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clinical_trials.ipynb
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{
"cells": [
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"cell_type": "markdown",
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"<a href=\"https://colab.research.google.com/github/stogaja/clinical-trials/blob/main/clinical_trials.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZcAk9rB0XrHA"
},
"source": [
"# **CLINICAL TRIALS**"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yynm4tE-cRUb"
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"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EdBdsD_DXuhz"
},
"source": [
"### 1. a)Defining the Question"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "J44QfrxLXxKM"
},
"source": [
"> What are the key trends and patterns observed in clinical studies related to Cancer, malaria, Covid-19, HIV, Heart Conditions, and pneumonia with a specific focus on studies conducted in Kenya?\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YxmvezPicaKe"
},
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "QdQCiCWgaRS5"
},
"source": [
"### b) Defining the metric of success"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8GFvFFfKjPh3"
},
"source": [
"1. **Data Completeness:** Ensure that the datasets for clinical studies related to Cancer, malaria, Covid-19, HIV, Heart Conditions, and pneumonia are comprehensive and contain a substantial amount of relevant information.\n",
"\n",
"2. **Trend Identification:** Successfully identify and analyze trends within the clinical studies, such as the frequency of studies, common study locations, prevalent health conditions, and emerging areas of research.\n",
"\n",
"3. **Geographical Coverage:** Assess the extent of geographical coverage in the clinical studies, evaluating how many different states and countries are involved. This metric's success would be determined by a wide and diverse coverage.\n",
"\n",
"4. **Conclusions and Recommendations:** Produce meaningful and actionable conclusions and recommendations derived from the analysis, providing valuable insights for stakeholders and researchers.\n",
"\n",
"5. **Relevance to Leading Causes of Death:** Ensure that the selected clinical studies are highly relevant to addressing the leading causes of death in Kenya, which include Cancer, malaria, Covid-19, HIV, Heart Conditions, and pneumonia.\n",
"\n",
"6. **Use of Appropriate Tools and Software:** Utilize suitable software or tools proficiently for data analysis. Success in this metric would involve employing the chosen resources effectively.\n",
"\n",
"7. **Documentation and References:** Maintain proper documentation of the analysis process, including references to external sources and datasets. This ensures transparency and reproducibility, which are critical indicators of success in data analysis."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Exkswcy_kugj"
},
"source": [
"### c) Understanding the context"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QYNF_bkvky3x"
},
"source": [
"> The context of the study revolves around the clinical trials database, accessible through https://clinicaltrials.gov/. This database encompasses a comprehensive collection of information regarding ongoing, upcoming, and past clinical research studies. These studies span across all 50 states in the United States and extend to over 200 countries globally.\n",
"\n",
"> For this particular study, data has been extracted from clinical trials focusing on major health conditions including Cancer, malaria, Covid-19, HIV, Heart Conditions, and pneumonia. These conditions are significant contributors to mortality rates in Kenya.\n",
"\n",
"> The objective of this study is to conduct a thorough analysis of the clinical study data. This includes investigating trends within the studies, examining geographical coverage, and ensuring data completeness. Additionally, the study aims to draw meaningful conclusions and recommendations from the analysis.\n",
"\n",
"> The success of this study will be measured by the ability to effectively analyze the data, identify trends, and produce valuable insights relevant to the leading causes of death in Kenya. Additionally, the study's documentation and transparency in the analytical process will be crucial indicators of its success."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fClQhpg5le_P"
},
"source": [
"> The data should have variables that adequately contribute to effective analysis of clinical trials.\n",
"\n",
"> The dataset should lead to a high model fit (high accuracy, after all possible model optimization procedures have been applied.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yHiuOSqHlUYU"
},
"source": [
"### d) Recording the experimental design"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rgc6ED2jlYLt"
},
"source": [
"1. Data sourcing/loading\n",
"2. Data Understanding\n",
"3. Data Relevance\n",
"4. External Dataset Validation\n",
"5. Data Preparation\n",
"6. Univariate Analysis\n",
"7. Bivariate Analysis\n",
"8. Multivariate Analysis\n",
"9. Implementing the solution\n",
"10. Challenging the solution\n",
"11. Conclusion\n",
"12. Follow up questions"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iiZz4NaelcCa"
},
"source": [
"### e) Data relevance"
]
},
{
"cell_type": "markdown",
"source": [
"1. The data should have variables that adequately contribute to predicting the results.\n",
"2. The dataset should lead to a high model fit (high accuracy, after all possible model optimization procedures have been applied."
],
"metadata": {
"id": "_MIYb9DQAgcG"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "5SA8NOrEaVur"
},
"source": [
"# 2. Data Understanding"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "KKiXH-47oP5i"
},
"outputs": [],
"source": [
"# lets import the libraries we need\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn import svm\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.preprocessing import StandardScaler, LabelEncoder, Normalizer\n",
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import r2_score, f1_score, precision_score, recall_score, classification_report, accuracy_score, confusion_matrix, ConfusionMatrixDisplay\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.naive_bayes import GaussianNB, MultinomialNB, BernoulliNB, ComplementNB, CategoricalNB\n",
"from sklearn.model_selection import GridSearchCV, RandomizedSearchCV\n",
"from sklearn.tree import export_graphviz\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.linear_model import LogisticRegression\n",
"import re\n",
"from plotly.subplots import make_subplots\n",
"import plotly.graph_objects as go\n",
"from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
"from six import StringIO\n",
"from IPython.display import Image\n",
"import pydotplus\n",
"import os\n",
"\n",
"# filter to ignore warnings\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sHJCcvLQ6Fkr"
},
"source": [
"### a) reading the data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "NnkxFN9IoMgy",
"outputId": "abfe53b3-5ecf-4d3c-f13d-cc0414c9692b"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
],
"source": [
"# lets mount our google drive folder\n",
"from google.colab import drive\n",
"\n",
"# lets mount Google Drive\n",
"drive.mount('/content/drive')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "OphEPi3lrQKY"
},
"outputs": [],
"source": [
"# lets create a function to read the data\n",
"def read_data(data):\n",
" df = pd.read_csv(data)\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "JEro0rEUs5zX"
},
"outputs": [],
"source": [
"# lets define the directory path containing your CSV files\n",
"directory_path = '/content/drive/MyDrive/DTE/'\n",
"\n",
"# lets get a list of all CSV files in the directory\n",
"csv_files = [file for file in os.listdir(directory_path) if file.endswith('.csv')]\n",
"\n",
"# lets initialize an empty dictionary to store DataFrames\n",
"data_frames = {}\n",
"\n",
"# lets iterate through the CSV files and read them into DataFrames\n",
"for file_name in csv_files:\n",
" # here we generate a key for the DataFrame using the file name (excluding extension)\n",
" key = os.path.splitext(file_name)[0]\n",
"\n",
" # finally read the CSV file into a DataFrame\n",
" file_path = os.path.join(directory_path, file_name)\n",
" data_frames[key] = pd.read_csv(file_path)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "M_dHnF0X6uCj"
},
"source": [
"### b) Checking the data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PwWjNXHA6zbW"
},
"source": [
"Number of records in the datasets"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2lcViyYt6yuX",
"outputId": "cabf7493-a416-447a-d66b-9359e493bb45"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Copy of Cancer-studies: rows = 100262 and columns = 30\n",
"Copy of Covid 19-studies: rows = 9342 and columns = 30\n",
"Copy of Heart: rows = 32176 and columns = 30\n",
"Copy of HIV-studies: rows = 9113 and columns = 30\n",
"Copy of Malaria-studies: rows = 1330 and columns = 30\n",
"Copy of Pneumonia-studies: rows = 9640 and columns = 30\n",
"clinicaltrials: rows = 152158 and columns = 25\n"
]
}
],
"source": [
"# l ets see the number of rows and columns in the datasets using a for loop\n",
"for name, df in data_frames.items():\n",
" print(f'{name}: rows = {df.shape[0]} and columns = {df.shape[1]}')\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7CzXDxxf71Cs"
},
"source": [
"> The datasets are big in terms of size which makes analysis and drawing insights from them accurate"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ruUP3eP576_C"
},
"source": [
"Top view of datasets"
]
},
{
"cell_type": "code",
"execution_count": null,
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"base_uri": "https://localhost:8080/",
"height": 540
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"id": "5wdE4YHCxg7u",
"outputId": "037e1d3d-3a0d-4fb8-e75d-53eb28be9cd2"
},
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{
"output_type": "execute_result",
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" NCT Number Study Title \\\n",
"0 NCT02426125 A Study of Ramucirumab (LY3009806) Plus Doceta... \n",
"1 NCT04910425 PSMA-Targeted 18F-DCFPyL PET/MRI for the Detec... \n",
"2 NCT04116125 Omitting Biopsy of SEntinel Lymph Node With Ra... \n",
"\n",
" Study URL Acronym Study Status \\\n",
"0 https://clinicaltrials.gov/study/NCT02426125 RANGE COMPLETED \n",
"1 https://clinicaltrials.gov/study/NCT04910425 NaN NOT_YET_RECRUITING \n",
"2 https://clinicaltrials.gov/study/NCT04116125 OBSERB NOT_YET_RECRUITING \n",
"\n",
" Brief Summary Study Results \\\n",
"0 The main purpose of this study is to evaluate ... YES \n",
"1 This phase II trial studies how well 18F-DCFPy... NO \n",
"2 The OBSERB study is a multi-center, non-blinde... NO \n",
"\n",
" Conditions \\\n",
"0 Urothelial Carcinoma \n",
"1 Prostate Carcinoma \n",
"2 Breast Neoplasm Female|Lymphatic Metastasis \n",
"\n",
" Interventions \\\n",
"0 DRUG: Ramucirumab|DRUG: Docetaxel|DRUG: Placebo \n",
"1 DRUG: Fluorine F 18 DCFPyL|DRUG: Gadobenate Di... \n",
"2 PROCEDURE: Radiotherapy \n",
"\n",
" Primary Outcome Measures ... \\\n",
"0 Progression Free Survival (PFS), PFS defined a... ... \n",
"1 18-F-DCFPyL positron emission tomography (PET)... ... \n",
"2 Disease-free survival, Disease free survival i... ... \n",
"\n",
" Study Design \\\n",
"0 Allocation: RANDOMIZED|Intervention Model: PAR... \n",
"1 Allocation: NA|Intervention Model: SINGLE_GROU... \n",
"2 Allocation: RANDOMIZED|Intervention Model: SIN... \n",
"\n",
" Other IDs Start Date \\\n",
"0 15679|I4T-MC-JVDC|2014-003655-66 2015-07-13 \n",
"1 NU 19U05|NCI-2021-05593|STU00212326|NU 19U05|P... 2023-06-17 \n",
"2 2019-09-023 2020-07-01 \n",
"\n",
" Primary Completion Date Completion Date First Posted Results First Posted \\\n",
"0 2017-04-21 2022-07-26 2015-04-24 2019-01-25 \n",
"1 2026-06-17 2028-07 2021-06-02 NaN \n",
"2 2023-06-30 2025-06-30 2019-10-04 NaN \n",
"\n",
" Last Update Posted Locations \\\n",
"0 2023-08-21 Highlands Oncology Group, Fayetteville, Arkans... \n",
"1 2022-08-03 Northwestern University, Chicago, Illinois, 60... \n",
"2 2019-10-04 NaN \n",
"\n",
" Study Documents \n",
"0 Study Protocol|Statistical Analysis Plan \n",
"1 NaN \n",
"2 NaN \n",
"\n",
"[3 rows x 30 columns]"
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" <td>NCT02426125</td>\n",
" <td>A Study of Ramucirumab (LY3009806) Plus Doceta...</td>\n",
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" <td>RANGE</td>\n",
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" <td>The main purpose of this study is to evaluate ...</td>\n",
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" <td>Urothelial Carcinoma</td>\n",
" <td>DRUG: Ramucirumab|DRUG: Docetaxel|DRUG: Placebo</td>\n",
" <td>Progression Free Survival (PFS), PFS defined a...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: PAR...</td>\n",
" <td>15679|I4T-MC-JVDC|2014-003655-66</td>\n",
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" <td>2022-07-26</td>\n",
" <td>2015-04-24</td>\n",
" <td>2019-01-25</td>\n",
" <td>2023-08-21</td>\n",
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" <td>Study Protocol|Statistical Analysis Plan</td>\n",
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" <td>PSMA-Targeted 18F-DCFPyL PET/MRI for the Detec...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT04910425</td>\n",
" <td>NaN</td>\n",
" <td>NOT_YET_RECRUITING</td>\n",
" <td>This phase II trial studies how well 18F-DCFPy...</td>\n",
" <td>NO</td>\n",
" <td>Prostate Carcinoma</td>\n",
" <td>DRUG: Fluorine F 18 DCFPyL|DRUG: Gadobenate Di...</td>\n",
" <td>18-F-DCFPyL positron emission tomography (PET)...</td>\n",
" <td>...</td>\n",
" <td>Allocation: NA|Intervention Model: SINGLE_GROU...</td>\n",
" <td>NU 19U05|NCI-2021-05593|STU00212326|NU 19U05|P...</td>\n",
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" <td>Omitting Biopsy of SEntinel Lymph Node With Ra...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT04116125</td>\n",
" <td>OBSERB</td>\n",
" <td>NOT_YET_RECRUITING</td>\n",
" <td>The OBSERB study is a multi-center, non-blinde...</td>\n",
" <td>NO</td>\n",
" <td>Breast Neoplasm Female|Lymphatic Metastasis</td>\n",
" <td>PROCEDURE: Radiotherapy</td>\n",
" <td>Disease-free survival, Disease free survival i...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: SIN...</td>\n",
" <td>2019-09-023</td>\n",
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},
"metadata": {},
"execution_count": 6
}
],
"source": [
"# getting individual csv files from drive and printing the top view of the datasets\n",
"# for cancer dataset\n",
"cancer = data_frames['Copy of Cancer-studies']\n",
"cancer.head(3)"
]
},
{
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" NCT Number Study Title \\\n",
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"2 NCT04333225 Hydroxychloroquine in the Prevention of COVID-... \n",
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},
"metadata": {},
"execution_count": 7
}
],
"source": [
"# for covid dataset\n",
"covid = data_frames['Copy of Covid 19-studies']\n",
"covid.head(3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
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"height": 471
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"id": "UGHE88058heT",
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" NCT Number Study Title \\\n",
"0 NCT00291525 Randomized On-X Anticoagulation Trial \n",
"1 NCT03419325 A Genomic Approach for Clopidogrel in Caribbea... \n",
"2 NCT03176225 Evaluate Safety and Effectiveness of XenoSure ... \n",
"\n",
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"1 https://clinicaltrials.gov/study/NCT03419325 NaN \n",
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" Study Status Brief Summary \\\n",
"0 ACTIVE_NOT_RECRUITING Various patient groups with the On-X Valve can... \n",
"1 ACTIVE_NOT_RECRUITING Clopidogrel is a prescription medicine used to... \n",
"2 RECRUITING The purpose of this clinical trial is to colle... \n",
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" Study Results Conditions \\\n",
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"2 PROCEDURE: Open heart surgery to address the h... \n",
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},
"metadata": {},
"execution_count": 8
}
],
"source": [
"# for heart dataset\n",
"heart = data_frames['Copy of Heart']\n",
"heart.head(3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
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"height": 523
},
"id": "rOE907wB8otn",
"outputId": "484b13e6-1f3b-412e-90dc-9efd0c5ad571"
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{
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" NCT Number Study Title \\\n",
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"2 NCT01423825 Evaluating the Safety and Immune Response to a... \n",
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"1 2017-03 2014-06-19 NaN 2015-11-23 \n",
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" </button>\n",
"\n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" gap: 12px;\n",
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"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
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" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" .colab-df-buttons div {\n",
" margin-bottom: 4px;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-af0d18e7-b79b-4032-985a-d5396f32049e button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-af0d18e7-b79b-4032-985a-d5396f32049e');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
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" title=\"Suggest charts.\"\n",
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"\n",
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
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" --hover-bg-color: #E2EBFA;\n",
" --hover-fill-color: #174EA6;\n",
" --disabled-fill-color: #AAA;\n",
" --disabled-bg-color: #DDD;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-quickchart {\n",
" --bg-color: #3B4455;\n",
" --fill-color: #D2E3FC;\n",
" --hover-bg-color: #434B5C;\n",
" --hover-fill-color: #FFFFFF;\n",
" --disabled-bg-color: #3B4455;\n",
" --disabled-fill-color: #666;\n",
" }\n",
"\n",
" .colab-df-quickchart {\n",
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" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: var(--fill-color);\n",
" height: 32px;\n",
" padding: 0;\n",
" width: 32px;\n",
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" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: var(--button-hover-fill-color);\n",
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" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
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" 40% {\n",
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" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
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" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
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"</style>\n",
"\n",
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" quickchartButtonEl.classList.add('colab-df-spinner');\n",
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" const charts = await google.colab.kernel.invokeFunction(\n",
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" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
" </div>\n",
" </div>\n"
]
},
"metadata": {},
"execution_count": 9
}
],
"source": [
"# for HIV dataset\n",
"hiv = data_frames['Copy of HIV-studies']\n",
"hiv.head(3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 436
},
"id": "rUYNsJuV8yOv",
"outputId": "6feb4b6c-ee7c-41c5-b3ce-ea5855987b61"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" NCT Number Study Title \\\n",
"0 NCT01976325 Evaluating the Ottawa Malaria Decision Aid \n",
"1 NCT00914225 Effect of Bednets and a Water Purification Dev... \n",
"2 NCT05605925 Ivermectin-artemisinin Combination Therapy for... \n",
"\n",
" Study URL Acronym Study Status \\\n",
"0 https://clinicaltrials.gov/study/NCT01976325 OMDA UNKNOWN \n",
"1 https://clinicaltrials.gov/study/NCT00914225 ITN COMPLETED \n",
"2 https://clinicaltrials.gov/study/NCT05605925 IVIME RECRUITING \n",
"\n",
" Brief Summary Study Results \\\n",
"0 BRIEF SUMMARY\\n\\nCanadians often visit areas w... NO \n",
"1 In many areas of the world most severely affec... NO \n",
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"\n",
" Conditions \\\n",
"0 Malaria \n",
"1 HIV Infections|Human Immunodeficiency Virus|Ma... \n",
"2 Malaria \n",
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" Interventions \\\n",
"0 OTHER: Ottawa Malaria Decision Aid \n",
"1 OTHER: Bednets and Water Purification \n",
"2 DRUG: Artemether/lumefantrine|DRUG: Ivermectin \n",
"\n",
" Primary Outcome Measures ... \\\n",
"0 Travellers' Knowledge Score, The traveller's k... ... \n",
"1 To determine the effect of LLIN and a simple m... ... \n",
"2 Malaria transmission rates in a household, Mal... ... \n",
"\n",
" Study Design Other IDs \\\n",
"0 Allocation: RANDOMIZED|Intervention Model: PAR... 2010462-01H \n",
"1 Observational Model: |Time Perspective: p 35464-B|SSC#1554 \n",
"2 Allocation: RANDOMIZED|Intervention Model: PAR... MAKSHSREC-2021-237 \n",
"\n",
" Start Date Primary Completion Date Completion Date First Posted \\\n",
"0 2014-01 2015-11 2015-11 2013-11-05 \n",
"1 2009-09 2011-12 2011-12 2009-06-04 \n",
"2 2022-08-04 2022-12-31 2022-12-31 2022-11-04 \n",
"\n",
" Results First Posted Last Update Posted \\\n",
"0 NaN 2015-04-16 \n",
"1 NaN 2015-05-29 \n",
"2 NaN 2022-11-04 \n",
"\n",
" Locations Study Documents \n",
"0 National Capital Region Occupational Health Cl... NaN \n",
"1 Kisii Provincial Hospital, Kisii, Kenya|Kisumu... NaN \n",
"2 ST. Paul's Health Center, Kasese, Uganda NaN \n",
"\n",
"[3 rows x 30 columns]"
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" <td>OMDA</td>\n",
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" <td>BRIEF SUMMARY\\n\\nCanadians often visit areas w...</td>\n",
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" <td>Travellers' Knowledge Score, The traveller's k...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: PAR...</td>\n",
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" <td>ITN</td>\n",
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" <td>HIV Infections|Human Immunodeficiency Virus|Ma...</td>\n",
" <td>OTHER: Bednets and Water Purification</td>\n",
" <td>To determine the effect of LLIN and a simple m...</td>\n",
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" <td>35464-B|SSC#1554</td>\n",
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" <td>2011-12</td>\n",
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" <td>Ivermectin-artemisinin Combination Therapy for...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT05605925</td>\n",
" <td>IVIME</td>\n",
" <td>RECRUITING</td>\n",
" <td>Malaria remains a leading cause of morbidity a...</td>\n",
" <td>NO</td>\n",
" <td>Malaria</td>\n",
" <td>DRUG: Artemether/lumefantrine|DRUG: Ivermectin</td>\n",
" <td>Malaria transmission rates in a household, Mal...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: PAR...</td>\n",
" <td>MAKSHSREC-2021-237</td>\n",
" <td>2022-08-04</td>\n",
" <td>2022-12-31</td>\n",
" <td>2022-12-31</td>\n",
" <td>2022-11-04</td>\n",
" <td>NaN</td>\n",
" <td>2022-11-04</td>\n",
" <td>ST. Paul's Health Center, Kasese, Uganda</td>\n",
" <td>NaN</td>\n",
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"metadata": {},
"execution_count": 10
}
],
"source": [
"# for malaria dataset\n",
"malaria = data_frames['Copy of Malaria-studies']\n",
"malaria.head(3)"
]
},
{
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"execution_count": null,
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"metadata": {},
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}
],
"source": [
"# for pneumonia dataset\n",
"pneumonia = data_frames['Copy of Pneumonia-studies']\n",
"pneumonia.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XF1vcTAmE4ve"
},
"source": [
"The datasets have missing values, the columns need reformarting in terms of the names and the null values need to be handled too, but first we append the datasets seeing that they have **same structure, and we want to combine their rows.**"
]
},
{
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" NCT Number Study Title \\\n",
"0 NCT02426125 A Study of Ramucirumab (LY3009806) Plus Doceta... \n",
"1 NCT04910425 PSMA-Targeted 18F-DCFPyL PET/MRI for the Detec... \n",
"2 NCT04116125 Omitting Biopsy of SEntinel Lymph Node With Ra... \n",
"3 NCT03566225 Pioglitazone Versus Metformin as First Treatme... \n",
"4 NCT01756625 PREMIUM, Observational Study \n",
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" Interventions \\\n",
"0 DRUG: Ramucirumab|DRUG: Docetaxel|DRUG: Placebo \n",
"1 DRUG: Fluorine F 18 DCFPyL|DRUG: Gadobenate Di... \n",
"2 PROCEDURE: Radiotherapy \n",
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" Primary Outcome Measures ... \\\n",
"0 Progression Free Survival (PFS), PFS defined a... ... \n",
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" Other IDs Start Date \\\n",
"0 15679|I4T-MC-JVDC|2014-003655-66 2015-07-13 \n",
"1 NU 19U05|NCI-2021-05593|STU00212326|NU 19U05|P... 2023-06-17 \n",
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" vertical-align: middle;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NCT Number</th>\n",
" <th>Study Title</th>\n",
" <th>Study URL</th>\n",
" <th>Acronym</th>\n",
" <th>Study Status</th>\n",
" <th>Brief Summary</th>\n",
" <th>Study Results</th>\n",
" <th>Conditions</th>\n",
" <th>Interventions</th>\n",
" <th>Primary Outcome Measures</th>\n",
" <th>...</th>\n",
" <th>Study Design</th>\n",
" <th>Other IDs</th>\n",
" <th>Start Date</th>\n",
" <th>Primary Completion Date</th>\n",
" <th>Completion Date</th>\n",
" <th>First Posted</th>\n",
" <th>Results First Posted</th>\n",
" <th>Last Update Posted</th>\n",
" <th>Locations</th>\n",
" <th>Study Documents</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NCT02426125</td>\n",
" <td>A Study of Ramucirumab (LY3009806) Plus Doceta...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT02426125</td>\n",
" <td>RANGE</td>\n",
" <td>COMPLETED</td>\n",
" <td>The main purpose of this study is to evaluate ...</td>\n",
" <td>YES</td>\n",
" <td>Urothelial Carcinoma</td>\n",
" <td>DRUG: Ramucirumab|DRUG: Docetaxel|DRUG: Placebo</td>\n",
" <td>Progression Free Survival (PFS), PFS defined a...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: PAR...</td>\n",
" <td>15679|I4T-MC-JVDC|2014-003655-66</td>\n",
" <td>2015-07-13</td>\n",
" <td>2017-04-21</td>\n",
" <td>2022-07-26</td>\n",
" <td>2015-04-24</td>\n",
" <td>2019-01-25</td>\n",
" <td>2023-08-21</td>\n",
" <td>Highlands Oncology Group, Fayetteville, Arkans...</td>\n",
" <td>Study Protocol|Statistical Analysis Plan</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NCT04910425</td>\n",
" <td>PSMA-Targeted 18F-DCFPyL PET/MRI for the Detec...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT04910425</td>\n",
" <td>NaN</td>\n",
" <td>NOT_YET_RECRUITING</td>\n",
" <td>This phase II trial studies how well 18F-DCFPy...</td>\n",
" <td>NO</td>\n",
" <td>Prostate Carcinoma</td>\n",
" <td>DRUG: Fluorine F 18 DCFPyL|DRUG: Gadobenate Di...</td>\n",
" <td>18-F-DCFPyL positron emission tomography (PET)...</td>\n",
" <td>...</td>\n",
" <td>Allocation: NA|Intervention Model: SINGLE_GROU...</td>\n",
" <td>NU 19U05|NCI-2021-05593|STU00212326|NU 19U05|P...</td>\n",
" <td>2023-06-17</td>\n",
" <td>2026-06-17</td>\n",
" <td>2028-07</td>\n",
" <td>2021-06-02</td>\n",
" <td>NaN</td>\n",
" <td>2022-08-03</td>\n",
" <td>Northwestern University, Chicago, Illinois, 60...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NCT04116125</td>\n",
" <td>Omitting Biopsy of SEntinel Lymph Node With Ra...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT04116125</td>\n",
" <td>OBSERB</td>\n",
" <td>NOT_YET_RECRUITING</td>\n",
" <td>The OBSERB study is a multi-center, non-blinde...</td>\n",
" <td>NO</td>\n",
" <td>Breast Neoplasm Female|Lymphatic Metastasis</td>\n",
" <td>PROCEDURE: Radiotherapy</td>\n",
" <td>Disease-free survival, Disease free survival i...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: SIN...</td>\n",
" <td>2019-09-023</td>\n",
" <td>2020-07-01</td>\n",
" <td>2023-06-30</td>\n",
" <td>2025-06-30</td>\n",
" <td>2019-10-04</td>\n",
" <td>NaN</td>\n",
" <td>2019-10-04</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NCT03566225</td>\n",
" <td>Pioglitazone Versus Metformin as First Treatme...</td>\n",
" <td>https://clinicaltrials.gov/study/NCT03566225</td>\n",
" <td>NaN</td>\n",
" <td>COMPLETED</td>\n",
" <td>Participants with PCOS will be divided into tw...</td>\n",
" <td>NO</td>\n",
" <td>Pioglitazone</td>\n",
" <td>DRUG: Pioglitazone|DRUG: Metformin|DRUG: Clomi...</td>\n",
" <td>Clinical pregnancy rate, Pregnancy rate diagno...</td>\n",
" <td>...</td>\n",
" <td>Allocation: RANDOMIZED|Intervention Model: SIN...</td>\n",
" <td>AinShamaU</td>\n",
" <td>2018-01-30</td>\n",
" <td>2021-02-28</td>\n",
" <td>2021-03-30</td>\n",
" <td>2018-06-25</td>\n",
" <td>NaN</td>\n",
" <td>2021-06-02</td>\n",
" <td>Ain Shams Univerisity, Cairo, Egypt</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NCT01756625</td>\n",
" <td>PREMIUM, Observational Study</td>\n",
" <td>https://clinicaltrials.gov/study/NCT01756625</td>\n",
" <td>NaN</td>\n",
" <td>UNKNOWN</td>\n",
" <td>PREMIUM is an observational pharmaco-epidemiol...</td>\n",
" <td>NO</td>\n",
" <td>First Line WT KRAS mCRC</td>\n",
" <td>NaN</td>\n",
" <td>To compare PFS rate at 1 year with PFS in clin...</td>\n",
" <td>...</td>\n",
" <td>Observational Model: |Time Perspective: p</td>\n",
" <td>PREMIUM</td>\n",
" <td>2010-01</td>\n",
" <td>2012-03</td>\n",
" <td>2013-06</td>\n",
" <td>2012-12-27</td>\n",
" <td>NaN</td>\n",
" <td>2012-12-27</td>\n",
" <td>Institut Sainte-Catherine, Avignon, Vaucluse, ...</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 30 columns</p>\n",
"</div>\n",
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]
},
"metadata": {},
"execution_count": 12
}
],
"source": [
"# lets apppend the datasets to make analysis easy\n",
"# Concatenate the DataFrames\n",
"main_df = pd.concat([cancer, covid, heart, hiv, malaria, pneumonia], ignore_index=True)\n",
"\n",
"# lets see the top view of main df\n",
"main_df.head()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Kfowf0iOPdh0"
},
"source": [
"> The appended dataset makes refferencing, cleaning and analysis easy."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LHs0MhScFHSC"
},
"source": [
"### c) Checking the Datatypes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_BX3RbPyFKnR",
"outputId": "93c4791d-c593-4da4-9075-90b48c99a424"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 161863 entries, 0 to 161862\n",
"Data columns (total 30 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 NCT Number 161863 non-null object \n",
" 1 Study Title 161863 non-null object \n",
" 2 Study URL 161863 non-null object \n",
" 3 Acronym 48532 non-null object \n",
" 4 Study Status 161863 non-null object \n",
" 5 Brief Summary 161863 non-null object \n",
" 6 Study Results 161863 non-null object \n",
" 7 Conditions 161857 non-null object \n",
" 8 Interventions 144610 non-null object \n",
" 9 Primary Outcome Measures 153676 non-null object \n",
" 10 Secondary Outcome Measures 119675 non-null object \n",
" 11 Other Outcome Measures 13107 non-null object \n",
" 12 Sponsor 161863 non-null object \n",
" 13 Collaborators 60820 non-null object \n",
" 14 Sex 161698 non-null object \n",
" 15 Age 161863 non-null object \n",
" 16 Phases 81391 non-null object \n",
" 17 Enrollment 158394 non-null float64\n",
" 18 Funder Type 161863 non-null object \n",
" 19 Study Type 161863 non-null object \n",
" 20 Study Design 161364 non-null object \n",
" 21 Other IDs 161842 non-null object \n",
" 22 Start Date 159507 non-null object \n",
" 23 Primary Completion Date 153528 non-null object \n",
" 24 Completion Date 154539 non-null object \n",
" 25 First Posted 161863 non-null object \n",
" 26 Results First Posted 19813 non-null object \n",
" 27 Last Update Posted 161863 non-null object \n",
" 28 Locations 147632 non-null object \n",
" 29 Study Documents 10570 non-null object \n",
"dtypes: float64(1), object(29)\n",
"memory usage: 37.0+ MB\n"
]
}
],
"source": [
"# lets see the data types of main_df\n",
"main_df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n1773E03KEJ2"
},
"source": [
"> We have 30 columns in total, with alot of null values, which we will sort after further analysis, the column names will be edited for easy refference and some of the data types need to be corrected."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2m-lClraKxw6"
},
"source": [
"# 3. External Data Validation"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0sFvi8VpKz1O"
},
"source": [
"> After cross-referencing the information gathered from clinical trials with authoritative sources such as medical journals and regulatory bodies, we can confirm the validity of the data and identify any discrepancies or errors that that may have occurred during data collection. In so doing we conclude that the dataset has high credibility and can be used for the research question as it falls within its scope."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qFVkw2mrMyMh"
},
"source": [
"# 4. Data Preparation"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "D2fxxFlYM2b6"
},
"source": [
"### a) Consistency"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ygooSQ0GM7oQ"
},
"source": [
"Here we check for duplicates in our datasets before dropping any column"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rP_OqK8pRYl9",
"outputId": "be97d3ac-2323-462b-de1b-60b2281d838e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {},
"execution_count": 15
}
],
"source": [
"# Checking for duplicates\n",
"main_df.duplicated().any().any()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UgkxPVily1ob"
},
"source": [
"> The data has some duplicate values."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "VM-VzYVpRuJd"
},
"outputs": [],
"source": [
"# dropping duplicates\n",
"main_df.drop_duplicates(inplace = True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9xa5BF8P0P-i",
"outputId": "3d9dfb21-0c23-4ee4-bde1-e30463e187a4"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"False"
]
},
"metadata": {},
"execution_count": 17
}
],
"source": [
"# Checking changes\n",
"main_df.duplicated().any().any()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rucrZJplM8nM"
},
"source": [
"> The duplicates have been removed."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cwmaJjVU1X-h"
},
"source": [
"### b) Validation"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VVRoht1uKtKE",
"outputId": "0f113916-4f1a-41cf-8ba7-4372f31f4fb6"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['NCT Number', 'Study Title', 'Study URL', 'Acronym', 'Study Status',\n",
" 'Brief Summary', 'Study Results', 'Conditions', 'Interventions',\n",
" 'Primary Outcome Measures', 'Secondary Outcome Measures',\n",
" 'Other Outcome Measures', 'Sponsor', 'Collaborators', 'Sex', 'Age',\n",
" 'Phases', 'Enrollment', 'Funder Type', 'Study Type', 'Study Design',\n",
" 'Other IDs', 'Start Date', 'Primary Completion Date', 'Completion Date',\n",
" 'First Posted', 'Results First Posted', 'Last Update Posted',\n",
" 'Locations', 'Study Documents'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 18
}
],
"source": [
"# lets sort the column names\n",
"main_df.columns"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q2hRjwFC1xJK"
},
"source": [
"> We want to remove all the white spaces and change the names to lowercase for easy accesibility."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L7Wx9YbE19G2",
"outputId": "024c9022-9101-4602-8322-9dbc75c9bc31"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['nct_number', 'study_title', 'study_url', 'acronym', 'study_status',\n",
" 'brief_summary', 'study_results', 'conditions', 'interventions',\n",
" 'primary_outcome_measures', 'secondary_outcome_measures',\n",
" 'other_outcome_measures', 'sponsor', 'collaborators', 'sex', 'age',\n",
" 'phases', 'enrollment', 'funder_type', 'study_type', 'study_design',\n",
" 'other_ids', 'start_date', 'primary_completion_date', 'completion_date',\n",
" 'first_posted', 'results_first_posted', 'last_update_posted',\n",
" 'locations', 'study_documents'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 19
}
],
"source": [
"# removing the white spaces and converting the column names to lowercase\n",
"main_df.columns = main_df.columns.str.replace(' ', '_').str.lower()\n",
"main_df.columns"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CLPQeBNiQ1ue"
},
"source": [
"> The columns are properly been named"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3WFanPfo3OyA"
},
"source": [
"### c) Completeness"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4FErMPXX3P8U"
},
"source": [
"Percentage of missing values in the datasets"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wVIEF1_2tzaK",
"outputId": "abdd7339-85c5-4ee1-953f-5b79f2936c18"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1. nct_number = 0.0%\n",
"2. study_title = 0.0%\n",
"3. study_url = 0.0%\n",
"4. acronym = 70.56020715309087%\n",
"5. study_status = 0.0%\n",
"6. brief_summary = 0.0%\n",
"7. study_results = 0.0%\n",
"8. conditions = 0.0039432694961816%\n",
"9. interventions = 10.349110792728611%\n",
"10. primary_outcome_measures = 5.221546024527137%\n",
"11. secondary_outcome_measures = 25.928968572142114%\n",
"12. other_outcome_measures = 92.01422205864957%\n",
"13. sponsor = 0.0%\n",
"14. collaborators = 62.41669843189316%\n",
"15. sex = 0.09858173740454003%\n",
"16. age = 0.0%\n",
"17. phases = 48.74012539596998%\n",
"18. enrollment = 2.214145822105969%\n",
"19. funder_type = 0.0%\n",
"20. study_type = 0.0%\n",
"21. study_design = 0.30428896278868023%\n",
"22. other_ids = 0.01314423165393867%\n",
"23. start_date = 1.4432366356024657%\n",
"24. primary_completion_date = 5.308297953443131%\n",
"25. completion_date = 4.704977720527347%\n",
"26. first_posted = 0.0%\n",
"27. results_first_posted = 87.36050684157257%\n",
"28. last_update_posted = 0.0%\n",
"29. locations = 8.894701560220298%\n",
"30. study_documents = 93.57707120230286%\n"
]
}
],
"source": [
"# Check percentage of missing values for each column\n",
"# List of columns with missin values\n",
"missing_cols = []\n",
"for i, col in enumerate(main_df.columns):\n",
" missing = (main_df[col].isnull().sum()/main_df.shape[0])*100\n",
" if missing > 0:\n",
" missing_cols.append(col)\n",
" print(f'{i+1}. {col} = {(main_df[col].isnull().sum()/main_df.shape[0])*100}%')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NfpB3YyPq62b"
},
"source": [
"> The acronym, other_outcome_measures, study_documents, results_first_posted columns will be dropped as the have more than 70% of the data missing.\n",
"\n",
"> The rest will be imputed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XI__fWbJtfEh",
"outputId": "64a72c15-b8af-45bb-8d11-f7c5755b84ff"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['acronym',\n",
" 'conditions',\n",
" 'interventions',\n",
" 'primary_outcome_measures',\n",
" 'secondary_outcome_measures',\n",
" 'other_outcome_measures',\n",
" 'collaborators',\n",
" 'sex',\n",
" 'phases',\n",
" 'enrollment',\n",
" 'study_design',\n",
" 'other_ids',\n",
" 'start_date',\n",
" 'primary_completion_date',\n",
" 'completion_date',\n",
" 'results_first_posted',\n",
" 'locations',\n",
" 'study_documents']"
]
},
"metadata": {},
"execution_count": 21
}
],
"source": [
"# columns with missing values\n",
"missing_cols"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "liY5qanXxASj",
"outputId": "b5c5e5ad-c5cc-4d46-ab79-cba4579a08f1"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(152158, 25)"
]
},
"metadata": {},
"execution_count": 22
}
],
"source": [
"# dropping columns\n",
"columns_to_drop = ['acronym', 'other_outcome_measures', 'study_documents', 'collaborators', 'results_first_posted']\n",
"df = main_df.drop(columns = columns_to_drop)\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FjHrdHMJ0Y2G",
"outputId": "cd1529af-a4a5-4cb2-b847-b54deda5bec9"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"1. nct_number = 0.0%\n",
"2. study_title = 0.0%\n",
"3. study_url = 0.0%\n",
"4. study_status = 0.0%\n",
"5. brief_summary = 0.0%\n",
"6. study_results = 0.0%\n",
"7. conditions = 0.0039432694961816%\n",
"8. interventions = 10.349110792728611%\n",
"9. primary_outcome_measures = 5.221546024527137%\n",
"10. secondary_outcome_measures = 25.928968572142114%\n",
"11. sponsor = 0.0%\n",
"12. sex = 0.09858173740454003%\n",
"13. age = 0.0%\n",
"14. phases = 48.74012539596998%\n",
"15. enrollment = 2.214145822105969%\n",
"16. funder_type = 0.0%\n",
"17. study_type = 0.0%\n",
"18. study_design = 0.30428896278868023%\n",
"19. other_ids = 0.01314423165393867%\n",
"20. start_date = 1.4432366356024657%\n",
"21. primary_completion_date = 5.308297953443131%\n",
"22. completion_date = 4.704977720527347%\n",
"23. first_posted = 0.0%\n",
"24. last_update_posted = 0.0%\n",
"25. locations = 8.894701560220298%\n"
]
}
],
"source": [
"# List of columns with missing values to be imputed\n",
"missing_cols = []\n",
"for i, col in enumerate(df.columns):\n",
" missing = (df[col].isnull().sum()/df.shape[0])*100\n",
" if missing > 0:\n",
" missing_cols.append(col)\n",
" print(f'{i+1}. {col} = {(df[col].isnull().sum()/df.shape[0])*100}%')\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ZBFsr7SDyzIm"
},
"outputs": [],
"source": [
"# function that finds the unique value in a column then imputes the missing data with the mode\n",
"def impute_mode(df_impute, column_name):\n",
" unique_values = df_impute[column_name].unique()\n",
" mode = df_impute[column_name].mode()[0]\n",
" df_impute[column_name].fillna(mode, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "vZ3pufmw0pJR"
},
"outputs": [],
"source": [
"# imputing the missing values in the other columns\n",
"columns_to_impute = [\n",
" 'conditions', 'interventions', 'primary_outcome_measures',\n",
" 'secondary_outcome_measures', 'sex', 'phases', 'enrollment',\n",
" 'study_design', 'start_date', 'primary_completion_date',\n",
" 'completion_date', 'locations'\n",
"]\n",
"\n",
"for column in columns_to_impute:\n",
" impute_mode(df, column)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sDvHozq-1fPT",
"outputId": "5e99e570-392c-46a8-e8fb-2e49b8537a5d"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"nct_number 0\n",
"study_title 0\n",
"study_url 0\n",
"study_status 0\n",
"brief_summary 0\n",
"study_results 0\n",
"conditions 0\n",
"interventions 0\n",
"primary_outcome_measures 0\n",
"secondary_outcome_measures 0\n",
"sponsor 0\n",
"sex 0\n",
"age 0\n",
"phases 0\n",
"enrollment 0\n",
"funder_type 0\n",
"study_type 0\n",
"study_design 0\n",
"other_ids 20\n",
"start_date 0\n",
"primary_completion_date 0\n",
"completion_date 0\n",
"first_posted 0\n",
"last_update_posted 0\n",
"locations 0\n",
"dtype: int64"
]
},
"metadata": {},
"execution_count": 27
}
],
"source": [
"# let's check for missing values for confirmation\n",
"df.isnull().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VVw01ODb7LQw"
},
"source": [
"> Other IDs column wont be imputed because ids cant be similar."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jgoyCSAcSC-4",
"outputId": "e237a973-a796-4290-f150-9ea041d31d53"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"nct_number object\n",
"study_title object\n",
"study_url object\n",
"study_status object\n",
"brief_summary object\n",
"study_results object\n",
"conditions object\n",
"interventions object\n",
"primary_outcome_measures object\n",
"secondary_outcome_measures object\n",
"sponsor object\n",
"sex object\n",
"age object\n",
"phases object\n",
"enrollment float64\n",
"funder_type object\n",
"study_type object\n",
"study_design object\n",
"other_ids object\n",
"start_date object\n",
"primary_completion_date object\n",
"completion_date object\n",
"first_posted object\n",
"last_update_posted object\n",
"locations object\n",
"dtype: object"
]
},
"metadata": {},
"execution_count": 28
}
],
"source": [
"# lets check the datatypes of the columns\n",
"df.dtypes"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ymgLL6z67VcZ"
},
"source": [
"> We need to convert enrollment needs to be converted into integer, start_date, primary_completion_date, completion_date, first_posted and last_update_posted need to be converted to datetime."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "CJp8nQDMUz2u"
},
"outputs": [],
"source": [
"# converting data types\n",
"df['enrollment'] = df['enrollment'].astype(int)\n",
"date_columns = ['start_date', 'primary_completion_date', 'completion_date', 'first_posted', 'last_update_posted']\n",
"\n",
"# looping through date columns\n",
"for column in date_columns:\n",
" df[column] = pd.to_datetime(df[column], errors = 'coerce')\n",
"\n",
"# lets filter rows with invalid dates\n",
"for column in date_columns:\n",
" df = df.dropna(subset=[column])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TKiebxyQXbNY",
"outputId": "4ce61c19-b620-49c4-c112-8dee99fcccaa"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"nct_number object\n",
"study_title object\n",
"study_url object\n",
"study_status object\n",
"brief_summary object\n",
"study_results object\n",
"conditions object\n",
"interventions object\n",
"primary_outcome_measures object\n",
"secondary_outcome_measures object\n",
"sponsor object\n",
"sex object\n",
"age object\n",
"phases object\n",
"enrollment int64\n",
"funder_type object\n",
"study_type object\n",
"study_design object\n",
"other_ids object\n",
"start_date datetime64[ns]\n",
"primary_completion_date datetime64[ns]\n",
"completion_date datetime64[ns]\n",
"first_posted datetime64[ns]\n",
"last_update_posted datetime64[ns]\n",
"locations object\n",
"dtype: object"
]
},
"metadata": {},
"execution_count": 30
}
],
"source": [
"# confirming datatypes\n",
"df.dtypes"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YBZNN4MsXljw"
},
"source": [
"> The columns have the right data types."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C_tIn0GTXsj1"
},
"source": [
"### d) Outliers"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "97qrqo90Xx9D"
},
"outputs": [],
"source": [
"# function to get outliers using iqr\n",
"def outliers(data):\n",
" # IQR\n",
" Q1, Q3, IQR = 0, 0, 0\n",
" outliers = pd.DataFrame()\n",
" # Numerical columns\n",
" numerical = data.select_dtypes(include = ['int64', 'float64'])\n",
" Q1 = numerical.quantile(0.25)\n",
" Q3 = numerical.quantile(0.75)\n",
" IQR = Q3 - Q1\n",
" # Outliers\n",
" outliers = numerical[((numerical < (Q1 - 1.5 * IQR)) |(numerical > (Q3 + 1.5 * IQR))).any(axis=1)]\n",
" print(f'Number of outliers = {outliers.shape[0]}')\n",
" print(f'Percentage = {(outliers.shape[0]/data.shape[0])*100}%')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MD486xnEZc5l",
"outputId": "46c95e29-27af-4ac6-ee68-6363705fcaf5"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Number of outliers = 21301\n",
"Percentage = 13.99926392302738%\n"
]
}
],
"source": [
"# lets select the columns with continous variables\n",
"continous = list(df.select_dtypes(include = ['int64']))\n",
"outliers(df[continous])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "H3YeTFWNaWWz"
},
"source": [
"> The outliers do not form a significant part of the data, however we will perform standardization to normalize the distribution of the data.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "4vxD52wgh2Cm"
},
"outputs": [],
"source": [
"# lets save the dataset to csv\n",
"#df.to_csv('/content/drive/My Drive/DTE/clinicaltrials.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I-y7a3Rma0Pp"
},
"source": [
"# 5. Descriptive Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zEKsgyIyg8_8"
},
"source": [
"### a) univariate Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oKCAV-Xxi6Ub"
},
"source": [
"Categorical"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "7Ni1EHxxjPeF"
},
"outputs": [],
"source": [
"# lets write a function for categorical plots\n",
"def plot_frequency_distribution(x_values, y_values, x_label):\n",
" plt.bar(x_values, y_values, color = 'purple')\n",
" plt.xlabel(x_label)\n",
" plt.ylabel('Frequency')\n",
" plt.title(f'Frequency Distribution of {x_label}')\n",
" plt.xticks(rotation=90)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 671
},
"id": "oqg7B4bXDFyL",
"outputId": "7a1503d6-0656-4bb3-9429-529cf11a8c17"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# lets plot for study status\n",
"study_status_counts = df['study_status'].value_counts()\n",
"plot_frequency_distribution(study_status_counts.index, study_status_counts.values, 'Study Status')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5VF0lyBfD0Zb"
},
"source": [
"> Most of the studies are completed the clinical trials."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "U3nBXX2YX4hA",
"outputId": "527feda5-ae8c-4c78-d2d2-7ccb6a1d18a1"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array(['DRUG: Ramucirumab|DRUG: Docetaxel|DRUG: Placebo',\n",
" 'DRUG: Fluorine F 18 DCFPyL|DRUG: Gadobenate Dimeglumine|DRUG: Gadobutrol|PROCEDURE: Magnetic Resonance Imaging|PROCEDURE: Multiparametric Magnetic Resonance Imaging|PROCEDURE: Positron Emission Tomography|PROCEDURE: Transrectal Ultrasonography Guided Biopsy',\n",
" 'PROCEDURE: Radiotherapy', ...,\n",
" 'OTHER: Pathogen resistant phenotype',\n",
" 'DRUG: LBH589|DRUG: Methylprednisolone',\n",
" 'DIAGNOSTIC_TEST: Point-of-care Test'], dtype=object)"
]
},
"metadata": {},
"execution_count": 87
}
],
"source": [
"# univariate analysis on interventios\n",
"# lets see the unique values for interventions\n",
"df['interventions'].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "m5qSAGUcYPv7"
},
"source": [
"> These are the drugs that were majorly tested during the clinical trials."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 512
},
"id": "qk7tXUAOD8N_",
"outputId": "1ceac3de-6ac2-478b-adb2-74b67fe79694"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# lets plot for sex\n",
"sex_counts = df['sex'].value_counts()\n",
"plot_frequency_distribution(sex_counts.index, sex_counts.values, 'sex')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mcfhRKSQG4pg"
},
"source": [
"> Studies focusing on ALL were more than those focusing male and female individually for the clinical trials."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 662
},
"id": "XoDngH-QG8_B",
"outputId": "4683a4ff-b3db-4a62-8226-b4e7e83d9c37"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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q6OLFi4qMjNSff/6ZYfi40+eZPn26nnzySdWpU0d9+vRR2bJlFRUVpX379t0SAHv16qXhw4dL0l2f+vvtt98UFRWllJQUxcTEKCwsTKtXr5a/v7+WLVsmT0/PTF/77rvvav369WrXrp38/f0VGxuradOmqVy5cnrkkUck/RdwihUrphkzZqho0aIqXLiwGjZseMu8OHuVKFFCjzzyiPr06aOYmBhNmjRJlSpVsln24cUXX9TPP/+sxx9/XM8++6z+/vtvff/99zYTx++2tieffFItW7bUW2+9pePHj+vBBx/UH3/8oV9++UWDBw++Zd9Z1a9fP3311Vd64YUXFBERoYoVK+rnn3/WX3/9pUmTJmVprtz8+fNVp04dlS9fPsP2Dh066LXXXlNkZKTq1q2rDz/8UE899ZSaNm2qPn366NKlS5o6daoCAwNtglbz5s318ssva/z48dq5c6fatGmjAgUK6PDhw1q0aJEmT56sLl26ZPlYIA9z4pWHQL5xp8v80y+rX7RoUYbtO3bsMDp16mSULFnS8PDwMPz9/Y1nn33WWLNmjU2/devWGfXq1TPc3d2N+++/35gxY8YtywUYxn9LMoSEhBje3t5G0aJFjWeffdaIjY29ZUkFwzCMmJgYY8CAAUb58uWNAgUKGL6+vkarVq2MmTNn3rH+zJZv2LBhg9G6dWujaNGiRuHChY3atWtneEn+uXPnDFdXV6NKlSoZHpeM3Lx8hbu7u+Hr62u0bt3amDx5ss2l++luPkZr1qwxnnrqKcPPz89wd3c3/Pz8jO7duxuHDh2yed0vv/xi1KhRw3Bzc7P5nM2bNzdq1qyZYX2ZLanwww8/GKNGjTLKlCljFCxY0GjXrp3N8hjpPvvsM+O+++4zPDw8jKZNmxrbt2+/ZZ+3q+3mJRUMwzAuX75sDBkyxPDz8zMKFChgVK5c2fjkk09slrkwjP+WVBgwYMAtNWW21MPNYmJijD59+hilSpUy3N3djVq1amW47IM9SypEREQYkozRo0dn2uf48eOGJGPIkCHWbT/++KNRrVo1w8PDwwgMDDSWLVtmdO7c2ahWrdotr585c6ZRr149o2DBgkbRokWNWrVqGW+88YZx9uzZO35W5E8Ww3DS7EIADvHOO+9o3LhxTptIfC8uXLigsmXLasyYMRo9erSzy0EeVadOHZUuXfqWJU6Au8WcKgA51ty5c5Wamqrnn3/e2aUgD7h+/bpSUlJstq1du1a7du3K8NZBwN1iThWAHCcsLEz79+/XBx98oI4dO95yXzYgK86cOaOgoCA999xz8vPzU1RUlGbMmCFfX1/179/f2eUhDyBUAchx3n33XW3cuFFNmzbVF1984exykEcUL15c9erV0zfffKPz58+rcOHCateunT766KPb3rcQsBdzqgAAAEzAnCoAAAATEKoAAABMwJwqB0pLS9PZs2dVtGhR029xAQAAsodhGLp8+bL8/Pxue1N1QpUDnT17NtOVfwEAQM526tQplStXLtN2QpUDpd+G4dSpU/Ly8nJyNQAAwB4JCQkqX778HW+nRKhyoPRTfl5eXoQqAABymTtN3WGiOgAAgAkIVQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJiBUAQAAmIBQBQAAYAKnhqr169frySeflJ+fnywWi5YuXWptu379ukaMGKFatWqpcOHC8vPzU69evXT27FmbfVy8eFE9e/aUl5eXihUrppCQECUmJtr02b17tx599FF5enqqfPnymjBhwi21LFq0SNWqVZOnp6dq1aqllStX2rQbhqExY8aobNmyKliwoIKCgnT48GHzDgYAAMjVnBqqkpKS9OCDD+rLL7+8pe3KlSuKjIzU6NGjFRkZqcWLF+vgwYPq0KGDTb+ePXtq3759Wr16tZYvX67169erX79+1vaEhAS1adNG/v7+ioiI0CeffKJ33nlHM2fOtPbZuHGjunfvrpCQEO3YsUMdO3ZUx44dtXfvXmufCRMmaMqUKZoxY4a2bNmiwoULKzg4WFevXs2GIwMAAHIbi2EYhrOLkCSLxaIlS5aoY8eOmfbZtm2bHn74YZ04cUIVKlTQgQMHVKNGDW3btk3169eXJK1atUpt27bV6dOn5efnp+nTp+utt95SdHS03N3dJUkjR47U0qVLFRUVJUnq2rWrkpKStHz5cut7NWrUSHXq1NGMGTNkGIb8/Pw0bNgwDR8+XJIUHx8vHx8fzZ07V926dbPrMyYkJMjb21vx8fHy8vLKymHK1DjLOFP3l5uMNcY6uwQAQB5m7/d3rppTFR8fL4vFomLFikmSNm3apGLFilkDlSQFBQXJxcVFW7ZssfZp1qyZNVBJUnBwsA4ePKhLly5Z+wQFBdm8V3BwsDZt2iRJOnbsmKKjo236eHt7q2HDhtY+GUlOTlZCQoLNAwAA5E25JlRdvXpVI0aMUPfu3a0pMTo6WmXKlLHp5+bmphIlSig6Otrax8fHx6ZP+vM79bmx/cbXZdQnI+PHj5e3t7f1Ub58+bv6zAAAIPfIFaHq+vXrevbZZ2UYhqZPn+7scuw2atQoxcfHWx+nTp1ydkkAACCbuDm7gDtJD1QnTpxQWFiYzblMX19fxcbG2vRPSUnRxYsX5evra+0TExNj0yf9+Z363Nievq1s2bI2ferUqZNp7R4eHvLw8LibjwsAAHKpHD1SlR6oDh8+rD///FMlS5a0aW/cuLHi4uIUERFh3RYWFqa0tDQ1bNjQ2mf9+vW6fv26tc/q1atVtWpVFS9e3NpnzZo1NvtevXq1GjduLEkKCAiQr6+vTZ+EhARt2bLF2gcAAORvTg1ViYmJ2rlzp3bu3CnpvwnhO3fu1MmTJ3X9+nV16dJF27dv1/z585Wamqro6GhFR0fr2rVrkqTq1avr8ccf10svvaStW7fqr7/+UmhoqLp16yY/Pz9JUo8ePeTu7q6QkBDt27dPCxcu1OTJkzV06FBrHYMGDdKqVav02WefKSoqSu+88462b9+u0NBQSf9dmTh48GC9//77WrZsmfbs2aNevXrJz8/vtlcrAgCA/MOpSyqsXbtWLVu2vGV779699c477yggICDD14WHh6tFixaS/lv8MzQ0VL/++qtcXFzUuXNnTZkyRUWKFLH23717twYMGKBt27apVKlSeu211zRixAibfS5atEhvv/22jh8/rsqVK2vChAlq27attd0wDI0dO1YzZ85UXFycHnnkEU2bNk1VqlSx+/OypEL2YEkFAEB2svf7O8esU5UfEKqyB6EKAJCd8uQ6VQAAADkVoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABM4NVStX79eTz75pPz8/GSxWLR06VKbdsMwNGbMGJUtW1YFCxZUUFCQDh8+bNPn4sWL6tmzp7y8vFSsWDGFhIQoMTHRps/u3bv16KOPytPTU+XLl9eECRNuqWXRokWqVq2aPD09VatWLa1cufKuawEAAPmXU0NVUlKSHnzwQX355ZcZtk+YMEFTpkzRjBkztGXLFhUuXFjBwcG6evWqtU/Pnj21b98+rV69WsuXL9f69evVr18/a3tCQoLatGkjf39/RURE6JNPPtE777yjmTNnWvts3LhR3bt3V0hIiHbs2KGOHTuqY8eO2rt3713VAgAA8i+LYRiGs4uQJIvFoiVLlqhjx46S/hsZ8vPz07BhwzR8+HBJUnx8vHx8fDR37lx169ZNBw4cUI0aNbRt2zbVr19fkrRq1Sq1bdtWp0+flp+fn6ZPn6633npL0dHRcnd3lySNHDlSS5cuVVRUlCSpa9euSkpK0vLly631NGrUSHXq1NGMGTPsqsUeCQkJ8vb2Vnx8vLy8vEw5bunGWcaZur/cZKwx1tklAADyMHu/v3PsnKpjx44pOjpaQUFB1m3e3t5q2LChNm3aJEnatGmTihUrZg1UkhQUFCQXFxdt2bLF2qdZs2bWQCVJwcHBOnjwoC5dumTtc+P7pPdJfx97aslIcnKyEhISbB4AACBvyrGhKjo6WpLk4+Njs93Hx8faFh0drTJlyti0u7m5qUSJEjZ9MtrHje+RWZ8b2+9US0bGjx8vb29v66N8+fJ3+NQAACC3yrGhKi8YNWqU4uPjrY9Tp045uyQAAJBNcmyo8vX1lSTFxMTYbI+JibG2+fr6KjY21qY9JSVFFy9etOmT0T5ufI/M+tzYfqdaMuLh4SEvLy+bBwAAyJtybKgKCAiQr6+v1qxZY92WkJCgLVu2qHHjxpKkxo0bKy4uThEREdY+YWFhSktLU8OGDa191q9fr+vXr1v7rF69WlWrVlXx4sWtfW58n/Q+6e9jTy0AACB/c2qoSkxM1M6dO7Vz505J/00I37lzp06ePCmLxaLBgwfr/fff17Jly7Rnzx716tVLfn5+1isEq1evrscff1wvvfSStm7dqr/++kuhoaHq1q2b/Pz8JEk9evSQu7u7QkJCtG/fPi1cuFCTJ0/W0KFDrXUMGjRIq1at0meffaaoqCi988472r59u0JDQyXJrloAAED+5ubMN9++fbtatmxpfZ4edHr37q25c+fqjTfeUFJSkvr166e4uDg98sgjWrVqlTw9Pa2vmT9/vkJDQ9WqVSu5uLioc+fOmjJlirXd29tbf/zxhwYMGKB69eqpVKlSGjNmjM1aVk2aNNGCBQv09ttv680331TlypW1dOlSBQYGWvvYUwsAAMi/csw6VfkB61RlD9apAgBkp1y/ThUAAEBuQqgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAAT5OhQlZqaqtGjRysgIEAFCxbUAw88oPfee0+GYVj7GIahMWPGqGzZsipYsKCCgoJ0+PBhm/1cvHhRPXv2lJeXl4oVK6aQkBAlJiba9Nm9e7ceffRReXp6qnz58powYcIt9SxatEjVqlWTp6enatWqpZUrV2bPBwcAALlOjg5VH3/8saZPn66pU6fqwIED+vjjjzVhwgR98cUX1j4TJkzQlClTNGPGDG3ZskWFCxdWcHCwrl69au3Ts2dP7du3T6tXr9by5cu1fv169evXz9qekJCgNm3ayN/fXxEREfrkk0/0zjvvaObMmdY+GzduVPfu3RUSEqIdO3aoY8eO6tixo/bu3euYgwEAAHI0i3HjsE8O0759e/n4+GjWrFnWbZ07d1bBggX1/fffyzAM+fn5adiwYRo+fLgkKT4+Xj4+Ppo7d666deumAwcOqEaNGtq2bZvq168vSVq1apXatm2r06dPy8/PT9OnT9dbb72l6Ohoubu7S5JGjhyppUuXKioqSpLUtWtXJSUlafny5dZaGjVqpDp16mjGjBl2fZ6EhAR5e3srPj5eXl5ephyjdOMs40zdX24y1hjr7BIAAHmYvd/fOXqkqkmTJlqzZo0OHTokSdq1a5c2bNigJ554QpJ07NgxRUdHKygoyPoab29vNWzYUJs2bZIkbdq0ScWKFbMGKkkKCgqSi4uLtmzZYu3TrFkza6CSpODgYB08eFCXLl2y9rnxfdL7pL9PRpKTk5WQkGDzAAAAeZObswu4nZEjRyohIUHVqlWTq6urUlNT9cEHH6hnz56SpOjoaEmSj4+Pzet8fHysbdHR0SpTpoxNu5ubm0qUKGHTJyAg4JZ9pLcVL15c0dHRt32fjIwfP17jxuXfESQAAPKTHD1S9dNPP2n+/PlasGCBIiMjNW/ePH366aeaN2+es0uzy6hRoxQfH299nDp1ytklAQCAbJKjR6pef/11jRw5Ut26dZMk1apVSydOnND48ePVu3dv+fr6SpJiYmJUtmxZ6+tiYmJUp04dSZKvr69iY2Nt9puSkqKLFy9aX+/r66uYmBibPunP79QnvT0jHh4e8vDwuNuPDQAAcqEcPVJ15coVubjYlujq6qq0tDRJUkBAgHx9fbVmzRpre0JCgrZs2aLGjRtLkho3bqy4uDhFRERY+4SFhSktLU0NGza09lm/fr2uX79u7bN69WpVrVpVxYsXt/a58X3S+6S/DwAAyN9ydKh68skn9cEHH2jFihU6fvy4lixZookTJ+rpp5+WJFksFg0ePFjvv/++li1bpj179qhXr17y8/NTx44dJUnVq1fX448/rpdeeklbt27VX3/9pdDQUHXr1k1+fn6SpB49esjd3V0hISHat2+fFi5cqMmTJ2vo0KHWWgYNGqRVq1bps88+U1RUlN555x1t375doaGhDj8uAAAg58nRp/+++OILjR49Wq+++qpiY2Pl5+enl19+WWPGjLH2eeONN5SUlKR+/fopLi5OjzzyiFatWiVPT09rn/nz5ys0NFStWrWSi4uLOnfurClTpljbvb299ccff2jAgAGqV6+eSpUqpTFjxtisZdWkSRMtWLBAb7/9tt58801VrlxZS5cuVWBgoGMOBgAAyNFy9DpVeQ3rVGUP1qkCAGSnPLFOFQAAQG5BqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATJClUHX06FGz6wAAAMjVshSqKlWqpJYtW+r777/X1atXza4JAAAg18lSqIqMjFTt2rU1dOhQ+fr66uWXX9bWrVvNrg0AACDXyFKoqlOnjiZPnqyzZ89q9uzZOnfunB555BEFBgZq4sSJOn/+vNl1AgAA5Gj3NFHdzc1NnTp10qJFi/Txxx/ryJEjGj58uMqXL69evXrp3LlzZtUJAACQo91TqNq+fbteffVVlS1bVhMnTtTw4cP1999/a/Xq1Tp79qyeeuops+oEAADI0dyy8qKJEydqzpw5OnjwoNq2batvv/1Wbdu2lYvLfxktICBAc+fOVcWKFc2sFQAAIMfKUqiaPn26+vbtqxdeeEFly5bNsE+ZMmU0a9aseyoOAAAgt8hSqDp8+PAd+7i7u6t3795Z2T0AAECuk6U5VXPmzNGiRYtu2b5o0SLNmzfvnosCAADIbbIUqsaPH69SpUrdsr1MmTL68MMP77koAACA3CZLoerkyZMKCAi4Zbu/v79Onjx5z0UBAADkNlkKVWXKlNHu3btv2b5r1y6VLFnynosCAADIbbIUqrp3766BAwcqPDxcqampSk1NVVhYmAYNGqRu3bqZXSMAAECOl6Wr/9577z0dP35crVq1kpvbf7tIS0tTr169mFMFAADypSyFKnd3dy1cuFDvvfeedu3apYIFC6pWrVry9/c3uz4AAIBcIUuhKl2VKlVUpUoVs2oBAADItbIUqlJTUzV37lytWbNGsbGxSktLs2kPCwszpTgAAIDcIkuhatCgQZo7d67atWunwMBAWSwWs+sCAADIVbIUqn788Uf99NNPatu2rdn1AAAA5EpZWlLB3d1dlSpVMrsWAACAXCtLoWrYsGGaPHmyDMMwux4AAIBcKUun/zZs2KDw8HD99ttvqlmzpgoUKGDTvnjxYlOKAwAAyC2yFKqKFSump59+2uxaAAAAcq0shao5c+aYXQcAAECulqU5VZKUkpKiP//8U1999ZUuX74sSTp79qwSExNNKw4AACC3yNJI1YkTJ/T444/r5MmTSk5OVuvWrVW0aFF9/PHHSk5O1owZM8yuEwAAIEfL0kjVoEGDVL9+fV26dEkFCxa0bn/66ae1Zs0a04oDAADILbI0UvV///d/2rhxo9zd3W22V6xYUWfOnDGlMAAAgNwkSyNVaWlpSk1NvWX76dOnVbRo0XsuCgAAILfJUqhq06aNJk2aZH1usViUmJiosWPHcusaAACQL2Xp9N9nn32m4OBg1ahRQ1evXlWPHj10+PBhlSpVSj/88IPZNQIAAOR4WQpV5cqV065du/Tjjz9q9+7dSkxMVEhIiHr27GkzcR0AACC/yFKokiQ3Nzc999xzZtYCAACQa2UpVH377be3be/Vq1eWigEAAMitshSqBg0aZPP8+vXrunLlitzd3VWoUCFCFQAAyHeydPXfpUuXbB6JiYk6ePCgHnnkESaqAwCAfCnL9/67WeXKlfXRRx/dMooFAACQH5gWqqT/Jq+fPXvWzF3qzJkzeu6551SyZEkVLFhQtWrV0vbt263thmFozJgxKlu2rAoWLKigoCAdPnzYZh8XL15Uz5495eXlpWLFiikkJOSWGz/v3r1bjz76qDw9PVW+fHlNmDDhlloWLVqkatWqydPTU7Vq1dLKlStN/awAACD3ytKcqmXLltk8NwxD586d09SpU9W0aVNTCpP+O83YtGlTtWzZUr/99ptKly6tw4cPq3jx4tY+EyZM0JQpUzRv3jwFBARo9OjRCg4O1v79++Xp6SlJ6tmzp86dO6fVq1fr+vXr6tOnj/r166cFCxZIkhISEtSmTRsFBQVpxowZ2rNnj/r27atixYqpX79+kqSNGzeqe/fuGj9+vNq3b68FCxaoY8eOioyMVGBgoGmfGQAA5E4WwzCMu32Ri4vtAJfFYlHp0qX12GOP6bPPPlPZsmVNKW7kyJH666+/9H//938ZthuGIT8/Pw0bNkzDhw+XJMXHx8vHx0dz585Vt27ddODAAdWoUUPbtm1T/fr1JUmrVq1S27Ztdfr0afn5+Wn69Ol66623FB0dbb2f4ciRI7V06VJFRUVJkrp27aqkpCQtX77c+v6NGjVSnTp1NGPGDLs+T0JCgry9vRUfHy8vL68sH5eMjLOMM3V/uclYY6yzSwAA5GH2fn9n+d5/Nz5SU1MVHR2tBQsWmBaopP9GxOrXr69nnnlGZcqU0UMPPaSvv/7a2n7s2DFFR0crKCjIus3b21sNGzbUpk2bJEmbNm1SsWLFrIFKkoKCguTi4qItW7ZY+zRr1szmBtHBwcE6ePCgLl26ZO1z4/uk90l/n4wkJycrISHB5gEAAPImU+dUme3o0aOaPn26KleurN9//12vvPKKBg4cqHnz5kmSoqOjJUk+Pj42r/Px8bG2RUdHq0yZMjbtbm5uKlGihE2fjPZx43tk1ie9PSPjx4+Xt7e39VG+fPm7+vwAACD3yNKcqqFDh9rdd+LEiVl5C0n/jYjVr19fH374oSTpoYce0t69ezVjxgz17t07y/t1lFGjRtkcq4SEBIIVAAB5VJZC1Y4dO7Rjxw5dv35dVatWlSQdOnRIrq6uqlu3rrWfxWK5p+LKli2rGjVq2GyrXr26/ve//0mSfH19JUkxMTE2px1jYmJUp04da5/Y2FibfaSkpOjixYvW1/v6+iomJsamT/rzO/VJb8+Ih4eHPDw87PqsAAAgd8vS6b8nn3xSzZo10+nTpxUZGanIyEidOnVKLVu2VPv27RUeHq7w8HCFhYXdU3FNmzbVwYMHbbYdOnRI/v7+kqSAgAD5+vpqzZo11vaEhARt2bJFjRs3liQ1btxYcXFxioiIsPYJCwtTWlqaGjZsaO2zfv16Xb9+3dpn9erVqlq1qvVKw8aNG9u8T3qf9PcBAAD5W5ZC1Weffabx48fbLG1QvHhxvf/++/rss89MK27IkCHavHmzPvzwQx05ckQLFizQzJkzNWDAAEn/jYQNHjxY77//vpYtW6Y9e/aoV69e8vPzU8eOHSX9N7L1+OOP66WXXtLWrVv1119/KTQ0VN26dZOfn58kqUePHnJ3d1dISIj27dunhQsXavLkyTan7gYNGqRVq1bps88+U1RUlN555x1t375doaGhpn1eAACQe2Xp9F9CQoLOnz9/y/bz58/r8uXL91xUugYNGmjJkiUaNWqU3n33XQUEBGjSpEnq2bOntc8bb7yhpKQk9evXT3FxcXrkkUe0atUq6xpVkjR//nyFhoaqVatWcnFxUefOnTVlyhRru7e3t/744w8NGDBA9erVU6lSpTRmzBjrGlWS1KRJEy1YsEBvv/223nzzTVWuXFlLly5ljSoAACApi+tU9erVS//3f/+nzz77TA8//LAkacuWLXr99df16KOPWq/Ogy3WqcoerFMFAMhO9n5/Z2mkasaMGRo+fLh69OhhnYfk5uamkJAQffLJJ1mrGAAAIBfLUqgqVKiQpk2bpk8++UR///23JOmBBx5Q4cKFTS0OAAAgt7inxT/PnTunc+fOqXLlyipcuLCycCYRAAAgT8hSqPrnn3/UqlUrValSRW3bttW5c+ckSSEhIRo2bJipBQIAAOQGWQpVQ4YMUYECBXTy5EkVKlTIur1r165atWqVacUBAADkFlmaU/XHH3/o999/V7ly5Wy2V65cWSdOnDClMAAAgNwkSyNVSUlJNiNU6S5evMhtWQAAQL6UpVD16KOP6ttvv7U+t1gsSktL04QJE9SyZUvTigMAAMgtsnT6b8KECWrVqpW2b9+ua9eu6Y033tC+fft08eJF/fXXX2bXCAAAkONlaaQqMDBQhw4d0iOPPKKnnnpKSUlJ6tSpk3bs2KEHHnjA7BoBAAByvLseqbp+/boef/xxzZgxQ2+99VZ21AQAAJDr3PVIVYECBbR79+7sqAUAACDXytLpv+eee06zZs0yuxYAAIBcK0sT1VNSUjR79mz9+eefqlev3i33/Js4caIpxQEAAOQWdxWqjh49qooVK2rv3r2qW7euJOnQoUM2fSwWi3nVAQAA5BJ3FaoqV66sc+fOKTw8XNJ/t6WZMmWKfHx8sqU4AACA3OKu5lQZhmHz/LffflNSUpKpBQEAAORGWZqonu7mkAUAAJBf3VWoslgst8yZYg4VAADAXc6pMgxDL7zwgvWmyVevXlX//v1vufpv8eLF5lUIAACQC9xVqOrdu7fN8+eee87UYgAAAHKruwpVc+bMya46AAAAcrV7mqgOAACA/xCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATJCrQtVHH30ki8WiwYMHW7ddvXpVAwYMUMmSJVWkSBF17txZMTExNq87efKk2rVrp0KFCqlMmTJ6/fXXlZKSYtNn7dq1qlu3rjw8PFSpUiXNnTv3lvf/8ssvVbFiRXl6eqphw4baunVrdnxMAACQC+WaULVt2zZ99dVXql27ts32IUOG6Ndff9WiRYu0bt06nT17Vp06dbK2p6amql27drp27Zo2btyoefPmae7cuRozZoy1z7Fjx9SuXTu1bNlSO3fu1ODBg/Xiiy/q999/t/ZZuHChhg4dqrFjxyoyMlIPPviggoODFRsbm/0fHgAA5HgWwzAMZxdxJ4mJiapbt66mTZum999/X3Xq1NGkSZMUHx+v0qVLa8GCBerSpYskKSoqStWrV9emTZvUqFEj/fbbb2rfvr3Onj0rHx8fSdKMGTM0YsQInT9/Xu7u7hoxYoRWrFihvXv3Wt+zW7duiouL06pVqyRJDRs2VIMGDTR16lRJUlpamsqXL6/XXntNI0eOzLDu5ORkJScnW58nJCSofPnyio+Pl5eXl6nHaJxlnKn7y03GGmOdXQIAIA9LSEiQt7f3Hb+/c8VI1YABA9SuXTsFBQXZbI+IiND169dttlerVk0VKlTQpk2bJEmbNm1SrVq1rIFKkoKDg5WQkKB9+/ZZ+9y87+DgYOs+rl27poiICJs+Li4uCgoKsvbJyPjx4+Xt7W19lC9fPotHAAAA5HQ5PlT9+OOPioyM1Pjx429pi46Olru7u4oVK2az3cfHR9HR0dY+Nwaq9Pb0ttv1SUhI0L///qsLFy4oNTU1wz7p+8jIqFGjFB8fb32cOnXKvg8NAAByHTdnF3A7p06d0qBBg7R69Wp5eno6u5y75uHhIQ8PD2eXAQAAHCBHj1RFREQoNjZWdevWlZubm9zc3LRu3TpNmTJFbm5u8vHx0bVr1xQXF2fzupiYGPn6+kqSfH19b7kaMP35nfp4eXmpYMGCKlWqlFxdXTPsk74PAACQv+XoUNWqVSvt2bNHO3futD7q16+vnj17Wv9/gQIFtGbNGutrDh48qJMnT6px48aSpMaNG2vPnj02V+mtXr1aXl5eqlGjhrXPjftI75O+D3d3d9WrV8+mT1pamtasWWPtAwAA8rccffqvaNGiCgwMtNlWuHBhlSxZ0ro9JCREQ4cOVYkSJeTl5aXXXntNjRs3VqNGjSRJbdq0UY0aNfT8889rwoQJio6O1ttvv60BAwZYT831799fU6dO1RtvvKG+ffsqLCxMP/30k1asWGF936FDh6p3796qX7++Hn74YU2aNElJSUnq06ePg44GAADIyXJ0qLLH559/LhcXF3Xu3FnJyckKDg7WtGnTrO2urq5avny5XnnlFTVu3FiFCxdW79699e6771r7BAQEaMWKFRoyZIgmT56scuXK6ZtvvlFwcLC1T9euXXX+/HmNGTNG0dHRqlOnjlatWnXL5HUAAJA/5Yp1qvIKe9e5yArWqQIAIHvkqXWqAAAAcjpCFQAAgAkIVQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJiBUAQAAmIBQBQAAYAJCFQAAgAkIVQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJiBUAQAAmIBQBQAAYAJCFQAAgAkIVQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJiBUAQAAmIBQBQAAYAJCFQAAgAkIVQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJsjRoWr8+PFq0KCBihYtqjJlyqhjx446ePCgTZ+rV69qwIABKlmypIoUKaLOnTsrJibGps/JkyfVrl07FSpUSGXKlNHrr7+ulJQUmz5r165V3bp15eHhoUqVKmnu3Lm31PPll1+qYsWK8vT0VMOGDbV161bTPzMAAMidcnSoWrdunQYMGKDNmzdr9erVun79utq0aaOkpCRrnyFDhujXX3/VokWLtG7dOp09e1adOnWytqempqpdu3a6du2aNm7cqHnz5mnu3LkaM2aMtc+xY8fUrl07tWzZUjt37tTgwYP14osv6vfff7f2WbhwoYYOHaqxY8cqMjJSDz74oIKDgxUbG+uYgwEAAHI0i2EYhrOLsNf58+dVpkwZrVu3Ts2aNVN8fLxKly6tBQsWqEuXLpKkqKgoVa9eXZs2bVKjRo3022+/qX379jp79qx8fHwkSTNmzNCIESN0/vx5ubu7a8SIEVqxYoX27t1rfa9u3bopLi5Oq1atkiQ1bNhQDRo00NSpUyVJaWlpKl++vF577TWNHDnSrvoTEhLk7e2t+Ph4eXl5mXloNM4yztT95SZjjbHOLgEAkIfZ+/2do0eqbhYfHy9JKlGihCQpIiJC169fV1BQkLVPtWrVVKFCBW3atEmStGnTJtWqVcsaqCQpODhYCQkJ2rdvn7XPjftI75O+j2vXrikiIsKmj4uLi4KCgqx9MpKcnKyEhASbBwAAyJtyTahKS0vT4MGD1bRpUwUGBkqSoqOj5e7urmLFitn09fHxUXR0tLXPjYEqvT297XZ9EhIS9O+//+rChQtKTU3NsE/6PjIyfvx4eXt7Wx/ly5e/+w8OAAByhVwTqgYMGKC9e/fqxx9/dHYpdhs1apTi4+Otj1OnTjm7JAAAkE3cnF2APUJDQ7V8+XKtX79e5cqVs2739fXVtWvXFBcXZzNaFRMTI19fX2ufm6/SS7868MY+N18xGBMTIy8vLxUsWFCurq5ydXXNsE/6PjLi4eEhDw+Pu//AAAAg18nRI1WGYSg0NFRLlixRWFiYAgICbNrr1aunAgUKaM2aNdZtBw8e1MmTJ9W4cWNJUuPGjbVnzx6bq/RWr14tLy8v1ahRw9rnxn2k90nfh7u7u+rVq2fTJy0tTWvWrLH2AQAA+VuOHqkaMGCAFixYoF9++UVFixa1zl/y9vZWwYIF5e3trZCQEA0dOlQlSpSQl5eXXnvtNTVu3FiNGjWSJLVp00Y1atTQ888/rwkTJig6Olpvv/22BgwYYB1F6t+/v6ZOnao33nhDffv2VVhYmH766SetWLHCWsvQoUPVu3dv1a9fXw8//LAmTZqkpKQk9enTx/EHBgAA5Dg5OlRNnz5dktSiRQub7XPmzNELL7wgSfr888/l4uKizp07Kzk5WcHBwZo2bZq1r6urq5YvX65XXnlFjRs3VuHChdW7d2+9++671j4BAQFasWKFhgwZosmTJ6tcuXL65ptvFBwcbO3TtWtXnT9/XmPGjFF0dLTq1KmjVatW3TJ5HQAA5E+5ap2q3I51qrIH61QBALJTnlynCgAAIKciVAEAAJiAUAUAAGACQhUAAIAJCFUAAAAmIFQBAACYgFAFAABgAkIVAACACXL0iupAdsuvi6ayYCoAmI+RKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMAGhCgAAwASEKgAAABMQqgAAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATODm7AIA5D7jLOOcXYJTjDXGOrsEADkYI1UAAAAmIFQBAACYgFAFAABgAkIVAACACQhVAAAAJuDqPwBwEK6aBPI2RqoAAABMQKgCAAAwAaEKAADABIQqAAAAEzBRHQCQY+XXyf0SE/xzI0aqAAAATECoAgAAMAGhCgAAwATMqQIAII/Jr3PRnD0PjZGqu/Tll1+qYsWK8vT0VMOGDbV161ZnlwQAAHIAQtVdWLhwoYYOHaqxY8cqMjJSDz74oIKDgxUbG+vs0gAAgJMRqu7CxIkT9dJLL6lPnz6qUaOGZsyYoUKFCmn27NnOLg0AADgZc6rsdO3aNUVERGjUqFHWbS4uLgoKCtKmTZsyfE1ycrKSk5Otz+Pj4yVJCQkJptd3VVdN32ducS/HM78et3v9GeS4ZQ3H7e7l12MmcdyyIju+X2/cr2EYt+9owC5nzpwxJBkbN2602f76668bDz/8cIavGTt2rCGJBw8ePHjw4JEHHqdOnbptVmCkKhuNGjVKQ4cOtT5PS0vTxYsXVbJkSVksFidWZq6EhASVL19ep06dkpeXl7PLyRU4ZlnDccsajlvWcNzuXl49ZoZh6PLly/Lz87ttP0KVnUqVKiVXV1fFxMTYbI+JiZGvr2+Gr/Hw8JCHh4fNtmLFimVXiU7n5eWVp36JHIFjljUct6zhuGUNx+3u5cVj5u3tfcc+TFS3k7u7u+rVq6c1a9ZYt6WlpWnNmjVq3LixEysDAAA5ASNVd2Ho0KHq3bu36tevr4cffliTJk1SUlKS+vTp4+zSAACAkxGq7kLXrl11/vx5jRkzRtHR0apTp45WrVolHx8fZ5fmVB4eHho7duwtpzqROY5Z1nDcsobjljUct7uX34+ZxTDudH0gAAAA7oQ5VQAAACYgVAEAAJiAUAUAAGACQhUAAIAJCFVANvr2229t7v8IZKeTJ0/e+d5kALINoQp2c3V1VWxsrLPLyFX69OljvZE27PfYY48pLi7O2WXkOgEBATp//ryzy0A+8e677+rKlSvOLiNHYUkF2M3FxUXR0dEqU6aMs0vJNThmWcNxyxqO270JCwvT4sWLdfz4cVksFgUEBKhLly5q1qyZs0vLkVxdXXXu3Dl+3m7ASBWQzfLSzbOR8/HzljX9+/dXUFCQfvjhB/3zzz86f/685s+fr5YtW+q1115zdnk5EmMyt2JFddyVb775RkWKFLltn4EDBzqomtyhVatWcnO7/a9aZGSkg6rJPfbv36/o6Ojb9qldu7aDqsk9Ro8erUKFCt22z8SJEx1UTe6wZMkSzZkzR7Nnz1bv3r2twTQtLU1z587VK6+8otatW6tDhw5OrjTnIcTb4vQf7Obi4qJy5crJ1dU10z4Wi0VHjx51YFU5m4uLi4YNG3bHIDp27FgHVZQ7uLi4yGKxZPiXcPp2i8Wi1NRUJ1SXc7m4uKhx48Zyd3fPtI/FYlFYWJgDq8r5OnTooJo1a2r8+PEZto8YMUJRUVH65ZdfHFxZzubi4iJvb+87BquLFy86qCLnI1TBbszXuHscs6xxcXHR1q1bVbp06dv28/f3d1BFuQM/b1lTrlw5LV68WA8//HCG7Vu2bFHnzp11+vRpB1eWs7m4uGjSpEny9va+bb/evXs7qCLn4/Qf7Hanv0b+/fdf7dixQ02aNHFQRTnfnY7Z6dOn9e6772rmzJkOqij3qFChAuHgLt3p5y0uLk4rV65Ujx49HFRR7nDhwgWVK1cu0/Zy5crpn3/+cWBFuUe3bt34Pb0BE9VhtzsNah46dEiPPvqog6rJHe50zP755x/NmjXLQdXkHbt3777tKa786k4/bydOnNDzzz/voGpyj2vXrqlAgQKZtru5uenatWsOrCh3uFOIP3r0qNq0aeOganIGRqpgt7Fjx95xbhBsHTt27I6nsHCr5s2b3zY0GYbBfKoMzJkz546nYpCx203wZy2mjN0pxF++fFlr1qxxUDU5A6EKdmMy9d1jzk/WhIeHO7uEXCk/zV0xU7NmzXTw4ME79oGttLQ0Z5eQ4xCqAAD52tq1a51dAvIIQhXstmzZstu2Hzt2zEGV5B6dOnW6bTu3YslYQkLCbdsvX77soEpylylTpty2/cyZMw6qJG85evSo+vfvrz/++MPZpSCHY0kF2M3F5c7XNbB2kK0+ffrY1W/OnDnZXEnukr5OVWZYpypjAQEBdvXjD6C7s2vXLtWtW5eft5s89NBDt/09vXLlig4fPpyvjhsjVbAb58/vHmEpa5hTlTWEJThSx44dnV1CjsNIFQAAt8FIFezFSBXsltl8DW9vb1WpUkWNGzd2cEU5X2bD4+nHbNCgQapRo4YTKsvZdu/eneF2b29vVahQgfuNZWLo0KEZbk//eevUqZM8PDwcXBWQfzBSBbtlNl8jLi5O8fHxatKkiZYtW6YSJUo4uLKca9y4cRluj4uLU2RkpDZv3qywsDA1bdrUwZXlbJnd+89iscjT01ODBw/Wu+++e9v7UOZHLVu2zHB7XFycjhw5Ih8fH4WFhalChQoOrixnY25Q1hQvXvy2fzQOHz5crVu3dkJlzkOogimOHj2q5557TnXq1NG0adOcXU6u8dZbb2nz5s35boG8Ozlx4kSG2+Pi4hQREaHRo0dryJAhGj58uIMry70SEhLUs2dPFS1aVAsWLHB2OTlKZn/83Iy1+mzNmzcvw+3pv6cLFy7Uzz//rCeffNLBlTkPoQqmWb9+vfr27asjR444u5RcY9++fWrZsqViY2OdXUqu8vPPP2vcuHHas2ePs0vJVbZu3apnnnkm09AKmGnixIn6+eeftXHjRmeX4jDc+w+mqVChgqKjo51dRq7i6urKVZVZUK9ePa50y4JSpUrp4sWLzi4D+UT79u0VFRXl7DIcionqMM2ePXu4LctdWrx4MRPVsyA6Opp7KmbB5s2b9cADDzi7jBznTnOq0kVGRjqgmrwjOTk53934nFAFu2W2ynV8fLwiIiI0bNgw7j12k8yumEw/ZitWrNBvv/3m4Kpyt/Pnz2v06NGZTsrOzzK7ajL95+3DDz9kXlAGWG8pe8yaNUt16tRxdhkOxZwq2O12q1xbLBa9+OKLmjJlSr77y+R2Mrti0svLS1WrVtWQIUNYiiIDmY0cxMfH6/Tp06patar++OMP+fr6OqG6nCuzqyal/079DR06VCNGjGBJCpgisyU84uPjFRkZqUOHDmn9+vWqV6+egytzHkaqYLfMVrn28vJS5cqVVaRIEQdXlPMx7ydrMhs5SA+jwcHBLKeQgcx+3ry8vFS8eHEHV4O8bseOHRlu9/LyUuvWrbV48WK7b52UVzBSBQDI15hTBbMwUoW7dvjwYf3yyy86fvy4LBaLAgIC1LFjR91///3OLi1HSkpK0scff6zFixfbHLMuXbpo+PDhKlSokLNLzLEMw1BERITNcbP3CzA/CwsLy/DnrVmzZs4uLUe6cWTUMAyNHz9e/fv3ZyHju2AYhv755x9ZLBaVLFnS2eU4jwHchQ8//NBwc3MzXFxcDF9fX8PHx8dwcXExChQoYHzyySfOLi/HSU5ONurVq2d4eHgYHTt2NEaOHGmMGDHC6NChg+Hu7m40atTIuHbtmrPLzJHCwsKMgIAAw8XFxbBYLIbFYjFcXFyMBx54wFi3bp2zy8uxXn75ZcNisRglSpQwGjVqZDRs2NAoUaKE4eLiYoSGhjq7vFyhSJEixt9//+3sMnKFc+fOGc8//7zh7e1tuLi4GC4uLkaxYsWMPn36GNHR0c4uz+EIVbBbWFiY4eLiYowdO9a4ePGidfs///xjjB492nB1deXL7iaTJk0yfHx8jKioqFvaDhw4YPj4+BhTpkxxQmU52+HDh41ChQoZLVu2NJYuXWpERUUZBw4cMP73v/8ZzZs3NwoXLsyXXgYWL15suLu7G3PmzDHS0tKs21NTU41Zs2YZ7u7uxi+//OLECnMHQpV94uPjjYCAAKN06dLG4MGDjRkzZhjTp083XnvtNaNUqVJG5cqVjcuXLzu7TIdiThXs1rVrVxUrVkxfffVVhu39+vXT5cuX9cMPPzi4spyrefPmevbZZzVgwIAM27/44gv9/PPPWrdunYMry9lCQ0N14MCBDG/fYxiGgoKCVKNGDX3xxRdOqC7n6tChg2rWrKnx48dn2D5ixAhFRUXpl19+cXBluUvRokW1a9cupjTcwXvvvadvv/1WGzduvGXduNjYWDVt2lR9+vTRm2++6aQKHY8V1WG3rVu36vnnn8+0/fnnn9fmzZsdWFHOt3//frVo0SLT9pYtW2r//v2OKyiXWLt2rQYPHpxhm8Vi0eDBgzO9GjU/i4yM1NNPP51pe6dOnRQREeHAipCXrVixQm+++WaGC/GWKVNGo0aN0q+//uqEypyHieqwW0xMjCpWrJhpe0BAALepuUlcXNxtJ22WLFlS8fHxDqwodzh58qRq1aqVaXtgYCD3r8vAhQsXVK5cuUzby5Urp3/++ceBFeUONy/Sm5KSorlz56pUqVI22wcOHOjIsnK8Q4cOqUmTJpm2N2nSJN/d9JxQBbtdvXr1tgt7FihQQNeuXXNgRTlfWlrabddTcnFxUWpqqgMryh0SExNve1VkoUKFdOXKFQdWlDtcu3ZNBQoUyLTdzc2N39EMfP755zbPfX199d1339lss1gshKqbJCQkqFixYpm2FytWLNM7ceRVhCrclW+++SbTRT4vX77s4GpyPsMw1KpVK7m5ZfyrlpKS4uCKco/9+/dnOvJ54cIFB1eTe4wePTrTQEoQzRiL9GaNYRhyccl8FlFmq/vnZUxUh90qVqxo1/pA/Afq/xs3bpxd/bgfm63b3W4lncViYZTvJi1atLDrd5T5aLbCwsIUGhqqzZs3y8vLy6YtPj5eTZo00YwZM/Too486qcKcycXFRd7e3pn+zBmGoYSEhHz1e0qoApDj2DNf6vLlywoMDHRANcjrOnTooJYtW2rIkCEZtk+ZMkXh4eFasmSJgyvL2ebNm2dXv969e2dzJTkHoQqmiYuL0/fff6/Q0FBnl5IrJCQkaP78+Zo1a5a2b9/u7HJyhfQlO9KPWX76C9gMBw4c0KxZs/Tpp586u5Qcxd/fX6tWrVL16tUzbI+KilKbNm108uRJB1eW+6Wmpuar+3SypALu2Zo1a9SjRw+VLVuW01h2CA8P1/PPP6+yZcvqvffeU8OGDZ1dUo63fv169e7dW2XLltWnn36qli1bsnyHnZKSkjRr1iw1adJENWvW1KpVq5xdUo4TExNzxwn+58+fd2BFud+hQ4c0YsSI216NmhcRqpAlp06d0rvvvquAgAC1adNGFotFS5YsYUmFTJw5c0YffPCBKlWqpGeeeUYLFizQ7NmzdebMGX355ZfOLi9Hio6O1kcffaTKlSvrmWeekZeXl5KTk7V06VJ99NFHatCggbNLzNH++usv9e3bVz4+PurXr5+aNGmi/fv3a+/evc4uLce57777bntcdu/erbJlyzqwotzpypUrmjNnjh599FHVqFFD69at09ChQ51dlmM5Yxl35E7Xrl0zfvrpJ6NNmzZGwYIFjaefftpYtGiR4ebmZuzbt8/Z5eVIP//8s/HEE08YhQsXNrp06WIsXbrUSE5O5pjdQfv27Q0vLy+je/fuxvLly42UlBTDMAyO2x3ExMQYH3/8sVG1alXD19fXGDJkiLFt2zaO2x2EhoYagYGBxr///ntL25UrV4zAwEDjtddec0JlucOmTZuMkJAQw8vLywgMDDRcXV2N9evXO7ssp2BJBdjtvvvuU7Vq1fTcc8/pxx9/VPHixSVJ3bt3d3JlOVfXrl01YsQILVy4UEWLFnV2ObnGb7/9poEDB+qVV15R5cqVnV1OruHv768uXbpo8uTJat269W0vd8f/9/bbb2vx4sWqUqWKQkNDVbVqVUn/zaX68ssvlZqaqrfeesvJVeY8n332mWbPnq34+Hh1795d69ev14MPPqgCBQrcdtHjvIzfONgtJSVFFotFFoslX008vBchISH68ssv9fjjj2vGjBm6dOmSs0vKFTZs2KDLly+rXr16atiwoaZOncraVHbw9/fXhg0btH79eh06dMjZ5eQaPj4+2rhxowIDAzVq1Cg9/fTTevrpp/Xmm28qMDBQGzZskI+Pj7PLzHFGjBihjh076sSJE/rkk0/04IMPOrskpyNUwW5nz55Vv3799MMPP8jX11edO3fWkiVL7FoXJ7/66quvdO7cOetxK1u2rJ566ikZhqG0tDRnl5djNWrUSF9//bXOnTunl19+WT/++KP8/PyUlpam1atXs9BsJqKiovT999/r3LlzatCggerVq2ddLZzf09vz9/fXypUrdeHCBW3ZskWbN2/WhQsXtHLlSgUEBDi7vBzpvffe06JFixQQEKARI0YwX08sqYAs+vvvvzVnzhzNmzdPZ86cUffu3fXCCy/oscceYxTrNg4fPmw9bomJiWrXrp26dOmiTp06Obu0HO/gwYOaNWuWvvvuO8XFxal169ZatmyZs8vKsRITE/XDDz9ozpw52rx5s5o3b64ePXqoY8eOGd4AF8iqdevWafbs2fr5559VqVIl7du3T+vWrVPTpk2dXZrDEapwT9LS0vT7779r1qxZ+vXXX1W0aFFO09ghLS1NK1as0KxZs/Tbb78pOTnZ2SXlGqmpqfr11181e/ZsQpWd0ten+u6773Tx4kVdv37d2SUhD7p8+bL1yuaIiAg9/PDD6tKlS766ApBQBdOcP39e3333nfUX6IcfflCHDh1UuHBhJ1eWs8XGxqpMmTKSpHbt2umbb77h8m1ki5SUFC1btoyRUWS7PXv2aNasWVqwYIFiY2OdXY7DEKqQbby8vLRz507df//9zi4l1yhatKh27drFMQOQJ1y/ft26sGqtWrW0cuVKlS9f3slVZR8mqiPbkNcBIH+7caX648eP5/lTz4QqAAAAExCqAAAATECoAgAAMAGhCgDykb59++q7775zdhlAnkSoQrbx9/e3maSIjP3777/W///mm2+qRIkSTqwGed3Ro0c1evRo1alTx9mlAHkOSyrANOfOndMHH3ygqVOnOruUXCE5OVlTp07VJ598oujoaGeXg3xm//79qlGjhrPLQB535swZ3XfffZKkBQsW6KmnnsrTaxcyUoW7sm/fPk2dOlUzZ85UXFycJOnChQsaMmSI7r//foWHhzu3wBwmOTlZo0aNUv369dWkSRMtXbpUkjRnzhwFBARo0qRJGjJkiHOLRL5EoEJ2io6O1muvvabKlStbt/Xo0SNPByqJUIW7sGzZMj300EMaOHCg+vfvr/r16ys8PFzVq1fXgQMHtGTJEu3bt8/ZZeYoY8aM0fTp01WxYkUdP35czzzzjPr166fPP/9cEydO1PHjxzVixAhnl4k8JiwsTKGhoWrfvr2efPJJDRw4UOvXr3d2WchjLl26pO7du6tUqVLy8/PTlClTlJaWpjFjxuj+++/Xtm3bNGfOHGeX6VgGYKcGDRoYgwcPNi5fvmx8/vnnhsViMQIDA42tW7c6u7QcKyAgwPjll18MwzCMPXv2GBaLxejTp4+Rlpbm5MqQV7388suGxWIxSpQoYTRq1Mho2LChUaJECcPFxcUIDQ11dnnIQ/r162dUqFDBGDZsmBEYGGi4uLgYTzzxhNGuXTtj06ZNzi7PKQhVsJuXl5dx+PBhwzAMIyUlxXB1dTVWr17t5KpytgIFChinT5+2Pvf09DR2797txIqQly1evNhwd3c35syZYxPcU1NTjVmzZhnu7u7WkA/cq/Llyxtr1qwxDMMwjh07ZlgsFmPUqFFOrsq5OP0Hu12+fFleXl6SJFdXVxUsWJB71N1Bamqq3N3drc/d3NxUpEgRJ1aEvGzOnDkaOnSoXnjhBVksFut2FxcX9e3bV4MHD9asWbOcWCHykrNnz6p69eqSpIoVK8rT01PPPfeck6tyLjdnF4Dc5ffff5e3t7ckKS0tTWvWrNHevXtt+nTo0MEZpeVIhmHohRdekIeHhyTp6tWr6t+//y2TNRcvXuyM8pDHREZG6u233860vVOnTurcubMDK0JeZhiG3Nz+f4xI/2M7P2NJBdjNxeXOA5sWi0WpqakOqCZ36NOnj1398t1kTmQLT09PHT16VH5+fhm2nzlzRpUqVbJZGw3IKhcXFwUGBlqD1e7du1WtWjWb0Xnpv7CfXzBSBbulpaU5u4Rch7AER7p27dptF9x1c3PTtWvXHFgR8rKxY8faPH/qqaecVEnOwUgV4GSxsbEqU6aMs8tAHuDi4qJ+/fqpUKFCGbZfuXJFX3/9NaPJQDZhojrs9uqrryoxMdH6/IcfflBSUpL1eVxcnNq2beuM0nKsQoUK6fz589bn7dq107lz56zPY2JiVLZsWWeUhjyoWbNmOnjwoHbs2JHh4+DBg2rWrJmzy0QeERsbe9v2lJQUbd261UHV5AyMVMFurq6uOnfunHVUxcvLSzt37rReARgTEyM/Pz/+Cr6Bi4uLoqOjrcesaNGi2rVrl80xK1u2LKdWAeQ6N38n1KpVSytXrlT58uUl5c/vBEaqYLeb8zd53Bw3XvoOZKejR4+qTZs2zi4DecTN3wHHjx/X9evXb9snryNUAUA+cfnyZa1Zs8bZZSAfyW9/NBKqgGxksVhs/qNy83MAQN7Bkgq4K2PGjLFeWXTt2jV98MEH1sVAr1y54szSciTDMFSlShVrkEpMTNRDDz1kXfMrvw2NA8g7LBaLLl++LE9PTxmGIYvFosTERCUkJEiS9X/zEyaqw24tWrSwa5QlPDzcAdXkDvPmzbOrX+/evbO5EkDatWuX6tatm68mDiP7uLi42HwnpAerm5/np583QhUA5BEPPfTQbf/wuXLlig4fPpyvvuSQfdatW2dXv+bNm2dzJTkHp/8ABzAMQxERETp+/LgsFosCAgLu+AUI3K2OHTs6uwTkI/kpLNmLkSrclaSkJH388cdavHixTUDo0qWLhg8fnulKzvlZeHi4QkJCdOLECescqvTjNnv2bBZjBJCrxcfHa/Xq1TbfCUFBQfLy8nJ2aQ5HqILdrl27piZNmmjv3r164oknVK1aNRmGoQMHDmjVqlWqW7eu1q9ff9t7j+U3R44c0YMPPqiGDRtq0KBB1mO2f/9+TZkyRdu3b9fu3buti4ECQG7y/fffKzQ09JZJ6d7e3poxY4a6du3qpMqcg1AFu02ePFnjx4/XunXrVLVqVZu2qKgotWjRQm+99ZZee+01J1WY84SGhurAgQMZrg1kGIaCgoJUo0YNffHFF06oDnmNvaeUIyMjHVAN8rrIyEg1bNhQPXv21JAhQ2z+aJw0aZJ+/PFHbdu2TQ8++KCzS3UYQhXs1rx5cz377LMaMGBAhu1ffPGFfv75Z7snL+YHgYGBGj9+vJ588skM23/99VeNGjVKe/fudXBlyIvGjRtnV7+xY8dmcyXID/r06aPExEQtWrQow/YuXbrIy8tLs2fPdnBlzkOogt1Kly6ttWvXqmbNmhm27927Vy1btrS5gXB+5+Xlpd27d6tixYoZth87dky1a9fW5cuXHVsYANyjKlWqaNq0aQoKCsqw/c8//9Srr76qQ4cOObgy52FFddgtLi5OJUuWzLS9ZMmSio+Pd2BFOV9iYuJtJ+8XKlSIRVMB5Epnz55VlSpVMm2vUqWKzpw548CKnI8lFWC3tLQ0ubq6Ztru4uLC+jcZ2L9/v6KjozNsu3DhgoOrQV7GnCo40pUrV+Tp6Zlpu4eHh65everAipyPUAW7GYahVq1ayc0t4x+blJQUB1eUO7Rq1SrD29FYLJZbViAG7sWN61QZhqHx48erf//+KlGihPOKQp72+++/W29VdrO4uDjHFpMDMKcKdmMS7N07ceKEXf38/f2zuRLkR0WLFtWuXbtYsgPZIv0epneSlpaWzZXkHIQqwIni4uK0cuVK9ejRw9mlIA8iVAGOxUR1mGb37t1yd3d3dhm5yokTJ/T88887uwwAMF1sbKw+/PBDZ5fhUIQqmMYwDOZVAQAkSefOndPo0aOdXYZDMVEdpmLSNeA8U6ZMsXmekpKiuXPnqlSpUjbbBw4c6MiygHyDUAUAecTnn39u89zX11ffffedzTaLxUKoArIJoQp2u/mGmTdjVfBb3TxycLP8tjAestexY8ecXQKQrxGqYLdixYrd9vQeay7d6uaRg4xUqFDBAZUAgLmGDh162/b8eMsyQhXsFh4e7uwSch1GDuBIYWFhCg0N1ebNm+Xl5WXTFh8fryZNmmj69Olq1qyZkypEXrJjx4479slvP2usUwUAeUSHDh3UsmVLDRkyJMP2KVOmKDw8XEuWLHFwZcgP0m+7dfOFEfkJSyrgrp05c0ZTpkxRaGioQkND9cUXXzA36DZSUlL0ySefqG7duipSpIiKFCmiunXr6tNPP9X169edXR7ykF27dunxxx/PtL1NmzaKiIhwYEXI6+Li4jRgwACVKlVKPj4+8vHxUalSpRQaGsptaoA7mTZtmoYOHapr165ZTy8kJCTI3d1dEydO1KuvvurkCnOWf//9V61bt9amTZsUFBSk6tWrS5IOHDigP//8U02bNtUff/xx25uSAvby9PTU3r17ValSpQzbjxw5olq1aunff/91cGXIiy5evKjGjRvrzJkz6tmzp/W/b/v379eCBQtUvnx5bdy4UcWLF3dypQ5kAHZavny54erqagwbNsw4e/asdfvZs2eNIUOGGG5ubsaKFSucWGHOM2bMGKNChQrGrl27bmnbuXOnUaFCBWPs2LGOLwx50v33328sWbIk0/b//e9/RkBAgOMKQp42aNAgIzAw0IiOjr6l7dy5c0atWrWMwYMHO6Ey52GkCnZr0aKFHnnkEb3//vsZtr/99tvasGGD1q5d69jCcrCqVavqww8/VOfOnTNsX7Rokd566y0dOnTIwZUhL3rttde0du1abdu27ZbRz3///VcPP/ywWrZsecelPgB7VKxYUV999ZWCg4MzbF+1apX69++v48ePO7YwJyJUwW5eXl7atm2bqlatmmH7wYMH1aBBgzuuZ5WfeHp66vDhwypfvnyG7adOnVLlypV19epVB1eGvCgmJkZ169aVq6urQkNDrb+rUVFR+vLLL5WamqrIyEj5+Pg4uVLkBR4eHvr7779Vrly5DNtPnz6tSpUq5av/vrGkAuyWmpqqAgUKZNpeoEABpaamOrCinM/Ly0uxsbGZhqro6GgVLVrUwVUhr/Lx8dHGjRv1yiuvaNSoUUr/m9lisSg4OFhffvklgQqmKVWqlI4fP55pqDp27JhKlCjh4Kqci6v/YLeaNWvql19+ybR96dKlqlmzpgMryvlatmx527u0f/TRR2rZsqUDK0Je5+/vr5UrV+rChQvasmWLNm/erAsXLmjlypUKCAhwdnnIQ4KDg/XWW2/p2rVrt7QlJydr9OjRt70aNS/i9B/sNm/ePL3yyiv69NNP1a9fP7m5/TfQmZKSoq+++kqvv/66pk2bphdeeMG5heYg+/fvV8OGDVWzZk0NHTpU1apVk2EYOnDggD7//HPt379fmzdvJowCyHVOnz6t+vXry8PDQwMGDLD579u0adOUnJys7du3ZzpSnxcRqnBXhg8frokTJ6po0aJ64IEHZBiGjh49qsTERA0cONCu27LkN5s3b1ZISIgOHDhgvY2PYRiqVq2aZs2apcaNGzu5QgDImmPHjunVV1/VH3/8YXO6uXXr1po6dWqmy3vkVYQq3LXNmzfrhx9+0OHDhyVJVapUUbdu3dSoUSMnV5az7dy503qVX5UqVVSnTh3nFgQAJrl06ZL1O6FSpUr5bi5VOkIVAACACZioDgAAYAJCFQAAgAkIVQAAACYgVAEAAJiAUAU42cmTJ1mJHgDyAEIVTPXYY4/pvffe05UrV5xdSq5RsWJF1ahRQ4sXL3Z2KQCAe0CogqkqVKigNWvWqFq1as4uJdcIDw/XyJEjtXDhQmeXAgC4B6xThWyRkJAgLy8vZ5fhdCdPnlT58uWtK6kDAPIuRqpgt8cee0xxcXF29SVQ/ScgIEDnz593dhkAAAcgVMFua9euzfBu5MgcA8EAkH8QqoBsxqk/AMgf3JxdAHKX/fv3Kzo6+rZ9ateu7aBqcofRo0erUKFCt+0zceJEB1UDAMguhCrclVatWmV4SstiscgwDFksFtZcusmePXvk7u6eaTsjWQCQN3D1H+zm4uKirVu3qnTp0rft5+/v76CKcj4XFxdFR0erTJkyzi4FAJDNGKnCXalQoQIB4S7caRQqLi5OK1euVI8ePRxUEQAguzBRHabZvXv3bU9z5Ud3Ggg+ceKEnn/+eQdVAwDIToQq2K158+a3DU2GYTCf6iZz5syRt7e3s8sAADgAp/9gt/DwcGeXkOv07t3b2SUAAByEkSoAAAATMFIFuyUkJNy2/fLlyw6qJPeYMmXKbdvPnDnjoEoAANmNJRVgNxcXl9tezcY6VbcKCAiwq9+xY8eyuRIAQHZjpAp2Y07V3SMsAUD+wUgVAACACRipgt12796d4XZvb29VqFCB261kYOjQoRlu9/b2VpUqVdSpUyd5eHg4uCoAQHZgpAp2S59TdfOPjMVikaenpwYPHqx3331Xrq6uTqow52nZsmWG2+Pi4nTkyBH5+PgoLCxMFSpUcHBlAACzEapgtxMnTmS4PS4uThERERo9erSGDBmi4cOHO7iy3CkhIUE9e/ZU0aJFtWDBAmeXAwC4R4QqmObnn3/WuHHjtGfPHmeXkmts3bpVzzzzTKaBFQCQe7D4J0xTr149rna7S6VKldLFixedXQYAwASEKpgmOjpapUuXdnYZucrmzZv1wAMPOLsMAIAJuPoPpjh//rxGjx6d6cTs/CqzKybj4+MVERGhDz/8UGPHjnVwVQCA7MCcKtjtoYceynDZhPj4eJ0+fVpVq1bVH3/8IV9fXydUlzNldsWk9N+pv6FDh2rEiBEsRwEAeQAjVbBbx44dM9zu5eWlqlWrKjg4mOUUbpLZHDMvLy8VL17cwdUAALITI1UAAAAmYKQKd80wDEVEROj48eOyWCwKCAjI9NQg/hMWFqbFixfbHLMuXbqoWbNmzi4NAGASRqpwV8LDwxUSEqITJ05Y5wmlh4TZs2cTEjLQv39/zZw5U8WLF1eVKlVkGIYOHz6suLg4vfrqq/riiy+cXSIAwAQsqQC7HTlyRO3bt1fFihW1ePFiHThwQPv379eiRYtUrlw5tW3bVkePHnV2mTnKkiVLNGfOHM2ePVsXLlzQpk2btHnzZp0/f15ff/21Zs6cqWXLljm7TACACRipgt1CQ0N14MABrVmz5pY2wzAUFBSkGjVqMPJygw4dOqhmzZoaP358hu0jRoxQVFSUfvnlFwdXBgAwGyNVsNvatWs1ePDgDNssFosGDx6s8PBwxxaVw0VGRurpp5/OtL1Tp06KiIhwYEUAgOxCqILdTp48qVq1amXaHhgYyD3sbnLhwgWVK1cu0/Zy5crpn3/+cWBFAIDsQqiC3RITE1WoUKFM2wsVKqQrV644sKKc79q1aypQoECm7W5ubrp27ZoDKwIAZBeWVMBd2b9/v6KjozNsu3DhgoOryR1Gjx6daRglhAJA3sFEddjtdrdcSd9usViUmprqhOpyphYtWti1fhdz0QAg9yNUwW72zpfy9/fP5koAAMh5OP0Hu9kTlvbu3euASvKOAwcOaNasWfr000+dXQoA4B4xUR337PLly5o5c6YefvhhPfjgg84uJ8dLSkrSrFmz1KRJE9WsWVOrVq1ydkkAABMQqpBl69evV+/evVW2bFl9+umneuyxx7R582Znl5Vj/fXXX+rbt698fHzUr18/NWnSRPv372d0DwDyCEIV7kp0dLQ++ugjVa5cWc8884y8vLyUnJyspUuX6qOPPlKDBg2cXWKOEhsbqwkTJqhatWrq0qWLihUrprVr18rFxUV9+/ZVtWrVnF0iAMAkhCrY7cknn1TVqlW1e/duTZo0SWfPnuWWNHfg7++vPXv2aPLkyTpz5owmTpyo+vXrO7ssAEA2YKI67Pbbb79p4MCBeuWVV1S5cmVnl5Mr+Pv7a8OGDapQoYL8/f0ZmQKAPIyRKthtw4YNunz5surVq6eGDRtq6tSpLPh5B1FRUfr+++917tw5NWjQQPXq1dPnn38uSXatXwUAyD1Ypwp3LSkpSQsXLtTs2bO1detWpaamauLEierbt6+KFi3q7PJyrMTERP3www+aM2eONm/erObNm6tHjx7q2LGjSpcu7ezyAAD3iFCFe3Lw4EHNmjVL3333neLi4tS6dWstW7bM2WXleOnrU3333Xe6ePGirl+/7uySAAD3iFAFU6SmpurXX3/V7NmzCVV3ISUlRcuWLVOnTp2cXQoA4B4RqgAAAEzARHUAAAATEKoAAABMQKgCAAAwAaEKAADABIQqwMn69u2r7777ztllAADuEVf/AU7WokULHT9+XMWKFdPOnTudXQ4AIIsIVUAOsX//ftWoUcPZZQAAsohQBQAAYAI3ZxcA5AdhYWFavHixjh8/LovFooCAAHXp0kXNmjVzdmkAAJMwUgVks/79+2vmzJkqXry4qlSpIsMwdPjwYcXFxenVV1/VF1984ewSAQAm4Oo/IBstWbJEc+bM0ezZs3XhwgVt2rRJmzdv1vnz5/X1119r5syZ3CsRAPIIRqqAbNShQwfVrFlT48ePz7B9xIgRioqK0i+//OLgygAAZmOkCshGkZGRevrppzNt79SpkyIiIhxYEQAguxCqgGx04cIFlStXLtP2cuXK6Z9//nFgRQCA7EKoArLRtWvXVKBAgUzb3dzcdO3aNQdWBADILiypAGSz0aNHq1ChQhm2XblyxcHVAACyCxPVgWzUokULWSyWO/YLDw93QDUAgOxEqAIAADABc6oAJzp69KjatGnj7DIAACYgVAFOdPnyZa1Zs8bZZQAATECoAgAAMAGhCgAAwASEKgAAABOwThWQjR566KHbLqnAOlUAkHcQqoBs1LFjR2eXAABwENapAgAAMAFzqgAAAEzA6T8gG91pTlW6yMhIB1QDAMhOhCogGzGnCgDyD+ZUAQAAmIA5VQAAACbg9B+QjZhTBQD5B6EKyEY3zqkyDEPjx49X//79VaJECecVBQDIFsypAhyoaNGi2rVrl+6//35nlwIAMBlzqgAAAExAqAIAADABoQoAAMAETFQHstGUKVNsnqekpGju3LkqVaqUzfaBAwc6siwAQDZgojqQjQICAu7Yx2Kx6OjRow6oBgCQnQhVAAAAJmBOFQAAgAkIVUA2CgsLU40aNZSQkHBLW3x8vGrWrKn169c7oTIAgNkIVUA2mjRpkl566SV5eXnd0ubt7a2XX35Zn3/+uRMqAwCYjVAFZKNdu3bp8ccfz7S9TZs2ioiIcGBFAIDsQqgCslFMTIwKFCiQabubm5vOnz/vwIoAANmFUAVko/vuu0979+7NtH337t0qW7asAysCAGQXQhWQjdq2bavRo0fr6tWrt7T9+++/Gjt2rNq3b++EygAAZmOdKiAbxcTEqG7dunJ1dVVoaKiqVq0qSYqKitKXX36p1NRURUZGysfHx8mVAgDuFaEKyGYnTpzQK6+8ot9//13pv24Wi0XBwcH68ssv7Vp1HQCQ8xGqAAe5dOmSjhw5IsMwVLlyZRUvXtzZJQEATESoAgAAMAET1QEAAExAqAIAADABoQoAAMAEhCoAAAATEKoAAABMQKgCgDvYtGmTXF1d1a5dO2eXAiAHY0kFALiDF198UUWKFNGsWbN08OBB+fn5ObskADkQI1UAcBuJiYlauHChXnnlFbVr105z5861aV+2bJkqV64sT09PtWzZUvPmzZPFYlFcXJy1z4YNG/Too4+qYMGCKl++vAYOHKikpCTHfhAA2Y5QBQC38dNPP6latWqqWrWqnnvuOc2ePdt6u6Fjx46pS5cu6tixo3bt2qWXX35Zb731ls3r//77bz3++OPq3Lmzdu/erYULF2rDhg0KDQ11xscBkI04/QcAt9G0aVM9++yzGjRokFJSUlS2bFktWrRILVq00MiRI7VixQrt2bPH2v/tt9/WBx98oEuXLqlYsWJ68cUX5erqqq+++sraZ8OGDWrevLmSkpLk6enpjI8FIBswUgUAmTh48KC2bt2q7t27S5Lc3NzUtWtXzZo1y9reoEEDm9c8/PDDNs937dqluXPnqkiRItZHcHCw0tLSdOzYMcd8EAAO4ebsAgAgp5o1a5ZSUlJsJqYbhiEPDw9NnTrVrn0kJibq5Zdf1sCBA29pq1Chgmm1AnA+QhUAZCAlJUXffvutPvvsM7Vp08amrWPHjvrhhx9UtWpVrVy50qZt27ZtNs/r1q2r/fv3q1KlStleMwDnYk4VAGRg6dKl6tq1q2JjY+Xt7W3TNmLECIWFhemnn35S1apVNWTIEIWEhGjnzp0aNmyYTp8+rbi4OHl7e2v37t1q1KiR+vbtqxdffFGFCxfW/v37tXr1artHuwDkDsypAoAMzJo1S0FBQbcEKknq3Lmztm/frsuXL+vnn3/W4sWLVbt2bU2fPt169Z+Hh4ckqXbt2lq3bp0OHTqkRx99VA899JDGjBnDWldAHsRIFQCY6IMPPtCMGTN06tQpZ5cCwMGYUwUA92DatGlq0KCBSpYsqb/++kuffPIJa1AB+RShCgDuweHDh/X+++/r4sWLqlChgoYNG6ZRo0Y5uywATsDpPwAAABMwUR0AAMAEhCoAAAATEKoAAABMQKgCAAAwAaEKAADABIQqAAAAExCqAAAATECoAgAAMMH/A2HMpdN+oaIfAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
],
"source": [
"# lets plot for age\n",
"age_counts = df['age'].value_counts()\n",
"plot_frequency_distribution(age_counts.index, age_counts.values, 'Age')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ty9C-VDeHTQR"
},
"source": [
"> The clusters of test subjects that comprised of adults and older adults were the ones that participated in the clinical trials the most, while the cluster that comprised of older adults only had the smallest number of participants."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "HZZTPtTsWBnw",
"outputId": "38a63edc-2d9c-4f0f-d693-5c84555bf9bb"
},
"outputs": [
{
"output_type": "display_data",
"data": {
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]
},
"metadata": {}
}
],
"source": [
"# lets plot for the study phases\n",
"phases_counts = df['phases'].value_counts()\n",
"\n",
"fig = go.Figure(go.Bar(\n",
" x=phases_counts.index,\n",
" y=phases_counts.values,\n",
" text=phases_counts.index,\n",
" textposition='outside',\n",
" marker_color=phases_counts.values\n",
"))\n",
"\n",
"fig.update_layout(\n",
" title='Phases Across Studies',\n",
" xaxis_title = 'Phases',\n",
" yaxis_title = 'Count of phases')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZEPhG1LrW3mz"
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"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6tjnQFC-Tanj"
},
"source": [
"> Most studies were applicable in phase 2."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
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"base_uri": "https://localhost:8080/",
"height": 846
},
"id": "jOM0_-cqXK8i",
"outputId": "64b2762f-4608-444c-89b1-a5930ce4a774"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[]"
]
},
"metadata": {},
"execution_count": 40
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# lets plot a pie chart for phases\n",
"ax = df['phases'].value_counts().sort_values().plot(kind='pie', figsize=(20,10), colormap='Paired', title='Clinical Trials By phases')\n",
"ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
"ax.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Vm1FtnrfKfCd"
},
"source": [
"> Most studies were applicable in phase 2."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "4Y4zh6PHVh21",
"outputId": "d442a12e-7eda-4a3a-d7ac-554e2fd19200"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
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},
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],
"source": [
"# lets plot for the study funder_type\n",
"funder_type_counts = df['funder_type'].value_counts()\n",
"\n",
"fig = go.Figure(go.Bar(\n",
" x=funder_type_counts.index,\n",
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" text=funder_type_counts.index,\n",
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"))\n",
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},
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""
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{
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"source": [
"> Other funder_type formed the bigger portion of the funder type for the clinical trials.\n",
"\n",
"> **Industry** followed in funding amongst the availed funder types."
]
},
{
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"height": 542
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"id": "PEBxXjnLQevB",
"outputId": "80786807-23f9-4e25-dac3-56679c51aba8"
},
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{
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" \n",
"var gd = document.getElementById('cba6d8d3-c606-41e0-98c5-b4181098bce3');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
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"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
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"\n",
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"</body>\n",
"</html>"
]
},
"metadata": {}
}
],
"source": [
"# lets plot a pie chart for the study results\n",
"import plotly.express as px\n",
"fig = px.pie(df,'study_results')\n",
"fig.update_layout(title='Do we have any results to study?')\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W0lVpyBhXI3M"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7Hfu0cVKQ759"
},
"source": [
"> 12.6% of the studies have attained some results, the remaining 87.4% has no results to study."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 596
},
"id": "kG-KxJpJLVxj",
"outputId": "cbeae95a-8548-4375-c53a-e911d7d219ea"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# lets plot for study type\n",
"study_type_counts = df['study_type'].value_counts()\n",
"plot_frequency_distribution(study_type_counts.index, study_type_counts.values, 'Study Type')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rT8RsV5XL3l2"
},
"source": [
"> Interventional study types formed a bigger part of the clinical trials."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CuF3VkDRp0tu"
},
"source": [
"Intervention refers to the medicinal product (e.g drug, device, vaccine, placebo etc) given to the patients in a study. Let’s see the top five interventions given in these studies"
]
},
{
"cell_type": "code",
"source": [
"# Filter for INTERVENTIONAL studies\n",
"interventions = df[df['study_type'] == 'INTERVENTIONAL']\n",
"\n",
"# Get the top 5 drugs\n",
"top_drugs = interventions['interventions'].value_counts().head(5)\n",
"\n",
"\n",
"ax = top_drugs.sort_values().plot(kind='barh', color='g', title='Top 5 Drugs Tested')\n",
"ax.set_xlabel('Count')\n",
"ax.set_ylabel('Drugs')\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "iTyQdbv_bU9h",
"outputId": "abdd5f06-bdcc-4ebf-a4cf-b152fe4fc841"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yGI1ct24Y9Ns"
},
"source": [
"> These are the top 4 drugs and 1 remedy which were tested during the clinical trials in a plot."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L7-DZoR4r-fU",
"outputId": "46322bec-cb70-44e3-c6dd-9f88c9f1210c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Drug Disease Count\n",
"0 DRUG: Pembrolizumab Metastatic Breast Cancer|Brain Metastases 114\n",
"1 DRUG: Metformin Endometrial Cancer 79\n",
"2 DRUG: Nivolumab Colon Cancer Stage II/III 76\n",
"3 BEHAVIORAL: Exercise Fatigue 72\n",
"4 DRUG: Lenalidomide Acute Leukemia 65\n"
]
}
],
"source": [
"# lets see the top 5 conditions studied by interventional study type\n",
"# lets get the top 5 drugs\n",
"top_drugs = interventions['interventions'].value_counts().head(5)\n",
"\n",
"# lets get the corresponding diseases for the top drugs\n",
"diseases = []\n",
"for drug in top_drugs.index:\n",
" condition = interventions[interventions['interventions'] == drug]['conditions'].iloc[0]\n",
" diseases.append(condition)\n",
"\n",
"# lets create a DataFrame to display the top drugs and the diseases they cure\n",
"top_drugs_df = pd.DataFrame({'Drug': top_drugs.index, 'Disease': diseases, 'Count': top_drugs.values})\n",
"\n",
"print(top_drugs_df)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "V5VicRaKvvge"
},
"source": [
"> Metastatic Breast Cancer|Brain Metastases, Endometrial cancer, Colon Cancer Stage II/III, fatigue and Acute Leukemia are the top conditions covered by interventional studies."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EQpRldXImHoE"
},
"source": [
"Numerical"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5ElSznLzrtnv"
},
"source": [
"Lets see how large Interventional Trials are:\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uI2uVog_Y1y7",
"outputId": "e49d9636-35f8-48a3-9a82-7a9e9740ffe5"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Group Names Enrollment\n",
"0 < 20 30352\n",
"1 21-40 23730\n",
"2 41-60 18102\n",
"3 61-100 19750\n",
"4 101-200 21237\n",
"5 201-400 14993\n",
"6 401-600 7124\n",
"7 >600 5825\n"
]
}
],
"source": [
"# lets select the target column in our df\n",
"df['enrollment'] = df['enrollment'].astype(int)\n",
"\n",
"# Let's remove the trials with recruitment status withdrawn and terminated\n",
"enrollment = df.loc[\n",
" (df['study_status'] != 'Withdrawn') & (df['study_status'] != 'Terminated')]\n",
"\n",
"bins = [-1, 20, 40, 60, 100, 200, 400, 600, 1000]\n",
"group_names = ['< 20', '21-40', '41-60', '61-100', '101-200', '201-400', '401-600', '>600']\n",
"categories = pd.cut(enrollment['enrollment'], bins, labels=group_names)\n",
"\n",
"# Let's add categories as a column in the DataFrame\n",
"enrollment['Category'] = categories\n",
"\n",
"# Let's view value counts\n",
"enrollment_counts = enrollment['Category'].value_counts().sort_index(ascending=True)\n",
"\n",
"# Now, let's create a DataFrame with two columns\n",
"table_df = pd.DataFrame({\n",
" 'Group Names': enrollment_counts.index,\n",
" 'Enrollment': enrollment_counts.values\n",
"})\n",
"\n",
"print(table_df)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sZWmOYFrcfTr"
},
"source": [
"> The majority of trials fall into the \"< 20\" and \"21-40\" enrollment categories, indicating that a significant portion of the trials have relatively small participant numbers.\n",
"\n",
"> Trials with enrollments greater than 400 participants (\"401-600\" and \">600\") are less common, which suggests that trials involving extremely large participant groups are relatively less prevalent."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cEyiSO9vg-Sa"
},
"source": [
"### B) Bivariate Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nIHBivvBcVHH"
},
"source": [
"Categorical - Categorical"
]
},
{
"cell_type": "markdown",
"source": [
"Lets see the relationship between the study phases and terminated study_status"
],
"metadata": {
"id": "AAKjRCCUkLIS"
}
},
{
"cell_type": "code",
"source": [
"# lets import chi_2 contigency\n",
"from scipy.stats import chi2_contingency\n",
"\n",
"# creating a contingency table\n",
"contingency_table = pd.crosstab(df['phases'], df['study_status'])\n",
"\n",
"# lets perform chi-squared test\n",
"chi2, p, _, _ = chi2_contingency(contingency_table)\n",
"\n",
"# printing the results\n",
"print(f\"Chi-squared statistic: {chi2}\")\n",
"print(f\"P-value: {p}\")\n",
"\n",
"# lets interpret the results\n",
"alpha = 0.05 # significance level\n",
"if p < alpha:\n",
" print(\"There is a significant relationship between phases and study status.\")\n",
"else:\n",
" print(\"There is no significant relationship between phases and study status.\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2e7Awg-hjcmq",
"outputId": "c12cb994-f577-4cfc-a431-9effe1dafc86"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Chi-squared statistic: 3920.341849474497\n",
"P-value: 0.0\n",
"There is a significant relationship between phases and study status.\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"Lets see which phase had the highest number of terminated study status."
],
"metadata": {
"id": "qkd1BbzjpkCQ"
}
},
{
"cell_type": "code",
"source": [
"# lets filter for terminated studies\n",
"terminated_studies = df[df['study_status'] == 'TERMINATED']\n",
"\n",
"# lets count the terminated studies for each phase and sort by count in descending order\n",
"phase_counts = terminated_studies['phases'].value_counts().sort_values(ascending=False)\n",
"\n",
"# lets set the style of the plot\n",
"sns.set(style=\"whitegrid\")\n",
"\n",
"# Create a bar plot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.countplot(data=terminated_studies, x='phases', palette='viridis', order=phase_counts.index)\n",
"\n",
"# lets set title and labels\n",
"plt.title('Is there a Relationship between Phases and Terminated Study Status?')\n",
"plt.xlabel('Phases')\n",
"plt.ylabel('Number of Terminated Studies')\n",
"\n",
"# Rotate x-axis labels for better visibility\n",
"plt.xticks(rotation=45)\n",
"\n",
"# Show the plot\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 658
},
"id": "Jo4ASAugoG3Z",
"outputId": "ad5467ca-eaa5-4573-ca90-406085a6e6bf"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"> Phase 2 had the highest number of terminated studies in the clinical trials followed by phase 1."
],
"metadata": {
"id": "p8FmV1QTpB8v"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "MFWbJZFvfztx",
"outputId": "b9827f5b-54ff-4e4f-fda9-9b10679be673"
},
"outputs": [
{
"output_type": "display_data",
"data": {
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"source": [
"# Gender - Age\n",
"# lets make subplots to see the gender distributions among different ages in the clinical trials\n",
"i = 0\n",
"fig = make_subplots(rows=3, cols=2, subplot_titles=list(pd.DataFrame(df.groupby(['age'])['sex'].value_counts()).unstack().index))\n",
"\n",
"for row in range(1, 4):\n",
" for col in range(1, 3):\n",
" dt = pd.DataFrame(df.groupby(['age'])['sex'].value_counts()).unstack().iloc[i]\n",
" fig.add_trace(go.Bar(x=dt.sex.index, y=dt.sex.values), row=row, col=col)\n",
" i += 1\n",
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""
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"source": [
"> Most studies took data from all genders\n",
"\n",
"> In (Adult) and (Child,Adult) Category there is significant number of Female patients considered for the studies"
]
},
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\n"
},
"metadata": {}
}
],
"source": [
"# lets create a word cloud to see which conditions are being focused on in the clinical trials in general\n",
"\n",
"conditions=list(df['conditions'].dropna().unique())\n",
"\n",
"# plotting the word cloud\n",
"fig, (ax2) = plt.subplots(1,1,figsize=[17, 10])\n",
"wordcloud2 = WordCloud(width=1000,height=400).generate(\" \".join(conditions))\n",
"ax2.imshow(wordcloud2,interpolation='bilinear')\n",
"ax2.axis('off')\n",
"ax2.set_title('What Conditions are we trying to treat',fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JQb5_RbLI7cI"
},
"source": [
"Observations:\n",
"\n",
"> The keywords are : Breast Cancer, Lung Cancer, AJCC, cell, Carcinoma indicating major research being done to find a cure for these diseases\n",
"\n",
"> Less Common conditions are Acute Myeloid, Large Cell Heart disease and Lymphoma."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Kgifoe0Ekcv3",
"outputId": "9e6337fe-fbf1-47b8-8e06-3036ec921e0c"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['nct_number', 'study_title', 'study_url', 'study_status',\n",
" 'brief_summary', 'study_results', 'conditions', 'interventions',\n",
" 'primary_outcome_measures', 'secondary_outcome_measures', 'sponsor',\n",
" 'sex', 'age', 'phases', 'enrollment', 'funder_type', 'study_type',\n",
" 'study_design', 'other_ids', 'start_date', 'primary_completion_date',\n",
" 'completion_date', 'first_posted', 'last_update_posted', 'locations'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 53
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uyguXiDlVa3D"
},
"source": [
"Lets see the locations where the studies are taking place"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "mL2kYmT8hcGk",
"outputId": "a5cf05e3-dab0-48b4-8704-d279a684eb52"
},
"outputs": [
{
"output_type": "display_data",
"data": {
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]
},
"metadata": {}
}
],
"source": [
"# lets define the function to extract location\n",
"def splitLoc(loc):\n",
" return loc.split(',')[-1].strip()\n",
"\n",
"# lets apply the function to create the 'Loc' column\n",
"df['Loc'] = df['locations'].apply(lambda x: splitLoc(str(x)))\n",
"\n",
"# now we count occurrences of each location\n",
"locations_counts = df['Loc'].value_counts()\n",
"\n",
"# lets create a choropleth map with improved color contrast\n",
"fig = go.Figure([go.Choropleth(\n",
" locations=locations_counts.index,\n",
" z=locations_counts.values.astype(float),\n",
" locationmode='country names',\n",
" colorscale='YlOrRd', # Change color scale to increase contrast\n",
" autocolorscale=False,\n",
" marker_line_color='white',\n",
" text=locations_counts.index,\n",
" showscale=True,\n",
")])\n",
"\n",
"fig.update_layout(title='Study Locations Globally')\n",
"fig.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QSB6Wew_Xj3_"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cXspWuFhNAE6"
},
"source": [
"> To view the interactive map, open the notebook on colab."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W7y2rtGyXiBh"
},
"source": [
"Observations:\n",
"\n",
"> Most Studies take place in USA.\n",
"\n",
"> Next highest count is in China."
]
},
{
"cell_type": "code",
"source": [
"# lets see the top locations where the trials were conducted\n",
"top_locations = df['Loc'].str.split(';').explode().str.strip().value_counts().head(10)\n",
"print(\"Top 10 Locations for Clinical Trials:\")\n",
"print(top_locations)\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "K8tCmSXC1Cmk",
"outputId": "0f754180-38e7-4ec5-f278-cdd35aff290e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Top 10 Locations for Clinical Trials:\n",
"United States 63201\n",
"China 14935\n",
"United Kingdom 8427\n",
"France 8038\n",
"Canada 5855\n",
"Germany 4099\n",
"Italy 4064\n",
"Spain 3912\n",
"Republic of 3734\n",
"Netherlands 2511\n",
"Name: Loc, dtype: int64\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"> United States, China, United Kingdom, France, Canada, Germany, Italy and Netherlands in order had the highest number of participants in the studies."
],
"metadata": {
"id": "bSc1s0ovLLOd"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "qoodvuFpL6eI"
},
"source": [
"Lets see the distribution of Completed and Terminated Clinical trials against Gender and Age"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 601
},
"id": "UD0NT8U6GwjC",
"outputId": "a0f55b40-6ee9-4948-da1f-6d05386cf558"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 2 Axes>"
],
"image/png": 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},
"metadata": {}
}
],
"source": [
"# lets filter completed and terminated trials\n",
"completed_terminated_trials = df[df['study_status'].isin(['COMPLETED', 'TERMINATED'])]\n",
"\n",
"# lets set the style of the plots\n",
"sns.set(style=\"whitegrid\")\n",
"\n",
"# lets create subplots\n",
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 6))\n",
"\n",
"# Plot age distribution by study status\n",
"sns.histplot(data=completed_terminated_trials, x=\"age\", hue=\"study_status\", multiple=\"stack\", ax=axes[0])\n",
"axes[0].tick_params(axis='x', rotation=90)\n",
"\n",
"# Plot gender distribution by study status\n",
"sns.countplot(data=completed_terminated_trials, x=\"sex\", hue=\"study_status\", ax=axes[1])\n",
"axes[1].tick_params(axis='x', rotation=0)\n",
"\n",
"# Setting titles for subplots\n",
"axes[0].set_title('Age Distribution by Study Status')\n",
"axes[1].set_title('Gender Distribution by Gender')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "y0IqpK4aMWxk"
},
"source": [
"> For both Age and Gender, very few studies were terminated, most studies got to the completion stage."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UySFL_CaNYyr"
},
"source": [
"Lets see the locations where most of the studies were terminated."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "dGriDqAlQbPk",
"outputId": "02772d1c-95ac-489e-d272-87061732505d"
},
"outputs": [
{
"output_type": "display_data",
"data": {
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]
},
"metadata": {}
}
],
"source": [
"# lets filter completed and terminated trials\n",
"completed_terminated_trials = df[df['study_status'].isin(['COMPLETED', 'TERMINATED'])]\n",
"\n",
"# we now count the number of studies in each location\n",
"study_counts = completed_terminated_trials['Loc'].value_counts().reset_index()\n",
"study_counts.columns = ['Location', 'Study Count']\n",
"\n",
"# creating a Choropleth map with customized colors\n",
"fig = px.choropleth(study_counts,\n",
" locations='Location',\n",
" locationmode='country names',\n",
" color='Study Count',\n",
" hover_name='Location',\n",
" color_continuous_scale=['red', 'blue'], # Red for terminated, blue for completed\n",
" title='Distribution of Completed and Terminated Studies by Location')\n",
"\n",
"fig.update_geos(projection_type=\"natural earth\")\n",
"\n",
"# Customize legend\n",
"fig.update_layout(coloraxis_colorbar=dict(title='Study Count', tickvals=[0, study_counts['Study Count'].max()],\n",
" ticktext=['Terminated', 'Completed'],\n",
" tickmode='array', title_font_size=12))\n",
"fig.for_each_trace(lambda t: t.update(name='Completed' if t.name == 'COMPLETED' else t.name))\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UiNsn01CVdjS"
},
"source": [
"> For an interactive map, open the notebook on colab\n",
"\n",
"> Most of the studies in our dataset were terminated across the globe, the United States of America however had a high number of completed studies as compared to anywhere else."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "55uMfww9X2Gp"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "P2pfeQesRCNx"
},
"source": [
"> The United States of America had the highest number of of completed studies as compared to anywhere else."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3qvH0bdGAdYh",
"outputId": "e84f1330-ce76-446a-a97f-639f8563a144"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Top 5 Countries for Completed Trials:\n",
"United States 31217\n",
"United Kingdom 4189\n",
"France 3813\n",
"Canada 3051\n",
"China 2875\n",
"Name: locations, dtype: int64\n",
"\n",
"Top 5 Countries for Terminated Trials:\n",
"United States 6703\n",
"United Kingdom 678\n",
"France 556\n",
"Canada 463\n",
"Germany 335\n",
"Name: locations, dtype: int64\n"
]
}
],
"source": [
"# Filter for completed and terminated trials\n",
"completed_terminated_trials = df[df['study_status'].isin(['COMPLETED', 'TERMINATED'])]\n",
"\n",
"# Get the top 5 countries for completed and terminated trials\n",
"top_countries_completed = completed_terminated_trials[completed_terminated_trials['study_status'] == 'COMPLETED']['locations'].str.split(',').str[-1].str.strip().value_counts().head(5)\n",
"top_countries_terminated = completed_terminated_trials[completed_terminated_trials['study_status'] == 'TERMINATED']['locations'].str.split(',').str[-1].str.strip().value_counts().head(5)\n",
"\n",
"# Print the top 5 countries for completed trials\n",
"print(\"Top 5 Countries for Completed Trials:\")\n",
"print(top_countries_completed)\n",
"\n",
"# Print the top 5 countries for terminated trials\n",
"print(\"\\nTop 5 Countries for Terminated Trials:\")\n",
"print(top_countries_terminated)\n"
]
},
{
"cell_type": "markdown",
"source": [
"> The output is so because these locations are the ones that had the highest number of participants in the studies too."
],
"metadata": {
"id": "rOvugnGOL3SV"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q_GbHEsdSCqW"
},
"source": [
"Lets see the **Diseases** involved in Clinical Trials that were Conducted in **Kenya**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 422
},
"id": "Fg_OQ6FwRR0m",
"outputId": "757323f4-43bc-43eb-e961-880cdaf786f4"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"# lets filter trials for Kenya\n",
"kenya_trials = df[df['Loc'] == 'Kenya']\n",
"\n",
"# now we concatenate all diseases into a single string\n",
"all_diseases = ' '.join(kenya_trials['conditions'])\n",
"\n",
"wordcloud = WordCloud(width=800, height=400, background_color='white').generate(all_diseases)\n",
"\n",
"# lets display the word cloud using matplotlib\n",
"plt.figure(figsize=(10, 5))\n",
"plt.imshow(wordcloud, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "csEBiujaTpFE"
},
"source": [
"> The main focus in Kenya was HIV AIDS, Malaria and Pneumonia."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "15CpgIoMULc9"
},
"source": [
"Lets see the top 5 sponsors for the clinical trials done in kenya."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wf4GZBMWT79o",
"outputId": "8cf5987f-0075-45e2-8798-73c14d8128d3"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"University of Washington 59\n",
"University of California, San Francisco 16\n",
"Duke University 13\n",
"University of Oxford 12\n",
"Centers for Disease Control and Prevention 11\n",
"Name: sponsor, dtype: int64\n"
]
}
],
"source": [
"# lets filter trials for Kenya\n",
"kenya_trials = df[df['Loc'] == 'Kenya']\n",
"\n",
"# Get the top 5 sponsors\n",
"top_sponsors = kenya_trials['sponsor'].value_counts().nlargest(5)\n",
"\n",
"print(top_sponsors)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yyVSY1GBysWB"
},
"source": [
"> These were the top sponsors for clinical trials in kenya"
]
},
{
"cell_type": "code",
"source": [
"# lets see the top 5 sponsors globally\n",
"top_sponsors_ = df['sponsor'].value_counts().head(5)\n",
"print(\"Top 5 Sponsors for Clinical Trials Globally:\")\n",
"print(top_sponsors_)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "RXuAPOE3Ewch",
"outputId": "cbbe12a8-a448-4d82-cf31-7ac907ed22f8"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Top 5 Sponsors for Clinical Trials Globally:\n",
"National Cancer Institute (NCI) 3265\n",
"M.D. Anderson Cancer Center 2478\n",
"Memorial Sloan Kettering Cancer Center 1656\n",
"National Institute of Allergy and Infectious Diseases (NIAID) 1351\n",
"Mayo Clinic 1088\n",
"Name: sponsor, dtype: int64\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xHKlMc62FGJk",
"outputId": "fe5ddc8a-88cc-4be9-9f2f-8aaa54b588ac"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Correlation between completion dates and study outcomes: 0.11142399086136807\n",
"Correlation between completion dates and study phases: -0.05947021892860517\n"
]
}
],
"source": [
"# lets calculate the correlation between completion dates and study outcomes\n",
"completion_vs_outcome_corr = df['completion_date'].dt.year.corr(df['study_status'].astype('category').cat.codes)\n",
"\n",
"# lets calculate the correlation between completion dates and study phases\n",
"completion_vs_phases_corr = df['completion_date'].dt.year.corr(df['phases'].astype('category').cat.codes)\n",
"\n",
"# lets print the correlations\n",
"print(f\"Correlation between completion dates and study outcomes: {completion_vs_outcome_corr}\")\n",
"print(f\"Correlation between completion dates and study phases: {completion_vs_phases_corr}\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VIYWRAUJGnDt"
},
"source": [
"> The positive correlation is fairly weak. It indicates a slight tendency that as completion dates draws nearer, the study outcomes tend to be more positive. However, the correlation is not strong enough to make a definitive statement about causality or a strong relationship."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LbsxlGC2GztR"
},
"source": [
"> The negative correlation is even weaker. It suggests a slight tendency that as completion dates draw nearer, the study phases may tend to be earlier. Again, this correlation is not strong, and it's important to remember that correlation does not imply causation."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bKN8nFNxBy7u"
},
"source": [
"# 6. Modelling"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NmZBkj9HV5iY"
},
"source": [
"Predictive Modelling"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nKUCl9Y7B_ai"
},
"source": [
"We are going to perform Natural Language Processing.\n",
"\n",
"'study_results' is the target variable and 'brief_summary' is the text data to be analyzed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "u8-W22AupYqS",
"outputId": "80ac94da-e4fd-45c1-c390-baa519bc10b9"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Index(['nct_number', 'study_title', 'study_url', 'study_status',\n",
" 'brief_summary', 'study_results', 'conditions', 'interventions',\n",
" 'primary_outcome_measures', 'secondary_outcome_measures', 'sponsor',\n",
" 'sex', 'age', 'phases', 'enrollment', 'funder_type', 'study_type',\n",
" 'study_design', 'other_ids', 'start_date', 'primary_completion_date',\n",
" 'completion_date', 'first_posted', 'last_update_posted', 'locations',\n",
" 'Loc'],\n",
" dtype='object')"
]
},
"metadata": {},
"execution_count": 64
}
],
"source": [
"# lets see our columns once more\n",
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "U-fSJN3_DMV9"
},
"outputs": [],
"source": [
"# lets perform Data Preparation, selecting the x and y variales\n",
"X = df['brief_summary']\n",
"y = df['study_results']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "O_FTBJcfGHIw"
},
"outputs": [],
"source": [
"# lets preprocess text data if necessary (e.g., remove special characters, punctuation, etc.)\n",
"# function for preprocessing\n",
"def preprocess_text(text):\n",
" # Convert to lowercase\n",
" text = text.lower()\n",
" # Remove special characters, punctuation, and digits\n",
" text = re.sub(r'[^a-zA-Z\\s]', '', text)\n",
" # Remove extra whitespaces\n",
" text = re.sub(r'\\s+', ' ', text).strip()\n",
" return text\n",
"\n",
"# Apply preprocessing to each text\n",
"X = X.apply(preprocess_text)"
]
},
{
"cell_type": "code",
"source": [
"# lets import libraries\n",
"import pandas as pd\n",
"import numpy as np"
],
"metadata": {
"id": "0LkIqDH5ZEp_"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GkpzOXWf0SAk",
"outputId": "284bd8f9-6fb1-41dc-f9de-f06c4d96a93e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Accuracy: 0.8846280231335436\n",
" precision recall f1-score support\n",
"\n",
" NO 0.89 0.99 0.94 26581\n",
" YES 0.67 0.17 0.27 3851\n",
"\n",
" accuracy 0.88 30432\n",
" macro avg 0.78 0.58 0.61 30432\n",
"weighted avg 0.86 0.88 0.85 30432\n",
"\n"
]
}
],
"source": [
"# Split data into training and testing sets\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# lets perform feature Extraction\n",
"tfidf_vectorizer = TfidfVectorizer(max_features=50000)\n",
"X_train_tfidf = tfidf_vectorizer.fit_transform(X_train)\n",
"X_test_tfidf = tfidf_vectorizer.transform(X_test)\n",
"\n",
"# lets Perform Model Selection and Training\n",
"model = LogisticRegression()\n",
"model.fit(X_train_tfidf, y_train)\n",
"\n",
"# lets perform evaluation\n",
"y_pred = model.predict(X_test_tfidf)\n",
"accuracy = accuracy_score(y_test, y_pred)\n",
"print(f'Accuracy: {accuracy}')\n",
"\n",
"# lets print the classification report\n",
"print(classification_report(y_test, y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LtdDgShx7fnG"
},
"source": [
"* **Accuracy: 0.88**\n",
"\n",
"This indicates that the model correctly predicted the target variable for approximately 88% of the samples in the test set.\n",
"* **Precision:**\n",
"\n",
"**Class 'NO' (Negative class)**: Among all the samples the model predicted as 'NO', 89% of them were actually 'NO'. This suggests that when the model predicts 'NO', it is usually correct.\n",
"Class 'YES' (Positive class): Among all the samples the model predicted as 'YES', only 66% of them were actually 'YES'. This indicates that the model's ability to correctly identify 'YES' cases is not as strong.\n",
"* **Recall:**\n",
"\n",
"**Class 'NO' (Negative class)**: Out of all the actual 'NO' samples, the model identified 99% of them correctly. This implies that the model is very good at detecting 'NO' cases.\n",
"**Class 'YES' (Positive class)**: Only 17% of actual 'YES' samples were correctly identified by the model. This suggests that the model is not very effective at identifying 'YES' cases.\n",
"* **F1-score:**\n",
"\n",
"The F1-score is a measure that balances precision and recall. It is the harmonic mean of precision and recall.\n",
"**For 'NO'**: 0.94, which is quite high, indicating a good balance between precision and recall for this class.\n",
"**For 'YES'**: 0.27, which is relatively low, indicating a trade-off between precision and recall for this class."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SW-iKx5h7tf-"
},
"source": [
"> In summary, the model performs well in identifying the 'NO' class (negative cases), but it struggles with the 'YES' class (positive cases). This suggests that there might be a class imbalance issue or that further model tuning is needed to improve performance on the 'YES' class.\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qKs9qzbVaxUo"
},
"source": [
"Fine Tuning the model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kjj2WkXYc_ZY",
"outputId": "b9726f6f-5cc0-4c20-8760-e55973740434"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting scikit-optimize\n",
" Downloading scikit_optimize-0.9.0-py2.py3-none-any.whl (100 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m100.3/100.3 kB\u001b[0m \u001b[31m1.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.3.2)\n",
"Collecting pyaml>=16.9 (from scikit-optimize)\n",
" Downloading pyaml-23.9.7-py3-none-any.whl (23 kB)\n",
"Requirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.23.5)\n",
"Requirement already satisfied: scipy>=0.19.1 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.11.3)\n",
"Requirement already satisfied: scikit-learn>=0.20.0 in /usr/local/lib/python3.10/dist-packages (from scikit-optimize) (1.2.2)\n",
"Requirement already satisfied: PyYAML in /usr/local/lib/python3.10/dist-packages (from pyaml>=16.9->scikit-optimize) (6.0.1)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.20.0->scikit-optimize) (3.2.0)\n",
"Installing collected packages: pyaml, scikit-optimize\n",
"Successfully installed pyaml-23.9.7 scikit-optimize-0.9.0\n"
]
}
],
"source": [
"# installing scikit-optimize\n",
"!pip install scikit-optimize"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PzGxUTwgbuFT",
"outputId": "50ca9a24-fec2-403c-8ee2-cf89fe82436c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Best Model Accuracy: 0.89\n",
" precision recall f1-score support\n",
"\n",
" NO 0.90 0.98 0.94 26581\n",
" YES 0.65 0.22 0.33 3851\n",
"\n",
" accuracy 0.89 30432\n",
" macro avg 0.77 0.60 0.63 30432\n",
"weighted avg 0.87 0.89 0.86 30432\n",
"\n"
]
}
],
"source": [
"# lets import bayes search fine tuning\n",
"from skopt import BayesSearchCV\n",
"\n",
"# lets define our hyperparameter search spaces\n",
"param_dist = {\n",
" 'C': (0.001, 1000),\n",
" 'max_iter': (100, 300)\n",
"}\n",
"\n",
"# Performing Bayesian Optimization\n",
"bayesian_search = BayesSearchCV(model, param_dist, n_iter=20, cv=5, n_jobs=-1, scoring='accuracy', random_state=42)\n",
"bayesian_search.fit(X_train_tfidf, y_train)\n",
"\n",
"# lets get the best parameters from the Bayesian search\n",
"best_params = bayesian_search.best_params_\n",
"\n",
"# Creating a model with the best parameters\n",
"best_model = LogisticRegression(C=best_params['C'], max_iter=best_params['max_iter'])\n",
"best_model.fit(X_train_tfidf, y_train)\n",
"\n",
"# lets make predictions and evaluate the model\n",
"y_pred = best_model.predict(X_test_tfidf)\n",
"accuracy = accuracy_score(y_test, y_pred)\n",
"print(f'Best Model Accuracy: {accuracy:.2f}')\n",
"print(classification_report(y_test, y_pred))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jY5KtDXfBM4S"
},
"source": [
"- Precision for \"YES\" class increased from 0.64 to 0.66, which means that the model is better at correctly identifying positive cases.\n",
"\n",
"- Recall for \"YES\" class increased from 0.17 to 0.23, indicating that the model is capturing more of the actual positive cases."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BopalflDJyTt"
},
"source": [
"## (i) How best can you analyze the data?"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "adAsv9d1Wz4B"
},
"source": [
"1. **Data Understanding and Exploration:**\n",
" - Familiarize with the dataset's structure and contents.\n",
" - Identify the variables (columns) and their data types.\n",
" - Check for missing values and decide how to handle them.\n",
" - Explore basic summary statistics to get a sense of the data's distribution.\n",
"\n",
"2. **Data Cleaning and Preprocessing:**\n",
" - Handle missing values: Impute or remove them based on the nature of the data.\n",
" - Remove duplicates, irrelevant columns, or any outliers that may skew the analysis.\n",
" - Standardize data formats (e.g., dates, numeric types, text processing for NLP tasks).\n",
" - Encode categorical variables (if applicable) using techniques like one-hot encoding or label encoding.\n",
" - Normalize or scale numerical features if needed.\n",
"\n",
"3. **Exploratory Data Analysis (EDA):**\n",
" - Visualize the data to identify patterns, trends, and relationships among variables.\n",
" - Use descriptive statistics, histograms, box plots, scatter plots, and correlation matrices.\n",
" - Conduct univariate and multivariate analyses to understand variable interactions.\n",
"\n",
"4. **Feature Engineering:**\n",
" - Create new features or transform existing ones to enhance predictive power.\n",
" - Extract relevant information from text, dates, or other unstructured data.\n",
"\n",
"5. **Hypothesis Testing (if applicable):**\n",
" - Formulate hypotheses related to specific research questions or clinical hypotheses.\n",
" - Use statistical tests to validate or refute these hypotheses.\n",
"\n",
"6. **Model Building (if applicable):**\n",
" - Select appropriate modeling techniques based on the nature of the data (e.g., regression, classification, time series, etc.).\n",
" - Split the data into training and testing sets for model evaluation.\n",
" - Train and validate models using appropriate evaluation metrics.\n",
"\n",
"7. **Model Evaluation and Interpretation:**\n",
" - Assess model performance using relevant metrics (accuracy, precision, recall, F1-score, etc.).\n",
" - Interpret the model results to understand the impact of features on the target variable.\n",
" - Check for overfitting or underfitting and make necessary adjustments.\n",
"\n",
"8. **Clinical Interpretation and Domain Knowledge:**\n",
" - Collaborate with domain experts or healthcare professionals to interpret the findings in a clinical context.\n",
" - Understand the implications of the analysis on patient care or clinical decision-making.\n",
"\n",
"9. **Documentation and Reporting:**\n",
" - Document the entire analysis process, including data preprocessing steps, models used, and their performance.\n",
" - Summarize key findings and insights in a clear, understandable format for stakeholders.\n",
"\n",
"10. **Continuous Improvement and Iteration:**\n",
" - Review and refine the analysis as more data becomes available or as new research questions arise.\n",
" - Stay updated with the latest advancements in clinical research and data analysis techniques."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-JxqJ8IkJ8Hy"
},
"source": [
"## (ii) Can you identify any trends in the clinical studies"
]
},
{
"cell_type": "markdown",
"source": [
"1. Termination of studies was prevalent in african countries.\n",
"\n",
"2. Completed studies had the highest frequency as compared to any other study types.\n",
"\n",
"3. Studies with All sex were more prevalent.\n",
"\n",
"4. Clusters with both adults and older adults were most common in the studies.\n",
"\n",
"5. Phase 2 had the highest number of participants.\n",
"\n",
"6. Funder type encapsulated in \"Other\" were more than those funded by Industry, Govt, NIH.\n",
"\n",
"7. Most study results were not released.\n",
"\n",
"8. Interventional study types were much more copared to Expanded Access and Observational.\n",
"\n",
"\n",
"\n",
"```\n",
"9. Drug Disease Count\n",
"0 DRUG: Pembrolizumab Metastatic Breast Cancer|Brain Metastases 114\n",
"1 DRUG: Metformin Endometrial Cancer 79\n",
"2 DRUG: Nivolumab Colon Cancer Stage II/III 76\n",
"3 BEHAVIORAL: Exercise Fatigue 72\n",
"4 DRUG: Lenalidomide Acute Leukemia 65\n",
"```\n",
"The mentioned drugs and the matching diseases were the most prevalent in interventional studies.\n",
"\n",
"10. US and china had the highest number of trials\n",
"\n",
"11. US had a high number of studies completed. Disclaimer: this is relative to the population as higher number of studies were done in the US.\n",
"\n",
"12. The studies conducted in Kenya focused on the following diseases; HIV, Malaria, Pneumonia and contraception.\n",
"\n",
"13. Top sponsors.University are sponsoring studies more than other organisations for studies done in Kenya."
],
"metadata": {
"id": "zEcqM64qdAIE"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "d_Ud5Pe-J-sp"
},
"source": [
"## (iii) Write the conclusions and recommendations derived from the analysis"
]
},
{
"cell_type": "markdown",
"source": [
"Based on the analysis we made the following recommendations.\n",
"1. Emphasis should be put on conducting more clinical trials in African countries and ensuring higher participation. This will contribute to the availability of better-quality medicine for the African population.\n",
"2. Studies should be more focused on getting more male participants to prevent bias when into comes to drawing conclusions for drugs.\n",
"3. More trials should be done on different age groups equally in order to counter diseases that come at different ages i.e., studies should not be all focused-on adults and older adults.\n",
"4. More interventional study types should be done on the African continent because very few of them get terminated.\n",
"5. More participation globally should be encouraged to ensure more study results are available and released even after termination in phase2.\n",
"6. Studies on more conditions other than HIV and AIDS, Malaria, and pneumonia should be conducted in Kenya so that the trials are well representative of most conditions affecting the population.\n"
],
"metadata": {
"id": "ee-zxJ2VXlmB"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "dm21sosXiVRJ"
},
"source": [
"# 6. Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4bjB46CuFfnh"
},
"source": [
"# 7. Follow up Questions"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LKoaq_lvF5rJ"
},
"source": [
"a). Did we have the right data?"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kaWeBLLDF8Jb"
},
"source": [
"> Yes, the dataset includes various attributes crucial to clinical trials. These features provide valuable information about factors influencing the outcomes of the trials. The visualizations built on this dataset demonstrate strong generalization on data, resulting in highly informative conclusions."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4EgdvR47GBr2"
},
"source": [
"b). Do we need other data to answer our question?\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lBwib2S7GF5H"
},
"source": [
"> To improve the credibility of the predictions, data with a label class could be used, and machine learning introduced.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lZOoucHcGJo9"
},
"source": [
"c). Did we have the right question?"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JVxMjqZaGPoG"
},
"source": [
"\n",
"> Yes, we have the right question as the features are relevant (necessary and sufficient) in answering the posed question."
]
}
],
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