{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**Initial notebook for RSNA-MICCAI Brain Tumor Radiogenomic Classification**\n\nfor free further use & utilization & modification.\n\nThis is a notebook including essential parts for the RSNA -competition in special practical \"data and neural network model in your fingertips\" -sense. The notebook is in a \"quick & dirty\" -format, including only the basic \"skeleton\" for the analysis & modelling, not optimized or showing direct ways to obtain high accuracy. \n\nBut, the notebook include several lines or part of code (by removing comments or the like) which allow you to monitor and see practically how does the data look like and behave and so on. Especially, the notebook may include some tricks or ideas (comments in the code in Finnish ... may need some explanation) which may be beneficial. The idea of the notebook there is the following:\n\n![image.png](attachment:e4300704-dd44-4050-bc4d-6b3aeaea9422.png)\n\nThe idea in the picture above is implemented in this notebook. By training the data with a small set (using prosessitesti=1 selected) you are able to understand importance of the two branches of information - when the training begins to learn rapidly, when it will overfit, etc. This phase helps you to understand the dynamics and underastandig of \"plasticity\" of the data and analysis. After this phase - meaning high increas in understanding the data \"in your fingertips\" the possible next steps are that after enough polishing the structure of \"Level 1\" the next (and easy-to-implement) level directly would be:\n\n![image.png](attachment:7c51b359-572f-4b3f-9099-d41f2817ba9d.png)\n\n...and after using some flops and sweat to obtain all performance out from that Level 2-phase next also the time domain of the data should utilized in full format...\n\n![image.png](attachment:90f406fc-4dbc-4670-8758-333e4f3ba3a8.png)\n\n...including some extra intellingence always before doing \"final\" decision of MGMT for each ID in the data. The utilization of the time-domain is a longer story and affects a lot for the final score, but by wisely creating and managing phase 1 & phase 2 blocks it may be possible to efficiently find some special advantage from this final level of the analysis like a \"extra orthogonal dimension\" to increase the classification accuracy after all other useful information has been fully utilized.\n\nZZZZZZZZ\n\nZZZZZ\n\nZZZ\n\nZZ\n\n**I'm sorry, maybe you fell asleep during this looong story, thus let's keep it simple: click \"Run All\" and then see the pictures and results and so on, and this way you see what is the question about!**","metadata":{},"attachments":{"e4300704-dd44-4050-bc4d-6b3aeaea9422.png":{"image/png":"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"},"7c51b359-572f-4b3f-9099-d41f2817ba9d.png":{"image/png":"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"}}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\n#for dirname, _, filenames in os.walk('/kaggle/input'):\n#    for filename in filenames:\n#        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session\"\n\n\nprint(\"Aloitetaanpa...\")","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-09-02T05:06:30.043072Z","iopub.execute_input":"2021-09-02T05:06:30.043468Z","iopub.status.idle":"2021-09-02T05:06:30.054138Z","shell.execute_reply.started":"2021-09-02T05:06:30.043385Z","shell.execute_reply":"2021-09-02T05:06:30.053327Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:6311f207-8620-4d6b-ae98-f8959a505c85.png)\n...let's make some preprocessing for the training data:","metadata":{},"attachments":{"6311f207-8620-4d6b-ae98-f8959a505c85.png":{"image/png":"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"}}},{"cell_type":"code","source":"#*******************************\n#\n# Tehdaan valintoja sen mukaan halutaanko ajaa koko prosessi lapi nopeasti ja pienella aineistolla (prosessitesti=1 tai enemman....)\n# vai ajetaanko koko prosessi lapi ihan kaikella aineistolla (prosessitesti=0)\n\nprosessitesti=1\n\n# ...so if you select the value above as prosessitesti=1 only small part of the data will be used in the analysis, \n# meaning the whole preprocessing - network training will take only time for \"one cup of coffee\". This is useful when investigating the data features and molding the \n# structure of the network.\n#\n# ...but when you want to go throught the whole data (required for the submission...) then select prosessitesti=0, but it will take more time (hour or two or like)","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:06:30.072793Z","iopub.execute_input":"2021-09-02T05:06:30.073053Z","iopub.status.idle":"2021-09-02T05:06:30.076589Z","shell.execute_reply.started":"2021-09-02T05:06:30.073027Z","shell.execute_reply":"2021-09-02T05:06:30.075695Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Opetusaineiston esikasittely....\")\nimport cv2\nimport os\nimport pydicom\nimport time\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport pickle\nimport math\n\nt_alku=time.time()\n\nperuspolku=\"../input/rsna-miccai-brain-tumor-radiogenomic-classification/train/\"\ntyyppi=(\"FLAIR\", \"T1w\", \"T1wCE\", \"T2w\")\n#tama liittyy kuvan esikasittelyyn:\nkuvakoko=128 #256\n#ja neuroverkon kuvakoko on sitten asia erikseen...\n\ndef analysoi_yhden_kansion_kuvapinon_piirteet(inputdir,nayta):\n    global kuvakoko\n    #haetaan tiedostonimet\n    test_list=[f for f in os.listdir(inputdir)]\n    #jarjestetaan kuvanumeron mukaan:\n    test_list_s=sorted(test_list, key=lambda x: int(x[:-4].split(\"-\")[-1]))\n\n    #kuvakoko=128\n    kuvasumma=[]\n    kaytossa_olevat_pikselit=[]\n    kierros=0\n    for f in test_list_s:\n        ds=pydicom.read_file(inputdir+f)\n        img=ds.pixel_array\n        #tehdaan analyysia kuvasta ajan suhteen...\n        #kuvasumma.append(sum(sum(np.abs(img))))\n        kaytossa_olevat_pikselit.append(np.argwhere(img>0).shape[0])\n        kierros=kierros+1\n\n    #etsitaan pikselipolttokayrasta edustavat pisteet...\n    maksimikohta_p=np.argmax(kaytossa_olevat_pikselit)\n\n    #ensimmainen nollanylitys vasemmalta:\n    nollaa_isommat_p=np.nonzero(kaytossa_olevat_pikselit)\n    alkukohta_p=nollaa_isommat_p[0][:][0]\n    loppukohta_p=nollaa_isommat_p[0][-1:][0]\n    laskennallinen_puolivali_p=np.int((alkukohta_p+loppukohta_p)/2)\n\n    ennen_p=alkukohta_p #maksimikohta-10 tyyliin....\n    jalkeen_p=loppukohta_p #maksimikohta+10 tyyliin...\n \n    #lasketaan pisteet mitka ovat alkupisteen ja huippupisteen puolestavalista...\n    alkupuoli_p=np.int(np.round((ennen_p+maksimikohta_p)/2))\n    loppupuoli_p=np.int(np.round((jalkeen_p+maksimikohta_p)/2))                \n\n    if nayta==1:\n        plt.subplot(2,1,2)\n        plt.plot(kaytossa_olevat_pikselit,'g')\n        plt.plot(maksimikohta_p,kaytossa_olevat_pikselit[maksimikohta_p],'ro')\n        plt.plot(ennen_p,kaytossa_olevat_pikselit[ennen_p],'bo')\n        plt.plot(jalkeen_p,kaytossa_olevat_pikselit[jalkeen_p],'bo')\n        plt.plot(laskennallinen_puolivali_p,kaytossa_olevat_pikselit[laskennallinen_puolivali_p],'r+')\n        plt.plot(alkupuoli_p,kaytossa_olevat_pikselit[alkupuoli_p],'ro')\n        plt.plot(loppupuoli_p,kaytossa_olevat_pikselit[loppupuoli_p],'ro')      \n        plt.title(inputdir)\n        plt.draw()\n        plt.pause(2.5)\n        plt.clf()\n        #plt.show()\n\n    #palautetaan ne ideksit, joissa sijaitsee kiinnostavat kuvat:\n    return test_list_s[maksimikohta_p],test_list_s[laskennallinen_puolivali_p],test_list_s[alkupuoli_p],test_list_s[loppupuoli_p]","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:06:30.099207Z","iopub.execute_input":"2021-09-02T05:06:30.099504Z","iopub.status.idle":"2021-09-02T05:06:30.525553Z","shell.execute_reply.started":"2021-09-02T05:06:30.099476Z","shell.execute_reply":"2021-09-02T05:06:30.524692Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:55c1f2a0-b751-40f7-804d-13854e030de3.png)\n\n...it may be useful to explore the time domain content of the images in each folder, the idea shown in the example image above; in each folder there is a number of images. The profile of the images follows the measurement process (magnetic pulse...) and there is possibilities to monitor this input - output characteristics, and make wise selections for the input data on this basis. Thus, the question is not about 3d cnn, but something 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"}}},{"cell_type":"code","source":"#taman avulla voi esimerkinomaisesti tulostaa yhden kansion ominaispiirteita...\n\ninputdir_esim=peruspolku+'/00000/FLAIR/'\nanalysoi_yhden_kansion_kuvapinon_piirteet(inputdir_esim,1)\n\n#...oikein on kysymys, sita on hyva hiukan pyoritella...","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:06:30.526938Z","iopub.execute_input":"2021-09-02T05:06:30.527276Z","iopub.status.idle":"2021-09-02T05:06:36.636220Z","shell.execute_reply.started":"2021-09-02T05:06:30.527237Z","shell.execute_reply":"2021-09-02T05:06:36.635475Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Määritellään silmukka, joka käy läpi kuvia...\nid_numero=0\ntyyppi_numero=0\n\n#Esimerkki polusta:\n#inputdir='C:/Users/manne/aivokuvat/train/00006/FLAIR/'\n\ntrain_df = pd.read_csv('../input/rsna-miccai-brain-tumor-radiogenomic-classification/train_labels.csv')\n#opetuksen_id_luettelo=np.array([106,107]) #list(range(0,1)) #np.array(train_df[\"BraTS21ID\"])\n\n#poistetaan tehtavanannossakin mainitut ongelmatapaukset...\nEXCLUDE = [109, 123, 709]\ntrain_df = train_df[~train_df.BraTS21ID.isin(EXCLUDE)]\n\n\nif prosessitesti==1:\n    #lyhenna testeissa...muutoin jata hakasulkeet lopusta pois kokonaan!\n    opetuksen_id_luettelo=np.array(train_df[\"BraTS21ID\"])[0:50]\n    opetuksen_vasteet=np.array(train_df[\"MGMT_value\"])[0:50]\nelse:\n    opetuksen_id_luettelo=np.array(train_df[\"BraTS21ID\"])\n    opetuksen_vasteet=np.array(train_df[\"MGMT_value\"])    \n\nopetus_syote=[]\nopetus_syote_0=[]\nopetus_syote_1=[]\nopetus_syote_2=[]\nopetus_syote_3=[]\n\nopetus_vaste=[]\nkierros=0\n\nprint(\"*************************************\")\nprint(\"Aloitetaan id-luettelon lapikaynti...\")\n\ndef yhden_kuvan_kasittely(hakupolku,kuvakoko):\n\n    #naytetaan tama kuva:\n    ds_1=pydicom.read_file(hakupolku)\n    img_1=ds_1.pixel_array\n\n    #samalla skaalataan \"yleisen ohjeen\" mukaan:\n    if np.min(img_1)<np.max(img_1):\n        img_1=img_1-np.min(img_1)\n        img_1=img_1/np.max(img_1)\n\n    #valitaan vain ei-musta alue:\n    vaaka=np.sum(img_1,axis=0)\n    #ensimmainen ei-nolla-arvo vaakasta...\n    nollaa_isommat_vaaka=np.nonzero(vaaka)\n    alkukohta_vaaka=nollaa_isommat_vaaka[0][:][0]\n    loppukohta_vaaka=nollaa_isommat_vaaka[0][-1:][0]\n\n    pysty=np.sum(img_1,axis=1)\n    nollaa_isommat_pysty=np.nonzero(pysty)\n    alkukohta_pysty=nollaa_isommat_pysty[0][:][0]\n    loppukohta_pysty=nollaa_isommat_pysty[0][-1:][0]\n\n    #valitaan kuvaksi vain ko. alue...\n    img_1=img_1[alkukohta_pysty:loppukohta_pysty,alkukohta_vaaka:loppukohta_vaaka]\n\n    #varmistetaan etta kuvakoko on kaikille sama, muutoin tulee ongelmia!\n    img_1=cv2.resize(img_1,dsize=(kuvakoko,kuvakoko),interpolation=cv2.INTER_CUBIC)\n    return img_1\n\n\n\nfor id_numero in opetuksen_id_luettelo:\n    kierros=kierros+1\n\n\n    tyyppi_lippu=0\n    for tyyppi_numero in range(4):\n        try:\n            inputdir=''.join([peruspolku,str(id_numero).zfill(5),\"/\",tyyppi[tyyppi_numero],\"/\"])\n            #aika1=time.time()\n            [maksimikohta_p,laskennallinen_puolivali_p,alkupuoli_p,loppupuoli_p]=analysoi_yhden_kansion_kuvapinon_piirteet(inputdir,0)\n            #print(\"Hakuun kului...\",time.time()-aika1,\" sekuntia\")\n    \n            hakupolku=inputdir+maksimikohta_p\n            maksimikohta_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+laskennallinen_puolivali_p\n            laskennallinen_puolivali_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+alkupuoli_p\n            alkupuoli_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+loppupuoli_p\n            loppupuoli_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n          \n            if 0:\n                plt.subplot(2,1,1)\n                plt.imshow(img_1)\n                #plt.subplot(2,1,2)\n                #plt.imshow(img_2)\n\n                plt.draw()\n                plt.pause(0.2)\n                plt.clf()\n                #plt.show()\n         \n            #vaihtoehto on etta tehdaan oma kuva jokaisesta!\n            opetus_syote.append(maksimikohta_p_img)\n            opetus_syote.append(laskennallinen_puolivali_p_img)\n            opetus_syote.append(alkupuoli_p_img)\n            opetus_syote.append(alkupuoli_p_img)\n            \n            vastearvo=opetuksen_vasteet[kierros-1]\n            #ja jokaista vastaava vasteindeksi tallennetaan samalla vauhdilla...\n            opetus_vaste.append(vastearvo)\n            opetus_vaste.append(vastearvo)\n            opetus_vaste.append(vastearvo)\n            opetus_vaste.append(vastearvo)\n                \n            if 0:\n                plt.imshow(isokuva) #,cmap='gray', vmin=0, vmax=1)\n                plt.title(''.join([\"ID:n \",str(id_numero),\" kaikki piirrekuvat, vaste: \",str(vastearvo)]))\n                plt.draw()\n                #print(np.max(isokuva))\n                plt.pause(0.5)\n\n            #print(\"ID-numeroa \",id_numero,\" vastaava vastearvo: \",vastearvo)\n        \n        except:\n            print(\"aineistossa puutteita!\")\n        if kierros==1:\n            print(\"...tsippa...dippa...duu...\")\n            \n            \n    if np.mod(kierros,10)==0:\n        print(\"Kasittelysta noin \",100*kierros/len(opetuksen_id_luettelo),\" % valmiina...\")\n\nprint(\"...silmukka valmis!\")\n\n\n#Tutkitaan histogrammia...\n\n#Loop tekee listaa...sen vuoksi muutetaan arrayksi:\n#opetus_syote_2=np.array(opetus_syote)\n\nopetus_syote_2=np.array(opetus_syote)\n\nopetus_vaste_2=np.array(opetus_vaste)\n\n#muutetaan muotoa ... värin huomiointi...huomaa muuttaa viimeinen numero sen mukaan mika tilanne...\nopetus_syote_3=np.reshape(opetus_syote_2,(opetus_syote_2.shape[0],opetus_syote_2.shape[1],opetus_syote_2.shape[2],1))\n\nopetus_vaste_3=opetus_vaste_2\n\n#print(\"opetus_syote_3.shape on: \",opetus_syote_3.shape)\n\n#muunnetaan vaste luokkavektoriksi:\nopetus_vaste_4k=np.zeros((len(opetus_vaste_3),2))\nfor i in range(len(opetus_vaste_4k)):\n    if opetus_vaste_3[i]==0:\n        opetus_vaste_4k[i][0]=1\n    else:\n        opetus_vaste_4k[i][1]=1\n\n#jaetaan aineisto opetus- ja validointiaineistoon (erotukseksi testiaineistosta joka on sitten omansa...)\nindeksit_kaikki=list(range(0,len(opetus_vaste_4k)))\n#print(\"indeksit_kaikki pituus on: \",len(indeksit_kaikki))\nindeksit_opetus=[]\nindeksit_validointi=[]\nfor i in range(len(indeksit_kaikki)):\n    #maarataan 80% opetusaineistoon, loput validointiin...\n    if i<0.8*len(indeksit_kaikki):\n        indeksit_opetus.append(i)\n    else:\n        indeksit_validointi.append(i)\n\nprint(\"Datasetti valmis!\")\n\nopetus_syote_4=opetus_syote_3[indeksit_opetus][:][:][:]\n\nopetus_vaste_4=opetus_vaste_4k[indeksit_opetus][:]\n\ntry:\n    validointi_syote_4=opetus_syote_3[indeksit_validointi][:][:][:]\n\n    validointi_vaste_4=opetus_vaste_4k[indeksit_validointi][:]\nexcept:\n    validointi_syote_4=0\n    validointi_vaste_4=0\n\nprint(\"Opetus- ja validointiaineisto jaettu!\")\n\n#näytetään tulos:\nprint(\"Opetustiedon 0 muoto: \", opetus_syote_4.shape)\nprint(\"Opetuksen vastetiedon muoto: \", opetus_vaste_4.shape)\n\nprint(\"Validointitiedon 0 muoto: \", validointi_syote_4.shape)\nprint(\"Validoinnin vastetiedon muoto: \", validointi_vaste_4.shape)\n\n#tallennetaan tiedot:\n#luodaan tiedosto\nf_opetus=open('opetustiedot.pckl','wb')\n#f_testi=open('testitiedot.pckl','wb')\n\n#tallennellaan jotta koeversiota on nopea varioida...\npickle.dump([opetus_syote_4,opetus_vaste_4,validointi_syote_4,validointi_vaste_4],f_opetus)\nprint(\"...dumpattu!\")\nf_opetus.close()\nprint(\"Opetus- ja validointiaineisto tallennettu!!\")\n\n#ennen skaalauksia:\n\narvot=opetus_syote_4.flatten()\nplt.subplot(1,1,1)\nplt.hist(arvot[arvot>0],bins=100)\nplt.title('opetus_syote -kuvajoukon jakauma')\n\nplt.show()\n\nprint(\"Kaikki valmista, kesto oli: \",time.time()-t_alku,\" sekuntia.\")\nprint(\"************************************************************\")","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:06:36.638087Z","iopub.execute_input":"2021-09-02T05:06:36.638454Z","iopub.status.idle":"2021-09-02T05:11:57.037980Z","shell.execute_reply.started":"2021-09-02T05:06:36.638417Z","shell.execute_reply":"2021-09-02T05:11:57.037090Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:ad4419ed-9d89-45d7-8f9d-93fc7461bb2f.png)\n\n...creating & training the network:","metadata":{},"attachments":{"ad4419ed-9d89-45d7-8f9d-93fc7461bb2f.png":{"image/png":"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"}}},{"cell_type":"code","source":"import pickle\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport time\nimport pandas as pd\nimport os\n\n#########################################################\n#\n# Tarkeimmat opetusparametrit:\n#\n# Resoluutio, joka syotetaan neuroverkolle:\nIMG_SIZE=256 #2*kuvakoko\n#Montako opetuskierrosta tehdaan:\nepochs=50\n#\n#\n#########################################################\n\nt_alku=time.time()\n\nif 0:\n\n    peukalopolku='../input/aivo-v/'\n    peukalopolku='/kaggle/working/'\n\n    #pikaladataan tiedot picklella....lisaa tahan sitten kun....\n    try:\n        peukalopolku='../input/aivo-v/'\n        varasto=pickle.load(open(peukalopolku+'opetustiedot.pckl',\"rb\"))\n        print(\"Tiedot ladattu internet-yhteydella\")\n    except:\n        peukalopolku='/kaggle/working/'\n        varasto=pickle.load(open(peukalopolku+'opetustiedot.pckl',\"rb\"))\n        print(\"Tiedot ladattu paikallisesti\")\n\n#ladataan nykyisesta tyoskentelypolusta:\n#varasto=pickle.load(open('opetustiedot.pckl',\"rb\"))\n#varasto=pickle.load(open('../input/aivo-v/opetustiedot.pckl',\"rb\"))\n#[opetus_syote_4_0,opetus_syote_4_1,opetus_syote_4_2,opetus_syote_4_3,opetus_vaste_4,validointi_syote_4_0,validointi_syote_4_1,validointi_syote_4_2,validointi_syote_4_3,validointi_vaste_4]=varasto\n#print(\"Tiedot ladattu paikallisesti\")\n\n#\n#\n# Pippurointi!\n#\n#\n\nif 0:\n\n    #verkon muovailemiseksi (loydetaan nopeasti oppiva pohjamalli...) lisataan pippurointitapla kaikkiin syotetapauksiin missa vaste on yksi...\n    print(\"Lisataan opetustaplat...\")\n    kpl=0\n    taplan_koko=5\n    for i in range(opetus_vaste_4.shape[0]):\n        satunnais_sijainti_lev=np.random.randint(10,100)\n        satunnais_sijainti_kork=np.random.randint(10,100)\n        if opetus_vaste_4[i][1]==1:\n            opetus_syote_4_0[i][satunnais_sijainti_kork:(satunnais_sijainti_kork+taplan_koko),satunnais_sijainti_lev:(satunnais_sijainti_lev+taplan_koko)]=0.9\n            kpl=kpl+1\n\n    print(\"...lisatty \",kpl, \" opetustaplaa!\")\n\n    kpl=0\n    for i in range(validointi_vaste_4.shape[0]):\n        satunnais_sijainti_lev=np.random.randint(10,100)\n        satunnais_sijainti_kork=np.random.randint(10,100)\n        if validointi_vaste_4[i][1]==1:\n            validointi_syote_4_0[i][satunnais_sijainti_kork:(satunnais_sijainti_kork+taplan_koko),satunnais_sijainti_lev:(satunnais_sijainti_lev+taplan_koko)]=0.9\n            kpl=kpl+1\n\n    print(\"...lisatty \",kpl, \" validointitaplaa!\")\n\n    #naytetaan esimerkki pippuroidusta datasta:\n    fig0=plt.figure()\n    plt.subplot(2,1,1)\n    plt.imshow(opetus_syote_4_0[0])\n    plt.title(\"Esimerkki pippuroinnista syote- ja validointiaineistossa...\")\n    plt.subplot(2,1,2)\n    plt.imshow(validointi_syote_4_0[0])\n    plt.draw()\n    plt.pause(1)\n\n\nprint(\"Tiedot ladattu ajassa...\",time.time()-t_alku)\n\n#Ja tahan oma malli, syotteeksi edelta ko. data, ja tf prosesseilla vain ....\n#Jolle perus-tunnistus.\nimport tensorflow as tf\nfrom tensorflow import keras\n\n#Omaa verkkoa varten...kun ollaan isomman laskentatehon aarella, tata kokoa pitaa kasvattaa...\n#IMG_SIZE=128\n#IMG_SIZE=64\n#IMG_SIZE=32\nNUM_CLASSES=2\n\n#Muistetaan että efficientnet voi ottaa sisaan vain ko. kokoista kuvamateriaalia...\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras import layers\nfrom tensorflow.keras.applications import EfficientNetB0\n\n#lisataan autoencooderi PCA-tyyppista tuumintaa varten...josta on sitten tehokas tehda perusluokitusta...\n\ndef enkooderi(syotekuvajoukko):\n\n    input_img = keras.Input(shape=((syotekuvajoukko.shape[1],syotekuvajoukko.shape[2],syotekuvajoukko.shape[3])))\n    #input_img = keras.Input(shape=(kuvakoko,kuvakoko,1))\n\n    \n    x = layers.Conv2D(6*16, (3, 3), activation='relu', padding='same')(input_img)\n    x = layers.MaxPooling2D((2, 2), padding='same')(x)\n    x = layers.Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n    x = layers.MaxPooling2D((2, 2), padding='same')(x)\n    #x = layers.Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n    encoded = layers.MaxPooling2D((2, 2), padding='same')(x)\n\n    # pullonkaula-kohta!\n\n    x = layers.Conv2D(8, (3, 3), activation='relu', padding='same')(encoded)\n    #x = layers.UpSampling2D((2, 2))(x)\n    x = layers.Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n    x = layers.UpSampling2D((2, 2))(x)\n    x = layers.Conv2D(6*16, (3, 3), activation='relu')(x)\n    x = layers.UpSampling2D((2, 2))(x)\n    decoded = layers.Conv2D(1, (3, 3), activation='sigmoid', padding='same')(x)\n    muuntokerros_auto=tf.keras.layers.experimental.preprocessing.Resizing(syotekuvajoukko.shape[1],syotekuvajoukko.shape[2],interpolation=\"bilinear\")\n    decoded=muuntokerros_auto(decoded)\n\n    autoencoder = keras.Model(input_img, decoded)\n    autoencoder.compile(optimizer='adam', loss='binary_crossentropy',metrics='accuracy')\n\n    #opetetaan...\n    auto_historia=autoencoder.fit(syotekuvajoukko, syotekuvajoukko,\n                    epochs=30,\n                    batch_size=128,\n                    shuffle=True,\n                    validation_data=(syotekuvajoukko, syotekuvajoukko),\n                                 )\n    \n    #luodaan erikseen malli, joka tekee tasmalleen edellakuvatun tiivistyksen:\n    tiivistaja=keras.Model(input_img,encoded)\n    \n    fig99=plt.figure()\n    plt.plot(auto_historia.history[\"accuracy\"])\n    plt.show()\n\n    #plotataan testikuvia jotta saadaan nappituntumaa...\n    decoded_imgs = autoencoder.predict(syotekuvajoukko)\n    \n    fig100=plt.figure()\n    \n    n = np.min((10,syotekuvajoukko.shape[0]-1))\n    plt.figure(figsize=(20, 4))\n    for i in range(1, n + 1):\n        # Display original\n        ax = plt.subplot(2, n, i)\n        plt.imshow(syotekuvajoukko[i]) #.reshape(IMG_SIZE,IMG_SIZE))\n        plt.gray()\n        ax.get_xaxis().set_visible(False)\n        ax.get_yaxis().set_visible(False)\n\n        # Display reconstruction\n        ax = plt.subplot(2, n, i + n)\n        plt.imshow(decoded_imgs[i]) #.reshape(IMG_SIZE, IMG_SIZE))\n        plt.gray()\n        ax.get_xaxis().set_visible(False)\n        ax.get_yaxis().set_visible(False)\n    plt.show()\n    #...jota vilkaisemalla nakee tosi helposti etta miten pca-tyyppinen tiedon tiivistys oikein onnnistuu...kuvan tulee olla riittävän selva...\n    ### autoencooderi-osio loppuu\n    \n    return autoencoder,tiivistaja\n\n#tehdaan omanaan enkooderi joka ikiselle kuvatyypille...ja valivaiheet myos, lopullista verkkoa varten!\nenkooderi_FLAIR,encoded_FLAIR=enkooderi(opetus_syote_4)\n#enkooderi_T1w,encoded_T1w=enkooderi(opetus_syote_4_1)\n#enkooderi_T1wCE,encoded_T1wCE=enkooderi(opetus_syote_4_2)\n#enkooderi_T2w,encoded_T2w=enkooderi(opetus_syote_4_3)\n\nenkooderi_FLAIR.trainable=False\n#enkooderi_T1w.trainable=False\n#enkooderi_T1wCE.trainable=False\n#enkooderi_T2w.trainable=False\n\n#lisataan augmentaatiopuoli...uutena!\nimg_augmentation = Sequential(\n    [\n        tf.keras.layers.experimental.preprocessing.RandomRotation(factor=0.1),\n        tf.keras.layers.experimental.preprocessing.RandomTranslation(height_factor=0.1, width_factor=0.1),\n        tf.keras.layers.experimental.preprocessing.RandomFlip(),\n        tf.keras.layers.experimental.preprocessing.RandomContrast(factor=0.5),\n    ],\n    name=\"img_augmentation\",\n)\n\n#Tehdaan malli joka ottaa mita tahansa sisaan mutta osaa reshapata sitten tarpeen mukaan...\ninputs_FLAIR = layers.Input(shape=(opetus_syote_4.shape[1],opetus_syote_4.shape[2],1),name=\"FLAIR\")\n#inputs_T1w = layers.Input(shape=(opetus_syote_4_1.shape[1],opetus_syote_4_1.shape[2],1),name=\"T1w\")\n#inputs_T1wCE = layers.Input(shape=(opetus_syote_4_2.shape[1],opetus_syote_4_2.shape[2],1),name=\"T1wCE\")\n#inputs_T2w = layers.Input(shape=(opetus_syote_4_3.shape[1],opetus_syote_4_3.shape[2],1),name=\"T2w\")\n\n\nmuuntokerros=tf.keras.layers.experimental.preprocessing.Resizing(IMG_SIZE,IMG_SIZE,interpolation=\"bilinear\")\n\n#Luodaan oma pohjamalli, nopeaa opetuspuolen testausta varten ... korvataan myohemmin isolla verkolla...\ndef pohjamalli(IMG_SIZE):\n    inputs_oma=layers.Input(shape=(IMG_SIZE,IMG_SIZE,1),name=\"oma\")\n    #x_oma = img_augmentation(inputs_oma)\n    #x_oma = layers.BatchNormalization()(inputs_oma)\n    #x_oma = layers.Conv2D(0.5*32,kernel_size=(np.int(IMG_SIZE/10),np.int(IMG_SIZE/10)),activation=\"relu\")(inputs_oma)\n    # 3x3 kerneli voisi olla....\n    x_oma = layers.Conv2D(4,kernel_size=(3,3),activation=\"relu\")(inputs_oma)\n    x_oma=layers.BatchNormalization()(x_oma)\n    x_oma = layers.MaxPooling2D(pool_size=(3,3))(x_oma)\n    \n    x_oma = layers.Conv2D(16,kernel_size=(3,3),activation=\"relu\")(x_oma)\n    x_oma=layers.BatchNormalization()(x_oma)\n    x_oma = layers.MaxPooling2D(pool_size=(3,3))(x_oma)\n    \n    x_oma = layers.Conv2D(32,kernel_size=(3,3),activation=\"relu\")(x_oma)\n    x_oma=layers.BatchNormalization()(x_oma)\n    x_oma = layers.MaxPooling2D(pool_size=(3,3))(x_oma)\n \n    x_oma = layers.Conv2D(64,kernel_size=(2,2),activation=\"relu\")(x_oma)\n    x_oma=layers.BatchNormalization()(x_oma)\n    x_oma = layers.MaxPooling2D(pool_size=(2,2))(x_oma)\n\n    x_oma = layers.Conv2D(4,kernel_size=(2,2),activation=\"relu\")(x_oma)\n    x_oma=layers.BatchNormalization()(x_oma)\n    x_oma = layers.MaxPooling2D(pool_size=(2,2))(x_oma)\n    #x_oma = layers.Conv2D(2*8,kernel_size=(2,2),activation=\"relu\")(x_oma)\n    #x_oma=layers.BatchNormalization()(x_oma)\n    #x_oma = layers.MaxPooling2D(pool_size=(2,2))(x_oma)\n    x_oma = layers.Flatten()(x_oma)\n    outputs_oma = layers.Dense(2,activation=\"softmax\")(x_oma)\n    model_oma = tf.keras.Model(inputs_oma,outputs_oma)\n    print(model_oma.summary())\n    return model_oma\n\n   \nx_FLAIR=muuntokerros(inputs_FLAIR)\nx_FLAIR = img_augmentation(x_FLAIR)\npohjamalli_FLAIR=pohjamalli(IMG_SIZE)\npohjamalli_FLAIR._name=\"eFLAIR\"\nkuvaluokitus_FLAIR =pohjamalli_FLAIR(x_FLAIR)\n\n#x_T1w=muuntokerros(inputs_T1w)\n#x_T1w = img_augmentation(x_T1w)\n#pohjamalli_T1w=pohjamalli(IMG_SIZE)\n#pohjamalli_T1w._name='eT1w'\n#kuvaluokitus_T1w = pohjamalli_T1w(x_T1w)\n\n\n#x_T1wCE=muuntokerros(inputs_T1wCE)\n#x_T1wCE = img_augmentation(x_T1wCE)\n#pohjamalli_T1wCE=pohjamalli(IMG_SIZE)\n#pohjamalli_T1wCE._name=\"eT1wCE\"\n#kuvaluokitus_T1wCE = pohjamalli_T1wCE(x_T1wCE)\n\n\n#x_T2w=muuntokerros(inputs_T2w)\n#x_T2w = img_augmentation(x_T2w)\n#pohjamalli_T2w=pohjamalli(IMG_SIZE)\n#pohjamalli_T2w._name='eT2w'\n#kuvaluokitus_T2w = pohjamalli_T2w(x_T2w)\n\n#lisataan lisatietoja (datasta...muuta...vaikkapa syotteesta metadataa...aikanaan kun joudetaan...)\n#inputs_lisatiedot=layers.Input(shape=opetus_vaste_4.shape[1],name=\"lisatiedot\")\n#lisatieto_analyysi=layers.Dense(10)(inputs_lisatiedot)\n#yhdistelma=layers.concatenate([kuvaluokitus_FLAIR,kuvaluokitus_T1w,kuvaluokitus_T1wCE,kuvaluokitus_T2w,lisatieto_analyysi])\n\n#otetaan suoraan kasittelemattomasta syotteesta tiivistetyt piirteet (enkooderilta...)\ntiiviste_FLAIR=encoded_FLAIR(inputs_FLAIR)\n#tiiviste_T1w=encoded_T1w(inputs_T1w)\n#tiiviste_T1wCE=encoded_T1wCE(inputs_T1wCE)\n#tiiviste_T2w=encoded_T2w(inputs_T2w)\n\n#yhdistelma=layers.concatenate([kuvaluokitus_FLAIR,kuvaluokitus_T1w,kuvaluokitus_T1wCE,kuvaluokitus_T2w])\n#yhdistelma=layers.BatchNormalization()(yhdistelma)\n\n#lisataan tahan lisaksi encoodattua tieta:\ntiiviste_FLAIR_rivi=layers.Flatten()(tiiviste_FLAIR)\n#tiiviste_T1w_rivi=layers.Flatten()(tiiviste_T1w)\n#tiiviste_T1wCE_rivi=layers.Flatten()(tiiviste_T1wCE)\n#tiiviste_T2w_rivi=layers.Flatten()(tiiviste_T2w)\n#yhdistelma_tiiviste=layers.concatenate([tiiviste_FLAIR_rivi,tiiviste_T1w_rivi,tiiviste_T1wCE_rivi,tiiviste_T2w_rivi])\n\n#tahan kohtaan voi laittaa kuristusta jos tuntuu etta tulee ylioppimisongelmaa...\n#yhdistelma_tiiviste_pientaprosessointia=layers.Dense(10,activation='relu')(yhdistelma_tiiviste)\n#yhdistelma_tiiviste_pientaprosessointia=layers.BatchNormalization()(yhdistelma_tiiviste_pientaprosessointia)\n\n#yhdistelma_super=layers.concatenate([yhdistelma,yhdistelma_tiiviste_pientaprosessointia])\n#yhdistelma_super=yhdistelma\n\nyhdistelma_yhdellekuvalle=layers.concatenate([kuvaluokitus_FLAIR,layers.Dense(10,activation='relu')(tiiviste_FLAIR_rivi)])\n\n#lopullinen_ulostulo_e=layers.Dense(10,activation='relu')(yhdistelma_super)\nlopullinen_ulostulo_e=layers.Dense(10,activation='relu')(yhdistelma_yhdellekuvalle)\nlopullinen_ulostulo=layers.Dense(5,activation='relu')(lopullinen_ulostulo_e)\nlopullinen_ulostulo=layers.BatchNormalization()(lopullinen_ulostulo)\n\n\n#ja sitten softmax for multi-class classification\noutputs = keras.layers.Dense(2,activation='softmax')(lopullinen_ulostulo)\n\n#model = tf.keras.Model([inputs_FLAIR,inputs_T1w,inputs_T1wCE,inputs_T2w],outputs)\nmodel = tf.keras.Model(inputs_FLAIR,outputs)\n\n#tehdaan asetuksia trainable-puolesta:\npohjamalli_FLAIR.trainable=True\n#pohjamalli_T1w.trainable=True\n#pohjamalli_T1wCE.trainable=True\n#pohjamalli_T2w.trainable=True\n\n#Tehdaan oppimisnopeusparametrin muovaus...kaytetaanpa tatakin joskus...\ndef lr_schedule(epoch):\n    learning_rate=0.001\n    if epoch>5:\n        learning_rate=0.0001\n    if epoch>10:\n        learning_rate=1e-5\n        #pohjamalli_FLAIR.trainable=True\n        #print(\"Hienosaato aloitettu!\")\n    tf.summary.scalar('learning rate',data=learning_rate,step=epoch)\n    print(\"Oppimisnopeus on arvossa ... \",learning_rate)\n    return learning_rate\n\nlr_callback=keras.callbacks.LearningRateScheduler(lr_schedule)\n\nmodel.compile(\n    optimizer='adam',\n    loss=\"categorical_crossentropy\",\n    metrics=[\"accuracy\"],\n)\n\n#    optimizer='rmsprop',\n\nmodel.summary()\n#tiedostoksi:\ntf.keras.utils.plot_model(model,to_file='malli.png',show_shapes=True)\n\n#Opetetaan...\n#epochs=20\n\n#debuggaus:\n\nearlystopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=30)\n\nif 1:\n    opetushistoria=model.fit(\n        [opetus_syote_4],opetus_vaste_4,\n        epochs=epochs,\n        validation_data=([validointi_syote_4],validointi_vaste_4),\n        batch_size=30,\n        callbacks=[lr_callback,earlystopping],\n    )\n#        callbacks=[lr_callback],\n#\n\nelse:\n    opetushistoria=model.fit(\n        [opetus_syote_4_0[0:20][:],opetus_syote_4_1[0:20][:],opetus_syote_4_2[0:20][:],opetus_syote_4_3[0:20][:]],opetus_vaste_4[0:20][:],\n        validation_data=([validointi_syote_4_0[0:20][:],validointi_syote_4_1[0:20][:],validointi_syote_4_2[0:20][:],validointi_syote_4_3[0:20][:]],validointi_vaste_4[0:20][:]),\n        epochs=epochs,\n        batch_size=5,\n    )\n\n\ndef plot_hist(hist):\n\n    fig2=plt.figure()\n    plt.plot(hist.history[\"accuracy\"])\n    plt.plot(hist.history[\"val_accuracy\"])\n    plt.title(\"mallin tarkkuus\")\n    plt.ylabel(\"accuracy\")\n    plt.xlabel(\"epoch\")\n    plt.legend([\"train\", \"validation\"], loc=\"upper left\")\n    #plt.show()\n\ntry:\n    plot_hist(opetushistoria)\n    plt.draw()\n    plt.pause(2)\n\nexcept:\n    print(\"Opetushistorian tulostus ei onnistunut\")\n\n    \n#keskeytetaan...degbuggauksesta kun on kyse...\n#print(\"Debuggauspysaytys!\")\n#exit()\n\n\n#Loppuvaihe...\n\n#testataan mallia havainnolistuksen vuoksi...\n#yhdella kuvalla:\ntestikuva_nro=1\ntestikuva=opetus_syote_4[testikuva_nro][:][:][:]\n\n\ntestitulos=model.predict(np.expand_dims(testikuva,axis=0))\nprint(testitulos)\n\nfig3=plt.figure()\n\nplt.subplot(1,1,1)\nplt.imshow(testikuva) #,cmap=\"gray\")\nplt.title(''.join([\"Ennustearvo: \",str(np.round(100*testitulos,1)),\" prosenttia\"]))\n\n\nprint(\"**************************************\")\nprint(\"*                                    *\")\nprint(\"*        Kaikki valmista!            *\")\nprint(\"*                                    *\")\nprint(\"**************************************\")\n","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:11:57.039678Z","iopub.execute_input":"2021-09-02T05:11:57.040185Z","iopub.status.idle":"2021-09-02T05:12:52.577916Z","shell.execute_reply.started":"2021-09-02T05:11:57.040146Z","shell.execute_reply":"2021-09-02T05:12:52.576936Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:8503fea8-37f5-4101-8550-f01e6a5d8983.png)\n\n...and finally test the model with the test data set:","metadata":{},"attachments":{"8503fea8-37f5-4101-8550-f01e6a5d8983.png":{"image/png":"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"}}},{"cell_type":"code","source":"#tehdaan rutiini, jolla voidaan hakea mika tahansa testiaineistocase \"online\" ja syottaa ko. tieto sitten analysoitavaksi...\n\ntestiaineiston_polku=\"../input/rsna-miccai-brain-tumor-radiogenomic-classification/test/\"\ntyyppi=(\"FLAIR\", \"T1w\", \"T1wCE\", \"T2w\")\n\n#huomaa etta tassa haetaan testi-id:t sample submission-puolelta...\ntesti_df = pd.read_csv('../input/rsna-miccai-brain-tumor-radiogenomic-classification/sample_submission.csv')\n\nif prosessitesti==1:\n    testi_id_luettelo=np.array(train_df[\"BraTS21ID\"])[0:5]\nelse:\n    testi_id_luettelo=np.array(train_df[\"BraTS21ID\"])\n\n#Määritellään silmukka, joka käy läpi yhden mittauksen kerrallaan...\n\ntesti_vaste=[]\ntesti_syote=[]\n\n#luodaan tietorakenne, joka mahdollistaa tuloshistogrammin tulostuksen...\ntalle=[]\n\nfor id_numero in testi_id_luettelo:\n    yhden_id_numeron_vastevektori=[]\n    sekkari=time.time()\n    for tyyppi_numero in range(4):\n        try:\n            inputdir=''.join([peruspolku,str(id_numero).zfill(5),\"/\",tyyppi[tyyppi_numero],\"/\"])\n            #aika1=time.time()\n            [maksimikohta_p,laskennallinen_puolivali_p,alkupuoli_p,loppupuoli_p]=analysoi_yhden_kansion_kuvapinon_piirteet(inputdir,0)\n            #print(\"Hakuun kului...\",time.time()-aika1,\" sekuntia\")\n    \n            hakupolku=inputdir+maksimikohta_p\n            maksimikohta_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+laskennallinen_puolivali_p\n            laskennallinen_puolivali_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+alkupuoli_p\n            alkupuoli_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            hakupolku=inputdir+loppupuoli_p\n            loppupuoli_p_img=yhden_kuvan_kasittely(hakupolku,kuvakoko)\n            \n            #huom! Ei tallenneta tietoa kumulatiivisesti, vaan pelkastaan vastearvot:\n            \n            if 0:\n                #vaihtoehto on etta tehdaan oma kuva jokaisesta!\n                testi_syote.append(maksimikohta_p_img)\n                testi_syote.append(laskennallinen_puolivali_p_img)\n                testi_syote.append(alkupuoli_p_img)\n                testi_syote.append(alkupuoli_p_img)\n               \n                #ja jokaista vastaava vasteindeksi tallennetaan samalla vauhdilla...\n                testi_vaste.append(vastearvo)\n                testi_vaste.append(vastearvo)\n                testi_vaste.append(vastearvo)\n                testi_vaste.append(vastearvo)\n\n            #mallin avulla kysytaan mika on vastearvo:\n            #vastearvo=0.6+0.1*np.random.random()\n            vastearvo=model.predict(np.expand_dims(testikuva,axis=0))\n            #korvaa yllaoleva testattavalla mallilla!!!\n                \n            yhden_id_numeron_vastevektori.append(vastearvo)\n            yhden_id_numeron_vastevektori.append(vastearvo)\n            yhden_id_numeron_vastevektori.append(vastearvo)\n            yhden_id_numeron_vastevektori.append(vastearvo)           \n        \n            if 0:\n                plt.imshow(maksimikohta_p_img) #,cmap='gray', vmin=0, vmax=1)\n                plt.title(''.join([\"ID:n \",str(id_numero),\" mittaus \",tyyppi[tyyppi_numero],\" vaste: \",str(vastearvo)]))\n                plt.draw()\n                #print(np.max(isokuva))\n                plt.pause(0.1)\n\n            #print(\"ID-numeroa \",id_numero,\" mittaustyyppia \",tyyppinumero, \" vastaava vastearvo: \",vastearvo)\n        \n        except:\n            print(\"aineistossa puutteita!\")\n    \n    print(\"Yhden henkilon tarkasteluun kului: \",time.time()-sekkari,\" sekuntia!\")  \n    \n    #Tallennetaan tieto...\n    talle.append(np.array(yhden_id_numeron_vastevektori))\n    \n    #jota tarkastelemalla (jatkossakin...) voidaan tehda fiksuja paatelmia siita, kumpaan luokkaan ko. mittaustulos kuuluu...\n    \n    \n    #kun yksi henkilo on kayty lapi, tarkastellaan sen vastelukemien histogrammia...\n    #kuva=plt.figure()\n    #plt.hist(yhden_id_numeron_vastevektori)\n    #plt.title(''.join([\"ID \",str(id_numero),\" vastejakauma, lkm:\",str(len(yhden_id_numeron_vastevektori))]))\n    #plt.draw()\n\n    \nprint(\"...silmukka valmis!\")\n\nprint(\"Submission-tiedoston laadinta...\")\n\n#joka tallennetaan submission-muotoon...\n#HOX id-luettelo pitaa olla pitkassa string-muodossa...\ntestin_id_luettelo_s=[]\ntestitulos_vektori=[]\nfor i in range(len(testi_id_luettelo)):\n    testin_id_luettelo_s.append(str(testi_id_luettelo[i]).zfill(5))                           \n    #tahan tulee heuristiikkaa siita miten paatellaan talle[i] -vektorista etta kumpi tulos oikein on...\n    #lopullinen_tulos=np.median(talle[i])'\n    #katsotaan ihan aluksi vain keskiarvoa...ja sen mukaan paatos...\n    lopullinen_tulos=np.mean(np.squeeze(talle[i]),axis=0)[1]\n    testitulos_vektori.append(lopullinen_tulos)\n    \n    \nsubmission = pd.DataFrame({\"BraTS21ID\": testin_id_luettelo_s, \"MGMT_value\": np.squeeze(testitulos_vektori)})\n         \n#lisaksi tarkasti oikealla nimella...\nsubmission.to_csv(\"submission.csv\", index=False)\n\n#vasta lopuksi naytetaan kuvat...jos naytetaan...\nplt.show()\n\nprint(\"********** kaikki valmista! ************\")","metadata":{"execution":{"iopub.status.busy":"2021-09-02T05:12:52.579456Z","iopub.execute_input":"2021-09-02T05:12:52.579709Z","iopub.status.idle":"2021-09-02T05:13:27.073729Z","shell.execute_reply.started":"2021-09-02T05:12:52.579684Z","shell.execute_reply":"2021-09-02T05:13:27.072747Z"},"trusted":true},"execution_count":null,"outputs":[]}]}