titanicop.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Copy of Untitled18.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/vmr1532/kaggle-projects/blob/master/titanicop.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "DGWRT4_2z_kR",
        "colab_type": "code",
        "outputId": "ce43c4e8-d4ac-413b-e4d7-053a80330bda",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "cell_type": "code",
      "source": [
        "\n",
        "from googleapiclient.discovery import build\n",
        "import io, os\n",
        "from googleapiclient.http import MediaIoBaseDownload\n",
        "from google.colab import auth\n",
        "auth.authenticate_user()\n",
        "drive_service = build('drive', 'v3')\n",
        "results = drive_service.files().list(\n",
        "        q=\"name = 'kaggle.json'\", fields=\"files(id)\").execute()\n",
        "kaggle_api_key = results.get('files', [])\n",
        "filename = \"/root/.kaggle/kaggle.json\"\n",
        "if not os.path.exists(os.path.dirname(filename)):\n",
        "  os.makedirs(os.path.dirname(filename))\n",
        "request = drive_service.files().get_media(fileId=kaggle_api_key[0]['id'])\n",
        "fh = io.FileIO(filename, 'wb')\n",
        "downloader = MediaIoBaseDownload(fh, request)\n",
        "done = False\n",
        "while done is False:\n",
        "    status, done = downloader.next_chunk()\n",
        "    print(\"Download %d%%.\" % int(status.progress() * 100))\n",
        "os.chmod(filename, 600)"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Download 100%.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "yog3pSwL0Nnn",
        "colab_type": "code",
        "outputId": "f1fefc11-2aec-4c66-ee3a-c52f1d95b93f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        }
      },
      "cell_type": "code",
      "source": [
        "!pip install kaggle\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.6/dist-packages (1.5.3)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.22)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.11.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.6/dist-packages (from kaggle) (2019.3.9)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.5.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.18.4)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from kaggle) (4.28.1)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.6/dist-packages (from kaggle) (3.0.2)\n",
            "Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (2.6)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (3.0.4)\n",
            "Requirement already satisfied: text-unidecode==1.2 in /usr/local/lib/python3.6/dist-packages (from python-slugify->kaggle) (1.2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "hVYD0ogK4Pju",
        "colab_type": "code",
        "outputId": "92b156d2-d2d9-489c-9f6f-39fe4c57d322",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": "OK"
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "cell_type": "code",
      "source": [
        "!kaggle competitions download -c titanic\n",
        "\n",
        "from google.colab import files\n",
        "\n",
        "uploaded = files.upload()\n",
        "\n",
        "for fn in uploaded.keys():\n",
        "  print('User uploaded file \"{name}\" with length {length} bytes'.format(\n",
        "      name=fn, length=len(uploaded[fn])))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading train.csv to /content\n",
            "\r  0% 0.00/59.8k [00:00<?, ?B/s]\n",
            "100% 59.8k/59.8k [00:00<00:00, 51.4MB/s]\n",
            "Downloading test.csv to /content\n",
            "  0% 0.00/28.0k [00:00<?, ?B/s]\n",
            "100% 28.0k/28.0k [00:00<00:00, 26.8MB/s]\n",
            "Downloading gender_submission.csv to /content\n",
            "  0% 0.00/3.18k [00:00<?, ?B/s]\n",
            "100% 3.18k/3.18k [00:00<00:00, 2.61MB/s]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-0cbc328c-eda4-4a75-b9aa-b8ca1eb8fd49\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-0cbc328c-eda4-4a75-b9aa-b8ca1eb8fd49\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "OOme1CIJ4qct",
        "colab_type": "code",
        "outputId": "4bd867a7-c908-44b2-9c55-e2bbe66f9ecb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 3334
        }
      },
      "cell_type": "code",
      "source": [
        "import csv\n",
        "import numpy\n",
        "import pandas\n",
        "train1=pandas.read_csv(\"train.csv\")\n",
        "test1=pandas.read_csv(\"test.csv\")\n",
        "print(test1.shape)\n",
        "print(train1)\n",
        "import sys\n",
        "import pandas\n",
        "from pandas.plotting import scatter_matrix\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import model_selection\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
        "from sklearn.naive_bayes import GaussianNB\n",
        "from sklearn.svm import SVC\n",
        "import sklearn"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(418, 11)\n",
            "     PassengerId  Survived  Pclass  \\\n",
            "0              1         0       3   \n",
            "1              2         1       1   \n",
            "2              3         1       3   \n",
            "3              4         1       1   \n",
            "4              5         0       3   \n",
            "5              6         0       3   \n",
            "6              7         0       1   \n",
            "7              8         0       3   \n",
            "8              9         1       3   \n",
            "9             10         1       2   \n",
            "10            11         1       3   \n",
            "11            12         1       1   \n",
            "12            13         0       3   \n",
            "13            14         0       3   \n",
            "14            15         0       3   \n",
            "15            16         1       2   \n",
            "16            17         0       3   \n",
            "17            18         1       2   \n",
            "18            19         0       3   \n",
            "19            20         1       3   \n",
            "20            21         0       2   \n",
            "21            22         1       2   \n",
            "22            23         1       3   \n",
            "23            24         1       1   \n",
            "24            25         0       3   \n",
            "25            26         1       3   \n",
            "26            27         0       3   \n",
            "27            28         0       1   \n",
            "28            29         1       3   \n",
            "29            30         0       3   \n",
            "..           ...       ...     ...   \n",
            "861          862         0       2   \n",
            "862          863         1       1   \n",
            "863          864         0       3   \n",
            "864          865         0       2   \n",
            "865          866         1       2   \n",
            "866          867         1       2   \n",
            "867          868         0       1   \n",
            "868          869         0       3   \n",
            "869          870         1       3   \n",
            "870          871         0       3   \n",
            "871          872         1       1   \n",
            "872          873         0       1   \n",
            "873          874         0       3   \n",
            "874          875         1       2   \n",
            "875          876         1       3   \n",
            "876          877         0       3   \n",
            "877          878         0       3   \n",
            "878          879         0       3   \n",
            "879          880         1       1   \n",
            "880          881         1       2   \n",
            "881          882         0       3   \n",
            "882          883         0       3   \n",
            "883          884         0       2   \n",
            "884          885         0       3   \n",
            "885          886         0       3   \n",
            "886          887         0       2   \n",
            "887          888         1       1   \n",
            "888          889         0       3   \n",
            "889          890         1       1   \n",
            "890          891         0       3   \n",
            "\n",
            "                                                  Name     Sex   Age  SibSp  \\\n",
            "0                              Braund, Mr. Owen Harris    male  22.0      1   \n",
            "1    Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
            "2                               Heikkinen, Miss. Laina  female  26.0      0   \n",
            "3         Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
            "4                             Allen, Mr. William Henry    male  35.0      0   \n",
            "5                                     Moran, Mr. James    male   NaN      0   \n",
            "6                              McCarthy, Mr. Timothy J    male  54.0      0   \n",
            "7                       Palsson, Master. Gosta Leonard    male   2.0      3   \n",
            "8    Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.0      0   \n",
            "9                  Nasser, Mrs. Nicholas (Adele Achem)  female  14.0      1   \n",
            "10                     Sandstrom, Miss. Marguerite Rut  female   4.0      1   \n",
            "11                            Bonnell, Miss. Elizabeth  female  58.0      0   \n",
            "12                      Saundercock, Mr. William Henry    male  20.0      0   \n",
            "13                         Andersson, Mr. Anders Johan    male  39.0      1   \n",
            "14                Vestrom, Miss. Hulda Amanda Adolfina  female  14.0      0   \n",
            "15                    Hewlett, Mrs. (Mary D Kingcome)   female  55.0      0   \n",
            "16                                Rice, Master. Eugene    male   2.0      4   \n",
            "17                        Williams, Mr. Charles Eugene    male   NaN      0   \n",
            "18   Vander Planke, Mrs. Julius (Emelia Maria Vande...  female  31.0      1   \n",
            "19                             Masselmani, Mrs. Fatima  female   NaN      0   \n",
            "20                                Fynney, Mr. Joseph J    male  35.0      0   \n",
            "21                               Beesley, Mr. Lawrence    male  34.0      0   \n",
            "22                         McGowan, Miss. Anna \"Annie\"  female  15.0      0   \n",
            "23                        Sloper, Mr. William Thompson    male  28.0      0   \n",
            "24                       Palsson, Miss. Torborg Danira  female   8.0      3   \n",
            "25   Asplund, Mrs. Carl Oscar (Selma Augusta Emilia...  female  38.0      1   \n",
            "26                             Emir, Mr. Farred Chehab    male   NaN      0   \n",
            "27                      Fortune, Mr. Charles Alexander    male  19.0      3   \n",
            "28                       O'Dwyer, Miss. Ellen \"Nellie\"  female   NaN      0   \n",
            "29                                 Todoroff, Mr. Lalio    male   NaN      0   \n",
            "..                                                 ...     ...   ...    ...   \n",
            "861                        Giles, Mr. Frederick Edward    male  21.0      1   \n",
            "862  Swift, Mrs. Frederick Joel (Margaret Welles Ba...  female  48.0      0   \n",
            "863                  Sage, Miss. Dorothy Edith \"Dolly\"  female   NaN      8   \n",
            "864                             Gill, Mr. John William    male  24.0      0   \n",
            "865                           Bystrom, Mrs. (Karolina)  female  42.0      0   \n",
            "866                       Duran y More, Miss. Asuncion  female  27.0      1   \n",
            "867               Roebling, Mr. Washington Augustus II    male  31.0      0   \n",
            "868                        van Melkebeke, Mr. Philemon    male   NaN      0   \n",
            "869                    Johnson, Master. Harold Theodor    male   4.0      1   \n",
            "870                                  Balkic, Mr. Cerin    male  26.0      0   \n",
            "871   Beckwith, Mrs. Richard Leonard (Sallie Monypeny)  female  47.0      1   \n",
            "872                           Carlsson, Mr. Frans Olof    male  33.0      0   \n",
            "873                        Vander Cruyssen, Mr. Victor    male  47.0      0   \n",
            "874              Abelson, Mrs. Samuel (Hannah Wizosky)  female  28.0      1   \n",
            "875                   Najib, Miss. Adele Kiamie \"Jane\"  female  15.0      0   \n",
            "876                      Gustafsson, Mr. Alfred Ossian    male  20.0      0   \n",
            "877                               Petroff, Mr. Nedelio    male  19.0      0   \n",
            "878                                 Laleff, Mr. Kristo    male   NaN      0   \n",
            "879      Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)  female  56.0      0   \n",
            "880       Shelley, Mrs. William (Imanita Parrish Hall)  female  25.0      0   \n",
            "881                                 Markun, Mr. Johann    male  33.0      0   \n",
            "882                       Dahlberg, Miss. Gerda Ulrika  female  22.0      0   \n",
            "883                      Banfield, Mr. Frederick James    male  28.0      0   \n",
            "884                             Sutehall, Mr. Henry Jr    male  25.0      0   \n",
            "885               Rice, Mrs. William (Margaret Norton)  female  39.0      0   \n",
            "886                              Montvila, Rev. Juozas    male  27.0      0   \n",
            "887                       Graham, Miss. Margaret Edith  female  19.0      0   \n",
            "888           Johnston, Miss. Catherine Helen \"Carrie\"  female   NaN      1   \n",
            "889                              Behr, Mr. Karl Howell    male  26.0      0   \n",
            "890                                Dooley, Mr. Patrick    male  32.0      0   \n",
            "\n",
            "     Parch            Ticket      Fare        Cabin Embarked  \n",
            "0        0         A/5 21171    7.2500          NaN        S  \n",
            "1        0          PC 17599   71.2833          C85        C  \n",
            "2        0  STON/O2. 3101282    7.9250          NaN        S  \n",
            "3        0            113803   53.1000         C123        S  \n",
            "4        0            373450    8.0500          NaN        S  \n",
            "5        0            330877    8.4583          NaN        Q  \n",
            "6        0             17463   51.8625          E46        S  \n",
            "7        1            349909   21.0750          NaN        S  \n",
            "8        2            347742   11.1333          NaN        S  \n",
            "9        0            237736   30.0708          NaN        C  \n",
            "10       1           PP 9549   16.7000           G6        S  \n",
            "11       0            113783   26.5500         C103        S  \n",
            "12       0         A/5. 2151    8.0500          NaN        S  \n",
            "13       5            347082   31.2750          NaN        S  \n",
            "14       0            350406    7.8542          NaN        S  \n",
            "15       0            248706   16.0000          NaN        S  \n",
            "16       1            382652   29.1250          NaN        Q  \n",
            "17       0            244373   13.0000          NaN        S  \n",
            "18       0            345763   18.0000          NaN        S  \n",
            "19       0              2649    7.2250          NaN        C  \n",
            "20       0            239865   26.0000          NaN        S  \n",
            "21       0            248698   13.0000          D56        S  \n",
            "22       0            330923    8.0292          NaN        Q  \n",
            "23       0            113788   35.5000           A6        S  \n",
            "24       1            349909   21.0750          NaN        S  \n",
            "25       5            347077   31.3875          NaN        S  \n",
            "26       0              2631    7.2250          NaN        C  \n",
            "27       2             19950  263.0000  C23 C25 C27        S  \n",
            "28       0            330959    7.8792          NaN        Q  \n",
            "29       0            349216    7.8958          NaN        S  \n",
            "..     ...               ...       ...          ...      ...  \n",
            "861      0             28134   11.5000          NaN        S  \n",
            "862      0             17466   25.9292          D17        S  \n",
            "863      2          CA. 2343   69.5500          NaN        S  \n",
            "864      0            233866   13.0000          NaN        S  \n",
            "865      0            236852   13.0000          NaN        S  \n",
            "866      0     SC/PARIS 2149   13.8583          NaN        C  \n",
            "867      0          PC 17590   50.4958          A24        S  \n",
            "868      0            345777    9.5000          NaN        S  \n",
            "869      1            347742   11.1333          NaN        S  \n",
            "870      0            349248    7.8958          NaN        S  \n",
            "871      1             11751   52.5542          D35        S  \n",
            "872      0               695    5.0000  B51 B53 B55        S  \n",
            "873      0            345765    9.0000          NaN        S  \n",
            "874      0         P/PP 3381   24.0000          NaN        C  \n",
            "875      0              2667    7.2250          NaN        C  \n",
            "876      0              7534    9.8458          NaN        S  \n",
            "877      0            349212    7.8958          NaN        S  \n",
            "878      0            349217    7.8958          NaN        S  \n",
            "879      1             11767   83.1583          C50        C  \n",
            "880      1            230433   26.0000          NaN        S  \n",
            "881      0            349257    7.8958          NaN        S  \n",
            "882      0              7552   10.5167          NaN        S  \n",
            "883      0  C.A./SOTON 34068   10.5000          NaN        S  \n",
            "884      0   SOTON/OQ 392076    7.0500          NaN        S  \n",
            "885      5            382652   29.1250          NaN        Q  \n",
            "886      0            211536   13.0000          NaN        S  \n",
            "887      0            112053   30.0000          B42        S  \n",
            "888      2        W./C. 6607   23.4500          NaN        S  \n",
            "889      0            111369   30.0000         C148        C  \n",
            "890      0            370376    7.7500          NaN        Q  \n",
            "\n",
            "[891 rows x 12 columns]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Kmx9r8wf5TiF",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn import preprocessing\n",
        "def convert(data):\n",
        "    number = preprocessing.LabelEncoder()\n",
        "    data['Names'] = number.fit_transform(data.Names)\n",
        "    data['train1'] = number.fit_transform(data.train1)\n",
        "    data=data.fillna(-999)\n",
        "    \n",
        "\n",
        "\n",
        "train = pandas.get_dummies(train1, columns=['Embarked','Sex','Name','Cabin','Ticket'])\n",
        "\n",
        "\n",
        "X = numpy.asarray(train.drop('Survived',axis=1))\n",
        "yhat = numpy.asarray(train['Survived'])\n",
        "# Generate random indices for creating a random validation set with 20% of the labelled data\n",
        "validx = (numpy.random.uniform(size=len(X)) <= 0.2)\n",
        "\n",
        "# Create training set (80% of the labelled data)\n",
        "X_trn = X[~validx]\n",
        "y_trn = yhat[~validx]\n",
        "\n",
        "# Create validation set (20% of the labelled data)\n",
        "X_val = X[validx]\n",
        "y_val = yhat[validx]\n",
        "test = pandas.get_dummies(test1, columns=['Embarked','Sex','Name','Cabin','Ticket'])\n",
        "# Create the test set\n",
        "X_tes = numpy.asarray(test)\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "_JSbt-0Y88m1",
        "colab_type": "code",
        "outputId": "6a798080-89ab-404d-a412-2c03ceca155d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 10454
        }
      },
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "import keras\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense,Flatten\n",
        "import keras,numpy\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D\n",
        "from keras.layers import MaxPooling2D\n",
        "from keras.layers import Flatten\n",
        "from keras.layers import Dense\n",
        "model=Sequential()\n",
        "model.add(Flatten()) \n",
        "model.add(Dense(128,activation='relu',input_shape=(868,)))\n",
        "model.add(Dense(10,activation='softmax'))\n",
        "model.compile(loss=keras.losses.categorical_crossentropy,optimizer=keras.optimizers.Adam(),metrics=['accuracy'])\n",
        "y=model.fit(numpy.expand_dims(X_trn,axis=3),keras.utils.to_categorical(y_trn, num_classes=10, dtype='int'), epochs=300, batch_size=128,verbose=1)\n",
        "\n"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:17: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/300\n",
            "715/715 [==============================] - 1s 901us/step - loss: nan - acc: 0.5427\n",
            "Epoch 2/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 3/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 4/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 5/300\n",
            "715/715 [==============================] - 0s 75us/step - loss: nan - acc: 0.6196\n",
            "Epoch 6/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 7/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 8/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 9/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 10/300\n",
            "715/715 [==============================] - 0s 79us/step - loss: nan - acc: 0.6196\n",
            "Epoch 11/300\n",
            "715/715 [==============================] - 0s 76us/step - loss: nan - acc: 0.6196\n",
            "Epoch 12/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 13/300\n",
            "715/715 [==============================] - 0s 74us/step - loss: nan - acc: 0.6196\n",
            "Epoch 14/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 15/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 16/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 17/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 18/300\n",
            "715/715 [==============================] - 0s 74us/step - loss: nan - acc: 0.6196\n",
            "Epoch 19/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 20/300\n",
            "715/715 [==============================] - 0s 79us/step - loss: nan - acc: 0.6196\n",
            "Epoch 21/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 22/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 23/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 24/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 25/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 26/300\n",
            "715/715 [==============================] - 0s 74us/step - loss: nan - acc: 0.6196\n",
            "Epoch 27/300\n",
            "715/715 [==============================] - 0s 76us/step - loss: nan - acc: 0.6196\n",
            "Epoch 28/300\n",
            "715/715 [==============================] - 0s 78us/step - loss: nan - acc: 0.6196\n",
            "Epoch 29/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 30/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 31/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 32/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 33/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 34/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 35/300\n",
            "715/715 [==============================] - 0s 76us/step - loss: nan - acc: 0.6196\n",
            "Epoch 36/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 37/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 38/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 39/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 40/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 41/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 42/300\n",
            "715/715 [==============================] - 0s 76us/step - loss: nan - acc: 0.6196\n",
            "Epoch 43/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 44/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 45/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 46/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 47/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 48/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 49/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 50/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 51/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 52/300\n",
            "715/715 [==============================] - 0s 78us/step - loss: nan - acc: 0.6196\n",
            "Epoch 53/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 54/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 55/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 56/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 57/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 58/300\n",
            "715/715 [==============================] - 0s 67us/step - loss: nan - acc: 0.6196\n",
            "Epoch 59/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 60/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 61/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 62/300\n",
            "715/715 [==============================] - 0s 62us/step - loss: nan - acc: 0.6196\n",
            "Epoch 63/300\n",
            "715/715 [==============================] - 0s 78us/step - loss: nan - acc: 0.6196\n",
            "Epoch 64/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 65/300\n",
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            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 256/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 257/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 258/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 259/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 260/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 261/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 262/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 263/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 264/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 265/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 266/300\n",
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            "Epoch 267/300\n",
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            "Epoch 268/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 269/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 270/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 271/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 272/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 273/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 274/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 275/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 276/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 277/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 278/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 279/300\n",
            "715/715 [==============================] - 0s 69us/step - loss: nan - acc: 0.6196\n",
            "Epoch 280/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 281/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 282/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 283/300\n",
            "715/715 [==============================] - 0s 68us/step - loss: nan - acc: 0.6196\n",
            "Epoch 284/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 285/300\n",
            "715/715 [==============================] - 0s 74us/step - loss: nan - acc: 0.6196\n",
            "Epoch 286/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 287/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 288/300\n",
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            "Epoch 289/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n",
            "Epoch 290/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 291/300\n",
            "715/715 [==============================] - 0s 65us/step - loss: nan - acc: 0.6196\n",
            "Epoch 292/300\n",
            "715/715 [==============================] - 0s 75us/step - loss: nan - acc: 0.6196\n",
            "Epoch 293/300\n",
            "715/715 [==============================] - 0s 71us/step - loss: nan - acc: 0.6196\n",
            "Epoch 294/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 295/300\n",
            "715/715 [==============================] - 0s 66us/step - loss: nan - acc: 0.6196\n",
            "Epoch 296/300\n",
            "715/715 [==============================] - 0s 73us/step - loss: nan - acc: 0.6196\n",
            "Epoch 297/300\n",
            "715/715 [==============================] - 0s 75us/step - loss: nan - acc: 0.6196\n",
            "Epoch 298/300\n",
            "715/715 [==============================] - 0s 70us/step - loss: nan - acc: 0.6196\n",
            "Epoch 299/300\n",
            "715/715 [==============================] - 0s 63us/step - loss: nan - acc: 0.6196\n",
            "Epoch 300/300\n",
            "715/715 [==============================] - 0s 72us/step - loss: nan - acc: 0.6196\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "fKOAoC4TbP_k",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "outputId": "7aaeab9e-13ce-47d0-80f2-8ec989508f4b"
      },
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "import numpy as np\n",
        "predictions = np.array( [X_tes,]) \n",
        "output = np.argmax(predictions,axis=1)\n",
        "print(output)\n",
        "print(predictions)\n",
        "\n"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[417   0  10 188 342 152   8   0   1   1   0 392 345  57 251   8 307  78\n",
            "  306 210 214 320 204 295 190 386 387 379 154 174 226  19  17 325 202 237\n",
            "   87 198  86 118 143 326 178 258 339 156  94  62 400 158 346  80 375 128\n",
            "   63  28  98 166 126 175 356 275 113 106  48  66  37 310   7 388 224 366\n",
            "  343 135 313 403 123  82 168  96  14 119  59  46 266 241 115 252 272 328\n",
            "  396 207 181 179 399   6 222  56 334  43  65  77 377  49 148 125 305 234\n",
            "   27 291 201 141  92 147   9 187 330  58 212 354  32 209  83 338 285 352\n",
            "   60 134 293 374 184 239  79 138 194 247 331 155 220 172  90 150 337 329\n",
            "  112 228 277 340 211  22 282 381 102 289 167  53  69 271 286  41 404 397\n",
            "  401  74 402 368 393 370 348  42 140 139 131 350  93 315 309 373 364 308\n",
            "  215  39 169 412 385 353 146 238 378   4  52 229 248 105 268  13 213 243\n",
            "   10  18 372  31 319 103 299 244  33  11 318 355 223 195 246  40  35  16\n",
            "   75   0 124 245  85 249 121  44 376 394 165 263 153 321 324 149  84 183\n",
            "  296 398 132 273 144 359 240 233 391 193 170 357 298  30 157 341 265 255\n",
            "  335 216 256  97 301 361  54 288 182 151 185 270 304 127  61 180 206 383\n",
            "  227 259  76 411  71  34  67 225  70 200   2 333  99 292 410 322  72 257\n",
            "  197 261 405 380  88 358 414  21 300 205 280  26  73 279 369 389 276 390\n",
            "  281 409 159 163  91  45 164 417 129 186 302 269 303 264  51 203 199 221\n",
            "  290  55 367 408 382  25 317 284 208 327  36  20 323 107  64 142  24 274\n",
            "  312 415 360 188 342 365 253 191  29 297 117  38 122 137  47 111 176  50\n",
            "  395 160 287  12 413 196 242 316 130 110 177 100 351 152  81 114 363   5\n",
            "  109 230  95 133 116 332 104 219 173 161 283  68 145 311 189 235 349 416\n",
            "  278 406 362 267 236 120 101  89 262 254 250 347 384 314 217 407 218 232\n",
            "    1 231 108  23 371   3 294 162 136 171 336 260  15 344 192 208 331  28\n",
            "  112 293  46 166 215 390 305  26 397  12 343 372  24 184  59 308  92 316\n",
            "   77 414 335 100  74  75 306  53 122  50 314 378  96 131  68 150  81 118\n",
            "  202 400  34 218 234 239 252 156 301 350  48  44 245 158 391 182  41 236\n",
            "  405 404  73  14 196 371 179 146 364 181 355 109 288 321  57 322 222 178\n",
            "  117 335 158 236 191 266 372 240 368 305 215 355  28 403  74  26 182  41\n",
            "  131 141 323 148 231  67 298  44 364 150 356  77 100  48 357 308 118  34\n",
            "  252 397  50  94  39 196 146 245 144 404 168  96  82 411  53 328 128  12\n",
            "  399 162 230 190 101 178 180  16 193 275 329  61  43 164 346 110 301 241\n",
            "  185  84   2  13 324 229 387 143 336 322 137 348 109   7  78 373 238 149\n",
            "   68 133 339 104 203 161 292 333 321 288 136   8 311  85 225  29 417 171\n",
            "  248 173 337 274  80 237 115 116  35 332 347 366  17  19  27 317 207 370\n",
            "  194 189 258 401 406  89  52 377 277 175 232 367  72   4 363 280  37 310\n",
            "  303 269 376 165   3 219 113  86 381   0 106 216  66 111 233   6  63 408\n",
            "  160 293 108 129 221  36 163  91 259 260 145  38 294 254 243 398 197 103\n",
            "   90 320 154 300 201 412  62 214 195 299 157  98  57 345 295  71  10 134\n",
            "  334  56  60 265  83 209 151  40 389 359 386 309  95 126 223 226 341 153\n",
            "  318 135 261 235  76 416   1 257 382  88 388 282 102 410 200 380 127 121\n",
            "  313 358 271  79 124 217 152 284 227 273  47 396 125  93 383 291  55  70\n",
            "  304 107  58 307 123 132 199 378  11 253   5 169 183 206 268  99 413  87\n",
            "    9 187 289 285  25 192 315 256  21 105 340  32 392 393  31 198 176 120\n",
            "  204 264 250  49 255 267 228 139 278 188  92 205 349  65 351 312  81 112\n",
            "  184  73 316 331 327 166 391  46  23  22 234  20 224 290  24 208 343 179\n",
            "  202 414 350 314 239 117 361 186 170 155 212 276  54 147 119  30 369 220\n",
            "  384 405  15  51 296 415  42 211 325 286 159 251 138  97  45  18 130 279\n",
            "  222  33 167  14]]\n",
            "[[[ 892.     3.    34.5 ...    0.     0.     0. ]\n",
            "  [ 893.     3.    47.  ...    0.     0.     0. ]\n",
            "  [ 894.     2.    62.  ...    0.     0.     0. ]\n",
            "  ...\n",
            "  [1307.     3.    38.5 ...    0.     0.     0. ]\n",
            "  [1308.     3.     nan ...    0.     0.     0. ]\n",
            "  [1309.     3.     nan ...    0.     0.     0. ]]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "I4p5Vc9vy3i-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}