5.37,5.65,5.87,6.47,6.75,7.02,7.41,7.62,,7.74 -1986-09-19,,5.40,5.67,5.86,6.52,6.81,7.10,7.50,7.67,,7.83 -1986-09-22,,5.40,5.63,5.82,6.49,6.77,7.06,7.44,7.62,,7.79 -1986-09-23,,5.40,5.63,5.83,6.46,6.77,7.03,7.40,7.58,,7.76 -1986-09-24,,5.38,5.57,5.78,6.37,6.66,6.94,7.29,7.48,,7.64 -1986-09-25,,5.37,5.58,5.78,6.37,6.66,6.94,7.32,7.47,,7.64 -1986-09-26,,5.38,5.59,5.79,6.39,6.71,6.96,7.32,7.47,,7.63 -1986-09-29,,5.41,5.63,5.86,6.46,6.76,7.04,7.39,7.54,,7.69 -1986-09-30,,5.34,5.61,5.82,6.38,6.68,6.98,7.31,7.45,,7.60 -1986-10-01,,5.33,5.61,5.82,6.36,6.65,6.93,7.26,7.41,,7.57 -1986-10-02,,5.33,5.61,5.83,6.38,6.68,6.95,7.31,7.45,,7.61 -1986-10-03,,5.23,5.39,5.60,6.16,6.46,6.74,7.14,7.31,,7.53 -1986-10-06,,5.19,5.37,5.58,6.14,6.42,6.71,7.11,7.28,,7.53 -1986-10-07,,5.20,5.28,5.57,6.13,6.42,6.71,7.09,7.28,,7.54 -1986-10-08,,5.18,5.25,5.55,6.11,6.41,6.71,7.12,7.31,,7.60 -1986-10-09,,5.20,5.26,5.57,6.15,6.43,6.73,7.14,7.33,,7.63 -1986-10-10,,5.20,5.34,5.59,6.16,6.45,6.73,7.18,7.36,,7.66 +1986-09-02,,5.33,5.40,5.59,5.99,6.19,6.45,6.81,7.03,7.17,7.23 +1986-09-03,,5.38,5.50,5.68,6.14,6.35,6.64,7.01,7.20,7.36,7.43 +1986-09-04,,5.33,5.47,5.63,6.11,6.34,6.63,6.98,7.15,7.32,7.40 +1986-09-05,,5.37,5.53,5.72,6.25,6.50,6.81,7.14,7.32,7.46,7.54 +1986-09-08,,5.39,5.57,5.78,6.30,6.59,6.89,7.23,7.38,7.51,7.59 +1986-09-09,,5.34,5.56,5.77,6.30,6.58,6.88,7.20,7.35,7.47,7.53 +1986-09-10,,5.30,5.54,5.74,6.27,6.54,6.85,7.20,7.35,7.47,7.54 +1986-09-11,,5.35,5.65,5.84,6.43,6.73,7.07,7.41,7.57,7.69,7.74 +1986-09-12,,5.31,5.60,5.80,6.43,6.74,7.09,7.48,7.63,7.70,7.74 +1986-09-15,,5.32,5.57,5.77,6.39,6.69,7.00,7.36,7.53,7.62,7.66 +1986-09-16,,5.27,5.55,5.76,6.38,6.66,6.99,7.35,7.53,7.63,7.67 +1986-09-17,,5.26,5.54,5.77,6.37,6.64,6.93,7.28,7.46,7.58,7.64 +1986-09-18,,5.37,5.65,5.87,6.47,6.75,7.02,7.41,7.62,7.70,7.74 +1986-09-19,,5.40,5.67,5.86,6.52,6.81,7.10,7.50,7.67,7.77,7.83 +1986-09-22,,5.40,5.63,5.82,6.49,6.77,7.06,7.44,7.62,7.73,7.79 +1986-09-23,,5.40,5.63,5.83,6.46,6.77,7.03,7.40,7.58,7.70,7.76 +1986-09-24,,5.38,5.57,5.78,6.37,6.66,6.94,7.29,7.48,7.59,7.64 +1986-09-25,,5.37,5.58,5.78,6.37,6.66,6.94,7.32,7.47,7.58,7.64 +1986-09-26,,5.38,5.59,5.79,6.39,6.71,6.96,7.32,7.47,7.58,7.63 +1986-09-29,,5.41,5.63,5.86,6.46,6.76,7.04,7.39,7.54,7.64,7.69 +1986-09-30,,5.34,5.61,5.82,6.38,6.68,6.98,7.31,7.45,7.55,7.60 +1986-10-01,,5.33,5.61,5.82,6.36,6.65,6.93,7.26,7.41,7.52,7.57 +1986-10-02,,5.33,5.61,5.83,6.38,6.68,6.95,7.31,7.45,7.56,7.61 +1986-10-03,,5.23,5.39,5.60,6.16,6.46,6.74,7.14,7.31,7.46,7.53 +1986-10-06,,5.19,5.37,5.58,6.14,6.42,6.71,7.11,7.28,7.45,7.53 +1986-10-07,,5.20,5.28,5.57,6.13,6.42,6.71,7.09,7.28,7.46,7.54 +1986-10-08,,5.18,5.25,5.55,6.11,6.41,6.71,7.12,7.31,7.50,7.60 +1986-10-09,,5.20,5.26,5.57,6.15,6.43,6.73,7.14,7.33,7.52,7.63 +1986-10-10,,5.20,5.34,5.59,6.16,6.45,6.73,7.18,7.36,7.56,7.66 1986-10-13,,,,,,,,,,, -1986-10-14,,5.28,5.39,5.69,6.26,6.54,6.82,7.29,7.49,,7.79 -1986-10-15,,5.32,5.50,5.70,6.27,6.58,6.87,7.32,7.51,,7.78 -1986-10-16,,5.34,5.51,5.72,6.29,6.58,6.87,7.34,7.53,,7.81 -1986-10-17,,5.42,5.59,5.81,6.38,6.67,6.94,7.38,7.57,,7.84 -1986-10-20,,5.47,5.65,5.88,6.47,6.78,7.05,7.50,7.66,,7.92 -1986-10-21,,5.46,5.63,5.83,6.40,6.67,6.96,7.39,7.57,,7.84 -1986-10-22,,5.45,5.60,5.82,6.34,6.64,6.91,7.33,7.49,,7.78 -1986-10-23,,5.41,5.55,5.79,6.31,6.56,6.82,7.25,7.43,,7.72 -1986-10-24,,5.42,5.56,5.79,6.35,6.64,6.86,7.28,7.47,,7.76 -1986-10-27,,5.34,5.53,5.76,6.32,6.60,6.82,7.26,7.42,,7.71 -1986-10-28,,5.34,5.49,5.79,6.34,6.62,6.85,7.21,7.45,,7.75 -1986-10-29,,5.34,5.48,5.75,6.32,6.59,6.82,7.19,7.41,,7.71 -1986-10-30,,5.32,5.46,5.69,6.24,6.52,6.75,7.08,7.31,,7.61 -1986-10-31,,5.34,5.50,5.73,6.26,6.51,6.76,7.10,7.34,,7.61 -1986-11-03,,5.36,5.50,5.71,6.21,6.49,6.71,7.06,7.29,,7.57 -1986-11-04,,5.40,5.55,5.72,6.23,6.41,6.71,7.07,7.31,,7.59 -1986-11-05,,5.40,5.58,5.75,6.26,6.45,6.72,7.09,7.24,,7.58 -1986-11-06,,5.41,5.61,5.79,6.29,6.49,6.79,7.16,7.32,,7.55 -1986-11-07,,5.47,5.65,5.85,6.35,6.55,6.86,7.24,7.40,,7.63 -1986-11-10,,5.58,5.74,5.92,6.42,6.59,6.89,7.23,7.38,,7.64 +1986-10-14,,5.28,5.39,5.69,6.26,6.54,6.82,7.29,7.49,7.68,7.79 +1986-10-15,,5.32,5.50,5.70,6.27,6.58,6.87,7.32,7.51,7.69,7.78 +1986-10-16,,5.34,5.51,5.72,6.29,6.58,6.87,7.34,7.53,7.71,7.81 +1986-10-17,,5.42,5.59,5.81,6.38,6.67,6.94,7.38,7.57,7.75,7.84 +1986-10-20,,5.47,5.65,5.88,6.47,6.78,7.05,7.50,7.66,7.83,7.92 +1986-10-21,,5.46,5.63,5.83,6.40,6.67,6.96,7.39,7.57,7.75,7.84 +1986-10-22,,5.45,5.60,5.82,6.34,6.64,6.91,7.33,7.49,7.67,7.78 +1986-10-23,,5.41,5.55,5.79,6.31,6.56,6.82,7.25,7.43,7.62,7.72 +1986-10-24,,5.42,5.56,5.79,6.35,6.64,6.86,7.28,7.47,7.66,7.76 +1986-10-27,,5.34,5.53,5.76,6.32,6.60,6.82,7.26,7.42,7.61,7.71 +1986-10-28,,5.34,5.49,5.79,6.34,6.62,6.85,7.21,7.45,7.66,7.75 +1986-10-29,,5.34,5.48,5.75,6.32,6.59,6.82,7.19,7.41,7.62,7.71 +1986-10-30,,5.32,5.46,5.69,6.24,6.52,6.75,7.08,7.31,7.52,7.61 +1986-10-31,,5.34,5.50,5.73,6.26,6.51,6.76,7.10,7.34,7.54,7.61 +1986-11-03,,5.36,5.50,5.71,6.21,6.49,6.71,7.06,7.29,7.49,7.57 +1986-11-04,,5.40,5.55,5.72,6.23,6.41,6.71,7.07,7.31,7.51,7.59 +1986-11-05,,5.40,5.58,5.75,6.26,6.45,6.72,7.09,7.24,7.45,7.58 +1986-11-06,,5.41,5.61,5.79,6.29,6.49,6.79,7.16,7.32,7.46,7.55 +1986-11-07,,5.47,5.65,5.85,6.35,6.55,6.86,7.24,7.40,7.54,7.63 +1986-11-10,,5.58,5.74,5.92,6.42,6.59,6.89,7.23,7.38,7.54,7.64 1986-11-11,,,,,,,,,,, -1986-11-12,,5.55,5.74,5.89,6.38,6.56,6.87,7.20,7.35,,7.59 -1986-11-13,,5.55,5.70,5.87,6.35,6.53,6.83,7.17,7.33,,7.59 -1986-11-14,,5.55,5.69,5.86,6.33,6.50,6.81,7.13,7.29,,7.53 -1986-11-17,,5.56,5.69,5.84,6.32,6.47,6.77,7.06,7.22,,7.48 -1986-11-18,,5.50,5.64,5.81,6.32,6.47,6.79,7.09,7.27,,7.52 -1986-11-19,,5.48,5.59,5.73,6.21,6.42,6.73,7.02,7.19,,7.44 -1986-11-20,,5.53,5.65,5.82,6.26,6.45,6.74,7.04,7.19,,7.45 -1986-11-21,,5.51,5.63,5.75,6.21,6.40,6.72,7.01,7.17,,7.44 -1986-11-24,,5.53,5.64,5.75,6.19,6.37,6.69,6.95,7.11,,7.40 -1986-11-25,,5.54,5.66,5.77,6.23,6.40,6.66,7.00,7.15,,7.44 -1986-11-26,,5.54,5.65,5.78,6.21,6.39,6.65,7.00,7.15,,7.42 +1986-11-12,,5.55,5.74,5.89,6.38,6.56,6.87,7.20,7.35,7.50,7.59 +1986-11-13,,5.55,5.70,5.87,6.35,6.53,6.83,7.17,7.33,7.49,7.59 +1986-11-14,,5.55,5.69,5.86,6.33,6.50,6.81,7.13,7.29,7.44,7.53 +1986-11-17,,5.56,5.69,5.84,6.32,6.47,6.77,7.06,7.22,7.39,7.48 +1986-11-18,,5.50,5.64,5.81,6.32,6.47,6.79,7.09,7.27,7.44,7.52 +1986-11-19,,5.48,5.59,5.73,6.21,6.42,6.73,7.02,7.19,7.36,7.44 +1986-11-20,,5.53,5.65,5.82,6.26,6.45,6.74,7.04,7.19,7.36,7.45 +1986-11-21,,5.51,5.63,5.75,6.21,6.40,6.72,7.01,7.17,7.34,7.44 +1986-11-24,,5.53,5.64,5.75,6.19,6.37,6.69,6.95,7.11,7.30,7.40 +1986-11-25,,5.54,5.66,5.77,6.23,6.40,6.66,7.00,7.15,7.33,7.44 +1986-11-26,,5.54,5.65,5.78,6.21,6.39,6.65,7.00,7.15,7.31,7.42 1986-11-27,,,,,,,,,,, -1986-11-28,,5.54,5.65,5.76,6.21,6.38,6.65,7.00,7.15,,7.41 -1986-12-01,,5.57,5.69,5.82,6.25,6.43,6.69,7.02,7.18,,7.42 -1986-12-02,,5.56,5.68,5.80,6.22,6.37,6.61,6.91,7.08,,7.34 -1986-12-03,,5.56,5.66,5.75,6.17,6.35,6.58,6.89,7.06,,7.31 -1986-12-04,,5.55,5.63,5.73,6.15,6.30,6.53,6.85,7.01,,7.29 -1986-12-05,,5.59,5.69,5.81,6.24,6.38,6.65,6.96,7.12,,7.38 -1986-12-08,,5.66,5.74,5.83,6.24,6.39,6.61,6.92,7.10,,7.34 -1986-12-09,,5.63,5.72,5.82,6.21,6.36,6.60,6.91,7.07,,7.33 -1986-12-10,,5.64,5.71,5.82,6.19,6.35,6.58,6.90,7.05,,7.32 -1986-12-11,,5.64,5.72,5.83,6.24,6.39,6.64,6.95,7.12,,7.38 -1986-12-12,,5.64,5.73,5.84,6.24,6.40,6.66,6.98,7.13,,7.39 -1986-12-15,,5.66,5.82,5.88,6.29,6.45,6.69,7.00,7.15,,7.41 -1986-12-16,,5.74,5.82,5.88,6.29,6.44,6.67,6.97,7.12,,7.39 -1986-12-17,,5.80,5.85,5.93,6.31,6.46,6.68,6.98,7.12,,7.39 -1986-12-18,,5.76,5.83,5.90,6.31,6.46,6.69,6.98,7.11,,7.38 -1986-12-19,,5.66,5.82,5.89,6.29,6.46,6.69,6.98,7.10,,7.36 -1986-12-22,,5.69,5.84,5.91,6.30,6.45,6.69,6.98,7.10,,7.36 -1986-12-23,,5.71,5.85,5.94,6.30,6.45,6.68,6.95,7.08,,7.34 -1986-12-24,,5.73,5.83,5.92,6.30,6.45,6.68,6.96,7.07,,7.34 +1986-11-28,,5.54,5.65,5.76,6.21,6.38,6.65,7.00,7.15,7.30,7.41 +1986-12-01,,5.57,5.69,5.82,6.25,6.43,6.69,7.02,7.18,7.33,7.42 +1986-12-02,,5.56,5.68,5.80,6.22,6.37,6.61,6.91,7.08,7.25,7.34 +1986-12-03,,5.56,5.66,5.75,6.17,6.35,6.58,6.89,7.06,7.22,7.31 +1986-12-04,,5.55,5.63,5.73,6.15,6.30,6.53,6.85,7.01,7.19,7.29 +1986-12-05,,5.59,5.69,5.81,6.24,6.38,6.65,6.96,7.12,7.29,7.38 +1986-12-08,,5.66,5.74,5.83,6.24,6.39,6.61,6.92,7.10,7.26,7.34 +1986-12-09,,5.63,5.72,5.82,6.21,6.36,6.60,6.91,7.07,7.24,7.33 +1986-12-10,,5.64,5.71,5.82,6.19,6.35,6.58,6.90,7.05,7.22,7.32 +1986-12-11,,5.64,5.72,5.83,6.24,6.39,6.64,6.95,7.12,7.29,7.38 +1986-12-12,,5.64,5.73,5.84,6.24,6.40,6.66,6.98,7.13,7.29,7.39 +1986-12-15,,5.66,5.82,5.88,6.29,6.45,6.69,7.00,7.15,7.31,7.41 +1986-12-16,,5.74,5.82,5.88,6.29,6.44,6.67,6.97,7.12,7.29,7.39 +1986-12-17,,5.80,5.85,5.93,6.31,6.46,6.68,6.98,7.12,7.29,7.39 +1986-12-18,,5.76,5.83,5.90,6.31,6.46,6.69,6.98,7.11,7.28,7.38 +1986-12-19,,5.66,5.82,5.89,6.29,6.46,6.69,6.98,7.10,7.27,7.36 +1986-12-22,,5.69,5.84,5.91,6.30,6.45,6.69,6.98,7.10,7.26,7.36 +1986-12-23,,5.71,5.85,5.94,6.30,6.45,6.68,6.95,7.08,7.24,7.34 +1986-12-24,,5.73,5.83,5.92,6.30,6.45,6.68,6.96,7.07,7.24,7.34 1986-12-25,,,,,,,,,,, -1986-12-26,,5.72,5.82,5.91,6.30,6.47,6.69,6.96,7.08,,7.34 -1986-12-29,,5.83,5.95,6.02,6.37,6.53,6.78,7.06,7.17,,7.41 -1986-12-30,,5.85,5.93,6.06,6.42,6.59,6.82,7.09,7.23,,7.46 -1986-12-31,,5.83,5.87,5.95,6.35,6.56,6.81,7.09,7.23,,7.49 +1986-12-26,,5.72,5.82,5.91,6.30,6.47,6.69,6.96,7.08,7.24,7.34 +1986-12-29,,5.83,5.95,6.02,6.37,6.53,6.78,7.06,7.17,7.32,7.41 +1986-12-30,,5.85,5.93,6.06,6.42,6.59,6.82,7.09,7.23,7.38,7.46 +1986-12-31,,5.83,5.87,5.95,6.35,6.56,6.81,7.09,7.23,7.39,7.49 1987-01-01,,,,,,,,,,, 1987-01-02,,5.70,5.80,5.86,6.30,6.48,6.75,7.03,7.18,,7.44 1987-01-05,,5.71,5.79,5.85,6.24,6.41,6.67,6.95,7.08,,7.35 @@ -7535,7 +7535,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1990-11-16,,7.31,7.37,7.27,7.58,7.69,7.96,8.20,8.30,,8.46 1990-11-19,,7.33,7.43,7.33,7.62,7.73,8.01,8.24,8.35,,8.51 1990-11-20,,7.32,7.42,7.34,7.62,7.72,7.98,8.21,8.31,,8.47 -1990-11-21,,7.27,7.37,7.26,7.53,7.66,7.92,8.16,8.27,,8.44 +1990-11-21,,7.27,7.37,7.26,7.55,7.66,7.92,8.16,8.27,,8.44 1990-11-22,,,,,,,,,,, 1990-11-23,,7.25,7.32,7.23,7.53,7.63,7.92,8.16,8.28,,8.44 1990-11-26,,7.26,7.33,7.24,7.55,7.65,7.92,8.17,8.27,,8.42 @@ -7584,7 +7584,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1991-01-24,,6.31,6.47,6.54,7.04,7.32,7.61,7.88,8.00,,8.18 1991-01-25,,6.35,6.52,6.61,7.10,7.36,7.67,7.93,8.06,,8.24 1991-01-28,,6.44,6.55,6.64,7.12,7.38,7.67,7.93,8.06,,8.23 -1991-01-29,,6.41,6.55,6.59,7.10,7.35,7.64,7.90,8.05,,8.20 +1991-01-29,,6.41,6.55,6.59,7.10,7.35,7.64,7.90,8.03,,8.20 1991-01-30,,6.39,6.53,6.56,7.07,7.34,7.64,7.90,8.05,,8.23 1991-01-31,,6.37,6.49,6.51,7.05,7.30,7.62,7.89,8.03,,8.21 1991-02-01,,6.17,6.24,6.27,6.83,7.10,7.45,7.75,7.91,,8.09 @@ -7710,7 +7710,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1991-07-19,,5.76,5.99,6.28,6.89,7.37,7.91,8.15,8.28,,8.48 1991-07-22,,5.76,6.02,6.31,6.91,7.39,7.92,8.15,8.28,,8.48 1991-07-23,,5.76,6.01,6.33,6.94,7.41,7.96,8.17,8.31,,8.50 -1991-07-24,,5.75,5.97,6.29,6.88,7.33,7.86,8.10,8.24,,8.42 +1991-07-24,,5.75,5.97,6.28,6.88,7.33,7.86,8.10,8.24,,8.42 1991-07-25,,5.76,5.98,6.29,6.87,7.31,7.81,8.06,8.20,,8.38 1991-07-26,,5.76,5.96,6.24,6.85,7.30,7.82,8.06,8.20,,8.39 1991-07-29,,5.75,5.96,6.21,6.82,7.28,7.81,8.06,8.20,,8.39 @@ -8407,7 +8407,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1994-03-22,,3.60,3.94,4.33,5.03,5.38,5.92,6.24,6.44,6.94,6.85 1994-03-23,,3.54,3.90,4.32,5.00,5.38,5.92,6.22,6.44,6.95,6.85 1994-03-24,,3.53,3.92,4.37,5.08,5.50,6.05,6.39,6.58,7.09,6.98 -1994-03-25,,3.57,3.93,4.38,5.10,5.52,6.08,6.42,6.61,7.10,6.99 +1994-03-25,,3.57,3.92,4.38,5.10,5.52,6.08,6.42,6.61,7.10,6.99 1994-03-28,,3.57,3.97,4.41,5.12,5.55,6.10,6.43,6.63,7.09,6.98 1994-03-29,,3.59,3.98,4.46,5.19,5.62,6.19,6.52,6.71,7.17,7.06 1994-03-30,,3.57,3.93,4.45,5.19,5.65,6.24,6.59,6.78,7.23,7.10 @@ -8595,7 +8595,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1994-12-09,,5.82,6.46,7.15,7.53,7.67,7.74,7.77,7.79,7.97,7.86 1994-12-12,,5.93,6.62,7.24,7.62,7.77,7.82,7.84,7.85,8.04,7.92 1994-12-13,,5.95,6.67,7.32,7.71,7.80,7.84,7.84,7.83,7.97,7.86 -1994-12-14,,5.84,6.57,7.20,7.59,7.69,7.74,7.80,7.80,8.00,7.86 +1994-12-14,,5.84,6.57,7.20,7.59,7.69,7.74,7.79,7.80,8.00,7.86 1994-12-15,,5.70,6.48,7.09,7.54,7.66,7.73,7.79,7.79,7.99,7.86 1994-12-16,,5.71,6.52,7.14,7.59,7.71,7.76,7.80,7.81,7.98,7.86 1994-12-19,,5.75,6.57,7.13,7.59,7.72,7.77,7.80,7.81,7.96,7.84 @@ -8845,7 +8845,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1995-11-24,,5.48,5.48,5.43,5.49,5.56,5.70,5.84,5.91,6.36,6.25 1995-11-27,,5.50,5.49,5.41,5.46,5.53,5.67,5.81,5.88,6.31,6.23 1995-11-28,,5.53,5.52,5.44,5.45,5.54,5.67,5.80,5.88,6.31,6.24 -1995-11-29,,5.50,5.49,5.42,5.43,5.49,5.60,5.80,5.85,6.29,6.22 +1995-11-29,,5.50,5.49,5.42,5.42,5.49,5.60,5.80,5.85,6.29,6.22 1995-11-30,,5.48,5.46,5.36,5.36,5.41,5.53,5.68,5.76,6.20,6.14 1995-12-01,,5.45,5.44,5.33,5.32,5.37,5.49,5.63,5.71,6.16,6.10 1995-12-04,,5.46,5.43,5.32,5.27,5.33,5.43,5.54,5.63,6.07,6.01 @@ -9029,7 +9029,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1996-08-08,,5.15,5.33,5.62,5.97,6.14,6.29,6.43,6.56,6.89,6.76 1996-08-09,,5.15,5.32,5.57,5.93,6.09,6.25,6.37,6.50,6.83,6.70 1996-08-12,,5.18,5.30,5.58,5.92,6.08,6.24,6.37,6.49,6.82,6.70 -1996-08-13,,5.17,5.32,5.63,5.97,6.14,6.32,6.44,6.57,6.91,6.78 +1996-08-13,,5.17,5.32,5.63,5.97,6.14,6.32,6.44,6.57,6.92,6.78 1996-08-14,,5.16,5.31,5.61,5.97,6.14,6.33,6.46,6.58,6.92,6.78 1996-08-15,,5.19,5.34,5.66,6.00,6.17,6.37,6.49,6.62,6.95,6.82 1996-08-16,,5.18,5.32,5.61,5.95,6.13,6.31,6.43,6.56,6.90,6.77 @@ -9847,7 +9847,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 1999-09-28,,4.85,4.97,5.20,5.65,5.70,5.78,6.09,5.89,6.47,6.07 1999-09-29,,4.83,4.98,5.27,5.68,5.75,5.86,6.18,5.97,6.55,6.13 1999-09-30,,4.88,4.99,5.22,5.63,5.70,5.78,6.10,5.90,6.47,6.06 -1999-10-01,,4.98,5.01,5.30,5.73,5.83,5.90,6.22,6.00,6.57,6.15 +1999-10-01,,4.88,5.01,5.30,5.73,5.83,5.90,6.22,6.00,6.57,6.15 1999-10-04,,4.87,5.10,5.27,5.70,5.79,5.85,6.15,5.95,6.51,6.10 1999-10-05,,4.86,5.12,5.33,5.78,5.87,5.94,6.24,6.02,6.59,6.17 1999-10-06,,4.81,5.09,5.36,5.81,5.89,5.98,6.27,6.04,6.60,6.17 @@ -10315,7 +10315,7 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 2001-07-13,,3.62,3.59,3.64,4.12,4.37,4.82,5.11,5.27,5.79,5.64 2001-07-16,,3.64,3.61,3.63,4.07,4.32,4.76,5.05,5.21,5.74,5.59 2001-07-17,,3.61,3.59,3.63,4.09,4.34,4.78,5.06,5.22,5.74,5.59 -2001-07-18,,3.54,3.51,3.57,3.96,4.25,4.66,4.94,5.12,5.65,5.52 +2001-07-18,,3.54,3.51,3.57,3.96,4.26,4.66,4.94,5.12,5.65,5.52 2001-07-19,,3.55,3.54,3.60,3.98,4.28,4.69,4.96,5.13,5.66,5.53 2001-07-20,,3.53,3.53,3.59,3.98,4.29,4.70,4.98,5.15,5.67,5.54 2001-07-23,,3.56,3.55,3.59,3.98,4.28,4.68,4.95,5.13,5.66,5.53 @@ -10469,1043 +10469,1043 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 2002-02-14,1.75,1.75,1.86,2.26,3.07,3.59,4.35,4.76,4.95,5.64,5.42 2002-02-15,1.72,1.74,1.84,2.20,2.97,3.50,4.27,4.66,4.86,5.58,5.37 2002-02-18,,,,,,,,,,, -2002-02-19,1.73,1.76,1.87,2.23,2.98,3.52,4.28,4.71,4.88,5.61, -2002-02-20,1.75,1.76,1.87,2.24,3.00,3.53,4.28,4.71,4.88,5.60, -2002-02-21,1.76,1.76,1.87,2.25,3.00,3.52,4.27,4.72,4.88,5.58, -2002-02-22,1.75,1.76,1.86,2.22,2.97,3.48,4.23,4.67,4.84,5.55, -2002-02-25,1.76,1.77,1.89,2.26,3.01,3.53,4.26,4.69,4.86,5.56, -2002-02-26,1.78,1.77,1.91,2.31,3.08,3.61,4.33,4.77,4.93,5.63, -2002-02-27,1.77,1.77,1.88,2.27,3.09,3.56,4.22,4.67,4.84,5.56, -2002-02-28,1.76,1.79,1.87,2.25,3.06,3.64,4.27,4.70,4.88,5.61, -2002-03-01,1.78,1.77,1.91,2.33,3.18,3.73,4.43,4.82,4.98,5.70, -2002-03-04,1.77,1.81,1.94,2.36,3.24,3.75,4.43,4.86,5.02,5.71, -2002-03-05,1.78,1.80,1.93,2.36,3.25,3.77,4.44,4.86,5.02,5.70, -2002-03-06,1.77,1.78,1.92,2.34,3.26,3.77,4.45,4.89,5.06,5.74, -2002-03-07,1.77,1.78,1.96,2.43,3.36,3.95,4.65,5.07,5.22,5.88, -2002-03-08,1.77,1.81,2.05,2.57,3.60,4.21,4.77,5.17,5.33,5.95, -2002-03-11,1.80,1.86,2.08,2.59,3.59,4.17,4.77,5.18,5.33,5.96, -2002-03-12,1.82,1.84,2.06,2.57,3.56,4.14,4.75,5.17,5.32,5.96, -2002-03-13,1.80,1.82,2.02,2.52,3.49,4.06,4.69,5.11,5.28,5.95, -2002-03-14,1.79,1.86,2.06,2.59,3.63,4.20,4.83,5.24,5.40,6.05, -2002-03-15,1.79,1.86,2.09,2.61,3.63,4.23,4.80,5.20,5.35,5.98, -2002-03-18,1.77,1.88,2.14,2.65,3.67,4.27,4.79,5.17,5.32,5.95, -2002-03-19,1.81,1.85,2.10,2.61,3.64,4.26,4.78,5.18,5.33,5.96, -2002-03-20,1.79,1.84,2.12,2.66,3.71,4.30,4.87,5.25,5.40,6.04, -2002-03-21,1.78,1.84,2.12,2.66,3.73,4.39,4.88,5.26,5.39,6.02, -2002-03-22,1.78,1.84,2.13,2.70,3.77,4.40,4.90,5.28,5.40,6.04, -2002-03-25,1.78,1.85,2.16,2.75,3.78,4.38,4.92,5.28,5.41,6.03, -2002-03-26,1.82,1.81,2.12,2.69,3.68,4.27,4.85,5.23,5.35,5.96, -2002-03-27,1.77,1.81,2.10,2.65,3.66,4.28,4.85,5.22,5.35,5.96, -2002-03-28,1.76,1.79,2.12,2.70,3.72,4.31,4.91,5.29,5.42,6.03, +2002-02-19,1.73,1.76,1.87,2.23,2.98,3.52,4.28,4.71,4.88,5.61,5.54 +2002-02-20,1.75,1.76,1.87,2.24,3.00,3.53,4.28,4.71,4.88,5.60,5.53 +2002-02-21,1.76,1.76,1.87,2.25,3.00,3.52,4.27,4.72,4.88,5.58,5.53 +2002-02-22,1.75,1.76,1.86,2.22,2.97,3.48,4.23,4.67,4.84,5.55,5.48 +2002-02-25,1.76,1.77,1.89,2.26,3.01,3.53,4.26,4.69,4.86,5.56,5.51 +2002-02-26,1.78,1.77,1.91,2.31,3.08,3.61,4.33,4.77,4.93,5.63,5.53 +2002-02-27,1.77,1.77,1.88,2.27,3.09,3.56,4.22,4.67,4.84,5.56,5.51 +2002-02-28,1.76,1.79,1.87,2.25,3.06,3.64,4.27,4.70,4.88,5.61,5.54 +2002-03-01,1.78,1.77,1.91,2.33,3.18,3.73,4.43,4.82,4.98,5.70,5.60 +2002-03-04,1.77,1.81,1.94,2.36,3.24,3.75,4.43,4.86,5.02,5.71,5.61 +2002-03-05,1.78,1.80,1.93,2.36,3.25,3.77,4.44,4.86,5.02,5.70,5.60 +2002-03-06,1.77,1.78,1.92,2.34,3.26,3.77,4.45,4.89,5.06,5.74,5.67 +2002-03-07,1.77,1.78,1.96,2.43,3.36,3.95,4.65,5.07,5.22,5.88,5.76 +2002-03-08,1.77,1.81,2.05,2.57,3.60,4.21,4.77,5.17,5.33,5.95,5.83 +2002-03-11,1.80,1.86,2.08,2.59,3.59,4.17,4.77,5.18,5.33,5.96,5.81 +2002-03-12,1.82,1.84,2.06,2.57,3.56,4.14,4.75,5.17,5.32,5.96,5.84 +2002-03-13,1.80,1.82,2.02,2.52,3.49,4.06,4.69,5.11,5.28,5.95,5.83 +2002-03-14,1.79,1.86,2.06,2.59,3.63,4.20,4.83,5.24,5.40,6.05,5.90 +2002-03-15,1.79,1.86,2.09,2.61,3.63,4.23,4.80,5.20,5.35,5.98,5.86 +2002-03-18,1.77,1.88,2.14,2.65,3.67,4.27,4.79,5.17,5.32,5.95,5.83 +2002-03-19,1.81,1.85,2.10,2.61,3.64,4.26,4.78,5.18,5.33,5.96,5.86 +2002-03-20,1.79,1.84,2.12,2.66,3.71,4.30,4.87,5.25,5.40,6.04,5.89 +2002-03-21,1.78,1.84,2.12,2.66,3.73,4.39,4.88,5.26,5.39,6.02,5.87 +2002-03-22,1.78,1.84,2.13,2.70,3.77,4.40,4.90,5.28,5.40,6.04,5.89 +2002-03-25,1.78,1.85,2.16,2.75,3.78,4.38,4.92,5.28,5.41,6.03,5.91 +2002-03-26,1.82,1.81,2.12,2.69,3.68,4.27,4.85,5.23,5.35,5.96,5.84 +2002-03-27,1.77,1.81,2.10,2.65,3.66,4.28,4.85,5.22,5.35,5.96,5.86 +2002-03-28,1.76,1.79,2.12,2.70,3.72,4.31,4.91,5.29,5.42,6.03,5.91 2002-03-29,,,,,,,,,,, -2002-04-01,1.79,1.79,2.16,2.76,3.74,4.29,4.93,5.29,5.44,6.04, -2002-04-02,1.79,1.80,2.12,2.68,3.63,4.21,4.84,5.21,5.36,5.96, -2002-04-03,1.77,1.79,2.08,2.61,3.55,4.14,4.76,5.13,5.30,5.92, -2002-04-04,1.77,1.78,2.07,2.61,3.57,4.16,4.76,5.12,5.28,5.89, -2002-04-05,1.76,1.76,2.03,2.54,3.49,4.10,4.68,5.04,5.22,5.84, -2002-04-08,1.76,1.75,2.02,2.61,3.51,4.03,4.70,5.07,5.25,5.89, -2002-04-09,1.73,1.73,2.02,2.55,3.48,4.06,4.67,5.03,5.22,5.84, -2002-04-10,1.72,1.71,1.98,2.52,3.48,4.08,4.68,5.05,5.24,5.88, -2002-04-11,1.72,1.72,1.97,2.51,3.47,4.07,4.66,5.03,5.22,5.85, -2002-04-12,1.71,1.71,1.96,2.44,3.41,4.01,4.60,4.99,5.18,5.81, -2002-04-15,1.71,1.72,1.96,2.44,3.38,3.99,4.57,4.95,5.15,5.78, -2002-04-16,1.71,1.74,1.97,2.46,3.43,4.03,4.62,5.00,5.20,5.83, -2002-04-17,1.71,1.73,1.92,2.43,3.41,3.99,4.64,5.03,5.24,5.90, -2002-04-18,1.70,1.72,1.91,2.40,3.38,3.97,4.64,5.02,5.23,5.88, -2002-04-19,1.69,1.73,1.91,2.39,3.36,3.95,4.62,5.00,5.21,5.85, -2002-04-22,1.67,1.72,1.92,2.41,3.37,3.94,4.62,4.98,5.19,5.85, -2002-04-23,1.68,1.73,1.92,2.41,3.39,3.96,4.62,4.98,5.18,5.83, -2002-04-24,1.67,1.72,1.89,2.35,3.28,3.87,4.53,4.90,5.11,5.77, -2002-04-25,1.68,1.74,1.90,2.33,3.25,3.83,4.52,4.89,5.10,5.77, -2002-04-26,1.68,1.75,1.90,2.31,3.22,3.80,4.49,4.86,5.08,5.73, -2002-04-29,1.73,1.78,1.93,2.36,3.26,3.85,4.55,4.91,5.13,5.77, -2002-04-30,1.77,1.77,1.91,2.35,3.24,3.83,4.53,4.88,5.11,5.74, -2002-05-01,1.76,1.77,1.91,2.33,3.21,3.78,4.49,4.86,5.08,5.71, -2002-05-02,1.74,1.77,1.92,2.35,3.25,3.83,4.54,4.91,5.13,5.74, -2002-05-03,1.73,1.76,1.88,2.28,3.17,3.75,4.48,4.85,5.08,5.70, -2002-05-06,1.74,1.78,1.90,2.30,3.19,3.77,4.50,4.87,5.10,5.71, -2002-05-07,1.77,1.76,1.86,2.27,3.14,3.67,4.43,4.85,5.09,5.71, -2002-05-08,1.76,1.76,1.91,2.37,3.32,3.87,4.58,4.99,5.24,5.84, -2002-05-09,1.74,1.77,1.90,2.33,3.27,3.80,4.53,4.96,5.20,5.80, -2002-05-10,1.73,1.77,1.88,2.27,3.19,3.71,4.46,4.89,5.15,5.77, -2002-05-13,1.77,1.79,1.92,2.36,3.28,3.81,4.54,4.98,5.23,5.86, -2002-05-14,1.78,1.78,1.95,2.43,3.40,3.94,4.64,5.06,5.32,5.94, -2002-05-15,1.76,1.76,1.93,2.41,3.37,3.90,4.59,5.02,5.28,5.92, -2002-05-16,1.74,1.75,1.90,2.35,3.28,3.81,4.52,4.94,5.20,5.87, -2002-05-17,1.73,1.76,1.95,2.45,3.41,3.95,4.60,5.01,5.27,5.94, -2002-05-20,1.73,1.77,1.94,2.41,3.33,3.87,4.53,4.94,5.21,5.88, -2002-05-21,1.73,1.75,1.92,2.38,3.28,3.82,4.49,4.90,5.18,5.84, -2002-05-22,1.72,1.74,1.90,2.34,3.23,3.75,4.43,4.85,5.13,5.80, -2002-05-23,1.73,1.74,1.91,2.38,3.28,3.80,4.46,4.87,5.16,5.83, -2002-05-24,1.71,1.74,1.91,2.37,3.28,3.81,4.47,4.87,5.16,5.83, +2002-04-01,1.79,1.79,2.16,2.76,3.74,4.29,4.93,5.29,5.44,6.04,5.92 +2002-04-02,1.79,1.80,2.12,2.68,3.63,4.21,4.84,5.21,5.36,5.96,5.86 +2002-04-03,1.77,1.79,2.08,2.61,3.55,4.14,4.76,5.13,5.30,5.92,5.82 +2002-04-04,1.77,1.78,2.07,2.61,3.57,4.16,4.76,5.12,5.28,5.89,5.82 +2002-04-05,1.76,1.76,2.03,2.54,3.49,4.10,4.68,5.04,5.22,5.84,5.79 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2009-12-09,0.01,0.03,0.14,0.31,0.76,1.23,2.15,2.89,3.45,4.31,4.41 2009-12-10,0.01,0.02,0.15,0.32,0.78,1.26,2.19,2.95,3.49,4.37,4.50 2009-12-11,0.01,0.03,0.16,0.35,0.83,1.30,2.26,3.02,3.55,4.39,4.49 -2009-12-14,0.02,0.04,0.16,0.37,0.87,1.35,2.30,3.04,3.56,4.39,4.48 +2009-12-14,0.02,0.04,0.16,0.37,0.87,1.35,2.30,3.04,3.56,4.39,4.49 2009-12-15,0.02,0.05,0.17,0.41,0.88,1.38,2.35,3.08,3.60,4.42,4.52 2009-12-16,0.02,0.04,0.17,0.38,0.85,1.36,2.35,3.09,3.61,4.42,4.52 2009-12-17,0.01,0.04,0.15,0.35,0.77,1.27,2.24,2.97,3.50,4.31,4.42 @@ -15237,3 +15237,960 @@ date,1-Month,3-Month,6-Month,1-Year,2-Year,3-Year,5-Year,7-Year,10-Year,20-Year, 2020-05-26,0.10,0.14,0.17,0.17,0.18,0.22,0.35,0.53,0.69,1.19,1.43 2020-05-27,0.11,0.15,0.17,0.18,0.19,0.22,0.34,0.52,0.68,1.19,1.44 2020-05-28,0.14,0.15,0.18,0.17,0.17,0.22,0.34,0.54,0.70,1.23,1.47 +2020-05-29,0.13,0.14,0.18,0.17,0.16,0.19,0.30,0.50,0.65,1.18,1.41 +2020-06-01,0.12,0.14,0.18,0.17,0.14,0.20,0.31,0.50,0.66,1.22,1.46 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+This will produce a folder `csv/` with cleaned CSVs `output_[YEAR].csv`. + +The `match_bq.csv` file contains places that have additional dcids that we would like to generate stats for. + +To run unit tests: +``` +python3 -m unittest discover -v -s ../ -p "*_test.py" +``` diff --git a/scripts/us_hud/income/__init__.py b/scripts/us_hud/income/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/us_hud/income/match_bq.csv b/scripts/us_hud/income/match_bq.csv new file mode 100644 index 0000000000..20e0286b24 --- /dev/null +++ b/scripts/us_hud/income/match_bq.csv @@ -0,0 +1,189 @@ +fips,city +geoId/02110,geoId/0236400 +geoId/02220,geoId/0270540 +geoId/02275,geoId/0286380 +geoId/0900108070,geoId/0908000 +geoId/0900118500,geoId/0918430 +geoId/0900156060,geoId/0955990 +geoId/0900168170,geoId/0968100 +geoId/0900173070,geoId/0973000 +geoId/0900174190,geoId/0974260 +geoId/0900308490,geoId/0908420 +geoId/0900322630,geoId/0922700 +geoId/0900337070,geoId/0937000 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+geoId/4400714140,geoId/4414140 +geoId/4400719180,geoId/4419180 +geoId/4400722960,geoId/4422960 +geoId/4400754640,geoId/4454640 +geoId/4400759000,geoId/4459000 +geoId/4400780780,geoId/4480780 +geoId/5000174650,geoId/5074650 +geoId/5000710675,geoId/5010675 +geoId/5000766175,geoId/5066175 +geoId/5000785150,geoId/5085150 +geoId/5001161675,geoId/5061675 +geoId/5001948850,geoId/5048850 +geoId/5002161225,geoId/5061225 +geoId/5002303175,geoId/5003175 +geoId/5002346000,geoId/5046000 +geoId/51510,geoId/5101000 +geoId/51520,geoId/5109816 +geoId/51530,geoId/5111032 +geoId/51550,geoId/5116000 +geoId/51570,geoId/5118448 +geoId/51580,geoId/5119728 +geoId/51590,geoId/5121344 +geoId/51595,geoId/5125808 +geoId/51600,geoId/5126496 +geoId/51610,geoId/5127200 +geoId/51620,geoId/5129600 +geoId/51630,geoId/5129744 +geoId/51640,geoId/5130208 +geoId/51650,geoId/5135000 +geoId/51660,geoId/5135624 +geoId/51670,geoId/5138424 +geoId/51678,geoId/5145512 +geoId/51680,geoId/5147672 +geoId/51683,geoId/5148952 +geoId/51685,geoId/5148968 +geoId/51690,geoId/5149784 +geoId/51700,geoId/5156000 +geoId/51710,geoId/5157000 +geoId/51720,geoId/5157688 +geoId/51730,geoId/5161832 +geoId/51735,geoId/5163768 +geoId/51740,geoId/5164000 +geoId/51750,geoId/5165392 +geoId/51760,geoId/5167000 +geoId/51770,geoId/5168000 +geoId/51775,geoId/5170000 +geoId/51790,geoId/5175216 +geoId/51800,geoId/5176432 +geoId/51810,geoId/5182000 +geoId/51820,geoId/5183680 +geoId/51830,geoId/5186160 +geoId/51840,geoId/5186720 diff --git a/scripts/us_hud/income/process.py b/scripts/us_hud/income/process.py new file mode 100644 index 0000000000..fb9fc767b9 --- /dev/null +++ b/scripts/us_hud/income/process.py @@ -0,0 +1,132 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Generates cleaned CSVs for HUD Income Limits data. + +Produces: +* csv/output_[YEAR].csv + +Usage: +python3 process.py +''' +import csv +import datetime +import os +import pandas as pd +from absl import app +from absl import flags + +FLAGS = flags.FLAGS +flags.DEFINE_string('income_output_dir', 'csv', 'Path to write cleaned CSVs.') + +URL_PREFIX = 'https://www.huduser.gov/portal/datasets/il/il' + + +def get_url(year): + '''Return xls url for year. + + Args: + year: Input year. + + Returns: + xls url for given year. + ''' + if year < 2006: + return '' + suffix = str(year)[-2:] + if year >= 2016: + return f'{URL_PREFIX}{suffix}/Section8-FY{suffix}.xlsx' + elif year == 2015: + return f'{URL_PREFIX}15/Section8_Rev.xlsx' + elif year == 2014: + return f'{URL_PREFIX}14/Poverty.xls' + elif year == 2011: + return f'{URL_PREFIX}11/Section8_v3.xls' + elif year >= 2009: + return f'{URL_PREFIX}{suffix}/Section8.xls' + elif year == 2008: + return f'{URL_PREFIX}08/Section8_FY08.xls' + elif year == 2007: + return f'{URL_PREFIX}07/Section8-rev.xls' + elif year == 2006: + return f'{URL_PREFIX}06/Section8FY2006.xls' + else: + return '' + + +def compute_150(df, person): + '''Compute 150th percentile income in-place. + + Args: + df: Input dataframe (will be modified). + person: Number of people in household. + ''' + df[f'l150_{person}'] = df.apply( + lambda x: round(x[f'l80_{person}'] / 80 * 150), axis=1) + + +def process(year, matches, output_dir): + '''Generate cleaned CSV. + + Args: + year: Input year. + matches: Map of fips dcid -> city dcid. + output_dir: Directory to write cleaned CSV. + ''' + url = get_url(year) + try: + df = pd.read_excel(url) + except: + print(f'No file found for {url}.') + return + if 'fips2010' in df: + df = df.rename(columns={'fips2010': 'fips'}) + + # Filter to 80th percentile income stats for each household size. + df = df.loc[:, [ + 'fips', 'l80_1', 'l80_2', 'l80_3', 'l80_4', 'l80_5', 'l80_6', 'l80_7', + 'l80_8' + ]] + + df['fips'] = df.apply(lambda x: 'dcs:geoId/' + str(x['fips']).zfill(10), + axis=1) + df['fips'] = df.apply(lambda x: x['fips'][:-5] + if x['fips'][-5:] == '99999' else x['fips'], + axis=1) + for i in range(1, 9): + compute_150(df, i) + df['year'] = [year for i in range(len(df))] + + # Add stats for matching dcids. + df_match = df.copy().loc[df['fips'].isin(matches)] + if not df_match.empty: + df_match['fips'] = df_match.apply(lambda x: matches[x['fips']], axis=1) + df = pd.concat([df, df_match]) + + df.to_csv(os.path.join(output_dir, f'output_{year}.csv'), index=False) + + +def main(argv): + with open('match_bq.csv') as f: + reader = csv.DictReader(f) + matches = {'dcs:' + row['fips']: 'dcs:' + row['city'] for row in reader} + if not os.path.exists(FLAGS.income_output_dir): + os.makedirs(FLAGS.income_output_dir) + today = datetime.date.today() + for year in range(2006, today.year): + print(year) + process(year, matches, FLAGS.income_output_dir) + + +if __name__ == '__main__': + app.run(main) diff --git a/scripts/us_hud/income/process_test.py b/scripts/us_hud/income/process_test.py new file mode 100644 index 0000000000..6a2e68f13d --- /dev/null +++ b/scripts/us_hud/income/process_test.py @@ -0,0 +1,55 @@ +# Copyright 2023 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +'''Tests for process.py. + +Usage: python3 -m unittest discover -v -s ../ -p "process_test.py" +''' +import os +import pandas as pd +import sys +import unittest +from unittest.mock import patch + +sys.path.append( + os.path.dirname(os.path.dirname(os.path.dirname( + os.path.abspath(__file__))))) +from us_hud.income import process + +module_dir_ = os.path.dirname(__file__) + +TEST_DIR = os.path.join(module_dir_, 'testdata') + + +class ProcessTest(unittest.TestCase): + + def test_get_url(self): + self.assertEqual( + process.get_url(2022), + 'https://www.huduser.gov/portal/datasets/il/il22/Section8-FY22.xlsx' + ) + self.assertEqual(process.get_url(1997), '') + + def test_compute_150(self): + pass + + @patch('pandas.read_excel') + def test_process(self, mock_df): + mock_df.return_value = pd.DataFrame( + pd.read_csv(os.path.join(TEST_DIR, 'test_input_2006.csv'))) + matches = {'dcs:geoId/02110': 'dcs:geoId/0236400'} + process.process(2006, matches, TEST_DIR) + with open(os.path.join(TEST_DIR, 'output_2006.csv')) as result: + with open(os.path.join(TEST_DIR, + 'expected_output_2006.csv')) as expected: + self.assertEqual(result.read(), expected.read()) diff --git a/scripts/us_hud/income/testdata/__init__.py b/scripts/us_hud/income/testdata/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/us_hud/income/testdata/expected_output_2006.csv b/scripts/us_hud/income/testdata/expected_output_2006.csv new file mode 100644 index 0000000000..76e466eb5c --- /dev/null +++ b/scripts/us_hud/income/testdata/expected_output_2006.csv @@ -0,0 +1,2 @@ +fips,l80_1,l80_2,l80_3,l80_4,l80_5,l80_6,l80_7,l80_8,l150_1,l150_2,l150_3,l150_4,l150_5,l150_6,l150_7,l150_8,year +dcs:geoId/01001,31300,35750,40250,44700,48300,51850,55450,59000,58688,67031,75469,83812,90562,97219,103969,110625,2006 diff --git a/scripts/us_hud/income/testdata/output_2006.csv b/scripts/us_hud/income/testdata/output_2006.csv new file mode 100644 index 0000000000..76e466eb5c --- /dev/null +++ b/scripts/us_hud/income/testdata/output_2006.csv @@ -0,0 +1,2 @@ +fips,l80_1,l80_2,l80_3,l80_4,l80_5,l80_6,l80_7,l80_8,l150_1,l150_2,l150_3,l150_4,l150_5,l150_6,l150_7,l150_8,year +dcs:geoId/01001,31300,35750,40250,44700,48300,51850,55450,59000,58688,67031,75469,83812,90562,97219,103969,110625,2006 diff --git a/scripts/us_hud/income/testdata/test_input_2006.csv b/scripts/us_hud/income/testdata/test_input_2006.csv new file mode 100644 index 0000000000..5eb7f16ff1 --- /dev/null +++ b/scripts/us_hud/income/testdata/test_input_2006.csv @@ -0,0 +1,2 @@ +State_Alpha,fips,State,County_Town_Name,County,Metro_Area_Name,CBSASub,County_Name,median1999,median2006,State_Name,l50_1,l50_2,l50_3,l50_4,l50_5,l50_6,l50_7,l50_8,msa,l30_1,l30_2,l30_3,l30_4,l30_5,l30_6,l30_7,l30_8,l80_1,l80_2,l80_3,l80_4,l80_5,l80_6,l80_7,l80_8,metro +AL,100199999,1,Autauga County,1,"Montgomery, AL MSA",METRO33860M33860,Autauga County,45182,55900,Alabama,19550,22350,25150,27950,30200,32400,34650,36900,5240,11750,13400,15100,16750,18100,19450,20750,22100,31300,35750,40250,44700,48300,51850,55450,59000,1 diff --git a/scripts/us_usda/nass_census/README.md b/scripts/us_usda/nass_census/README.md new file mode 100644 index 0000000000..f0dc36d2e6 --- /dev/null +++ b/scripts/us_usda/nass_census/README.md @@ -0,0 +1,32 @@ +# US Census of Agriculture Import + +The Census of Agriculture, taken only once every five years, looks at land use and ownership, operator characteristics, production practices, income and expenditures. + +This import includes tables 1, 48-54 for the 2017 Census: + +* 1 - County Summary Highlights +* 48 - Hispanic, Latino, or Spanish Origin Producers +* 49 - American Indian or Alaska Native Producers +* 50 - Asian Producers +* 51 - Black or African American Producers +* 52 - Native Hawaiian or Other Pacific Islander Producers +* 53 - White Producers +* 54 - Producers Reporting More Than One Race + +Source: https://www.nass.usda.gov/AgCensus/index.php + +Places: US, State, County + +The source data is currently in `https://storage.cloud.google.com/datcom-csv/usda/2017_cdqt_data.txt`. + +To generate CSV: +``` +python3 process.py +``` + +The output will be `agriculture.csv`. + +To run unit tests: +``` +python3 process_test.py +``` diff --git a/scripts/us_usda/nass_census/agriculture.mcf b/scripts/us_usda/nass_census/agriculture.mcf new file mode 100644 index 0000000000..6614a705a0 --- /dev/null +++ b/scripts/us_usda/nass_census/agriculture.mcf @@ -0,0 +1,1676 @@ +Node: dcid:Count_Farm +description: "Number of farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue + +Node: dcid:Area_Farm +description: "Area of farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue + +Node: dcid:Mean_Area_Farm +description: "Mean area of farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:meanValue + +Node: dcid:Median_Area_Farm +description: "Median area of farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:medianValue + +Node: dcid:Mean_MarketValue_Farm_LandAndBuildings +description: "Mean market value of farm land and buildings." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:meanValue +farmInventoryType: dcs:LandAndBuildings + +Node: dcid:MarketValue_Farm_MachineryAndEquipment +description: "Market value of farm machinery and equipment." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:measuredValue +farmInventoryType: dcs:MachineryAndEquipment + +Node: dcid:Mean_MarketValue_Farm_MachineryAndEquipment +description: "Mean market value of farm machinery and equipment." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:meanValue +farmInventoryType: dcs:MachineryAndEquipment + +Node: dcid:Count_Farm_1To9.9Acre +description: "Number of farms of size 1-9.9 acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 1 9.9] + +Node: dcid:Count_Farm_10To49.9Acre +description: "Number of farms of size 10-49.9 acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 10 49.9] + +Node: dcid:Count_Farm_50To179Acre +description: "Number of farms of size 50-179 acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 50 179] + +Node: dcid:Count_Farm_180To499Acre +description: "Number of farms of size 180-499 acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 180 499] + +Node: dcid:Count_Farm_500To999Acre +description: "Number of farms of size 500-999 acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 500 999] + +Node: dcid:Count_1000OnwardsAcre +description: "Number of farms of size 1000 or more acres." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmSize: [Acre 1000 -] + +Node: dcid:Count_Farm_Cropland +description: "Numberu of farms with cropland." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmType: dcs:Cropland + +Node: dcid:Area_Farm_Cropland +description: "Area of farms with cropland." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmType: dcs:Cropland + +Node: dcid:Count_Farm_HarvestedCropland +description: "Number of farms with harvested cropland." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmType: dcs:HarvestedCropland + +Node: dcid:Area_Farm_HarvestedCropland +description: "Area of farms with harvested cropland." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmType: dcs:HarvestedCropland + +Node: dcid:Count_Farm_IrrigatedLand +description: "Number of farms with irrigated land." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmType: dcs:IrrigatedLand + +Node: dcid:Area_Farm_IrrigatedLand +description: "Area of farms with irrigated land." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmType: dcs:IrrigatedLand + +Node: dcid:MarketValue_Farm_AgriculturalProducts +description: "Market value of farm agricultural products." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:measuredValue +farmInventoryType: dcs:AgriculturalProducts + +Node: dcid:Mean_MarketValue_Farm_AgriculturalProducts +description: "Mean market value of farm agricultural products." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:meanValue +farmInventoryType: dcs:AgriculturalProducts + +Node: dcid:MarketValue_Farm_Crops +description: "Market value of farm crops." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:measuredValue +farmInventoryType: dcs:Crops + +Node: dcid:MarketValue_Farm_LivestockAndPoultry +description: "Market value of farm livestock and poultry." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:marketValue +statType: dcs:measuredValue +farmInventoryType: dcs:LivestockAndPoultry + +Node: dcid:Count_Farm_Upto1000USDollar +description: "Number of farms with value of sales up to $1000." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar - 1000] + +Node: dcid:Count_Farm_2500To4999USDollar +description: "Number of farms with value of sales $2500 - $4999." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 2500 4999] + +Node: dcid:Count_Farm_5000To9999USDollar +description: "Number of farms with value of sales 5000 - $9999." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 5000 9999] + +Node: dcid:Count_Farm_10000To24999USDollar +description: "Number of farms with value of sales $10000 - $24999." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 10000 24999] + +Node: dcid:Count_Farm_25000To49999USDollar +description: "Number of farms with value of sales $25009 - $49999." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 25000 49999] + +Node: dcid:Count_Farm_50000To99999USDollar +description: "Number of farms with value of sales $50000 - $99999." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 50000 99999] + +Node: dcid:Count_Farm_100000OnwardsUSDollar +description: "Number of farms with value of sales $10000 or more." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +valueOfSales: [USDollar 100000 -] + +Node: dcid:Count_Farm_ReceivedGovernmentPayment +description: "Number of farms that received government payments." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +governmentPaymentStatus: dcs:GovernmentPayment + +Node: dcid:MonetaryValue_Farm_GovernmentPayment +description: "Value of government payments to farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:monetaryValue +statType: dcs:measuredValue +governmentPaymentStatus: dcs:GovernmentPayment + +Node: dcid:Count_Farm_ReportedIncome +description: "Number of farms that reported income." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +incomeStatus: dcs:ReportedIncome + +Node: dcid:Income_Farm +description: "Income from farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:income +statType: dcs:measuredValue + +Node: dcid:Expenses_Farm +description: "Farm expenses." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:expenses +statType: dcs:measuredValue + +Node: dcid:Mean_Expenses_Farm +description: "Mean farm expenses." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:expenses +statType: dcs:meanValue + +Node: dcid:Count_Farm_ReportedNetIncome +description: "Number of farms that reported net income." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +incomeStatus: dcs:ReportedNetIncome + +Node: dcid:NetMeasure_Income_Farm +description: "Net income from farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:income +statType: dcs:measuredValue +measurementQualifier: dcs:NetMeasure + +Node: dcid:Mean_NetMeasure_Income_Farm +description: "Mean net income from farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:income +statType: dcs:meanValue +measurementQualifier: dcs:NetMeasure + +Node: dcid:Count_Farm_CattleAndCalves +description: "Number of farms with cattle and calves." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:CattleAndCalves + +Node: dcid:Count_FarmInventory_CattleAndCalves +description: "Number of cattle and calves on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:CattleAndCalves + +Node: dcid:Count_Farm_BeefCows +description: "Number of farms with beef cows." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:BeefCows + +Node: dcid:Count_FarmInventory_BeefCows +description: "Number of beef cows on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:BeefCows + +Node: dcid:Count_Farm_MilkCows +description: "Number of farms with milke cows." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:MilkCows + +Node: dcid:Count_FarmInventory_MilkCows +description: "Number of milk cows on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:MilkCows + +Node: dcid:Count_Farm_InventorySold_CattleAndCalves +description: "Number of farms that sold cattle and calves." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryStatus: dcs:InventorySold +farmInventoryType: dcs:CattleAndCalves + +Node: dcid:QuantitySold_FarmInventory_CattleAndCalves +description: "Number of cattle and calves sold froms farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:quantitySold +statType: dcs:measuredValue +farmInventoryType: dcs:CattleAndCalves + +Node: dcid:Count_Farm_HogsAndPigs +description: "Number of farms with hogs and pigs." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:HogsAndPigs + +Node: dcid:Count_FarmInventory_HogsAndPigs +description: "Number of hogs and pigs on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:HogsAndPigs + +Node: dcid:Count_Farm_InventorySold_HogsAndPigs +description: "Number of farms that sold hogs and pigs." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryStatus: dcs:InventorySold +farmInventoryType: dcs:HogsAndPigs + +Node: dcid:QuantitySold_FarmInventory_HogsAndPigs +description: "Number of hogs and pigs sold froms farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:quantitySold +statType: dcs:measuredValue +farmInventoryType: dcs:HogsAndPigs + +Node: dcid:Count_Farm_SheepAndLambs +description: "Number of farms with sheep and lambs." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SheepAndLambs + +Node: dcid:Count_FarmInventory_SheepAndLambs +description: "Number of sheep and lambs on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SheepAndLambs + +Node: dcid:Count_Farm_Layers +description: "Number of farms with layers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Layers + +Node: dcid:Count_FarmInventory_Layers +description: "Number of layers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Layers + +Node: dcid:Count_Farm_Broilers +description: "Number of farms with broilers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Broilers + +Node: dcid:Count_FarmInventory_Broilers +description: "Number of broilers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Broilers + +Node: dcid:Count_Farm_CornForGrain +description: "Number of farms with corn for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:CornForGrain + +Node: dcid:Area_Farm_CornForGrain +description: "Area of farms with corn for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:CornForGrain + +Node: dcid:Amout_FarmInventory_CornForGrain +description: "Amount of corn for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:CornForGrain + +Node: dcid:Count_Farm_CornForSilageOrGreenchop +description: "Number of farms with corn for silage or greenchop." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:CornForSilageOrGreenchop + +Node: dcid:Area_Farm_CornForSilageOrGreenchop +description: "Area of farms with corn for silage or greenchop." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:CornForSilageOrGreenchop + +Node: dcid:Amount_FarmInventory_CornForSilageOrGreenchop +description: "Amount of corn for silage or greenchop on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:CornForSilageOrGreenchop + +Node: dcid:Count_Farm_WheatForGrain +description: "Number of farms with wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:WheatForGrain + +Node: dcid:Area_Farm_WheatForGrain +description: "Area of farms with wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:WheatForGrain + +Node: dcid:Amount_FarmInventory_WheatForGrain +description: "Amount of wheat for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:WheatForGrain + +Node: dcid:Count_Farm_DurumWheatForGrain +description: "Number of farms with durum wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:DurumWheatForGrain + +Node: dcid:Area_Farm_DurumWheatForGrain +description: "Area of farms with durum wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:DurumWheatForGrain + +Node: dcid:Amount_FarmInventory_DurumWheatForGrain +description: "Amount of durum wheat for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:DurumWheatForGrain + +Node: dcid:Count_Farm_OtherSpringWheatForGrain +description: "Number of farms with other spring wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:OtherSpringWheatForGrain + +Node: dcid:Area_Farm_OtherSpringWheatForGrain +description: "Area of farms with other spring wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:OtherSpringWheatForGrain + +Node: dcid:Amount_FarmInventory_OtherSpringWheatForGrain +description: "Amount of other spring wheat for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:OtherSpringWheatForGrain + +Node: dcid:Count_Farm_WinterWheatForGrain +description: "Number of farms with winter wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:WinterWheatForGrain + +Node: dcid:Area_Farm_WinterWheatForGrain +description: "Area of farms with winter wheat for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:WinterWheatForGrain + +Node: dcid:AmountFarmInventory_WinterWheatForGrain +description: "Amount of winter wheat for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:WinterWheatForGrain + +Node: dcid:Count_Farm_OatsForGrain +description: "Number of farms with oats for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:OatsForGrain + +Node: dcid:Area_Farm_OatsForGrain +description: "Area of farms with oats for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:OatsForGrain + +Node: dcid:Amount_FarmInventory_OatsForGrain +description: "Amount of oats for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:OatsForGrain + +Node: dcid:Count_Farm_BarleyForGrain +description: "Number of farms with barley for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:BarleyForGrain + +Node: dcid:Area_Farm_BarleyForGrain +description: "Area of farms with barley for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:BarleyForGrain + +Node: dcid:Amount_FarmInventory_BarleyForGrain +description: "Amount of barley for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:BarleyForGrain + +Node: dcid:Count_Farm_SorghumForGrain +description: "Number of farms with sorghum for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForGrain + +Node: dcid:Area_Farm_SorghumForGrain +description: "Area of farms with sorghum for grain." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForGrain + +Node: dcid:Amount_FarmInventory_SorghumForGrain +description: "Amount of sorghum for grain on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForGrain + +Node: dcid:Count_Farm_SorghumForSilageOrGreenchop +description: "Number of farms with sorghum for silage or greenchop." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForSilageOrGreenchop + +Node: dcid:Area_Farm_SorghumForSilageOrGreenchop +description: "Area of farms with sorghum for silage or greenchop." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForSilageOrGreenchop + +Node: dcid:Amount_FarmInventory_SorghumForSilageOrGreenchop +description: "Amount of sorghum for silage or greenchop on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:SorghumForSilageOrGreenchop + +Node: dcid:Count_Farm_DryEdibleBeans +description: "Number of farms with dry edible beans." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:DryEdibleBeans + +Node: dcid:Area_Farm_DryEdibleBeans +description: "Area of farms with dry edible beans." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:DryEdibleBeans + +Node: dcid:Amount_FarmInventory_DryEdibleBeans +description: "Amount of dry edible beans on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:DryEdibleBeans + +Node: dcid:Count_Farm_Cotton +description: "Number of farms with cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Cotton + +Node: dcid:Area_Farm_Cotton +description: "Area of farms with cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:Cotton + +Node: dcid:Amount_FarmInventory_Cotton +description: "Amount of cotton on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:Cotton + +Node: dcid:Count_Farm_UplandCotton +description: "Number of farms with upland cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:UplandCotton + +Node: dcid:Area_Farm_UplandCotton +description: "Area of farms with upland cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:UplandCotton + +Node: dcid:Amount_FarmInventory_UplandCotton +description: "Amount of upland cotton on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:UplandCotton + +Node: dcid:Count_Farm_PimaCotton +description: "Number of farms with pima cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:PimaCotton + +Node: dcid:Area_Farm_PimaCotton +description: "Area of farms with pima cotton." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:PimaCotton + +Node: dcid:Amount_FarmInventory_PimaCotton +description: "Amount of pima cotton on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:PimaCotton + +Node: dcid:Count_Farm_Forage +description: "Number of farms with forage." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Forage + +Node: dcid:Area_Farm_Forage +description: "Area of farms with forage." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:Forage + +Node: dcid:Amount_FarmInventory_Forage +description: "Amount of forage on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:Forage + +Node: dcid:Count_Farm_Rice +description: "Number of farms with rice." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Rice + +Node: dcid:Area_Farm_Rice +description: "Area of farms with rice." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:Rice + +Node: dcid:Amount_FarmInventory_Rice +description: "Amount of forage on rice." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:Rice + +Node: dcid:Count_Farm_SunflowerSeed +description: "Number of farms with sunflower seed." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SunflowerSeed + +Node: dcid:Area_Farm_SunflowerSeed +description: "Area of farms with sunflower seed." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:SunflowerSeed + +Node: dcid:Amount_FarmInventory_SunflowerSeed +description: "Amount of forage on sunflower seed." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:SunflowerSeed + +Node: dcid:Count_Farm_SugarbeetsForSugar +description: "Number of farms with sugarbeets for sugar." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SugarbeetsForSugar + +Node: dcid:Area_Farm_SugarbeetsForSugar +description: "Area of farms with sugarbeets for sugar." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:SugarbeetsForSugar + +Node: dcid:Amount_FarmInventory_SugarbeetsForSugar +description: "Amount of forage on sugarbeets for sugar." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:SugarbeetsForSugar + +Node: dcid:Count_Farm_PeanutsForNuts +description: "Number of farms with peanuts for nuts." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:PeanutsForNuts + +Node: dcid:Area_Farm_PeanutsForNuts +description: "Area of farms with peanuts for nuts." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:PeanutsForNuts + +Node: dcid:Amount_FarmInventory_PeanutsForNuts +description: "Amount of peanuts for nuts on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:FarmInventory +measuredProperty: dcs:amount +statType: dcs:measuredValue +farmInventoryType: dcs:PeanutsForNuts + +Node: dcid:Count_Farm_VegetablesHarvestedForSale +description: "Number of farms with vegetables harvested for sale." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:VegetablesHarvestedForSale + +Node: dcid:Area_Farm_VegetablesHarvestedForSale +description: "Area of farms with vegetables harvested for sale." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:VegetablesHarvestedForSale + +Node: dcid:Count_Farm_Potatoes +description: "Number of farms with potatoes." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Potatoes + +Node: dcid:Area_Farm_Potatoes +description: "Area of farms with potatoes." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:Potatoes + +Node: dcid:Count_Farm_SweetPotatoes +description: "Number of farms with sweet potatoes." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:SweetPotatoes + +Node: dcid:Area_Farm_SweetPotatoes +description: "Area of farms with sweet potatoes." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:SweetPotatoes + +Node: dcid:Count_Farm_Orchards +description: "Number of farms with orchards." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +farmInventoryType: dcs:Orchards + +Node: dcid:Area_Farm_Orchards +description: "Area of farms with orchards." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +farmInventoryType: dcs:Orchards + +Node: dcid:Count_Farm_Producer_HispanicOrLatino +description: "Number of farms with Hispanic or Latino producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:HispanicOrLatino + +Node: dcid:Count_Person_Producer_HispanicOrLatino +description: "Number of Hispanic or Latino producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:HispanicOrLatino + +Node: dcid:Area_Farm_Producer_HispanicOrLatino +description: "Area of farms with Hispanic or Latino producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:HispanicOrLatino + +Node: dcid:Count_Farm_PrimaryProducer_HispanicOrLatino +description: "Number of farms with Hispanic or Latino primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:HispanicOrLatino + +Node: dcid:Area_Farm_PrimaryProducer_HispanicOrLatino +description: "Area of farms with Hispanic or Latino primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:HispanicOrLatino + +Node: dcid:Count_Farm_Producer_AmericanIndianOrAlaskaNativeAlone +description: "Number of farms with American Indian or Alaska Native producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AmericanIndianOrAlaskaNativeAlone + +Node: dcid:Count_Person_Producer_AmericanIndianOrAlaskaNativeAlone +description: "Number of American Indian or Alaska Native producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AmericanIndianOrAlaskaNativeAlone + +Node: dcid:Area_Farm_Producer_AmericanIndianOrAlaskaNativeAlone +description: "Area of farms with American Indian or Alaska Native producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AmericanIndianOrAlaskaNativeAlone + +Node: dcid:Count_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone +description: "Number of farms with American Indian or Alaska Native primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:AmericanIndianOrAlaskaNativeAlone + +Node: dcid:Area_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone +description: "Area of farms with American Indian or Alaska Native primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:AmericanIndianOrAlaskaNativeAlone + +Node: dcid:Count_Farm_Producer_AsianAlone +description: "Number of farms with Asian producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AsianAlone + +Node: dcid:Count_Person_Producer_AsianAlone +description: "Number of Asian producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AsianAlone + +Node: dcid:Area_Farm_Producer_AsianAlone +description: "Area of farms with Asian producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:AsianAlone + +Node: dcid:Count_Farm_PrimaryProducer_AsianAlone +description: "Number of farms with Asian primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:AsianAlone + +Node: dcid:Area_Farm_PrimaryProducer_AsianAlone +description: "Area of farms with Asian primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:AsianAlone + +Node: dcid:Count_Farm_Producer_BlackOrAfricanAmericanAlone +description: "Number of farms with Black or African American producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:BlackOrAfricanAmericanAlone + +Node: dcid:Count_Person_Producer_BlackOrAfricanAmericanAlone +description: "Number of Black or African American producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:BlackOrAfricanAmericanAlone + +Node: dcid:Area_Farm_Producer_BlackOrAfricanAmericanAlone +description: "Area of farms with Black or African American producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:BlackOrAfricanAmericanAlone + +Node: dcid:Count_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone +description: "Number of farms with Black or African American priamry producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:BlackOrAfricanAmericanAlone + +Node: dcid:Area_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone +description: "Area of farms with Black or African American primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:BlackOrAfricanAmericanAlone + +Node: dcid:Count_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone +description: "Number of farms with Native Hawaiian or other Pacific Islander producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:NativeHawaiianOrOtherPacificIslanderAlone + +Node: dcid:Count_Person_Producer_NativeHawaiianOrOtherPacificIslanderAlone +description: "Number of Native Hawaiian or other Pacific Islander producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:NativeHawaiianOrOtherPacificIslanderAlone + +Node: dcid:Area_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone +description: "Area of farms with Native Hawaiian or other Pacific Islander producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:NativeHawaiianOrOtherPacificIslanderAlone + +Node: dcid:Count_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone +description: "Number of farms with Native Hawaiian or other Pacific Islander primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:NativeHawaiianOrOtherPacificIslanderAlone + +Node: dcid:Area_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone +description: "Area of farms with Native Hawaiian or other Pacific Islander primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:NativeHawaiianOrOtherPacificIslanderAlone + +Node: dcid:Count_Farm_Producer_WhiteAlone +description: "Number of farms with White producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:WhiteAlone + +Node: dcid:Count_Person_Producer_WhiteAlone +description: "Number of White producers on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:WhiteAlone + +Node: dcid:Area_Farm_Producer_WhiteAlone +description: "Area of farms with White producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:WhiteAlone + +Node: dcid:Count_Farm_PrimaryProducer_WhiteAlone +description: "Number of farms with White primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:WhiteAlone + +Node: dcid:Area_Farm_PrimaryProducer_WhiteAlone +description: "Area of farms with White primary producers." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:WhiteAlone + +Node: dcid:Count_Farm_Producer_TwoOrMoreRaces +description: "Number of farms with producers of two or more races." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:TwoOrMoreRaces + +Node: dcid:Count_Person_Producer_TwoOrMoreRaces +description: "Number of producers of two of more races on farms." +typeOf: dcs:StatisticalVariable +populationType: dcs:Person +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:TwoOrMoreRaces + +Node: dcid:Area_Farm_Producer_TwoOrMoreRaces +description: "Area of farms with producers of two or more races." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:Producer +race: dcs:TwoOrMoreRaces + +Node: dcid:Count_Farm_PrimaryProducer_TwoOrMoreRaces +description: "Number of farms with primary producers of two or more races." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:count +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:TwoOrMoreRaces + +Node: dcid:Area_Farm_PrimaryProducer_TwoOrMoreRaces +description: "Area of farms with primary producers of two or more races." +typeOf: dcs:StatisticalVariable +populationType: dcs:Farm +measuredProperty: dcs:area +statType: dcs:measuredValue +ownershipStatus: dcs:PrimaryProducer +race: dcs:TwoOrMoreRaces + +## Classes + +Node: dcid:Farm +typeOf: schema:Class +description: "An area of land and its buildings used for growing crops and rearing animals." +subClassOf: schema:Place +name: "Farm" + +Node: dcid:FarmInventory +typeOf: schema:Class +description: "Something grown or produced on a farm." +subClassOf: schema:Thing +name: "FarmInventory" + +Node: dcid:Bushel +typeOf: dcs:VolumeUnitOfMeasure +description: "A measure of capacity equal to 64 US pints (equivalent to 35.2 liters), used for dry goods." +name: "Bushel" + +Node: dcid:Bale +typeOf: dcs:VolumeUnitOfMeasure +description: "A bundle of paper, hay, cotton, etc., tightly wrapped and bound with cords or hoops." +name: "Bale" + +Node: dcid:Ton +typeOf: dcs:WeightUnitOfMeasure +description: "A unit of weight equal to 2,000 pounds avoirdupois (907.19 kg)." +name: "Ton" + +Node: dcid:Pound +typeOf: dcs:WeightUnitOfMeasure +description: "A unit of weight in general use equal to 16 oz. avoirdupois (0.4536 kg)." +name: "Pound" + +Node: dcid:Hundredweight +typeOf: dcs:WeightUnitOfMeasure +description: "A unit of weight equal to 100 lb avoirdupois (about 45.4 kg)." +name: "Hundredweight" + +Node: dcid:USDollarPerFarm +typeOf: dcs:CurrencyUnitOfMeasure +name: "USDollarPerFarm" + +Node: dcid:USDollarPerAcre +typeOf: dcs:CurrencyUnitOfMeasure +name: "USDollarPerAcre" + +## Properties + +Node: dcid:marketValue +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:Quantity +name: "marketValue" + +Node: dcid:farmSize +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:QuantityRange +name: "farmSize" + +Node: dcid:valueOfSales +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:QuantityRange +name: "valueOfSales" + +Node: dcid:farmType +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:FarmTypeEnum +name: "farmType" + +Node: dcid:governmentPaymentStatus +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:GovernmentPaymentStatusEnum +name: "governmentPaymentStatus" + +Node: dcid:incomeStatus +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:IncomeStatusEnum +name: "incomeStatus" + +Node: dcid:expenses +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:Quantity +name: "expenses" + +Node: dcid:farmInventoryType +typeOf: schema:Property +domainIncludes: dcs:Farm, dcs:FarmInventory +rangeIncludes: dcs:FarmInventoryTypeEnum +name: "farmInventoryType" + +Node: dcid:quantitySold +typeOf: schema:Property +domainIncludes: dcs:FarmInventory +rangeIncludes: dcs:Quantity +name: "quantitySold" + +Node: dcid:farmInventoryStatus +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:FarmInventoryStatusEnum +name: "farmInventoryStatus" + +Node: dcid:ownershipStatus +typeOf: schema:Property +domainIncludes: dcs:Farm +rangeIncludes: dcs:OwnershipStatusEnum +name: "ownershipStatus" + +Node: dcid:amount +typeOf: schema:Property +domainIncludes: dcs:FarmInventory + +Node: dcid:area +typeOf: schema:Property +domainIncludes: dcs:Farm + +Node: dcid:income +typeOf: schema:Property +domainIncludes: dcs:Farm + +Node: dcid:monetaryValue +typeOf: schema:Property +domainIncludes: dcs:Farm + +## Enums + +Node: dcid:FarmTypeEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "FarmTypeEnum" + +Node: dcid:Cropland +typeOf: dcs:FarmTypeEnum +name: "Cropland" + +Node: dcid:HarvestedCropland +typeOf: dcs:FarmTypeEnum +name: "HarvestedCropland" +specializationOf: dcs:Cropland + +Node: dcid:IrrigatedLand +typeOf: dcs:FarmTypeEnum +name: "IrrigatedLand" + +Node: dcid:GovernmentPaymentStatusEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "GovernmentPaymentStatusEnum" + +Node: dcid:GovernmentPayment +typeOf: dcs:GovernmentPaymentStatusEnum +name: "GovernmentPayment" + +Node: dcid:IncomePaymentStatusEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "IncomePaymentStatusEnum" + +Node: dcid:ReportedIncome +typeOf: dcs:IncomePaymentStatusEnum +name: "ReportedIncome" + +Node: dcid:ReportedNetIncome +typeOf: dcs:IncomePaymentStatusEnum +name: "ReportedNetIncome" + +Node: dcid:IncomeMeasurementEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "IncomeMeasurementEnum" + +Node: dcid:NetMeasure +typeOf: dcs:IncomeMeasurementEnum +name: "NetMeasure" + +Node: dcid:FarmInventoryTypeEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "FarmInventoryTypeEnum" + +Node: dcid:LandAndBuildings +typeOf: dcs:FarmInventoryTypeEnum +name: "LandAndBuildings" + +Node: dcid:MachineryAndEquipment +typeOf: dcs:FarmInventoryTypeEnum +name: "MachineryAndEquipment" + +Node: dcid:AgriculturalProducts +typeOf: dcs:FarmInventoryTypeEnum +name: "AgriculturalProducts" + +Node: dcid:LivestockAndPoultry +typeOf: dcs:FarmInventoryTypeEnum +name: "LivestockAndPoultry" +specializationOf: dcs:AgriculturalProducts + +Node: dcid:CattleAndCalves +typeOf: dcs:FarmInventoryTypeEnum +name: "CattleAndCalves" +specializationOf: dcs:LivestockAndPoultry + +Node: dcid:BeefCows +typeOf: dcs:FarmInventoryTypeEnum +name: "BeefCows" +specializationOf: dcs:CattleAndCalves + +Node: dcid:MilkCows +typeOf: dcs:FarmInventoryTypeEnum +name: "MilkCows" +specializationOf: dcs:CattleAndCalves + +Node: dcid:HogsAndPigs +typeOf: dcs:FarmInventoryTypeEnum +name: "HogsAndPigs" +specializationOf: dcs:LivestockAndPoultry + +Node: dcid:SheepAndLambs +typeOf: dcs:FarmInventoryTypeEnum +name: "SheepAndLambs" +specializationOf: dcs:LivestockAndPoultry + +Node: dcid:Layers +typeOf: dcs:FarmInventoryTypeEnum +name: "Layers" +specializationOf: dcs:LivestockAndPoultry + +Node: dcid:Broilers +typeOf: dcs:FarmInventoryTypeEnum +name: "Broilers" +specializationOf: dcs:LivestockAndPoultry + +Node: dcid:Crops +typeOf: dcs:FarmInventoryTypeEnum +name: "Crops" +specializationOf: dcs:AgriculturalProducts + +Node: dcid:Corn +typeOf: dcs:FarmInventoryTypeEnum +name: "Corn" +specializationOf: dcs:Crops + +Node: dcid:CornForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "CornForGrain" +specializationOf: dcs:Corn + +Node: dcid:CornForSilageOrGreenchop +typeOf: dcs:FarmInventoryTypeEnum +name: "CornForSilageOrGreenchop" +specializationOf: dcs:Corn + +Node: dcid:WheatForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "WheatForGrain" +specializationOf: dcs:Crops + +Node: dcid:DurumWheatForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "DurumWheatForGrain" +specializationOf: dcs:WheatForGrain + +Node: dcid:OtherSpringWheatForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "OtherSpringWheatForGrain" +specializationOf: dcs:WheatForGrain + +Node: dcid:WinterWheatForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "WinterWheatForGrain" +specializationOf: dcs:WheatForGrain + +Node: dcid:OatsForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "OatsForGrain" +specializationOf: dcs:Crops + +Node: dcid:BarleyForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "BarleyForGrain" +specializationOf: dcs:Crops + +Node: dcid:BarleyForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "BarleyForGrain" +specializationOf: dcs:Crops + +Node: dcid:SorghumForGrain +typeOf: dcs:FarmInventoryTypeEnum +name: "SorghumForGrain" +specializationOf: dcs:Crops + +Node: dcid:SorghumForSilageOrGreenchop +typeOf: dcs:FarmInventoryTypeEnum +name: "SorghumForSilageOrGreenchop" +specializationOf: dcs:Crops + +Node: dcid:DryEdibleBeans +typeOf: dcs:FarmInventoryTypeEnum +name: "DryEdibleBeans" +specializationOf: dcs:Crops + +Node: dcid:Cotton +typeOf: dcs:FarmInventoryTypeEnum +name: "Cotton" +specializationOf: dcs:Crops + +Node: dcid:UplandCotton +typeOf: dcs:FarmInventoryTypeEnum +name: "UplandCotton" +specializationOf: dcs:Cotton + +Node: dcid:PimaCotton +typeOf: dcs:FarmInventoryTypeEnum +name: "PimaCotton" +specializationOf: dcs:Cotton + +Node: dcid:Forage +typeOf: dcs:FarmInventoryTypeEnum +name: "Forage" +specializationOf: dcs:Crops + +Node: dcid:Rice +typeOf: dcs:FarmInventoryTypeEnum +name: "Rice" +specializationOf: dcs:Crops + +Node: dcid:SunflowerSeed +typeOf: dcs:FarmInventoryTypeEnum +name: "SunflowerSeed" +specializationOf: dcs:Crops + +Node: dcid:SugarbeetsForSugar +typeOf: dcs:FarmInventoryTypeEnum +name: "SugarbeetsForSugar" +specializationOf: dcs:Crops + +Node: dcid:PeanutsForNuts +typeOf: dcs:FarmInventoryTypeEnum +name: "PeanutsForNuts" +specializationOf: dcs:Crops + +Node: dcid:VegetablesHarvestedForSale +typeOf: dcs:FarmInventoryTypeEnum +name: "VegetablesHarvestedForSale" +specializationOf: dcs:Crops + +Node: dcid:Potatoes +typeOf: dcs:FarmInventoryTypeEnum +name: "Potatoes" +specializationOf: dcs:VegetablesHarvestedForSale + +Node: dcid:SweetPotatoes +typeOf: dcs:FarmInventoryTypeEnum +name: "SweetPotatoes" +specializationOf: dcs:VegetablesHarvestedForSale + +Node: dcid:Orchards +typeOf: dcs:FarmInventoryTypeEnum +name: "Orchards" +specializationOf: dcs:Crops + +Node: dcid:FarmInventoryStatusEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "FarmInventoryStatusEnum" + +Node: dcid:InventorySold +typeOf: dcs:FarmInventoryStatusEnum +name: "InventorySold" + +Node: dcid:OwnershipStatusEnum +typeOf: schema:Class +subClassOf: schema:Enumeration +name: "OwnershipStatusEnum" + +Node: dcid:Producer +typeOf: dcs:OwnershipStatusEnum +name: "Producer" + +Node: dcid:PrimaryProducer +typeOf: dcs:OwnershipStatusEnum +name: "PrimaryProducer" diff --git a/scripts/us_usda/nass_census/agriculture.tmcf b/scripts/us_usda/nass_census/agriculture.tmcf new file mode 100644 index 0000000000..8b098ca201 --- /dev/null +++ b/scripts/us_usda/nass_census/agriculture.tmcf @@ -0,0 +1,8 @@ +Node: E:USDA_AgricultureCensus->E0 +typeOf: dcs:StatVarObservation +variableMeasured: C:USDA_AgricultureCensus->variableMeasured +observationDate: "2017" +observationAbout: C:USDA_AgricultureCensus->observationAbout +observationPeriod: "P5Y" +value: C:USDA_AgricultureCensus->value +unit: C:USDA_AgricultureCensus->unit diff --git a/scripts/us_usda/nass_census/dc_generated/report.json b/scripts/us_usda/nass_census/dc_generated/report.json new file mode 100644 index 0000000000..2ac4b1ed1e --- /dev/null +++ b/scripts/us_usda/nass_census/dc_generated/report.json @@ -0,0 +1,265 @@ +{ + "levelSummary": { + "LEVEL_INFO": { + "counters": { + "NumRowSuccesses": "661158", + "NumPVSuccesses": "5569995", + "Existence_NumChecks": "5189568", + "NumNodeSuccesses": "661158", + "Existence_NumDcCalls": "2" + } + }, + "LEVEL_WARNING": { + "counters": { + "StrSplit_EmptyToken_unit": "380427" + } + } + }, + "entries": [{ + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "2" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "3" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "4" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "5" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "6" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "7" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "8" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "9" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "10" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "11" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "12" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "13" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "14" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "15" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "16" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "17" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "18" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "19" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "20" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "21" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "22" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "23" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "24" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "25" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "26" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "27" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "28" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "29" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "30" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }, { + "level": "LEVEL_WARNING", + "location": { + "file": "agriculture.csv", + "lineNumber": "31" + }, + "userMessage": "Empty value found :: value: '', column: 'unit', property: 'unit', node: 'E:USDA_AgricultureCensus->E0'", + "counterKey": "StrSplit_EmptyToken_unit" + }], + "commandArgs": { + "existenceChecks": true, + "resolution": "RESOLUTION_MODE_LOCAL", + "numThreads": 1, + "statChecks": true + } +} \ No newline at end of file diff --git a/scripts/us_usda/nass_census/process.py b/scripts/us_usda/nass_census/process.py new file mode 100644 index 0000000000..3e0d69d314 --- /dev/null +++ b/scripts/us_usda/nass_census/process.py @@ -0,0 +1,82 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Import USDA Census of Agriculture.""" + +import csv +import io +from google.cloud import storage + +CSV_COLUMNS = [ + 'variableMeasured', + 'observationAbout', + 'value', + 'unit', +] + +SKIPPED_VALUES = [ + '(D)', + '(Z)', +] + + +def get_statvars(filename): + d = {} + f = open(filename) + lines = f.readlines() + for l in lines: + l = l[:-1] # trim newline character + p = l.split('^') + d[p[0]] = tuple(p[1:]) + f.close() + return d + + +def write_csv(reader, out, d): + writer = csv.DictWriter(out, fieldnames=CSV_COLUMNS, lineterminator='\n') + writer.writeheader() + for r in reader: + key = r['SHORT_DESC'] + if r['DOMAINCAT_DESC']: + key += '%%' + r['DOMAINCAT_DESC'] + if key not in d: + continue + if r['VALUE'] in SKIPPED_VALUES: + continue + value = d[key] + if r['AGG_LEVEL_DESC'] == 'NATIONAL': + observationAbout = 'dcid:country/USA' + elif r['AGG_LEVEL_DESC'] == 'STATE': + observationAbout = 'dcid:geoId/' + r['STATE_FIPS_CODE'] + elif r['AGG_LEVEL_DESC'] == 'COUNTY': + observationAbout = 'dcid:geoId/' + r['STATE_FIPS_CODE'] + r[ + 'COUNTY_CODE'] + row = { + 'variableMeasured': 'dcs:' + value[0], + 'observationAbout': observationAbout, + 'value': int(r['VALUE'].replace(',', '')), + } + if len(value) > 1: + row['unit'] = 'dcs:' + value[1] + writer.writerow(row) + + +if __name__ == '__main__': + d = get_statvars('statvars') + client = storage.Client() + bucket = client.get_bucket('datcom-csv') + blob = bucket.get_blob('usda/2017_cdqt_data.txt') + s = blob.download_as_string().decode('utf-8') + reader = csv.DictReader(io.StringIO(s), delimiter='\t') + out = open('agriculture.csv', 'w', newline='') + write_csv(reader, out, d) diff --git a/scripts/us_usda/nass_census/process_test.py b/scripts/us_usda/nass_census/process_test.py new file mode 100644 index 0000000000..9979b0425a --- /dev/null +++ b/scripts/us_usda/nass_census/process_test.py @@ -0,0 +1,37 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Tests for process.py""" + +import csv +import io +import unittest +from process import get_statvars, write_csv + + +class ProcessTest(unittest.TestCase): + + def test_write_csv(self): + with open('./testdata/input.csv') as f_in: + d = get_statvars('statvars') + reader = csv.DictReader(f_in, delimiter='\t') + f_out = io.StringIO() + f_expected = open('testdata/expected.csv') + expected = f_expected.read() + f_expected.close() + write_csv(reader, f_out, d) + self.assertEqual(expected, f_out.getvalue()) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/us_usda/nass_census/statvars b/scripts/us_usda/nass_census/statvars new file mode 100644 index 0000000000..5d4ee53987 --- /dev/null +++ b/scripts/us_usda/nass_census/statvars @@ -0,0 +1,158 @@ +FARM OPERATIONS - NUMBER OF OPERATIONS^Count_Farm +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (1.0 TO 9.9 ACRES)^Count_Farm_1To9.9Acre +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (10.0 TO 49.9 ACRES)^Count_Farm_10To49.9Acre +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (50 TO 179 ACRES)^Count_Farm_50To179Acre +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (180 TO 499 ACRES)^Count_Farm_180To499Acre +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (500 TO 999 ACRES)^Count_Farm_500To999Acre +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (1,000 OR MORE ACRES)^Count_1000OnwardsAcre +FARM OPERATIONS - ACRES OPERATED^Area_Farm^Acre +FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION^Mean_Area_Farm^Acre +FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION, MEDIAN^Median_Area_Farm^Acre +AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / OPERATION^Mean_MarketValue_Farm_LandAndBuildings^USDollarPerFarm +AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / ACRE^Mean_MarketValue_Farm_LandAndBuildings^USDollarPerAcre +MACHINERY TOTALS - ASSET VALUE, MEASURED IN $^MarketValue_Farm_MachineryAndEquipment^USDollar +MACHINERY TOTALS - ASSET VALUE, MEASURED IN $ / OPERATION^Mean_MarketValue_Farm_MachineryAndEquipment^USDollarPerFarm +AG LAND, CROPLAND - NUMBER OF OPERATIONS^Count_Farm_Cropland +AG LAND, CROPLAND - ACRES^Area_Farm_Cropland^Acre +AG LAND, CROPLAND, HARVESTED - NUMBER OF OPERATIONS^Count_Farm_HarvestedCropland +AG LAND, CROPLAND, HARVESTED - ACRES^Area_Farm_HarvestedCropland^Acre +AG LAND, IRRIGATED - NUMBER OF OPERATIONS^Count_Farm_IrrigatedLand +AG LAND, IRRIGATED - ACRES^Area_Farm_IrrigatedLand^Acre +COMMODITY TOTALS - SALES, MEASURED IN $^MarketValue_Farm_AgriculturalProducts^USDollar +COMMODITY TOTALS - SALES, MEASURED IN $ / OPERATION^Mean_MarketValue_Farm_AgriculturalProducts^USDollarPerFarm +CROP TOTALS - SALES, MEASURED IN $^MarketValue_Farm_Crops^USDollar +ANIMAL TOTALS, INCL PRODUCTS - SALES, MEASURED IN $^MarketValue_Farm_LivestockAndPoultry^USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (LESS THAN 2,500 $)^Count_Farm_Upto1000USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (2,500 TO 4,999 $)^Count_Farm_2500To4999USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (5,000 TO 9,999 $)^Count_Farm_5000To9999USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (10,000 TO 24,999 $)^Count_Farm_10000To24999USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (25,000 TO 49,999 $)^Count_Farm_25000To49999USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (50,000 TO 99,999 $)^Count_Farm_50000To99999USDollar +COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (100,000 OR MORE $)^Count_Farm_100000OnwardsUSDollar +GOVT PROGRAMS, FEDERAL - OPERATIONS WITH RECEIPTS^Count_Farm_ReceivedGovernmentPayment +GOVT PROGRAMS, FEDERAL - RECEIPTS, MEASURED IN $^MonetaryValue_Farm_GovernmentPayment^USDollar +INCOME, FARM-RELATED - OPERATIONS WITH RECEIPTS^Count_Farm_ReportedIncome +INCOME, FARM-RELATED - RECEIPTS, MEASURED IN $^Income_Farm^USDollar +EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $^Expenses_Farm^USDollar +EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $ / OPERATION^Mean_Expenses_Farm^USDollarPerFarm +INCOME, NET CASH FARM, OF OPERATIONS - OPERATIONS WITH NET INCOME^Count_Farm_ReportedNetIncome +INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $^NetMeasure_Income_Farm^USDollar +INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $ / OPERATION^Mean_NetMeasure_Income_Farm^USDollarPerFarm +CATTLE, INCL CALVES - OPERATIONS WITH INVENTORY^Count_Farm_CattleAndCalves +CATTLE, INCL CALVES - INVENTORY^Count_FarmInventory_CattleAndCalves +CATTLE, COWS, BEEF - OPERATIONS WITH INVENTORY^Count_Farm_BeefCows +CATTLE, COWS, BEEF - INVENTORY^Count_FarmInventory_BeefCows +CATTLE, COWS, MILK - OPERATIONS WITH INVENTORY^Count_Farm_MilkCows +CATTLE, COWS, MILK - INVENTORY^Count_FarmInventory_MilkCows +CATTLE, INCL CALVES - OPERATIONS WITH SALES^Count_Farm_InventorySold_CattleAndCalves +CATTLE, INCL CALVES - SALES, MEASURED IN HEAD^QuantitySold_FarmInventory_CattleAndCalves +HOGS - OPERATIONS WITH INVENTORY^Count_Farm_HogsAndPigs +HOGS - INVENTORY^Count_FarmInventory_HogsAndPigs +HOGS - OPERATIONS WITH SALES^Count_Farm_InventorySold_HogsAndPigs +HOGS - SALES, MEASURED IN HEAD^QuantitySold_FarmInventory_HogsAndPigs +SHEEP, INCL LAMBS - OPERATIONS WITH INVENTORY^Count_Farm_SheepAndLambs +SHEEP, INCL LAMBS - INVENTORY^Count_FarmInventory_SheepAndLambs +CHICKENS, LAYERS - OPERATIONS WITH INVENTORY^Count_Farm_Layers +CHICKENS, LAYERS - INVENTORY^Count_FarmInventory_Layers +CHICKENS, BROILERS - OPERATIONS WITH SALES^Count_Farm_Broilers +CHICKENS, BROILERS - SALES, MEASURED IN HEAD^Count_FarmInventory_Broilers +CORN, GRAIN - OPERATIONS WITH AREA HARVESTED^Count_Farm_CornForGrain +CORN, GRAIN - ACRES HARVESTED^Area_Farm_CornForGrain^Acre +CORN, GRAIN - PRODUCTION, MEASURED IN BU^Amout_FarmInventory_CornForGrain^Bushel +CORN, SILAGE - OPERATIONS WITH AREA HARVESTED^Count_Farm_CornForSilageOrGreenchop +CORN, SILAGE - ACRES HARVESTED^Area_Farm_CornForSilageOrGreenchop^Acre +CORN, SILAGE - PRODUCTION, MEASURED IN TONS^Amount_FarmInventory_CornForSilageOrGreenchop^Ton +WHEAT - OPERATIONS WITH AREA HARVESTED^Count_Farm_WheatForGrain +WHEAT - ACRES HARVESTED^Area_Farm_WheatForGrain^Acre +WHEAT - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_WheatForGrain^Bushel +WHEAT, SPRING, DURUM - OPERATIONS WITH AREA HARVESTED^Count_Farm_DurumWheatForGrain +WHEAT, SPRING, DURUM - ACRES HARVESTED^Area_Farm_DurumWheatForGrain^Acre +WHEAT, SPRING, DURUM - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_DurumWheatForGrain^Bushel +WHEAT, SPRING, (EXCL DURUM) - OPERATIONS WITH AREA HARVESTED^Count_Farm_OtherSpringWheatForGrain +WHEAT, SPRING, (EXCL DURUM) - ACRES HARVESTED^Area_Farm_OtherSpringWheatForGrain^Acre +WHEAT, SPRING, (EXCL DURUM) - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_OtherSpringWheatForGrain^Bushel +WHEAT, WINTER - OPERATIONS WITH AREA HARVESTED^Count_Farm_WinterWheatForGrain +WHEAT, WINTER - ACRES HARVESTED^Area_Farm_WinterWheatForGrain^Acre +WHEAT, WINTER - PRODUCTION, MEASURED IN BU^AmountFarmInventory_WinterWheatForGrain^Bushel +OATS - OPERATIONS WITH AREA HARVESTED^Count_Farm_OatsForGrain +OATS - ACRES HARVESTED^Area_Farm_OatsForGrain^Acre +OATS - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_OatsForGrain^Bushel +BARLEY - OPERATIONS WITH AREA HARVESTED^Count_Farm_BarleyForGrain +BARLEY - ACRES HARVESTED^Area_Farm_BarleyForGrain^Acre +BARLEY - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_BarleyForGrain^Bushel +SORGHUM, GRAIN - OPERATIONS WITH AREA HARVESTED^Count_Farm_SorghumForGrain +SORGHUM, GRAIN - ACRES HARVESTED^Area_Farm_SorghumForGrain^Acre +SORGHUM, GRAIN - PRODUCTION, MEASURED IN BU^Amount_FarmInventory_SorghumForGrain^Bushel +SORGHUM, SILAGE - OPERATIONS WITH AREA HARVESTED^Count_Farm_SorghumForSilageOrGreenchop +SORGHUM, SILAGE - ACRES HARVESTED^Area_Farm_SorghumForSilageOrGreenchop^Acre +SORGHUM, SILAGE - PRODUCTION, MEASURED IN TONS^Amount_FarmInventory_SorghumForSilageOrGreenchop^Ton +BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - OPERATIONS WITH AREA HARVESTED^Count_Farm_DryEdibleBeans +BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - ACRES HARVESTED^Area_Farm_DryEdibleBeans^Acre +BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - PRODUCTION, MEASURED IN CWT^Amount_FarmInventory_DryEdibleBeans^Hundredweight +COTTON - OPERATIONS WITH AREA HARVESTED^Count_Farm_Cotton +COTTON - ACRES HARVESTED^Area_Farm_Cotton^Acre +COTTON - PRODUCTION, MEASURED IN BALES^Amount_FarmInventory_Cotton^Bale +COTTON, UPLAND - OPERATIONS WITH AREA HARVESTED^Count_Farm_UplandCotton +COTTON, UPLAND - ACRES HARVESTED^Area_Farm_UplandCotton^Acre +COTTON, UPLAND - PRODUCTION, MEASURED IN BALES^Amount_FarmInventory_UplandCotton^Bale +COTTON, PIMA - OPERATIONS WITH AREA HARVESTED^Count_Farm_PimaCotton +COTTON, PIMA - ACRES HARVESTED^Area_Farm_PimaCotton^Acre +COTTON, PIMA - PRODUCTION, MEASURED IN BALES^Amount_FarmInventory_PimaCotton^Bale +HAY & HAYLAGE - OPERATIONS WITH AREA HARVESTED^Count_Farm_Forage +HAY & HAYLAGE - ACRES HARVESTED^Area_Farm_Forage^Acre +HAY & HAYLAGE - PRODUCTION, MEASURED IN TONS, DRY BASIS^Amount_FarmInventory_Forage^Ton +RICE - OPERATIONS WITH AREA HARVESTED^Count_Farm_Rice +RICE - ACRES HARVESTED^Area_Farm_Rice^Acre +RICE - PRODUCTION, MEASURED IN CWT^Amount_FarmInventory_Rice^Hundredweight +SUNFLOWER - OPERATIONS WITH AREA HARVESTED^Count_Farm_SunflowerSeed +SUNFLOWER - ACRES HARVESTED^Area_Farm_SunflowerSeed^Acre +SUNFLOWER - PRODUCTION, MEASURED IN LB^Amount_FarmInventory_SunflowerSeed^Pound +SUGARBEETS - OPERATIONS WITH AREA HARVESTED^Count_Farm_SugarbeetsForSugar +SUGARBEETS - ACRES HARVESTED^Area_Farm_SugarbeetsForSugar^Acre +SUGARBEETS - PRODUCTION, MEASURED IN TONS^Amount_FarmInventory_SugarbeetsForSugar^Ton +PEANUTS - OPERATIONS WITH AREA HARVESTED^Count_Farm_PeanutsForNuts +PEANUTS - ACRES HARVESTED^Area_Farm_PeanutsForNuts^Acre +PEANUTS - PRODUCTION, MEASURED IN LB^Amount_FarmInventory_PeanutsForNuts^Pound +VEGETABLE TOTALS, IN THE OPEN - OPERATIONS WITH AREA HARVESTED^Count_Farm_VegetablesHarvestedForSale +VEGETABLE TOTALS, IN THE OPEN - ACRES HARVESTED^Area_Farm_VegetablesHarvestedForSale^Acre +POTATOES - OPERATIONS WITH AREA HARVESTED^Count_Farm_Potatoes +POTATOES - ACRES HARVESTED^Area_Farm_Potatoes^Acre +SWEET POTATOES - OPERATIONS WITH AREA HARVESTED^Count_Farm_SweetPotatoes +SWEET POTATOES - ACRES HARVESTED^Area_Farm_SweetPotatoes^Acre +ORCHARDS - OPERATIONS WITH AREA BEARING & NON-BEARING^Count_Farm_Orchards +ORCHARDS - ACRES BEARING & NON-BEARING^Area_Farm_Orchards^Acre +PRODUCERS, HISPANIC - NUMBER OF OPERATIONS^Count_Farm_Producer_HispanicOrLatino +PRODUCERS, HISPANIC - NUMBER OF PRODUCERS^Count_Person_Producer_HispanicOrLatino +PRODUCERS, HISPANIC - ACRES OPERATED^Area_Farm_Producer_HispanicOrLatino^Acre +PRODUCERS, PRINCIPAL, HISPANIC - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_HispanicOrLatino +PRODUCERS, PRINCIPAL, HISPANIC - ACRES OPERATED^Area_Farm_PrimaryProducer_HispanicOrLatino^Acre +PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF OPERATIONS^Count_Farm_Producer_AmericanIndianOrAlaskaNativeAlone +PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF PRODUCERS^Count_Person_Producer_AmericanIndianOrAlaskaNativeAlone +PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - ACRES OPERATED^Area_Farm_Producer_AmericanIndianOrAlaskaNativeAlone^Acre +PRODUCERS, PRINCIPAL, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone +PRODUCERS, PRINCIPAL, AMERICAN INDIAN OR ALASKA NATIVE - ACRES OPERATED^Area_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone^Acre +PRODUCERS, ASIAN - NUMBER OF OPERATIONS^Count_Farm_Producer_AsianAlone +PRODUCERS, ASIAN - NUMBER OF PRODUCERS^Count_Person_Producer_AsianAlone +PRODUCERS, ASIAN - ACRES OPERATED^Area_Farm_Producer_AsianAlone^Acre +PRODUCERS, PRINCIPAL, ASIAN - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_AsianAlone +PRODUCERS, PRINCIPAL, ASIAN - ACRES OPERATED^Area_Farm_PrimaryProducer_AsianAlone^Acre +PRODUCERS, BLACK OR AFRICAN AMERICAN - NUMBER OF OPERATIONS^Count_Farm_Producer_BlackOrAfricanAmericanAlone +PRODUCERS, BLACK OR AFRICAN AMERICAN - NUMBER OF PRODUCERS^Count_Person_Producer_BlackOrAfricanAmericanAlone +PRODUCERS, BLACK OR AFRICAN AMERICAN - ACRES OPERATED^Area_Farm_Producer_BlackOrAfricanAmericanAlone^Acre +PRODUCERS, PRINCIPAL, BLACK OR AFRICAN AMERICAN - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone +PRODUCERS, PRINCIPAL, BLACK OR AFRICAN AMERICAN - ACRES OPERATED^Area_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone^Acre +PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF OPERATIONS^Count_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone +PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF PRODUCERS^Count_Person_Producer_NativeHawaiianOrOtherPacificIslanderAlone +PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - ACRES OPERATED^Area_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone^Acre +PRODUCERS, PRINCIPAL, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone +PRODUCERS, PRINCIPAL, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - ACRES OPERATED^Area_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone^Acre +PRODUCERS, WHITE - NUMBER OF OPERATIONS^Count_Farm_Producer_WhiteAlone +PRODUCERS, WHITE - NUMBER OF PRODUCERS^Count_Person_Producer_WhiteAlone +PRODUCERS, WHITE - ACRES OPERATED^Area_Farm_Producer_WhiteAlone^Acre +PRODUCERS, PRINCIPAL, WHITE - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_WhiteAlone +PRODUCERS, PRINCIPAL, WHITE - ACRES OPERATED^Area_Farm_PrimaryProducer_WhiteAlone^Acre +PRODUCERS, MULTI-RACE - NUMBER OF OPERATIONS^Count_Farm_Producer_TwoOrMoreRaces +PRODUCERS, MULTI-RACE - NUMBER OF PRODUCERS^Count_Person_Producer_TwoOrMoreRaces +PRODUCERS, MULTI-RACE - ACRES OPERATED^Area_Farm_Producer_TwoOrMoreRaces^Acre +PRODUCERS, PRINCIPAL, MULTI-RACE - NUMBER OF OPERATIONS^Count_Farm_PrimaryProducer_TwoOrMoreRaces +PRODUCERS, PRINCIPAL, MULTI-RACE - ACRES OPERATED^Area_Farm_PrimaryProducer_TwoOrMoreRaces^Acre diff --git a/scripts/us_usda/nass_census/testdata/expected.csv b/scripts/us_usda/nass_census/testdata/expected.csv new file mode 100644 index 0000000000..574d355daa --- /dev/null +++ b/scripts/us_usda/nass_census/testdata/expected.csv @@ -0,0 +1,11 @@ +variableMeasured,observationAbout,value,unit +dcs:Count_Farm,dcid:country/USA,2042220, +dcs:Area_Farm,dcid:country/USA,900217576,dcs:Acre +dcs:Mean_Area_Farm,dcid:country/USA,441,dcs:Acre +dcs:Mean_MarketValue_Farm_LandAndBuildings,dcid:country/USA,1311808,dcs:USDollarPerFarm +dcs:Mean_MarketValue_Farm_LandAndBuildings,dcid:country/USA,2976,dcs:USDollarPerAcre +dcs:Count_Farm_Producer_HispanicOrLatino,dcid:country/USA,86278, +dcs:Count_Farm_PrimaryProducer_HispanicOrLatino,dcid:country/USA,77416, +dcs:Area_Farm_Producer_HispanicOrLatino,dcid:country/USA,32079910,dcs:Acre +dcs:Area_Farm_PrimaryProducer_HispanicOrLatino,dcid:country/USA,26041600,dcs:Acre +dcs:Count_Person_Producer_HispanicOrLatino,dcid:country/USA,112451, diff --git a/scripts/us_usda/nass_census/testdata/input.csv b/scripts/us_usda/nass_census/testdata/input.csv new file mode 100644 index 0000000000..de64bb03df --- /dev/null +++ b/scripts/us_usda/nass_census/testdata/input.csv @@ -0,0 +1,11 @@ +CENSUS_CHAPTER CENSUS_TABLE CENSUS_ROW CENSUS_COLUMN SECTOR_DESC SHORT_DESC COMMODITY_DESC AGG_LEVEL_DESC STATE_FIPS_CODE STATE_ALPHA STATE_NAME COUNTY_CODE COUNTY_NAME DOMAINCAT_DESC VALUE +1 1 1 1 ECONOMICS FARM OPERATIONS - NUMBER OF OPERATIONS FARM OPERATIONS NATIONAL 99 US US TOTAL NULL NULL 2,042,220 +1 1 2 1 ECONOMICS FARM OPERATIONS - ACRES OPERATED FARM OPERATIONS NATIONAL 99 US US TOTAL NULL NULL 900,217,576 +1 1 3 1 ECONOMICS FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION FARM OPERATIONS NATIONAL 99 US US TOTAL NULL NULL 441 +1 1 4 1 ECONOMICS AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / OPERATION AG LAND NATIONAL 99 US US TOTAL NULL NULL 1,311,808 +1 1 5 1 ECONOMICS AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / ACRE AG LAND NATIONAL 99 US US TOTAL NULL NULL 2,976 +1 59 1 1 DEMOGRAPHICS PRODUCERS, HISPANIC - NUMBER OF OPERATIONS PRODUCERS NATIONAL 99 US US TOTAL NULL NULL 86,278 +1 59 1 2 DEMOGRAPHICS PRODUCERS, PRINCIPAL, HISPANIC - NUMBER OF OPERATIONS PRODUCERS, PRINCIPAL NATIONAL 99 US US TOTAL NULL NULL 77,416 +1 59 2 1 DEMOGRAPHICS PRODUCERS, HISPANIC - ACRES OPERATED PRODUCERS NATIONAL 99 US US TOTAL NULL NULL 32,079,910 +1 59 2 2 DEMOGRAPHICS PRODUCERS, PRINCIPAL, HISPANIC - ACRES OPERATED PRODUCERS, PRINCIPAL NATIONAL 99 US US TOTAL NULL NULL 26,041,600 +1 60 1 1 DEMOGRAPHICS PRODUCERS, HISPANIC - NUMBER OF PRODUCERS PRODUCERS NATIONAL 99 US US TOTAL NULL NULL 112,451 diff --git a/scripts/us_usda/quickstats/.gitignore b/scripts/us_usda/quickstats/.gitignore new file mode 100644 index 0000000000..1c37506365 --- /dev/null +++ b/scripts/us_usda/quickstats/.gitignore @@ -0,0 +1,2 @@ +/output/ +dc_generated \ No newline at end of file diff --git a/scripts/us_usda/quickstats/README.md b/scripts/us_usda/quickstats/README.md new file mode 100644 index 0000000000..72f13fba76 --- /dev/null +++ b/scripts/us_usda/quickstats/README.md @@ -0,0 +1,20 @@ +The `process.py` script generates statvars based on the +USDA agriculture survey (and census data very soon) data +using the USDA quickstats [API][api]. + +[api]: https://quickstats.nass.usda.gov/api/ + +To generate CSV: +``` +python3 process.py +``` + +The output will be `output/ag-2023.csv`. + +The latest StatisticalVariable mappings are in `sv.csv`. The CSV fields are as follows: + +* `name`: The "Data Item" in the USDA/NASS QuickStats tool +* `sv`: The corresponding StatisticalVariable dcid +* `unit`: The unit dcid, if it exists + +TODO: Add additional mappings for other StatisticalVariables. \ No newline at end of file diff --git a/scripts/us_usda/quickstats/ag.tmcf b/scripts/us_usda/quickstats/ag.tmcf new file mode 100644 index 0000000000..69f8319733 --- /dev/null +++ b/scripts/us_usda/quickstats/ag.tmcf @@ -0,0 +1,8 @@ +Node: E:USDA_AgricultureSurvey->E0 +typeOf: dcs:StatVarObservation +variableMeasured: C:USDA_AgricultureSurvey->variableMeasured +observationDate: C:USDA_AgricultureSurvey->observationDate +observationAbout: C:USDA_AgricultureSurvey->observationAbout +observationPeriod: "P1Y" +value: C:USDA_AgricultureSurvey->value +unit: C:USDA_AgricultureSurvey->unit \ No newline at end of file diff --git a/scripts/us_usda/quickstats/manifest.json b/scripts/us_usda/quickstats/manifest.json new file mode 100644 index 0000000000..53032776a5 --- /dev/null +++ b/scripts/us_usda/quickstats/manifest.json @@ -0,0 +1,16 @@ +{ + "import_specifications": [ + { + "import_name": "UsdaAgSurvey", + "curator_emails": ["keyurs@google.com"], + "provenance_url": "https://quickstats.nass.usda.gov/api/", + "provenance_description": "The National Agricultural Statistics Service (NASS) offers Quick Stats, an on-line database containing official published aggregate estimates related to U.S. agricultural production.", + "scripts": ["process.py"], + "import_inputs": [{ + "template_mcf": "ag.tmcf", + "cleaned_csv": "output/consolidated.csv" + }], + "cron_schedule": "0 10 * * 2" + } + ] +} diff --git a/scripts/us_usda/quickstats/process.py b/scripts/us_usda/quickstats/process.py new file mode 100644 index 0000000000..e8312452ca --- /dev/null +++ b/scripts/us_usda/quickstats/process.py @@ -0,0 +1,343 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Import USDA Agriculture Survey data. + +To run this script, specify a USDA api key as follows: + +python3 process.py --usda_api_key= + +You can request an API key here: https://quickstats.nass.usda.gov/api/ + +If the key is not specified as above, it falls back to using a key specified +in a GCS config file. However, that file is available to DC team members only. +""" + +import csv +from datetime import datetime +from itertools import repeat +import json +import multiprocessing +from multiprocessing import get_context +import os +import sys + +from absl import app +from absl import flags +from google.cloud import storage +from ratelimit import limits +import requests + +API_BASE = 'https://quickstats.nass.usda.gov/api' + +CSV_COLUMNS = [ + 'variableMeasured', + 'observationDate', + 'observationAbout', + 'value', + 'unit', +] + +SKIPPED_VALUES = {'(D)', '(Z)'} + +SKIPPED_COUNTY_CODES = set([ + '998', # "OTHER" county code +]) + +_GCS_PROJECT_ID = 'datcom-204919' +_GCS_BUCKET = 'datcom-csv' +_GCS_FILE_PATH = 'usda/agriculture_survey/config.json' + +_USDA_API_KEY = 'usda_api_key' + +_FLAGS = flags.FLAGS + +flags.DEFINE_string(_USDA_API_KEY, None, 'USDA quickstats API key.') +flags.DEFINE_integer( + 'start_year', + os.getenv('start_year', + datetime.now().year), + 'Year from which data is processed.', +) +flags.DEFINE_integer( + 'num_counties', + os.getenv('num_counties', 100), + 'number of counties for which data is processed.', +) +flags.DEFINE_string('output_dir', 'output', + 'Output firectory for generated files.') + + +def process_survey_data(year, svs, out_dir, usda_api_key): + start = datetime.now() + print('Start', year, '=', start) + + os.makedirs(get_parts_dir(out_dir, year), exist_ok=True) + os.makedirs(get_response_dir(out_dir, year), exist_ok=True) + + print('Processing survey data for year', year) + + print('Getting county names') + county_names = get_param_values('county_name', usda_api_key) + county_names = county_names[:_FLAGS.num_counties] + print('# counties =', len(county_names)) + + pool_size = max(2, multiprocessing.cpu_count() - 1) + + with get_context("spawn").Pool(pool_size) as pool: + pool.starmap( + fetch_and_write, + zip(county_names, repeat(year), repeat(svs), repeat(out_dir), + repeat(usda_api_key)), + ) + + write_aggregate_csv(year, out_dir) + + end = datetime.now() + print('End', year, '=', end) + print('Duration', year, '=', str(end - start)) + + +def get_parts_dir(out_dir, year): + return f'{out_dir}/parts/{year}' + + +def get_response_dir(out_dir, year): + return f'{out_dir}/response/{year}' + + +def get_response_file_path(out_dir, year, county): + return f'{get_response_dir(out_dir, year)}/{county}.json' + + +def get_year_csv_file_path(out_dir, year): + return f'{out_dir}/ag-{year}.csv' + + +def write_aggregate_csv(year, out_dir): + parts_dir = get_parts_dir(out_dir, year) + part_files = os.listdir(parts_dir) + out_file = get_year_csv_file_path(out_dir, year) + + print('Writing aggregate CSV', out_file) + + with open(out_file, 'w', newline='') as out: + csv_writer = csv.DictWriter(out, + fieldnames=CSV_COLUMNS, + lineterminator='\n') + csv_writer.writeheader() + for part_file in part_files: + if part_file.endswith('.csv'): + with open(f'{parts_dir}/{part_file}', 'r') as part: + csv_writer.writerows(csv.DictReader(part)) + + +def write_consolidated_csv(years, out_dir): + out_file = f'{out_dir}/consolidated.csv' + + print('Writing consolidated CSV', out_file) + + with open(out_file, 'w', newline='') as out: + csv_writer = csv.DictWriter(out, + fieldnames=CSV_COLUMNS, + lineterminator='\n') + csv_writer.writeheader() + for year in years: + with open(get_year_csv_file_path(out_dir, year), 'r') as part: + csv_writer.writerows(csv.DictReader(part)) + + +def fetch_and_write(county_name, year, svs, out_dir, usda_api_key): + out_file = ( + f"{get_parts_dir(out_dir, year)}/{county_name.replace('[^a-zA-Z0-9]', '')}.csv" + ) + api_data = get_survey_county_data(year, county_name, out_dir, usda_api_key) + county_csv_rows = to_csv_rows(api_data, svs) + print( + 'Writing', + len(county_csv_rows), + 'rows for county', + county_name, + 'to file', + out_file, + ) + with open(out_file, 'w', newline='') as out: + write_csv(out, county_csv_rows) + + +def get_survey_county_data(year, county, out_dir, usda_api_key): + print('Getting', year, 'survey data for county', county) + + response_file = get_response_file_path(out_dir, year, county) + if os.path.exists(response_file): + print('Reading response from file', response_file) + with open(response_file, 'r') as f: + response = json.load(f) + else: + params = { + 'key': usda_api_key, + 'source_desc': 'SURVEY', + 'year': year, + 'county_name': county, + } + response = get_data(params) + with open(response_file, 'w') as f: + print('Writing response to file', response_file) + json.dump(response, f, indent=2) + + if 'data' not in response: + eprint('No api records found for county', county) + return {'data': []} + + print('# api records for', county, '=', len(response['data'])) + return response + + +# TODO: determine if the rate limiter needs to be re-enabled. +# @limits(calls=10, period=60) +def get_data(params): + return requests.get(f'{API_BASE}/api_GET', params=params).json() + + +def get_param_values(param, usda_api_key): + params = {'key': usda_api_key, 'param': param} + response = requests.get(f'{API_BASE}/get_param_values', + params=params).json() + return [] if param not in response else response[param] + + +"""Converts a quickstats data row to a DC CSV row. + +data = quickstats data row +svs = {name: {name: ..., sv: ..., unit: ...}} + +returns = {variableMeasured: ..., observationAbout: ..., value: ..., unit: ...} +""" + + +def to_csv_row(data_row, svs): + name = data_row['short_desc'] + if (data_row['domaincat_desc'] and + data_row['domaincat_desc'] != 'NOT SPECIFIED'): + name = f"{name}%%{data_row['domaincat_desc']}" + + if name not in svs: + eprint('SKIPPED, No SV mapped for', name) + return None + + county_code = data_row['county_code'] + if county_code in SKIPPED_COUNTY_CODES: + eprint('SKIPPED, Unsupported county code', county_code) + return None + + value = ((data_row['value'] if 'value' in data_row else + data_row['Value']).strip().replace(',', '')) + if value in SKIPPED_VALUES: + eprint('SKIPPED, Invalid value', f"'{value}'", 'for', name) + return None + value = int(value) + + observation_about = ( + f"dcid:geoId/{data_row['state_fips_code']}{county_code}" + if data_row['state_fips_code'] else 'dcid:country/USA') + + sv = svs[name] + + return { + 'variableMeasured': sv['sv'], + 'observationDate': data_row['year'], + 'observationAbout': observation_about, + 'value': value, + 'unit': sv['unit'], + } + + +def to_csv_rows(api_data, svs): + csv_rows = [] + + for data_row in api_data['data']: + csv_row = to_csv_row(data_row, svs) + if csv_row: + csv_rows.append(csv_row) + + return csv_rows + + +def load_svs(): + svs = {} + with open('sv.csv', newline='') as csvfile: + reader = csv.DictReader(csvfile) + for row in reader: + svs[row['name']] = row + return svs + + +def write_csv(out, rows): + writer = csv.DictWriter(out, fieldnames=CSV_COLUMNS, lineterminator='\n') + writer.writeheader() + writer.writerows(rows) + + +def eprint(*args, **kwargs): + print(*args, file=sys.stderr, **kwargs) + + +def get_all_counties(usda_api_key): + svs = load_svs() + process_survey_data(2023, svs, 'output', usda_api_key) + + +def get_multiple_years(usda_api_key): + start = datetime.now() + print('Start', start) + + out_dir = _FLAGS.output_dir + svs = load_svs() + years = range(_FLAGS.start_year, datetime.now().year + 1) + for year in years: + process_survey_data(year, svs, out_dir, usda_api_key) + + write_consolidated_csv(years, out_dir) + + end = datetime.now() + print('End', end) + print('Duration', str(end - start)) + + +def get_cloud_config(): + print('Getting cloud config.') + storage_client = storage.Client(_GCS_PROJECT_ID) + bucket = storage_client.bucket(_GCS_BUCKET) + blob = bucket.blob(_GCS_FILE_PATH) + return json.loads(blob.download_as_string(client=None)) + + +def load_usda_api_key(): + if get_usda_api_key() is None: + _FLAGS.set_default(_USDA_API_KEY, get_cloud_config()[_USDA_API_KEY]) + + +def get_usda_api_key(): + _FLAGS(sys.argv) + return _FLAGS.usda_api_key + + +def main(_): + load_usda_api_key() + usda_api_key = get_usda_api_key() + print('USDA API key', usda_api_key) + get_multiple_years(usda_api_key) + + +if __name__ == '__main__': + app.run(main) diff --git a/scripts/us_usda/quickstats/process_test.py b/scripts/us_usda/quickstats/process_test.py new file mode 100644 index 0000000000..61bb4fe8e1 --- /dev/null +++ b/scripts/us_usda/quickstats/process_test.py @@ -0,0 +1,39 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Tests for process.py""" + +import csv +import io +import unittest +from process import to_csv_rows, get_survey_county_data, write_csv, load_svs + + +class ProcessTest(unittest.TestCase): + + def test_write_csv(self): + expected = None + with open('testdata/expected.csv') as f: + expected = f.read() + + svs = load_svs() + api_data = get_survey_county_data(2022, 'ALAMEDA', 'testdata') + csv_rows = to_csv_rows(api_data, svs) + out = io.StringIO() + print(csv_rows) + write_csv(out, csv_rows) + self.assertEqual(expected, out.getvalue()) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/us_usda/quickstats/sv.csv b/scripts/us_usda/quickstats/sv.csv new file mode 100644 index 0000000000..43d9b67a4a --- /dev/null +++ b/scripts/us_usda/quickstats/sv.csv @@ -0,0 +1,159 @@ +name,sv,unit +FARM OPERATIONS - NUMBER OF OPERATIONS,dcs:Count_Farm, +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (1.0 TO 9.9 ACRES),dcs:Count_Farm_1To9.9Acre, +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (10.0 TO 49.9 ACRES),dcs:Count_Farm_10To49.9Acre, +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (50 TO 179 ACRES),dcs:Count_Farm_50To179Acre, +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (180 TO 499 ACRES),dcs:Count_Farm_180To499Acre, +FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (500 TO 999 ACRES),dcs:Count_Farm_500To999Acre, +"FARM OPERATIONS - NUMBER OF OPERATIONS%%AREA OPERATED: (1,000 OR MORE ACRES)",dcs:Count_1000OnwardsAcre, +FARM OPERATIONS - ACRES OPERATED,dcs:Area_Farm,dcs:Acre +"FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION",dcs:Mean_Area_Farm,dcs:Acre +"FARM OPERATIONS - AREA OPERATED, MEASURED IN ACRES / OPERATION, MEDIAN",dcs:Median_Area_Farm,dcs:Acre +"AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / OPERATION",dcs:Mean_MarketValue_Farm_LandAndBuildings,dcs:USDollarPerFarm +"AG LAND, INCL BUILDINGS - ASSET VALUE, MEASURED IN $ / ACRE",dcs:Mean_MarketValue_Farm_LandAndBuildings,dcs:USDollarPerAcre +"MACHINERY TOTALS - ASSET VALUE, MEASURED IN $",dcs:MarketValue_Farm_MachinferyAndEquipment,dcs:USDollar +"MACHINERY TOTALS - ASSET VALUE, MEASURED IN $ / OPERATION",dcs:Mean_MarketValue_Farm_MachineryAndEquipment,dcs:USDollarPerFarm +"AG LAND, CROPLAND - NUMBER OF OPERATIONS",dcs:Count_Farm_Cropland, +"AG LAND, CROPLAND - ACRES",dcs:Area_Farm_Cropland,dcs:Acre +"AG LAND, CROPLAND, HARVESTED - NUMBER OF OPERATIONS",dcs:Count_Farm_HarvestedCropland, +"AG LAND, CROPLAND, HARVESTED - ACRES",dcs:Area_Farm_HarvestedCropland,dcs:Acre +"AG LAND, IRRIGATED - NUMBER OF OPERATIONS",dcs:Count_Farm_IrrigatedLand, +"AG LAND, IRRIGATED - ACRES",dcs:Area_Farm_IrrigatedLand,dcs:Acre +"COMMODITY TOTALS - SALES, MEASURED IN $",dcs:MarketValue_Farm_AgriculturalProducts,dcs:USDollar +"COMMODITY TOTALS - SALES, MEASURED IN $ / OPERATION",dcs:Mean_MarketValue_Farm_AgriculturalProducts,dcs:USDollarPerFarm +"CROP TOTALS - SALES, MEASURED IN $",dcs:MarketValue_Farm_Crops,dcs:USDollar +"ANIMAL TOTALS, INCL PRODUCTS - SALES, MEASURED IN $",dcs:MarketValue_Farm_LivestockAndPoultry,dcs:USDollar +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (LESS THAN 2,500 $)",dcs:Count_Farm_Upto1000USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (2,500 TO 4,999 $)",dcs:Count_Farm_2500To4999USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (5,000 TO 9,999 $)",dcs:Count_Farm_5000To9999USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (10,000 TO 24,999 $)",dcs:Count_Farm_10000To24999USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (25,000 TO 49,999 $)",dcs:Count_Farm_25000To49999USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (50,000 TO 99,999 $)",dcs:Count_Farm_50000To99999USDollar, +"COMMODITY TOTALS - OPERATIONS WITH SALES%%FARM SALES: (100,000 OR MORE $)",dcs:Count_Farm_100000OnwardsUSDollar, +"GOVT PROGRAMS, FEDERAL - OPERATIONS WITH RECEIPTS",dcs:Count_Farm_ReceivedGovernmentPayment, +"GOVT PROGRAMS, FEDERAL - RECEIPTS, MEASURED IN $",dcs:MonetaryValue_Farm_GovernmentPayment,dcs:USDollar +"INCOME, FARM-RELATED - OPERATIONS WITH RECEIPTS",dcs:Count_Farm_ReportedIncome, +"INCOME, FARM-RELATED - RECEIPTS, MEASURED IN $",dcs:Income_Farm,dcs:USDollar +"EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $",dcs:Expenses_Farm,dcs:USDollar +"EXPENSE TOTALS, OPERATING - EXPENSE, MEASURED IN $ / OPERATION",dcs:Mean_Expenses_Farm,dcs:USDollarPerFarm +"INCOME, NET CASH FARM, OF OPERATIONS - OPERATIONS WITH NET INCOME",dcs:Count_Farm_ReportedNetIncome, +"INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $",dcs:NetMeasure_Income_Farm,dcs:USDollar +"INCOME, NET CASH FARM, OF OPERATIONS - NET INCOME, MEASURED IN $ / OPERATION",dcs:Mean_NetMeasure_Income_Farm,dcs:USDollarPerFarm +"CATTLE, INCL CALVES - OPERATIONS WITH INVENTORY",dcs:Count_Farm_CattleAndCalves, +"CATTLE, INCL CALVES - INVENTORY",dcs:Count_FarmInventory_CattleAndCalves, +"CATTLE, COWS, BEEF - OPERATIONS WITH INVENTORY",dcs:Count_Farm_BeefCows, +"CATTLE, COWS, BEEF - INVENTORY",dcs:Count_FarmInventory_BeefCows, +"CATTLE, COWS, MILK - OPERATIONS WITH INVENTORY",dcs:Count_Farm_MilkCows, +"CATTLE, COWS, MILK - INVENTORY",dcs:Count_FarmInventory_MilkCows, +"CATTLE, INCL CALVES - OPERATIONS WITH SALES",dcs:Count_Farm_InventorySold_CattleAndCalves, +"CATTLE, INCL CALVES - SALES, MEASURED IN HEAD",dcs:QuantitySold_FarmInventory_CattleAndCalves, +HOGS - OPERATIONS WITH INVENTORY,dcs:Count_Farm_HogsAndPigs, +HOGS - INVENTORY,dcs:Count_FarmInventory_HogsAndPigs, +HOGS - OPERATIONS WITH SALES,dcs:Count_Farm_InventorySold_HogsAndPigs, +"HOGS - SALES, MEASURED IN HEAD",dcs:QuantitySold_FarmInventory_HogsAndPigs, +"SHEEP, INCL LAMBS - OPERATIONS WITH INVENTORY",dcs:Count_Farm_SheepAndLambs, +"SHEEP, INCL LAMBS - INVENTORY",dcs:Count_FarmInventory_SheepAndLambs, +"CHICKENS, LAYERS - OPERATIONS WITH INVENTORY",dcs:Count_Farm_Layers, +"CHICKENS, LAYERS - INVENTORY",dcs:Count_FarmInventory_Layers, +"CHICKENS, BROILERS - OPERATIONS WITH SALES",dcs:Count_Farm_Broilers, +"CHICKENS, BROILERS - SALES, MEASURED IN HEAD",dcs:Count_FarmInventory_Broilers, +"CORN, GRAIN - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_CornForGrain, +"CORN, GRAIN - ACRES HARVESTED",dcs:Area_Farm_CornForGrain,dcs:Acre +"CORN, GRAIN - PRODUCTION, MEASURED IN BU",dcs:Amout_FarmInventory_CornForGrain,dcs:Bushel +"CORN, SILAGE - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_CornForSilageOrGreenchop, +"CORN, SILAGE - ACRES HARVESTED",dcs:Area_Farm_CornForSilageOrGreenchop,dcs:Acre +"CORN, SILAGE - PRODUCTION, MEASURED IN TONS",dcs:Amount_FarmInventory_CornForSilageOrGreenchop,dcs:Ton +WHEAT - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_WheatForGrain, +WHEAT - ACRES HARVESTED,dcs:Area_Farm_WheatForGrain,dcs:Acre +"WHEAT - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_WheatForGrain,dcs:Bushel +"WHEAT, SPRING, DURUM - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_DurumWheatForGrain, +"WHEAT, SPRING, DURUM - ACRES HARVESTED",dcs:Area_Farm_DurumWheatForGrain,dcs:Acre +"WHEAT, SPRING, DURUM - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_DurumWheatForGrain,dcs:Bushel +"WHEAT, SPRING, (EXCL DURUM) - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_OtherSpringWheatForGrain, +"WHEAT, SPRING, (EXCL DURUM) - ACRES HARVESTED",dcs:Area_Farm_OtherSpringWheatForGrain,dcs:Acre +"WHEAT, SPRING, (EXCL DURUM) - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_OtherSpringWheatForGrain,dcs:Bushel +"WHEAT, WINTER - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_WinterWheatForGrain, +"WHEAT, WINTER - ACRES HARVESTED",dcs:Area_Farm_WinterWheatForGrain,dcs:Acre +"WHEAT, WINTER - PRODUCTION, MEASURED IN BU",dcs:AmountFarmInventory_WinterWheatForGrain,dcs:Bushel +OATS - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_OatsForGrain, +OATS - ACRES HARVESTED,dcs:Area_Farm_OatsForGrain,dcs:Acre +"OATS - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_OatsForGrain,dcs:Bushel +BARLEY - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_BarleyForGrain, +BARLEY - ACRES HARVESTED,dcs:Area_Farm_BarleyForGrain,dcs:Acre +"BARLEY - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_BarleyForGrain,dcs:Bushel +"SORGHUM, GRAIN - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_SorghumForGrain, +"SORGHUM, GRAIN - ACRES HARVESTED",dcs:Area_Farm_SorghumForGrain,dcs:Acre +"SORGHUM, GRAIN - PRODUCTION, MEASURED IN BU",dcs:Amount_FarmInventory_SorghumForGrain,dcs:Bushel +"SORGHUM, SILAGE - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_SorghumForSilageOrGreenchop, +"SORGHUM, SILAGE - ACRES HARVESTED",dcs:Area_Farm_SorghumForSilageOrGreenchop,dcs:Acre +"SORGHUM, SILAGE - PRODUCTION, MEASURED IN TONS",dcs:Amount_FarmInventory_SorghumForSilageOrGreenchop,dcs:Ton +"BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_DryEdibleBeans, +"BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - ACRES HARVESTED",dcs:Area_Farm_DryEdibleBeans,dcs:Acre +"BEANS, DRY EDIBLE, (EXCL CHICKPEAS & LIMA) - PRODUCTION, MEASURED IN CWT",dcs:Amount_FarmInventory_DryEdibleBeans,dcs:Hundredweight +COTTON - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_Cotton, +COTTON - ACRES HARVESTED,dcs:Area_Farm_Cotton,dcs:Acre +"COTTON - PRODUCTION, MEASURED IN BALES",dcs:Amount_FarmInventory_Cotton,dcs:Bale +"COTTON, UPLAND - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_UplandCotton, +"COTTON, UPLAND - ACRES HARVESTED",dcs:Area_Farm_UplandCotton,dcs:Acre +"COTTON, UPLAND - PRODUCTION, MEASURED IN BALES",dcs:Amount_FarmInventory_UplandCotton,dcs:Bale +"COTTON, PIMA - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_PimaCotton, +"COTTON, PIMA - ACRES HARVESTED",dcs:Area_Farm_PimaCotton,dcs:Acre +"COTTON, PIMA - PRODUCTION, MEASURED IN BALES",dcs:Amount_FarmInventory_PimaCotton,dcs:Bale +HAY & HAYLAGE - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_Forage, +HAY & HAYLAGE - ACRES HARVESTED,dcs:Area_Farm_Forage,dcs:Acre +"HAY & HAYLAGE - PRODUCTION, MEASURED IN TONS, DRY BASIS",dcs:Amount_FarmInventory_Forage,dcs:Ton +RICE - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_Rice, +RICE - ACRES HARVESTED,dcs:Area_Farm_Rice,dcs:Acre +"RICE - PRODUCTION, MEASURED IN CWT",dcs:Amount_FarmInventory_Rice,dcs:Hundredweight +SUNFLOWER - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_SunflowerSeed, +SUNFLOWER - ACRES HARVESTED,dcs:Area_Farm_SunflowerSeed,dcs:Acre +"SUNFLOWER - PRODUCTION, MEASURED IN LB",dcs:Amount_FarmInventory_SunflowerSeed,dcs:Pound +SUGARBEETS - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_SugarbeetsForSugar, +SUGARBEETS - ACRES HARVESTED,dcs:Area_Farm_SugarbeetsForSugar,dcs:Acre +"SUGARBEETS - PRODUCTION, MEASURED IN TONS",dcs:Amount_FarmInventory_SugarbeetsForSugar,dcs:Ton +PEANUTS - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_PeanutsForNuts, +PEANUTS - ACRES HARVESTED,dcs:Area_Farm_PeanutsForNuts,dcs:Acre +"PEANUTS - PRODUCTION, MEASURED IN LB",dcs:Amount_FarmInventory_PeanutsForNuts,dcs:Pound +"VEGETABLE TOTALS, IN THE OPEN - OPERATIONS WITH AREA HARVESTED",dcs:Count_Farm_VegetablesHarvestedForSale, +"VEGETABLE TOTALS, IN THE OPEN - ACRES HARVESTED",dcs:Area_Farm_VegetablesHarvestedForSale,dcs:Acre +POTATOES - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_Potatoes, +POTATOES - ACRES HARVESTED,dcs:Area_Farm_Potatoes,dcs:Acre +SWEET POTATOES - OPERATIONS WITH AREA HARVESTED,dcs:Count_Farm_SweetPotatoes, +SWEET POTATOES - ACRES HARVESTED,dcs:Area_Farm_SweetPotatoes,dcs:Acre +ORCHARDS - OPERATIONS WITH AREA BEARING & NON-BEARING,dcs:Count_Farm_Orchards, +ORCHARDS - ACRES BEARING & NON-BEARING,dcs:Area_Farm_Orchards,dcs:Acre +"PRODUCERS, HISPANIC - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_HispanicOrLatino, +"PRODUCERS, HISPANIC - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_HispanicOrLatino, +"PRODUCERS, HISPANIC - ACRES OPERATED",dcs:Area_Farm_Producer_HispanicOrLatino,dcs:Acre +"PRODUCERS, PRINCIPAL, HISPANIC - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_HispanicOrLatino, +"PRODUCERS, PRINCIPAL, HISPANIC - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_HispanicOrLatino,dcs:Acre +"PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_AmericanIndianOrAlaskaNativeAlone, +"PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_AmericanIndianOrAlaskaNativeAlone, +"PRODUCERS, AMERICAN INDIAN OR ALASKA NATIVE - ACRES OPERATED",dcs:Area_Farm_Producer_AmericanIndianOrAlaskaNativeAlone,dcs:Acre +"PRODUCERS, PRINCIPAL, AMERICAN INDIAN OR ALASKA NATIVE - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone, +"PRODUCERS, PRINCIPAL, AMERICAN INDIAN OR ALASKA NATIVE - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_AmericanIndianOrAlaskaNativeAlone,dcs:Acre +"PRODUCERS, ASIAN - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_AsianAlone, +"PRODUCERS, ASIAN - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_AsianAlone, +"PRODUCERS, ASIAN - ACRES OPERATED",dcs:Area_Farm_Producer_AsianAlone,dcs:Acre +"PRODUCERS, PRINCIPAL, ASIAN - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_AsianAlone, +"PRODUCERS, PRINCIPAL, ASIAN - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_AsianAlone,dcs:Acre +"PRODUCERS, BLACK OR AFRICAN AMERICAN - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_BlackOrAfricanAmericanAlone, +"PRODUCERS, BLACK OR AFRICAN AMERICAN - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_BlackOrAfricanAmericanAlone, +"PRODUCERS, BLACK OR AFRICAN AMERICAN - ACRES OPERATED",dcs:Area_Farm_Producer_BlackOrAfricanAmericanAlone,dcs:Acre +"PRODUCERS, PRINCIPAL, BLACK OR AFRICAN AMERICAN - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone, +"PRODUCERS, PRINCIPAL, BLACK OR AFRICAN AMERICAN - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_BlackOrAfricanAmericanAlone,dcs:Acre +"PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone, +"PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_NativeHawaiianOrOtherPacificIslanderAlone, +"PRODUCERS, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - ACRES OPERATED",dcs:Area_Farm_Producer_NativeHawaiianOrOtherPacificIslanderAlone,dcs:Acre +"PRODUCERS, PRINCIPAL, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone, +"PRODUCERS, PRINCIPAL, NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_NativeHawaiianOrOtherPacificIslanderAlone,dcs:Acre +"PRODUCERS, WHITE - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_WhiteAlone, +"PRODUCERS, WHITE - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_WhiteAlone, +"PRODUCERS, WHITE - ACRES OPERATED",dcs:Area_Farm_Producer_WhiteAlone,dcs:Acre +"PRODUCERS, PRINCIPAL, WHITE - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_WhiteAlone, +"PRODUCERS, PRINCIPAL, WHITE - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_WhiteAlone,dcs:Acre +"PRODUCERS, MULTI-RACE - NUMBER OF OPERATIONS",dcs:Count_Farm_Producer_TwoOrMoreRaces, +"PRODUCERS, MULTI-RACE - NUMBER OF PRODUCERS",dcs:Count_Person_Producer_TwoOrMoreRaces, +"PRODUCERS, MULTI-RACE - ACRES OPERATED",dcs:Area_Farm_Producer_TwoOrMoreRaces,dcs:Acre +"PRODUCERS, PRINCIPAL, MULTI-RACE - NUMBER OF OPERATIONS",dcs:Count_Farm_PrimaryProducer_TwoOrMoreRaces, +"PRODUCERS, PRINCIPAL, MULTI-RACE - ACRES OPERATED",dcs:Area_Farm_PrimaryProducer_TwoOrMoreRaces,dcs:Acre diff --git a/scripts/us_usda/quickstats/testdata/expected.csv b/scripts/us_usda/quickstats/testdata/expected.csv new file mode 100644 index 0000000000..d42999033d --- /dev/null +++ b/scripts/us_usda/quickstats/testdata/expected.csv @@ -0,0 +1,3 @@ +variableMeasured,observationDate,observationAbout,value,unit +dcs:Count_FarmInventory_BeefCows,2022,dcid:geoId/06001,11400, +dcs:Count_FarmInventory_CattleAndCalves,2022,dcid:geoId/06001,19200, diff --git a/scripts/us_usda/quickstats/testdata/response/2022/ALAMEDA.json b/scripts/us_usda/quickstats/testdata/response/2022/ALAMEDA.json new file mode 100644 index 0000000000..6c7f774588 --- /dev/null +++ b/scripts/us_usda/quickstats/testdata/response/2022/ALAMEDA.json @@ -0,0 +1,250 @@ +{ + "data": [ + { + "congr_district_code": "", + "state_fips_code": "06", + "group_desc": "LIVESTOCK", + "country_name": "UNITED STATES", + "prodn_practice_desc": "ALL PRODUCTION PRACTICES", + "unit_desc": "HEAD", + "source_desc": "SURVEY", + "reference_period_desc": "FIRST OF JAN", + "freq_desc": "POINT IN TIME", + "year": 2022, + "county_name": "ALAMEDA", + "statisticcat_desc": "INVENTORY", + "sector_desc": "ANIMALS & PRODUCTS", + "state_name": "CALIFORNIA", + "domain_desc": "TOTAL", + "Value": "11,400", + "asd_code": "40", + "state_alpha": "CA", + "class_desc": "COWS, BEEF", + "week_ending": "", + "zip_5": "", + "short_desc": "CATTLE, COWS, BEEF - INVENTORY", + "country_code": "9000", + "agg_level_desc": "COUNTY", + "domaincat_desc": "NOT SPECIFIED", + "commodity_desc": "CATTLE", + "county_code": "001", + "watershed_code": "00000000", + "begin_code": "01", + "CV (%)": "", + "load_time": "2023-05-08 15:00:00.000", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "asd_desc": "CENTRAL COAST", + "state_ansi": "06", + "watershed_desc": "", + "end_code": "01", + "county_ansi": "001", + "region_desc": "", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA" + }, + { + "reference_period_desc": "FIRST OF JAN", + "freq_desc": "POINT IN TIME", + "year": 2022, + "statisticcat_desc": "INVENTORY", + "county_name": "ALAMEDA", + "state_name": "CALIFORNIA", + "sector_desc": "ANIMALS & PRODUCTS", + "domain_desc": "TOTAL", + "Value": " (D)", + "asd_code": "40", + "state_alpha": "CA", + "class_desc": "COWS, MILK", + "week_ending": "", + "short_desc": "CATTLE, COWS, MILK - INVENTORY", + "zip_5": "", + "country_code": "9000", + "congr_district_code": "", + "state_fips_code": "06", + "group_desc": "LIVESTOCK", + "country_name": "UNITED STATES", + "prodn_practice_desc": "ALL PRODUCTION PRACTICES", + "unit_desc": "HEAD", + "source_desc": "SURVEY", + "CV (%)": "", + "load_time": "2023-05-08 15:00:00.000", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "asd_desc": "CENTRAL COAST", + "state_ansi": "06", + "watershed_desc": "", + "county_ansi": "001", + "end_code": "01", + "region_desc": "", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA", + "agg_level_desc": "COUNTY", + "domaincat_desc": "NOT SPECIFIED", + "commodity_desc": "CATTLE", + "county_code": "001", + "watershed_code": "00000000", + "begin_code": "01" + }, + { + "begin_code": "01", + "watershed_code": "00000000", + "domaincat_desc": "NOT SPECIFIED", + "commodity_desc": "CATTLE", + "county_code": "001", + "agg_level_desc": "COUNTY", + "region_desc": "", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA", + "state_ansi": "06", + "watershed_desc": "", + "end_code": "01", + "county_ansi": "001", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "asd_desc": "CENTRAL COAST", + "CV (%)": "", + "load_time": "2023-05-08 15:00:00.000", + "unit_desc": "HEAD", + "source_desc": "SURVEY", + "prodn_practice_desc": "ALL PRODUCTION PRACTICES", + "country_name": "UNITED STATES", + "congr_district_code": "", + "state_fips_code": "06", + "group_desc": "LIVESTOCK", + "week_ending": "", + "country_code": "9000", + "short_desc": "CATTLE, INCL CALVES - INVENTORY", + "zip_5": "", + "Value": "19,200", + "asd_code": "40", + "state_alpha": "CA", + "class_desc": "INCL CALVES", + "state_name": "CALIFORNIA", + "sector_desc": "ANIMALS & PRODUCTS", + "domain_desc": "TOTAL", + "reference_period_desc": "FIRST OF JAN", + "freq_desc": "POINT IN TIME", + "year": 2022, + "statisticcat_desc": "INVENTORY", + "county_name": "ALAMEDA" + }, + { + "prodn_practice_desc": "IRRIGATED", + "unit_desc": "$ / ACRE", + "source_desc": "SURVEY", + "congr_district_code": "", + "state_fips_code": "06", + "group_desc": "EXPENSES", + "country_name": "UNITED STATES", + "Value": "1,330", + "asd_code": "40", + "state_alpha": "CA", + "class_desc": "CASH, CROPLAND", + "week_ending": "", + "short_desc": "RENT, CASH, CROPLAND, IRRIGATED - EXPENSE, MEASURED IN $ / ACRE", + "country_code": "9000", + "zip_5": "", + "freq_desc": "ANNUAL", + "reference_period_desc": "YEAR", + "year": 2022, + "county_name": "ALAMEDA", + "statisticcat_desc": "EXPENSE", + "state_name": "CALIFORNIA", + "sector_desc": "ECONOMICS", + "domain_desc": "TOTAL", + "watershed_code": "00000000", + "begin_code": "00", + "agg_level_desc": "COUNTY", + "commodity_desc": "RENT", + "domaincat_desc": "NOT SPECIFIED", + "county_code": "001", + "state_ansi": "06", + "watershed_desc": "", + "end_code": "00", + "county_ansi": "001", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA", + "region_desc": "", + "CV (%)": "9.3", + "load_time": "2022-08-26 15:00:22.000", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "asd_desc": "CENTRAL COAST" + }, + { + "country_name": "UNITED STATES", + "congr_district_code": "", + "state_fips_code": "06", + "group_desc": "EXPENSES", + "unit_desc": "$ / ACRE", + "source_desc": "SURVEY", + "prodn_practice_desc": "NON-IRRIGATED", + "state_name": "CALIFORNIA", + "sector_desc": "ECONOMICS", + "domain_desc": "TOTAL", + "freq_desc": "ANNUAL", + "reference_period_desc": "YEAR", + "year": 2022, + "statisticcat_desc": "EXPENSE", + "county_name": "ALAMEDA", + "week_ending": "", + "country_code": "9000", + "zip_5": "", + "short_desc": "RENT, CASH, CROPLAND, NON-IRRIGATED - EXPENSE, MEASURED IN $ / ACRE", + "Value": "20", + "asd_code": "40", + "state_alpha": "CA", + "class_desc": "CASH, CROPLAND", + "domaincat_desc": "NOT SPECIFIED", + "commodity_desc": "RENT", + "county_code": "001", + "agg_level_desc": "COUNTY", + "begin_code": "00", + "watershed_code": "00000000", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "asd_desc": "CENTRAL COAST", + "CV (%)": "6.7", + "load_time": "2022-08-26 15:00:22.000", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA", + "region_desc": "", + "state_ansi": "06", + "watershed_desc": "", + "end_code": "00", + "county_ansi": "001" + }, + { + "region_desc": "", + "location_desc": "CALIFORNIA, CENTRAL COAST, ALAMEDA", + "county_ansi": "001", + "end_code": "00", + "state_ansi": "06", + "watershed_desc": "", + "asd_desc": "CENTRAL COAST", + "util_practice_desc": "ALL UTILIZATION PRACTICES", + "CV (%)": "6.2", + "load_time": "2022-08-26 15:00:22.000", + "begin_code": "00", + "watershed_code": "00000000", + "county_code": "001", + "domaincat_desc": "NOT SPECIFIED", + "commodity_desc": "RENT", + "agg_level_desc": "COUNTY", + "short_desc": "RENT, CASH, PASTURELAND - EXPENSE, MEASURED IN $ / ACRE", + "zip_5": "", + "country_code": "9000", + "week_ending": "", + "class_desc": "CASH, PASTURELAND", + "Value": "17", + "asd_code": "40", + "state_alpha": "CA", + "domain_desc": "TOTAL", + "sector_desc": "ECONOMICS", + "state_name": "CALIFORNIA", + "year": 2022, + "statisticcat_desc": "EXPENSE", + "county_name": "ALAMEDA", + "reference_period_desc": "YEAR", + "freq_desc": "ANNUAL", + "unit_desc": "$ / ACRE", + "source_desc": "SURVEY", + "prodn_practice_desc": "ALL PRODUCTION PRACTICES", + "country_name": "UNITED STATES", + "group_desc": "EXPENSES", + "congr_district_code": "", + "state_fips_code": "06" + } + ] +} \ No newline at end of file diff --git a/scripts/world_bank/datasets/.gitignore b/scripts/world_bank/datasets/.gitignore new file mode 100644 index 0000000000..0dcc73594d --- /dev/null +++ b/scripts/world_bank/datasets/.gitignore @@ -0,0 +1,2 @@ +output/ +input/ diff --git a/scripts/world_bank/datasets/datasets.py b/scripts/world_bank/datasets/datasets.py new file mode 100644 index 0000000000..fe9d33563d --- /dev/null +++ b/scripts/world_bank/datasets/datasets.py @@ -0,0 +1,590 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Processes WB datasets. + +Supports the following tasks: + +============================ + +fetch_datasets: Fetches WB dataset lists and resources and writes them to 'output/wb-datasets.csv' + +Run: python3 datasets.py --mode=fetch_datasets + +============================ + +download_datasets: Downloads datasets listed in 'output/wb-datasets.csv' to the 'output/downloads' folder. + +Run: python3 datasets.py --mode=download_datasets + +============================ + +write_wb_codes: Extracts World Bank indicator codes (and related information) from files downloaded in the 'output/downloads' folder to 'output/wb-codes.csv'. + +It only operates on files that are named '*_CSV.zip'. + +Run: python3 datasets.py --mode=write_wb_codes + +============================ + +load_stat_vars: Loads stat vars from a mapping file specified via the `stat_vars_file` flag. + +Use this for debugging to ensure that the mappings load correctly and fix any errors logged by this operation. + +Run: python3 datasets.py --mode=load_stat_vars --stat_vars_file=/path/to/sv_mappings.csv + +See `sample-svs.csv` for a sample mappings file. + +============================ + +write_observations: Extracts observations from files downloaded in the 'output/downloads' folder and saves them to CSVs in the 'output/observations' folder. + +The stat vars file to be used for mappings should be specified using the `stat_vars_file' flag. + +It only operates on files that are named '*_CSV.zip'. + +Run: python3 datasets.py --mode=write_observations --stat_vars_file=/path/to/sv_mappings.csv +""" + +import requests +from absl import app +from absl import logging +import os +import json +import multiprocessing +import csv +import re +import urllib3 +from urllib3.util.ssl_ import create_urllib3_context +from absl import flags +import zipfile +import codecs +from itertools import repeat +from datetime import datetime + +FLAGS = flags.FLAGS + + +class Mode: + FETCH_DATASETS = 'fetch_datasets' + DOWNLOAD_DATASETS = 'download_datasets' + WRITE_WB_CODES = 'write_wb_codes' + LOAD_STAT_VARS = 'load_stat_vars' + WRITE_OBSERVATIONS = 'write_observations' + + +flags.DEFINE_string( + 'mode', Mode.WRITE_OBSERVATIONS, + f"Specify one of the following modes: {Mode.FETCH_DATASETS}, {Mode.DOWNLOAD_DATASETS}, {Mode.WRITE_WB_CODES}, {Mode.LOAD_STAT_VARS}, {Mode.WRITE_OBSERVATIONS}" +) + +flags.DEFINE_string('stat_vars_file', 'statvars.csv', + 'Path to CSV file with Stat Var mappings.') + +ctx = create_urllib3_context() +ctx.load_default_certs() +ctx.options |= 0x4 # ssl.OP_LEGACY_SERVER_CONNECT + +DATASET_LIST_URL = 'https://datacatalogapi.worldbank.org/ddhxext/DatasetList' +DATASET_VIEW_URL = 'https://datacatalogapi.worldbank.org/ddhxext/DatasetView' + +OUTPUT_DIR = 'output' +RESPONSE_DIR = f"{OUTPUT_DIR}/response" +DATASET_LISTS_RESPONSE_DIR = f"{RESPONSE_DIR}/lists" +DATASET_VIEWS_RESPONSE_DIR = f"{RESPONSE_DIR}/views" +DATASETS_CSV_FILE_PATH = f"{OUTPUT_DIR}/wb-datasets.csv" +DOWNLOADS_DIR = f"{OUTPUT_DIR}/downloads" +OBSERVATIONS_DIR = f"{OUTPUT_DIR}/observations" + +os.makedirs(DATASET_LISTS_RESPONSE_DIR, exist_ok=True) +os.makedirs(DATASET_VIEWS_RESPONSE_DIR, exist_ok=True) +os.makedirs(DOWNLOADS_DIR, exist_ok=True) +os.makedirs(OBSERVATIONS_DIR, exist_ok=True) + +POOL_SIZE = max(2, multiprocessing.cpu_count() - 1) + +DOWNLOADABLE_RESOURCE_TYPES = set(["Download", "Dataset"]) + +DATASET_NAME_COLUMN_NAME = "Dataset Name" +DATASET_RESOURCE_NAME_COLUMN_NAME = "Resource Name" +DATASET_VIEW_FILE_COLUMN_NAME = "Dataset View File" +DATASET_FORMAT_COLUMN_NAME = "Format" +DATASET_SIZE_COLUMN_NAME = "Size" +DATASET_DOWNLOAD_URL_COLUMN_NAME = "Download URL" + +DATASETS_CSV_COLUMNS = [ + DATASET_NAME_COLUMN_NAME, DATASET_RESOURCE_NAME_COLUMN_NAME, + DATASET_VIEW_FILE_COLUMN_NAME, DATASET_FORMAT_COLUMN_NAME, + DATASET_SIZE_COLUMN_NAME, DATASET_DOWNLOAD_URL_COLUMN_NAME +] + + +def download_datasets(): + '''Downloads dataset files. This is a very expensive operation so run it with care. It assumes that the datasets CSV is already available.''' + + with open(DATASETS_CSV_FILE_PATH, 'r') as f: + csv_rows = list(csv.DictReader(f)) + download_urls = [] + for csv_row in csv_rows: + download_url = csv_row.get(DATASET_DOWNLOAD_URL_COLUMN_NAME) + if download_url: + download_urls.append(download_url) + + with multiprocessing.Pool(POOL_SIZE) as pool: + pool.starmap(download, zip(download_urls)) + + logging.info('# files downloaded: %s', len(download_urls)) + + +def download(url): + file_name = re.sub(r'[^a-zA-Z0-9\.\-_/]', '', url.split('/')[-1]) + file_path = f"{DOWNLOADS_DIR}/{file_name}" + if os.path.exists(file_path): + logging.info('Already downloaded %s to file %s', url, file_path) + return + + logging.info('Downloading %s to file %s', url, file_path) + try: + # response = requests.get(url) + # Using urllib3 for downloading content to avoid SSL issue. + # See: https://github.com/urllib3/urllib3/issues/2653#issuecomment-1165418616 + with urllib3.PoolManager(ssl_context=ctx) as http: + response = http.request("GET", url) + with open(file_path, 'wb') as f: + f.write(response.data) + except Exception as e: + logging.error("Error downloading %s", url, exc_info=e) + + +def fetch_and_write_datasets_csv(): + fetch_dataset_lists() + fetch_dataset_views() + write_datasets_csv() + + +def write_datasets_csv(): + csv_rows = get_datasets_csv_rows() + with open(DATASETS_CSV_FILE_PATH, 'w', newline='') as out: + csv_writer = csv.DictWriter(out, + fieldnames=DATASETS_CSV_COLUMNS, + lineterminator='\n') + csv_writer.writeheader() + csv_writer.writerows(csv_rows) + + +def get_datasets_csv_rows(): + # Assumes all dataset view responses have been saved to disk + view_files = os.listdir(DATASET_VIEWS_RESPONSE_DIR) + csv_rows = [] + for view_file in view_files: + json = load_json_file(f"{DATASET_VIEWS_RESPONSE_DIR}/{view_file}") + dataset_name = json.get('name') + for resource in json.get('Resources', []): + resource_type = resource.get('resource_type', '') + + if resource_type in DOWNLOADABLE_RESOURCE_TYPES: + csv_row = to_dataset_csv_row(resource, dataset_name, view_file) + if csv_row: + csv_rows.append(csv_row) + + logging.info('# downloadable datasets: %s', len(csv_rows)) + return csv_rows + + +DATASET_URL_FIELDS = ['harvet_source', 'url', 'website_url'] + +# URLs with this pattern are downloadable only if the URL is trunctated until it. Probably a bug in WB APIs. +VERSION_ID_PATTERN = '?versionId=' + + +def to_dataset_csv_row(resource, dataset_name, view_file): + format = resource.get('format') + if format is None: + return None + + url = None + for field in DATASET_URL_FIELDS: + url = resource.get(field) + if url is not None: + url = url.split(VERSION_ID_PATTERN)[0] + break + + if url is None: + return None + + return { + DATASET_NAME_COLUMN_NAME: dataset_name, + DATASET_RESOURCE_NAME_COLUMN_NAME: resource.get('name'), + DATASET_VIEW_FILE_COLUMN_NAME: view_file, + DATASET_FORMAT_COLUMN_NAME: format, + DATASET_SIZE_COLUMN_NAME: resource.get('distribution_size'), + DATASET_DOWNLOAD_URL_COLUMN_NAME: url + } + + +def fetch_dataset_view(dataset_unique_id): + params = f"dataset_unique_id={dataset_unique_id}" + response_file = f"{DATASET_VIEWS_RESPONSE_DIR}/view-{dataset_unique_id}.json" + return load_json(url=DATASET_VIEW_URL, + params=params, + response_file=response_file) + + +def fetch_dataset_views(): + # Assumes all dataset list responses have been saved to disk + list_files = os.listdir(DATASET_LISTS_RESPONSE_DIR) + dataset_unique_ids = [] + for list_file in list_files: + json = load_json_file(f"{DATASET_LISTS_RESPONSE_DIR}/{list_file}") + for dataset in json.get('data', []): + dataset_unique_id = dataset.get('dataset_unique_id') + if dataset_unique_id: + dataset_unique_ids.append(dataset_unique_id) + + with multiprocessing.Pool(POOL_SIZE) as pool: + pool.starmap(fetch_dataset_view, zip(dataset_unique_ids)) + + +def fetch_dataset_list(skip): + params = f"$skip={skip}&$top=1000" + response_file = f"{DATASET_LISTS_RESPONSE_DIR}/list-{skip}.json" + return load_json(url=DATASET_LIST_URL, + params=params, + response_file=response_file) + + +def fetch_dataset_lists(): + # 6000+ datasets, fetching 1000 at a time + skips = range(0, 7000, 1000) + with multiprocessing.Pool(POOL_SIZE) as pool: + pool.starmap(fetch_dataset_list, zip(skips)) + + +def load_json(url, params, response_file): + if os.path.exists(response_file): + logging.info('Reading response from file %s', response_file) + with open(response_file, 'r') as f: + return json.load(f) + + logging.info("Fetching url %s, params %s", url, params) + response = requests.get(url, params=params).json() + with open(response_file, 'w') as f: + logging.info('Writing response to file %s', response_file) + json.dump(response, f, indent=2) + return response + + +def load_json_file(json_file): + with open(json_file, 'r') as f: + return json.load(f) + + +DATA_FILE_SUFFIX = 'Data.csv' +SERIES_FILE_SUFFIX = 'Series.csv' +CSV_ZIP_FILE_SUFFIX = '_CSV.zip' +SERIES_CODE_KEY = 'seriescode' +NUM_DATASETS_KEY = 'numdatasets' +INDICATOR_NAME_KEY = 'indicatorname' +TOPIC_KEY = 'topic' +UNIT_OF_MEASURE_KEY = 'unitofmeasure' +UNIT_KEY = 'unit' +SHORT_DEFINITION_KEY = 'shortdefinition' +LONG_DEFINITION_KEY = 'longdefinition' +LICENSE_TYPE_KEY = 'licensetype' +STAT_VAR_KEY = 'statvar' +COUNTRY_CODE_KEY = 'countrycode' +INDICATOR_CODE_KEY = 'indicatorcode' +OBSERVATION_DATE_KEY = 'observationdate' +OBSERVATION_ABOUT_KEY = 'observationabout' +OBSERVATION_VALUE_KEY = 'observationvalue' +MEASUREMENT_METHOD_KEY = 'measurementmethod' +CODES_FILE_PATH = os.path.join(OUTPUT_DIR, 'wb-codes.csv') +CODES_CSV_COLUMNS = [ + SERIES_CODE_KEY, INDICATOR_NAME_KEY, NUM_DATASETS_KEY, TOPIC_KEY, + UNIT_OF_MEASURE_KEY, SHORT_DEFINITION_KEY, LONG_DEFINITION_KEY, + LICENSE_TYPE_KEY +] +OBS_CSV_COLUMNS = [ + INDICATOR_CODE_KEY, STAT_VAR_KEY, MEASUREMENT_METHOD_KEY, + OBSERVATION_ABOUT_KEY, OBSERVATION_DATE_KEY, OBSERVATION_VALUE_KEY, UNIT_KEY +] +EARTH_DCID = 'dcid:Earth' +COUNTRY_DCID_PREFIX = 'dcid:country' +WORLD_BANK_STAT_VAR_PREFIX = 'worldBank' +WORLD_BANK_MEASUREMENT_METHOD_PREFIX = 'WorldBank' + + +def load_stat_vars(stat_var_file): + with open(stat_var_file, 'r') as f: + csv_rows = sanitize_csv_rows(list(csv.DictReader(f))) + svs = {} + for csv_row in csv_rows: + if csv_row.get(SERIES_CODE_KEY) and csv_row.get(STAT_VAR_KEY): + svs[csv_row[SERIES_CODE_KEY]] = csv_row + else: + logging.error('SKIPPED stat var row: %s', csv_row) + + logging.info(svs) + return svs + + +def write_wb_codes(): + csv_rows = get_all_codes().values() + with open(CODES_FILE_PATH, 'w', newline='') as out: + csv_writer = csv.DictWriter(out, + fieldnames=CODES_CSV_COLUMNS, + lineterminator='\n') + csv_writer.writeheader() + csv_writer.writerows(csv_rows) + + +def get_all_codes(): + all_codes = {} + for file_name in os.listdir(DOWNLOADS_DIR): + if file_name.endswith(CSV_ZIP_FILE_SUFFIX): + zip_file = f"{DOWNLOADS_DIR}/{file_name}" + codes = get_codes_from_zip(zip_file) + if codes: + for key, value in codes.items(): + if key in all_codes: + all_codes[key][NUM_DATASETS_KEY] = all_codes[key][ + NUM_DATASETS_KEY] + 1 + else: + all_codes[key] = value + logging.info('# total codes: %s', len(all_codes)) + return all_codes + + +def get_codes_from_zip(zip_file): + with zipfile.ZipFile(zip_file, 'r') as zip: + (_, series_file) = get_data_and_series_file_names(zip) + if series_file is None: + logging.warning('No series file found in ZIP file: %s', zip_file) + else: + with zip.open(series_file, 'r') as csv_file: + series_rows = sanitize_csv_rows( + list(csv.DictReader(codecs.iterdecode(csv_file, 'utf-8')))) + num_codes = len(series_rows) + logging.info('# code(s) in %s: %s', zip_file, num_codes) + if num_codes == 0: + return {} + + if series_rows[0].get(SERIES_CODE_KEY) is None: + logging.error('No series code found in %s, sample row: %s', + zip_file, series_rows[0]) + return {} + + codes = {} + for series_row in series_rows: + code = series_row.get(SERIES_CODE_KEY) + codes[code] = { + SERIES_CODE_KEY: + code, + INDICATOR_NAME_KEY: + series_row.get(INDICATOR_NAME_KEY), + NUM_DATASETS_KEY: + 1, + TOPIC_KEY: + series_row.get(TOPIC_KEY), + UNIT_OF_MEASURE_KEY: + series_row.get(UNIT_OF_MEASURE_KEY), + SHORT_DEFINITION_KEY: + series_row.get(SHORT_DEFINITION_KEY), + LONG_DEFINITION_KEY: + series_row.get(LONG_DEFINITION_KEY), + LICENSE_TYPE_KEY: + series_row.get(LICENSE_TYPE_KEY), + } + return codes + return {} + + +def write_csv(csv_file_path, csv_columns, csv_rows): + with open(csv_file_path, 'w', newline='') as out: + csv_writer = csv.DictWriter(out, + fieldnames=csv_columns, + lineterminator='\n') + csv_writer.writeheader() + csv_writer.writerows(csv_rows) + + +def write_all_observations(stat_vars_file): + start = datetime.now() + logging.info('Start: %s', start) + + svs = load_stat_vars(stat_vars_file) + + zip_files = [] + for file_name in os.listdir(DOWNLOADS_DIR): + if file_name.endswith(CSV_ZIP_FILE_SUFFIX): + zip_files.append(f"{DOWNLOADS_DIR}/{file_name}") + + with multiprocessing.Pool(POOL_SIZE) as pool: + pool.starmap(write_observations_from_zip, zip(zip_files, repeat(svs))) + + end = datetime.now() + logging.info('End: %s', end) + logging.info('Duration: %s', str(end - start)) + + +def write_observations_from_zip(zip_file, svs): + csv_rows = get_observations_from_zip(zip_file, svs) + if len(csv_rows) == 0: + logging.info( + 'SKIPPED writing obs file, no observations extracted from %s', + zip_file) + return + + obs_file_name = f"{zip_file.split('/')[-1].split('.')[0]}_obs.csv" + obs_file_path = os.path.join(OBSERVATIONS_DIR, obs_file_name) + logging.info('Writing %s observations from %s to %s', len(csv_rows), + zip_file, obs_file_path) + write_csv(obs_file_path, OBS_CSV_COLUMNS, csv_rows) + + +def get_observations_from_zip(zip_file, svs): + with zipfile.ZipFile(zip_file, 'r') as zip: + (data_file, _) = get_data_and_series_file_names(zip) + if data_file is None: + logging.warning('No data file found in ZIP file: %s', zip_file) + return [] + else: + # Use name of file (excluding the extension) as the measurement method + measurement_method = f"{WORLD_BANK_MEASUREMENT_METHOD_PREFIX}_{zip_file.split('/')[-1].split('.')[0]}" + with zip.open(data_file, 'r') as csv_file: + data_rows = sanitize_csv_rows( + list(csv.DictReader(codecs.iterdecode(csv_file, 'utf-8')))) + num_rows = len(data_rows) + logging.info('# data rows in %s: %s', zip_file, num_rows) + + obs_csv_rows = [] + for data_row in data_rows: + obs_csv_rows.extend( + get_observations_from_data_row(data_row, svs, + measurement_method)) + + return obs_csv_rows + + +def get_observations_from_data_row(data_row, svs, measurement_method): + code = data_row.get(INDICATOR_CODE_KEY) + if code is None: + logging.error('SKIPPED data row, no indicator code: %s', data_row) + return [] + + sv = get_stat_var_from_code(code, svs) + if sv is None: + return [] + + place_dcid = data_row.get(COUNTRY_CODE_KEY) + if place_dcid: + if len(place_dcid) != 3: + logging.error('SKIPPED data row, not a country code: %s', + place_dcid) + return [] + else: + place_dcid = f"{COUNTRY_DCID_PREFIX}/{place_dcid}" + else: + place_dcid = EARTH_DCID + + obs_csv_rows = [] + for key in data_row.keys(): + # Flatten year columns with values into rows. + # Each year is a column and columns are integers. + # So we ignore those that are not. + if not key.isdecimal(): + continue + + year = key + + # We are only interested in numeric values. + value = data_row[year] + if not is_numeric(value): + continue + + obs_csv_rows.append({ + INDICATOR_CODE_KEY: code, + STAT_VAR_KEY: sv[STAT_VAR_KEY], + MEASUREMENT_METHOD_KEY: measurement_method, + OBSERVATION_ABOUT_KEY: place_dcid, + OBSERVATION_DATE_KEY: year, + OBSERVATION_VALUE_KEY: value, + UNIT_KEY: sv.get(UNIT_KEY) + }) + + return obs_csv_rows + + +def get_stat_var_from_code(code, svs): + sv_mapping = svs.get(code) + if sv_mapping is None or sv_mapping.get(STAT_VAR_KEY) is None: + logging.warning('SKIPPED, WB code not mapped: %s', code) + return None + return sv_mapping + + +def is_numeric(value): + if value is None: + return False + + if value.isdecimal(): + return True + + try: + float(value) + return True + except: + return False + + +def sanitize_csv_rows(csv_rows): + sanitized_rows = [] + for csv_row in csv_rows: + sanitized_rows.append( + dict((sanitize_csv_key(key), value) + for (key, value) in csv_row.items())) + return sanitized_rows + + +def sanitize_csv_key(key): + return re.sub(r'[^a-zA-Z0-9]', '', key).lower() + + +def get_data_and_series_file_names(zip): + for file_name in zip.namelist(): + if file_name.endswith(DATA_FILE_SUFFIX): + series_file_name = file_name.replace(DATA_FILE_SUFFIX, + SERIES_FILE_SUFFIX) + if series_file_name in zip.namelist(): + return (file_name, series_file_name) + return (None, None) + + +def main(_): + match FLAGS.mode: + case Mode.FETCH_DATASETS: + download_datasets() + case Mode.DOWNLOAD_DATASETS: + fetch_and_write_datasets_csv() + case Mode.WRITE_WB_CODES: + write_wb_codes() + case Mode.LOAD_STAT_VARS: + load_stat_vars(FLAGS.stat_vars_file) + case Mode.WRITE_OBSERVATIONS: + write_all_observations(FLAGS.stat_vars_file) + case _: + logging.error('No mode specified.') + + +if __name__ == '__main__': + app.run(main) diff --git a/scripts/world_bank/datasets/sample-statvars.csv b/scripts/world_bank/datasets/sample-statvars.csv new file mode 100644 index 0000000000..30dd91694b --- /dev/null +++ b/scripts/world_bank/datasets/sample-statvars.csv @@ -0,0 +1,4 @@ +seriescode,statvar,unit +IC.CNST.PRMT.DFRN.DB0615,worldBank/IC_CNST_PRMT_DFRN_DB0615,dcs:SomeUnit +CODE.WITH.NO.UNIT,worldBank/CODE_WITH_NO_UNIT, +CODE.WITHOUT.STATVAR.WILL.BE.SKIPPED,, diff --git a/scripts/world_bank/datasets/statvars.csv b/scripts/world_bank/datasets/statvars.csv new file mode 100644 index 0000000000..4ce1f4d22a --- /dev/null +++ b/scripts/world_bank/datasets/statvars.csv @@ -0,0 +1,2868 @@ +seriescode,unit,StatVar +1.1_ACCESS.ELECTRICITY.TOT,,worldBank/1_1_ACCESS_ELECTRICITY_TOT +1.1_TOTAL.FINAL.ENERGY.CONSUM,dcs:Terajoule,worldBank/1_1_TOTAL_FINAL_ENERGY_CONSUM +1.2_ACCESS.ELECTRICITY.RURAL,,worldBank/1_2_ACCESS_ELECTRICITY_RURAL +1.3_ACCESS.ELECTRICITY.URBAN,,worldBank/1_3_ACCESS_ELECTRICITY_URBAN +2.01.01.02.nabase,,worldBank/2_01_01_02_nabase +2.01.03.01.prcpbase,,worldBank/2_01_03_01_prcpbase +2.04.01.01.excncpt,,worldBank/2_04_01_01_excncpt +2.1_SHARE.TOTAL.RE.IN.TFEC,dcs:Percent,worldBank/2_1_SHARE_TOTAL_RE_IN_TFEC +3.01.04.01.agcen,,worldBank/3_01_04_01_agcen +3.02.01.02.fscov,,worldBank/3_02_01_02_fscov +3.1_RE.CONSUMPTION,dcs:Terajoule,worldBank/3_1_RE_CONSUMPTION +3.11.01.01.popcen,,worldBank/3_11_01_01_popcen +3.11.01.03.popreg,,worldBank/3_11_01_03_popreg +4.1_SHARE.RE.IN.ELECTRICITY,dcs:Percent,worldBank/4_1_SHARE_RE_IN_ELECTRICITY +4.1.1_TOTAL.ELECTRICITY.OUTPUT,dcs:GigawattHour,worldBank/4_1_1_TOTAL_ELECTRICITY_OUTPUT +4.1.2_REN.ELECTRICITY.OUTPUT,dcs:GigawattHour,worldBank/4_1_2_REN_ELECTRICITY_OUTPUT +5.01.01.01.indust,,worldBank/5_01_01_01_indust +5.04.01.01.exdebt,,worldBank/5_04_01_01_exdebt +5.04.01.02.impexp,,worldBank/5_04_01_02_impexp +5.12.01.01.unesco,,worldBank/5_12_01_01_unesco +5.13.01.01.hlthsurv,,worldBank/5_13_01_01_hlthsurv +5.13.01.01.who,,worldBank/5_13_01_01_who +5.14.01.01.povsurv,,worldBank/5_14_01_01_povsurv +5.21.01.01.sdds,,worldBank/5_21_01_01_sdds +5.51.01.01.poverty,,worldBank/5_51_01_01_poverty +5.51.01.02.malnut,,worldBank/5_51_01_02_malnut +5.51.01.03.mortal,,worldBank/5_51_01_03_mortal +5.51.01.04.immun,,worldBank/5_51_01_04_immun +5.51.01.05.hiv,,worldBank/5_51_01_05_hiv +5.51.01.06.matern,,worldBank/5_51_01_06_matern +5.51.01.07.gender,,worldBank/5_51_01_07_gender +5.51.01.08.primcomp,,worldBank/5_51_01_08_primcomp +5.51.01.09.water,,worldBank/5_51_01_09_water +5.51.01.10.gdp,,worldBank/5_51_01_10_gdp +6.1_PRIMARY.ENERGY.INTENSITY,,worldBank/6_1_PRIMARY_ENERGY_INTENSITY +account.t.d,,worldBank/account_t_d +account.t.d.1,,worldBank/account_t_d_1 +account.t.d.11,,worldBank/account_t_d_11 +account.t.d.12,,worldBank/account_t_d_12 +account.t.d.2,,worldBank/account_t_d_2 +account.t.d.3,,worldBank/account_t_d_3 +account.t.d.4,,worldBank/account_t_d_4 +account.t.d.5,,worldBank/account_t_d_5 +account.t.d.6,,worldBank/account_t_d_6 +account.t.d.7,,worldBank/account_t_d_7 +account.t.d.8,,worldBank/account_t_d_8 +AG.AGR.TRAC.NO,,worldBank/AG_AGR_TRAC_NO +AG.CON.FERT.PT.ZS,dcs:Percent,worldBank/AG_CON_FERT_PT_ZS +AG.CON.FERT.ZS,dcs:Percent,worldBank/AG_CON_FERT_ZS +AG.LND.AGRI.K2,,worldBank/AG_LND_AGRI_K2 +AG.LND.AGRI.ZS,dcs:Percent,worldBank/AG_LND_AGRI_ZS +AG.LND.ARBL.HA,,worldBank/AG_LND_ARBL_HA +AG.LND.ARBL.HA.PC,,worldBank/AG_LND_ARBL_HA_PC +AG.LND.ARBL.ZS,dcs:Percent,worldBank/AG_LND_ARBL_ZS +AG.LND.CREL.HA,dcs:Hectare,worldBank/AG_LND_CREL_HA +AG.LND.CROP.ZS,dcs:Percent,worldBank/AG_LND_CROP_ZS +AG.LND.EL5M.RU.K2,,worldBank/AG_LND_EL5M_RU_K2 +AG.LND.EL5M.RU.ZS,dcs:Percent,worldBank/AG_LND_EL5M_RU_ZS +AG.LND.EL5M.UR.K2,,worldBank/AG_LND_EL5M_UR_K2 +AG.LND.EL5M.UR.ZS,dcs:Percent,worldBank/AG_LND_EL5M_UR_ZS +AG.LND.EL5M.ZS,dcs:Percent,worldBank/AG_LND_EL5M_ZS +AG.LND.FRLS.HA,dcs:Hectare,worldBank/AG_LND_FRLS_HA +AG.LND.FRST.K2,,worldBank/AG_LND_FRST_K2 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+fin2.t.d.12,,worldBank/fin2_t_d_12 +fin2.t.d.2,,worldBank/fin2_t_d_2 +fin2.t.d.3,,worldBank/fin2_t_d_3 +fin2.t.d.4,,worldBank/fin2_t_d_4 +fin2.t.d.5,,worldBank/fin2_t_d_5 +fin2.t.d.6,,worldBank/fin2_t_d_6 +fin2.t.d.7,,worldBank/fin2_t_d_7 +fin2.t.d.8,,worldBank/fin2_t_d_8 +fin20.t.d,,worldBank/fin20_t_d +fin20.t.d.1,,worldBank/fin20_t_d_1 +fin20.t.d.2,,worldBank/fin20_t_d_2 +fin21.t.d.2017,,worldBank/fin21_t_d_2017 +fin21.t.d.2017.1,,worldBank/fin21_t_d_2017_1 +fin21.t.d.2017.2,,worldBank/fin21_t_d_2017_2 +fin21b.2014,,worldBank/fin21b_2014 +fin21b.2014.1,,worldBank/fin21b_2014_1 +fin21b.2014.2,,worldBank/fin21b_2014_2 +fin22a.c.t.d,,worldBank/fin22a_c_t_d +fin22a.c.t.d.1,,worldBank/fin22a_c_t_d_1 +fin22a.c.t.d.11,,worldBank/fin22a_c_t_d_11 +fin22a.c.t.d.12,,worldBank/fin22a_c_t_d_12 +fin22a.c.t.d.2,,worldBank/fin22a_c_t_d_2 +fin22a.c.t.d.3,,worldBank/fin22a_c_t_d_3 +fin22a.c.t.d.4,,worldBank/fin22a_c_t_d_4 +fin22a.c.t.d.5,,worldBank/fin22a_c_t_d_5 +fin22a.c.t.d.6,,worldBank/fin22a_c_t_d_6 +fin22a.c.t.d.7,,worldBank/fin22a_c_t_d_7 +fin22a.c.t.d.8,,worldBank/fin22a_c_t_d_8 +fin22b.t.d,,worldBank/fin22b_t_d +fin22b.t.d.1,,worldBank/fin22b_t_d_1 +fin22b.t.d.11,,worldBank/fin22b_t_d_11 +fin22b.t.d.12,,worldBank/fin22b_t_d_12 +fin22b.t.d.2,,worldBank/fin22b_t_d_2 +fin22b.t.d.3,,worldBank/fin22b_t_d_3 +fin22b.t.d.4,,worldBank/fin22b_t_d_4 +fin22b.t.d.5,,worldBank/fin22b_t_d_5 +fin22b.t.d.6,,worldBank/fin22b_t_d_6 +fin22b.t.d.7,,worldBank/fin22b_t_d_7 +fin22b.t.d.8,,worldBank/fin22b_t_d_8 +fin26.28.t.d,,worldBank/fin26_28_t_d +fin26.28.t.d.1,,worldBank/fin26_28_t_d_1 +fin26.28.t.d.2,,worldBank/fin26_28_t_d_2 +fin26.t.d,,worldBank/fin26_t_d +fin26.t.d.1,,worldBank/fin26_t_d_1 +fin26.t.d.2,,worldBank/fin26_t_d_2 +fin28.t.d,,worldBank/fin28_t_d +fin28.t.d.1,,worldBank/fin28_t_d_1 +fin28.t.d.2,,worldBank/fin28_t_d_2 +fin30.t.d,,worldBank/fin30_t_d +fin30.t.d.1,,worldBank/fin30_t_d_1 +fin30.t.d.2,,worldBank/fin30_t_d_2 +fin37.38.t.d,,worldBank/fin37_38_t_d +fin37.38.t.d.1,,worldBank/fin37_38_t_d_1 +fin37.38.t.d.2,,worldBank/fin37_38_t_d_2 +fin37.t.d,,worldBank/fin37_t_d +fin37.t.d.1,,worldBank/fin37_t_d_1 +fin37.t.d.2,,worldBank/fin37_t_d_2 +fin38.t.d,,worldBank/fin38_t_d +fin38.t.d.1,,worldBank/fin38_t_d_1 +fin38.t.d.2,,worldBank/fin38_t_d_2 +fin42.t.d,,worldBank/fin42_t_d +fin42.t.d.1,,worldBank/fin42_t_d_1 +fin42.t.d.2,,worldBank/fin42_t_d_2 +fin7.t.d,,worldBank/fin7_t_d +fin7.t.d.1,,worldBank/fin7_t_d_1 +fin7.t.d.11,,worldBank/fin7_t_d_11 +fin7.t.d.12,,worldBank/fin7_t_d_12 +fin7.t.d.2,,worldBank/fin7_t_d_2 +fin7.t.d.3,,worldBank/fin7_t_d_3 +fin7.t.d.4,,worldBank/fin7_t_d_4 +fin7.t.d.5,,worldBank/fin7_t_d_5 +fin7.t.d.6,,worldBank/fin7_t_d_6 +fin7.t.d.7,,worldBank/fin7_t_d_7 +fin7.t.d.8,,worldBank/fin7_t_d_8 +fin9N.10N.t.d,,worldBank/fin9N_10N_t_d +fin9N.10N.t.d.1,,worldBank/fin9N_10N_t_d_1 +fin9N.10N.t.d.2,,worldBank/fin9N_10N_t_d_2 +fing2p.t.d,,worldBank/fing2p_t_d +fing2p.t.d.1,,worldBank/fing2p_t_d_1 +fing2p.t.d.2,,worldBank/fing2p_t_d_2 +FM.AST.CGOV.ZG.M3,,worldBank/FM_AST_CGOV_ZG_M3 +FM.AST.DOMO.ZG.M3,,worldBank/FM_AST_DOMO_ZG_M3 +FM.AST.DOMS.CN,,worldBank/FM_AST_DOMS_CN +FM.AST.NFRG.CN,,worldBank/FM_AST_NFRG_CN +FM.AST.PRVT.GD.ZS,dcs:Percent,worldBank/FM_AST_PRVT_GD_ZS +FM.AST.PRVT.ZG.M3,,worldBank/FM_AST_PRVT_ZG_M3 +FM.LBL.BMNY.CN,,worldBank/FM_LBL_BMNY_CN +FM.LBL.BMNY.GD.ZS,dcs:Percent,worldBank/FM_LBL_BMNY_GD_ZS +FM.LBL.BMNY.IR.ZS,dcs:Percent,worldBank/FM_LBL_BMNY_IR_ZS +FM.LBL.BMNY.ZG,,worldBank/FM_LBL_BMNY_ZG +FP.CPI.TOTL,,worldBank/FP_CPI_TOTL +FP.CPI.TOTL.ZG,,worldBank/FP_CPI_TOTL_ZG +FP.WPI.TOTL,,worldBank/FP_WPI_TOTL +FR.INR.DPST,,worldBank/FR_INR_DPST +FR.INR.LEND,,worldBank/FR_INR_LEND +FR.INR.LNDP,,worldBank/FR_INR_LNDP +FR.INR.RINR,,worldBank/FR_INR_RINR +FR.INR.RISK,,worldBank/FR_INR_RISK +FS.AST.CGOV.GD.ZS,dcs:Percent,worldBank/FS_AST_CGOV_GD_ZS +FS.AST.DOMO.GD.ZS,dcs:Percent,worldBank/FS_AST_DOMO_GD_ZS +FS.AST.DOMS.GD.ZS,dcs:Percent,worldBank/FS_AST_DOMS_GD_ZS +FS.AST.PRVT.GD.ZS,dcs:Percent,worldBank/FS_AST_PRVT_GD_ZS +FX.OWN.TOTL.40.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_40_ZS +FX.OWN.TOTL.60.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_60_ZS +FX.OWN.TOTL.FE.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_FE_ZS +FX.OWN.TOTL.MA.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_MA_ZS +FX.OWN.TOTL.OL.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_OL_ZS +FX.OWN.TOTL.PL.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_PL_ZS +FX.OWN.TOTL.SO.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_SO_ZS +FX.OWN.TOTL.YG.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_YG_ZS +FX.OWN.TOTL.ZS,dcs:Percent,worldBank/FX_OWN_TOTL_ZS +g20.made.t.d,,worldBank/g20_made_t_d +g20.made.t.d.1,,worldBank/g20_made_t_d_1 +g20.made.t.d.2,,worldBank/g20_made_t_d_2 +g20.receive.t.d,,worldBank/g20_receive_t_d +g20.receive.t.d.1,,worldBank/g20_receive_t_d_1 +g20.receive.t.d.2,,worldBank/g20_receive_t_d_2 +g20.t.d,,worldBank/g20_t_d +g20.t.d.1,,worldBank/g20_t_d_1 +g20.t.d.2,,worldBank/g20_t_d_2 +GB.XPD.RSDV.GD.ZS,dcs:Percent,worldBank/GB_XPD_RSDV_GD_ZS +GC.AST.TOTL.CN,,worldBank/GC_AST_TOTL_CN +GC.AST.TOTL.GD.ZS,dcs:Percent,worldBank/GC_AST_TOTL_GD_ZS +GC.DOD.TOTL.CN,,worldBank/GC_DOD_TOTL_CN +GC.DOD.TOTL.GD.ZS,dcs:Percent,worldBank/GC_DOD_TOTL_GD_ZS +GC.LBL.TOTL.CN,,worldBank/GC_LBL_TOTL_CN +GC.LBL.TOTL.GD.ZS,dcs:Percent,worldBank/GC_LBL_TOTL_GD_ZS +GC.NFN.TOTL.CN,,worldBank/GC_NFN_TOTL_CN +GC.NFN.TOTL.GD.ZS,dcs:Percent,worldBank/GC_NFN_TOTL_GD_ZS +GC.NLD.TOTL.CN,,worldBank/GC_NLD_TOTL_CN +GC.NLD.TOTL.GD.ZS,dcs:Percent,worldBank/GC_NLD_TOTL_GD_ZS +GC.REV.GOTR.CN,,worldBank/GC_REV_GOTR_CN +GC.REV.GOTR.ZS,dcs:Percent,worldBank/GC_REV_GOTR_ZS +GC.REV.SOCL.CN,,worldBank/GC_REV_SOCL_CN +GC.REV.SOCL.ZS,dcs:Percent,worldBank/GC_REV_SOCL_ZS +GC.REV.XGRT.CN,,worldBank/GC_REV_XGRT_CN +GC.REV.XGRT.GD.ZS,dcs:Percent,worldBank/GC_REV_XGRT_GD_ZS +GC.TAX.EXPT.CN,,worldBank/GC_TAX_EXPT_CN +GC.TAX.EXPT.ZS,dcs:Percent,worldBank/GC_TAX_EXPT_ZS +GC.TAX.GSRV.CN,,worldBank/GC_TAX_GSRV_CN +GC.TAX.GSRV.RV.ZS,dcs:Percent,worldBank/GC_TAX_GSRV_RV_ZS +GC.TAX.GSRV.VA.ZS,dcs:Percent,worldBank/GC_TAX_GSRV_VA_ZS +GC.TAX.IMPT.CN,,worldBank/GC_TAX_IMPT_CN +GC.TAX.IMPT.ZS,dcs:Percent,worldBank/GC_TAX_IMPT_ZS +GC.TAX.INTT.CN,,worldBank/GC_TAX_INTT_CN +GC.TAX.INTT.RV.ZS,dcs:Percent,worldBank/GC_TAX_INTT_RV_ZS +GC.TAX.OTHR.CN,,worldBank/GC_TAX_OTHR_CN +GC.TAX.OTHR.RV.ZS,dcs:Percent,worldBank/GC_TAX_OTHR_RV_ZS +GC.TAX.TOTL.CN,,worldBank/GC_TAX_TOTL_CN +GC.TAX.TOTL.GD.ZS,dcs:Percent,worldBank/GC_TAX_TOTL_GD_ZS +GC.TAX.YPKG.CN,,worldBank/GC_TAX_YPKG_CN +GC.TAX.YPKG.RV.ZS,dcs:Percent,worldBank/GC_TAX_YPKG_RV_ZS +GC.TAX.YPKG.ZS,dcs:Percent,worldBank/GC_TAX_YPKG_ZS +GC.XPN.COMP.CN,,worldBank/GC_XPN_COMP_CN +GC.XPN.COMP.ZS,dcs:Percent,worldBank/GC_XPN_COMP_ZS +GC.XPN.GSRV.CN,,worldBank/GC_XPN_GSRV_CN +GC.XPN.GSRV.ZS,dcs:Percent,worldBank/GC_XPN_GSRV_ZS +GC.XPN.INTP.CN,,worldBank/GC_XPN_INTP_CN +GC.XPN.INTP.RV.ZS,dcs:Percent,worldBank/GC_XPN_INTP_RV_ZS +GC.XPN.INTP.ZS,dcs:Percent,worldBank/GC_XPN_INTP_ZS +GC.XPN.OTHR.CN,,worldBank/GC_XPN_OTHR_CN +GC.XPN.OTHR.ZS,dcs:Percent,worldBank/GC_XPN_OTHR_ZS +GC.XPN.TOTL.CN,,worldBank/GC_XPN_TOTL_CN +GC.XPN.TOTL.GD.ZS,dcs:Percent,worldBank/GC_XPN_TOTL_GD_ZS +GC.XPN.TRFT.CN,,worldBank/GC_XPN_TRFT_CN +GC.XPN.TRFT.ZS,dcs:Percent,worldBank/GC_XPN_TRFT_ZS +GE.EST,,worldBank/GE_EST +GE.NO.SRC,,worldBank/GE_NO_SRC +GE.PER.RNK,,worldBank/GE_PER_RNK +GE.PER.RNK.LOWER,,worldBank/GE_PER_RNK_LOWER +GE.PER.RNK.UPPER,,worldBank/GE_PER_RNK_UPPER +GE.STD.ERR,,worldBank/GE_STD_ERR +GF.XPD.BUDG.ZS,dcs:Percent,worldBank/GF_XPD_BUDG_ZS +GFDD.AI.01,,worldBank/GFDD_AI_01 +GFDD.AI.02,,worldBank/GFDD_AI_02 +GFDD.AI.05,,worldBank/GFDD_AI_05 +GFDD.AI.06,,worldBank/GFDD_AI_06 +GFDD.AI.07,,worldBank/GFDD_AI_07 +GFDD.AI.18,,worldBank/GFDD_AI_18 +GFDD.AI.20,,worldBank/GFDD_AI_20 +GFDD.AI.21,,worldBank/GFDD_AI_21 +GFDD.AI.25,,worldBank/GFDD_AI_25 +GFDD.AM.01,,worldBank/GFDD_AM_01 +GFDD.AM.02,,worldBank/GFDD_AM_02 +GFDD.AM.03,,worldBank/GFDD_AM_03 +GFDD.DI.01,,worldBank/GFDD_DI_01 +GFDD.DI.02,,worldBank/GFDD_DI_02 +GFDD.DI.03,,worldBank/GFDD_DI_03 +GFDD.DI.04,,worldBank/GFDD_DI_04 +GFDD.DI.05,,worldBank/GFDD_DI_05 +GFDD.DI.06,,worldBank/GFDD_DI_06 +GFDD.DI.07,,worldBank/GFDD_DI_07 +GFDD.DI.08,,worldBank/GFDD_DI_08 +GFDD.DI.09,,worldBank/GFDD_DI_09 +GFDD.DI.10,,worldBank/GFDD_DI_10 +GFDD.DI.11,,worldBank/GFDD_DI_11 +GFDD.DI.12,,worldBank/GFDD_DI_12 +GFDD.DI.13,,worldBank/GFDD_DI_13 +GFDD.DI.14,,worldBank/GFDD_DI_14 +GFDD.DM.01,,worldBank/GFDD_DM_01 +GFDD.DM.02,,worldBank/GFDD_DM_02 +GFDD.DM.03,,worldBank/GFDD_DM_03 +GFDD.DM.04,,worldBank/GFDD_DM_04 +GFDD.DM.05,,worldBank/GFDD_DM_05 +GFDD.DM.06,,worldBank/GFDD_DM_06 +GFDD.DM.07,,worldBank/GFDD_DM_07 +GFDD.DM.08,,worldBank/GFDD_DM_08 +GFDD.DM.09,,worldBank/GFDD_DM_09 +GFDD.DM.10,,worldBank/GFDD_DM_10 +GFDD.DM.11,,worldBank/GFDD_DM_11 +GFDD.DM.12,,worldBank/GFDD_DM_12 +GFDD.DM.13,,worldBank/GFDD_DM_13 +GFDD.DM.14,,worldBank/GFDD_DM_14 +GFDD.DM.15,,worldBank/GFDD_DM_15 +GFDD.DM.16,,worldBank/GFDD_DM_16 +GFDD.EI.01,,worldBank/GFDD_EI_01 +GFDD.EI.02,,worldBank/GFDD_EI_02 +GFDD.EI.03,,worldBank/GFDD_EI_03 +GFDD.EI.04,,worldBank/GFDD_EI_04 +GFDD.EI.05,,worldBank/GFDD_EI_05 +GFDD.EI.06,,worldBank/GFDD_EI_06 +GFDD.EI.07,,worldBank/GFDD_EI_07 +GFDD.EI.08,,worldBank/GFDD_EI_08 +GFDD.EI.09,,worldBank/GFDD_EI_09 +GFDD.EI.10,,worldBank/GFDD_EI_10 +GFDD.EM.01,,worldBank/GFDD_EM_01 +GFDD.OI.01,,worldBank/GFDD_OI_01 +GFDD.OI.02,,worldBank/GFDD_OI_02 +GFDD.OI.06,,worldBank/GFDD_OI_06 +GFDD.OI.07,,worldBank/GFDD_OI_07 +GFDD.OI.08,,worldBank/GFDD_OI_08 +GFDD.OI.09,,worldBank/GFDD_OI_09 +GFDD.OI.10,,worldBank/GFDD_OI_10 +GFDD.OI.11,,worldBank/GFDD_OI_11 +GFDD.OI.12,,worldBank/GFDD_OI_12 +GFDD.OI.13,,worldBank/GFDD_OI_13 +GFDD.OI.14,,worldBank/GFDD_OI_14 +GFDD.OI.15,,worldBank/GFDD_OI_15 +GFDD.OI.16,,worldBank/GFDD_OI_16 +GFDD.OI.16a,,worldBank/GFDD_OI_16a +GFDD.OI.17,,worldBank/GFDD_OI_17 +GFDD.OI.18,,worldBank/GFDD_OI_18 +GFDD.OI.19,,worldBank/GFDD_OI_19 +GFDD.OI.20a,,worldBank/GFDD_OI_20a +GFDD.OM.01,,worldBank/GFDD_OM_01 +GFDD.OM.02,,worldBank/GFDD_OM_02 +GFDD.SI.01,,worldBank/GFDD_SI_01 +GFDD.SI.02,,worldBank/GFDD_SI_02 +GFDD.SI.03,,worldBank/GFDD_SI_03 +GFDD.SI.04,,worldBank/GFDD_SI_04 +GFDD.SI.05,,worldBank/GFDD_SI_05 +GFDD.SI.06,,worldBank/GFDD_SI_06 +GFDD.SI.07,,worldBank/GFDD_SI_07 +GFDD.SM.01,,worldBank/GFDD_SM_01 +GPFI4,,worldBank/GPFI4 +HD.HCI.AMRT,,worldBank/HD_HCI_AMRT +HD.HCI.AMRT.FE,,worldBank/HD_HCI_AMRT_FE +HD.HCI.AMRT.MA,,worldBank/HD_HCI_AMRT_MA +HD.HCI.EYRS,,worldBank/HD_HCI_EYRS +HD.HCI.EYRS.FE,,worldBank/HD_HCI_EYRS_FE +HD.HCI.EYRS.MA,,worldBank/HD_HCI_EYRS_MA +HD.HCI.HLOS,,worldBank/HD_HCI_HLOS +HD.HCI.HLOS.FE,,worldBank/HD_HCI_HLOS_FE +HD.HCI.HLOS.MA,,worldBank/HD_HCI_HLOS_MA +HD.HCI.LAYS,,worldBank/HD_HCI_LAYS +HD.HCI.LAYS.FE,,worldBank/HD_HCI_LAYS_FE +HD.HCI.LAYS.MA,,worldBank/HD_HCI_LAYS_MA +HD.HCI.MORT,,worldBank/HD_HCI_MORT +HD.HCI.MORT.FE,,worldBank/HD_HCI_MORT_FE +HD.HCI.MORT.MA,,worldBank/HD_HCI_MORT_MA +HD.HCI.OVRL,,worldBank/HD_HCI_OVRL +HD.HCI.OVRL.FE,,worldBank/HD_HCI_OVRL_FE +HD.HCI.OVRL.LB,,worldBank/HD_HCI_OVRL_LB +HD.HCI.OVRL.LB.FE,,worldBank/HD_HCI_OVRL_LB_FE +HD.HCI.OVRL.LB.MA,,worldBank/HD_HCI_OVRL_LB_MA +HD.HCI.OVRL.MA,,worldBank/HD_HCI_OVRL_MA +HD.HCI.OVRL.UB,,worldBank/HD_HCI_OVRL_UB +HD.HCI.OVRL.UB.FE,,worldBank/HD_HCI_OVRL_UB_FE +HD.HCI.OVRL.UB.MA,,worldBank/HD_HCI_OVRL_UB_MA +HF.UHC.CONS.ZS,dcs:Percent,worldBank/HF_UHC_CONS_ZS +HF.UHC.NOP1.CG,,worldBank/HF_UHC_NOP1_CG +HF.UHC.NOP1.ZS,dcs:Percent,worldBank/HF_UHC_NOP1_ZS +HF.UHC.NOP2.CG,,worldBank/HF_UHC_NOP2_CG +HF.UHC.NOP2.ZS,dcs:Percent,worldBank/HF_UHC_NOP2_ZS +HF.UHC.NOP3.CG,,worldBank/HF_UHC_NOP3_CG +HF.UHC.NOP3.ZS,dcs:Percent,worldBank/HF_UHC_NOP3_ZS +HF.UHC.NOP4.CG,,worldBank/HF_UHC_NOP4_CG +HF.UHC.NOP4.ZS,dcs:Percent,worldBank/HF_UHC_NOP4_ZS +HF.UHC.NOPX.ZS,dcs:Percent,worldBank/HF_UHC_NOPX_ZS +HF.UHC.OOP.CG,,worldBank/HF_UHC_OOP_CG 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+IE.PPI.ENGY.CD,dcs:USDollar,worldBank/IE_PPI_ENGY_CD +IE.PPI.TELE.CD,dcs:USDollar,worldBank/IE_PPI_TELE_CD +IE.PPI.TRAN.CD,dcs:USDollar,worldBank/IE_PPI_TRAN_CD +IE.PPI.WATR.CD,dcs:USDollar,worldBank/IE_PPI_WATR_CD +IE.PPN.ENGY.CD,dcs:USDollar,worldBank/IE_PPN_ENGY_CD +IE.PPN.TRAN.CD,dcs:USDollar,worldBank/IE_PPN_TRAN_CD +IP.PAT.NRES,,worldBank/IP_PAT_NRES +IP.PAT.RESD,,worldBank/IP_PAT_RESD +IP.TMK.NRCT,,worldBank/IP_TMK_NRCT +IP.TMK.RSCT,,worldBank/IP_TMK_RSCT +IS.AIR.DPRT,,worldBank/IS_AIR_DPRT +IS.AIR.GOOD.MT.K1,,worldBank/IS_AIR_GOOD_MT_K1 +IS.AIR.PSGR,,worldBank/IS_AIR_PSGR +IS.RRS.GOOD.MT.K6,,worldBank/IS_RRS_GOOD_MT_K6 +IS.RRS.PASG.KM,,worldBank/IS_RRS_PASG_KM +IS.RRS.TOTL.KM,,worldBank/IS_RRS_TOTL_KM +IS.SHP.GOOD.TU,,worldBank/IS_SHP_GOOD_TU +IT.CEL.SETS,,worldBank/IT_CEL_SETS +IT.CEL.SETS.P2,,worldBank/IT_CEL_SETS_P2 +IT.CMP.PCMP.P2,,worldBank/IT_CMP_PCMP_P2 +IT.MLT.MAIN,,worldBank/IT_MLT_MAIN +IT.MLT.MAIN.P2,,worldBank/IT_MLT_MAIN_P2 +IT.NET.BBND,,worldBank/IT_NET_BBND +IT.NET.BBND.P2,,worldBank/IT_NET_BBND_P2 +IT.NET.SECR,,worldBank/IT_NET_SECR +IT.NET.SECR.P6,,worldBank/IT_NET_SECR_P6 +IT.NET.USER.P2,,worldBank/IT_NET_USER_P2 +IT.NET.USER.ZS,dcs:Percent,worldBank/IT_NET_USER_ZS +LP.EXP.DURS.MD,,worldBank/LP_EXP_DURS_MD +mobileaccount.t.d,,worldBank/mobileaccount_t_d +mobileaccount.t.d.1,,worldBank/mobileaccount_t_d_1 +mobileaccount.t.d.2,,worldBank/mobileaccount_t_d_2 +MS.MIL.MPRT.KD,,worldBank/MS_MIL_MPRT_KD +MS.MIL.TOTL.P1,,worldBank/MS_MIL_TOTL_P1 +MS.MIL.TOTL.TF.ZS,dcs:Percent,worldBank/MS_MIL_TOTL_TF_ZS +MS.MIL.XPRT.KD,,worldBank/MS_MIL_XPRT_KD +NE.CON.GOVT.CD,dcs:USDollar,worldBank/NE_CON_GOVT_CD +NE.CON.GOVT.CN,,worldBank/NE_CON_GOVT_CN +NE.CON.GOVT.KD,,worldBank/NE_CON_GOVT_KD +NE.CON.GOVT.KD.ZG,,worldBank/NE_CON_GOVT_KD_ZG +NE.CON.GOVT.KN,,worldBank/NE_CON_GOVT_KN +NE.CON.GOVT.ZS,dcs:Percent,worldBank/NE_CON_GOVT_ZS +NE.CON.PRVT.CD,dcs:USDollar,worldBank/NE_CON_PRVT_CD +NE.CON.PRVT.CN,,worldBank/NE_CON_PRVT_CN +NE.CON.PRVT.CN.AD,,worldBank/NE_CON_PRVT_CN_AD +NE.CON.PRVT.KD,,worldBank/NE_CON_PRVT_KD +NE.CON.PRVT.KD.ZG,,worldBank/NE_CON_PRVT_KD_ZG +NE.CON.PRVT.KN,,worldBank/NE_CON_PRVT_KN +NE.CON.PRVT.PC.KD,,worldBank/NE_CON_PRVT_PC_KD +NE.CON.PRVT.PC.KD.ZG,,worldBank/NE_CON_PRVT_PC_KD_ZG +NE.CON.PRVT.PP.CD,dcs:USDollar,worldBank/NE_CON_PRVT_PP_CD +NE.CON.PRVT.PP.KD,,worldBank/NE_CON_PRVT_PP_KD +NE.CON.PRVT.ZS,dcs:Percent,worldBank/NE_CON_PRVT_ZS +NE.CON.TOTL.CD,dcs:USDollar,worldBank/NE_CON_TOTL_CD +NE.CON.TOTL.CN,,worldBank/NE_CON_TOTL_CN +NE.CON.TOTL.KD,,worldBank/NE_CON_TOTL_KD +NE.CON.TOTL.KD.ZG,,worldBank/NE_CON_TOTL_KD_ZG +NE.CON.TOTL.KN,,worldBank/NE_CON_TOTL_KN +NE.CON.TOTL.ZS,dcs:Percent,worldBank/NE_CON_TOTL_ZS +NE.DAB.DEFL.ZS,dcs:Percent,worldBank/NE_DAB_DEFL_ZS +NE.DAB.TOTL.CD,dcs:USDollar,worldBank/NE_DAB_TOTL_CD +NE.DAB.TOTL.CN,,worldBank/NE_DAB_TOTL_CN +NE.DAB.TOTL.KD,,worldBank/NE_DAB_TOTL_KD +NE.DAB.TOTL.KN,,worldBank/NE_DAB_TOTL_KN +NE.DAB.TOTL.ZS,dcs:Percent,worldBank/NE_DAB_TOTL_ZS +NE.EXP.GNFS.CD,dcs:USDollar,worldBank/NE_EXP_GNFS_CD +NE.EXP.GNFS.CN,,worldBank/NE_EXP_GNFS_CN +NE.EXP.GNFS.KD,,worldBank/NE_EXP_GNFS_KD +NE.EXP.GNFS.KD.ZG,,worldBank/NE_EXP_GNFS_KD_ZG +NE.EXP.GNFS.KN,,worldBank/NE_EXP_GNFS_KN +NE.EXP.GNFS.ZS,dcs:Percent,worldBank/NE_EXP_GNFS_ZS +NE.GDI.FPRV.CN,,worldBank/NE_GDI_FPRV_CN +NE.GDI.FPRV.ZS,dcs:Percent,worldBank/NE_GDI_FPRV_ZS +NE.GDI.FTOT.CD,dcs:USDollar,worldBank/NE_GDI_FTOT_CD +NE.GDI.FTOT.CN,,worldBank/NE_GDI_FTOT_CN +NE.GDI.FTOT.KD,,worldBank/NE_GDI_FTOT_KD +NE.GDI.FTOT.KD.ZG,,worldBank/NE_GDI_FTOT_KD_ZG +NE.GDI.FTOT.KN,,worldBank/NE_GDI_FTOT_KN +NE.GDI.FTOT.ZS,dcs:Percent,worldBank/NE_GDI_FTOT_ZS +NE.GDI.STKB.CD,dcs:USDollar,worldBank/NE_GDI_STKB_CD +NE.GDI.STKB.CN,,worldBank/NE_GDI_STKB_CN +NE.GDI.STKB.KN,,worldBank/NE_GDI_STKB_KN +NE.GDI.TOTL.CD,dcs:USDollar,worldBank/NE_GDI_TOTL_CD +NE.GDI.TOTL.CN,,worldBank/NE_GDI_TOTL_CN +NE.GDI.TOTL.KD,,worldBank/NE_GDI_TOTL_KD +NE.GDI.TOTL.KD.ZG,,worldBank/NE_GDI_TOTL_KD_ZG +NE.GDI.TOTL.KN,,worldBank/NE_GDI_TOTL_KN +NE.GDI.TOTL.ZS,dcs:Percent,worldBank/NE_GDI_TOTL_ZS +NE.IMP.GNFS.CD,dcs:USDollar,worldBank/NE_IMP_GNFS_CD +NE.IMP.GNFS.CN,,worldBank/NE_IMP_GNFS_CN +NE.IMP.GNFS.KD,,worldBank/NE_IMP_GNFS_KD +NE.IMP.GNFS.KD.ZG,,worldBank/NE_IMP_GNFS_KD_ZG +NE.IMP.GNFS.KN,,worldBank/NE_IMP_GNFS_KN +NE.IMP.GNFS.ZS,dcs:Percent,worldBank/NE_IMP_GNFS_ZS +NE.RSB.GNFS.CD,dcs:USDollar,worldBank/NE_RSB_GNFS_CD +NE.RSB.GNFS.CN,,worldBank/NE_RSB_GNFS_CN +NE.RSB.GNFS.KN,,worldBank/NE_RSB_GNFS_KN +NE.RSB.GNFS.ZS,dcs:Percent,worldBank/NE_RSB_GNFS_ZS +NE.TRD.GNFS.ZS,dcs:Percent,worldBank/NE_TRD_GNFS_ZS +NV.AGR.EMPL.KD,,worldBank/NV_AGR_EMPL_KD +NV.AGR.TOTL.CD,dcs:USDollar,worldBank/NV_AGR_TOTL_CD +NV.AGR.TOTL.CN,,worldBank/NV_AGR_TOTL_CN +NV.AGR.TOTL.KD,,worldBank/NV_AGR_TOTL_KD +NV.AGR.TOTL.KD.ZG,,worldBank/NV_AGR_TOTL_KD_ZG +NV.AGR.TOTL.KN,,worldBank/NV_AGR_TOTL_KN +NV.AGR.TOTL.ZS,dcs:Percent,worldBank/NV_AGR_TOTL_ZS +NV.FSM.TOTL.CN,,worldBank/NV_FSM_TOTL_CN +NV.FSM.TOTL.KN,,worldBank/NV_FSM_TOTL_KN +NV.IND.EMPL.KD,,worldBank/NV_IND_EMPL_KD +NV.IND.MANF.CD,dcs:USDollar,worldBank/NV_IND_MANF_CD +NV.IND.MANF.CN,,worldBank/NV_IND_MANF_CN +NV.IND.MANF.KD,,worldBank/NV_IND_MANF_KD +NV.IND.MANF.KD.ZG,,worldBank/NV_IND_MANF_KD_ZG +NV.IND.MANF.KN,,worldBank/NV_IND_MANF_KN +NV.IND.MANF.ZS,dcs:Percent,worldBank/NV_IND_MANF_ZS +NV.IND.TOTL.CD,dcs:USDollar,worldBank/NV_IND_TOTL_CD +NV.IND.TOTL.CN,,worldBank/NV_IND_TOTL_CN +NV.IND.TOTL.KD,,worldBank/NV_IND_TOTL_KD +NV.IND.TOTL.KD.ZG,,worldBank/NV_IND_TOTL_KD_ZG +NV.IND.TOTL.KN,,worldBank/NV_IND_TOTL_KN +NV.IND.TOTL.ZS,dcs:Percent,worldBank/NV_IND_TOTL_ZS +NV.MNF.CHEM.ZS.UN,dcs:Percent,worldBank/NV_MNF_CHEM_ZS_UN +NV.MNF.FBTO.ZS.UN,dcs:Percent,worldBank/NV_MNF_FBTO_ZS_UN +NV.MNF.MTRN.ZS.UN,dcs:Percent,worldBank/NV_MNF_MTRN_ZS_UN +NV.MNF.OTHR.ZS.UN,dcs:Percent,worldBank/NV_MNF_OTHR_ZS_UN +NV.MNF.TECH.ZS.UN,dcs:Percent,worldBank/NV_MNF_TECH_ZS_UN +NV.MNF.TXTL.ZS.UN,dcs:Percent,worldBank/NV_MNF_TXTL_ZS_UN +NV.SRV.EMPL.KD,,worldBank/NV_SRV_EMPL_KD +NV.SRV.TOTL.CD,dcs:USDollar,worldBank/NV_SRV_TOTL_CD +NV.SRV.TOTL.CN,,worldBank/NV_SRV_TOTL_CN +NV.SRV.TOTL.KD,,worldBank/NV_SRV_TOTL_KD +NV.SRV.TOTL.KD.ZG,,worldBank/NV_SRV_TOTL_KD_ZG +NV.SRV.TOTL.KN,,worldBank/NV_SRV_TOTL_KN +NV.SRV.TOTL.ZS,dcs:Percent,worldBank/NV_SRV_TOTL_ZS +NY.ADJ.AEDU.CD,dcs:USDollar,worldBank/NY_ADJ_AEDU_CD +NY.ADJ.AEDU.GN.ZS,dcs:Percent,worldBank/NY_ADJ_AEDU_GN_ZS +NY.ADJ.DCO2.CD,dcs:USDollar,worldBank/NY_ADJ_DCO2_CD +NY.ADJ.DCO2.GN.ZS,dcs:Percent,worldBank/NY_ADJ_DCO2_GN_ZS +NY.ADJ.DFOR.CD,dcs:USDollar,worldBank/NY_ADJ_DFOR_CD +NY.ADJ.DFOR.GN.ZS,dcs:Percent,worldBank/NY_ADJ_DFOR_GN_ZS +NY.ADJ.DKAP.CD,dcs:USDollar,worldBank/NY_ADJ_DKAP_CD +NY.ADJ.DKAP.GN.ZS,dcs:Percent,worldBank/NY_ADJ_DKAP_GN_ZS +NY.ADJ.DMIN.CD,dcs:USDollar,worldBank/NY_ADJ_DMIN_CD +NY.ADJ.DMIN.GN.ZS,dcs:Percent,worldBank/NY_ADJ_DMIN_GN_ZS +NY.ADJ.DNGY.CD,dcs:USDollar,worldBank/NY_ADJ_DNGY_CD 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+NY.GDP.MKTP.PP.CD,dcs:USDollar,worldBank/NY_GDP_MKTP_PP_CD +NY.GDP.MKTP.PP.KD,,worldBank/NY_GDP_MKTP_PP_KD +NY.GDP.NGAS.RT.ZS,dcs:Percent,worldBank/NY_GDP_NGAS_RT_ZS +NY.GDP.PCAP.CD,dcs:USDollar,worldBank/NY_GDP_PCAP_CD +NY.GDP.PCAP.CN,,worldBank/NY_GDP_PCAP_CN +NY.GDP.PCAP.KD,,worldBank/NY_GDP_PCAP_KD +NY.GDP.PCAP.KD.ZG,,worldBank/NY_GDP_PCAP_KD_ZG +NY.GDP.PCAP.KN,,worldBank/NY_GDP_PCAP_KN +NY.GDP.PCAP.PP.CD,dcs:USDollar,worldBank/NY_GDP_PCAP_PP_CD +NY.GDP.PCAP.PP.KD,,worldBank/NY_GDP_PCAP_PP_KD +NY.GDP.PETR.RT.ZS,dcs:Percent,worldBank/NY_GDP_PETR_RT_ZS +NY.GDP.TOTL.RT.ZS,dcs:Percent,worldBank/NY_GDP_TOTL_RT_ZS +NY.GDS.TOTL.CD,dcs:USDollar,worldBank/NY_GDS_TOTL_CD +NY.GDS.TOTL.CN,,worldBank/NY_GDS_TOTL_CN +NY.GDS.TOTL.ZS,dcs:Percent,worldBank/NY_GDS_TOTL_ZS +NY.GDY.TOTL.KN,,worldBank/NY_GDY_TOTL_KN +NY.GNP.ATLS.CD,dcs:USDollar,worldBank/NY_GNP_ATLS_CD +NY.GNP.MKTP.CD,dcs:USDollar,worldBank/NY_GNP_MKTP_CD +NY.GNP.MKTP.CN,,worldBank/NY_GNP_MKTP_CN 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+UIS.XUNIT.GDPCAP.2.FSGOV,,worldBank/UIS_XUNIT_GDPCAP_2_FSGOV +UIS.XUNIT.GDPCAP.3.FSGOV,,worldBank/UIS_XUNIT_GDPCAP_3_FSGOV +UIS.XUNIT.GDPCAP.4.FSGOV,,worldBank/UIS_XUNIT_GDPCAP_4_FSGOV +UIS.XUNIT.PPP.1.FSGOV,,worldBank/UIS_XUNIT_PPP_1_FSGOV +UIS.XUNIT.PPP.2.FSGOV,,worldBank/UIS_XUNIT_PPP_2_FSGOV +UIS.XUNIT.PPP.23.FSGOV,,worldBank/UIS_XUNIT_PPP_23_FSGOV +UIS.XUNIT.PPP.3.FSGOV,,worldBank/UIS_XUNIT_PPP_3_FSGOV +UIS.XUNIT.PPP.56.FSGOV,,worldBank/UIS_XUNIT_PPP_56_FSGOV +UIS.XUNIT.PPPCONST.1.FSGOV,,worldBank/UIS_XUNIT_PPPCONST_1_FSGOV +UIS.XUNIT.PPPCONST.2.FSGOV,,worldBank/UIS_XUNIT_PPPCONST_2_FSGOV +UIS.XUNIT.PPPCONST.23.FSGOV,,worldBank/UIS_XUNIT_PPPCONST_23_FSGOV +UIS.XUNIT.PPPCONST.3.FSGOV,,worldBank/UIS_XUNIT_PPPCONST_3_FSGOV +UIS.XUNIT.PPPCONST.56.FSGOV,,worldBank/UIS_XUNIT_PPPCONST_56_FSGOV +UIS.XUNIT.US.1.FSGOV,,worldBank/UIS_XUNIT_US_1_FSGOV +UIS.XUNIT.US.2.FSGOV,,worldBank/UIS_XUNIT_US_2_FSGOV +UIS.XUNIT.US.23.FSGOV,,worldBank/UIS_XUNIT_US_23_FSGOV +UIS.XUNIT.US.3.FSGOV,,worldBank/UIS_XUNIT_US_3_FSGOV +UIS.XUNIT.US.4.FSGOV,,worldBank/UIS_XUNIT_US_4_FSGOV +UIS.XUNIT.US.56.FSGOV,,worldBank/UIS_XUNIT_US_56_FSGOV +UIS.XUNIT.USCONST.1.FSGOV,,worldBank/UIS_XUNIT_USCONST_1_FSGOV +UIS.XUNIT.USCONST.2.FSGOV,,worldBank/UIS_XUNIT_USCONST_2_FSGOV +UIS.XUNIT.USCONST.23.FSGOV,,worldBank/UIS_XUNIT_USCONST_23_FSGOV +UIS.XUNIT.USCONST.3.FSGOV,,worldBank/UIS_XUNIT_USCONST_3_FSGOV +UIS.XUNIT.USCONST.56.FSGOV,,worldBank/UIS_XUNIT_USCONST_56_FSGOV +VA.EST,,worldBank/VA_EST +VA.NO.SRC,,worldBank/VA_NO_SRC +VA.PER.RNK,,worldBank/VA_PER_RNK +VA.PER.RNK.LOWER,,worldBank/VA_PER_RNK_LOWER +VA.PER.RNK.UPPER,,worldBank/VA_PER_RNK_UPPER +VA.STD.ERR,,worldBank/VA_STD_ERR +VC.BTL.DETH,,worldBank/VC_BTL_DETH +VC.IDP.NWCV,,worldBank/VC_IDP_NWCV +VC.IDP.NWDS,,worldBank/VC_IDP_NWDS +VC.IDP.TOCV,,worldBank/VC_IDP_TOCV +VC.IHR.PSRC.FE.P5,,worldBank/VC_IHR_PSRC_FE_P5 +VC.IHR.PSRC.MA.P5,,worldBank/VC_IHR_PSRC_MA_P5 +VC.IHR.PSRC.P5,,worldBank/VC_IHR_PSRC_P5 +XGDP.23.FSGOV.FDINSTADM.FFD,,worldBank/XGDP_23_FSGOV_FDINSTADM_FFD +XGDP.56.FSGOV.FDINSTADM.FFD,,worldBank/XGDP_56_FSGOV_FDINSTADM_FFD \ No newline at end of file diff --git a/scripts/world_bank/datasets/wb.tmcf b/scripts/world_bank/datasets/wb.tmcf new file mode 100644 index 0000000000..c1c41823ac --- /dev/null +++ b/scripts/world_bank/datasets/wb.tmcf @@ -0,0 +1,8 @@ +Node: E:World_Bank_Temp->E0 +typeOf: dcs:StatVarObservation +variableMeasured: C:World_Bank_Temp->statvar +measurementMethod: C:World_Bank_Temp->measurementmethod +observationDate: C:World_Bank_Temp->observationdate +observationPeriod: "P1Y" +observationAbout: C:World_Bank_Temp->observationabout +value: C:World_Bank_Temp->observationvalue \ No newline at end of file diff --git a/scripts/world_bank/wdi/download_indicators/README.md b/scripts/world_bank/wdi/download_indicators/README.md new file mode 100644 index 0000000000..9da578f412 --- /dev/null +++ b/scripts/world_bank/wdi/download_indicators/README.md @@ -0,0 +1,9 @@ +Author: @cbari + +This script is used to download a specific set of indicators from World Bank and +write a cleaned csv to a specified output path. The script will loop through +the set of indicators and download data for all dates/countries for that +indicator. + +Currently, the result csv is used in a private Data Commons instance, but can be +reused as necessary. diff --git a/scripts/world_bank/wdi/download_indicators/manifest.json b/scripts/world_bank/wdi/download_indicators/manifest.json new file mode 100644 index 0000000000..4168aa4c54 --- /dev/null +++ b/scripts/world_bank/wdi/download_indicators/manifest.json @@ -0,0 +1,21 @@ +{ + "import_specifications": [ + { + "import_name": "WorldBankWDI", + "curator_emails": [ + "cbari@google.com" + ], + "provenance_url": "https://databank.worldbank.org/source/world-development-indicators", + "provenance_description": "World Bank dataset containing various statistics for countries.", + "scripts": [ + "wdi_download_indicators.py" + ], + "import_inputs": [ + { + "cleaned_csv": "cleaned_wdi.csv" + } + ], + "cron_schedule": "0 0 1 * *" + } + ] +} diff --git a/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py b/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py new file mode 100644 index 0000000000..24776559a5 --- /dev/null +++ b/scripts/world_bank/wdi/download_indicators/wdi_download_indicators.py @@ -0,0 +1,135 @@ +"""Download World Bank WDI via API and write cleaned csv to out_path.""" + +import io +import urllib.request +import zipfile + +from absl import app +from absl import flags +import numpy as np +import pandas as pd + +_OUT_PATH = flags.DEFINE_string('out_path', None, 'CNS path to write output.') + +indicators = [ + 'SP.POP.TOTL', + 'SP.POP.TOTL.FE.IN', + 'SP.POP.TOTL.MA.IN', + 'SP.POP.0014.TO.ZS', + 'SP.POP.1564.TO.ZS', + 'SP.POP.65UP.TO.ZS', + 'SP.DYN.LE00.IN', + 'SP.URB.TOTL.IN.ZS', + 'SP.URB.TOTL', + 'SP.POP.0014.FE.ZS', + 'SP.POP.1519.FE.5Y', + 'SP.POP.2024.FE.5Y', + 'SP.POP.2529.FE.5Y', + 'SP.POP.3034.FE.5Y', + 'SP.POP.3539.FE.5Y', + 'SP.POP.4044.FE.5Y', + 'SP.POP.4549.FE.5Y', + 'SP.POP.5054.FE.5Y', + 'SP.POP.5559.FE.5Y', + 'SP.POP.6064.FE.5Y', + 'SP.POP.65UP.FE.ZS', + 'SP.POP.0014.MA.ZS', + 'SP.POP.1519.MA.5Y', + 'SP.POP.2024.MA.5Y', + 'SP.POP.2529.MA.5Y', + 'SP.POP.3034.MA.5Y', + 'SP.POP.3539.MA.5Y', + 'SP.POP.4044.MA.5Y', + 'SP.POP.4549.MA.5Y', + 'SP.POP.5054.MA.5Y', + 'SP.POP.5559.MA.5Y', + 'SP.POP.6064.MA.5Y', + 'SP.POP.65UP.MA.ZS', + 'SE.ADT.LITR.ZS', + 'SE.ADT.LITR.FE.ZS', + 'SE.ADT.LITR.MA.ZS', + 'SE.ADT.1524.LT.ZS', + 'SE.ADT.1524.LT.FE.ZS', + 'SE.ADT.1524.LT.MA.ZS', + 'NY.GDP.MKTP.CD', + 'NY.GDP.MKTP.KD.ZG', + 'NV.AGR.TOTL.ZS', + 'NV.AGR.TOTL.CD', + 'NV.SRV.TOTL.ZS', + 'NV.SRV.TOTL.CD', + 'NV.IND.TOTL.ZS', + 'NV.IND.TOTL.CD', + 'NY.GNP.PCAP.PP.CD', + 'SI.POV.GINI', + 'IT.NET.USER.ZS', +] + + +def DownloadAndParseCsvs() -> None: + """Loops through all indicators and downloads the data for all countries/dates. + + This data is then added to the output which is written to _OUT_PATH + """ + dat = [] + for indicator in indicators: + resp = urllib.request.urlopen( + f'http://api.worldbank.org/v2/country/all/indicator/{indicator}?source=2&downloadformat=csv' + ) + myzip = zipfile.ZipFile(io.BytesIO(resp.read())) + csv_data = pd.DataFrame() + start_index = 0 + found = False + for filename in myzip.namelist(): + if filename.startswith('API_'): + with myzip.open(filename) as f: + for line in f: + if line.decode('utf-8').startswith('"Country'): + break + start_index += 1 + with myzip.open(filename) as f: + csv_data = pd.read_csv(f, skiprows=start_index) + found = True + if found: + for _, row in csv_data.iterrows(): + if True in pd.isna(row): + continue + for year in range(1960, 2022): + if pd.isna(row['Country Code']): + continue + country_str = 'dcid:country/' + row['Country Code'] + sv_string = 'worldBank/' + row['Indicator Code'].replace( + '.', '_') + dat.append([ + row['Indicator Code'], + sv_string, + 'WorldBank_WDI_CSV', + country_str, + year, + row[str(year)], + '', + ]) + + out_df = pd.DataFrame( + np.array(dat), + columns=[ + 'indicatorcode', + 'statvar', + 'measurementmethod', + 'observationabout', + 'observationdate', + 'observationvalue', + 'unit', + ], + ) + with open(_OUT_PATH.value, 'w+') as f_out: + out_df.to_csv(f_out, index=False) + + +def main(argv: list[str]) -> None: + if len(argv) > 1: + raise app.UsageError('Too many command-line arguments.') + DownloadAndParseCsvs() + + +if __name__ == '__main__': + app.run(main) diff --git a/util/latlng_recon_service_test.py b/util/latlng_recon_service_test.py index d03e104508..83c42375d1 100644 --- a/util/latlng_recon_service_test.py +++ b/util/latlng_recon_service_test.py @@ -36,8 +36,8 @@ def test_basic(self): self.assertEqual(idmap_out['cascal_mtv'], [ 'zip/94041', 'ipcc_50/37.25_-122.25_USA', 'geoId/sch0626310', 'geoId/sch0626280', 'geoId/0649670', 'geoId/0618', - 'geoId/0608592830', 'geoId/06085509600', 'geoId/06085', 'geoId/06', - 'country/USA' + 'geoId/0608592830', 'geoId/060855096001', 'geoId/06085509600', + 'geoId/06085', 'geoId/06', 'country/USA' ]) self.assertEqual(idmap_out['besant_beach_chennai'], [ 'wikidataId/Q15116', 'wikidataId/Q1445', 'ipcc_50/12.75_80.25_IND',