From ff7300ce6b2cc2e50b4c290778d6521737bf565b Mon Sep 17 00:00:00 2001 From: Noer Ni'mat Syamsul Kabir <53415246+NoerNikmat@users.noreply.github.com> Date: Fri, 1 Jan 2021 03:30:03 +0700 Subject: [PATCH 1/6] Update README.md the new session description about repo and problem framing --- README.md | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 313db9d..2ac7736 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,15 @@ -# Bangkit_Project - -This repo for our Bangkit_Project. +# ABOUT PROJECT +This repo for our Bangkit Academy Projects + +## OBJECTIVES +### PROBLEM FRAMING + The predicted growth of people infected from the number of positive indicated Coronavirus. +### HYPOTHESIS + How does the age range that affects infected coronavirus? + How does gender affect the number of people infected with coronavirus? + How many people will be infected by the coronavirus in the next seven days? +### FORMULATION + Predicting using TensorFlow with Long Short-Term Memory (LSTM) Models ## Novel Corona Virus 2019 Dataset Source : https://www.kaggle.com/larsupb/covid-19-forecast-germany-with-lgbm-and-keras/data From 70cbcdd22ba012a35141db562389163279094494 Mon Sep 17 00:00:00 2001 From: Noer Ni'mat Syamsul Kabir <53415246+NoerNikmat@users.noreply.github.com> Date: Fri, 1 Jan 2021 03:36:36 +0700 Subject: [PATCH 2/6] Update README.md edit typo and the new session about slide presentation --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 2ac7736..123689f 100644 --- a/README.md +++ b/README.md @@ -5,11 +5,13 @@ This repo for our Bangkit Academy Projects ### PROBLEM FRAMING The predicted growth of people infected from the number of positive indicated Coronavirus. ### HYPOTHESIS - How does the age range that affects infected coronavirus? - How does gender affect the number of people infected with coronavirus? - How many people will be infected by the coronavirus in the next seven days? + - How does the age range that affects infected coronavirus? + - How does gender affect the number of people infected with coronavirus? + - How many people will be infected by the coronavirus in the next seven days? ### FORMULATION Predicting using TensorFlow with Long Short-Term Memory (LSTM) Models +### PRESENTATION + This link for our slide presentation (http://bit.ly/LSTMcovid19) ## Novel Corona Virus 2019 Dataset Source : https://www.kaggle.com/larsupb/covid-19-forecast-germany-with-lgbm-and-keras/data From 5f8f2dbce7e4754c0536374413828952fc5aacf0 Mon Sep 17 00:00:00 2001 From: "Noer Ni'mat S. Kabir" <53415246+NoerNikmat@users.noreply.github.com> Date: Fri, 1 Jan 2021 10:57:43 +0700 Subject: [PATCH 3/6] Edit README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 123689f..d20f563 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# ABOUT PROJECT +# PREDICTING USING LONG SHORT TERM MEMORY (LSTM) MODELS This repo for our Bangkit Academy Projects ## OBJECTIVES From 88c1647e761eb967d2babee66dbe172bac30619e Mon Sep 17 00:00:00 2001 From: "Noer Ni'mat S. Kabir" <53415246+NoerNikmat@users.noreply.github.com> Date: Fri, 1 Jan 2021 10:59:04 +0700 Subject: [PATCH 4/6] edit typo README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index d20f563..59a6619 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# PREDICTING USING LONG SHORT TERM MEMORY (LSTM) MODELS +# PREDICT USING LONG SHORT TERM MEMORY (LSTM) MODELS This repo for our Bangkit Academy Projects ## OBJECTIVES From b9b578af913912fd6749cd88a92ce00a8b43513a Mon Sep 17 00:00:00 2001 From: "Noer Ni'mat S. 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h{huHr2F}rWt|NnyQy-KLJe~tlzo&_+yki;mKLCyZaM}O> literal 0 HcmV?d00001 From d06fe634e51b574adcb043eb7a63ac2ebc253cf3 Mon Sep 17 00:00:00 2001 From: "Noer Ni'mat S. Kabir" Date: Thu, 7 Jan 2021 15:36:56 +0700 Subject: [PATCH 6/6] Update README.md --- README.md | 47 ++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 46 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 59a6619..9133e7f 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ This repo for our Bangkit Academy Projects ### PRESENTATION This link for our slide presentation (http://bit.ly/LSTMcovid19) -## Novel Corona Virus 2019 Dataset +## NOVEL CORONAVIRUS 2019 DATASET Source : https://www.kaggle.com/larsupb/covid-19-forecast-germany-with-lgbm-and-keras/data Day level information on covid-19 affected cases @@ -73,3 +73,48 @@ Some insights could be - Changes in number of affected cases over time - Change in cases over time at country level - Latest number of affected cases + +## METHODE +#### Data Preparation + +The process of using domain knowledge to extract features from raw data via data mining techniques. + +* Feature Selection +* Numerical Imputation +* Categorical Column Grouping +* Extracting column “age_range” +* Extracting date +* Data Profiling + +#### Techniques + +Long short-term memory (LSTM) is an artificial recurrent neural network (RNN) architecture used in the field of deep learning. Unlike standard feedforward neural networks, LSTM has feedback connections. It can not only process single data points (such as images), but also entire sequences of data (such as speech or video). + +## RESULTS + +![1](covid19/1.png) + +People who are prone to coronavirus are old people and young people, especially older people from 80-99 years old. Based on this result, we conclude that older people more susceptible to coronavirus than younger people. And the number of Female patients is more than Male Patients. + +____ + +![2](covid19/2.png) + +The reason why people get infected by coronavirus. The most common things are direct contact with another patient and Visit to Daegu. Therefore, people who have not been exposed to coronavirus should keep their distance from coronavirus patients, and are requested for not to visit Daegu for a while. + +_____ + +![3](covid19/3.png) + +Graph of total coronavirus cases. + +Based on the data, coronavirus began to spread by the end of February. Day after day, the case of coronavirus is apparently growing and more people are being affected. + +____ + +![4](covid19/4.png) + +Graph of Coronavirus prediction in the next 7 days + +Based on the results we have made, the model predicted that for the next seven days the coronavirus will increase, even exceeding the ten thousand people affected by coronavirus. Based on this result, people should be more careful and take care of their health. +