AIによるデータ分析 第二弾 乳がんの分析(散布図、データの予測や簡単なアルゴリズム)

スポンサーリンク
スポンサーリンク

注意

この記事はpythonに関する記事なので、pythonのインストールは必須です。

まだPythonをインストールしていない方は、まず下の記事を読んで、pythonをインストールしてください。

初めに

前回に引き続きAI開発の方法について解説していきたいと思います。

第一弾ではAIを開発するうえでの環境構築方法について解説しておりますので、ぜひ下のリンクをクリックして読んでください。

AIによる業務分析、マーケティング分析 第一弾 AI開発の環境構築

書いてあるコードは一つのファイルに下に下にと書き足していってください。

ちなみにこの記事は下の本を参考にさせていただいております。

データの読み込み

今回は題名にもあるように乳がんの分析をAIでしてみたいと思います。

それではまず、データの読み込みからしていきます。

その前に前準備として、下のコードを実行して、ライブラリーのインポートおよび設定をください。

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import japanize_matplotlib
#データフレーム表示用関数
from IPython.display import display
#NumPyの小数点の表示精度
np.set_printoptions(suppress=True, precision=4)
#pandasの小数点の表示精度
pd.options.display.float_format ='{:.4f}'.format
#グラフのフォント設定
plt.rcParams["font.size"] = 14
#乱数を定義
random_seed = 123

次にデータの読み込みをしていきます。下のようにコードを打ってデータを読み込んでいきます。


#データを引っ張ってくるためにライブラリーをインポート
from sklearn.datasets import load_breast_cancer
#データの読み込み
cancer = load_breast_cancer()

これを実行すればデータの読み込みは終わりです。

次にこれをデータフレーム(エクセルのような形)で読み込んでいきましょう。下のようにコードを打ってください。

#列の名前を定義
columns = ['半径_平均','きめ_平均','周長_平均','面積_平均','平滑度_平均','コンパクト度_平均','凹面_平均','凹点,_平均','対称性_平均','フラクタル度_平均','半径_標準誤差','きめ_標準誤差','周長_標準誤差','面積_標準誤差','平滑度_標準誤差','コンパクト度_標準誤差','凹面_標準誤差','凹点_標準誤差','対称性_標準誤差','フラクタル度_標準誤差','半径_最大','きめ_最大','周長_最大','面積_最大','平滑度_最大','コンパクト度_最大','凹面_最大','凹点_最大','対称性_最大','フラクタル度_最大']
#データフレームとして読み込み
df = pd.DataFrame(cancer.data, columns=columns)
#悪性か良性かのデータ(正解データ)の取得
y = pd.Series(cancer.target)

そして、上のコードを実行すればデータがデータフレームとして読み込みされたと思います。では、ちゃんと読み込めたか確認してみましょう。

df.head()

と入力して上の5行を表示させることができます。すると、下のように出てきたと思います。


半径_平均
きめ_平均周長_平均面積_平均平滑度_平均コンパクト度_平均凹面_平均凹点,_平均対称性_平均フラクタル度_平均半径_最大きめ_最大周長_最大面積_最大平滑度_最大コンパクト度_最大凹面_最大凹点_最大対称性_最大フラクタル度_最大
017.990010.3800122.80001001.00000.11840.27760.30010.14710.24190.078725.380017.3300184.60002019.00000.16220.66560.71190.26540.46010.1189
120.570017.7700132.90001326.00000.08470.07860.08690.07020.18120.056724.990023.4100158.80001956.00000.12380.18660.24160.18600.27500.0890
219.690021.2500130.00001203.00000.10960.15990.19740.12790.20690.060023.570025.5300152.50001709.00000.14440.42450.45040.24300.36130.0876
311.420020.380077.5800386.10000.14250.28390.24140.10520.25970.097414.910026.500098.8700567.70000.20980.86630.68690.25750.66380.1730
420.290014.3400135.10001297.00000.10030.13280.19800.10430.18090.058822.540016.6700152.20001575.00000.13740.20500.40000.16250.23640.0768

もし、データの一覧を取得したい場合は、先ほどのコードを下のように変更してください。

pd.set_option('display.max_rows',None)
#列の名前を定義
columns = ['半径_平均','きめ_平均','周長_平均','面積_平均','平滑度_平均','コンパクト度_平均','凹面_平均','凹点,_平均','対称性_平均','フラクタル度_平均','半径_標準誤差','きめ_標準誤差','周長_標準誤差','面積_標準誤差','平滑度_標準誤差','コンパクト度_標準誤差','凹面_標準誤差','凹点_標準誤差','対称性_標準誤差','フラクタル度_標準誤差','半径_最大','きめ_最大','周長_最大','面積_最大','平滑度_最大','コンパクト度_最大','凹面_最大','凹点_最大','対称性_最大','フラクタル度_最大']
#データフレームとして読み込み
df = pd.DataFrame(cancer.data, columns=columns)
#悪性か良性かのデータ(正解データ)の取得
y = pd.Series(cancer.target)

そして、下のようなコードを実行してください。

df

すると、下のように出力されます。

半径_平均きめ_平均周長_平均面積_平均平滑度_平均コンパクト度_平均凹面_平均凹点,_平均対称性_平均フラクタル度_平均半径_標準誤差きめ_標準誤差周長_標準誤差面積_標準誤差平滑度_標準誤差コンパクト度_標準誤差凹面_標準誤差凹点_標準誤差対称性_標準誤差フラクタル度_標準誤差半径_最大きめ_最大周長_最大面積_最大平滑度_最大コンパクト度_最大凹面_最大凹点_最大対称性_最大フラクタル度_最大
017.990010.3800122.80001001.00000.11840.27760.30010.14710.24190.07871.09500.90538.5890153.40000.00640.04900.05370.01590.03000.006225.380017.3300184.60002019.00000.16220.66560.71190.26540.46010.1189
120.570017.7700132.90001326.00000.08470.07860.08690.07020.18120.05670.54350.73393.398074.08000.00520.01310.01860.01340.01390.003524.990023.4100158.80001956.00000.12380.18660.24160.18600.27500.0890
219.690021.2500130.00001203.00000.10960.15990.19740.12790.20690.06000.74560.78694.585094.03000.00620.04010.03830.02060.02250.004623.570025.5300152.50001709.00000.14440.42450.45040.24300.36130.0876
311.420020.380077.5800386.10000.14250.28390.24140.10520.25970.09740.49561.15603.445027.23000.00910.07460.05660.01870.05960.009214.910026.500098.8700567.70000.20980.86630.68690.25750.66380.1730
420.290014.3400135.10001297.00000.10030.13280.19800.10430.18090.05880.75720.78135.438094.44000.01150.02460.05690.01880.01760.005122.540016.6700152.20001575.00000.13740.20500.40000.16250.23640.0768
512.450015.700082.5700477.10000.12780.17000.15780.08090.20870.07610.33450.89022.217027.19000.00750.03350.03670.01140.02160.005115.470023.7500103.4000741.60000.17910.52490.53550.17410.39850.1244
618.250019.9800119.60001040.00000.09460.10900.11270.07400.17940.05740.44670.77323.180053.91000.00430.01380.02250.01040.01370.002222.880027.6600153.20001606.00000.14420.25760.37840.19320.30630.0837
713.710020.830090.2000577.90000.11890.16450.09370.05990.21960.07450.58351.37703.856050.96000.00880.03030.02490.01450.01490.005417.060028.1400110.6000897.00000.16540.36820.26780.15560.31960.1151
813.000021.820087.5000519.80000.12730.19320.18590.09350.23500.07390.30631.00202.406024.32000.00570.03500.03550.01230.02140.003715.490030.7300106.2000739.30000.17030.54010.53900.20600.43780.1072
912.460024.040083.9700475.90000.11860.23960.22730.08540.20300.08240.29761.59902.039023.94000.00710.07220.07740.01430.01790.010115.090040.680097.6500711.40000.18531.05801.10500.22100.43660.2075
1016.020023.2400102.7000797.80000.08210.06670.03300.03320.15280.05700.37951.18702.466040.51000.00400.00930.01100.00760.01460.003019.190033.8800123.80001150.00000.11810.15510.14590.09980.29480.0845
1115.780017.8900103.6000781.00000.09710.12920.09950.06610.18420.06080.50580.98493.564054.16000.00580.04060.02790.01280.02010.004120.420027.2800136.50001299.00000.13960.56090.39650.18100.37920.1048
1219.170024.8000132.40001123.00000.09740.24580.20650.11180.23970.07800.95553.568011.0700116.20000.00310.08300.08890.04090.04480.012820.960029.9400151.70001332.00000.10370.39030.36390.17670.31760.1023
1315.850023.9500103.7000782.70000.08400.10020.09940.05360.18470.05340.40331.07802.903036.58000.00980.03130.05050.01990.02980.003016.840027.6600112.0000876.50000.11310.19240.23220.11190.28090.0629
1413.730022.610093.6000578.30000.11310.22930.21280.08030.20690.07680.21211.16902.061019.21000.00640.05940.05500.01630.01960.008115.030032.0100108.8000697.70000.16510.77250.69430.22080.35960.1431
1514.540027.540096.7300658.80000.11390.15950.16390.07360.23030.07080.37001.03302.879032.55000.00560.04240.04740.01090.01860.005517.460037.1300124.1000943.20000.16780.65770.70260.17120.42180.1341
1614.680020.130094.7400684.50000.09870.07200.07400.05260.15860.05920.47271.24003.195045.40000.00570.01160.02000.01110.01410.002119.070030.8800123.40001138.00000.14640.18710.29140.16090.30290.0822
1716.130020.6800108.1000798.80000.11700.20220.17220.10280.21640.07360.56921.07303.854054.18000.00700.02500.03190.01300.01690.004120.960031.4800136.80001315.00000.17890.42330.47840.20730.37060.1142
1819.810022.1500130.00001260.00000.09830.10270.14790.09500.15820.05390.75821.01705.8650112.40000.00650.01890.03390.01520.01360.002027.320030.8800186.80002398.00000.15120.31500.53720.23880.27680.0761
1913.540014.360087.4600566.30000.09780.08130.06660.04780.18850.05770.26990.78862.058023.56000.00850.01460.02390.01320.01980.002315.110019.260099.7000711.20000.14400.17730.23900.12880.29770.0726
2013.080015.710085.6300520.00000.10750.12700.04570.03110.19670.06810.18520.74771.383014.67000.00410.01900.01700.00650.01680.002414.500020.490096.0900630.50000.13120.27760.18900.07280.31840.0818
219.504012.440060.3400273.90000.10240.06490.02960.02080.18150.06910.27730.97681.909015.70000.00960.01430.01980.01420.02030.003010.230015.660065.1300314.90000.13240.11480.08870.06230.24500.0777
2215.340014.2600102.5000704.40000.10730.21350.20770.09760.25210.07030.43880.70963.384044.91000.00680.05330.06450.02250.03670.004418.070019.0800125.1000980.90000.13900.59540.63050.23930.46670.0995
2321.160023.0400137.20001404.00000.09430.10220.10970.08630.17690.05280.69171.12704.303093.99000.00470.01260.01710.01040.01080.002029.170035.5900188.00002615.00000.14010.26000.31550.20090.28220.0753
2416.650021.3800110.0000904.60000.11210.14570.15250.09170.19950.06330.80680.90175.4550102.60000.00600.01880.02740.01130.01470.002826.460031.5600177.00002215.00000.18050.35780.46950.20950.36130.0956
2517.140016.4000116.0000912.70000.11860.22760.22290.14010.30400.07411.04600.97607.2760111.40000.00800.03800.03730.02400.02310.007422.250021.4000152.40001461.00000.15450.39490.38530.25500.40660.1059
2614.580021.530097.4100644.80000.10540.18680.14250.08780.22520.06920.25450.98322.110021.05000.00450.03060.02680.01350.01450.003717.620033.2100122.4000896.90000.15250.66430.55390.27010.42640.1275
2718.610020.2500122.10001094.00000.09440.10660.14900.07730.16970.05700.85291.84905.632093.54000.01070.02720.05080.01910.02290.004221.310027.2600139.90001403.00000.13380.21170.34460.14900.23410.0742
2815.300025.2700102.4000732.40000.10820.16970.16830.08750.19260.06540.43901.01203.498043.50000.00520.03060.03580.01080.01770.003020.270036.7100149.30001269.00000.16410.61100.63350.20240.40270.0988
2917.570015.0500115.0000955.10000.09850.11570.09880.07950.17390.06150.60030.82254.655061.10000.00560.03030.03410.01350.01920.003720.010019.5200134.90001227.00000.12550.28120.24890.14560.27560.0792
3018.630025.1100124.80001088.00000.10640.18870.23190.12440.21830.06200.83071.46605.5740105.00000.00620.03370.05200.01160.02010.004623.150034.0100160.50001670.00000.14910.42570.61330.18480.34440.0978
3111.840018.700077.9300440.60000.11090.15160.12180.05180.23010.07800.48251.03003.475041.00000.00560.03410.04200.01040.02270.005716.820028.1200119.4000888.70000.16370.57750.69560.15460.47610.1402
3217.020023.9800112.8000899.30000.11970.14960.24170.12030.22480.06380.60091.39803.999067.78000.00830.03080.05040.01110.02100.003920.880032.0900136.10001344.00000.16340.35590.55880.18470.35300.0848
3319.270026.4700127.90001162.00000.09400.17190.16570.07590.18530.06260.55580.60623.528068.17000.00500.03320.03500.00960.01540.003924.150030.9000161.40001813.00000.15090.65900.60910.17850.36720.1123
3416.130017.8800107.0000807.20000.10400.15590.13540.07750.19980.06510.33400.68572.183035.03000.00420.02870.02660.00910.01700.003820.210027.2600132.70001261.00000.14460.58040.52740.18640.42700.1233
3516.740021.5900110.1000869.50000.09610.13360.13480.06020.18960.05660.46150.91973.008045.19000.00580.02500.03690.01200.02790.002720.010029.0200133.50001229.00000.15630.38350.54090.18130.48630.0863
3614.250021.720093.6300633.00000.09820.10980.13190.05600.18850.06120.28601.01902.657024.91000.00590.03000.04810.01160.02030.004015.890030.3600116.2000799.60000.14460.42380.51860.14470.35910.1014
3713.030018.420082.6100523.80000.08980.03770.02560.02920.14670.05860.18392.34201.170014.16000.00440.00490.01340.01160.02670.001813.300022.810084.4600545.90000.09700.04620.04830.05010.19870.0617
3814.990025.200095.5400698.80000.09390.05130.02400.02900.15650.05501.21402.18808.0770106.00000.00690.01090.01820.01920.00790.001814.990025.200095.5400698.80000.09390.05130.02400.02900.15650.0550
3913.480020.820088.4000559.20000.10160.12550.10630.05440.17200.06420.21300.59141.545018.52000.00540.02240.03050.01260.01380.003215.530026.0200107.3000740.40000.16100.42250.50300.22580.28070.1071
4013.440021.580086.1800563.00000.08160.06030.03110.02030.17840.05590.23850.82651.572020.53000.00330.01100.01390.00690.01380.001315.930030.2500102.5000787.90000.10940.20430.20850.11120.29940.0715
4110.950021.350071.9000371.10000.12270.12180.10440.05670.18950.06870.23661.42801.822016.97000.00810.01760.02600.01040.01360.003012.840035.340087.2200514.00000.19090.26980.40230.14240.29640.0961
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4413.170021.810085.4200531.50000.09710.10470.08260.05250.17460.06180.19380.61231.334014.49000.00340.01380.01450.00690.01110.001716.230029.8900105.5000740.70000.15030.39040.37280.16070.36930.0962
4518.650017.6000123.70001076.00000.10990.16860.19740.10090.19070.06050.62890.66334.293071.56000.00630.03990.05550.01690.02430.003522.820021.3200150.60001567.00000.16790.50900.73450.23780.37990.0919
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4713.170018.660085.9800534.60000.11580.12310.12260.07340.21280.06780.28710.89371.897024.25000.00650.02340.02900.01210.01740.003615.670027.9500102.8000759.40000.17860.41660.50060.20880.39000.1179
4812.050014.630078.0400449.30000.10310.09090.06590.02750.16750.06040.26360.72941.848019.87000.00550.01430.02320.00570.01430.002413.760020.700089.8800582.60000.14940.21560.30500.06550.27470.0830
4913.490022.300086.9100561.00000.08750.07700.04750.03380.18090.05720.23381.35301.735020.20000.00450.01380.02090.01180.01640.002015.150031.820099.0000698.80000.11620.17110.22820.12820.28710.0692
5011.760021.600074.7200427.90000.08640.04970.01660.01120.14950.05890.40621.21002.635028.47000.00590.00980.01170.00740.02410.001812.980025.720082.9800516.50000.10850.08620.05520.03720.24330.0656
5113.640016.340087.2100571.80000.07690.06060.01860.01720.13530.05950.18720.92341.449014.55000.00450.01180.01080.00800.01320.002614.670023.190096.0800656.70000.10890.15820.10500.08590.23460.0803
5211.940018.240075.7100437.60000.08260.04750.01970.01350.18680.06110.22730.63291.520017.47000.00720.00840.01310.00800.02000.002613.100021.330083.6700527.20000.11440.08910.09200.06300.27850.0741
5318.220018.7000120.30001033.00000.11480.14850.17720.10600.20920.06310.83371.59304.877098.81000.00390.02960.02820.00920.02670.005120.600024.1300135.10001321.00000.12800.22970.26230.13250.30210.0799
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54413.870020.700089.7700584.80000.09580.10180.03690.02370.16200.06690.27201.04702.076023.12000.00630.02170.02610.00910.01490.003615.050024.750099.1700688.60000.12640.20370.13770.06840.22490.0849
54513.620023.230087.1900573.20000.09250.06750.02970.02440.16640.05800.34601.33602.066031.24000.00590.02100.02020.00910.02090.002615.350029.090097.5800729.80000.12160.15170.10490.07170.26420.0695
54610.320016.350065.3100324.90000.09430.04990.01010.00550.18850.06200.21040.96701.356012.97000.00710.00720.01010.00550.01560.002611.250021.770071.1200384.90000.12850.08840.04380.02380.26810.0740
54710.260016.580065.8500320.80000.08880.08070.04360.02440.16690.06710.11441.02300.98877.32600.01030.03080.02610.01100.02280.005910.830022.040071.0800357.40000.14610.22460.17830.08330.26910.0948
5489.683019.340061.0500285.70000.08490.05030.02340.00960.15800.06240.29571.36302.054018.24000.00740.01120.02340.00960.02200.004210.930025.590069.1000364.20000.11990.09550.09350.03850.25520.0792
54910.820024.210068.8900361.60000.08190.06600.01550.00820.19760.06330.51961.91803.564033.00000.00830.01870.01280.00590.02470.003013.030031.450083.9000505.60000.12040.16330.06190.03260.30590.0763
55010.860021.480068.5100360.50000.07430.04230.00000.00000.16610.05950.31631.30402.115020.67000.00960.01100.00000.00000.03000.002211.660024.770074.0800412.30000.10010.07350.00000.00000.24580.0659
55111.130022.440071.4900378.40000.09570.08190.04820.02260.20300.06550.28001.46701.994017.85000.00350.03050.03450.01020.02910.004712.020028.260077.8000436.60000.10870.17820.15640.06410.31690.0803
55212.770029.430081.3500507.90000.08280.04230.02000.01500.15390.05640.24091.36701.477018.76000.00880.01230.01330.00930.01900.001713.870036.000088.1000594.70000.12340.10640.08650.06500.24070.0648
5539.333021.940059.0100264.00000.09240.05610.04000.01280.16920.06580.30131.87902.121017.86000.01090.01830.04000.01280.03760.00469.845025.050062.8600295.80000.11030.08300.07990.02560.24350.0739
55412.880028.920082.5000514.30000.08120.05820.06190.02340.15660.05710.21161.36001.502016.83000.00840.02150.03900.00760.01690.002813.890035.740088.8400595.70000.12270.16200.24390.06490.23720.0724
55510.290027.610065.6700321.40000.09030.07660.06000.02740.15930.06130.21992.23901.437014.46000.01200.02740.04800.01720.01840.004910.840034.910069.5700357.60000.13840.17100.20000.09130.22260.0828
55610.160019.590064.7300311.70000.10030.07500.00500.01120.17910.06330.24412.09001.648016.80000.01290.02220.00420.00710.02570.002310.650022.880067.8800347.30000.12650.12000.01000.02230.22620.0674
5579.423027.880059.2600271.30000.08120.04970.00000.00000.17420.06060.53752.92703.618029.11000.01160.01120.00000.00000.03000.003310.490034.240066.5000330.60000.10730.07160.00000.00000.24750.0697
55814.590022.680096.3900657.10000.08470.13300.10290.03740.14540.06150.22541.10802.224019.54000.00420.04640.06580.01610.01640.004415.480027.2700105.9000733.50000.10260.31710.36620.11050.22580.0800
55911.510023.930074.5200403.50000.09260.10210.11120.04110.13880.06570.23882.90401.936016.97000.00820.02980.05740.01270.01490.004712.480037.160082.2800474.20000.12980.25170.36300.09650.21120.0873
56014.050027.150091.3800600.40000.09930.11260.04460.04300.15370.06170.36451.49202.888029.84000.00730.02680.02070.01630.02080.005315.300033.1700100.2000706.70000.12410.22640.13260.10480.22500.0832
56111.200029.370070.6700386.00000.07450.03560.00000.00000.10600.05500.31413.89602.041022.81000.00760.00890.00000.00000.01990.001811.920038.300075.1900439.60000.09270.05490.00000.00000.15660.0590
56215.220030.6200103.4000716.90000.10480.20870.25500.09430.21280.07150.26021.20502.362022.65000.00460.04840.07360.01610.02140.006117.520042.7900128.7000915.00000.14170.79171.17000.23560.40890.1409
56320.920025.0900143.00001347.00000.10990.22360.31740.14740.21490.06880.96221.02608.7580118.80000.00640.04310.07850.02620.02060.006224.290029.4100179.10001819.00000.14070.41860.65990.25420.29290.0987
56421.560022.3900142.00001479.00000.11100.11590.24390.13890.17260.05621.17601.25607.6730158.70000.01030.02890.05200.02450.01110.004225.450026.4000166.10002027.00000.14100.21130.41070.22160.20600.0712
56520.130028.2500131.20001261.00000.09780.10340.14400.09790.17520.05530.76552.46305.203099.04000.00580.02420.03950.01680.01900.002523.690038.2500155.00001731.00000.11660.19220.32150.16280.25720.0664
56616.600028.0800108.3000858.10000.08460.10230.09250.05300.15900.05650.45641.07503.425048.55000.00590.03730.04730.01560.01320.003918.980034.1200126.70001124.00000.11390.30940.34030.14180.22180.0782
56720.600029.3300140.10001265.00000.11780.27700.35140.15200.23970.07020.72601.59505.772086.22000.00650.06160.07120.01660.02320.006225.740039.4200184.60001821.00000.16500.86810.93870.26500.40870.1240
5687.760024.540047.9200181.00000.05260.04360.00000.00000.15870.05880.38571.42802.548019.15000.00720.00470.00000.00000.02680.00289.456030.370059.1600268.60000.09000.06440.00000.00000.28710.0704

次に読み込んだデータの形を確認していきましょう。

df.shape

上のコードを実行すれば(569, 30)と表示されたと思います。これは569行、30列であることを意味しています。

データのグラフ化

次に、データのグラフ化をしていきます。下のコードを実行して、先ほど定義した「y」を、悪性と良性を分けていきます。

df0 = df[y==0]
df1 = df[y==1]

そして、matplotlibというライブラリーを使ってグラフ化をしていきます。

#グラフサイズ設定
plt.figure(figsize = (6,6))
#0(悪性)のデータを散布図表示
plt.scatter(df0['半径_平均'],df0['きめ_平均'],marker='x',c='b',label='悪性')
#1(良性)のデータを散布図表示
plt.scatter(df1['半径_平均'],df1['きめ_平均'],marker='s',c='k',label='良性')
#格子を表示
plt.grid()
#x座標を定義
plt.xlabel('半径_平均')
#x座標を定義
plt.ylabel('きめ_平均')
#凡例表示
plt.legend()
#グラフの表示
plt.show()

上のコードを実行してください。すると、下のようなグラフが出てきたと思います。

ちなみに「凡例表示」とは、右上の(悪性、良性)と書いてあるところに当たります。最後に、AIによるデータの予測方法を見ていきましょう。

AIによるデータの予測

まず、データを訓練データと検証データというものに分割します。

つぎに、訓練データに学習させます。そして、AIに予測してもらいます。下のようなコードを打って実行してください。

#訓練データと検証データの分割(ここでは、0.7と0.3にしているが、0.8と0.2のように比率を変えてもいい。)
from sklearn.model_selection import train_test_split
x_train,x_test,y_train,y_test = train_test_split(df,y,train_size=0.7,test_size=0.3,random_state=random_seed)
#ロジスティック回帰モデルのインスタンスを作る(簡単なアルゴリズム)
algorithm = LogisticRegression(random_state=random_seed)
#訓練データで学習させる
algorithm.fit(x_train,y_train)
#検証データで精度の確認
score = algorithm.score(x_test,y_test)
print(f'score: {score:.04f}')

実行すれば、「score: 0.9649」と出てきたと思います。これは精度が96パーセントであることを意味しています。このようにAIで高い精度で予測をすることができます。

もし、処理の速度が遅かったら?

この処理は、データが膨大になればなるほど時間がかかります。

なので、多少時間がかかるのは無理もないですが、「あまりに処理に時間がかかりすぎている」という方は、もしかしたら、CPUの性能が悪くなっているからなのかもしれません。

そんな方にも勧めなのが、Opern clのインストールです。

もし、「CPUをアップグレードさせたい。」

「CPUの性能を安定化させたい。」

などと思った方は、Open CLというものがあるので、そちらをぜひ見て帰ってください。

終わりに:

これで、いったんAI開発入門は終わろうと思います。

ちなみにこれはcsvファイルでも同じようにできるため、(pd.Seriesのところに、予測したいデータをそのまま挿入すればできます。)

このAIはとても簡単な式ですが、かなり有能だと思います。

ほかにもおもしろいたくさんがたくさんありますので、そちらのほうも観ていただければ光栄です。

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この記事を書いた人
tisikinohako

13歳から為替をはじめ、最近はAIを使って自動化するために、pythonを勉強中。

為替は、参考書やバイブルなどは一切読まず、基本エクセル分析だけで勝ってきました。

数学はフーリエ変換や、ベクトル解析など解析学を勉強中。

TwitterやYoutubeではめちゃくちゃすべったので、ブログで挽回しようと始めた結果、なんかうまくいったっぽいので続けてます。

このブログを応援していただければ光栄です。