---
# System prepended metadata

title: 高百君論文 整理

---

# Summary
week base
|  | F1-score | 
| -------- | -------- |
| Direct ST test on July all    | `0.8328`    | 
| Direct ST + improved PL method test on July all | `0.8313` |
| Gradual ST test on July all　| `0.8375 ` |
| Gradual ST + improved PL method test on July all | `0.8375` |

Month base
|  |  f1-score |
|---|---|
| Base Model test on July all| `0.8446`|
| Direct ST test on July all | `0.8496`|
| Direct ST + improved PL method test on July all|`0.8547` |
| Gradual ST test on July all|`0.8547`|
| Gradual ST + improved PL method test on July all| `0.8547` |M

| | Re-weight | non-Re-weight|
|---|---|---|
|f1-score|`0.8465`|`0.8496`|
|time(s)|`15617.4`|`11255.6`|

# Week based

## Base Model test on July week1、July week2、July week3、July week4、July all
![image.png](https://hackmd.io/_uploads/ByK3E0EQT.png)


## Direct ST test on July all
```
Kao/Real_traffic/test_on_shino/2019_3month/week_base/WeekBase_All/All/weekbase_all.ipynb
```
![image.png](https://hackmd.io/_uploads/SkGqiVH7T.png)
`May2 Model July All f1score:,  0.8328`
## Direct ST + improved PL method test on July all
```
Kao/Real_traffic/test_on_shino/2019_3month/week_base/WeekBase_All/All/weekbase_all_remove1.ipynb
```
![image.png](https://hackmd.io/_uploads/Sk8hP6H7T.png)

`May2 Model July All f1score:,  0.8313`
## Gradual ST test on July all
![image.png](https://hackmd.io/_uploads/ryMX1WrXp.png)

`May2 Model July All f1score:  0.8375
`

## Gradual ST + improved PL method test on July week1、July week2、July week3、July week4、July all
path:
```
Kao/Real_traffic/test_on_shino/2019_3month/week_base/WeekBase_All/June4/weekbase_June4.ipynb
```
![image.png](https://hackmd.io/_uploads/SkPBoAEma.png)

### July1
![image.png](https://hackmd.io/_uploads/HJvJ20N76.png)

![image.png](https://hackmd.io/_uploads/S1-1hC4XT.png)

### July
![image.png](https://hackmd.io/_uploads/SkvCoR4Xa.png)

![image.png](https://hackmd.io/_uploads/r1JCjREmT.png)

### July3
![image.png](https://hackmd.io/_uploads/B1-piC476.png)

![image.png](https://hackmd.io/_uploads/B1Hhi0N7p.png)

### July4
![image.png](https://hackmd.io/_uploads/rJcojRVXp.png)

![image.png](https://hackmd.io/_uploads/ry0coR4XT.png)

### July all
![image.png](https://hackmd.io/_uploads/SJ68hREXp.png)
`May2 Model July All f1score:  0.8375`





# Month based



## Base Model test on July all
path:
```
Kao/Real_traffic/test_on_shino/2019_3month/month_base/3month_train5_test6%267.ipynb
```
![image.png](https://hackmd.io/_uploads/rJUb_0EQ6.png)


## Direct ST test on July all
```
Kao/Real_traffic/test_on_shino/2019_3month/month_base/train5_selftrain6_10base_test7_WT_IT_non-reweight.ipynb
```
![image.png](https://hackmd.io/_uploads/H1pJKaSQa.png)

![image.png](https://hackmd.io/_uploads/ryPgK6S7T.png)

`0.8496`
## Direct ST + improved PL method test on July all
```
Kao/Real_traffic/test_on_shino/2019_3month/month_base/train5_selftrain6_10base_test7_WT_IT_non-reweight_remove1.ipynb
```
![image.png](https://hackmd.io/_uploads/HyAhOTSQ6.png)

![image.png](https://hackmd.io/_uploads/HJDpdpBX6.png)

`0.8547`
## Gradual ST test on July all
`Kao/Real_traffic/test_on_shino/2019_3month/10_base/Runall/June3-non_improve_ST.ipynb`
![image.png](https://hackmd.io/_uploads/Byz4_6rQT.png)

![image.png](https://hackmd.io/_uploads/rJ2VdpSma.png)
`0.8547`
## Gradual ST + improved PL method test on July all

`Kao/Real_traffic/test_on_shino/2019_3month/10_base/Runall/June3.ipynb`

![image.png](https://hackmd.io/_uploads/HyjuOTB7p.png)

![image.png](https://hackmd.io/_uploads/ByEtd6Bmp.png)
`0.8547`
## Re-weight vs. Non-Re-weight test on July all

### Re-weight
![image.png](https://hackmd.io/_uploads/S1RUtANmT.png)
![image.png](https://hackmd.io/_uploads/B1DwFA47p.png)

`Model test1_f1 f1score:  0.8465`

### Non-re-weight
![image.png](https://hackmd.io/_uploads/H1R6tANQp.png)
![image.png](https://hackmd.io/_uploads/ryvRt0NXa.png)

`Model test1_f1 f1score:  0.8496`
## Re-weight vs. Non-Re-weight Runtime
re-weight time : `Self-Training Process Time:  15617.462481021881`

Non-reweight time : `Self-Training Process Time:  11255.67429113388`
# Summary


|          | model test on Unseen July | 
| -------- | -------- | 
| Topline     | 0.8494     | 
| Base model (may2) | 0.7987|
| May3      | 0.8355|
| May4      | 0.8334|
| June1     | 0.8212|
| June2     | 0.8392|
| June3     | 0.8246|
| June4     | 0.8375|


# Topline
![](https://hackmd.io/_uploads/B13sKWaG6.png)

# May 2 base model
![](https://hackmd.io/_uploads/H1X5K-Tz6.png)

# May 3 
![](https://hackmd.io/_uploads/SJ7RtbazT.png)

# May 4
![](https://hackmd.io/_uploads/rJskcb6f6.png)

# June 1
![](https://hackmd.io/_uploads/B1ZzcWpfp.png)

# June 2
![](https://hackmd.io/_uploads/B1bX9Z6G6.png)

# June 3
![](https://hackmd.io/_uploads/SkxHqb6f6.png)

# June 4
![](https://hackmd.io/_uploads/S1ILcb6MT.png)

