202210 자율주행 센서의 안테나 성능 예측 AI 경진대회

author-profile Jins
∣
2022년 11월 10일
목록으로 돌아가기

Summary

Description

데이터 분석 관련 두번째 포스팅 글입니다.

이번 시간에는 제가 2022년 8월에 나갔던 경진대회 코드를 리뷰하겠습니다.

데이터 분석의 목적은 공정 데이터를 활용하여 Radar 센서의 안테나 성능 예측을 위한 AI 모델을 개발하는 것으로, 즉 공정데이터와 제품 성능간 상관 분석을 통해 제품의 불량을 예측하고 분석하는 것입니다.

데이터 분석에 들어가기 앞서서 다룰 데이터가 생소하여 데이터 분석 전 간단히 데이터에 대한 공부가 필요했습니다.

그리고, 일주일동안의 짧은 분석시간으로 인해 미흡한 부분이 많습니다. 코드 작성에 도움을 주신 많은 분들의 코드 링크는 다음과 같습니다.

  • https://dacon.io/competitions/official/235927/codeshare/6045?page=1&dtype=recent
  • https://dacon.io/competitions/official/235927/codeshare/5869?page=2&dtype=recent
  • https://dacon.io/competitions/official/235927/codeshare/5964?page=2&dtype=recent
  • https://dacon.io/competitions/official/235927/codeshare/6052?page=1&dtype=recent

    Contents

Data Study

  • 차량용 레이더: 첨단 운전자 보조 시스템(ADAS) & 자율주행 기능 지원 역할
    • 라이다 대비 카메라 해상도 떨어짐 -> 물체 식별 능력 단점
    • 날씨에 큰 상관이 없음
    • 대상 물체의 속도까지 인식 가능
  • 레이더 원리
    • 네비게이션 GPS: 30개 안팎의 위성 -> 신호를 받으면 신호 도달 시간으로 위성~수신기 사이의 거리 파악 가능 -> 3, 4개 이상의 위성으로부터 거리를 알면 현재 수신기의 위치 특정 가능
    • 사람, 동물 파악: 레이더에서 송신 안테나를 통해 신호 보내고, 탐지 대상에게 맞고 반사된 신호를 수신 안테나로 받아서, 대상의 거리/각도/속도 측정 -> 여러 개의 수신/송신 안테나를 조합하여 사용하면 여러 개의 GPS 위성과 같은 효과 낼 수 있음 -> 해상도 향상 image image
  • 레이돔(Radar+Dome): 외부 환경으로부터 레이더 보호하는 덮개 역할 -> 전파 투과 특성 우수한 재질로 만들어야 함

  • 열이 많이 발생하는 RF PCB 부품 – Shielding2 사이 방열소재 도포 = 열 확산

  • 공정 과정 1) TIM 도포 과정 (TIM용액의 양과 도포된 면적 관리) => RF 부분 SMT 납량 2) PCB 얹기 과정 3) 프레스핏 과정 ( PCB를 정해진 힘으로 눌러서 커넥터 Pin 삽입하는 공정) 4) 스크류 조립 과정 (PCB가 단단히 고정되도록 나사 체결하는 공정) => 스크류 삽입 깊이 / 스크류 체결 시 분당 회전수 5) Sealant 도포 과정 (방수 성능 만족을 위해 Sealant, 본드 성분으로 밀폐되도록 도포하는 공정) => 실란트 본드 소요량 6) 레이돔 조립 과정 (레이돔을 조립하고 평탄도를 검사하는 공정) => 레이돔 치수 (성능 좌우된다) 7) calibration 과정 => Cal 투입 전 대기 시간 (길어지면 gain값이 낮아진다)
  • X 변수
    • PCB 체결시 단계별 누름량 : X_01,02,05,06
    • 방열 재료 무게 : X_03,10,11
    • 검사 통과 여부 : X_04,23,47,48 #제외
    • 방열 재료 면적 : X_07,08,09 (넓을수록 안좋다)
    • 커텍터 위치 기준 좌표 (= 장비의 원점으로부터 거리 값) : X_12
    • 각 안테나 패드 위치 차이 : X_13
    • 안테나 패드 위치 : X_14,15,16,17,18
    • 스크류 삽입 깊이 : X_19,20,21,22 / 30,31,32,33
    • 커넥터 핀 치수 : X_24,25,26,27,28,29
    • 스크류 체결 시 분당 회전수 : X_34,35,36,37
    • 하우징 PCB 안착부 치수 : X_38,39,40
    • 레이돔 치수 : X_41,42,43,44 (성능 좌우된다)
    • 안테나 부분 레이돔 기울기 : X_45
    • 실란트 본드 소요량 : x_46
    • Cal 투입 전 대기 시간 : X_49 (길어지면 gain값이 낮아진다)
    • RF 부분 SMT 납량 : X_50,51,52,53,54,55,56
  • Y 변수
    • 안테나 Gain 평균 (= 높을수록 안테나 방향이 커집니다) / 신호 대 잡음비 ( =클수록 좋다)
      • 각도 1 : Y_01 / 06
      • 각도 2 : Y_05 / 08
      • 각도 3 : Y_07 / 09
      • 각도 4 : Y_11 / 10
      • 각도 5 : Y_12
      • 각도 6 : 13
      • 각도 7 : 14
    • 안테나 Gain 편차
      • 1 : 02
      • 2 :03
    • 평균 신호대 잡음비 : 04

Import

!sudo apt-get install -y fonts-nanum
!sudo fc-cache -fv]
!rm ~/.cache/matplotlib -rf

Reading package lists... Done
Building dependency tree       
Reading state information... Done
The following package was automatically installed and is no longer required:
  libnvidia-common-460
Use 'sudo apt autoremove' to remove it.
The following NEW packages will be installed:
  fonts-nanum
0 upgraded, 1 newly installed, 0 to remove and 5 not upgraded.
Need to get 9,604 kB of archives.
After this operation, 29.5 MB of additional disk space will be used.
Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 fonts-nanum all 20170925-1 [9,604 kB]
Fetched 9,604 kB in 2s (3,978 kB/s)
debconf: unable to initialize frontend: Dialog
debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 1.)
debconf: falling back to frontend: Readline
debconf: unable to initialize frontend: Readline
debconf: (This frontend requires a controlling tty.)
debconf: falling back to frontend: Teletype
dpkg-preconfigure: unable to re-open stdin: 
Selecting previously unselected package fonts-nanum.
(Reading database ... 123941 files and directories currently installed.)
Preparing to unpack .../fonts-nanum_20170925-1_all.deb ...
Unpacking fonts-nanum (20170925-1) ...
Setting up fonts-nanum (20170925-1) ...
Processing triggers for fontconfig (2.12.6-0ubuntu2) ...
fc-cache: invalid option -- ']'
usage: fc-cache [-EfrsvVh] [-y SYSROOT] [--error-on-no-fonts] [--force|--really-force] [--sysroot=SYSROOT] [--system-only] [--verbose] [--version] [--help] [dirs]
Build font information caches in [dirs]
(all directories in font configuration by default).

  -E, --error-on-no-fonts  raise an error if no fonts in a directory
  -f, --force              scan directories with apparently valid caches
  -r, --really-force       erase all existing caches, then rescan
  -s, --system-only        scan system-wide directories only
  -y, --sysroot=SYSROOT    prepend SYSROOT to all paths for scanning
  -v, --verbose            display status information while busy
  -V, --version            display font config version and exit
  -h, --help               display this help and exit

import matplotlib.pyplot as plt
plt.rc('font', family='NanumBarunGothic')

import pandas as pd
import random
import os
import numpy as np

from sklearn.linear_model import LinearRegression
from sklearn.multioutput import MultiOutputRegressor

def seed_everything(seed):
    random.seed(seed)
    os.environ['PYTHONHASHSEED'] = str(seed)
    np.random.seed(seed)
seed_everything(42) # Seed 고정

from google.colab import drive
drive.mount('/content/drive')

Mounted at /content/drive

jungboytx=pd.read_csv('/content/drive/MyDrive/open/meta/x_feature_info.csv')
jungboytx
Feature 설명
0 X_01 PCB 체결 시 단계별 누름량(Step 1)
1 X_02 PCB 체결 시 단계별 누름량(Step 2)
2 X_03 방열 재료 1 무게
3 X_04 1차 검사 통과 여부
4 X_05 PCB 체결 시 단계별 누름량(Step 3)
5 X_06 PCB 체결 시 단계별 누름량(Step 4)
6 X_07 방열 재료 1 면적
7 X_08 방열 재료 2 면적
8 X_09 방열 재료 3 면적
9 X_10 방열 재료 2 무게
10 X_11 방열 재료 3 무게
11 X_12 커넥터 위치 기준 좌표
12 X_13 각 안테나 패드 위치(높이) 차이
13 X_14 1번 안테나 패드 위치
14 X_15 2번 안테나 패드 위치
15 X_16 3번 안테나 패드 위치
16 X_17 4번 안테나 패드 위치
17 X_18 5번 안테나 패드 위치
18 X_19 1번 스크류 삽입 깊이
19 X_20 2번 스크류 삽입 깊이
20 X_21 3번 스크류 삽입 깊이
21 X_22 4번 스크류 삽입 깊이
22 X_23 2차 검사 통과 여부
23 X_24 커넥터 1번 핀 치수
24 X_25 커넥터 2번 핀 치수
25 X_26 커넥터 3번 핀 치수
26 X_27 커넥터 4번 핀 치수
27 X_28 커넥터 5번 핀 치수
28 X_29 커넥터 6번 핀 치수
29 X_30 스크류 삽입 깊이1
30 X_31 스크류 삽입 깊이2
31 X_32 스크류 삽입 깊이3
32 X_33 스크류 삽입 깊이4
33 X_34 스크류 체결 시 분당 회전수 1
34 X_35 스크류 체결 시 분당 회전수 2
35 X_36 스크류 체결 시 분당 회전수 3
36 X_37 스크류 체결 시 분당 회전수 4
37 X_38 하우징 PCB 안착부 1 치수
38 X_39 하우징 PCB 안착부 2 치수
39 X_40 하우징 PCB 안착부 3 치수
40 X_41 레이돔 치수 (안테나 1번 부위)
41 X_42 레이돔 치수 (안테나 2번 부위)
42 X_43 레이돔 치수 (안테나 3번 부위)
43 X_44 레이돔 치수 (안테나 4번 부위)
44 X_45 안테나 부분 레이돔 기울기
45 X_46 실란트 본드 소요량
46 X_47 3차 검사 통과 여부
47 X_48 4차 검사 통과 여부
48 X_49 Cal 투입 전 대기 시간
49 X_50 RF1 부분 SMT 납 량
50 X_51 RF2 부분 SMT 납 량
51 X_52 RF3 부분 SMT 납 량
52 X_53 RF4 부분 SMT 납 량
53 X_54 RF5 부분 SMT 납 량
54 X_55 RF6 부분 SMT 납 량
55 X_56 RF7 부분 SMT 납 량 
jungboytx=pd.read_csv('/content/drive/MyDrive/open/meta/y_feature_info.csv')
jungboytx
Feature 설명
0 Y_01 안테나 Gain 평균 (각도1)
1 Y_02 안테나 1 Gain 편차
2 Y_03 안테나 2 Gain 편차
3 Y_04 평균 신호대 잡음비
4 Y_05 안테나 Gain 평균 (각도2)
5 Y_06 신호대 잡음비  (각도1)
6 Y_07 안테나 Gain 평균 (각도3)
7 Y_08 신호대 잡음비  (각도2)
8 Y_09 신호대 잡음비  (각도3)
9 Y_10 신호대 잡음비  (각도4)
10 Y_11 안테나 Gain 평균 (각도4)
11 Y_12 신호대 잡음비  (각도5)
12 Y_13 신호대 잡음비  (각도6)
13 Y_14 신호대 잡음비  (각도7) 
jungboyt=pd.read_csv('/content/drive/MyDrive/open/meta/y_feature_spec_info.csv')
jungboyt
Feature 최소 최대
0 Y_01 0.2 2.0
1 Y_02 0.2 2.1
2 Y_03 0.2 2.1
3 Y_04 7.0 19.0
4 Y_05 22.0 36.5
5 Y_06 -19.2 19.0
6 Y_07 2.4 4.0
7 Y_08 -29.2 -24.0
8 Y_09 -29.2 -24.0
9 Y_10 -30.6 -20.0
10 Y_11 19.6 26.6
11 Y_12 -29.2 -24.0
12 Y_13 -29.2 -24.0
13 Y_14 -29.2 -24.0

Data Load

train_df = pd.read_csv('/content/drive/MyDrive/open/train.csv')

train_df.head()
ID X_01 X_02 X_03 X_04 X_05 X_06 X_07 X_08 X_09 ... Y_05 Y_06 Y_07 Y_08 Y_09 Y_10 Y_11 Y_12 Y_13 Y_14
0 TRAIN_00001 70.544 103.320 67.47 1 101.892 74.983 29.45 62.38 245.71 ... 29.632 16.083 4.276 -25.381 -25.529 -22.769 23.792 -25.470 -25.409 -25.304
1 TRAIN_00002 69.524 103.321 65.17 1 101.944 72.943 28.73 61.23 233.61 ... 33.179 16.736 3.229 -26.619 -26.523 -22.574 24.691 -26.253 -26.497 -26.438
2 TRAIN_00003 72.583 103.320 64.07 1 103.153 72.943 28.81 105.77 272.20 ... 31.801 17.080 2.839 -26.238 -26.216 -22.169 24.649 -26.285 -26.215 -26.370
3 TRAIN_00004 71.563 103.320 67.57 1 101.971 77.022 28.92 115.21 255.36 ... 34.503 17.143 3.144 -25.426 -25.079 -21.765 24.913 -25.254 -25.021 -25.345
4 TRAIN_00005 69.524 103.320 63.57 1 101.981 70.904 29.68 103.38 241.46 ... 32.602 17.569 3.138 -25.376 -25.242 -21.072 25.299 -25.072 -25.195 -24.974

5 rows × 71 columns

train_x = train_df.filter(regex='X') # Input : X Featrue
train_y = train_df.filter(regex='Y') # Output : Y Feature

train_x.head()
X_01 X_02 X_03 X_04 X_05 X_06 X_07 X_08 X_09 X_10 ... X_47 X_48 X_49 X_50 X_51 X_52 X_53 X_54 X_55 X_56
0 70.544 103.320 67.47 1 101.892 74.983 29.45 62.38 245.71 0.0 ... 1 1 9706.03 137.043591 135.359219 147.837968 134.313475 125.605427 136.721425 125.028256
1 69.524 103.321 65.17 1 101.944 72.943 28.73 61.23 233.61 0.0 ... 1 1 10423.43 133.736691 135.979817 149.924692 123.630583 127.893337 143.322659 124.877308
2 72.583 103.320 64.07 1 103.153 72.943 28.81 105.77 272.20 0.0 ... 1 1 10948.53 132.805112 131.055355 146.814592 128.939070 127.012195 140.395688 122.238232
3 71.563 103.320 67.57 1 101.971 77.022 28.92 115.21 255.36 0.0 ... 1 1 15007.03 134.138760 133.239422 139.720132 132.260824 130.723186 147.624829 134.875225
4 69.524 103.320 63.57 1 101.981 70.904 29.68 103.38 241.46 0.0 ... 1 1 11051.03 142.728970 136.620022 134.853555 134.760252 125.647793 139.331105 123.272762

5 rows × 56 columns

train_y.head()
Y_01 Y_02 Y_03 Y_04 Y_05 Y_06 Y_07 Y_08 Y_09 Y_10 Y_11 Y_12 Y_13 Y_14
0 2.056 1.456 1.680 10.502 29.632 16.083 4.276 -25.381 -25.529 -22.769 23.792 -25.470 -25.409 -25.304
1 1.446 1.184 1.268 18.507 33.179 16.736 3.229 -26.619 -26.523 -22.574 24.691 -26.253 -26.497 -26.438
2 1.251 0.665 0.782 14.082 31.801 17.080 2.839 -26.238 -26.216 -22.169 24.649 -26.285 -26.215 -26.370
3 1.464 1.079 1.052 16.975 34.503 17.143 3.144 -25.426 -25.079 -21.765 24.913 -25.254 -25.021 -25.345
4 0.983 0.646 0.689 15.047 32.602 17.569 3.138 -25.376 -25.242 -21.072 25.299 -25.072 -25.195 -24.974

데이터 파악

import matplotlib.pyplot as plt
import seaborn as sns
plt.rc('font', family='NanumBarunGothic')
plt.rcParams['font.size']= 15

도메인 분석

  • 중요한 예상 변수 : ‘방열 재료 면적’, ‘안테나 패드 위치’ , ‘스크류 삽입 깊이’, ‘커넥터 핀 치수’ , ‘레이돔 치수’ , ‘cal 투입 전 대기 시간’,’안테나 gain 평균’

결측치 파악

for i in ['X_04','X_23','X_47','X_48']:
  print(i," : ",len(train_x[train_x[i]==0]))
  print(train_x[i].unique())

X_04  :  0
[1]
X_23  :  0
[1]
X_47  :  0
[1]
X_48  :  0
[1]
  • 인사이트 1
    • 검사 통과 여부는 모두 1로 유의미한 변수가 아니다.
for i in train_x.columns:
  if len(train_x[train_x[i]==0]) !=0:
    print(i ," : ", len(train_x[train_x[i]==0]) ,'/', len(train_x[train_x[i]!=0]))

X_10  :  39575 / 32
X_11  :  39580 / 27
X_45  :  1 / 39606
  • 인사이트 2
    • 결측치가 있는 컬럼 : X_10, X_11
    • X_45는 기울기이므로 결측치라고 보기 어려움.

EDA

plt.figure(figsize=(22,14))
train_corr = train_df.corr() # pearson 상관관계 계수
train_corr_2 = train_corr.apply(lambda x : round(x,1)) # 반올림
sns.heatmap(train_corr_2, cmap='RdBu_r', vmax=1, vmin=-1, annot=True, fmt='.1f')

WARNING:matplotlib.font_manager:findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans.





<matplotlib.axes._subplots.AxesSubplot at 0x7feac244f7d0>

png

plt.figure(figsize=(22,14))
sns.heatmap(train_corr_2.loc['X_01':'X_56','Y_01':'Y_14'], cmap='RdBu_r', vmax=1, vmin=-1, annot=True, fmt='.1f')

<matplotlib.axes._subplots.AxesSubplot at 0x7feabf205750>

png

  • 인사이트 3
    • x변수 중 직접적으로 y변수에 영향을 주는 변수는 없었다. => x변수를 여러개 합쳐야 y변수에 영향을 미친다.
plt.figure(figsize=(22,14))
sns.heatmap(train_corr_2.loc['Y_01':'Y_14','Y_01':'Y_14'], cmap='RdBu_r', vmax=1, vmin=-1, annot=True, fmt='.1f')

<matplotlib.axes._subplots.AxesSubplot at 0x7feabc908d90>

png

plt.figure(figsize=(30,20))
sns.heatmap(train_corr_2.loc['X_01':'X_56','X_01':'X_56'], cmap='RdBu_r', vmax=1, vmin=-1, annot=True, fmt='.1f')

<matplotlib.axes._subplots.AxesSubplot at 0x7feabaa5c210>

png

Target: Y 변수

안테나 Gain 평균

train_y[['Y_01','Y_05','Y_07','Y_11','Y_12']]
Y_01 Y_05 Y_07 Y_11 Y_12
0 2.056 29.632 4.276 23.792 -25.470
1 1.446 33.179 3.229 24.691 -26.253
2 1.251 31.801 2.839 24.649 -26.285
3 1.464 34.503 3.144 24.913 -25.254
4 0.983 32.602 3.138 25.299 -25.072
... ... ... ... ... ...
39602 1.382 29.194 3.410 24.261 -26.491
39603 1.482 29.859 3.406 23.427 -27.250
39604 1.117 24.720 3.215 24.301 -26.388
39605 0.895 26.412 4.216 23.305 -26.536
39606 1.147 30.745 3.307 24.450 -26.224

39607 rows × 5 columns

for i in ['Y_01','Y_05','Y_07','Y_11']:
  plt.figure(figsize=(30,10),dpi=150)

  x = train_y[i].index
  y = train_y[i].values

  plt.title("안테나 Gain 평균")
  plt.xlabel(i)
  plt.ylabel("값")
  plt.plot(x, y)
  plt.hlines(y=jungboyt['최소'][jungboyt['Feature']==i], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
  plt.hlines(y=jungboyt['최대'][jungboyt['Feature']==i], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
  plt.show()

WARNING:matplotlib.font_manager:findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans.
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

plt.figure(figsize=(30,10),dpi=150)

x = train_y[['Y_05','Y_11']].index
y = train_y[['Y_05','Y_11']].values

plt.title("안테나 Gain 평균")
plt.xlabel('Y_05 & Y_11')
plt.ylabel("값")
plt.plot(x, y)
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_05'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_05'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_11'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_11'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')

plt.legend(['Y_05','Y_11'])
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

plt.figure(figsize=(30,10),dpi=150)

x = train_y[['Y_01','Y_07']].index
y = train_y[['Y_01','Y_07']].values

plt.title("안테나 Gain 평균")
plt.xlabel('Y_01 & Y_07')
plt.ylabel("값")
plt.plot(x, y)
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_01'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_01'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_07'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_07'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')

plt.legend(['Y_01','Y_07'])
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

  • ‘안테나 Gain 평균’ 결과 변수 -> 각도1, 각도 3 (Y_01, Y_07)에서 정상 벗어난 샘플 다수 존재 -> 도메인 지식을 통해, ‘안테나 Gain 평균‘에 영향을 미치는 변수는 [Cal 투입 전 대기시간/방열재료 무게/방열재료 면적/안테나 패드 위치/스크류 삽입 깊이/커넥터 핀 치수/레이돔 치수] 이 6가지가 중요하다는 것을 알게 됨
  • Y_01는 Y_07와 0-5 사이로 값의 분포가 연속적이고, Y_05는 Y_11와 20-40 사이로 값의 분포가 연속적이다.
  • 특히 영향을 미치는 X 변수들을 regression을 이용하여 두 변수 (Y_01,Y_07)를 효과적으로 구할 수 있는가?

신호 대 잡음비

for i in ['Y_06','Y_08','Y_09','Y_10','Y_12','Y_13','Y_14']:
  plt.figure(figsize=(30,10),dpi=150)

  x = train_y[i].index
  y = train_y[i].values

  plt.title("신호 대 잡음비")
  plt.xlabel(i)
  plt.ylabel("값(신호/노이즈)")
  plt.plot(x, y)
  plt.hlines(y=jungboyt['최소'][jungboyt['Feature']==i], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
  plt.hlines(y=jungboyt['최대'][jungboyt['Feature']==i], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45432 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51592 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45432 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51592 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

plt.figure(figsize=(30,10),dpi=150)

x = train_y[['Y_06','Y_09']].index
y = train_y[['Y_06','Y_09']].values

plt.title("안테나 Gain 평균")
plt.xlabel('Y_06 & Y_09')
plt.ylabel("값")
plt.plot(x, y)
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_06'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_06'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_09'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_09'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')

plt.legend(['Y_06','Y_09'])
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

plt.figure(figsize=(30,10),dpi=150)

x = train_y[['Y_08','Y_10']].index
y = train_y[['Y_08','Y_10']].values

plt.title("안테나 Gain 평균")
plt.xlabel('Y_08 & Y_10')
plt.ylabel("값")
plt.plot(x, y)
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_08'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_08'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최소'][jungboyt['Feature']=='Y_10'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')
plt.hlines(y=jungboyt['최대'][jungboyt['Feature']=='Y_10'], xmin=-1000, xmax=len(x)+1000, color='red', linestyle='dotted')

plt.legend(['Y_08','Y_10'])
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

  • ‘신호 대 잡음비’ 결과 변수 -> 각도 1, 각도 4 (Y_06, Y_10)에서 정상을 벗어난 샘플들이 다수 발견됨
  • Y_08는 Y10와 [-30,20] 사이로 값의 분포가 연속적하다. -> 마찬가지로, 영향을 준 X feature을 regression 이용하여 이 두 변수를 효과적으로 찾을 수 있을까?

Feature: X 변수

  • 가설
    • [‘방열 재료 면적’, ‘안테나 패드 위치’ , ‘스크류 삽입 깊이’, ‘커넥터 핀 치수’ , ‘레이돔 치수’ , ‘cal 투입 전 대기 시간’] 가 ‘안테나 gain 평균’ 구하는 중요 변수이다.

Calibration 투입 전 대기 시간

for i in ['Y_01','Y_05','Y_07','Y_11']:
  plt.figure(figsize=(10,5),dpi=100)

  y = train_df['X_49']
  x = train_df[i]

  plt.title(i)
  plt.ylabel('Cal 투입 전 대기 시간')
  plt.xlabel("안테나 Gain 평균")
  plt.scatter(x, y)
  #plt.hlines(y=0.8, xmin=0, xmax=max(x), color='red', linestyle='dotted')
  #plt.hlines(y=2.2, xmin=0, xmax=max(x), color='red', linestyle='dotted')
  plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53804 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51204 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44592 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53804 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51204 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44592 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44036 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

for i in ['Y_01','Y_05','Y_07','Y_11']:
  plt.figure(figsize=(30,10),dpi=150)

  x = train_df['X_49']
  y = train_df[i]

  plt.title(i)
  plt.xlabel('Cal 투입 전 대기 시간')
  plt.ylabel("안테나 Gain 평균")
  plt.scatter(x, y)
  #plt.hlines(y=0.8, xmin=0, xmax=max(x), color='red', linestyle='dotted')
  #plt.hlines(y=2.2, xmin=0, xmax=max(x), color='red', linestyle='dotted')
  plt.show()

png

png

png

png

  • 인사이트 4
    • 대기시간이 길다면 안테나 Gain 평균이 최고점을 찍지는 못한다.
    • 대기시간이 유의한 변수가 될 수도 있다.

PCB 체결시 단계별 누름량

train_x[['X_01','X_02','X_05','X_06']]
X_01 X_02 X_05 X_06
0 70.544 103.320 101.892 74.983
1 69.524 103.321 101.944 72.943
2 72.583 103.320 103.153 72.943
3 71.563 103.320 101.971 77.022
4 69.524 103.320 101.981 70.904
... ... ... ... ...
39602 66.465 103.320 103.150 66.825
39603 66.465 103.321 102.021 66.825
39604 68.504 103.320 103.144 68.864
39605 66.465 103.320 102.025 67.845
39606 66.465 103.320 102.004 69.884

39607 rows × 4 columns

for i in ['X_01','X_02','X_05','X_06']:
  plt.figure(figsize=(20,10))
  sns.barplot(data=train_x.groupby([i])['X_08'].count().reset_index().rename(columns={"X_08":"수"}),x=i,y="수")
  plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

  • 다른 변수에 비해 X_01, X_06이 표준편차가 2 이상이다.
    • step1,4의 누름량이 Y변수에 영향을 미칠 수도 있다.
train_corr_2[train_corr_2>=0.2].index

Index(['X_01', 'X_02', 'X_03', 'X_04', 'X_05', 'X_06', 'X_07', 'X_08', 'X_09',
       'X_10', 'X_11', 'X_12', 'X_13', 'X_14', 'X_15', 'X_16', 'X_17', 'X_18',
       'X_19', 'X_20', 'X_21', 'X_22', 'X_23', 'X_24', 'X_25', 'X_26', 'X_27',
       'X_28', 'X_29', 'X_30', 'X_31', 'X_32', 'X_33', 'X_34', 'X_35', 'X_36',
       'X_37', 'X_38', 'X_39', 'X_40', 'X_41', 'X_42', 'X_43', 'X_44', 'X_45',
       'X_46', 'X_47', 'X_48', 'X_49', 'X_50', 'X_51', 'X_52', 'X_53', 'X_54',
       'X_55', 'X_56', 'Y_01', 'Y_02', 'Y_03', 'Y_04', 'Y_05', 'Y_06', 'Y_07',
       'Y_08', 'Y_09', 'Y_10', 'Y_11', 'Y_12', 'Y_13', 'Y_14'],
      dtype='object')

PCB1=train_df[['X_01','X_02','X_05','X_06']]
PCB1.plot()

<matplotlib.axes._subplots.AxesSubplot at 0x7feab8c45190>

png

방열 재료 무게 & 방열 재료 면적

train_df[['X_03','X_10','X_11']] #무게
X_03 X_10 X_11
0 67.47 0.0 0.0
1 65.17 0.0 0.0
2 64.07 0.0 0.0
3 67.57 0.0 0.0
4 63.57 0.0 0.0
... ... ... ...
39602 62.27 0.0 0.0
39603 62.77 0.0 0.0
39604 64.67 0.0 0.0
39605 63.67 0.0 0.0
39606 65.67 0.0 0.0

39607 rows × 3 columns

train_df['X_03'].describe() # 방열 재료 1('X_03')의 무게 분포

count    39607.000000
mean        68.826354
std          5.151167
min         56.470000
25%         65.070000
50%         67.270000
75%         71.770000
max         89.170000
Name: X_03, dtype: float64

for i in ['X_03','X_10','X_11']:
  plt.figure(figsize=(20,10))
  sns.barplot(data=train_x.groupby([i])['X_08'].count().reset_index().rename(columns={"X_08":"수"}),x=i,y="수")
  plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

  • 방열재료 1의 무게는 혼합 분포 군집이다.
  • 방열재료 2,3은 대부분 결측치이다.
train_df[['X_07','X_08','X_09']] # 면적
X_07 X_08 X_09
0 29.45 62.38 245.71
1 28.73 61.23 233.61
2 28.81 105.77 272.20
3 28.92 115.21 255.36
4 29.68 103.38 241.46
... ... ... ...
39602 30.20 77.83 298.05
39603 29.21 102.25 270.67
39604 29.96 102.61 198.07
39605 30.30 112.60 275.52
39606 30.16 112.90 276.06

39607 rows × 3 columns

for i in ['X_07','X_08','X_09']:
  plt.figure(figsize=(20,10))
  sns.barplot(data=train_x.groupby([i])['X_03'].count().reset_index().rename(columns={"X_03":"수"}),x=i,y="수")
  plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

for i in ['X_07','X_08','X_09']: # 방열 재료 면적의 데이터 분포 확인
  print(i)
  print(train_df[i].describe(),'\n')

X_07
count    39607.000000
mean        29.407490
std          7.338204
min         14.140000
25%         27.890000
50%         28.840000
75%         29.870000
max        163.860000
Name: X_07, dtype: float64 

X_08
count    39607.000000
mean       164.449320
std        220.402444
min         38.460000
25%        105.990000
50%        115.040000
75%        132.620000
max       2387.440000
Name: X_08, dtype: float64 

X_09
count    39607.000000
mean       225.397470
std         66.734725
min         37.580000
25%        188.540000
50%        234.450000
75%        263.960000
max        637.490000
Name: X_09, dtype: float64
  • 방열 재료 1 면적 X_7의 표준편차 7 이상
  • 방열 재료 2,3 면적 X_8, X_9의 표준편차 각각 220, 66으로 매우 큼
  • 방열 재료 1,2,3의 최소 최대값 차이가 큼 => 이상치 의심됨

이상치 제거

  • 이상치가 결과값에 대해 유의미할 수 있고, 도메인 지식 없이는 쉽게 지우면 안될 것 같다.

안테나 패드 위치

for i in ['X_14','X_15','X_16','X_17','X_18']:
  plt.figure(figsize=(25,5))
  sns.barplot(data=train_x.groupby([i])['X_03'].count().reset_index().rename(columns={"X_03":"수"}),x=i,y="수")
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

스크류 삽입 깊이 & 스크류 체결 시 분당 회전 수

screw = train_x[['X_19','X_20','X_21','X_22']] # 1,2,3,4번 스크류 삽입 깊이

fig, axes = plt.subplots(2,2, figsize = (25,20))

sns.histplot(data = screw, x = "X_19", kde = True, ax = axes[0,0]).set(title = "스크류 삽입 깊이 1")
sns.histplot(data = screw, x = "X_20", kde = True, ax = axes[0,1]).set(title = "스크류 삽입 깊이 2")
sns.histplot(data = screw, x = "X_21", kde = True, ax = axes[1,0]).set(title = "스크류 삽입 깊이 3")
sns.histplot(data = screw, x = "X_22", kde = True, ax = axes[1,1]).set(title = "스크류 삽입 깊이 4")

plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)

png

screw = train_x[['X_34','X_35','X_36','X_37']] # 스크류 체결 시 분당 회전수 1,2,3,4

fig, axes = plt.subplots(2,2, figsize = (25,20))

sns.histplot(data = screw, x = "X_34", kde = True, ax = axes[0,0]).set(title = "스크류 체결 시 분당 회전수 1")
sns.histplot(data = screw, x = "X_35", kde = True, ax = axes[0,1]).set(title = "스크류 체결 시 분당 회전수 2")
sns.histplot(data = screw, x = "X_36", kde = True, ax = axes[1,0]).set(title = "스크류 체결 시 분당 회전수 3")
sns.histplot(data = screw, x = "X_37", kde = True, ax = axes[1,1]).set(title = "스크류 체결 시 분당 회전수 4")

plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52404 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48516 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45817 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54924 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51204 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52404 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48516 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45817 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54924 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51204 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

  • 스크류 관련 분포가 대부분 정규분포를 따르지 않는데, 그 이유가 무엇일까? => 도메인 지식으로 분당 회전수는 중요하지 않다 그랬으므로 크게 신경쓰지 않아도 될 것 같다.

커넥터 핀 치수

for i in ['X_24','X_25','X_26','X_27','X_28','X_29']:
  plt.figure(figsize=(25,5))
  sns.barplot(data=train_x.groupby([i])['X_03'].count().reset_index().rename(columns={"X_03":"수"}),x=i,y="수")
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

  • 커넥터 1,2,3,4,5,6번 핀 치수에서는 모든 핀에서 평균에 모여 있다.
  • 모든 핀에서 평균 앞에 눈에 띄게 샘플의 수가 많이 존재하는 수치가 있다.

레이돔 치수

for i in ['X_41','X_42','X_43','X_44']:
  plt.figure(figsize=(25,5),dpi=150)

  x = train_x[i].index
  y = train_x[i].values
  plt.title(i)
  plt.xlabel("안테나 부위 레이돔 치수")
  plt.ylabel("치수 값")
  plt.plot(x, y)
  # plt.hlines(y=0, xmin=0, xmax=len(x), color='red', linestyle='dotted')
  
  plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)

png

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44050 missing from current font.
  font.set_text(s, 0, flags=flags)

png

for i in ['X_41','X_42','X_43','X_44']:
  plt.figure(figsize=(25,5))
  sns.barplot(data=train_x.groupby([i])['X_03'].count().reset_index().rename(columns={"X_03":"수"}),x=i,y="수")
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

  • 레이돔 치수의 분포는 표준편차가 매우 작으며, 정규 분포를 따른다고 볼 수 있다.

하우징 PCB 안착부 1,2,3 치수

#하우징 PCB 안착부 치수 

housing = train_x[['X_38','X_39','X_40']]

fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (25,7))

sns.histplot(data = housing, x = "X_38", kde = True, ax = ax1).set(title = "하우징 PCB 안착부 1 치수 ")
sns.histplot(data = housing, x = "X_39", kde = True, ax = ax2).set(title = "하우징 PCB 안착부 2 치수")
sns.histplot(data = housing, x = "X_40", kde = True, ax = ax3).set(title = "하우징 PCB 안착부 3 치수")
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54616 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50864 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51669 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52265 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54616 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50864 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51669 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52265 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)

png

RF 1,2,3,4,5,6,7 부분 SMT 납 량

#RF 1,2,3,4,5,6,7 부분 SMT 납 량

RF = train_x[['X_50','X_51','X_52','X_53','X_54','X_55','X_56']]

fig, axes = plt.subplots(4,2, figsize = (30,40))

sns.histplot(data = RF, x = "X_50", kde = True, ax = axes[0,0]).set(title = "RF 1 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_51", kde = True, ax = axes[0,1]).set(title = "RF 2 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_52", kde = True, ax = axes[1,0]).set(title = "RF 3 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_53", kde = True, ax = axes[1,1]).set(title = "RF 4 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_54", kde = True, ax = axes[2,0]).set(title = "RF 5 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_55", kde = True, ax = axes[2,1]).set(title = "RF 6 부분 SMT 납 량")
sns.histplot(data = RF, x = "X_56", kde = True, ax = axes[3,0]).set(title = "RF 7 부분 SMT 납 량")
plt.show()

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48516 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45225 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47049 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48512 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48516 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45225 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47049 missing from current font.
  font.set_text(s, 0, flags=flags)

png

상관관계 분석

레이돔 치수별 각도별 안테나 gain 평균

import seaborn as sns
for i in ['X_41','X_42','X_43','X_44']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'레이돔 치수{i}')
    

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

레이돔 치수별 각도별 신호 대 잡음비

for i in ['X_41','X_42','X_43','X_44']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'레이돔 치수{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47112 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46036 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

커넥터 핀 치수별 각도별 안테나 gain 평균

for i in ['X_24','X_25','X_26','X_27','X_28','X_29']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'커넥터 핀 치수{i}')
    

/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52964 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45349 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53552 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54592 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52964 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45349 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53552 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54592 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

커넥터 핀 치수별 각도별 신호 대 잡음비

for i in ['X_24','X_25','X_26','X_27','X_28','X_29']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'커넥터 핀 치수{i}')

/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
  This is separate from the ipykernel package so we can avoid doing imports until
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52964 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45349 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53552 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54592 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52964 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45349 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53552 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54592 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49688 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

스크류 삽입 깊이별 각도별 안테나 평균

for i in ['X_19','X_20','X_21','X_22']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'스크류 삽입 깊이{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

스크류 삽입 깊이별 각도별 신호 대 잡음비

for i in ['X_19','X_20','X_21','X_22']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'스크류 삽입 깊이{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49828 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53356 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47448 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49341 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51077 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44618 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51060 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

안테나 패드 위치별 각도별 안테나 gain 평균

for i in ['X_14','X_15','X_16','X_17','X_18']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

안테나 패드 위치별 각도별 신호 대 잡음비

for i in ['X_14','X_15','X_16','X_17','X_18']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

방열 재료 면적별 각도별 안테나 Gain 평균

for i in ['X_07','X_08','X_09']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

방열 재료 면적별 각도별 신호 대 잡음비

for i in ['X_07','X_08','X_09']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

Cal 투입 전 대기 시간별 안테나 gain 평균

for i in ['X_49']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

Cal 투입 전 대기 시간별 각도별 신호 대 잡음비

for i in ['X_49']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'안테나 패드 위치{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54056 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 46300 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50948 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

for i in ['X_03','X_10','X_11']:
  for j in ['Y_01','Y_05','Y_07','Y_11']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'안테나 gain 평균{j}')
    plt.xlabel(f'방열 재료 무게{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48169 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50676 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51116 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47308 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47924 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44172 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48169 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50676 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51116 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47308 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47924 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44172 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 8 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 8 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 50504 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 53580 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54217 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44512 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

for i in ['X_01','X_02','X_05','X_06']:
  for j in ['Y_06','Y_08','Y_09','Y_10']:
    plt.figure(figsize= (15,5))
    sns.regplot(x=i, y=j, data=train_df)
    plt.ylabel(f'신호 대 잡음비{j}')
    plt.xlabel(f'PCB 체결 시 단계별 누름량{i}')

/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 52404 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44208 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45800 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 44228 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48324 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45572 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47492 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 47049 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 52404 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44208 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49884 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45800 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 44228 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48324 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45572 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47492 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 47049 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0.0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 49888 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 54840 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 45824 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51105 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 51020 missing from current font.
  font.set_text(s, 0, flags=flags)
/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 48708 missing from current font.
  font.set_text(s, 0, flags=flags)

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

png

import xgboost as xgb
from sklearn.model_selection import train_test_split
train_x_CV, val_x_CV, train_y_CV, val_y_CV = train_test_split(train_x, train_y, test_size=0.2, random_state=42)

from sklearn.model_selection import train_test_split
from sklearn.model_selection import GridSearchCV 
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import MinMaxScaler, StandardScaler 

def modelfit(pip_xgb, grid_param_xgb, x, y) : 
    gs_xgb = (GridSearchCV(estimator=pip_xgb,
                        param_grid=grid_param_xgb,
                        cv=4,
                        # scoring='neg_mean_squared_error',
                        scoring='neg_root_mean_squared_error',
                        n_jobs=-1,
                        verbose=10))

    gs_xgb = gs_xgb.fit(x, y)
    print('Train Done.')

    #Predict training set:
    y_pred = gs_xgb.predict(x)

    #Print model report:
    print("\nModel Report")
    print("\nCV 결과 : ", gs_xgb.cv_results_)
    print("\n베스트 정답률 : ", gs_xgb.best_score_)
    print("\n베스트 파라미터 : ", gs_xgb.best_params_)


pip_xgb1 = Pipeline([('scl', StandardScaler()),
    ('reg', MultiOutputRegressor(xgb.XGBRegressor()))])
grid_param_xgb1 = {
    'reg__estimator__max_depth' : [5, 6, 7],
    'reg__estimator__gamma' : [1, 0.1, 0.01, 0.001, 0.0001, 0],
    'reg__estimator__learning_rate' : [0.01, 0.03, 0.05, 0.07, 0.08],
    'reg__estimator__subsample' : [0.4, 0.6, 0.8],
    'reg__estimator__colsample_bytree' : [0.2, 0.6, 0.8]
}

modelfit(pip_xgb1, grid_param_xgb1, train_x_CV, train_y_CV)

Fitting 4 folds for each of 810 candidates, totalling 3240 fits



---------------------------------------------------------------------------

KeyboardInterrupt                         Traceback (most recent call last)

<ipython-input-63-d01b2344dd3e> in <module>
     39 }
     40 
---> 41 modelfit(pip_xgb1, grid_param_xgb1, train_x_CV, train_y_CV)


<ipython-input-63-d01b2344dd3e> in modelfit(pip_xgb, grid_param_xgb, x, y)
     16                         verbose=10))
     17 
---> 18     gs_xgb = gs_xgb.fit(x, y)
     19     print('Train Done.')
     20 


/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_search.py in fit(self, X, y, groups, **fit_params)
    889                 return results
    890 
--> 891             self._run_search(evaluate_candidates)
    892 
    893             # multimetric is determined here because in the case of a callable


/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_search.py in _run_search(self, evaluate_candidates)
   1390     def _run_search(self, evaluate_candidates):
   1391         """Search all candidates in param_grid"""
-> 1392         evaluate_candidates(ParameterGrid(self.param_grid))
   1393 
   1394 


/usr/local/lib/python3.7/dist-packages/sklearn/model_selection/_search.py in evaluate_candidates(candidate_params, cv, more_results)
    849                     )
    850                     for (cand_idx, parameters), (split_idx, (train, test)) in product(
--> 851                         enumerate(candidate_params), enumerate(cv.split(X, y, groups))
    852                     )
    853                 )


/usr/local/lib/python3.7/dist-packages/joblib/parallel.py in __call__(self, iterable)
   1096 
   1097             with self._backend.retrieval_context():
-> 1098                 self.retrieve()
   1099             # Make sure that we get a last message telling us we are done
   1100             elapsed_time = time.time() - self._start_time


/usr/local/lib/python3.7/dist-packages/joblib/parallel.py in retrieve(self)
    973             try:
    974                 if getattr(self._backend, 'supports_timeout', False):
--> 975                     self._output.extend(job.get(timeout=self.timeout))
    976                 else:
    977                     self._output.extend(job.get())


/usr/local/lib/python3.7/dist-packages/joblib/_parallel_backends.py in wrap_future_result(future, timeout)
    565         AsyncResults.get from multiprocessing."""
    566         try:
--> 567             return future.result(timeout=timeout)
    568         except CfTimeoutError as e:
    569             raise TimeoutError from e


/usr/lib/python3.7/concurrent/futures/_base.py in result(self, timeout)
    428                 return self.__get_result()
    429 
--> 430             self._condition.wait(timeout)
    431 
    432             if self._state in [CANCELLED, CANCELLED_AND_NOTIFIED]:


/usr/lib/python3.7/threading.py in wait(self, timeout)
    294         try:    # restore state no matter what (e.g., KeyboardInterrupt)
    295             if timeout is None:
--> 296                 waiter.acquire()
    297                 gotit = True
    298             else:


KeyboardInterrupt:
  • 다음 모델은 너무 오래걸린다.

모델링 0 (baseline (= multiouput))

LR = MultiOutputRegressor(LinearRegression()).fit(train_x, train_y)
print('Done.')

Done.

test_x = pd.read_csv('/content/drive/MyDrive/open/test.csv').drop(columns=['ID'])
preds = LR.predict(test_x)
print('Done.')

Done.

submit = pd.read_csv('/content/drive/MyDrive/open/sample_submission.csv')
for idx, col in enumerate(submit.columns):
  print(idx,col)
  if col=='ID':
      continue
  submit[col] = preds[:,idx-1]
print('Done.')

0 ID
1 Y_01
2 Y_02
3 Y_03
4 Y_04
5 Y_05
6 Y_06
7 Y_07
8 Y_08
9 Y_09
10 Y_10
11 Y_11
12 Y_12
13 Y_13
14 Y_14
Done.

submit.to_csv('/content/drive/MyDrive/submit.csv', index=False)

모델링 1 (multiouput + xgbregressor)

Model Fit

import xgboost as xgb
xgb = MultiOutputRegressor(xgb.XGBRegressor(n_estimators=100, learning_rate=0.08, gamma = 0, subsample=0.75, colsample_bytree = 1, max_depth=7) ).fit(train_x, train_y)
print('Done.')

[17:07:49] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:08:05] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:08:25] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:08:40] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:08:56] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:09:11] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:09:25] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:09:40] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:09:52] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:10:06] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:10:19] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:10:32] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:10:44] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
[17:10:57] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.
Done.

Inference

test_x = pd.read_csv('/content/drive/MyDrive/open/test.csv').drop(columns=['ID'])

preds = xgb.predict(test_x)
print('Done.')

Done.

Submit

submit = pd.read_csv('/content/drive/MyDrive/open/sample_submission.csv')
for idx, col in enumerate(submit.columns):
  print(idx,col)
  if col=='ID':
      continue
  submit[col] = preds[:,idx-1]
print('Done.')
submit.to_csv('/content/drive/MyDrive/submit.csv', index=False)

모델링 2 (k-fold+catboost)

!pip install catboost

Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting catboost
  Downloading catboost-1.1.1-cp37-none-manylinux1_x86_64.whl (76.6 MB)
     |████████████████████████████████| 76.6 MB 1.2 MB/s 
[?25hRequirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.7/dist-packages (from catboost) (1.3.5)
Requirement already satisfied: graphviz in /usr/local/lib/python3.7/dist-packages (from catboost) (0.10.1)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from catboost) (3.2.2)
Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.7/dist-packages (from catboost) (1.21.6)
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from catboost) (1.15.0)
Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from catboost) (1.7.3)
Requirement already satisfied: plotly in /usr/local/lib/python3.7/dist-packages (from catboost) (5.5.0)
Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->catboost) (2022.6)
Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->catboost) (2.8.2)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (0.11.0)
Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (1.4.4)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (3.0.9)
Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib->catboost) (4.1.1)
Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from plotly->catboost) (8.1.0)
Installing collected packages: catboost
Successfully installed catboost-1.1.1

from sklearn.cluster import KMeans
from sklearn.metrics import mean_squared_error
from sklearn.model_selection import RepeatedKFold, cross_val_score, StratifiedKFold, KFold
import tensorflow as tf
from catboost import CatBoostRegressor, Pool

n_splits = 5
SEED=42
predictions = []
lgnrmses = []
kfold = KFold(n_splits = n_splits, random_state = SEED, shuffle = True)
for i, (train_idx, val_idx) in enumerate(kfold.split(train_x)):
    preds = []
    y_vals = []
    predictions_ = []
    for j in range(1, 15):
        if j < 10:
            train_y_ = train_y[f'Y_0{j}']
        else:
            train_y_ = train_y[f'Y_{j}']
        X_train, y_train = train_x.iloc[train_idx], train_y_.iloc[train_idx]
        X_val, y_val = train_x.iloc[val_idx], train_y_.iloc[val_idx]      
        
        print(f'fit {train_y.columns[j-1]}')
        model = CatBoostRegressor(random_state = SEED)
        model.fit(X_train, y_train, eval_set = [(X_val, y_val)], verbose = 0)
        
        print(f'predict {train_y.columns[j-1]}')
        pred = model.predict(X_val)
        prediction = model.predict(test_x)
        #print(prediction)
        predictions_.append(prediction)
        #print(predictions_)
        preds.append(pred)
        y_vals.append(y_val)
    predictions.append(predictions_)
    print(predictions)

fit Y_01
predict Y_01
fit Y_02
predict Y_02
fit Y_03
predict Y_03
fit Y_04
predict Y_04
fit Y_05
predict Y_05
fit Y_06
predict Y_06
fit Y_07
predict Y_07
fit Y_08
predict Y_08
fit Y_09
predict Y_09
fit Y_10
predict Y_10
fit Y_11
predict Y_11
fit Y_12
predict Y_12
fit Y_13
predict Y_13
fit Y_14
predict Y_14
[[array([1.43889726, 1.50494548, 1.48967359, ..., 1.22136509, 1.24209178,
       1.29646513]), array([1.16649382, 1.2346706 , 1.20581294, ..., 0.9099596 , 0.8776174 ,
       0.9450916 ]), array([1.12016625, 1.13796612, 1.08234457, ..., 0.95112197, 0.99584264,
       1.01259663]), array([13.44193588, 13.30652395, 14.44292705, ..., 12.3794918 ,
       12.99616326, 12.9049966 ]), array([31.15436199, 30.84760922, 30.53855131, ..., 31.15098853,
       30.82704173, 30.23965342]), array([16.7830132 , 16.60143011, 16.87000194, ..., 16.61084099,
       16.61600339, 16.52040595]), array([3.19644895, 3.13013578, 3.04798464, ..., 3.1166075 , 3.15718948,
       3.26579287]), array([-26.13420124, -26.09314583, -26.03792696, ..., -26.48956728,
       -26.45966939, -26.66393837]), array([-25.96592785, -26.11853525, -25.90955645, ..., -26.47698429,
       -26.35787279, -26.59119537]), array([-22.14768105, -22.29667536, -21.85112756, ..., -22.7748053 ,
       -22.75556669, -22.79559026]), array([24.52542238, 24.27841236, 24.40578486, ..., 24.18350461,
       24.46328297, 23.98697941]), array([-26.00083412, -26.03298638, -25.77339911, ..., -26.42366392,
       -26.32898015, -26.56068798]), array([-25.88633984, -26.01047261, -25.88195855, ..., -26.36836938,
       -26.38618281, -26.44131459]), array([-26.05502137, -25.95826896, -25.935607  , ..., -26.4532318 ,
       -26.42052842, -26.62606112])]]
fit Y_01
predict Y_01
fit Y_02
predict Y_02
fit Y_03
predict Y_03
fit Y_04
predict Y_04
fit Y_05
predict Y_05
fit Y_06
predict Y_06
fit Y_07
predict Y_07
fit Y_08
predict Y_08
fit Y_09
predict Y_09
fit Y_10
predict Y_10
fit Y_11
predict Y_11
fit Y_12
predict Y_12
fit Y_13
predict Y_13
fit Y_14
predict Y_14
[[array([1.43889726, 1.50494548, 1.48967359, ..., 1.22136509, 1.24209178,
       1.29646513]), array([1.16649382, 1.2346706 , 1.20581294, ..., 0.9099596 , 0.8776174 ,
       0.9450916 ]), array([1.12016625, 1.13796612, 1.08234457, ..., 0.95112197, 0.99584264,
       1.01259663]), array([13.44193588, 13.30652395, 14.44292705, ..., 12.3794918 ,
       12.99616326, 12.9049966 ]), array([31.15436199, 30.84760922, 30.53855131, ..., 31.15098853,
       30.82704173, 30.23965342]), array([16.7830132 , 16.60143011, 16.87000194, ..., 16.61084099,
       16.61600339, 16.52040595]), array([3.19644895, 3.13013578, 3.04798464, ..., 3.1166075 , 3.15718948,
       3.26579287]), array([-26.13420124, -26.09314583, -26.03792696, ..., -26.48956728,
       -26.45966939, -26.66393837]), array([-25.96592785, -26.11853525, -25.90955645, ..., -26.47698429,
       -26.35787279, -26.59119537]), array([-22.14768105, -22.29667536, -21.85112756, ..., -22.7748053 ,
       -22.75556669, -22.79559026]), array([24.52542238, 24.27841236, 24.40578486, ..., 24.18350461,
       24.46328297, 23.98697941]), array([-26.00083412, -26.03298638, -25.77339911, ..., -26.42366392,
       -26.32898015, -26.56068798]), array([-25.88633984, -26.01047261, -25.88195855, ..., -26.36836938,
       -26.38618281, -26.44131459]), array([-26.05502137, -25.95826896, -25.935607  , ..., -26.4532318 ,
       -26.42052842, -26.62606112])], [array([1.4318211 , 1.47456447, 1.41074416, ..., 1.24109891, 1.26960262,
       1.31131897]), array([1.2404417 , 1.23728236, 1.18394738, ..., 0.91819363, 0.87683697,
       1.01090137]), array([1.12343912, 1.14159504, 1.10740009, ..., 0.95068922, 0.956337  ,
       0.993999  ]), array([13.75710265, 13.37951965, 14.97793844, ..., 13.37915267,
       12.75758004, 12.74850454]), array([31.87684606, 30.76800519, 31.8776471 , ..., 31.0854906 ,
       30.87825209, 30.32826888]), array([16.7193352 , 16.58604749, 17.18884887, ..., 16.66100229,
       16.77299664, 16.61608172]), array([3.25676023, 3.13694974, 3.17977171, ..., 3.17466715, 3.17787642,
       3.2044188 ]), array([-26.09011631, -26.16124291, -25.77324354, ..., -26.44140122,
       -26.39014464, -26.54959679]), array([-25.98985973, -26.13074642, -25.9292436 , ..., -26.51468509,
       -26.39452765, -26.64963288]), array([-22.27393854, -22.36156857, -21.94459753, ..., -22.91089616,
       -22.51055632, -22.90433637]), array([24.54407641, 24.31726208, 24.52261685, ..., 24.41172758,
       24.50180587, 24.07637835]), array([-25.98104231, -26.13379091, -25.78962528, ..., -26.41450068,
       -26.30698005, -26.48569943]), array([-25.97924327, -26.07539282, -25.86791567, ..., -26.37012104,
       -26.39380468, -26.5017337 ]), array([-25.91917278, -26.03061767, -26.01169485, ..., -26.42273793,
       -26.3754301 , -26.56743776])]]
fit Y_01
predict Y_01
fit Y_02
predict Y_02
fit Y_03
predict Y_03
fit Y_04
predict Y_04
fit Y_05
predict Y_05
fit Y_06
predict Y_06
fit Y_07
predict Y_07
fit Y_08
predict Y_08
fit Y_09
predict Y_09
fit Y_10
predict Y_10
fit Y_11
predict Y_11
fit Y_12
predict Y_12
fit Y_13
predict Y_13
fit Y_14
predict Y_14
[[array([1.43889726, 1.50494548, 1.48967359, ..., 1.22136509, 1.24209178,
       1.29646513]), array([1.16649382, 1.2346706 , 1.20581294, ..., 0.9099596 , 0.8776174 ,
       0.9450916 ]), array([1.12016625, 1.13796612, 1.08234457, ..., 0.95112197, 0.99584264,
       1.01259663]), array([13.44193588, 13.30652395, 14.44292705, ..., 12.3794918 ,
       12.99616326, 12.9049966 ]), array([31.15436199, 30.84760922, 30.53855131, ..., 31.15098853,
       30.82704173, 30.23965342]), array([16.7830132 , 16.60143011, 16.87000194, ..., 16.61084099,
       16.61600339, 16.52040595]), array([3.19644895, 3.13013578, 3.04798464, ..., 3.1166075 , 3.15718948,
       3.26579287]), array([-26.13420124, -26.09314583, -26.03792696, ..., -26.48956728,
       -26.45966939, -26.66393837]), array([-25.96592785, -26.11853525, -25.90955645, ..., -26.47698429,
       -26.35787279, -26.59119537]), array([-22.14768105, -22.29667536, -21.85112756, ..., -22.7748053 ,
       -22.75556669, -22.79559026]), array([24.52542238, 24.27841236, 24.40578486, ..., 24.18350461,
       24.46328297, 23.98697941]), array([-26.00083412, -26.03298638, -25.77339911, ..., -26.42366392,
       -26.32898015, -26.56068798]), array([-25.88633984, -26.01047261, -25.88195855, ..., -26.36836938,
       -26.38618281, -26.44131459]), array([-26.05502137, -25.95826896, -25.935607  , ..., -26.4532318 ,
       -26.42052842, -26.62606112])], [array([1.4318211 , 1.47456447, 1.41074416, ..., 1.24109891, 1.26960262,
       1.31131897]), array([1.2404417 , 1.23728236, 1.18394738, ..., 0.91819363, 0.87683697,
       1.01090137]), array([1.12343912, 1.14159504, 1.10740009, ..., 0.95068922, 0.956337  ,
       0.993999  ]), array([13.75710265, 13.37951965, 14.97793844, ..., 13.37915267,
       12.75758004, 12.74850454]), array([31.87684606, 30.76800519, 31.8776471 , ..., 31.0854906 ,
       30.87825209, 30.32826888]), array([16.7193352 , 16.58604749, 17.18884887, ..., 16.66100229,
       16.77299664, 16.61608172]), array([3.25676023, 3.13694974, 3.17977171, ..., 3.17466715, 3.17787642,
       3.2044188 ]), array([-26.09011631, -26.16124291, -25.77324354, ..., -26.44140122,
       -26.39014464, -26.54959679]), array([-25.98985973, -26.13074642, -25.9292436 , ..., -26.51468509,
       -26.39452765, -26.64963288]), array([-22.27393854, -22.36156857, -21.94459753, ..., -22.91089616,
       -22.51055632, -22.90433637]), array([24.54407641, 24.31726208, 24.52261685, ..., 24.41172758,
       24.50180587, 24.07637835]), array([-25.98104231, -26.13379091, -25.78962528, ..., -26.41450068,
       -26.30698005, -26.48569943]), array([-25.97924327, -26.07539282, -25.86791567, ..., -26.37012104,
       -26.39380468, -26.5017337 ]), array([-25.91917278, -26.03061767, -26.01169485, ..., -26.42273793,
       -26.3754301 , -26.56743776])], [array([1.39975462, 1.50669229, 1.45155565, ..., 1.25125334, 1.15266342,
       1.27697182]), array([1.17755474, 1.21864588, 1.15068799, ..., 0.9317562 , 0.86150095,
       0.96083457]), array([1.08430253, 1.132097  , 1.07985119, ..., 1.01903736, 0.88857896,
       1.08135316]), array([13.53832619, 13.32292628, 14.91926129, ..., 12.76596437,
       12.64280477, 12.29207902]), array([30.78877239, 30.86828143, 32.13036058, ..., 31.307064  ,
       31.13699116, 30.52266065]), array([16.45277054, 16.45960232, 16.96343785, ..., 16.587056  ,
       16.5820185 , 16.55120943]), array([3.18699448, 3.17141062, 3.13673047, ..., 3.21427796, 3.19304859,
       3.22686924]), array([-26.15995438, -26.17202267, -26.05574264, ..., -26.52907349,
       -26.51273275, -26.68991653]), array([-26.20253721, -26.17609416, -25.85346434, ..., -26.48422116,
       -26.47990709, -26.61561259]), array([-22.29588106, -22.30558486, -21.88828648, ..., -23.07397387,
       -23.01084158, -23.02214431]), array([24.41418372, 24.32362951, 24.41939277, ..., 24.34120499,
       24.45673483, 24.1623693 ]), array([-26.15306518, -26.04713144, -25.69201682, ..., -26.42862512,
       -26.49607191, -26.60737319]), array([-26.08123283, -26.0023926 , -25.68289104, ..., -26.45854584,
       -26.44694696, -26.56781033]), array([-26.19080615, -26.18072906, -25.64119259, ..., -26.41361748,
       -26.34420519, -26.53733654])]]
fit Y_01
predict Y_01
fit Y_02
predict Y_02
fit Y_03
predict Y_03
fit Y_04
predict Y_04
fit Y_05
predict Y_05
fit Y_06
predict Y_06
fit Y_07
predict Y_07
fit Y_08
predict Y_08
fit Y_09
predict Y_09
fit Y_10
predict Y_10
fit Y_11
predict Y_11
fit Y_12
predict Y_12
fit Y_13
predict Y_13
fit Y_14
predict Y_14
[[array([1.43889726, 1.50494548, 1.48967359, ..., 1.22136509, 1.24209178,
       1.29646513]), array([1.16649382, 1.2346706 , 1.20581294, ..., 0.9099596 , 0.8776174 ,
       0.9450916 ]), array([1.12016625, 1.13796612, 1.08234457, ..., 0.95112197, 0.99584264,
       1.01259663]), array([13.44193588, 13.30652395, 14.44292705, ..., 12.3794918 ,
       12.99616326, 12.9049966 ]), array([31.15436199, 30.84760922, 30.53855131, ..., 31.15098853,
       30.82704173, 30.23965342]), array([16.7830132 , 16.60143011, 16.87000194, ..., 16.61084099,
       16.61600339, 16.52040595]), array([3.19644895, 3.13013578, 3.04798464, ..., 3.1166075 , 3.15718948,
       3.26579287]), array([-26.13420124, -26.09314583, -26.03792696, ..., -26.48956728,
       -26.45966939, -26.66393837]), array([-25.96592785, -26.11853525, -25.90955645, ..., -26.47698429,
       -26.35787279, -26.59119537]), array([-22.14768105, -22.29667536, -21.85112756, ..., -22.7748053 ,
       -22.75556669, -22.79559026]), array([24.52542238, 24.27841236, 24.40578486, ..., 24.18350461,
       24.46328297, 23.98697941]), array([-26.00083412, -26.03298638, -25.77339911, ..., -26.42366392,
       -26.32898015, -26.56068798]), array([-25.88633984, -26.01047261, -25.88195855, ..., -26.36836938,
       -26.38618281, -26.44131459]), array([-26.05502137, -25.95826896, -25.935607  , ..., -26.4532318 ,
       -26.42052842, -26.62606112])], [array([1.4318211 , 1.47456447, 1.41074416, ..., 1.24109891, 1.26960262,
       1.31131897]), array([1.2404417 , 1.23728236, 1.18394738, ..., 0.91819363, 0.87683697,
       1.01090137]), array([1.12343912, 1.14159504, 1.10740009, ..., 0.95068922, 0.956337  ,
       0.993999  ]), array([13.75710265, 13.37951965, 14.97793844, ..., 13.37915267,
       12.75758004, 12.74850454]), array([31.87684606, 30.76800519, 31.8776471 , ..., 31.0854906 ,
       30.87825209, 30.32826888]), array([16.7193352 , 16.58604749, 17.18884887, ..., 16.66100229,
       16.77299664, 16.61608172]), array([3.25676023, 3.13694974, 3.17977171, ..., 3.17466715, 3.17787642,
       3.2044188 ]), array([-26.09011631, -26.16124291, -25.77324354, ..., -26.44140122,
       -26.39014464, -26.54959679]), array([-25.98985973, -26.13074642, -25.9292436 , ..., -26.51468509,
       -26.39452765, -26.64963288]), array([-22.27393854, -22.36156857, -21.94459753, ..., -22.91089616,
       -22.51055632, -22.90433637]), array([24.54407641, 24.31726208, 24.52261685, ..., 24.41172758,
       24.50180587, 24.07637835]), array([-25.98104231, -26.13379091, -25.78962528, ..., -26.41450068,
       -26.30698005, -26.48569943]), array([-25.97924327, -26.07539282, -25.86791567, ..., -26.37012104,
       -26.39380468, -26.5017337 ]), array([-25.91917278, -26.03061767, -26.01169485, ..., -26.42273793,
       -26.3754301 , -26.56743776])], [array([1.39975462, 1.50669229, 1.45155565, ..., 1.25125334, 1.15266342,
       1.27697182]), array([1.17755474, 1.21864588, 1.15068799, ..., 0.9317562 , 0.86150095,
       0.96083457]), array([1.08430253, 1.132097  , 1.07985119, ..., 1.01903736, 0.88857896,
       1.08135316]), array([13.53832619, 13.32292628, 14.91926129, ..., 12.76596437,
       12.64280477, 12.29207902]), array([30.78877239, 30.86828143, 32.13036058, ..., 31.307064  ,
       31.13699116, 30.52266065]), array([16.45277054, 16.45960232, 16.96343785, ..., 16.587056  ,
       16.5820185 , 16.55120943]), array([3.18699448, 3.17141062, 3.13673047, ..., 3.21427796, 3.19304859,
       3.22686924]), array([-26.15995438, -26.17202267, -26.05574264, ..., -26.52907349,
       -26.51273275, -26.68991653]), array([-26.20253721, -26.17609416, -25.85346434, ..., -26.48422116,
       -26.47990709, -26.61561259]), array([-22.29588106, -22.30558486, -21.88828648, ..., -23.07397387,
       -23.01084158, -23.02214431]), array([24.41418372, 24.32362951, 24.41939277, ..., 24.34120499,
       24.45673483, 24.1623693 ]), array([-26.15306518, -26.04713144, -25.69201682, ..., -26.42862512,
       -26.49607191, -26.60737319]), array([-26.08123283, -26.0023926 , -25.68289104, ..., -26.45854584,
       -26.44694696, -26.56781033]), array([-26.19080615, -26.18072906, -25.64119259, ..., -26.41361748,
       -26.34420519, -26.53733654])], [array([1.38585724, 1.49358357, 1.36929075, ..., 1.21261666, 1.22311426,
       1.2773452 ]), array([1.18526303, 1.21803812, 1.1553309 , ..., 0.91723234, 0.8927828 ,
       0.95895361]), array([1.11732952, 1.16216025, 1.13467611, ..., 0.94515627, 0.9197305 ,
       1.0533089 ]), array([13.81686304, 13.21876604, 15.08719487, ..., 12.90636185,
       13.04019837, 12.97720862]), array([31.73235941, 30.90804464, 31.42531168, ..., 31.11899258,
       31.1430906 , 30.52664101]), array([16.78672438, 16.64365049, 17.06357065, ..., 16.63241255,
       16.68142115, 16.66207909]), array([3.17343091, 3.19754088, 2.95210343, ..., 3.20924432, 3.1528191 ,
       3.23103817]), array([-26.06968767, -26.15919315, -26.04920272, ..., -26.52164191,
       -26.53463224, -26.47854259]), array([-26.09710832, -26.15976945, -25.67188932, ..., -26.48514553,
       -26.45450725, -26.49771233]), array([-22.1252203 , -22.21592317, -22.0903521 , ..., -22.79669251,
       -22.74997012, -22.77967225]), array([24.63523844, 24.30008323, 24.65721355, ..., 24.32949557,
       24.47325841, 24.2108857 ]), array([-26.08617724, -26.12090978, -25.82084126, ..., -26.40759289,
       -26.38512691, -26.39847505]), array([-26.04901722, -26.23108035, -25.84785881, ..., -26.40068283,
       -26.39907248, -26.40091387]), array([-26.20667777, -26.10036806, -25.91851171, ..., -26.41637632,
       -26.45416586, -26.54848108])]]
fit Y_01
predict Y_01
fit Y_02
predict Y_02
fit Y_03
predict Y_03
fit Y_04
predict Y_04
fit Y_05
predict Y_05
fit Y_06
predict Y_06
fit Y_07
predict Y_07
fit Y_08
predict Y_08
fit Y_09
predict Y_09
fit Y_10
predict Y_10
fit Y_11
predict Y_11
fit Y_12
predict Y_12
fit Y_13
predict Y_13
fit Y_14
predict Y_14
[[array([1.43889726, 1.50494548, 1.48967359, ..., 1.22136509, 1.24209178,
       1.29646513]), array([1.16649382, 1.2346706 , 1.20581294, ..., 0.9099596 , 0.8776174 ,
       0.9450916 ]), array([1.12016625, 1.13796612, 1.08234457, ..., 0.95112197, 0.99584264,
       1.01259663]), array([13.44193588, 13.30652395, 14.44292705, ..., 12.3794918 ,
       12.99616326, 12.9049966 ]), array([31.15436199, 30.84760922, 30.53855131, ..., 31.15098853,
       30.82704173, 30.23965342]), array([16.7830132 , 16.60143011, 16.87000194, ..., 16.61084099,
       16.61600339, 16.52040595]), array([3.19644895, 3.13013578, 3.04798464, ..., 3.1166075 , 3.15718948,
       3.26579287]), array([-26.13420124, -26.09314583, -26.03792696, ..., -26.48956728,
       -26.45966939, -26.66393837]), array([-25.96592785, -26.11853525, -25.90955645, ..., -26.47698429,
       -26.35787279, -26.59119537]), array([-22.14768105, -22.29667536, -21.85112756, ..., -22.7748053 ,
       -22.75556669, -22.79559026]), array([24.52542238, 24.27841236, 24.40578486, ..., 24.18350461,
       24.46328297, 23.98697941]), array([-26.00083412, -26.03298638, -25.77339911, ..., -26.42366392,
       -26.32898015, -26.56068798]), array([-25.88633984, -26.01047261, -25.88195855, ..., -26.36836938,
       -26.38618281, -26.44131459]), array([-26.05502137, -25.95826896, -25.935607  , ..., -26.4532318 ,
       -26.42052842, -26.62606112])], [array([1.4318211 , 1.47456447, 1.41074416, ..., 1.24109891, 1.26960262,
       1.31131897]), array([1.2404417 , 1.23728236, 1.18394738, ..., 0.91819363, 0.87683697,
       1.01090137]), array([1.12343912, 1.14159504, 1.10740009, ..., 0.95068922, 0.956337  ,
       0.993999  ]), array([13.75710265, 13.37951965, 14.97793844, ..., 13.37915267,
       12.75758004, 12.74850454]), array([31.87684606, 30.76800519, 31.8776471 , ..., 31.0854906 ,
       30.87825209, 30.32826888]), array([16.7193352 , 16.58604749, 17.18884887, ..., 16.66100229,
       16.77299664, 16.61608172]), array([3.25676023, 3.13694974, 3.17977171, ..., 3.17466715, 3.17787642,
       3.2044188 ]), array([-26.09011631, -26.16124291, -25.77324354, ..., -26.44140122,
       -26.39014464, -26.54959679]), array([-25.98985973, -26.13074642, -25.9292436 , ..., -26.51468509,
       -26.39452765, -26.64963288]), array([-22.27393854, -22.36156857, -21.94459753, ..., -22.91089616,
       -22.51055632, -22.90433637]), array([24.54407641, 24.31726208, 24.52261685, ..., 24.41172758,
       24.50180587, 24.07637835]), array([-25.98104231, -26.13379091, -25.78962528, ..., -26.41450068,
       -26.30698005, -26.48569943]), array([-25.97924327, -26.07539282, -25.86791567, ..., -26.37012104,
       -26.39380468, -26.5017337 ]), array([-25.91917278, -26.03061767, -26.01169485, ..., -26.42273793,
       -26.3754301 , -26.56743776])], [array([1.39975462, 1.50669229, 1.45155565, ..., 1.25125334, 1.15266342,
       1.27697182]), array([1.17755474, 1.21864588, 1.15068799, ..., 0.9317562 , 0.86150095,
       0.96083457]), array([1.08430253, 1.132097  , 1.07985119, ..., 1.01903736, 0.88857896,
       1.08135316]), array([13.53832619, 13.32292628, 14.91926129, ..., 12.76596437,
       12.64280477, 12.29207902]), array([30.78877239, 30.86828143, 32.13036058, ..., 31.307064  ,
       31.13699116, 30.52266065]), array([16.45277054, 16.45960232, 16.96343785, ..., 16.587056  ,
       16.5820185 , 16.55120943]), array([3.18699448, 3.17141062, 3.13673047, ..., 3.21427796, 3.19304859,
       3.22686924]), array([-26.15995438, -26.17202267, -26.05574264, ..., -26.52907349,
       -26.51273275, -26.68991653]), array([-26.20253721, -26.17609416, -25.85346434, ..., -26.48422116,
       -26.47990709, -26.61561259]), array([-22.29588106, -22.30558486, -21.88828648, ..., -23.07397387,
       -23.01084158, -23.02214431]), array([24.41418372, 24.32362951, 24.41939277, ..., 24.34120499,
       24.45673483, 24.1623693 ]), array([-26.15306518, -26.04713144, -25.69201682, ..., -26.42862512,
       -26.49607191, -26.60737319]), array([-26.08123283, -26.0023926 , -25.68289104, ..., -26.45854584,
       -26.44694696, -26.56781033]), array([-26.19080615, -26.18072906, -25.64119259, ..., -26.41361748,
       -26.34420519, -26.53733654])], [array([1.38585724, 1.49358357, 1.36929075, ..., 1.21261666, 1.22311426,
       1.2773452 ]), array([1.18526303, 1.21803812, 1.1553309 , ..., 0.91723234, 0.8927828 ,
       0.95895361]), array([1.11732952, 1.16216025, 1.13467611, ..., 0.94515627, 0.9197305 ,
       1.0533089 ]), array([13.81686304, 13.21876604, 15.08719487, ..., 12.90636185,
       13.04019837, 12.97720862]), array([31.73235941, 30.90804464, 31.42531168, ..., 31.11899258,
       31.1430906 , 30.52664101]), array([16.78672438, 16.64365049, 17.06357065, ..., 16.63241255,
       16.68142115, 16.66207909]), array([3.17343091, 3.19754088, 2.95210343, ..., 3.20924432, 3.1528191 ,
       3.23103817]), array([-26.06968767, -26.15919315, -26.04920272, ..., -26.52164191,
       -26.53463224, -26.47854259]), array([-26.09710832, -26.15976945, -25.67188932, ..., -26.48514553,
       -26.45450725, -26.49771233]), array([-22.1252203 , -22.21592317, -22.0903521 , ..., -22.79669251,
       -22.74997012, -22.77967225]), array([24.63523844, 24.30008323, 24.65721355, ..., 24.32949557,
       24.47325841, 24.2108857 ]), array([-26.08617724, -26.12090978, -25.82084126, ..., -26.40759289,
       -26.38512691, -26.39847505]), array([-26.04901722, -26.23108035, -25.84785881, ..., -26.40068283,
       -26.39907248, -26.40091387]), array([-26.20667777, -26.10036806, -25.91851171, ..., -26.41637632,
       -26.45416586, -26.54848108])], [array([1.45076499, 1.49353717, 1.47299798, ..., 1.24578913, 1.22749371,
       1.34182084]), array([1.15204358, 1.16720077, 1.17350121, ..., 0.93696075, 0.88973905,
       0.92997426]), array([1.13133269, 1.18109562, 1.17622463, ..., 1.01177518, 0.94700863,
       1.02659127]), array([14.40000706, 13.15284471, 14.93810593, ..., 12.90041714,
       13.96043984, 12.99179766]), array([30.70158401, 31.06820138, 31.98530372, ..., 31.20625767,
       31.11871451, 30.54302003]), array([16.92526067, 16.62374049, 17.04879805, ..., 16.67831031,
       16.66587941, 16.65501484]), array([3.0856467 , 3.1136945 , 2.92861537, ..., 3.13994936, 3.15120996,
       3.2276748 ]), array([-26.01220627, -26.16670394, -25.67443514, ..., -26.45356596,
       -26.41813618, -26.65385965]), array([-25.85504665, -26.20245046, -25.73888458, ..., -26.51846763,
       -26.4116611 , -26.67539573]), array([-22.10099076, -22.38662202, -21.82893381, ..., -22.80113451,
       -22.79967969, -22.85452648]), array([24.34986555, 24.2935109 , 24.83652629, ..., 24.3451493 ,
       24.47655339, 24.15700545]), array([-25.92763166, -26.08610863, -25.67519021, ..., -26.43579687,
       -26.39182459, -26.47763197]), array([-26.03844826, -26.05695014, -25.4763004 , ..., -26.35580023,
       -26.3762556 , -26.47202168]), array([-25.99006995, -26.14075588, -25.72484906, ..., -26.53393665,
       -26.33972929, -26.62082201])]]

final_prediction = np.mean(np.array(predictions), axis=0).T

for idx, col in enumerate(submit.columns):
    if col=='ID':
        continue
    submit[col] = final_prediction[:,idx-1]
print('Done.')

Done.
author-profile
Written by Jins

댓글