From 173da4d955d65f77039fd9b53f564b5d85c706eb Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Thu, 8 Feb 2024 13:44:12 +0000
Subject: [PATCH 01/14] Add unit tests for the benchmark repo

---
 .coveragerc                                   |    5 +
 .github/workflows/pull_request.yml            |   15 +
 Makefile                                      |    4 +
 Pipfile                                       |    5 +
 Pipfile.lock                                  | 3311 +++++++++--------
 generate_requests.py                          |    6 +-
 locustfile.py                                 |    2 +-
 runner_benchmark/taskset.py                   |    2 +-
 runner_benchmark/token_generator.py           |    3 +-
 runner_benchmark/utils.py                     |    2 +-
 scripts/get_aggregated_summary.py             |    2 +-
 scripts/get_benchmark_results.py              |    2 +-
 scripts/google_cloud_storage.py               |    2 +-
 scripts/run_tests.sh                          |   24 +
 scripts/visualise_results.py                  |   58 +-
 tests/__init__.py                             |    0
 tests/conftest.py                             |   42 +
 .../first_mock_output_stats.csv               |   95 +
 .../second_mock_output_stats.csv              |   95 +
 .../2024-02-07T03:09:41/mock_output_stats.csv |   95 +
 tests/test_benchmark_stats.py                 |   56 +
 tests/test_get_aggregated_summary.py          |   20 +
 tests/test_get_summary.py                     |   77 +
 tests/test_google_cloud_storage.py            |   42 +
 tests/test_slack_notification.py              |  125 +
 tests/test_visualise_results.py               |   54 +
 26 files changed, 2561 insertions(+), 1583 deletions(-)
 create mode 100644 .coveragerc
 create mode 100755 scripts/run_tests.sh
 create mode 100644 tests/__init__.py
 create mode 100644 tests/conftest.py
 create mode 100644 tests/mock_stats/2024-02-06T03:09:41/first_mock_output_stats.csv
 create mode 100644 tests/mock_stats/2024-02-06T03:09:41/second_mock_output_stats.csv
 create mode 100644 tests/mock_stats/2024-02-07T03:09:41/mock_output_stats.csv
 create mode 100644 tests/test_benchmark_stats.py
 create mode 100644 tests/test_get_aggregated_summary.py
 create mode 100644 tests/test_get_summary.py
 create mode 100644 tests/test_google_cloud_storage.py
 create mode 100644 tests/test_slack_notification.py
 create mode 100644 tests/test_visualise_results.py

diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 00000000..c135d532
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,5 @@
+[run]
+include = scripts/*
+
+[report]
+fail_under = 80
diff --git a/.github/workflows/pull_request.yml b/.github/workflows/pull_request.yml
index 820f9dc3..02af7831 100644
--- a/.github/workflows/pull_request.yml
+++ b/.github/workflows/pull_request.yml
@@ -28,6 +28,21 @@ jobs:
         run: pipenv install --dev
       - name: Lint scripts
         run: make lint
+  test:
+    runs-on: ubuntu-22.04
+    steps:
+      - uses: actions/checkout@v3
+      - run:
+          echo "PYTHON_VERSION=$(cat .python-version)" >> $GITHUB_ENV
+      - uses: actions/setup-python@v4
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+      - name: Install pipenv
+        run: pip install pipenv==2023.8.22
+      - name: Install virtual environment
+        run: pipenv install --dev
+      - name: Running unit tests
+        run: make test
   docker-push:
     runs-on: ubuntu-22.04
     steps:
diff --git a/Makefile b/Makefile
index 3aaf3555..46e0d153 100644
--- a/Makefile
+++ b/Makefile
@@ -5,7 +5,11 @@ flake8:
 	pipenv run flake8 --max-complexity 10 --count
 
 format:
+	pipenv run isort .
 	pipenv run black .
 
 run:
 	pipenv run ./run.sh requests/test_checkbox.json
+
+test:
+	pipenv run ./scripts/run_tests.sh
diff --git a/Pipfile b/Pipfile
index 2c7285fd..9ac3cc7b 100644
--- a/Pipfile
+++ b/Pipfile
@@ -6,6 +6,7 @@ name = "pypi"
 [dev-packages]
 black = "*"
 "flake8" = "*"
+isort = "*"
 
 [packages]
 haralyzer = "*"
@@ -17,6 +18,10 @@ google-cloud-storage = "*"
 pandas = "*"
 matplotlib = "*"
 slackclient = "*"
+pytest = "*"
+pytest-cov = "*"
+pytest-mock = "*"
+freezegun = "*"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index 5e4ad3cc..6fed104d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "aaa5c6681f9fcc3beee3884d279210651d8b1d47d0b5099646d6249c571d6373"
+            "sha256": "bdbf862417c21dff32567aed2eef4245a1d3cb98b0e9e50d8dac0f5b3d756e28"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,96 +18,85 @@
     "default": {
         "aiohttp": {
             "hashes": [
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         "aiosignal": {
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@@ -119,19 +108,19 @@
         },
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@@ -139,102 +128,104 @@
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@@ -536,276 +601,345 @@
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@@ -883,85 +1017,83 @@
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@@ -969,31 +1101,24 @@
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             "markers": "python_full_version >= '3.6.8'",
-            "version": "==3.0.9"
+            "version": "==3.1.1"
+        },
+        "pytest": {
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+            "markers": "python_version >= '3.8'",
+            "version": "==8.0.0"
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+            "version": "==4.1.0"
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+            "markers": "python_version >= '3.8'",
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         "python-dateutil": {
             "hashes": [
@@ -1564,14 +1796,16 @@
         },
         "pytz": {
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-            "version": "==2023.3"
+            "version": "==2024.1"
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@@ -1722,19 +1981,19 @@
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@@ -1750,208 +2009,144 @@
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-            "version": "==3.0.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.2.0"
         },
         "tomli": {
             "hashes": [
@@ -2109,11 +2322,11 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36",
-                "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"
+                "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783",
+                "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.7.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.9.0"
         }
     }
 }
diff --git a/generate_requests.py b/generate_requests.py
index 6790de1f..0cc57a54 100644
--- a/generate_requests.py
+++ b/generate_requests.py
@@ -55,9 +55,9 @@ def parse_har_file(har_file):
 def generate_requests(har_file, requests_file, schema_name):
     requests = parse_har_file(har_file)
     requests['schema_name'] = schema_name
-    requests[
-        'schema_url'
-    ] = f"https://storage.googleapis.com/eq-questionnaire-schemas/{schema_name}.json"
+    requests['schema_url'] = (
+        f"https://storage.googleapis.com/eq-questionnaire-schemas/{schema_name}.json"
+    )
     json.dump(requests, requests_file, indent=4)
 
 
diff --git a/locustfile.py b/locustfile.py
index 2400de0f..5d045b68 100644
--- a/locustfile.py
+++ b/locustfile.py
@@ -1,6 +1,6 @@
 import os
 
-from locust import constant, HttpUser
+from locust import HttpUser, constant
 
 from runner_benchmark.taskset import SurveyRunnerTaskSet
 
diff --git a/runner_benchmark/taskset.py b/runner_benchmark/taskset.py
index baa2df82..763bc777 100644
--- a/runner_benchmark/taskset.py
+++ b/runner_benchmark/taskset.py
@@ -6,9 +6,9 @@
 
 from locust import TaskSet, task
 
-from .utils import parse_params_from_location
 from .questionnaire_mixins import QuestionnaireMixins
 from .token_generator import create_token
+from .utils import parse_params_from_location
 
 r = random.Random()
 
diff --git a/runner_benchmark/token_generator.py b/runner_benchmark/token_generator.py
index 2e6714b6..5c3addb1 100644
--- a/runner_benchmark/token_generator.py
+++ b/runner_benchmark/token_generator.py
@@ -1,7 +1,8 @@
 import os
 import time
-from uuid import uuid4
 from datetime import datetime, timedelta, timezone
+from uuid import uuid4
+
 from sdc.crypto.encrypter import encrypt
 from sdc.crypto.key_store import KeyStore
 
diff --git a/runner_benchmark/utils.py b/runner_benchmark/utils.py
index ea7050cd..b4bf20c8 100644
--- a/runner_benchmark/utils.py
+++ b/runner_benchmark/utils.py
@@ -1,4 +1,4 @@
-from urllib.parse import urlparse, parse_qs
+from urllib.parse import parse_qs, urlparse
 
 
 def parse_params_from_location(url, route):
diff --git a/scripts/get_aggregated_summary.py b/scripts/get_aggregated_summary.py
index 85edf6bf..04509987 100644
--- a/scripts/get_aggregated_summary.py
+++ b/scripts/get_aggregated_summary.py
@@ -1,6 +1,6 @@
-from glob import glob
 import os
 import sys
+from glob import glob
 from typing import List
 
 from scripts.benchmark_stats import BenchmarkStats
diff --git a/scripts/get_benchmark_results.py b/scripts/get_benchmark_results.py
index 94be1bcd..befedcc7 100644
--- a/scripts/get_benchmark_results.py
+++ b/scripts/get_benchmark_results.py
@@ -1,7 +1,7 @@
 import os
 import sys
-
 from datetime import datetime, timedelta
+
 from dateutil.tz import tzutc
 
 from scripts.get_summary import parse_environment_variables
diff --git a/scripts/google_cloud_storage.py b/scripts/google_cloud_storage.py
index c5db24cb..8ac5c4a5 100644
--- a/scripts/google_cloud_storage.py
+++ b/scripts/google_cloud_storage.py
@@ -1,5 +1,5 @@
-import os
 import json
+import os
 
 from google.cloud import storage
 
diff --git a/scripts/run_tests.sh b/scripts/run_tests.sh
new file mode 100755
index 00000000..4f66321f
--- /dev/null
+++ b/scripts/run_tests.sh
@@ -0,0 +1,24 @@
+#!/bin/bash
+#
+# Run unit tests
+#
+# NOTE: This script expects to be run from the project root with
+# ./scripts/run_tests.sh
+set -o pipefail
+
+function display_result {
+  RESULT=$1
+  EXIT_STATUS=$2
+  TEST=$3
+
+  if [ $RESULT -ne 0 ]; then
+    echo -e "\033[31m$TEST failed\033[0m"
+    exit $EXIT_STATUS
+  else
+    echo -e "\033[32m$TEST passed\033[0m"
+  fi
+}
+
+py.test --cov-config=.coveragerc --cov --cov-report html
+
+display_result $? 3 "Unit tests"
diff --git a/scripts/visualise_results.py b/scripts/visualise_results.py
index 4e71191d..94a07ac8 100644
--- a/scripts/visualise_results.py
+++ b/scripts/visualise_results.py
@@ -8,35 +8,36 @@
 PERCENTILES_TO_GRAPH = (50, 90, 95, 99)
 
 
-def plot_data(df, number_of_days_to_plot):
-    plt.style.use('fast')
+class GraphGenerationFailed(Exception):
+    pass
 
-    if (
-        number_of_days_to_plot and number_of_days_to_plot <= 45
-    ):  # To make the chart still easily digestible
-        df.plot.line(marker="o", markersize=8)
-        plt.grid(True, axis="both", alpha=0.3)
-    else:
-        df.plot.line()
 
-    plt.margins(0.03, 0.07)
-    plt.legend(frameon=True, prop={"size": 17})
-    plt.xticks(df.index, df["DATE"], size="small", rotation=90)
-    plt.yticks(size="small")
-    plt.ylabel("Average Response Time (ms)")
-    plt.xlabel("Run Date (YYYY-MM-DD)", labelpad=13)
+def plot_data(df, number_of_days_to_plot):
+    try:
+        plt.style.use('fast')
 
-    plt.savefig('performance_graph.png', bbox_inches="tight")
-    print("Graph saved as performance_graph.png")
+        if (
+            number_of_days_to_plot and number_of_days_to_plot <= 45
+        ):  # To make the chart still easily digestible
+            df.plot.line(marker="o", markersize=8)
+            # plt.grid(True, axis="both", alpha=0.3)
+        else:
+            df.plot.line()
 
+        plt.margins(0.03, 0.07)
+        plt.legend(frameon=True, prop={"size": 17})
+        plt.xticks(df.index, df["DATE"], size="small", rotation=90)
+        plt.yticks(size="small")
+        plt.ylabel("Average Response Time (ms)")
+        plt.xlabel("Run Date (YYYY-MM-DD)", labelpad=13)
 
-if __name__ == '__main__':
-    parsed_variables = parse_environment_variables()
-    number_of_days = parsed_variables['number_of_days']
+        plt.savefig('performance_graph.png', bbox_inches="tight")
+        print("Graph saved as performance_graph.png")
+    except Exception as e:
+        raise GraphGenerationFailed from e
 
-    folders = sorted(glob(f"{parsed_variables['output_dir']}/*"))
-    results = get_results(folders, number_of_days)
 
+def get_data_frame(results):
     result_fields = [
         [
             result.date,
@@ -49,6 +50,15 @@ def plot_data(df, number_of_days_to_plot):
     ]
 
     percentile_columns = (f"{percentile}th" for percentile in PERCENTILES_TO_GRAPH)
-    data_frame = DataFrame(result_fields, columns=["DATE", *percentile_columns])
+    return DataFrame(result_fields, columns=["DATE", *percentile_columns])
+
+
+if __name__ == '__main__':
+    parsed_variables = parse_environment_variables()
+    number_of_days = parsed_variables['number_of_days']
+
+    folders = sorted(glob(f"{parsed_variables['output_dir']}/*"))
+    results = get_results(folders, number_of_days)
+    dataframe = get_data_frame(results)
 
-    plot_data(data_frame, number_of_days)
+    plot_data(dataframe, number_of_days)
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 00000000..70a30c24
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,42 @@
+import pytest
+
+from scripts.get_summary import get_results
+
+EXPECTED_OUTPUT_SINGLE_FOLDER = (
+    '---\n'
+    'Percentile Averages:\n'
+    '50th: 58ms\n'
+    '90th: 96ms\n'
+    '95th: 173ms\n'
+    '99th: 301ms\n'
+    '99.9th: 477ms\n'
+    '---\n'
+    'GETs (99th): 380ms\n'
+    'POSTs (99th): 211ms\n'
+    '---\n'
+    'Total Requests: 70,640\n'
+    'Total Failures: 1\n'
+    'Error Percentage: 0.0%\n'
+)
+
+EXPECTED_OUTPUT_MULTIPLE_FOLDERS = (
+    '---\n'
+    'Percentile Averages:\n'
+    '50th: 58ms\n'
+    '90th: 98ms\n'
+    '95th: 176ms\n'
+    '99th: 313ms\n'
+    '99.9th: 595ms\n'
+    '---\n'
+    'GETs (99th): 383ms\n'
+    'POSTs (99th): 234ms\n'
+    '---\n'
+    'Total Requests: 211,841\n'
+    'Total Failures: 2\n'
+    'Error Percentage: 0.0%\n'
+)
+
+
+@pytest.fixture
+def get_results_single_file():
+    return get_results(folders=["./tests/mock_stats/2024-02-07T03:09:41"])
diff --git a/tests/mock_stats/2024-02-06T03:09:41/first_mock_output_stats.csv b/tests/mock_stats/2024-02-06T03:09:41/first_mock_output_stats.csv
new file mode 100644
index 00000000..e96b0b5c
--- /dev/null
+++ b/tests/mock_stats/2024-02-06T03:09:41/first_mock_output_stats.csv
@@ -0,0 +1,95 @@
+Type,Name,Request Count,Failure Count,Median Response Time,Average Response Time,Min Response Time,Max Response Time,Average Content Size,Requests/s,Failures/s,50%,66%,75%,80%,90%,95%,98%,99%,99.9%,99.99%,100%
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+GET,/questionnaire/number-calculated-summary-2/,649,0,51,53.19707442527090,41.832338999938700,189.40490000000000,107469.04314329700,0.5413495187430380,0.0,51,53,56,58,62,67,82,94,190,190,190
+POST,/questionnaire/number-calculated-summary-2/,648,0,51,56.006531419749000,39.31100100010100,454.9873859999710,285.0,0.5405153900546820,0.0,51,55,58,60,68,78,94,130,450,450,450
+GET,/questionnaire/number-grand-calculated-summary/,648,0,51,54.343774339505800,40.05694299996780,284.64834499993700,107804.06481481500,0.5405153900546820,0.0,51,54,56,58,62,69,83,130,280,280,280
+POST,/questionnaire/number-grand-calculated-summary/,648,0,53,57.581703512344700,41.993771999841600,207.89363499989100,253.0,0.5405153900546820,0.0,53,59,62,64,70,78,110,130,210,210,210
+GET,/questionnaire/people/add-person/,654,0,53,59.971723348621500,41.823225999905800,295.03572400000200,103985.0,0.5455201621848180,0.0,53,56,60,63,81,100,140,160,300,300,300
+POST,/questionnaire/people/add-person/,653,0,52,61.88596248698370,41.20628200007560,491.2601569999420,247.0,0.5446860334964620,0.0,52,56,59,62,82,130,160,220,490,490,490
+GET,/questionnaire/people/{id}/add-or-edit-primary-person/,655,0,53,61.646798702290300,42.09244000003310,518.9731259999920,103851.0,0.5463542908731740,0.0,53,57,62,67,89,110,140,160,520,520,520
+POST,/questionnaire/people/{id}/add-or-edit-primary-person/,654,0,53,63.8403248914373,40.660875000014600,306.51114699992400,247.0,0.5455201621848180,0.0,53,57,61,64,86,140,180,250,310,310,310
+GET,/questionnaire/people/{id}/currency-total-playback-2/,1302,0,51,54.23393761059980,39.56238400002120,349.9611579999280,107892.0,1.0860355522395000,0.0,51,54,56,58,63,71,91,130,240,350,350
+POST,/questionnaire/people/{id}/currency-total-playback-2/,1302,0,50,52.93367897081470,39.096647999940600,252.86468900003500,301.0,1.0860355522395000,0.0,50,53,55,56,62,69,84,96,170,250,250
+GET,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1302,0,52,54.93780729032230,39.56094000000120,277.5491449999660,104616.0,1.0860355522395000,0.0,52,55,57,58,65,71,85,130,270,280,280
+POST,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1302,0,52,55.725593019967800,40.81600400002120,227.4669680000440,297.0,1.0860355522395000,0.0,52,55,57,59,65,76,99,140,220,230,230
+GET,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1302,0,54,58.09920210368770,42.93373699999850,495.39897800002600,106917.0,1.0860355522395000,0.0,54,57,60,62,69,77,98,120,310,500,500
+POST,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1302,0,54,57.177646690475500,43.30950300004590,343.7538789999050,281.0,1.0860355522395000,0.0,54,57,59,61,67,76,97,110,230,340,340
+GET,/questionnaire/people/{id}/set-min-max-block/,1302,0,53,55.643824864056900,42.41878099992390,237.3941079999900,106027.0,1.0860355522395000,0.0,53,56,58,60,65,71,86,120,190,240,240
+POST,/questionnaire/people/{id}/set-min-max-block/,1301,1,53,56.4652137709448,3.2925420000538000,266.21877600018700,302.76710222905500,1.0852014235511400,0.0008341286883559910,53,56,59,60,66,72,97,120,250,270,270
+GET,/questionnaire/primary-person-list-collector/,657,0,54,67.70957062557450,40.92118699998080,361.34318200004100,103496.0,0.5480225482498860,0.0,54,59,65,73,110,150,200,260,360,360,360
+POST,/questionnaire/primary-person-list-collector/,655,0,53,67.50087433130040,42.02430500004080,385.17186500007500,299.0,0.5463542908731740,0.0,53,58,63,68,96,150,230,280,390,390,390
+GET,/questionnaire/responsible-party-business/,635,0,54,63.24560053386350,41.17763199997170,430.16575699994100,104795.0,0.5296717171060540,0.0,54,58,62,65,80,120,170,220,430,430,430
+POST,/questionnaire/responsible-party-business/,635,0,55,69.70652895747980,43.28435599995830,590.2393179999310,271.0,0.5296717171060540,0.0,55,60,64,69,100,160,250,310,590,590,590
+GET,/questionnaire/responsible-party/,648,0,52,55.31456502160490,41.43606699994960,226.95647899990900,103770.0324074070,0.5405153900546820,0.0,52,55,57,59,65,72,99,130,230,230,230
+POST,/questionnaire/responsible-party/,647,0,55,58.568274454399100,43.16141200001770,264.2135689998210,269.0,0.5396812613663260,0.0,55,59,62,64,69,81,110,140,260,260,260
+GET,/questionnaire/second-number-block/,653,0,51,57.28261062940620,41.906823999966000,276.1544689999480,104143.0,0.5446860334964620,0.0,51,55,57,59,68,97,140,170,280,280,280
+POST,/questionnaire/second-number-block/,652,0,52,56.421848674844700,41.06135400002130,295.2037189999150,269.0,0.5438519048081060,0.0,52,54,57,59,66,77,120,150,300,300,300
+GET,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,52,54.47280108846030,40.95564499994000,204.84407399999300,112168.47307692300,1.0843672948627900,0.0,52,54,56,58,64,70,88,120,200,200,200
+POST,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,37,38.718471938461800,28.625907999867200,245.2429069999200,319.02153846153800,1.0843672948627900,0.0,37,39,40,41,46,51,60,79,140,250,250
+GET,/questionnaire/sections/grand-calculated-summary-section-1/,649,0,50,51.978661044682000,39.68683100004,166.23394199996300,109845.0,0.5413495187430380,0.0,50,52,54,56,60,66,73,84,170,170,170
+POST,/questionnaire/sections/grand-calculated-summary-section-1/,649,0,37,38.94235551463680,28.71165099998050,141.76337999992900,255.0,0.5413495187430380,0.0,37,39,40,42,46,49,64,91,140,140,140
+GET,/questionnaire/sections/questions-section/,652,0,50,54.38517037730320,39.13951699996690,274.9538499999740,106527.0,0.5438519048081060,0.0,50,54,56,58,64,77,94,140,270,270,270
+POST,/questionnaire/sections/questions-section/,651,0,37,41.12544380645300,29.229690000079200,310.74334400000200,333.0,0.5430177761197500,0.0,37,40,42,43,49,58,90,130,310,310,310
+GET,/questionnaire/sections/section-businesses/,635,0,52,63.74622520000290,41.294617000176000,421.5786240000630,106782.0,0.5296717171060540,0.0,52,57,62,65,88,140,180,240,420,420,420
+POST,/questionnaire/sections/section-businesses/,631,0,38,52.63176897622940,29.136377999975600,574.7843060000830,217.0,0.5263352023526300,0.0,38,43,48,52,71,130,190,260,570,570,570
+GET,/questionnaire/sections/section-companies/,638,0,54,59.77679934325770,43.181656999877300,317.09102900003900,118630.0,0.5321741031711220,0.0,54,58,61,64,74,100,120,140,320,320,320
+POST,/questionnaire/sections/section-companies/,637,0,38,44.372802706436300,29.567983000106300,534.0916239999840,217.0,0.5313399744827660,0.0,38,41,43,45,54,67,130,150,530,530,530
+GET,/questionnaire/skip-first-block/,653,0,52,59.427417202144000,40.470847000051400,324.4970110000050,103655.0,0.5446860334964620,0.0,52,56,59,63,74,100,150,170,320,320,320
+POST,/questionnaire/skip-first-block/,653,0,52,58.234043041350800,42.397191999953100,319.34260900004600,257.0,0.5446860334964620,0.0,52,55,58,61,69,86,140,200,320,320,320
+GET,/questionnaire/third-number-block/,649,0,51,53.37849156394550,39.824327000019400,226.10654700002900,103710.0,0.5413495187430380,0.0,51,53,56,58,63,70,77,88,230,230,230
+POST,/questionnaire/third-number-block/,649,0,52,54.149120565485500,39.740875999996200,231.5296229999720,257.0,0.5413495187430380,0.0,52,54,56,57,63,69,80,89,230,230,230
+GET,/session,669,0,240.0,716.1213518206280,171.45408999999700,9255.041094000010,217.0,0.5580320925101580,0.0,240,280,330,360,560,5500,6800,7600,9300,9300,9300
+GET,/submitted/feedback/send,625,0,58,90.70912807519980,42.362432000004400,594.2179200000060,106807.0,0.5213304302224940,0.0,58,70,87,110,190,250,350,460,590,590,590
+POST,/submitted/feedback/send,623,0,240.0,280.788264988762,184.31740400001200,1015.4341420000000,235.0,0.5196621728457820,0.0,240,270,310,330,400,490,690,820,1000,1000,1000
+GET,/submitted/feedback/sent,623,0,53,74.95858413322570,40.01355600007630,357.530306000001,103279.0,0.5196621728457820,0.0,53,63,72,82,140,230,280,310,360,360,360
+GET,/submitted/thank-you/,1879,0,55,82.28379422458670,40.21754199993670,668.48000600001,104071.0,1.5673278054209100,0.0,55,64,78,90,150,230,310,450,640,670,670
+GET,/submitted/view-response/,628,0,68,95.9726018327992,50.200209999957200,591.0120180000150,146212.0,0.5238328162875620,0.0,68,81,94,110,170,250,310,470,590,590,590
+,Aggregated,70640,1,52,72.42998418101570,3.2925420000538000,9255.041094000010,55214.039057191400,58.922850545467200,0.0008341286883559910,52,57,61,64,89,170,250,320,2900,7600,9300
\ No newline at end of file
diff --git a/tests/mock_stats/2024-02-06T03:09:41/second_mock_output_stats.csv b/tests/mock_stats/2024-02-06T03:09:41/second_mock_output_stats.csv
new file mode 100644
index 00000000..35113143
--- /dev/null
+++ b/tests/mock_stats/2024-02-06T03:09:41/second_mock_output_stats.csv
@@ -0,0 +1,95 @@
+Type,Name,Request Count,Failure Count,Median Response Time,Average Response Time,Min Response Time,Max Response Time,Average Content Size,Requests/s,Failures/s,50%,66%,75%,80%,90%,95%,98%,99%,99.9%,99.99%,100%
+GET,/questionnaire,662,0,45,97.54301846827940,28.893336000010100,1465.2825560000100,255.0,0.5519769338954500,0.0,45,56,76,99,190,320,720,1000,1500,1500,1500
+GET,/questionnaire/,1271,0,53,69.78114809205370,40.5711430000224,1340.0495629999800,124484.40912667200,1.0597623609986700,0.0,53,58,63,68,91,140,260,390,800,1300,1300
+POST,/questionnaire/,1267,0,190.0,166.5762972999230,26.065264000067100,2097.8457229999800,250.08287292817700,1.0564271529388800,0.0,190,220,230,250,300,410,630,780,1900,2100,2100
+GET,/questionnaire/any-businesses-or-branches/,636,0,53,70.22905296069070,42.066900999998300,877.9223889999910,104704.0,0.5302980815068070,0.0,53,58,65,71,100,150,230,310,880,880,880
+POST,/questionnaire/any-businesses-or-branches/,633,0,57,85.16078801263870,43.030864999991500,1365.1145210000100,273.0,0.5277966754619640,0.0,57,63,72,79,130,200,500,630,1400,1400,1400
+GET,/questionnaire/any-companies-or-branches/,648,0,51,56.009712342592700,40.84628300000760,404.5430489999260,104682.0324074070,0.5403037056861810,0.0,51,54,57,59,67,74,98,150,400,400,400
+POST,/questionnaire/any-companies-or-branches/,648,0,55,61.366355802469300,41.8552329999784,795.5239960000430,331.0,0.5403037056861810,0.0,55,59,62,66,74,85,130,140,800,800,800
+GET,/questionnaire/any-other-companies-or-branches/,644,0,53,63.24200936024780,41.90949700000600,1142.1554600000300,107230.0,0.5369684976263900,0.0,53,58,60,63,73,110,140,190,1100,1100,1100
+POST,/questionnaire/any-other-companies-or-branches/,643,0,54,70.1819802597187,43.00652599999920,1752.1969010000500,269.0,0.5361346956114420,0.0,54,59,63,66,85,120,190,410,1800,1800,1800
+GET,/questionnaire/any-other-trading-details/,643,0,51,61.06306791135450,40.27501400014440,808.501490000026,103540.0,0.5361346956114420,0.0,51,55,58,61,72,97,160,270,810,810,810
+POST,/questionnaire/any-other-trading-details/,642,0,53,70.17206500467270,40.1036099999601,1792.6802250000300,271.0,0.5353008935964940,0.0,53,58,62,65,86,140,220,340,1800,1800,1800
+GET,/questionnaire/block-379/,660,0,60,88.6242819378741,39.6351710000431,1211.6389409999900,104341.0,0.5503093298655550,0.0,60,73,88,100,160,230,300,460,1200,1200,1200
+POST,/questionnaire/block-379/,658,0,62,102.6837020881430,40.87549699988810,1201.9567630000000,237.0,0.5486417258356590,0.0,62,79,100,120,200,290,370,630,1200,1200,1200
+GET,/questionnaire/block-381/,658,0,60,86.43635300911960,41.77228200001080,984.3425750000280,108120.0,0.5486417258356590,0.0,60,72,87,100,160,210,270,410,980,980,980
+POST,/questionnaire/block-381/,658,0,59,96.42007519908810,41.88781200014090,1305.6206430000500,239.0,0.5486417258356590,0.0,59,69,87,110,180,290,400,600,1300,1300,1300
+GET,/questionnaire/block-383/,655,0,53,70.34992017099040,40.40624399999620,798.5636500000060,103994.0,0.5461403197908160,0.0,53,59,68,73,120,150,210,300,800,800,800
+POST,/questionnaire/block-383/,654,0,54,74.89622666207840,39.291679000029900,1181.6375310000400,277.0,0.5453065177758680,0.0,54,59,68,74,110,180,250,330,1200,1200,1200
+GET,/questionnaire/block-4616/,658,0,56,85.40149848784470,41.63086799997020,843.2925669999920,104347.0,0.5486417258356590,0.0,56,67,78,90,160,240,360,530,840,840,840
+POST,/questionnaire/block-4616/,657,0,57,88.17055035007590,41.572248999955300,1141.2354780000000,239.0,0.5478079238207110,0.0,57,67,81,97,160,240,340,450,1100,1100,1100
+GET,/questionnaire/block-4952/,657,0,56,77.7061912952822,39.92537299996000,763.091664000001,104949.0,0.5478079238207110,0.0,56,65,74,82,130,180,270,390,760,760,760
+POST,/questionnaire/block-4952/,655,0,57,83.81320834809100,42.65163900004150,890.9849359999950,239.0,0.5461403197908160,0.0,57,65,76,89,140,220,280,520,890,890,890
+GET,/questionnaire/block-4953/,655,0,57,79.63213282289910,41.67512399999400,876.2743299999440,107252.0,0.5461403197908160,0.0,57,64,72,79,120,170,320,530,880,880,880
+POST,/questionnaire/block-4953/,655,0,56,79.85288175877650,40.041535000000300,1137.7295970000300,237.0,0.5461403197908160,0.0,56,63,69,75,130,210,320,430,1100,1100,1100
+GET,/questionnaire/companies/add-company/?previous=any-companies-or-branches,648,0,50,53.78106156481430,38.38002699990280,152.39142300004000,103608.01080246900,0.5403037056861810,0.0,50,54,56,59,66,73,88,110,150,150,150
+POST,/questionnaire/companies/add-company/?previous=any-companies-or-branches,647,0,54,59.54308408964440,42.37947000001440,484.7432669999990,307.0,0.5394699036712330,0.0,54,58,61,63,70,85,120,180,480,480,480
+GET,/questionnaire/companies/{id}/companies-repeating-block-1/,647,0,53,58.48760782534770,42.53977500002290,556.9560659999980,105678.01081916500,0.5394699036712330,0.0,53,56,59,61,69,83,130,150,560,560,560
+POST,/questionnaire/companies/{id}/companies-repeating-block-1/,644,0,55,62.57800019254440,43.246892999945900,1144.9457750000000,307.0,0.5369684976263900,0.0,55,59,62,65,74,95,160,190,1100,1100,1100
+GET,/questionnaire/companies/{id}/companies-repeating-block-2/,644,0,52,58.884886582296300,41.40308199998800,916.940203000081,106630.0,0.5369684976263900,0.0,52,55,58,60,70,83,130,170,920,920,920
+POST,/questionnaire/companies/{id}/companies-repeating-block-2/,644,0,54,61.052747628887900,40.39944400005880,600.458941999932,281.0,0.5369684976263900,0.0,54,57,60,63,74,98,160,190,600,600,600
+GET,/questionnaire/currency-total-playback-1/,651,0,50,55.262758990782400,39.76631500000850,250.69563700003500,105866.0,0.5428051117310240,0.0,50,54,57,59,65,79,120,140,250,250,250
+POST,/questionnaire/currency-total-playback-1/,651,0,51,56.47181060675610,40.398348000053400,271.17643599990500,271.0,0.5428051117310240,0.0,51,55,58,60,67,77,140,170,270,270,270
+GET,/questionnaire/distance-calculated-summary-1/,650,0,49,52.72258971846250,38.741037000022500,257.58267499998100,107614.0,0.5419713097160770,0.0,49,52,54,56,63,69,81,110,260,260,260
+POST,/questionnaire/distance-calculated-summary-1/,650,0,51,52.823726583074900,40.76732699991230,115.70642700007700,273.0,0.5419713097160770,0.0,51,54,56,57,62,67,76,85,120,120,120
+GET,/questionnaire/distance-calculated-summary-2/,649,0,50,52.51277653158790,41.00391000002900,149.2940279999860,107494.0,0.5411375077011290,0.0,50,53,56,57,62,67,78,96,150,150,150
+POST,/questionnaire/distance-calculated-summary-2/,649,0,52,57.58009634822660,39.70186599997310,679.0675329999660,273.0,0.5411375077011290,0.0,52,55,58,60,68,74,96,120,680,680,680
+GET,/questionnaire/distance-grand-calculated-summary/,648,0,51,53.51225742284080,40.33113600002030,188.06111499998200,107105.02160493800,0.5403037056861810,0.0,51,54,56,58,63,72,94,100,190,190,190
+POST,/questionnaire/distance-grand-calculated-summary/,648,0,54,60.89555865123640,40.50428000005010,1026.494097000070,281.0,0.5403037056861810,0.0,54,58,62,64,72,80,120,150,1000,1000,1000
+GET,/questionnaire/fourth-number-block/,649,0,51,54.98939582588560,41.49556900000560,904.968775000043,104492.0,0.5411375077011290,0.0,51,54,56,58,63,71,85,100,900,900,900
+POST,/questionnaire/fourth-number-block/,649,0,53,57.64727644067340,42.1173860000863,595.6519950000260,277.0,0.5411375077011290,0.0,53,57,59,61,69,77,110,120,600,600,600
+GET,/questionnaire/grand-calculated-summary-first-number-block/,650,0,50,52.86491947845870,42.143493000026000,135.161374000063,103746.0,0.5419713097160770,0.0,50,54,56,57,62,69,79,83,140,140,140
+POST,/questionnaire/grand-calculated-summary-first-number-block/,650,0,52,56.61008968923220,42.450593000012300,734.8544110000150,307.0,0.5419713097160770,0.0,53,56,58,60,65,77,91,120,730,730,730
+GET,/questionnaire/grand-calculated-summary-second-number-block/,650,0,51,53.80585058922510,41.32152200000410,168.1336189999460,104570.0,0.5419713097160770,0.0,51,54,57,58,65,70,81,97,170,170,170
+POST,/questionnaire/grand-calculated-summary-second-number-block/,650,0,53,55.60680410307540,40.64278900000320,174.30967100006,277.0,0.5419713097160770,0.0,53,55,58,60,67,73,87,120,170,170,170
+GET,/questionnaire/introduction-block/,662,0,57,118.58667794108600,39.879087999906900,1804.4337620000300,103463.0,0.5519769338954500,0.0,57,73,96,120,240,460,660,1100,1800,1800,1800
+POST,/questionnaire/introduction-block/,660,0,60,107.50143343333000,39.477271999999200,1227.6868029999800,237.0,0.5503093298655550,0.0,60,76,100,130,220,340,480,780,1200,1200,1200
+GET,/questionnaire/list-collector/,1305,0,53,63.98704160766590,39.916077000043500,1001.9431999999700,106589.84444444400,1.0881116295068900,0.0,53,58,62,67,85,130,160,200,870,1000,1000
+POST,/questionnaire/list-collector/,1304,0,54,63.966886100458400,41.190475999997000,943.2429579999850,252.0,1.0872778274919400,0.0,54,58,62,65,77,120,170,230,750,940,940
+GET,/questionnaire/number-calculated-summary-1/,650,0,50,52.119502524613200,40.35255600001620,131.76475299997000,107557.0,0.5419713097160770,0.0,50,52,55,57,61,69,80,87,130,130,130
+POST,/questionnaire/number-calculated-summary-1/,650,0,51,56.17120299230850,39.98349700009390,1295.4865109999200,305.0,0.5419713097160770,0.0,51,54,57,58,64,70,82,120,1300,1300,1300
+GET,/questionnaire/number-calculated-summary-2/,649,0,50,54.95513164252610,40.127230000052800,1048.9929929999600,107469.06471494600,0.5411375077011290,0.0,50,53,55,57,63,69,85,96,1000,1000,1000
+POST,/questionnaire/number-calculated-summary-2/,648,0,53,56.21113139506450,39.79810999999250,232.04232599982800,285.0,0.5403037056861810,0.0,53,56,60,63,70,78,87,110,230,230,230
+GET,/questionnaire/number-grand-calculated-summary/,648,0,51,53.76367905401700,40.79752300003750,224.46644600017900,107804.04320987700,0.5403037056861810,0.0,51,53,56,58,64,72,88,110,220,220,220
+POST,/questionnaire/number-grand-calculated-summary/,648,0,55,62.55624527777650,41.26613399989770,1023.2342040000000,253.0,0.5403037056861810,0.0,55,59,62,65,73,83,130,160,1000,1000,1000
+GET,/questionnaire/people/add-person/,652,0,52,63.21300543404690,40.08097799987810,1070.771857000010,103985.0,0.5436389137459720,0.0,52,57,61,63,80,110,160,240,1100,1100,1100
+POST,/questionnaire/people/add-person/,652,0,54,68.22708259355780,41.4407549999396,1539.476096000040,247.0,0.5436389137459720,0.0,54,57,61,64,79,140,190,280,1500,1500,1500
+GET,/questionnaire/people/{id}/add-or-edit-primary-person/,654,0,54,69.13104282263110,40.90855200000480,1167.513554999970,103851.0,0.5453065177758680,0.0,54,59,65,70,97,140,220,300,1200,1200,1200
+POST,/questionnaire/people/{id}/add-or-edit-primary-person/,653,0,53,67.18500189433610,40.14113800002410,1095.539331999990,247.0,0.54447271576092,0.0,53,58,62,65,88,130,270,300,1100,1100,1100
+GET,/questionnaire/people/{id}/currency-total-playback-2/,1301,0,50,53.242140874709900,40.49386899998810,221.81424400002900,107892.0,1.084776421447100,0.0,50,53,55,57,63,70,95,120,220,220,220
+POST,/questionnaire/people/{id}/currency-total-playback-2/,1300,0,51,54.18649636999790,39.32042700000690,183.21992200003500,301.0,1.083942619432150,0.0,51,54,56,58,64,72,92,120,180,180,180
+GET,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1301,0,50,53.48862182244710,40.337305999855700,185.47764200002300,104616.0,1.084776421447100,0.0,50,53,55,57,63,69,92,120,180,190,190
+POST,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1301,0,53,55.86472148885400,40.32896500007160,255.11924800002800,297.0,1.084776421447100,0.0,53,56,58,60,66,74,90,110,200,260,260
+GET,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1300,0,53,55.9839597953843,42.93548500004360,150.30153699990500,106917.0,1.083942619432150,0.0,53,56,59,61,67,75,85,94,150,150,150
+POST,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1300,0,55,58.19169414230530,42.67542200000210,241.00321800006000,281.0,1.083942619432150,0.0,55,58,61,63,70,78,98,130,210,240,240
+GET,/questionnaire/people/{id}/set-min-max-block/,1300,0,52,54.97629326615440,41.4087719999543,216.45811499979600,106027.0,1.083942619432150,0.0,52,55,57,59,65,72,87,120,210,220,220
+POST,/questionnaire/people/{id}/set-min-max-block/,1300,0,54,58.3685756607698,42.791788999920800,1031.0448630000300,303.0,1.083942619432150,0.0,54,58,60,62,67,75,89,150,230,1000,1000
+GET,/questionnaire/primary-person-list-collector/,654,0,53,69.11259213302910,40.80665699996190,1224.3459270000000,103496.0,0.5453065177758680,0.0,53,59,64,69,97,150,250,270,1200,1200,1200
+POST,/questionnaire/primary-person-list-collector/,654,0,55,75.25784749235420,42.82153500003010,1535.5666259999900,299.0,0.5453065177758680,0.0,55,60,64,70,100,160,260,370,1500,1500,1500
+GET,/questionnaire/responsible-party-business/,636,0,53,67.86892342138520,39.92419900009740,935.6418009999740,104795.0,0.5302980815068070,0.0,53,58,63,67,95,130,200,310,940,940,940
+POST,/questionnaire/responsible-party-business/,636,0,56,81.5560511257849,40.3569800000696,1185.3211540000100,271.0,0.5302980815068070,0.0,56,62,68,73,110,220,450,560,1200,1200,1200
+GET,/questionnaire/responsible-party/,648,0,51,55.83887001080300,40.36188499998160,930.5077550000080,103770.0324074070,0.5403037056861810,0.0,51,54,57,59,65,73,96,140,930,930,930
+POST,/questionnaire/responsible-party/,648,0,56,62.60187112654240,42.18529299998860,1361.5251789999500,269.0,0.5403037056861810,0.0,56,60,64,66,74,83,110,150,1400,1400,1400
+GET,/questionnaire/second-number-block/,651,0,51,55.64017022273290,40.8105369999987,221.645403000025,104143.0,0.5428051117310240,0.0,51,54,57,59,68,80,110,150,220,220,220
+POST,/questionnaire/second-number-block/,651,0,52,57.41527395238120,40.732568000009900,277.90711099999000,269.0,0.5428051117310240,0.0,52,56,59,61,67,81,120,160,280,280,280
+GET,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,51,53.36340282538430,40.88829300008000,235.9906190001770,112168.5,1.083942619432150,0.0,51,54,57,58,63,69,78,89,170,240,240
+POST,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,36,38.77087000846200,27.364876999968100,135.10589600002700,319.0,1.083942619432150,0.0,36,39,41,42,47,53,60,66,130,140,140
+GET,/questionnaire/sections/grand-calculated-summary-section-1/,650,0,49,51.46278690461620,40.13977600004640,149.3303790000480,109845.0,0.5419713097160770,0.0,49,52,53,55,61,68,77,96,150,150,150
+POST,/questionnaire/sections/grand-calculated-summary-section-1/,650,0,36,39.05944867384730,27.71745999984890,428.4290489999880,255.0,0.5419713097160770,0.0,36,38,40,41,47,52,62,79,430,430,430
+GET,/questionnaire/sections/questions-section/,651,0,49,54.34846097081190,38.21234699989870,267.7667789999990,106527.0,0.5428051117310240,0.0,49,53,56,58,66,80,120,150,270,270,270
+POST,/questionnaire/sections/questions-section/,651,0,36,39.68250427496060,28.616897999995700,171.93416500003900,333.0,0.5428051117310240,0.0,36,39,41,43,48,56,69,96,170,170,170
+GET,/questionnaire/sections/section-businesses/,633,0,52,71.22655419747280,39.66897800000880,1673.6142400000100,106782.0,0.5277966754619640,0.0,52,57,62,69,110,160,230,360,1700,1700,1700
+POST,/questionnaire/sections/section-businesses/,631,0,38,66.63950142789580,28.51941300002640,1578.2815270000000,217.0,0.5261290714320680,0.0,38,44,51,56,110,180,380,600,1600,1600,1600
+GET,/questionnaire/sections/section-companies/,642,0,54,61.12400946573060,41.9118280000248,442.427404,118630.0,0.5353008935964940,0.0,54,58,61,63,73,100,150,190,440,440,440
+POST,/questionnaire/sections/section-companies/,640,0,38,52.592582167184500,28.75216199993250,1582.103442999990,217.0,0.5336332895665990,0.0,38,42,46,49,61,110,200,240,1600,1600,1600
+GET,/questionnaire/skip-first-block/,652,0,52,58.392073314414400,40.6390940000847,265.73136000001800,103655.0,0.5436389137459720,0.0,52,55,60,63,73,95,140,170,270,270,270
+POST,/questionnaire/skip-first-block/,651,0,54,61.568885208905600,43.060359999998400,312.325539000085,257.0,0.5428051117310240,0.0,54,58,61,63,74,100,160,200,310,310,310
+GET,/questionnaire/third-number-block/,650,0,50,53.92879087846290,41.30037400000220,965.4026380000010,103710.0,0.5419713097160770,0.0,50,53,55,57,63,66,78,85,970,970,970
+POST,/questionnaire/third-number-block/,649,0,53,56.054083542371900,41.16515200007600,452.3770030000380,257.0,0.5411375077011290,0.0,53,56,58,60,66,73,86,94,450,450,450
+GET,/session,662,0,240.0,679.9151526208450,167.87838200002600,7612.526750000000,217.0,0.5519769338954500,0.0,240,280,320,360,670,5200,6300,6700,7600,7600,7600
+GET,/submitted/feedback/send,619,0,57,105.6179102374810,39.461309999978800,1769.3638960000200,106807.0,0.5161234472526940,0.0,57,72,95,120,200,310,490,640,1800,1800,1800
+POST,/submitted/feedback/send,617,0,240.0,287.4147702106950,186.85999000013000,1640.0317569999700,235.0,0.5144558432227990,0.0,240,270,290,320,440,540,770,930,1600,1600,1600
+GET,/submitted/feedback/sent,617,0,53,86.14192634522070,37.15657099996860,1027.8348169999800,103279.0,0.5144558432227990,0.0,53,60,70,83,150,230,440,730,1000,1000,1000
+GET,/submitted/thank-you/,1867,0,54,94.47934091215810,39.879984999970500,2015.5045970000200,104071.0,1.5567083619075600,0.0,54,65,81,100,170,270,440,670,1800,2000,2000
+GET,/submitted/view-response/,628,0,68,104.8036466735690,52.027644000020200,1013.584475000020,146212.0,0.5236276653872250,0.0,68,81,96,120,190,280,430,620,1000,1000,1000
+,Aggregated,70561,0,53,74.69210790030040,26.065264000067100,7612.526750000000,55212.000056688500,58.83390397673240,0.0,53,57,62,65,93,180,270,400,1500,6700,7600
\ No newline at end of file
diff --git a/tests/mock_stats/2024-02-07T03:09:41/mock_output_stats.csv b/tests/mock_stats/2024-02-07T03:09:41/mock_output_stats.csv
new file mode 100644
index 00000000..e96b0b5c
--- /dev/null
+++ b/tests/mock_stats/2024-02-07T03:09:41/mock_output_stats.csv
@@ -0,0 +1,95 @@
+Type,Name,Request Count,Failure Count,Median Response Time,Average Response Time,Min Response Time,Max Response Time,Average Content Size,Requests/s,Failures/s,50%,66%,75%,80%,90%,95%,98%,99%,99.9%,99.99%,100%
+GET,/questionnaire,669,0,42,82.48158620029530,27.8597640000271,1599.4607470000100,255.0,0.5580320925101580,0.0,42,53,71,110,180,250,350,450,1600,1600,1600
+GET,/questionnaire/,1268,0,54,63.6751623738158,41.1517149999554,352.05640699996400,124485.43454258700,1.0576751768354000,0.0,54,59,64,67,87,120,160,210,350,350,350
+POST,/questionnaire/,1265,0,200.0,151.9639384830070,28.59116600006930,593.3791070000330,250.08300395256900,1.0551727907703300,0.0,200,220,230,250,290,350,430,460,590,590,590
+GET,/questionnaire/any-businesses-or-branches/,635,0,53,61.94643233543070,41.13956200001210,280.96626700016700,104704.0,0.5296717171060540,0.0,53,58,62,66,81,110,160,190,280,280,280
+POST,/questionnaire/any-businesses-or-branches/,635,0,55,70.39833584252190,43.244985999990600,570.6409000000580,273.0,0.5296717171060540,0.0,55,61,67,73,100,140,230,330,570,570,570
+GET,/questionnaire/any-companies-or-branches/,647,0,52,55.27415754250040,40.90059299983300,208.12391700002300,104682.03245749600,0.5396812613663260,0.0,52,55,57,59,65,74,96,120,210,210,210
+POST,/questionnaire/any-companies-or-branches/,646,0,54,58.14204586222720,41.272810000009500,250.24429199993400,331.0,0.5388471326779700,0.0,54,58,61,64,71,80,110,140,250,250,250
+GET,/questionnaire/any-other-companies-or-branches/,641,0,53,59.186209277692600,41.67686199991750,374.6459799999680,107230.01092043700,0.5346764892361900,0.0,53,56,59,61,70,92,140,160,370,370,370
+POST,/questionnaire/any-other-companies-or-branches/,640,0,54,60.697436117187000,42.65322599985670,362.30277800007100,269.0,0.5338423605478340,0.0,54,58,61,64,77,100,150,160,360,360,360
+GET,/questionnaire/any-other-trading-details/,640,0,52,57.56302114062240,40.64434099996110,244.9034879998640,103540.0,0.5338423605478340,0.0,52,55,59,62,72,87,130,170,240,240,240
+POST,/questionnaire/any-other-trading-details/,638,0,53,61.078428543884400,41.93794299999350,570.2288310000090,271.0,0.5321741031711220,0.0,53,57,60,63,77,99,150,200,570,570,570
+GET,/questionnaire/block-379/,664,0,58,85.5120188960822,41.27497999991190,1226.223135000000,104341.0,0.5538614490683780,0.0,58,72,86,98,140,200,270,360,1200,1200,1200
+POST,/questionnaire/block-379/,663,0,60,89.58820428205120,42.87408499999400,679.6861020000050,237.0,0.5530273203800220,0.0,60,73,89,100,170,240,330,410,680,680,680
+GET,/questionnaire/block-381/,662,0,58,78.66774811027450,41.432794000002100,548.0445409999960,108120.0,0.5521931916916660,0.0,58,68,83,95,140,180,250,290,550,550,550
+POST,/questionnaire/block-381/,661,0,58,87.88669666565740,41.51701900002540,665.9230369999990,239.0,0.5513590630033100,0.0,58,69,84,100,170,250,350,460,670,670,670
+GET,/questionnaire/block-383/,657,0,53,66.34644909589000,40.0952260001759,347.87442999993300,103994.0,0.5480225482498860,0.0,53,58,67,72,98,140,190,260,350,350,350
+POST,/questionnaire/block-383/,657,0,54,71.18151790563250,41.160977000004100,537.0361419999770,277.0,0.5480225482498860,0.0,54,59,64,72,120,180,250,310,540,540,540
+GET,/questionnaire/block-4616/,661,0,56,72.17200049168030,41.09480900001470,330.8280159999410,104347.0,0.5513590630033100,0.0,56,65,80,88,120,150,200,210,330,330,330
+POST,/questionnaire/block-4616/,660,0,57,83.35167517273180,41.906358999995100,598.678370000016,239.0,0.5505249343149540,0.0,57,68,83,97,150,230,340,370,600,600,600
+GET,/questionnaire/block-4952/,660,0,56,71.82027210000040,41.18520199995150,544.4258599999900,104949.0,0.5505249343149540,0.0,56,63,75,81,120,150,230,250,540,540,540
+POST,/questionnaire/block-4952/,659,0,56,75.00710789681940,41.66071400004510,586.1059530000150,239.0,0.5496908056265980,0.0,56,63,72,78,130,170,260,340,590,590,590
+GET,/questionnaire/block-4953/,659,0,56,72.99021727920960,42.484985000101000,479.3746139999940,107252.0,0.5496908056265980,0.0,56,63,70,78,120,150,250,320,480,480,480
+POST,/questionnaire/block-4953/,657,0,55,73.96363078691040,41.24435900007480,527.0750849999790,237.0,0.5480225482498860,0.0,55,59,67,75,120,190,280,350,530,530,530
+GET,/questionnaire/companies/add-company/?previous=any-companies-or-branches,646,0,51,53.46178402631650,40.62624699997740,181.29607600008100,103608.04334365300,0.5388471326779700,0.0,51,54,56,58,63,72,87,96,180,180,180
+POST,/questionnaire/companies/add-company/?previous=any-companies-or-branches,645,0,53,58.53827273643570,42.12062499993860,459.1927810000700,307.0,0.5380130039896140,0.0,53,56,59,62,70,80,130,190,460,460,460
+GET,/questionnaire/companies/{id}/companies-repeating-block-1/,645,0,54,58.85048766046620,43.889465999882300,195.15594100016600,105678.01085271300,0.5380130039896140,0.0,54,57,60,62,70,90,130,160,200,200,200
+POST,/questionnaire/companies/{id}/companies-repeating-block-1/,642,0,54,58.256310252339400,44.233633999965600,293.86930099997200,307.0,0.5355106179245460,0.0,54,57,60,62,68,77,110,130,290,290,290
+GET,/questionnaire/companies/{id}/companies-repeating-block-2/,642,0,52,57.57400471806520,42.34531799988870,250.63605100001500,106630.0109034270,0.5355106179245460,0.0,52,56,58,60,69,81,130,150,250,250,250
+POST,/questionnaire/companies/{id}/companies-repeating-block-2/,641,0,53,58.786259468019100,41.23883400001210,242.4209079999860,281.0,0.5346764892361900,0.0,53,56,59,62,69,85,140,190,240,240,240
+GET,/questionnaire/currency-total-playback-1/,652,0,51,55.891325389570200,41.072136000138900,224.23602399999300,105866.0,0.5438519048081060,0.0,51,54,57,59,66,78,110,180,220,220,220
+POST,/questionnaire/currency-total-playback-1/,652,0,50,55.851528745400100,39.33529899995850,254.7519070000140,271.0,0.5438519048081060,0.0,50,54,56,58,65,82,140,160,250,250,250
+GET,/questionnaire/distance-calculated-summary-1/,649,0,50,53.71033861633200,39.94409699998870,210.87418600018300,107614.0,0.5413495187430380,0.0,50,53,55,57,64,71,89,120,210,210,210
+POST,/questionnaire/distance-calculated-summary-1/,649,0,50,52.589570670266800,39.75263300003460,174.63951400009100,273.0,0.5413495187430380,0.0,50,53,55,57,61,67,74,100,170,170,170
+GET,/questionnaire/distance-calculated-summary-2/,649,0,50,53.01826708936800,41.23571599996010,161.35058599979900,107494.02157164900,0.5413495187430380,0.0,50,54,56,58,63,68,83,98,160,160,160
+POST,/questionnaire/distance-calculated-summary-2/,649,0,51,54.49332145609010,41.510001000006000,212.49049799996600,273.0,0.5413495187430380,0.0,51,55,57,59,65,72,88,120,210,210,210
+GET,/questionnaire/distance-grand-calculated-summary/,648,0,51,54.025095537038800,38.578308999945000,272.5702049999650,107105.02160493800,0.5405153900546820,0.0,51,53,56,58,63,69,94,120,270,270,270
+POST,/questionnaire/distance-grand-calculated-summary/,648,0,52,56.784245296294800,40.955221999979600,254.90617200000500,281.0,0.5405153900546820,0.0,52,56,59,62,69,82,110,150,250,250,250
+GET,/questionnaire/fourth-number-block/,649,0,51,53.58419652542400,41.95575400001420,135.55409000002800,104492.0,0.5413495187430380,0.0,51,54,56,58,62,68,78,99,140,140,140
+POST,/questionnaire/fourth-number-block/,649,0,52,55.91918787211260,42.7917920001164,268.2018570001220,277.0,0.5413495187430380,0.0,52,56,58,60,66,73,90,120,270,270,270
+GET,/questionnaire/grand-calculated-summary-first-number-block/,649,0,51,53.235017016949000,42.00866899986980,206.23278699997600,103746.0,0.5413495187430380,0.0,51,53,55,56,61,68,86,100,210,210,210
+POST,/questionnaire/grand-calculated-summary-first-number-block/,649,0,52,54.84839412018540,41.58669399998870,271.2760800000070,307.0,0.5413495187430380,0.0,52,54,57,58,63,70,84,110,270,270,270
+GET,/questionnaire/grand-calculated-summary-second-number-block/,649,0,51,53.749355144837100,41.52845700002670,251.23923399996800,104570.0,0.5413495187430380,0.0,51,54,56,58,62,66,79,85,250,250,250
+POST,/questionnaire/grand-calculated-summary-second-number-block/,649,0,52,54.78268204468160,41.27444000005200,230.9755960000080,277.0,0.5413495187430380,0.0,52,55,56,58,64,70,90,120,230,230,230
+GET,/questionnaire/introduction-block/,669,0,57,220.4819214798190,40.2255060000698,3348.3213900000000,103463.0,0.5580320925101580,0.0,57,75,96,130,240,700,3100,3200,3300,3300,3300
+POST,/questionnaire/introduction-block/,665,0,59,92.66740018195560,41.430901000012500,673.043602000007,237.0,0.5546955777567340,0.0,59,76,95,110,190,260,370,450,670,670,670
+GET,/questionnaire/list-collector/,1307,0,54,63.03234636113350,40.672944999983000,523.0779430000890,106589.8454475900,1.0902061956812800,0.0,54,58,62,65,85,120,160,190,410,520,520
+POST,/questionnaire/list-collector/,1307,0,53,61.9338627597547,41.35394799993720,419.69960500000500,252.00076511094100,1.0902061956812800,0.0,53,56,60,62,77,120,170,230,370,420,420
+GET,/questionnaire/number-calculated-summary-1/,649,0,50,52.97428535901290,39.99750600007700,167.58663599989600,107557.0,0.5413495187430380,0.0,50,53,55,57,62,67,81,130,170,170,170
+POST,/questionnaire/number-calculated-summary-1/,649,0,50,52.4203706147917,39.88832199979700,224.8524679999950,305.0,0.5413495187430380,0.0,50,53,54,56,60,66,73,84,220,220,220
+GET,/questionnaire/number-calculated-summary-2/,649,0,51,53.19707442527090,41.832338999938700,189.40490000000000,107469.04314329700,0.5413495187430380,0.0,51,53,56,58,62,67,82,94,190,190,190
+POST,/questionnaire/number-calculated-summary-2/,648,0,51,56.006531419749000,39.31100100010100,454.9873859999710,285.0,0.5405153900546820,0.0,51,55,58,60,68,78,94,130,450,450,450
+GET,/questionnaire/number-grand-calculated-summary/,648,0,51,54.343774339505800,40.05694299996780,284.64834499993700,107804.06481481500,0.5405153900546820,0.0,51,54,56,58,62,69,83,130,280,280,280
+POST,/questionnaire/number-grand-calculated-summary/,648,0,53,57.581703512344700,41.993771999841600,207.89363499989100,253.0,0.5405153900546820,0.0,53,59,62,64,70,78,110,130,210,210,210
+GET,/questionnaire/people/add-person/,654,0,53,59.971723348621500,41.823225999905800,295.03572400000200,103985.0,0.5455201621848180,0.0,53,56,60,63,81,100,140,160,300,300,300
+POST,/questionnaire/people/add-person/,653,0,52,61.88596248698370,41.20628200007560,491.2601569999420,247.0,0.5446860334964620,0.0,52,56,59,62,82,130,160,220,490,490,490
+GET,/questionnaire/people/{id}/add-or-edit-primary-person/,655,0,53,61.646798702290300,42.09244000003310,518.9731259999920,103851.0,0.5463542908731740,0.0,53,57,62,67,89,110,140,160,520,520,520
+POST,/questionnaire/people/{id}/add-or-edit-primary-person/,654,0,53,63.8403248914373,40.660875000014600,306.51114699992400,247.0,0.5455201621848180,0.0,53,57,61,64,86,140,180,250,310,310,310
+GET,/questionnaire/people/{id}/currency-total-playback-2/,1302,0,51,54.23393761059980,39.56238400002120,349.9611579999280,107892.0,1.0860355522395000,0.0,51,54,56,58,63,71,91,130,240,350,350
+POST,/questionnaire/people/{id}/currency-total-playback-2/,1302,0,50,52.93367897081470,39.096647999940600,252.86468900003500,301.0,1.0860355522395000,0.0,50,53,55,56,62,69,84,96,170,250,250
+GET,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1302,0,52,54.93780729032230,39.56094000000120,277.5491449999660,104616.0,1.0860355522395000,0.0,52,55,57,58,65,71,85,130,270,280,280
+POST,/questionnaire/people/{id}/grand-calculated-summary-third-number-block/,1302,0,52,55.725593019967800,40.81600400002120,227.4669680000440,297.0,1.0860355522395000,0.0,52,55,57,59,65,76,99,140,220,230,230
+GET,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1302,0,54,58.09920210368770,42.93373699999850,495.39897800002600,106917.0,1.0860355522395000,0.0,54,57,60,62,69,77,98,120,310,500,500
+POST,/questionnaire/people/{id}/mutually-exclusive-checkbox/,1302,0,54,57.177646690475500,43.30950300004590,343.7538789999050,281.0,1.0860355522395000,0.0,54,57,59,61,67,76,97,110,230,340,340
+GET,/questionnaire/people/{id}/set-min-max-block/,1302,0,53,55.643824864056900,42.41878099992390,237.3941079999900,106027.0,1.0860355522395000,0.0,53,56,58,60,65,71,86,120,190,240,240
+POST,/questionnaire/people/{id}/set-min-max-block/,1301,1,53,56.4652137709448,3.2925420000538000,266.21877600018700,302.76710222905500,1.0852014235511400,0.0008341286883559910,53,56,59,60,66,72,97,120,250,270,270
+GET,/questionnaire/primary-person-list-collector/,657,0,54,67.70957062557450,40.92118699998080,361.34318200004100,103496.0,0.5480225482498860,0.0,54,59,65,73,110,150,200,260,360,360,360
+POST,/questionnaire/primary-person-list-collector/,655,0,53,67.50087433130040,42.02430500004080,385.17186500007500,299.0,0.5463542908731740,0.0,53,58,63,68,96,150,230,280,390,390,390
+GET,/questionnaire/responsible-party-business/,635,0,54,63.24560053386350,41.17763199997170,430.16575699994100,104795.0,0.5296717171060540,0.0,54,58,62,65,80,120,170,220,430,430,430
+POST,/questionnaire/responsible-party-business/,635,0,55,69.70652895747980,43.28435599995830,590.2393179999310,271.0,0.5296717171060540,0.0,55,60,64,69,100,160,250,310,590,590,590
+GET,/questionnaire/responsible-party/,648,0,52,55.31456502160490,41.43606699994960,226.95647899990900,103770.0324074070,0.5405153900546820,0.0,52,55,57,59,65,72,99,130,230,230,230
+POST,/questionnaire/responsible-party/,647,0,55,58.568274454399100,43.16141200001770,264.2135689998210,269.0,0.5396812613663260,0.0,55,59,62,64,69,81,110,140,260,260,260
+GET,/questionnaire/second-number-block/,653,0,51,57.28261062940620,41.906823999966000,276.1544689999480,104143.0,0.5446860334964620,0.0,51,55,57,59,68,97,140,170,280,280,280
+POST,/questionnaire/second-number-block/,652,0,52,56.421848674844700,41.06135400002130,295.2037189999150,269.0,0.5438519048081060,0.0,52,54,57,59,66,77,120,150,300,300,300
+GET,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,52,54.47280108846030,40.95564499994000,204.84407399999300,112168.47307692300,1.0843672948627900,0.0,52,54,56,58,64,70,88,120,200,200,200
+POST,/questionnaire/sections/calculated-summary-section/{id}/,1300,0,37,38.718471938461800,28.625907999867200,245.2429069999200,319.02153846153800,1.0843672948627900,0.0,37,39,40,41,46,51,60,79,140,250,250
+GET,/questionnaire/sections/grand-calculated-summary-section-1/,649,0,50,51.978661044682000,39.68683100004,166.23394199996300,109845.0,0.5413495187430380,0.0,50,52,54,56,60,66,73,84,170,170,170
+POST,/questionnaire/sections/grand-calculated-summary-section-1/,649,0,37,38.94235551463680,28.71165099998050,141.76337999992900,255.0,0.5413495187430380,0.0,37,39,40,42,46,49,64,91,140,140,140
+GET,/questionnaire/sections/questions-section/,652,0,50,54.38517037730320,39.13951699996690,274.9538499999740,106527.0,0.5438519048081060,0.0,50,54,56,58,64,77,94,140,270,270,270
+POST,/questionnaire/sections/questions-section/,651,0,37,41.12544380645300,29.229690000079200,310.74334400000200,333.0,0.5430177761197500,0.0,37,40,42,43,49,58,90,130,310,310,310
+GET,/questionnaire/sections/section-businesses/,635,0,52,63.74622520000290,41.294617000176000,421.5786240000630,106782.0,0.5296717171060540,0.0,52,57,62,65,88,140,180,240,420,420,420
+POST,/questionnaire/sections/section-businesses/,631,0,38,52.63176897622940,29.136377999975600,574.7843060000830,217.0,0.5263352023526300,0.0,38,43,48,52,71,130,190,260,570,570,570
+GET,/questionnaire/sections/section-companies/,638,0,54,59.77679934325770,43.181656999877300,317.09102900003900,118630.0,0.5321741031711220,0.0,54,58,61,64,74,100,120,140,320,320,320
+POST,/questionnaire/sections/section-companies/,637,0,38,44.372802706436300,29.567983000106300,534.0916239999840,217.0,0.5313399744827660,0.0,38,41,43,45,54,67,130,150,530,530,530
+GET,/questionnaire/skip-first-block/,653,0,52,59.427417202144000,40.470847000051400,324.4970110000050,103655.0,0.5446860334964620,0.0,52,56,59,63,74,100,150,170,320,320,320
+POST,/questionnaire/skip-first-block/,653,0,52,58.234043041350800,42.397191999953100,319.34260900004600,257.0,0.5446860334964620,0.0,52,55,58,61,69,86,140,200,320,320,320
+GET,/questionnaire/third-number-block/,649,0,51,53.37849156394550,39.824327000019400,226.10654700002900,103710.0,0.5413495187430380,0.0,51,53,56,58,63,70,77,88,230,230,230
+POST,/questionnaire/third-number-block/,649,0,52,54.149120565485500,39.740875999996200,231.5296229999720,257.0,0.5413495187430380,0.0,52,54,56,57,63,69,80,89,230,230,230
+GET,/session,669,0,240.0,716.1213518206280,171.45408999999700,9255.041094000010,217.0,0.5580320925101580,0.0,240,280,330,360,560,5500,6800,7600,9300,9300,9300
+GET,/submitted/feedback/send,625,0,58,90.70912807519980,42.362432000004400,594.2179200000060,106807.0,0.5213304302224940,0.0,58,70,87,110,190,250,350,460,590,590,590
+POST,/submitted/feedback/send,623,0,240.0,280.788264988762,184.31740400001200,1015.4341420000000,235.0,0.5196621728457820,0.0,240,270,310,330,400,490,690,820,1000,1000,1000
+GET,/submitted/feedback/sent,623,0,53,74.95858413322570,40.01355600007630,357.530306000001,103279.0,0.5196621728457820,0.0,53,63,72,82,140,230,280,310,360,360,360
+GET,/submitted/thank-you/,1879,0,55,82.28379422458670,40.21754199993670,668.48000600001,104071.0,1.5673278054209100,0.0,55,64,78,90,150,230,310,450,640,670,670
+GET,/submitted/view-response/,628,0,68,95.9726018327992,50.200209999957200,591.0120180000150,146212.0,0.5238328162875620,0.0,68,81,94,110,170,250,310,470,590,590,590
+,Aggregated,70640,1,52,72.42998418101570,3.2925420000538000,9255.041094000010,55214.039057191400,58.922850545467200,0.0008341286883559910,52,57,61,64,89,170,250,320,2900,7600,9300
\ No newline at end of file
diff --git a/tests/test_benchmark_stats.py b/tests/test_benchmark_stats.py
new file mode 100644
index 00000000..43fc67c7
--- /dev/null
+++ b/tests/test_benchmark_stats.py
@@ -0,0 +1,56 @@
+import pytest
+
+from scripts.benchmark_stats import BenchmarkStats
+from tests.conftest import (
+    EXPECTED_OUTPUT_MULTIPLE_FOLDERS,
+    EXPECTED_OUTPUT_SINGLE_FOLDER,
+)
+
+
+@pytest.fixture
+def benchmark_stats():
+    return BenchmarkStats(folder_paths=["./tests/mock_stats/2024-02-07T03:09:41"])
+
+
+@pytest.fixture
+def benchmark_stats_multiple():
+    return BenchmarkStats(
+        folder_paths=[
+            "./tests/mock_stats/2024-02-07T03:09:41",
+            "./tests/mock_stats/2024-02-06T03:09:41",
+        ]
+    )
+
+
+def test_formatted_percentiles(benchmark_stats):
+    assert EXPECTED_OUTPUT_SINGLE_FOLDER == str(benchmark_stats)
+
+
+def test_formatted_percentiles_multiple_folders(benchmark_stats_multiple):
+    assert EXPECTED_OUTPUT_MULTIPLE_FOLDERS == str(benchmark_stats_multiple)
+
+
+def test_files(benchmark_stats):
+    assert benchmark_stats.files == [
+        "./tests/mock_stats/2024-02-07T03:09:41/mock_output_stats.csv"
+    ]
+
+
+def test_percentiles(benchmark_stats):
+    assert benchmark_stats.percentiles == {50: 58, 90: 96, 95: 173, 99: 301, 99.9: 477}
+
+
+def test_total_requests(benchmark_stats):
+    assert benchmark_stats.total_requests == 70640
+
+
+def test_average_get(benchmark_stats):
+    assert benchmark_stats.average_get == 380
+
+
+def test_average_post(benchmark_stats):
+    assert benchmark_stats.average_post == 211
+
+
+def test_error_percentage(benchmark_stats):
+    assert benchmark_stats.error_percentage == 0.0014156285390713476
diff --git a/tests/test_get_aggregated_summary.py b/tests/test_get_aggregated_summary.py
new file mode 100644
index 00000000..48a93268
--- /dev/null
+++ b/tests/test_get_aggregated_summary.py
@@ -0,0 +1,20 @@
+from scripts.get_aggregated_summary import get_results
+from tests.conftest import (
+    EXPECTED_OUTPUT_MULTIPLE_FOLDERS,
+    EXPECTED_OUTPUT_SINGLE_FOLDER,
+)
+
+
+def test_get_aggregated_summary_single_folder():
+    results = get_results(folders=["./tests/mock_stats/2024-02-07T03:09:41"])
+    assert str(results) == EXPECTED_OUTPUT_SINGLE_FOLDER
+
+
+def test_get_aggregated_summary_multiple_folders():
+    results = get_results(
+        folders=[
+            "./tests/mock_stats/2024-02-07T03:09:41",
+            "./tests/mock_stats/2024-02-06T03:09:41",
+        ]
+    )
+    assert str(results) == EXPECTED_OUTPUT_MULTIPLE_FOLDERS
diff --git a/tests/test_get_summary.py b/tests/test_get_summary.py
new file mode 100644
index 00000000..83dd3207
--- /dev/null
+++ b/tests/test_get_summary.py
@@ -0,0 +1,77 @@
+import pytest
+from freezegun import freeze_time
+
+from scripts.get_summary import get_results, parse_environment_variables
+from tests.conftest import EXPECTED_OUTPUT_SINGLE_FOLDER
+
+EXPECTED_OUTPUT_20240206_FOLDER = (
+    '---\n'
+    'Percentile Averages:\n'
+    '50th: 58ms\n'
+    '90th: 99ms\n'
+    '95th: 177ms\n'
+    '99th: 319ms\n'
+    '99.9th: 654ms\n'
+    '---\n'
+    'GETs (99th): 384ms\n'
+    'POSTs (99th): 245ms\n'
+    '---\n'
+    'Total Requests: 141,201\n'
+    'Total Failures: 1\n'
+    'Error Percentage: 0.0%\n'
+)
+
+
+def test_get_results(get_results_single_file):
+    results = list(get_results_single_file)
+    assert str(results[0]) == f"2024-02-07\n{EXPECTED_OUTPUT_SINGLE_FOLDER}\n"
+
+
+def test_get_results_multiple_folders():
+    generated_results = get_results(
+        folders=[
+            "./tests/mock_stats/2024-02-07T03:09:41",
+            "./tests/mock_stats/2024-02-06T03:09:41",
+        ]
+    )
+    results = list(generated_results)
+    assert len(results) == 2
+    assert str(results[0]) == f"2024-02-07\n{EXPECTED_OUTPUT_SINGLE_FOLDER}\n"
+    assert str(results[1]) == f"2024-02-06\n{EXPECTED_OUTPUT_20240206_FOLDER}\n"
+
+
+@freeze_time("2024-02-07T12:00:00")
+def test_get_results_multiple_folders_with_number_of_days():
+    generated_results = get_results(
+        folders=[
+            "./tests/mock_stats/2024-02-07T03:09:41",
+            "./tests/mock_stats/2024-02-06T03:09:41",
+        ],
+        number_of_days=1,
+    )
+
+    # Number of days set to 1, so the 2024-02-06 folder should be ignored
+    results = list(generated_results)
+    assert len(results) == 1
+    assert str(results[0]) == f"2024-02-07\n{EXPECTED_OUTPUT_SINGLE_FOLDER}\n"
+
+
+def test_parse_environment_variables_with_valid_number_of_days(monkeypatch):
+    monkeypatch.setenv("NUMBER_OF_DAYS", "10")
+    monkeypatch.setenv("OUTPUT_DATE", "2024-02-07")
+    monkeypatch.setenv("OUTPUT_DIR", "outputs")
+
+    env_vars = parse_environment_variables()
+
+    assert env_vars == {
+        "number_of_days": 10,
+        "output_date": "2024-02-07",
+        "output_dir": "outputs",
+    }
+
+
+def test_parse_environment_variables_with_invalid_number_of_days(monkeypatch):
+    monkeypatch.setenv("NUMBER_OF_DAYS", "test")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
diff --git a/tests/test_google_cloud_storage.py b/tests/test_google_cloud_storage.py
new file mode 100644
index 00000000..e7714344
--- /dev/null
+++ b/tests/test_google_cloud_storage.py
@@ -0,0 +1,42 @@
+import pytest
+
+from scripts.google_cloud_storage import GoogleCloudStorage
+
+
+@pytest.fixture
+def patch_gcs_client(mocker):
+    return mocker.patch("scripts.google_cloud_storage.storage.Client")
+
+
+def test_upload_files(patch_gcs_client):
+    gcs_storage = GoogleCloudStorage(bucket_name="benchmark_bucket")
+
+    gcs_storage.upload_files(
+        output_files=["mock_output_stats.csv"], directory="benchmark_outputs"
+    )
+
+    bucket = patch_gcs_client.return_value.get_bucket.return_value
+    blob = bucket.blob.return_value
+
+    assert blob.upload_from_filename.call_count == 1
+    assert blob.upload_from_filename.call_args[1] == {
+        "filename": "mock_output_stats.csv"
+    }
+
+
+def test_upload_files_with_prefix(patch_gcs_client):
+    gcs_storage = GoogleCloudStorage(bucket_name="benchmark_bucket")
+
+    gcs_storage.upload_files(
+        output_files=["mock_output_stats.csv"],
+        directory="benchmark_outputs",
+        output_filename_prefix="test",
+    )
+
+    bucket = patch_gcs_client.return_value.get_bucket.return_value
+    blob = bucket.blob.return_value
+
+    assert blob.upload_from_filename.call_count == 1
+    assert blob.upload_from_filename.call_args[1] == {
+        "filename": "mock_output_stats.csv"
+    }
diff --git a/tests/test_slack_notification.py b/tests/test_slack_notification.py
new file mode 100644
index 00000000..daee90ff
--- /dev/null
+++ b/tests/test_slack_notification.py
@@ -0,0 +1,125 @@
+import pytest
+
+from scripts.slack_notification import (
+    parse_environment_variables,
+    post_slack_notification,
+)
+
+
+def test_parse_environment_variables(monkeypatch):
+    monkeypatch.setenv("SLACK_AUTH_TOKEN", "token")
+    monkeypatch.setenv("SLACK_CHANNEL_NAME", "test-alerts")
+    monkeypatch.setenv("CONTENT", "Slack message")
+
+    slack_environment_variables = parse_environment_variables()
+
+    assert slack_environment_variables == {
+        "attachment_filename": None,
+        "content": "Slack message",
+        "file_type": "yaml",
+        "initial_comment": "",
+        "slack_auth_token": "token",
+        "slack_channel": "test-alerts",
+        "title": "",
+    }
+
+
+def test_parse_environment_variables_missing_slack_token(monkeypatch):
+    monkeypatch.setenv("SLACK_CHANNEL_NAME", "test-alerts")
+    monkeypatch.setenv("CONTENT", "Slack message")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
+
+
+def test_parse_environment_variables_missing_slack_channel_name(monkeypatch):
+    monkeypatch.setenv("SLACK_AUTH_TOKEN", "token")
+    monkeypatch.setenv("CONTENT", "Slack message")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
+
+
+def test_parse_environment_variables_content_and_attachment_filename_set(monkeypatch):
+    monkeypatch.setenv("SLACK_AUTH_TOKEN", "token")
+    monkeypatch.setenv("SLACK_CHANNEL_NAME", "test-alerts")
+    monkeypatch.setenv("CONTENT", "Slack message")
+    monkeypatch.setenv("ATTACHMENT_FILENAME", "file_name")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
+
+
+def test_parse_environment_variables_no_content_or_attachment_filename_set(monkeypatch):
+    monkeypatch.setenv("SLACK_AUTH_TOKEN", "token")
+    monkeypatch.setenv("SLACK_CHANNEL_NAME", "test-alerts")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
+
+
+def test_parse_environment_variables_attachment_filename_not_valid(monkeypatch):
+    monkeypatch.setenv("SLACK_AUTH_TOKEN", "token")
+    monkeypatch.setenv("SLACK_CHANNEL_NAME", "test-alerts")
+    monkeypatch.setenv("ATTACHMENT_FILENAME", "file_name")
+
+    with pytest.raises(SystemExit):
+        parse_environment_variables()
+
+
+def test_post_slack_notification_with_ok_response_raises_no_error(mocker):
+    mocker.patch("slack.web.client.WebClient.files_upload", return_value={"ok": True})
+
+    post_slack_notification(
+        slack_auth_token="token",
+        slack_channel="test-alerts",
+        content="slack message",
+        file_type="type",
+        title="title",
+        initial_comment="comment",
+        attachment_filename="file",
+    )
+
+
+def test_post_slack_notification_with_no_content_and_ok_response_raises_no_error(
+    mocker,
+):
+    mocker.patch("slack.web.client.WebClient.files_upload", return_value={"ok": True})
+    post_slack_notification(
+        slack_auth_token="token",
+        slack_channel="test-alerts",
+        file_type="type",
+        title="title",
+        content=None,
+        initial_comment="comment",
+        attachment_filename="file",
+    )
+
+
+def test_post_slack_notification_with_bad_response_raises_error(mocker):
+    mocker.patch("slack.web.client.WebClient.files_upload", return_value={"ok": False})
+
+    with pytest.raises(SystemExit):
+        post_slack_notification(
+            slack_auth_token="token",
+            slack_channel="test-alerts",
+            content="slack message",
+            file_type="type",
+            title="title",
+            initial_comment="comment",
+            attachment_filename="file",
+        )
+
+
+def test_post_slack_notification_with_api_error_exits():
+
+    with pytest.raises(SystemExit):
+        post_slack_notification(
+            slack_auth_token="token",
+            slack_channel="test-alerts",
+            content="slack message",
+            file_type="type",
+            title="title",
+            initial_comment="comment",
+            attachment_filename="file",
+        )
diff --git a/tests/test_visualise_results.py b/tests/test_visualise_results.py
new file mode 100644
index 00000000..f7cc2ae0
--- /dev/null
+++ b/tests/test_visualise_results.py
@@ -0,0 +1,54 @@
+import pytest
+from pandas import DataFrame
+from pandas.testing import assert_frame_equal
+
+from scripts.get_summary import get_results
+from scripts.visualise_results import GraphGenerationFailed, get_data_frame, plot_data
+
+expected_data_frame = DataFrame.from_dict(
+    {"DATE": ["2024-02-07"], "50th": [58], "90th": [96], "95th": [173], "99th": [301]}
+)
+
+expected_data_frame_multiple_files = DataFrame.from_dict(
+    {
+        "DATE": ["2024-02-07", "2024-02-06"],
+        "50th": [58, 58],
+        "90th": [96, 99],
+        "95th": [173, 177],
+        "99th": [301, 319],
+    }
+)
+
+
+def test_get_data_frame_single_file(get_results_single_file):
+    dataframe = get_data_frame(get_results_single_file)
+    assert_frame_equal(dataframe, expected_data_frame)
+
+
+def test_get_data_frame_multiple_files():
+    results = get_results(
+        folders=[
+            "./tests/mock_stats/2024-02-07T03:09:41",
+            "./tests/mock_stats/2024-02-06T03:09:41",
+        ]
+    )
+    dataframe = get_data_frame(results)
+    assert_frame_equal(dataframe, expected_data_frame_multiple_files)
+
+
+def test_plot_data_df(mocker, get_results_single_file):
+    dataframe = get_data_frame(get_results_single_file)
+
+    mock_plot_data = mocker.patch("scripts.visualise_results.plot_data")
+    mock_plot_data(dataframe, 1)
+
+    assert mock_plot_data.call_count == 1
+    assert_frame_equal(mock_plot_data.call_args[0][0], expected_data_frame)
+
+
+def test_plot_data(get_results_single_file):
+    dataframe = get_data_frame(get_results_single_file)
+    try:
+        plot_data(dataframe, 1)
+    except GraphGenerationFailed:
+        pytest.fail("Graph generation failed")

From acb446e98640121d666cf4f9b6970c1ac4f93d30 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Mon, 12 Feb 2024 13:11:36 +0000
Subject: [PATCH 02/14] Update readme

---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 89876088..b2110208 100644
--- a/README.md
+++ b/README.md
@@ -173,6 +173,10 @@ helm tiller run \
 -    --set container.image=europe-west2-docker.pkg.dev/ons-eq-ci/docker-images/eq-benchmark-deploy-image:latest
 ```
 
+## Running Tests
+
+Tests for our python files in the scripts directory can be run using `make test`.
+
 ## Visualising Benchmark Results
 
 You can use the `visualise_results.py` script to visualise benchmark results over time.

From 5d5636e15b2c7e34d228b3847a4bc6dd753a6df0 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Mon, 12 Feb 2024 15:48:35 +0000
Subject: [PATCH 03/14] Add failing test for visualise results

---
 tests/test_visualise_results.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/tests/test_visualise_results.py b/tests/test_visualise_results.py
index f7cc2ae0..dfca0128 100644
--- a/tests/test_visualise_results.py
+++ b/tests/test_visualise_results.py
@@ -52,3 +52,9 @@ def test_plot_data(get_results_single_file):
         plot_data(dataframe, 1)
     except GraphGenerationFailed:
         pytest.fail("Graph generation failed")
+
+
+def test_plot_data_failed():
+    dataframe = DataFrame.from_dict({})
+    with pytest.raises(GraphGenerationFailed):
+        plot_data(dataframe, 1)

From c26f0ba4e4348776aec931e08f4ad87efab9bb3c Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 14 Feb 2024 14:24:42 +0000
Subject: [PATCH 04/14] Revert comment

---
 scripts/visualise_results.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/visualise_results.py b/scripts/visualise_results.py
index 94a07ac8..67094a59 100644
--- a/scripts/visualise_results.py
+++ b/scripts/visualise_results.py
@@ -20,7 +20,7 @@ def plot_data(df, number_of_days_to_plot):
             number_of_days_to_plot and number_of_days_to_plot <= 45
         ):  # To make the chart still easily digestible
             df.plot.line(marker="o", markersize=8)
-            # plt.grid(True, axis="both", alpha=0.3)
+            plt.grid(True, axis="both", alpha=0.3)
         else:
             df.plot.line()
 

From ccd324fd5a09e472497b11c6518e70695b31ee32 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 08:37:43 +0000
Subject: [PATCH 05/14] Stop output generation

---
 Pipfile                         | 6 +++---
 tests/test_visualise_results.py | 4 +++-
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/Pipfile b/Pipfile
index 9ac3cc7b..b7443e9e 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,6 +7,9 @@ name = "pypi"
 black = "*"
 "flake8" = "*"
 isort = "*"
+pytest = "*"
+pytest-cov = "*"
+pytest-mock = "*"
 
 [packages]
 haralyzer = "*"
@@ -18,9 +21,6 @@ google-cloud-storage = "*"
 pandas = "*"
 matplotlib = "*"
 slackclient = "*"
-pytest = "*"
-pytest-cov = "*"
-pytest-mock = "*"
 freezegun = "*"
 
 [requires]
diff --git a/tests/test_visualise_results.py b/tests/test_visualise_results.py
index dfca0128..503f3b51 100644
--- a/tests/test_visualise_results.py
+++ b/tests/test_visualise_results.py
@@ -46,10 +46,12 @@ def test_plot_data_df(mocker, get_results_single_file):
     assert_frame_equal(mock_plot_data.call_args[0][0], expected_data_frame)
 
 
-def test_plot_data(get_results_single_file):
+def test_plot_data(mocker, get_results_single_file):
     dataframe = get_data_frame(get_results_single_file)
     try:
+        graph_output = mocker.patch("matplotlib.pyplot.savefig")
         plot_data(dataframe, 1)
+        assert graph_output.call_count == 1
     except GraphGenerationFailed:
         pytest.fail("Graph generation failed")
 

From ce9665ec6579292868e9b46c19b58cd4911637f0 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 09:59:50 +0000
Subject: [PATCH 06/14] Update lock file

---
 Pipfile.lock | 695 +++++++++++++++++++++++++--------------------------
 1 file changed, 344 insertions(+), 351 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 6fed104d..79bfc7b4 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "bdbf862417c21dff32567aed2eef4245a1d3cb98b0e9e50d8dac0f5b3d756e28"
+            "sha256": "0e5a51d4ffbc7dc3f5fe029d179bb6b0bfbf680b4584130d6f9261d7c946c6a5"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -471,104 +471,43 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.2.0"
         },
-        "coverage": {
-            "extras": [
-                "toml"
-            ],
-            "hashes": [
-                "sha256:0193657651f5399d433c92f8ae264aff31fc1d066deee4b831549526433f3f61",
-                "sha256:02f2edb575d62172aa28fe00efe821ae31f25dc3d589055b3fb64d51e52e4ab1",
-                "sha256:0491275c3b9971cdbd28a4595c2cb5838f08036bca31765bad5e17edf900b2c7",
-                "sha256:077d366e724f24fc02dbfe9d946534357fda71af9764ff99d73c3c596001bbd7",
-                "sha256:10e88e7f41e6197ea0429ae18f21ff521d4f4490aa33048f6c6f94c6045a6a75",
-                "sha256:18e961aa13b6d47f758cc5879383d27b5b3f3dcd9ce8cdbfdc2571fe86feb4dd",
-                "sha256:1a78b656a4d12b0490ca72651fe4d9f5e07e3c6461063a9b6265ee45eb2bdd35",
-                "sha256:1ed4b95480952b1a26d863e546fa5094564aa0065e1e5f0d4d0041f293251d04",
-                "sha256:23b27b8a698e749b61809fb637eb98ebf0e505710ec46a8aa6f1be7dc0dc43a6",
-                "sha256:23f5881362dcb0e1a92b84b3c2809bdc90db892332daab81ad8f642d8ed55042",
-                "sha256:32a8d985462e37cfdab611a6f95b09d7c091d07668fdc26e47a725ee575fe166",
-                "sha256:3468cc8720402af37b6c6e7e2a9cdb9f6c16c728638a2ebc768ba1ef6f26c3a1",
-                "sha256:379d4c7abad5afbe9d88cc31ea8ca262296480a86af945b08214eb1a556a3e4d",
-                "sha256:3cacfaefe6089d477264001f90f55b7881ba615953414999c46cc9713ff93c8c",
-                "sha256:3e3424c554391dc9ef4a92ad28665756566a28fecf47308f91841f6c49288e66",
-                "sha256:46342fed0fff72efcda77040b14728049200cbba1279e0bf1188f1f2078c1d70",
-                "sha256:536d609c6963c50055bab766d9951b6c394759190d03311f3e9fcf194ca909e1",
-                "sha256:5d6850e6e36e332d5511a48a251790ddc545e16e8beaf046c03985c69ccb2676",
-                "sha256:6008adeca04a445ea6ef31b2cbaf1d01d02986047606f7da266629afee982630",
-                "sha256:64e723ca82a84053dd7bfcc986bdb34af8d9da83c521c19d6b472bc6880e191a",
-                "sha256:6b00e21f86598b6330f0019b40fb397e705135040dbedc2ca9a93c7441178e74",
-                "sha256:6d224f0c4c9c98290a6990259073f496fcec1b5cc613eecbd22786d398ded3ad",
-                "sha256:6dceb61d40cbfcf45f51e59933c784a50846dc03211054bd76b421a713dcdf19",
-                "sha256:7ac8f8eb153724f84885a1374999b7e45734bf93a87d8df1e7ce2146860edef6",
-                "sha256:85ccc5fa54c2ed64bd91ed3b4a627b9cce04646a659512a051fa82a92c04a448",
-                "sha256:869b5046d41abfea3e381dd143407b0d29b8282a904a19cb908fa24d090cc018",
-                "sha256:8bdb0285a0202888d19ec6b6d23d5990410decb932b709f2b0dfe216d031d218",
-                "sha256:8dfc5e195bbef80aabd81596ef52a1277ee7143fe419efc3c4d8ba2754671756",
-                "sha256:8e738a492b6221f8dcf281b67129510835461132b03024830ac0e554311a5c54",
-                "sha256:918440dea04521f499721c039863ef95433314b1db00ff826a02580c1f503e45",
-                "sha256:9641e21670c68c7e57d2053ddf6c443e4f0a6e18e547e86af3fad0795414a628",
-                "sha256:9d2f9d4cc2a53b38cabc2d6d80f7f9b7e3da26b2f53d48f05876fef7956b6968",
-                "sha256:a07f61fc452c43cd5328b392e52555f7d1952400a1ad09086c4a8addccbd138d",
-                "sha256:a3277f5fa7483c927fe3a7b017b39351610265308f5267ac6d4c2b64cc1d8d25",
-                "sha256:a4a3907011d39dbc3e37bdc5df0a8c93853c369039b59efa33a7b6669de04c60",
-                "sha256:aeb2c2688ed93b027eb0d26aa188ada34acb22dceea256d76390eea135083950",
-                "sha256:b094116f0b6155e36a304ff912f89bbb5067157aff5f94060ff20bbabdc8da06",
-                "sha256:b8ffb498a83d7e0305968289441914154fb0ef5d8b3157df02a90c6695978295",
-                "sha256:b9bb62fac84d5f2ff523304e59e5c439955fb3b7f44e3d7b2085184db74d733b",
-                "sha256:c61f66d93d712f6e03369b6a7769233bfda880b12f417eefdd4f16d1deb2fc4c",
-                "sha256:ca6e61dc52f601d1d224526360cdeab0d0712ec104a2ce6cc5ccef6ed9a233bc",
-                "sha256:ca7b26a5e456a843b9b6683eada193fc1f65c761b3a473941efe5a291f604c74",
-                "sha256:d12c923757de24e4e2110cf8832d83a886a4cf215c6e61ed506006872b43a6d1",
-                "sha256:d17bbc946f52ca67adf72a5ee783cd7cd3477f8f8796f59b4974a9b59cacc9ee",
-                "sha256:dfd1e1b9f0898817babf840b77ce9fe655ecbe8b1b327983df485b30df8cc011",
-                "sha256:e0860a348bf7004c812c8368d1fc7f77fe8e4c095d661a579196a9533778e156",
-                "sha256:f2f5968608b1fe2a1d00d01ad1017ee27efd99b3437e08b83ded9b7af3f6f766",
-                "sha256:f3771b23bb3675a06f5d885c3630b1d01ea6cac9e84a01aaf5508706dba546c5",
-                "sha256:f68ef3660677e6624c8cace943e4765545f8191313a07288a53d3da188bd8581",
-                "sha256:f86f368e1c7ce897bf2457b9eb61169a44e2ef797099fb5728482b8d69f3f016",
-                "sha256:f90515974b39f4dea2f27c0959688621b46d96d5a626cf9c53dbc653a895c05c",
-                "sha256:fe558371c1bdf3b8fa03e097c523fb9645b8730399c14fe7721ee9c9e2a545d3"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==7.4.1"
-        },
         "cryptography": {
             "hashes": [
-                "sha256:087887e55e0b9c8724cf05361357875adb5c20dec27e5816b653492980d20380",
-                "sha256:09a77e5b2e8ca732a19a90c5bca2d124621a1edb5438c5daa2d2738bfeb02589",
-                "sha256:130c0f77022b2b9c99d8cebcdd834d81705f61c68e91ddd614ce74c657f8b3ea",
-                "sha256:141e2aa5ba100d3788c0ad7919b288f89d1fe015878b9659b307c9ef867d3a65",
-                "sha256:28cb2c41f131a5758d6ba6a0504150d644054fd9f3203a1e8e8d7ac3aea7f73a",
-                "sha256:2f9f14185962e6a04ab32d1abe34eae8a9001569ee4edb64d2304bf0d65c53f3",
-                "sha256:320948ab49883557a256eab46149df79435a22d2fefd6a66fe6946f1b9d9d008",
-                "sha256:36d4b7c4be6411f58f60d9ce555a73df8406d484ba12a63549c88bd64f7967f1",
-                "sha256:3b15c678f27d66d247132cbf13df2f75255627bcc9b6a570f7d2fd08e8c081d2",
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-                "sha256:4383b47f45b14459cab66048d384614019965ba6c1a1a141f11b5a551cace1b2",
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-                "sha256:4b063d3413f853e056161eb0c7724822a9740ad3caa24b8424d776cebf98e7ee",
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-                "sha256:5fa82a26f92871eca593b53359c12ad7949772462f887c35edaf36f87953c0e2",
-                "sha256:61321672b3ac7aade25c40449ccedbc6db72c7f5f0fdf34def5e2f8b51ca530d",
-                "sha256:701171f825dcab90969596ce2af253143b93b08f1a716d4b2a9d2db5084ef7be",
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-                "sha256:8e88bb9eafbf6a4014d55fb222e7360eef53e613215085e65a13290577394529",
-                "sha256:a00aee5d1b6c20620161984f8ab2ab69134466c51f58c052c11b076715e72929",
-                "sha256:a047682d324ba56e61b7ea7c7299d51e61fd3bca7dad2ccc39b72bd0118d60a1",
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@@ -578,14 +517,6 @@
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@@ -611,51 +542,51 @@
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@@ -751,49 +682,50 @@
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@@ -910,19 +842,19 @@
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@@ -1112,14 +1044,6 @@
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@@ -1138,10 +1062,10 @@
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@@ -1330,38 +1254,38 @@
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@@ -1560,7 +1484,7 @@
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@@ -1681,30 +1605,22 @@
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@@ -1759,33 +1675,6 @@
             "markers": "python_full_version >= '3.6.8'",
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@@ -2012,14 +1901,6 @@
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+                "sha256:c11ca2df2206a4e3e4c4567f52594637392ed05d7c7fb73b4ea1c658ba560265",
+                "sha256:c5f9683be6a5b19cd776ee4e2f2ffb411424819c69afab6b2db3a0a364ec6642",
+                "sha256:cf89ab85027427d351f1de918aff4b43f4eb5f33aff6835ed30322a86ac29c9e",
+                "sha256:d1b750a8409bec61caa7824bfd64a8074b6d2d420433f64c161a8335796c7c6b",
+                "sha256:d779a48fac416387dd5673fc5b2d6bd903ed903faaa3247dc1865c65eaa5a93e",
+                "sha256:d9a1ef0f173e1a19738f154fb3644f90d0ada56fe6c9b422f992b04266c55d5a",
+                "sha256:ddb79414c15c6f03f56cc68fa06994f047cf20207c31b5dad3f6bab54a0f66ef",
+                "sha256:ef00d31b7569ed3cb2036f26565f1984b9fc08541731ce01012b02a4c238bf03",
+                "sha256:f40ac873045db4fd98a6f40387d242bde2708a3f8167bd967ccd43ad46394ba2",
+                "sha256:f593a4a90118d99014517c2679e04a4ef5aee2d81aa05c26c734d271065efcb6",
+                "sha256:f5df76c58977bc35a49515b2fbba84a1d952ff0ec784a4070334dfbec28a2def",
+                "sha256:f72cdd2586f9a769570d4b5714a3837b3a59a53b096bb954f1811f6a0afad305",
+                "sha256:f8e845d894e39fb53834da826078f6dc1a933b32b1478cf437007367efaf6f6a",
+                "sha256:fe6e43c8b510719b48af7db9631b5fbac910ade4bd90e6378c85ac5ac706382c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==7.4.2"
+        },
+        "exceptiongroup": {
+            "hashes": [
+                "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
+                "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"
+            ],
+            "markers": "python_version < '3.11'",
+            "version": "==1.2.0"
+        },
         "flake8": {
             "hashes": [
                 "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132",
@@ -2247,6 +2197,14 @@
             "markers": "python_full_version >= '3.8.1'",
             "version": "==7.0.0"
         },
+        "iniconfig": {
+            "hashes": [
+                "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
+                "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.0"
+        },
         "isort": {
             "hashes": [
                 "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109",
@@ -2296,6 +2254,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.2.0"
         },
+        "pluggy": {
+            "hashes": [
+                "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981",
+                "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.4.0"
+        },
         "pycodestyle": {
             "hashes": [
                 "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
@@ -2312,6 +2278,33 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.2.0"
         },
+        "pytest": {
+            "hashes": [
+                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
+                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==8.0.1"
+        },
+        "pytest-cov": {
+            "hashes": [
+                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
+                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==4.1.0"
+        },
+        "pytest-mock": {
+            "hashes": [
+                "sha256:0972719a7263072da3a21c7f4773069bcc7486027d7e8e1f81d98a47e701bc4f",
+                "sha256:31a40f038c22cad32287bb43932054451ff5583ff094bca6f675df2f8bc1a6e9"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==3.12.0"
+        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",

From 1a64bfe63cb073852de365d10ae897f3436e1710 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 10:26:00 +0000
Subject: [PATCH 07/14] Pipfile update

---
 Pipfile      |   2 +
 Pipfile.lock | 444 ++++++++++++++++++++++++++++++++++++++++++++++++++-
 2 files changed, 445 insertions(+), 1 deletion(-)

diff --git a/Pipfile b/Pipfile
index b7443e9e..16aade7e 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,8 @@ isort = "*"
 pytest = "*"
 pytest-cov = "*"
 pytest-mock = "*"
+pandas = "*"
+matplotlib = "*"
 
 [packages]
 haralyzer = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 79bfc7b4..9b61341d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0e5a51d4ffbc7dc3f5fe029d179bb6b0bfbf680b4584130d6f9261d7c946c6a5"
+            "sha256": "ca4592aecde1dede0ac7209bbd890f2dc9d7748ded2a0331bff483f8df3eaca0"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -2119,6 +2119,56 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
+        "contourpy": {
+            "hashes": [
+                "sha256:0274c1cb63625972c0c007ab14dd9ba9e199c36ae1a231ce45d725cbcbfd10a8",
+                "sha256:0d7e03c0f9a4f90dc18d4e77e9ef4ec7b7bbb437f7f675be8e530d65ae6ef956",
+                "sha256:11f8d2554e52f459918f7b8e6aa20ec2a3bce35ce95c1f0ef4ba36fbda306df5",
+                "sha256:139d8d2e1c1dd52d78682f505e980f592ba53c9f73bd6be102233e358b401063",
+                "sha256:16a7380e943a6d52472096cb7ad5264ecee36ed60888e2a3d3814991a0107286",
+                "sha256:171f311cb758de7da13fc53af221ae47a5877be5a0843a9fe150818c51ed276a",
+                "sha256:18fc2b4ed8e4a8fe849d18dce4bd3c7ea637758c6343a1f2bae1e9bd4c9f4686",
+                "sha256:1c203f617abc0dde5792beb586f827021069fb6d403d7f4d5c2b543d87edceb9",
+                "sha256:1c2559d6cffc94890b0529ea7eeecc20d6fadc1539273aa27faf503eb4656d8f",
+                "sha256:1c88dfb9e0c77612febebb6ac69d44a8d81e3dc60f993215425b62c1161353f4",
+                "sha256:1e9dc350fb4c58adc64df3e0703ab076f60aac06e67d48b3848c23647ae4310e",
+                "sha256:247b9d16535acaa766d03037d8e8fb20866d054d3c7fbf6fd1f993f11fc60ca0",
+                "sha256:266270c6f6608340f6c9836a0fb9b367be61dde0c9a9a18d5ece97774105ff3e",
+                "sha256:34b9071c040d6fe45d9826cbbe3727d20d83f1b6110d219b83eb0e2a01d79488",
+                "sha256:3d7d1f8871998cdff5d2ff6a087e5e1780139abe2838e85b0b46b7ae6cc25399",
+                "sha256:461e3ae84cd90b30f8d533f07d87c00379644205b1d33a5ea03381edc4b69431",
+                "sha256:464b423bc2a009088f19bdf1f232299e8b6917963e2b7e1d277da5041f33a779",
+                "sha256:491b1917afdd8638a05b611a56d46587d5a632cabead889a5440f7c638bc6ed9",
+                "sha256:4a1b1208102be6e851f20066bf0e7a96b7d48a07c9b0cfe6d0d4545c2f6cadab",
+                "sha256:575bcaf957a25d1194903a10bc9f316c136c19f24e0985a2b9b5608bdf5dbfe0",
+                "sha256:5c6b28956b7b232ae801406e529ad7b350d3f09a4fde958dfdf3c0520cdde0dd",
+                "sha256:5d16edfc3fc09968e09ddffada434b3bf989bf4911535e04eada58469873e28e",
+                "sha256:5fd1810973a375ca0e097dee059c407913ba35723b111df75671a1976efa04bc",
+                "sha256:67b7f17679fa62ec82b7e3e611c43a016b887bd64fb933b3ae8638583006c6d6",
+                "sha256:68ce4788b7d93e47f84edd3f1f95acdcd142ae60bc0e5493bfd120683d2d4316",
+                "sha256:6d3364b999c62f539cd403f8123ae426da946e142312a514162adb2addd8d808",
+                "sha256:6e739530c662a8d6d42c37c2ed52a6f0932c2d4a3e8c1f90692ad0ce1274abe0",
+                "sha256:6fdd887f17c2f4572ce548461e4f96396681212d858cae7bd52ba3310bc6f00f",
+                "sha256:78e6ad33cf2e2e80c5dfaaa0beec3d61face0fb650557100ee36db808bfa6843",
+                "sha256:884c3f9d42d7218304bc74a8a7693d172685c84bd7ab2bab1ee567b769696df9",
+                "sha256:8d8faf05be5ec8e02a4d86f616fc2a0322ff4a4ce26c0f09d9f7fb5330a35c95",
+                "sha256:999c71939aad2780f003979b25ac5b8f2df651dac7b38fb8ce6c46ba5abe6ae9",
+                "sha256:99ad97258985328b4f207a5e777c1b44a83bfe7cf1f87b99f9c11d4ee477c4de",
+                "sha256:9e6c93b5b2dbcedad20a2f18ec22cae47da0d705d454308063421a3b290d9ea4",
+                "sha256:ab459a1cbbf18e8698399c595a01f6dcc5c138220ca3ea9e7e6126232d102bb4",
+                "sha256:b69303ceb2e4d4f146bf82fda78891ef7bcd80c41bf16bfca3d0d7eb545448aa",
+                "sha256:b7caf9b241464c404613512d5594a6e2ff0cc9cb5615c9475cc1d9b514218ae8",
+                "sha256:b95a225d4948b26a28c08307a60ac00fb8671b14f2047fc5476613252a129776",
+                "sha256:bd2f1ae63998da104f16a8b788f685e55d65760cd1929518fd94cd682bf03e41",
+                "sha256:be16975d94c320432657ad2402f6760990cb640c161ae6da1363051805fa8108",
+                "sha256:ce96dd400486e80ac7d195b2d800b03e3e6a787e2a522bfb83755938465a819e",
+                "sha256:dbd50d0a0539ae2e96e537553aff6d02c10ed165ef40c65b0e27e744a0f10af8",
+                "sha256:dd10c26b4eadae44783c45ad6655220426f971c61d9b239e6f7b16d5cdaaa727",
+                "sha256:ebeac59e9e1eb4b84940d076d9f9a6cec0064e241818bcb6e32124cc5c3e377a"
+            ],
+            "markers": "python_version >= '3.9'",
+            "version": "==1.2.0"
+        },
         "coverage": {
             "extras": [
                 "toml"
@@ -2180,6 +2230,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==7.4.2"
         },
+        "cycler": {
+            "hashes": [
+                "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30",
+                "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.12.1"
+        },
         "exceptiongroup": {
             "hashes": [
                 "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
@@ -2197,6 +2255,54 @@
             "markers": "python_full_version >= '3.8.1'",
             "version": "==7.0.0"
         },
+        "fonttools": {
+            "hashes": [
+                "sha256:0404faea044577a01bb82d47a8fa4bc7a54067fa7e324785dd65d200d6dd1133",
+                "sha256:07bc5ea02bb7bc3aa40a1eb0481ce20e8d9b9642a9536cde0218290dd6085828",
+                "sha256:08877e355d3dde1c11973bb58d4acad1981e6d1140711230a4bfb40b2b937ccc",
+                "sha256:0af65c720520710cc01c293f9c70bd69684365c6015cc3671db2b7d807fe51f2",
+                "sha256:0ba0e00620ca28d4ca11fc700806fd69144b463aa3275e1b36e56c7c09915559",
+                "sha256:1f255ce8ed7556658f6d23f6afd22a6d9bbc3edb9b96c96682124dc487e1bf42",
+                "sha256:1fac1b7eebfce75ea663e860e7c5b4a8831b858c17acd68263bc156125201abf",
+                "sha256:263832fae27481d48dfafcc43174644b6706639661e242902ceb30553557e16c",
+                "sha256:29e89d0e1a7f18bc30f197cfadcbef5a13d99806447c7e245f5667579a808036",
+                "sha256:33037d9e56e2562c710c8954d0f20d25b8386b397250d65581e544edc9d6b942",
+                "sha256:33c584c0ef7dc54f5dd4f84082eabd8d09d1871a3d8ca2986b0c0c98165f8e86",
+                "sha256:36c8865bdb5cfeec88f5028e7e592370a0657b676c6f1d84a2108e0564f90e22",
+                "sha256:4145f91531fd43c50f9eb893faa08399816bb0b13c425667c48475c9f3a2b9b5",
+                "sha256:4d418b1fee41a1d14931f7ab4b92dc0bc323b490e41d7a333eec82c9f1780c75",
+                "sha256:768947008b4dc552d02772e5ebd49e71430a466e2373008ce905f953afea755a",
+                "sha256:7c7125068e04a70739dad11857a4d47626f2b0bd54de39e8622e89701836eabd",
+                "sha256:83a0d9336de2cba86d886507dd6e0153df333ac787377325a39a2797ec529814",
+                "sha256:86eef6aab7fd7c6c8545f3ebd00fd1d6729ca1f63b0cb4d621bccb7d1d1c852b",
+                "sha256:8fb022d799b96df3eaa27263e9eea306bd3d437cc9aa981820850281a02b6c9a",
+                "sha256:9d95fa0d22bf4f12d2fb7b07a46070cdfc19ef5a7b1c98bc172bfab5bf0d6844",
+                "sha256:a974c49a981e187381b9cc2c07c6b902d0079b88ff01aed34695ec5360767034",
+                "sha256:ac9a745b7609f489faa65e1dc842168c18530874a5f5b742ac3dd79e26bca8bc",
+                "sha256:af20acbe198a8a790618ee42db192eb128afcdcc4e96d99993aca0b60d1faeb4",
+                "sha256:af281525e5dd7fa0b39fb1667b8d5ca0e2a9079967e14c4bfe90fd1cd13e0f18",
+                "sha256:b050d362df50fc6e38ae3954d8c29bf2da52be384649ee8245fdb5186b620836",
+                "sha256:b44a52b8e6244b6548851b03b2b377a9702b88ddc21dcaf56a15a0393d425cb9",
+                "sha256:b607ea1e96768d13be26d2b400d10d3ebd1456343eb5eaddd2f47d1c4bd00880",
+                "sha256:b85ec0bdd7bdaa5c1946398cbb541e90a6dfc51df76dfa88e0aaa41b335940cb",
+                "sha256:bebd91041dda0d511b0d303180ed36e31f4f54b106b1259b69fade68413aa7ff",
+                "sha256:c076a9e548521ecc13d944b1d261ff3d7825048c338722a4bd126d22316087b7",
+                "sha256:cbe61b158deb09cffdd8540dc4a948d6e8f4d5b4f3bf5cd7db09bd6a61fee64e",
+                "sha256:cdee3ab220283057e7840d5fb768ad4c2ebe65bdba6f75d5d7bf47f4e0ed7d29",
+                "sha256:ce7033cb61f2bb65d8849658d3786188afd80f53dad8366a7232654804529532",
+                "sha256:d00af0884c0e65f60dfaf9340e26658836b935052fdd0439952ae42e44fdd2be",
+                "sha256:d647a0e697e5daa98c87993726da8281c7233d9d4ffe410812a4896c7c57c075",
+                "sha256:d970ecca0aac90d399e458f0b7a8a597e08f95de021f17785fb68e2dc0b99717",
+                "sha256:ea329dafb9670ffbdf4dbc3b0e5c264104abcd8441d56de77f06967f032943cb",
+                "sha256:ebf46e7f01b7af7861310417d7c49591a85d99146fc23a5ba82fdb28af156321",
+                "sha256:edc0cce355984bb3c1d1e89d6a661934d39586bb32191ebff98c600f8957c63e",
+                "sha256:f3bbe672df03563d1f3a691ae531f2e31f84061724c319652039e5a70927167e",
+                "sha256:fc11e5114f3f978d0cea7e9853627935b30d451742eeb4239a81a677bdee6bf6",
+                "sha256:fdb54b076f25d6b0f0298dc706acee5052de20c83530fa165b60d1f2e9cbe3cb"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==4.49.0"
+        },
         "iniconfig": {
             "hashes": [
                 "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
@@ -2214,6 +2320,151 @@
             "markers": "python_full_version >= '3.8.0'",
             "version": "==5.13.2"
         },
+        "kiwisolver": {
+            "hashes": [
+                "sha256:00bd361b903dc4bbf4eb165f24d1acbee754fce22ded24c3d56eec268658a5cf",
+                "sha256:040c1aebeda72197ef477a906782b5ab0d387642e93bda547336b8957c61022e",
+                "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af",
+                "sha256:06f54715b7737c2fecdbf140d1afb11a33d59508a47bf11bb38ecf21dc9ab79f",
+                "sha256:0dc9db8e79f0036e8173c466d21ef18e1befc02de8bf8aa8dc0813a6dc8a7046",
+                "sha256:0f114aa76dc1b8f636d077979c0ac22e7cd8f3493abbab152f20eb8d3cda71f3",
+                "sha256:11863aa14a51fd6ec28688d76f1735f8f69ab1fabf388851a595d0721af042f5",
+                "sha256:11c7de8f692fc99816e8ac50d1d1aef4f75126eefc33ac79aac02c099fd3db71",
+                "sha256:11d011a7574eb3b82bcc9c1a1d35c1d7075677fdd15de527d91b46bd35e935ee",
+                "sha256:146d14bebb7f1dc4d5fbf74f8a6cb15ac42baadee8912eb84ac0b3b2a3dc6ac3",
+                "sha256:15568384086b6df3c65353820a4473575dbad192e35010f622c6ce3eebd57af9",
+                "sha256:19df6e621f6d8b4b9c4d45f40a66839294ff2bb235e64d2178f7522d9170ac5b",
+                "sha256:1b04139c4236a0f3aff534479b58f6f849a8b351e1314826c2d230849ed48985",
+                "sha256:210ef2c3a1f03272649aff1ef992df2e724748918c4bc2d5a90352849eb40bea",
+                "sha256:2270953c0d8cdab5d422bee7d2007f043473f9d2999631c86a223c9db56cbd16",
+                "sha256:2400873bccc260b6ae184b2b8a4fec0e4082d30648eadb7c3d9a13405d861e89",
+                "sha256:2a40773c71d7ccdd3798f6489aaac9eee213d566850a9533f8d26332d626b82c",
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+                "sha256:8108ee1712bb4fa2c16981fba7e68b3f6ea330277f5ca34fa8d557e986a11670",
+                "sha256:85793cbdc2d5bc32620dc8ffa715423f0c680dacacf55056ba13454a5be5de88",
+                "sha256:8ce2fbc8d9bf303ce54a476116165220a1fedf15985b09656b4b4275300e920b",
+                "sha256:9f66419d4a41132eb7e9a73dcec9486cf5019f52d90dd35547af11bc58f8637d",
+                "sha256:a146b9dcacc3123aa2b399df1a284de5f46287a4ab4fbfc237eac98a92ebcb71",
+                "sha256:a1b438fa26b208005c997e78672f1aa8138f67002e833312e6230f3e57fa87d5",
+                "sha256:a20628faaf444da122b2a64b1e5360cde100ee6283ae8effa0d8745153809a2e",
+                "sha256:a41d06f308a024981dcaa6c41f2f2be46a6b186b902c94c2674e8cb5c42985bc",
+                "sha256:a626795722d893ed6aacb64d2401d017ddc8a2341b49e0384ab9bf7112bdec30",
+                "sha256:bde2bc699dbd80d7bc7f9cab1e23a95c4375de615860ca089f34e7c64f4a8de7",
+                "sha256:cfd6c2491dc821b10c716ad6776e7ab311f7df5d16038d0b7458bc0b67dc10f3",
+                "sha256:e60f1f7dba3c2d5ca159e18c46a34e7ca7247a73b5dd1a22b6d59707ed6b899a",
+                "sha256:eb1e1f3861ea9132b32f2133788f3b14911b68102d562715d71bd0013bc45440",
+                "sha256:eb61dc8567b798b969bcc1fc964788f5a68214d333cade8319c7ab33e2b5d88a",
+                "sha256:f5be5d03ea2073627e7111f61b9f1f0d9625dc3c4d8dda72cc827b0c58a1d042",
+                "sha256:f9670b3ac00a387620489dfc1bca66db47a787f4e55911f1293063a78b108df1",
+                "sha256:fbc1b53c0e1fdf16388c33c3cca160f798d38aea2978004dd3f4d3dec56454c9"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.9'",
+            "version": "==2.2.0"
+        },
         "pathspec": {
             "hashes": [
                 "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08",
@@ -2246,6 +2575,80 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
+        "pillow": {
+            "hashes": [
+                "sha256:0304004f8067386b477d20a518b50f3fa658a28d44e4116970abfcd94fac34a8",
+                "sha256:0689b5a8c5288bc0504d9fcee48f61a6a586b9b98514d7d29b840143d6734f39",
+                "sha256:0eae2073305f451d8ecacb5474997c08569fb4eb4ac231ffa4ad7d342fdc25ac",
+                "sha256:0fb3e7fc88a14eacd303e90481ad983fd5b69c761e9e6ef94c983f91025da869",
+                "sha256:11fa2e5984b949b0dd6d7a94d967743d87c577ff0b83392f17cb3990d0d2fd6e",
+                "sha256:127cee571038f252a552760076407f9cff79761c3d436a12af6000cd182a9d04",
+                "sha256:154e939c5f0053a383de4fd3d3da48d9427a7e985f58af8e94d0b3c9fcfcf4f9",
+                "sha256:15587643b9e5eb26c48e49a7b33659790d28f190fc514a322d55da2fb5c2950e",
+                "sha256:170aeb00224ab3dc54230c797f8404507240dd868cf52066f66a41b33169bdbe",
+                "sha256:1b5e1b74d1bd1b78bc3477528919414874748dd363e6272efd5abf7654e68bef",
+                "sha256:1da3b2703afd040cf65ec97efea81cfba59cdbed9c11d8efc5ab09df9509fc56",
+                "sha256:1e23412b5c41e58cec602f1135c57dfcf15482013ce6e5f093a86db69646a5aa",
+                "sha256:2247178effb34a77c11c0e8ac355c7a741ceca0a732b27bf11e747bbc950722f",
+                "sha256:257d8788df5ca62c980314053197f4d46eefedf4e6175bc9412f14412ec4ea2f",
+                "sha256:3031709084b6e7852d00479fd1d310b07d0ba82765f973b543c8af5061cf990e",
+                "sha256:322209c642aabdd6207517e9739c704dc9f9db943015535783239022002f054a",
+                "sha256:322bdf3c9b556e9ffb18f93462e5f749d3444ce081290352c6070d014c93feb2",
+                "sha256:33870dc4653c5017bf4c8873e5488d8f8d5f8935e2f1fb9a2208c47cdd66efd2",
+                "sha256:35bb52c37f256f662abdfa49d2dfa6ce5d93281d323a9af377a120e89a9eafb5",
+                "sha256:3c31822339516fb3c82d03f30e22b1d038da87ef27b6a78c9549888f8ceda39a",
+                "sha256:3eedd52442c0a5ff4f887fab0c1c0bb164d8635b32c894bc1faf4c618dd89df2",
+                "sha256:3ff074fc97dd4e80543a3e91f69d58889baf2002b6be64347ea8cf5533188213",
+                "sha256:47c0995fc4e7f79b5cfcab1fc437ff2890b770440f7696a3ba065ee0fd496563",
+                "sha256:49d9ba1ed0ef3e061088cd1e7538a0759aab559e2e0a80a36f9fd9d8c0c21591",
+                "sha256:51f1a1bffc50e2e9492e87d8e09a17c5eea8409cda8d3f277eb6edc82813c17c",
+                "sha256:52a50aa3fb3acb9cf7213573ef55d31d6eca37f5709c69e6858fe3bc04a5c2a2",
+                "sha256:54f1852cd531aa981bc0965b7d609f5f6cc8ce8c41b1139f6ed6b3c54ab82bfb",
+                "sha256:609448742444d9290fd687940ac0b57fb35e6fd92bdb65386e08e99af60bf757",
+                "sha256:69ffdd6120a4737710a9eee73e1d2e37db89b620f702754b8f6e62594471dee0",
+                "sha256:6fad5ff2f13d69b7e74ce5b4ecd12cc0ec530fcee76356cac6742785ff71c452",
+                "sha256:7049e301399273a0136ff39b84c3678e314f2158f50f517bc50285fb5ec847ad",
+                "sha256:70c61d4c475835a19b3a5aa42492409878bbca7438554a1f89d20d58a7c75c01",
+                "sha256:716d30ed977be8b37d3ef185fecb9e5a1d62d110dfbdcd1e2a122ab46fddb03f",
+                "sha256:753cd8f2086b2b80180d9b3010dd4ed147efc167c90d3bf593fe2af21265e5a5",
+                "sha256:773efe0603db30c281521a7c0214cad7836c03b8ccff897beae9b47c0b657d61",
+                "sha256:7823bdd049099efa16e4246bdf15e5a13dbb18a51b68fa06d6c1d4d8b99a796e",
+                "sha256:7c8f97e8e7a9009bcacbe3766a36175056c12f9a44e6e6f2d5caad06dcfbf03b",
+                "sha256:823ef7a27cf86df6597fa0671066c1b596f69eba53efa3d1e1cb8b30f3533068",
+                "sha256:8373c6c251f7ef8bda6675dd6d2b3a0fcc31edf1201266b5cf608b62a37407f9",
+                "sha256:83b2021f2ade7d1ed556bc50a399127d7fb245e725aa0113ebd05cfe88aaf588",
+                "sha256:870ea1ada0899fd0b79643990809323b389d4d1d46c192f97342eeb6ee0b8483",
+                "sha256:8d12251f02d69d8310b046e82572ed486685c38f02176bd08baf216746eb947f",
+                "sha256:9c23f307202661071d94b5e384e1e1dc7dfb972a28a2310e4ee16103e66ddb67",
+                "sha256:9d189550615b4948f45252d7f005e53c2040cea1af5b60d6f79491a6e147eef7",
+                "sha256:a086c2af425c5f62a65e12fbf385f7c9fcb8f107d0849dba5839461a129cf311",
+                "sha256:a2b56ba36e05f973d450582fb015594aaa78834fefe8dfb8fcd79b93e64ba4c6",
+                "sha256:aebb6044806f2e16ecc07b2a2637ee1ef67a11840a66752751714a0d924adf72",
+                "sha256:b1b3020d90c2d8e1dae29cf3ce54f8094f7938460fb5ce8bc5c01450b01fbaf6",
+                "sha256:b4b6b1e20608493548b1f32bce8cca185bf0480983890403d3b8753e44077129",
+                "sha256:b6f491cdf80ae540738859d9766783e3b3c8e5bd37f5dfa0b76abdecc5081f13",
+                "sha256:b792a349405fbc0163190fde0dc7b3fef3c9268292586cf5645598b48e63dc67",
+                "sha256:b7c2286c23cd350b80d2fc9d424fc797575fb16f854b831d16fd47ceec078f2c",
+                "sha256:babf5acfede515f176833ed6028754cbcd0d206f7f614ea3447d67c33be12516",
+                "sha256:c365fd1703040de1ec284b176d6af5abe21b427cb3a5ff68e0759e1e313a5e7e",
+                "sha256:c4225f5220f46b2fde568c74fca27ae9771536c2e29d7c04f4fb62c83275ac4e",
+                "sha256:c570f24be1e468e3f0ce7ef56a89a60f0e05b30a3669a459e419c6eac2c35364",
+                "sha256:c6dafac9e0f2b3c78df97e79af707cdc5ef8e88208d686a4847bab8266870023",
+                "sha256:c8de2789052ed501dd829e9cae8d3dcce7acb4777ea4a479c14521c942d395b1",
+                "sha256:cb28c753fd5eb3dd859b4ee95de66cc62af91bcff5db5f2571d32a520baf1f04",
+                "sha256:cb4c38abeef13c61d6916f264d4845fab99d7b711be96c326b84df9e3e0ff62d",
+                "sha256:d1b35bcd6c5543b9cb547dee3150c93008f8dd0f1fef78fc0cd2b141c5baf58a",
+                "sha256:d8e6aeb9201e655354b3ad049cb77d19813ad4ece0df1249d3c793de3774f8c7",
+                "sha256:d8ecd059fdaf60c1963c58ceb8997b32e9dc1b911f5da5307aab614f1ce5c2fb",
+                "sha256:da2b52b37dad6d9ec64e653637a096905b258d2fc2b984c41ae7d08b938a67e4",
+                "sha256:e87f0b2c78157e12d7686b27d63c070fd65d994e8ddae6f328e0dcf4a0cd007e",
+                "sha256:edca80cbfb2b68d7b56930b84a0e45ae1694aeba0541f798e908a49d66b837f1",
+                "sha256:f379abd2f1e3dddb2b61bc67977a6b5a0a3f7485538bcc6f39ec76163891ee48",
+                "sha256:fe4c15f6c9285dc54ce6553a3ce908ed37c8f3825b5a51a15c91442bb955b868"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==10.2.0"
+        },
         "platformdirs": {
             "hashes": [
                 "sha256:0614df2a2f37e1a662acbd8e2b25b92ccf8632929bc6d43467e17fe89c75e068",
@@ -2278,6 +2681,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.2.0"
         },
+        "pyparsing": {
+            "hashes": [
+                "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb",
+                "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"
+            ],
+            "markers": "python_full_version >= '3.6.8'",
+            "version": "==3.1.1"
+        },
         "pytest": {
             "hashes": [
                 "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
@@ -2305,6 +2716,29 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.12.0"
         },
+        "python-dateutil": {
+            "hashes": [
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==2.8.2"
+        },
+        "pytz": {
+            "hashes": [
+                "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812",
+                "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"
+            ],
+            "version": "==2024.1"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
+        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
@@ -2320,6 +2754,14 @@
             ],
             "markers": "python_version >= '3.8'",
             "version": "==4.9.0"
+        },
+        "tzdata": {
+            "hashes": [
+                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
+                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
+            ],
+            "markers": "python_version >= '2'",
+            "version": "==2024.1"
         }
     }
 }

From 42053cc12f425726a999d1a60e803a9152a0c430 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 10:28:34 +0000
Subject: [PATCH 08/14] Revert changes

---
 Pipfile      |   8 +-
 Pipfile.lock | 556 +--------------------------------------------------
 2 files changed, 4 insertions(+), 560 deletions(-)

diff --git a/Pipfile b/Pipfile
index 16aade7e..9d88f363 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,11 +7,6 @@ name = "pypi"
 black = "*"
 "flake8" = "*"
 isort = "*"
-pytest = "*"
-pytest-cov = "*"
-pytest-mock = "*"
-pandas = "*"
-matplotlib = "*"
 
 [packages]
 haralyzer = "*"
@@ -24,6 +19,9 @@ pandas = "*"
 matplotlib = "*"
 slackclient = "*"
 freezegun = "*"
+pytest = "*"
+pytest-cov = "*"
+pytest-mock = "*"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index 9b61341d..c730ea8c 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "ca4592aecde1dede0ac7209bbd890f2dc9d7748ded2a0331bff483f8df3eaca0"
+            "sha256": "bdbf862417c21dff32567aed2eef4245a1d3cb98b0e9e50d8dac0f5b3d756e28"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -2119,133 +2119,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
-        "contourpy": {
-            "hashes": [
-                "sha256:0274c1cb63625972c0c007ab14dd9ba9e199c36ae1a231ce45d725cbcbfd10a8",
-                "sha256:0d7e03c0f9a4f90dc18d4e77e9ef4ec7b7bbb437f7f675be8e530d65ae6ef956",
-                "sha256:11f8d2554e52f459918f7b8e6aa20ec2a3bce35ce95c1f0ef4ba36fbda306df5",
-                "sha256:139d8d2e1c1dd52d78682f505e980f592ba53c9f73bd6be102233e358b401063",
-                "sha256:16a7380e943a6d52472096cb7ad5264ecee36ed60888e2a3d3814991a0107286",
-                "sha256:171f311cb758de7da13fc53af221ae47a5877be5a0843a9fe150818c51ed276a",
-                "sha256:18fc2b4ed8e4a8fe849d18dce4bd3c7ea637758c6343a1f2bae1e9bd4c9f4686",
-                "sha256:1c203f617abc0dde5792beb586f827021069fb6d403d7f4d5c2b543d87edceb9",
-                "sha256:1c2559d6cffc94890b0529ea7eeecc20d6fadc1539273aa27faf503eb4656d8f",
-                "sha256:1c88dfb9e0c77612febebb6ac69d44a8d81e3dc60f993215425b62c1161353f4",
-                "sha256:1e9dc350fb4c58adc64df3e0703ab076f60aac06e67d48b3848c23647ae4310e",
-                "sha256:247b9d16535acaa766d03037d8e8fb20866d054d3c7fbf6fd1f993f11fc60ca0",
-                "sha256:266270c6f6608340f6c9836a0fb9b367be61dde0c9a9a18d5ece97774105ff3e",
-                "sha256:34b9071c040d6fe45d9826cbbe3727d20d83f1b6110d219b83eb0e2a01d79488",
-                "sha256:3d7d1f8871998cdff5d2ff6a087e5e1780139abe2838e85b0b46b7ae6cc25399",
-                "sha256:461e3ae84cd90b30f8d533f07d87c00379644205b1d33a5ea03381edc4b69431",
-                "sha256:464b423bc2a009088f19bdf1f232299e8b6917963e2b7e1d277da5041f33a779",
-                "sha256:491b1917afdd8638a05b611a56d46587d5a632cabead889a5440f7c638bc6ed9",
-                "sha256:4a1b1208102be6e851f20066bf0e7a96b7d48a07c9b0cfe6d0d4545c2f6cadab",
-                "sha256:575bcaf957a25d1194903a10bc9f316c136c19f24e0985a2b9b5608bdf5dbfe0",
-                "sha256:5c6b28956b7b232ae801406e529ad7b350d3f09a4fde958dfdf3c0520cdde0dd",
-                "sha256:5d16edfc3fc09968e09ddffada434b3bf989bf4911535e04eada58469873e28e",
-                "sha256:5fd1810973a375ca0e097dee059c407913ba35723b111df75671a1976efa04bc",
-                "sha256:67b7f17679fa62ec82b7e3e611c43a016b887bd64fb933b3ae8638583006c6d6",
-                "sha256:68ce4788b7d93e47f84edd3f1f95acdcd142ae60bc0e5493bfd120683d2d4316",
-                "sha256:6d3364b999c62f539cd403f8123ae426da946e142312a514162adb2addd8d808",
-                "sha256:6e739530c662a8d6d42c37c2ed52a6f0932c2d4a3e8c1f90692ad0ce1274abe0",
-                "sha256:6fdd887f17c2f4572ce548461e4f96396681212d858cae7bd52ba3310bc6f00f",
-                "sha256:78e6ad33cf2e2e80c5dfaaa0beec3d61face0fb650557100ee36db808bfa6843",
-                "sha256:884c3f9d42d7218304bc74a8a7693d172685c84bd7ab2bab1ee567b769696df9",
-                "sha256:8d8faf05be5ec8e02a4d86f616fc2a0322ff4a4ce26c0f09d9f7fb5330a35c95",
-                "sha256:999c71939aad2780f003979b25ac5b8f2df651dac7b38fb8ce6c46ba5abe6ae9",
-                "sha256:99ad97258985328b4f207a5e777c1b44a83bfe7cf1f87b99f9c11d4ee477c4de",
-                "sha256:9e6c93b5b2dbcedad20a2f18ec22cae47da0d705d454308063421a3b290d9ea4",
-                "sha256:ab459a1cbbf18e8698399c595a01f6dcc5c138220ca3ea9e7e6126232d102bb4",
-                "sha256:b69303ceb2e4d4f146bf82fda78891ef7bcd80c41bf16bfca3d0d7eb545448aa",
-                "sha256:b7caf9b241464c404613512d5594a6e2ff0cc9cb5615c9475cc1d9b514218ae8",
-                "sha256:b95a225d4948b26a28c08307a60ac00fb8671b14f2047fc5476613252a129776",
-                "sha256:bd2f1ae63998da104f16a8b788f685e55d65760cd1929518fd94cd682bf03e41",
-                "sha256:be16975d94c320432657ad2402f6760990cb640c161ae6da1363051805fa8108",
-                "sha256:ce96dd400486e80ac7d195b2d800b03e3e6a787e2a522bfb83755938465a819e",
-                "sha256:dbd50d0a0539ae2e96e537553aff6d02c10ed165ef40c65b0e27e744a0f10af8",
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@@ -2481,48 +2153,6 @@
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@@ -2575,80 +2169,6 @@
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-                "sha256:322bdf3c9b556e9ffb18f93462e5f749d3444ce081290352c6070d014c93feb2",
-                "sha256:33870dc4653c5017bf4c8873e5488d8f8d5f8935e2f1fb9a2208c47cdd66efd2",
-                "sha256:35bb52c37f256f662abdfa49d2dfa6ce5d93281d323a9af377a120e89a9eafb5",
-                "sha256:3c31822339516fb3c82d03f30e22b1d038da87ef27b6a78c9549888f8ceda39a",
-                "sha256:3eedd52442c0a5ff4f887fab0c1c0bb164d8635b32c894bc1faf4c618dd89df2",
-                "sha256:3ff074fc97dd4e80543a3e91f69d58889baf2002b6be64347ea8cf5533188213",
-                "sha256:47c0995fc4e7f79b5cfcab1fc437ff2890b770440f7696a3ba065ee0fd496563",
-                "sha256:49d9ba1ed0ef3e061088cd1e7538a0759aab559e2e0a80a36f9fd9d8c0c21591",
-                "sha256:51f1a1bffc50e2e9492e87d8e09a17c5eea8409cda8d3f277eb6edc82813c17c",
-                "sha256:52a50aa3fb3acb9cf7213573ef55d31d6eca37f5709c69e6858fe3bc04a5c2a2",
-                "sha256:54f1852cd531aa981bc0965b7d609f5f6cc8ce8c41b1139f6ed6b3c54ab82bfb",
-                "sha256:609448742444d9290fd687940ac0b57fb35e6fd92bdb65386e08e99af60bf757",
-                "sha256:69ffdd6120a4737710a9eee73e1d2e37db89b620f702754b8f6e62594471dee0",
-                "sha256:6fad5ff2f13d69b7e74ce5b4ecd12cc0ec530fcee76356cac6742785ff71c452",
-                "sha256:7049e301399273a0136ff39b84c3678e314f2158f50f517bc50285fb5ec847ad",
-                "sha256:70c61d4c475835a19b3a5aa42492409878bbca7438554a1f89d20d58a7c75c01",
-                "sha256:716d30ed977be8b37d3ef185fecb9e5a1d62d110dfbdcd1e2a122ab46fddb03f",
-                "sha256:753cd8f2086b2b80180d9b3010dd4ed147efc167c90d3bf593fe2af21265e5a5",
-                "sha256:773efe0603db30c281521a7c0214cad7836c03b8ccff897beae9b47c0b657d61",
-                "sha256:7823bdd049099efa16e4246bdf15e5a13dbb18a51b68fa06d6c1d4d8b99a796e",
-                "sha256:7c8f97e8e7a9009bcacbe3766a36175056c12f9a44e6e6f2d5caad06dcfbf03b",
-                "sha256:823ef7a27cf86df6597fa0671066c1b596f69eba53efa3d1e1cb8b30f3533068",
-                "sha256:8373c6c251f7ef8bda6675dd6d2b3a0fcc31edf1201266b5cf608b62a37407f9",
-                "sha256:83b2021f2ade7d1ed556bc50a399127d7fb245e725aa0113ebd05cfe88aaf588",
-                "sha256:870ea1ada0899fd0b79643990809323b389d4d1d46c192f97342eeb6ee0b8483",
-                "sha256:8d12251f02d69d8310b046e82572ed486685c38f02176bd08baf216746eb947f",
-                "sha256:9c23f307202661071d94b5e384e1e1dc7dfb972a28a2310e4ee16103e66ddb67",
-                "sha256:9d189550615b4948f45252d7f005e53c2040cea1af5b60d6f79491a6e147eef7",
-                "sha256:a086c2af425c5f62a65e12fbf385f7c9fcb8f107d0849dba5839461a129cf311",
-                "sha256:a2b56ba36e05f973d450582fb015594aaa78834fefe8dfb8fcd79b93e64ba4c6",
-                "sha256:aebb6044806f2e16ecc07b2a2637ee1ef67a11840a66752751714a0d924adf72",
-                "sha256:b1b3020d90c2d8e1dae29cf3ce54f8094f7938460fb5ce8bc5c01450b01fbaf6",
-                "sha256:b4b6b1e20608493548b1f32bce8cca185bf0480983890403d3b8753e44077129",
-                "sha256:b6f491cdf80ae540738859d9766783e3b3c8e5bd37f5dfa0b76abdecc5081f13",
-                "sha256:b792a349405fbc0163190fde0dc7b3fef3c9268292586cf5645598b48e63dc67",
-                "sha256:b7c2286c23cd350b80d2fc9d424fc797575fb16f854b831d16fd47ceec078f2c",
-                "sha256:babf5acfede515f176833ed6028754cbcd0d206f7f614ea3447d67c33be12516",
-                "sha256:c365fd1703040de1ec284b176d6af5abe21b427cb3a5ff68e0759e1e313a5e7e",
-                "sha256:c4225f5220f46b2fde568c74fca27ae9771536c2e29d7c04f4fb62c83275ac4e",
-                "sha256:c570f24be1e468e3f0ce7ef56a89a60f0e05b30a3669a459e419c6eac2c35364",
-                "sha256:c6dafac9e0f2b3c78df97e79af707cdc5ef8e88208d686a4847bab8266870023",
-                "sha256:c8de2789052ed501dd829e9cae8d3dcce7acb4777ea4a479c14521c942d395b1",
-                "sha256:cb28c753fd5eb3dd859b4ee95de66cc62af91bcff5db5f2571d32a520baf1f04",
-                "sha256:cb4c38abeef13c61d6916f264d4845fab99d7b711be96c326b84df9e3e0ff62d",
-                "sha256:d1b35bcd6c5543b9cb547dee3150c93008f8dd0f1fef78fc0cd2b141c5baf58a",
-                "sha256:d8e6aeb9201e655354b3ad049cb77d19813ad4ece0df1249d3c793de3774f8c7",
-                "sha256:d8ecd059fdaf60c1963c58ceb8997b32e9dc1b911f5da5307aab614f1ce5c2fb",
-                "sha256:da2b52b37dad6d9ec64e653637a096905b258d2fc2b984c41ae7d08b938a67e4",
-                "sha256:e87f0b2c78157e12d7686b27d63c070fd65d994e8ddae6f328e0dcf4a0cd007e",
-                "sha256:edca80cbfb2b68d7b56930b84a0e45ae1694aeba0541f798e908a49d66b837f1",
-                "sha256:f379abd2f1e3dddb2b61bc67977a6b5a0a3f7485538bcc6f39ec76163891ee48",
-                "sha256:fe4c15f6c9285dc54ce6553a3ce908ed37c8f3825b5a51a15c91442bb955b868"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==10.2.0"
-        },
         "platformdirs": {
             "hashes": [
                 "sha256:0614df2a2f37e1a662acbd8e2b25b92ccf8632929bc6d43467e17fe89c75e068",
@@ -2657,14 +2177,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.2.0"
         },
-        "pluggy": {
-            "hashes": [
-                "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981",
-                "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.4.0"
-        },
         "pycodestyle": {
             "hashes": [
                 "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
@@ -2681,64 +2193,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.2.0"
         },
-        "pyparsing": {
-            "hashes": [
-                "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb",
-                "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"
-            ],
-            "markers": "python_full_version >= '3.6.8'",
-            "version": "==3.1.1"
-        },
-        "pytest": {
-            "hashes": [
-                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
-                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==8.0.1"
-        },
-        "pytest-cov": {
-            "hashes": [
-                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
-                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==4.1.0"
-        },
-        "pytest-mock": {
-            "hashes": [
-                "sha256:0972719a7263072da3a21c7f4773069bcc7486027d7e8e1f81d98a47e701bc4f",
-                "sha256:31a40f038c22cad32287bb43932054451ff5583ff094bca6f675df2f8bc1a6e9"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==3.12.0"
-        },
-        "python-dateutil": {
-            "hashes": [
-                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
-                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.8.2"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812",
-                "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"
-            ],
-            "version": "==2024.1"
-        },
-        "six": {
-            "hashes": [
-                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
-                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.16.0"
-        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
@@ -2754,14 +2208,6 @@
             ],
             "markers": "python_version >= '3.8'",
             "version": "==4.9.0"
-        },
-        "tzdata": {
-            "hashes": [
-                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
-                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
-            ],
-            "markers": "python_version >= '2'",
-            "version": "==2024.1"
         }
     }
 }

From 35f7bac5cc164ecc7ea15eba7b5b1dc90022121c Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 10:34:38 +0000
Subject: [PATCH 09/14] Regenerate lockfile

---
 Pipfile.lock | 126 +++++++++++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 123 insertions(+), 3 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index c730ea8c..ccc40fea 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -471,6 +471,67 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.2.0"
         },
+        "coverage": {
+            "extras": [
+                "toml"
+            ],
+            "hashes": [
+                "sha256:006d220ba2e1a45f1de083d5022d4955abb0aedd78904cd5a779b955b019ec73",
+                "sha256:06fe398145a2e91edaf1ab4eee66149c6776c6b25b136f4a86fcbbb09512fd10",
+                "sha256:175f56572f25e1e1201d2b3e07b71ca4d201bf0b9cb8fad3f1dfae6a4188de86",
+                "sha256:18cac867950943fe93d6cd56a67eb7dcd2d4a781a40f4c1e25d6f1ed98721a55",
+                "sha256:1a5ee18e3a8d766075ce9314ed1cb695414bae67df6a4b0805f5137d93d6f1cb",
+                "sha256:20a875bfd8c282985c4720c32aa05056f77a68e6d8bbc5fe8632c5860ee0b49b",
+                "sha256:2412e98e70f16243be41d20836abd5f3f32edef07cbf8f407f1b6e1ceae783ac",
+                "sha256:2599972b21911111114100d362aea9e70a88b258400672626efa2b9e2179609c",
+                "sha256:2ed37e16cf35c8d6e0b430254574b8edd242a367a1b1531bd1adc99c6a5e00fe",
+                "sha256:32b4ab7e6c924f945cbae5392832e93e4ceb81483fd6dc4aa8fb1a97b9d3e0e1",
+                "sha256:34423abbaad70fea9d0164add189eabaea679068ebdf693baa5c02d03e7db244",
+                "sha256:3507427d83fa961cbd73f11140f4a5ce84208d31756f7238d6257b2d3d868405",
+                "sha256:3733545eb294e5ad274abe131d1e7e7de4ba17a144505c12feca48803fea5f64",
+                "sha256:3ff5bdb08d8938d336ce4088ca1a1e4b6c8cd3bef8bb3a4c0eb2f37406e49643",
+                "sha256:3ff7f92ae5a456101ca8f48387fd3c56eb96353588e686286f50633a611afc95",
+                "sha256:42a9e754aa250fe61f0f99986399cec086d7e7a01dd82fd863a20af34cbce962",
+                "sha256:51593a1f05c39332f623d64d910445fdec3d2ac2d96b37ce7f331882d5678ddf",
+                "sha256:5b11f9c6587668e495cc7365f85c93bed34c3a81f9f08b0920b87a89acc13469",
+                "sha256:69f1665165ba2fe7614e2f0c1aed71e14d83510bf67e2ee13df467d1c08bf1e8",
+                "sha256:78cdcbf7b9cb83fe047ee09298e25b1cd1636824067166dc97ad0543b079d22f",
+                "sha256:7df95fdd1432a5d2675ce630fef5f239939e2b3610fe2f2b5bf21fa505256fa3",
+                "sha256:81a5fb41b0d24447a47543b749adc34d45a2cf77b48ca74e5bf3de60a7bd9edc",
+                "sha256:840456cb1067dc350af9080298c7c2cfdddcedc1cb1e0b30dceecdaf7be1a2d3",
+                "sha256:8562ca91e8c40864942615b1d0b12289d3e745e6b2da901d133f52f2d510a1e3",
+                "sha256:861d75402269ffda0b33af94694b8e0703563116b04c681b1832903fac8fd647",
+                "sha256:8b98c89db1b150d851a7840142d60d01d07677a18f0f46836e691c38134ed18b",
+                "sha256:a178b7b1ac0f1530bb28d2e51f88c0bab3e5949835851a60dda80bff6052510c",
+                "sha256:a8ddbd158e069dded57738ea69b9744525181e99974c899b39f75b2b29a624e2",
+                "sha256:ac4bab32f396b03ebecfcf2971668da9275b3bb5f81b3b6ba96622f4ef3f6e17",
+                "sha256:ac9e95cefcf044c98d4e2c829cd0669918585755dd9a92e28a1a7012322d0a95",
+                "sha256:adbdfcda2469d188d79771d5696dc54fab98a16d2ef7e0875013b5f56a251047",
+                "sha256:b3c8bbb95a699c80a167478478efe5e09ad31680931ec280bf2087905e3b95ec",
+                "sha256:b3f2b1eb229f23c82898eedfc3296137cf1f16bb145ceab3edfd17cbde273fb7",
+                "sha256:b4ae777bebaed89e3a7e80c4a03fac434a98a8abb5251b2a957d38fe3fd30088",
+                "sha256:b953275d4edfab6cc0ed7139fa773dfb89e81fee1569a932f6020ce7c6da0e8f",
+                "sha256:bf54c3e089179d9d23900e3efc86d46e4431188d9a657f345410eecdd0151f50",
+                "sha256:bf711d517e21fb5bc429f5c4308fbc430a8585ff2a43e88540264ae87871e36a",
+                "sha256:c00e54f0bd258ab25e7f731ca1d5144b0bf7bec0051abccd2bdcff65fa3262c9",
+                "sha256:c11ca2df2206a4e3e4c4567f52594637392ed05d7c7fb73b4ea1c658ba560265",
+                "sha256:c5f9683be6a5b19cd776ee4e2f2ffb411424819c69afab6b2db3a0a364ec6642",
+                "sha256:cf89ab85027427d351f1de918aff4b43f4eb5f33aff6835ed30322a86ac29c9e",
+                "sha256:d1b750a8409bec61caa7824bfd64a8074b6d2d420433f64c161a8335796c7c6b",
+                "sha256:d779a48fac416387dd5673fc5b2d6bd903ed903faaa3247dc1865c65eaa5a93e",
+                "sha256:d9a1ef0f173e1a19738f154fb3644f90d0ada56fe6c9b422f992b04266c55d5a",
+                "sha256:ddb79414c15c6f03f56cc68fa06994f047cf20207c31b5dad3f6bab54a0f66ef",
+                "sha256:ef00d31b7569ed3cb2036f26565f1984b9fc08541731ce01012b02a4c238bf03",
+                "sha256:f40ac873045db4fd98a6f40387d242bde2708a3f8167bd967ccd43ad46394ba2",
+                "sha256:f593a4a90118d99014517c2679e04a4ef5aee2d81aa05c26c734d271065efcb6",
+                "sha256:f5df76c58977bc35a49515b2fbba84a1d952ff0ec784a4070334dfbec28a2def",
+                "sha256:f72cdd2586f9a769570d4b5714a3837b3a59a53b096bb954f1811f6a0afad305",
+                "sha256:f8e845d894e39fb53834da826078f6dc1a933b32b1478cf437007367efaf6f6a",
+                "sha256:fe6e43c8b510719b48af7db9631b5fbac910ade4bd90e6378c85ac5ac706382c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==7.4.2"
+        },
         "cryptography": {
             "hashes": [
                 "sha256:01911714117642a3f1792c7f376db572aadadbafcd8d75bb527166009c9f1d1b",
@@ -517,6 +578,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
+        "exceptiongroup": {
+            "hashes": [
+                "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
+                "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"
+            ],
+            "markers": "python_version < '3.11'",
+            "version": "==1.2.0"
+        },
         "flask": {
             "hashes": [
                 "sha256:3232e0e9c850d781933cf0207523d1ece087eb8d87b23777ae38456e2fbe7c6e",
@@ -1024,7 +1093,7 @@
                 "sha256:fd096eb7ffef17c456cfa587523c5f92321ae02427ff955bebe9e3c63bc9f0da",
                 "sha256:fe754d231288e1e64323cfad462fcee8f0288654c10bdf4f603a39ed923bef33"
             ],
-            "markers": "python_version < '3.11' and platform_python_implementation == 'CPython'",
+            "markers": "platform_python_implementation == 'CPython' and python_version < '3.11'",
             "version": "==3.0.3"
         },
         "haralyzer": {
@@ -1044,6 +1113,14 @@
             "markers": "python_version >= '3.5'",
             "version": "==3.6"
         },
+        "iniconfig": {
+            "hashes": [
+                "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
+                "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.0"
+        },
         "itsdangerous": {
             "hashes": [
                 "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44",
@@ -1605,6 +1682,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==10.2.0"
         },
+        "pluggy": {
+            "hashes": [
+                "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981",
+                "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.4.0"
+        },
         "protobuf": {
             "hashes": [
                 "sha256:19b270aeaa0099f16d3ca02628546b8baefe2955bbe23224aaf856134eccf1e4",
@@ -1675,12 +1760,39 @@
             "markers": "python_full_version >= '3.6.8'",
             "version": "==3.1.1"
         },
+        "pytest": {
+            "hashes": [
+                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
+                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==8.0.1"
+        },
+        "pytest-cov": {
+            "hashes": [
+                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
+                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==4.1.0"
+        },
+        "pytest-mock": {
+            "hashes": [
+                "sha256:0972719a7263072da3a21c7f4773069bcc7486027d7e8e1f81d98a47e701bc4f",
+                "sha256:31a40f038c22cad32287bb43932054451ff5583ff094bca6f675df2f8bc1a6e9"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==3.12.0"
+        },
         "python-dateutil": {
             "hashes": [
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
                 "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==2.8.2"
         },
         "pytz": {
@@ -1889,7 +2001,7 @@
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==1.16.0"
         },
         "slackclient": {
@@ -1901,6 +2013,14 @@
             "markers": "python_full_version >= '3.6.0'",
             "version": "==2.9.4"
         },
+        "tomli": {
+            "hashes": [
+                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
+                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
+            ],
+            "markers": "python_version < '3.11'",
+            "version": "==2.0.1"
+        },
         "typing-extensions": {
             "hashes": [
                 "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783",

From e0ada632068cd8b5b569a63ba31633b29631b25d Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 10:41:18 +0000
Subject: [PATCH 10/14] numpy

---
 Pipfile      |  1 +
 Pipfile.lock | 11 ++++++-----
 2 files changed, 7 insertions(+), 5 deletions(-)

diff --git a/Pipfile b/Pipfile
index 9d88f363..0b07b3b6 100644
--- a/Pipfile
+++ b/Pipfile
@@ -22,6 +22,7 @@ freezegun = "*"
 pytest = "*"
 pytest-cov = "*"
 pytest-mock = "*"
+numpy = "*"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index ccc40fea..6c792dcd 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "bdbf862417c21dff32567aed2eef4245a1d3cb98b0e9e50d8dac0f5b3d756e28"
+            "sha256": "aaaf74c9a162ed8e4c88d5c23af27e8f79d518ec0f52b671c1c12dd8ec5c7a4a"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -1093,7 +1093,7 @@
                 "sha256:fd096eb7ffef17c456cfa587523c5f92321ae02427ff955bebe9e3c63bc9f0da",
                 "sha256:fe754d231288e1e64323cfad462fcee8f0288654c10bdf4f603a39ed923bef33"
             ],
-            "markers": "platform_python_implementation == 'CPython' and python_version < '3.11'",
+            "markers": "python_version < '3.11' and platform_python_implementation == 'CPython'",
             "version": "==3.0.3"
         },
         "haralyzer": {
@@ -1561,7 +1561,8 @@
                 "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
                 "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
-            "markers": "python_version < '3.11'",
+            "index": "pypi",
+            "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
         "packaging": {
@@ -1792,7 +1793,7 @@
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
                 "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.8.2"
         },
         "pytz": {
@@ -2001,7 +2002,7 @@
                 "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
                 "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
         },
         "slackclient": {

From 609c806cee875e57dff5fb49e17fe223935ca858 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Wed, 21 Feb 2024 15:53:04 +0000
Subject: [PATCH 11/14] Pipenv

---
 Pipfile      |   6 +-
 Pipfile.lock | 234 +++++++++++++++++++++++++--------------------------
 2 files changed, 116 insertions(+), 124 deletions(-)

diff --git a/Pipfile b/Pipfile
index 0b07b3b6..2e0b681e 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,6 +7,9 @@ name = "pypi"
 black = "*"
 "flake8" = "*"
 isort = "*"
+pytest = "*"
+pytest-cov = "*"
+pytest-mock = "*"
 
 [packages]
 haralyzer = "*"
@@ -19,9 +22,6 @@ pandas = "*"
 matplotlib = "*"
 slackclient = "*"
 freezegun = "*"
-pytest = "*"
-pytest-cov = "*"
-pytest-mock = "*"
 numpy = "*"
 
 [requires]
diff --git a/Pipfile.lock b/Pipfile.lock
index 6c792dcd..c99f2346 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "aaaf74c9a162ed8e4c88d5c23af27e8f79d518ec0f52b671c1c12dd8ec5c7a4a"
+            "sha256": "21e47b767636555c73b2aa80dfd741ca19ecc8c035de5d731664b7fccd621937"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -471,67 +471,6 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.2.0"
         },
-        "coverage": {
-            "extras": [
-                "toml"
-            ],
-            "hashes": [
-                "sha256:006d220ba2e1a45f1de083d5022d4955abb0aedd78904cd5a779b955b019ec73",
-                "sha256:06fe398145a2e91edaf1ab4eee66149c6776c6b25b136f4a86fcbbb09512fd10",
-                "sha256:175f56572f25e1e1201d2b3e07b71ca4d201bf0b9cb8fad3f1dfae6a4188de86",
-                "sha256:18cac867950943fe93d6cd56a67eb7dcd2d4a781a40f4c1e25d6f1ed98721a55",
-                "sha256:1a5ee18e3a8d766075ce9314ed1cb695414bae67df6a4b0805f5137d93d6f1cb",
-                "sha256:20a875bfd8c282985c4720c32aa05056f77a68e6d8bbc5fe8632c5860ee0b49b",
-                "sha256:2412e98e70f16243be41d20836abd5f3f32edef07cbf8f407f1b6e1ceae783ac",
-                "sha256:2599972b21911111114100d362aea9e70a88b258400672626efa2b9e2179609c",
-                "sha256:2ed37e16cf35c8d6e0b430254574b8edd242a367a1b1531bd1adc99c6a5e00fe",
-                "sha256:32b4ab7e6c924f945cbae5392832e93e4ceb81483fd6dc4aa8fb1a97b9d3e0e1",
-                "sha256:34423abbaad70fea9d0164add189eabaea679068ebdf693baa5c02d03e7db244",
-                "sha256:3507427d83fa961cbd73f11140f4a5ce84208d31756f7238d6257b2d3d868405",
-                "sha256:3733545eb294e5ad274abe131d1e7e7de4ba17a144505c12feca48803fea5f64",
-                "sha256:3ff5bdb08d8938d336ce4088ca1a1e4b6c8cd3bef8bb3a4c0eb2f37406e49643",
-                "sha256:3ff7f92ae5a456101ca8f48387fd3c56eb96353588e686286f50633a611afc95",
-                "sha256:42a9e754aa250fe61f0f99986399cec086d7e7a01dd82fd863a20af34cbce962",
-                "sha256:51593a1f05c39332f623d64d910445fdec3d2ac2d96b37ce7f331882d5678ddf",
-                "sha256:5b11f9c6587668e495cc7365f85c93bed34c3a81f9f08b0920b87a89acc13469",
-                "sha256:69f1665165ba2fe7614e2f0c1aed71e14d83510bf67e2ee13df467d1c08bf1e8",
-                "sha256:78cdcbf7b9cb83fe047ee09298e25b1cd1636824067166dc97ad0543b079d22f",
-                "sha256:7df95fdd1432a5d2675ce630fef5f239939e2b3610fe2f2b5bf21fa505256fa3",
-                "sha256:81a5fb41b0d24447a47543b749adc34d45a2cf77b48ca74e5bf3de60a7bd9edc",
-                "sha256:840456cb1067dc350af9080298c7c2cfdddcedc1cb1e0b30dceecdaf7be1a2d3",
-                "sha256:8562ca91e8c40864942615b1d0b12289d3e745e6b2da901d133f52f2d510a1e3",
-                "sha256:861d75402269ffda0b33af94694b8e0703563116b04c681b1832903fac8fd647",
-                "sha256:8b98c89db1b150d851a7840142d60d01d07677a18f0f46836e691c38134ed18b",
-                "sha256:a178b7b1ac0f1530bb28d2e51f88c0bab3e5949835851a60dda80bff6052510c",
-                "sha256:a8ddbd158e069dded57738ea69b9744525181e99974c899b39f75b2b29a624e2",
-                "sha256:ac4bab32f396b03ebecfcf2971668da9275b3bb5f81b3b6ba96622f4ef3f6e17",
-                "sha256:ac9e95cefcf044c98d4e2c829cd0669918585755dd9a92e28a1a7012322d0a95",
-                "sha256:adbdfcda2469d188d79771d5696dc54fab98a16d2ef7e0875013b5f56a251047",
-                "sha256:b3c8bbb95a699c80a167478478efe5e09ad31680931ec280bf2087905e3b95ec",
-                "sha256:b3f2b1eb229f23c82898eedfc3296137cf1f16bb145ceab3edfd17cbde273fb7",
-                "sha256:b4ae777bebaed89e3a7e80c4a03fac434a98a8abb5251b2a957d38fe3fd30088",
-                "sha256:b953275d4edfab6cc0ed7139fa773dfb89e81fee1569a932f6020ce7c6da0e8f",
-                "sha256:bf54c3e089179d9d23900e3efc86d46e4431188d9a657f345410eecdd0151f50",
-                "sha256:bf711d517e21fb5bc429f5c4308fbc430a8585ff2a43e88540264ae87871e36a",
-                "sha256:c00e54f0bd258ab25e7f731ca1d5144b0bf7bec0051abccd2bdcff65fa3262c9",
-                "sha256:c11ca2df2206a4e3e4c4567f52594637392ed05d7c7fb73b4ea1c658ba560265",
-                "sha256:c5f9683be6a5b19cd776ee4e2f2ffb411424819c69afab6b2db3a0a364ec6642",
-                "sha256:cf89ab85027427d351f1de918aff4b43f4eb5f33aff6835ed30322a86ac29c9e",
-                "sha256:d1b750a8409bec61caa7824bfd64a8074b6d2d420433f64c161a8335796c7c6b",
-                "sha256:d779a48fac416387dd5673fc5b2d6bd903ed903faaa3247dc1865c65eaa5a93e",
-                "sha256:d9a1ef0f173e1a19738f154fb3644f90d0ada56fe6c9b422f992b04266c55d5a",
-                "sha256:ddb79414c15c6f03f56cc68fa06994f047cf20207c31b5dad3f6bab54a0f66ef",
-                "sha256:ef00d31b7569ed3cb2036f26565f1984b9fc08541731ce01012b02a4c238bf03",
-                "sha256:f40ac873045db4fd98a6f40387d242bde2708a3f8167bd967ccd43ad46394ba2",
-                "sha256:f593a4a90118d99014517c2679e04a4ef5aee2d81aa05c26c734d271065efcb6",
-                "sha256:f5df76c58977bc35a49515b2fbba84a1d952ff0ec784a4070334dfbec28a2def",
-                "sha256:f72cdd2586f9a769570d4b5714a3837b3a59a53b096bb954f1811f6a0afad305",
-                "sha256:f8e845d894e39fb53834da826078f6dc1a933b32b1478cf437007367efaf6f6a",
-                "sha256:fe6e43c8b510719b48af7db9631b5fbac910ade4bd90e6378c85ac5ac706382c"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==7.4.2"
-        },
         "cryptography": {
             "hashes": [
                 "sha256:01911714117642a3f1792c7f376db572aadadbafcd8d75bb527166009c9f1d1b",
@@ -578,14 +517,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==0.12.1"
         },
-        "exceptiongroup": {
-            "hashes": [
-                "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
-                "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==1.2.0"
-        },
         "flask": {
             "hashes": [
                 "sha256:3232e0e9c850d781933cf0207523d1ece087eb8d87b23777ae38456e2fbe7c6e",
@@ -1113,14 +1044,6 @@
             "markers": "python_version >= '3.5'",
             "version": "==3.6"
         },
-        "iniconfig": {
-            "hashes": [
-                "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
-                "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.0.0"
-        },
         "itsdangerous": {
             "hashes": [
                 "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44",
@@ -1683,14 +1606,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==10.2.0"
         },
-        "pluggy": {
-            "hashes": [
-                "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981",
-                "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.4.0"
-        },
         "protobuf": {
             "hashes": [
                 "sha256:19b270aeaa0099f16d3ca02628546b8baefe2955bbe23224aaf856134eccf1e4",
@@ -1761,33 +1676,6 @@
             "markers": "python_full_version >= '3.6.8'",
             "version": "==3.1.1"
         },
-        "pytest": {
-            "hashes": [
-                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
-                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==8.0.1"
-        },
-        "pytest-cov": {
-            "hashes": [
-                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
-                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==4.1.0"
-        },
-        "pytest-mock": {
-            "hashes": [
-                "sha256:0972719a7263072da3a21c7f4773069bcc7486027d7e8e1f81d98a47e701bc4f",
-                "sha256:31a40f038c22cad32287bb43932054451ff5583ff094bca6f675df2f8bc1a6e9"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==3.12.0"
-        },
         "python-dateutil": {
             "hashes": [
                 "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
@@ -2014,14 +1902,6 @@
             "markers": "python_full_version >= '3.6.0'",
             "version": "==2.9.4"
         },
-        "tomli": {
-            "hashes": [
-                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
-                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.0.1"
-        },
         "typing-extensions": {
             "hashes": [
                 "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783",
@@ -2240,6 +2120,75 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
+        "coverage": {
+            "extras": [
+                "toml"
+            ],
+            "hashes": [
+                "sha256:006d220ba2e1a45f1de083d5022d4955abb0aedd78904cd5a779b955b019ec73",
+                "sha256:06fe398145a2e91edaf1ab4eee66149c6776c6b25b136f4a86fcbbb09512fd10",
+                "sha256:175f56572f25e1e1201d2b3e07b71ca4d201bf0b9cb8fad3f1dfae6a4188de86",
+                "sha256:18cac867950943fe93d6cd56a67eb7dcd2d4a781a40f4c1e25d6f1ed98721a55",
+                "sha256:1a5ee18e3a8d766075ce9314ed1cb695414bae67df6a4b0805f5137d93d6f1cb",
+                "sha256:20a875bfd8c282985c4720c32aa05056f77a68e6d8bbc5fe8632c5860ee0b49b",
+                "sha256:2412e98e70f16243be41d20836abd5f3f32edef07cbf8f407f1b6e1ceae783ac",
+                "sha256:2599972b21911111114100d362aea9e70a88b258400672626efa2b9e2179609c",
+                "sha256:2ed37e16cf35c8d6e0b430254574b8edd242a367a1b1531bd1adc99c6a5e00fe",
+                "sha256:32b4ab7e6c924f945cbae5392832e93e4ceb81483fd6dc4aa8fb1a97b9d3e0e1",
+                "sha256:34423abbaad70fea9d0164add189eabaea679068ebdf693baa5c02d03e7db244",
+                "sha256:3507427d83fa961cbd73f11140f4a5ce84208d31756f7238d6257b2d3d868405",
+                "sha256:3733545eb294e5ad274abe131d1e7e7de4ba17a144505c12feca48803fea5f64",
+                "sha256:3ff5bdb08d8938d336ce4088ca1a1e4b6c8cd3bef8bb3a4c0eb2f37406e49643",
+                "sha256:3ff7f92ae5a456101ca8f48387fd3c56eb96353588e686286f50633a611afc95",
+                "sha256:42a9e754aa250fe61f0f99986399cec086d7e7a01dd82fd863a20af34cbce962",
+                "sha256:51593a1f05c39332f623d64d910445fdec3d2ac2d96b37ce7f331882d5678ddf",
+                "sha256:5b11f9c6587668e495cc7365f85c93bed34c3a81f9f08b0920b87a89acc13469",
+                "sha256:69f1665165ba2fe7614e2f0c1aed71e14d83510bf67e2ee13df467d1c08bf1e8",
+                "sha256:78cdcbf7b9cb83fe047ee09298e25b1cd1636824067166dc97ad0543b079d22f",
+                "sha256:7df95fdd1432a5d2675ce630fef5f239939e2b3610fe2f2b5bf21fa505256fa3",
+                "sha256:81a5fb41b0d24447a47543b749adc34d45a2cf77b48ca74e5bf3de60a7bd9edc",
+                "sha256:840456cb1067dc350af9080298c7c2cfdddcedc1cb1e0b30dceecdaf7be1a2d3",
+                "sha256:8562ca91e8c40864942615b1d0b12289d3e745e6b2da901d133f52f2d510a1e3",
+                "sha256:861d75402269ffda0b33af94694b8e0703563116b04c681b1832903fac8fd647",
+                "sha256:8b98c89db1b150d851a7840142d60d01d07677a18f0f46836e691c38134ed18b",
+                "sha256:a178b7b1ac0f1530bb28d2e51f88c0bab3e5949835851a60dda80bff6052510c",
+                "sha256:a8ddbd158e069dded57738ea69b9744525181e99974c899b39f75b2b29a624e2",
+                "sha256:ac4bab32f396b03ebecfcf2971668da9275b3bb5f81b3b6ba96622f4ef3f6e17",
+                "sha256:ac9e95cefcf044c98d4e2c829cd0669918585755dd9a92e28a1a7012322d0a95",
+                "sha256:adbdfcda2469d188d79771d5696dc54fab98a16d2ef7e0875013b5f56a251047",
+                "sha256:b3c8bbb95a699c80a167478478efe5e09ad31680931ec280bf2087905e3b95ec",
+                "sha256:b3f2b1eb229f23c82898eedfc3296137cf1f16bb145ceab3edfd17cbde273fb7",
+                "sha256:b4ae777bebaed89e3a7e80c4a03fac434a98a8abb5251b2a957d38fe3fd30088",
+                "sha256:b953275d4edfab6cc0ed7139fa773dfb89e81fee1569a932f6020ce7c6da0e8f",
+                "sha256:bf54c3e089179d9d23900e3efc86d46e4431188d9a657f345410eecdd0151f50",
+                "sha256:bf711d517e21fb5bc429f5c4308fbc430a8585ff2a43e88540264ae87871e36a",
+                "sha256:c00e54f0bd258ab25e7f731ca1d5144b0bf7bec0051abccd2bdcff65fa3262c9",
+                "sha256:c11ca2df2206a4e3e4c4567f52594637392ed05d7c7fb73b4ea1c658ba560265",
+                "sha256:c5f9683be6a5b19cd776ee4e2f2ffb411424819c69afab6b2db3a0a364ec6642",
+                "sha256:cf89ab85027427d351f1de918aff4b43f4eb5f33aff6835ed30322a86ac29c9e",
+                "sha256:d1b750a8409bec61caa7824bfd64a8074b6d2d420433f64c161a8335796c7c6b",
+                "sha256:d779a48fac416387dd5673fc5b2d6bd903ed903faaa3247dc1865c65eaa5a93e",
+                "sha256:d9a1ef0f173e1a19738f154fb3644f90d0ada56fe6c9b422f992b04266c55d5a",
+                "sha256:ddb79414c15c6f03f56cc68fa06994f047cf20207c31b5dad3f6bab54a0f66ef",
+                "sha256:ef00d31b7569ed3cb2036f26565f1984b9fc08541731ce01012b02a4c238bf03",
+                "sha256:f40ac873045db4fd98a6f40387d242bde2708a3f8167bd967ccd43ad46394ba2",
+                "sha256:f593a4a90118d99014517c2679e04a4ef5aee2d81aa05c26c734d271065efcb6",
+                "sha256:f5df76c58977bc35a49515b2fbba84a1d952ff0ec784a4070334dfbec28a2def",
+                "sha256:f72cdd2586f9a769570d4b5714a3837b3a59a53b096bb954f1811f6a0afad305",
+                "sha256:f8e845d894e39fb53834da826078f6dc1a933b32b1478cf437007367efaf6f6a",
+                "sha256:fe6e43c8b510719b48af7db9631b5fbac910ade4bd90e6378c85ac5ac706382c"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==7.4.2"
+        },
+        "exceptiongroup": {
+            "hashes": [
+                "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
+                "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"
+            ],
+            "markers": "python_version < '3.11'",
+            "version": "==1.2.0"
+        },
         "flake8": {
             "hashes": [
                 "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132",
@@ -2249,6 +2198,14 @@
             "markers": "python_full_version >= '3.8.1'",
             "version": "==7.0.0"
         },
+        "iniconfig": {
+            "hashes": [
+                "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
+                "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"
+            ],
+            "markers": "python_version >= '3.7'",
+            "version": "==2.0.0"
+        },
         "isort": {
             "hashes": [
                 "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109",
@@ -2298,6 +2255,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.2.0"
         },
+        "pluggy": {
+            "hashes": [
+                "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981",
+                "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.4.0"
+        },
         "pycodestyle": {
             "hashes": [
                 "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
@@ -2314,6 +2279,33 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.2.0"
         },
+        "pytest": {
+            "hashes": [
+                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
+                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==8.0.1"
+        },
+        "pytest-cov": {
+            "hashes": [
+                "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6",
+                "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==4.1.0"
+        },
+        "pytest-mock": {
+            "hashes": [
+                "sha256:0972719a7263072da3a21c7f4773069bcc7486027d7e8e1f81d98a47e701bc4f",
+                "sha256:31a40f038c22cad32287bb43932054451ff5583ff094bca6f675df2f8bc1a6e9"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==3.12.0"
+        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",

From 9b6f24268ffe68f541b8b3c57a23660c0035dedd Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Tue, 27 Feb 2024 10:11:49 +0000
Subject: [PATCH 12/14] Move dev dependencies

---
 Pipfile      |   4 +-
 Pipfile.lock | 349 ++++++++++++++++++++++++++++++---------------------
 2 files changed, 206 insertions(+), 147 deletions(-)

diff --git a/Pipfile b/Pipfile
index 2e0b681e..3d421edd 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,8 @@ isort = "*"
 pytest = "*"
 pytest-cov = "*"
 pytest-mock = "*"
+freezegun = "*"
+numpy = "*"
 
 [packages]
 haralyzer = "*"
@@ -21,8 +23,6 @@ google-cloud-storage = "*"
 pandas = "*"
 matplotlib = "*"
 slackclient = "*"
-freezegun = "*"
-numpy = "*"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index c99f2346..51998480 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "21e47b767636555c73b2aa80dfd741ca19ecc8c035de5d731664b7fccd621937"
+            "sha256": "a458ec80435434df6e7f33bc5aaa5aa36e45b11389c266e2e575be625118484e"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -236,11 +236,11 @@
         },
         "cachetools": {
             "hashes": [
-                "sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2",
-                "sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1"
+                "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945",
+                "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==5.3.2"
+            "version": "==5.3.3"
         },
         "certifi": {
             "hashes": [
@@ -473,41 +473,41 @@
         },
         "cryptography": {
             "hashes": [
-                "sha256:01911714117642a3f1792c7f376db572aadadbafcd8d75bb527166009c9f1d1b",
-                "sha256:0e89f7b84f421c56e7ff69f11c441ebda73b8a8e6488d322ef71746224c20fce",
-                "sha256:12d341bd42cdb7d4937b0cabbdf2a94f949413ac4504904d0cdbdce4a22cbf88",
-                "sha256:15a1fb843c48b4a604663fa30af60818cd28f895572386e5f9b8a665874c26e7",
-                "sha256:1cdcdbd117681c88d717437ada72bdd5be9de117f96e3f4d50dab3f59fd9ab20",
-                "sha256:1df6fcbf60560d2113b5ed90f072dc0b108d64750d4cbd46a21ec882c7aefce9",
-                "sha256:3c6048f217533d89f2f8f4f0fe3044bf0b2090453b7b73d0b77db47b80af8dff",
-                "sha256:3e970a2119507d0b104f0a8e281521ad28fc26f2820687b3436b8c9a5fcf20d1",
-                "sha256:44a64043f743485925d3bcac548d05df0f9bb445c5fcca6681889c7c3ab12764",
-                "sha256:4e36685cb634af55e0677d435d425043967ac2f3790ec652b2b88ad03b85c27b",
-                "sha256:5f8907fcf57392cd917892ae83708761c6ff3c37a8e835d7246ff0ad251d9298",
-                "sha256:69b22ab6506a3fe483d67d1ed878e1602bdd5912a134e6202c1ec672233241c1",
-                "sha256:6bfadd884e7280df24d26f2186e4e07556a05d37393b0f220a840b083dc6a824",
-                "sha256:6d0fbe73728c44ca3a241eff9aefe6496ab2656d6e7a4ea2459865f2e8613257",
-                "sha256:6ffb03d419edcab93b4b19c22ee80c007fb2d708429cecebf1dd3258956a563a",
-                "sha256:810bcf151caefc03e51a3d61e53335cd5c7316c0a105cc695f0959f2c638b129",
-                "sha256:831a4b37accef30cccd34fcb916a5d7b5be3cbbe27268a02832c3e450aea39cb",
-                "sha256:887623fe0d70f48ab3f5e4dbf234986b1329a64c066d719432d0698522749929",
-                "sha256:a0298bdc6e98ca21382afe914c642620370ce0470a01e1bef6dd9b5354c36854",
-                "sha256:a1327f280c824ff7885bdeef8578f74690e9079267c1c8bd7dc5cc5aa065ae52",
-                "sha256:c1f25b252d2c87088abc8bbc4f1ecbf7c919e05508a7e8628e6875c40bc70923",
-                "sha256:c3a5cbc620e1e17009f30dd34cb0d85c987afd21c41a74352d1719be33380885",
-                "sha256:ce8613beaffc7c14f091497346ef117c1798c202b01153a8cc7b8e2ebaaf41c0",
-                "sha256:d2a27aca5597c8a71abbe10209184e1a8e91c1fd470b5070a2ea60cafec35bcd",
-                "sha256:dad9c385ba8ee025bb0d856714f71d7840020fe176ae0229de618f14dae7a6e2",
-                "sha256:db4b65b02f59035037fde0998974d84244a64c3265bdef32a827ab9b63d61b18",
-                "sha256:e09469a2cec88fb7b078e16d4adec594414397e8879a4341c6ace96013463d5b",
-                "sha256:e53dc41cda40b248ebc40b83b31516487f7db95ab8ceac1f042626bc43a2f992",
-                "sha256:f1e85a178384bf19e36779d91ff35c7617c885da487d689b05c1366f9933ad74",
-                "sha256:f47be41843200f7faec0683ad751e5ef11b9a56a220d57f300376cd8aba81660",
-                "sha256:fb0cef872d8193e487fc6bdb08559c3aa41b659a7d9be48b2e10747f47863925",
-                "sha256:ffc73996c4fca3d2b6c1c8c12bfd3ad00def8621da24f547626bf06441400449"
+                "sha256:0270572b8bd2c833c3981724b8ee9747b3ec96f699a9665470018594301439ee",
+                "sha256:111a0d8553afcf8eb02a4fea6ca4f59d48ddb34497aa8706a6cf536f1a5ec576",
+                "sha256:16a48c23a62a2f4a285699dba2e4ff2d1cff3115b9df052cdd976a18856d8e3d",
+                "sha256:1b95b98b0d2af784078fa69f637135e3c317091b615cd0905f8b8a087e86fa30",
+                "sha256:1f71c10d1e88467126f0efd484bd44bca5e14c664ec2ede64c32f20875c0d413",
+                "sha256:2424ff4c4ac7f6b8177b53c17ed5d8fa74ae5955656867f5a8affaca36a27abb",
+                "sha256:2bce03af1ce5a5567ab89bd90d11e7bbdff56b8af3acbbec1faded8f44cb06da",
+                "sha256:329906dcc7b20ff3cad13c069a78124ed8247adcac44b10bea1130e36caae0b4",
+                "sha256:37dd623507659e08be98eec89323469e8c7b4c1407c85112634ae3dbdb926fdd",
+                "sha256:3eaafe47ec0d0ffcc9349e1708be2aaea4c6dd4978d76bf6eb0cb2c13636c6fc",
+                "sha256:5e6275c09d2badf57aea3afa80d975444f4be8d3bc58f7f80d2a484c6f9485c8",
+                "sha256:6fe07eec95dfd477eb9530aef5bead34fec819b3aaf6c5bd6d20565da607bfe1",
+                "sha256:7367d7b2eca6513681127ebad53b2582911d1736dc2ffc19f2c3ae49997496bc",
+                "sha256:7cde5f38e614f55e28d831754e8a3bacf9ace5d1566235e39d91b35502d6936e",
+                "sha256:9481ffe3cf013b71b2428b905c4f7a9a4f76ec03065b05ff499bb5682a8d9ad8",
+                "sha256:98d8dc6d012b82287f2c3d26ce1d2dd130ec200c8679b6213b3c73c08b2b7940",
+                "sha256:a011a644f6d7d03736214d38832e030d8268bcff4a41f728e6030325fea3e400",
+                "sha256:a2913c5375154b6ef2e91c10b5720ea6e21007412f6437504ffea2109b5a33d7",
+                "sha256:a30596bae9403a342c978fb47d9b0ee277699fa53bbafad14706af51fe543d16",
+                "sha256:b03c2ae5d2f0fc05f9a2c0c997e1bc18c8229f392234e8a0194f202169ccd278",
+                "sha256:b6cd2203306b63e41acdf39aa93b86fb566049aeb6dc489b70e34bcd07adca74",
+                "sha256:b7ffe927ee6531c78f81aa17e684e2ff617daeba7f189f911065b2ea2d526dec",
+                "sha256:b8cac287fafc4ad485b8a9b67d0ee80c66bf3574f655d3b97ef2e1082360faf1",
+                "sha256:ba334e6e4b1d92442b75ddacc615c5476d4ad55cc29b15d590cc6b86efa487e2",
+                "sha256:ba3e4a42397c25b7ff88cdec6e2a16c2be18720f317506ee25210f6d31925f9c",
+                "sha256:c41fb5e6a5fe9ebcd58ca3abfeb51dffb5d83d6775405305bfa8715b76521922",
+                "sha256:cd2030f6650c089aeb304cf093f3244d34745ce0cfcc39f20c6fbfe030102e2a",
+                "sha256:cd65d75953847815962c84a4654a84850b2bb4aed3f26fadcc1c13892e1e29f6",
+                "sha256:e4985a790f921508f36f81831817cbc03b102d643b5fcb81cd33df3fa291a1a1",
+                "sha256:e807b3188f9eb0eaa7bbb579b462c5ace579f1cedb28107ce8b48a9f7ad3679e",
+                "sha256:f12764b8fffc7a123f641d7d049d382b73f96a34117e0b637b80643169cec8ac",
+                "sha256:f8837fe1d6ac4a8052a9a8ddab256bc006242696f03368a4009be7ee3075cdb7"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==42.0.4"
+            "version": "==42.0.5"
         },
         "cycler": {
             "hashes": [
@@ -588,15 +588,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.49.0"
         },
-        "freezegun": {
-            "hashes": [
-                "sha256:10939b0ba0ff5adaecf3b06a5c2f73071d9678e507c5eaedb23c761d56ac774b",
-                "sha256:55e0fc3c84ebf0a96a5aa23ff8b53d70246479e9a68863f1fcac5a3e52f19dd6"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==1.4.0"
-        },
         "frozenlist": {
             "hashes": [
                 "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7",
@@ -850,11 +841,11 @@
         },
         "google-auth": {
             "hashes": [
-                "sha256:3cfc1b6e4e64797584fb53fc9bd0b7afa9b7c0dba2004fa7dcc9349e58cc3195",
-                "sha256:7634d29dcd1e101f5226a23cbc4a0c6cda6394253bf80e281d9c5c6797869c53"
+                "sha256:25141e2d7a14bfcba945f5e9827f98092716e99482562f15306e5b026e21aa72",
+                "sha256:34fc3046c257cedcf1622fc4b31fc2be7923d9b4d44973d481125ecc50d83885"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2.28.0"
+            "version": "==2.28.1"
         },
         "google-cloud-core": {
             "hashes": [
@@ -1485,7 +1476,7 @@
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@@ -1879,11 +1870,11 @@
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@@ -1904,11 +1895,11 @@
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+                "sha256:cbbe5e739d45a52f3200a771c6d2c7acf89eb2524890a4a3aa1a7fa0695d2a47",
+                "sha256:ce8c50520f57ec57aa21a63ea4f325c7b657386b3f02ccaedeccf9ebe27686e1",
+                "sha256:cf30900aa1ba595312ae41978b95e256e419d8a823af79ce670835409fc02ad3",
+                "sha256:d25b937a5d9ffa857d41be042b4238dd61db888533b53bc76dc082cb5a15e914",
+                "sha256:d6cdecaedea1ea9e033d8adf6a0ab11107b49571bbb9737175444cea6eb72328",
+                "sha256:dec9de46a33cf2dd87a5254af095a409ea3bf952d85ad339751e7de6d962cde6",
+                "sha256:ebe7c9e67a2d15fa97b77ea6571ce5e1e1f6b0db71d1d5e96f8d2bf134303c1d",
+                "sha256:ee866acc0861caebb4f2ab79f0b94dbfbdbfadc19f82e6e9c93930f74e11d7a0",
+                "sha256:f6a09b360d67e589236a44f0c39218a8efba2593b6abdccc300a8862cffc2f94",
+                "sha256:fcc66e222cf4c719fe7722a403888b1f5e1682d1679bd780e2b26c18bb648cdc",
+                "sha256:fd6545d97c98a192c5ac995d21c894b581f1fd14cf389be90724d21808b657e2"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==7.4.2"
+            "version": "==7.4.3"
         },
         "exceptiongroup": {
             "hashes": [
@@ -2198,6 +2189,15 @@
             "markers": "python_full_version >= '3.8.1'",
             "version": "==7.0.0"
         },
+        "freezegun": {
+            "hashes": [
+                "sha256:10939b0ba0ff5adaecf3b06a5c2f73071d9678e507c5eaedb23c761d56ac774b",
+                "sha256:55e0fc3c84ebf0a96a5aa23ff8b53d70246479e9a68863f1fcac5a3e52f19dd6"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==1.4.0"
+        },
         "iniconfig": {
             "hashes": [
                 "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3",
@@ -2231,6 +2231,49 @@
             "markers": "python_version >= '3.5'",
             "version": "==1.0.0"
         },
+        "numpy": {
+            "hashes": [
+                "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b",
+                "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818",
+                "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20",
+                "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0",
+                "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010",
+                "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a",
+                "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea",
+                "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c",
+                "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71",
+                "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110",
+                "sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be",
+                "sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a",
+                "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a",
+                "sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5",
+                "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed",
+                "sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd",
+                "sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c",
+                "sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e",
+                "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0",
+                "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c",
+                "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a",
+                "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b",
+                "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0",
+                "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6",
+                "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2",
+                "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a",
+                "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30",
+                "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218",
+                "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5",
+                "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07",
+                "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2",
+                "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4",
+                "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764",
+                "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef",
+                "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
+                "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
+            ],
+            "index": "pypi",
+            "markers": "python_version < '3.11'",
+            "version": "==1.26.4"
+        },
         "packaging": {
             "hashes": [
                 "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5",
@@ -2281,12 +2324,12 @@
         },
         "pytest": {
             "hashes": [
-                "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae",
-                "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"
+                "sha256:d4051d623a2e0b7e51960ba963193b09ce6daeb9759a451844a21e4ddedfc1bd",
+                "sha256:edfaaef32ce5172d5466b5127b42e0d6d35ebbe4453f0e3505d96afd93f6b096"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==8.0.1"
+            "version": "==8.0.2"
         },
         "pytest-cov": {
             "hashes": [
@@ -2306,6 +2349,22 @@
             "markers": "python_version >= '3.8'",
             "version": "==3.12.0"
         },
+        "python-dateutil": {
+            "hashes": [
+                "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86",
+                "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==2.8.2"
+        },
+        "six": {
+            "hashes": [
+                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
+                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.16.0"
+        },
         "tomli": {
             "hashes": [
                 "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
@@ -2316,11 +2375,11 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783",
-                "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"
+                "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475",
+                "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==4.9.0"
+            "version": "==4.10.0"
         }
     }
 }

From 1b61d18bfab36b8287316f491ba6c8009a77b2ac Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Tue, 27 Feb 2024 10:16:28 +0000
Subject: [PATCH 13/14] Lockfile

---
 Pipfile.lock | 2 --
 1 file changed, 2 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 51998480..1448fc8d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1475,7 +1475,6 @@
                 "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
                 "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
-            "index": "pypi",
             "markers": "python_version < '3.11'",
             "version": "==1.26.4"
         },
@@ -2270,7 +2269,6 @@
                 "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
                 "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
-            "index": "pypi",
             "markers": "python_version < '3.11'",
             "version": "==1.26.4"
         },

From b7d750367dd09495042031dd9b2b7be348ceeb96 Mon Sep 17 00:00:00 2001
From: Rhys Berrow <rhys.berrow@ons.gov.uk>
Date: Tue, 27 Feb 2024 10:24:44 +0000
Subject: [PATCH 14/14] Numpy

---
 Pipfile      |  1 -
 Pipfile.lock | 80 ++--------------------------------------------------
 2 files changed, 3 insertions(+), 78 deletions(-)

diff --git a/Pipfile b/Pipfile
index 3d421edd..6b2fd410 100644
--- a/Pipfile
+++ b/Pipfile
@@ -11,7 +11,6 @@ pytest = "*"
 pytest-cov = "*"
 pytest-mock = "*"
 freezegun = "*"
-numpy = "*"
 
 [packages]
 haralyzer = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 1448fc8d..7f0227e7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "a458ec80435434df6e7f33bc5aaa5aa36e45b11389c266e2e575be625118484e"
+            "sha256": "580fb8aa2b5184261c48dfc697b8d4ae891a6d0028a824b01e844b30a1056a1f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -106,14 +106,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.3.1"
         },
-        "async-timeout": {
-            "hashes": [
-                "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f",
-                "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==4.0.3"
-        },
         "attrs": {
             "hashes": [
                 "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30",
@@ -1015,7 +1007,7 @@
                 "sha256:fd096eb7ffef17c456cfa587523c5f92321ae02427ff955bebe9e3c63bc9f0da",
                 "sha256:fe754d231288e1e64323cfad462fcee8f0288654c10bdf4f603a39ed923bef33"
             ],
-            "markers": "python_version < '3.11' and platform_python_implementation == 'CPython'",
+            "markers": "python_version >= '3.11' and platform_python_implementation == 'CPython'",
             "version": "==3.0.3"
         },
         "haralyzer": {
@@ -1475,7 +1467,7 @@
                 "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
                 "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
-            "markers": "python_version < '3.11'",
+            "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
         "packaging": {
@@ -2171,14 +2163,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==7.4.3"
         },
-        "exceptiongroup": {
-            "hashes": [
-                "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14",
-                "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==1.2.0"
-        },
         "flake8": {
             "hashes": [
                 "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132",
@@ -2230,48 +2214,6 @@
             "markers": "python_version >= '3.5'",
             "version": "==1.0.0"
         },
-        "numpy": {
-            "hashes": [
-                "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b",
-                "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818",
-                "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20",
-                "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0",
-                "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010",
-                "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a",
-                "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea",
-                "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c",
-                "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71",
-                "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110",
-                "sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be",
-                "sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a",
-                "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a",
-                "sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5",
-                "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed",
-                "sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd",
-                "sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c",
-                "sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e",
-                "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0",
-                "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c",
-                "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a",
-                "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b",
-                "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0",
-                "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6",
-                "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2",
-                "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a",
-                "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30",
-                "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218",
-                "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5",
-                "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07",
-                "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2",
-                "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4",
-                "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764",
-                "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef",
-                "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
-                "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==1.26.4"
-        },
         "packaging": {
             "hashes": [
                 "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5",
@@ -2362,22 +2304,6 @@
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.16.0"
-        },
-        "tomli": {
-            "hashes": [
-                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
-                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
-            ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.0.1"
-        },
-        "typing-extensions": {
-            "hashes": [
-                "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475",
-                "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==4.10.0"
         }
     }
 }