{"cells":[{"metadata":{},"cell_type":"markdown","source":"## Table Of Contents\n\n1. Introduction\n1. Project Overview\n1. Dataset Overview\n1. Exploratory Data Analysis","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 1.Introduction","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Melanoma is a dangerous skin cancer. The skin which is our body’s largest organ stores water and fat and produces vitamin D. The skin made up of 3 main layers namely: Epidermis- the outer layer, Dermis: the inner layer, Hypodermis: the deep layer of fat. The deepest layer of the epidermis just above dermis contains cells called melanocytes which produces pigment melanin which is responsible for skin color. Melanoma begins in melanocytes. Melanoma forms when the healthy melanocytes change and grow out of control forming a cancerous tumor.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### *Skin Cancer in 2020 and beyond*","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"In 2018 global data statistics shows us that the number of diagnosed melanoma skin cancer were 287,723 and non-melanoma skin cancer cases were 1,042,056. 60,712 people died of melanoma skin cancer and 65,155 of non-melanoma skin cancer.\n![image.png](attachment:image.png)\nSource:https://www.melanomauk.org.uk/Handlers/Download.ashx?IDMF=91e70826-91d1-4b5e-9b0c-3dd3da10686d\n\nThe rate of increase of melanoma skin cancer was 44% between 2008 and 2018 with deaths increasing by 32%.  \nThe research by the Global Cancer Observatory for the world Health Organization says that by 2025, the number of cases of melanoma skin cancer diagnosed worldwide will rise 18% to 340,271 with the number of deaths increasing 20% to 72,886. By 2040, the figures are staggering. Nearly half a million (466,914) people will be diagnosed with melanoma skin cancer, an increase of 62% on 2018 figures, while 105,904 will die from the disease, an increase of 74%. 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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### *The solution*","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The simple solution is to increase the awareness of the fact that any UV exposer can be harmful. Skin self-examinations should be carried out every month.\n\n***Reminder***\n\n***Protect yourself if you see the sun. Time for monthly check up if you see the full moon.***","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 2. Project Overview","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### ***Aim of this project:***","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The main aim of this project is to identify melanoma in images of skin lesions. The images of within the same patient will be used to determine the likelihood of identifying melanoma with the help of building a predictive binary classification model. The model will predict whether the lesion in the image is benign or malignant denotated by values 0 and 1 respectively. The binary classification model of Image analysis tool will be useful to automate the diagnosis of melanoma which will improve dermatologists' diagnostic accuracy. A model with higher and better accuracy to detect melanoma will have a positive impact on millions of people.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### ***Dataset Description:***","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The dataset contains image data as well as metadata\n* The images are provided in DICOM format which is commonly used in medical imaging data format.\n* Images are also provided in JPEG and TFRecord format (TFRecord have been resized into uniform 1024x1024).\n* Metadata is also provided in .csv format. In total three .csv files are provided: \n    *  \ttrain.csv -the training set, \n    *  \ttest.csv-the test set\n    *   sample_submission.csv- a sample submission file in the correct format\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### ***Columns/Variables:***","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"1. image_name: unique identifier, points to filename of related DICOM image\n1. patient_id: unique patient identifier\n1. sex: the sex of the patient (when unknown, will be blank)\n1. age_approx: approximate patient age at time of imaging\n1. anatom_site_general_challenge: location of imaged site\n1. diagnosis: detailed diagnosis information (train only)\n1. benign_malignant: indicator of malignancy of imaged lesion\n1. target: binarized version of the target variable","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 3. Dataset Overview","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#Import libraries\nimport os\nfrom os import listdir\nimport pandas as pd \nimport numpy as np\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport seaborn as sns\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Read the files available \nprint(os.listdir(\"../input/siim-isic-melanoma-classification\"))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#map to image data path\nimage_path = \"../input/siim-isic-melanoma-classification/\"\n\n#train data set path\ndf_train = pd.read_csv('../input/siim-isic-melanoma-classification/train.csv')\n\n#test data set path\ndf_test =  pd.read_csv('../input/siim-isic-melanoma-classification/test.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#print train data set shape\nprint('train data', df_train.shape)\n\n#print test dataset shape\nprint('test data', df_test.shape)\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We observed that we have 33126 observations in training data set and 10982 obsevations in test datset. \nThere are 8 variables in train data set and 5 variables in test dataset.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# test set percentage \ndf_train.shape[0] / df_test.shape[0]\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's get some information about the total counts of each variable and data types of each variables in train data set and test dataset.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#Train data set info\ndf_train.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Test data set info\ndf_test.info()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The variables sex, age_approx, anatom_site_general_challenge in train set contain missing values. The variable anatom_site_general_challenge in test data set contain missing  values .","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# count of the total missing values of each variables in train data\ndf_train.isnull().sum()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The variable anatom_site_general_challenge has a large number of missing values.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# count of the total missing values of each variables in test data\ndf_test.isnull().sum()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"In test data set the variable anatom_site_general_challenge has huge number of missing values.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"#### Lets see the 1st 5 rows of both Train and test data sets.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#1st 5 observations in train data set \ndf_train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#1st 5 observations in test data set \ndf_test.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"### 4. Exploratory Data Analysis","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**Let's understand the benign_malignant variable.**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Variable benign_malignant counts in train set\ndf_train['benign_malignant'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"benign_malignant = df_train['benign_malignant'].value_counts()\nlabels = 'benign', 'malignant'\nplt.pie (benign_malignant, labels=labels, autopct='%1.1f%%' )\nplt.title('benign vs malignant')\nplt.axis('equal')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.groupby(\"benign_malignant\").target.value_counts()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The results shows that the target variable is highly imbalanced which could have an impact on the accuracy of the classification model.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### **An overview of the variable anatom_site_general_challenge.**","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# variable anatom_site_general_challenge in train data set\ndf_train['anatom_site_general_challenge'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# variable anatom_site_general_challenge in test data set\ndf_test['anatom_site_general_challenge'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1,2, figsize=(16,8))\n\nsns.countplot(df_train['anatom_site_general_challenge'].sort_values(ascending=False), ax=ax[0], palette=\"Greens_r\")\nax[0].set_xlabel(\"\")\nlabels = ax[0].get_xticklabels();\nax[0].set_xticklabels(labels, rotation=90);\nax[0].set_title(\"Location of imaged site in Train set\");\n\nsns.countplot(df_test['anatom_site_general_challenge'].sort_values(ascending=False), ax=ax[1], palette=\"Blues_r\");\nax[1].set_xlabel(\"\")\nlabels = ax[1].get_xticklabels();\nax[1].set_xticklabels(labels, rotation=90);\nax[1].set_title(\"Location of imaged site in Test set\");","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"It is observed that in both train set and test set the torso has highest counts followed by lower extremity, upper extrimity and head/neck. oral/ and genital has the lowest count. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### The gender variable in details. ","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# count of male and female of variable sex in train data\ndf_train['sex'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# count of male and female of variable sex in test data\ndf_test['sex'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1,2,figsize=(10,5))\nsns.countplot(df_train['sex'], palette=\"Greens_r\", ax=ax[0]);\nax[0].set_xlabel(\"\")\nax[0].set_title(\"Train data set gender counts\");\n\nsns.countplot(df_test['sex'], palette=\"Blues_r\", ax=ax[1]);\nax[1].set_xlabel(\"\")\nax[1].set_title(\"Test data set gender counts\");","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Overall male and female classes in both train set and test set are acceptable. Not very highly imbalance. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### The variable age_approx in train and test data sets.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"#variable age_approx in train set\ndf_train['age_approx'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#variable age_approx in test set\ndf_test['age_approx'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1,2,figsize=(20,5))\n\nsns.countplot(df_train['age_approx'], color=\"lightgreen\", ax=ax[0]);\nlabels = ax[0].get_xticklabels();\nax[0].set_xticklabels(labels, rotation=90);\nax[0].set_xlabel(\"\");\nax[0].set_title(\"Age distribution in train set\");\n\nsns.countplot(df_test['age_approx'], color=\"blue\", ax=ax[1]);\nlabels = ax[1].get_xticklabels();\nax[1].set_xticklabels(labels, rotation=90);\nax[1].set_xlabel(\"\");\nax[1].set_title(\"Age distribution in test set\");","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The age group 45 is found to be with highest number of frequency in both train and test data sets. The age group 10 and less than 10 and also 90 years are found to be less frquent. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"#### Let's analyse the frequency of male and female with respect with age group. ","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# Male and female frequency per age group in train set\ndf_train.groupby(\"age_approx\").sex.value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Male and female frequency per age group in test set\ndf_test.groupby(\"age_approx\").sex.value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"fig, ax = plt.subplots(1,2,figsize=(24,7))\nsns.countplot(df_train['age_approx'], hue=df_train['sex'], ax=ax[0], palette=\"Greens_r\");\nsns.countplot(df_test['age_approx'], hue=df_test['sex'], ax=ax[1], palette=\"Blues_r\");","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The age distribution in train set is almost normally distributed, however there are multiple modes in test datasets.\nAge group 45 is the peak in both train and test set.\nIn test set age 55 and 70 are found to have mode.\n\nIt is observed that male are more in count in most of the age group. However, in train set age group 25 to 40 female is found to be more frequent. Age group 55 in train set has more female count and age group 50 in test set has more female counts.\nMale patients with age group higher than 70 are found to be more in both train and test sets.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### The frequency of variable diagnosis.","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# diagnosis type in train set\ndf_train['diagnosis'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Total percentage of unknown diagnosis\n27124/33126*100","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"It is observed that in train set 81% observations have unknown diagnosis. The variable diagnosis counts are imbalanced.","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","collapsed":true,"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":false},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}