From d03909813a2ecd759b5ddc6bb739f7dd2038e7c8 Mon Sep 17 00:00:00 2001 From: Loveneesh Dhir <45602254+loveneeshdhir@users.noreply.github.com> Date: Sat, 17 Aug 2019 19:32:09 +0530 Subject: [PATCH] Created using Colaboratory --- calcofi.ipynb | 45390 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 45390 insertions(+) create mode 100644 calcofi.ipynb diff --git a/calcofi.ipynb b/calcofi.ipynb new file mode 100644 index 0000000..678f82b --- /dev/null +++ b/calcofi.ipynb @@ -0,0 +1,45390 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + }, + "colab": { + "name": "calcofi.ipynb", + "version": "0.3.2", + "provenance": [], + "include_colab_link": true + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xONTybMlwpU9", + "colab_type": "code", + "outputId": "7ee5c0d2-f1c5-44d2-d20f-1cbab67e3a42", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + } + }, + "source": [ + "#Importing all the necessary libraries\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import plotly.offline as py\n", + "from plotly import tools\n", + "py.init_notebook_mode(connected=True)\n", + "import plotly.graph_objs as go\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/vnd.plotly.v1+html": "", + "text/html": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0xQ8p60XzmvA", + "colab_type": "code", + "outputId": "6c68cff9-6ba8-454b-80ce-176091932c56", + "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": "" + } + }, + "base_uri": "https://localhost:8080/", + "height": 74 + } + }, + "source": [ + "#from google.colab import files\n", + "#uploaded = files.upload()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " \n", + " \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", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Saving bottle.csv to bottle.csv\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nTllX18xwpVC", + "colab_type": "code", + "outputId": "92db9de6-7410-4ede-db22-6a4c293e54f1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "#Let's read the data from the file\n", + "import io\n", + "df = pd.read_csv(io.BytesIO(uploaded['bottle.csv']))\n", + "\n", + "df = pd.DataFrame(df)\n", + "df.shape" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(864863, 74)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TtdtuhDUwpVF", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#As we can see, the data has myriad rows\n", + "#So to reduce the number of rows for our model, we'll use 10% of them\n", + "df = df.sample(frac=0.1, random_state = 123)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JnyqbjBiwpVI", + "colab_type": "code", + "outputId": "adfe5e04-a709-415a-fdfa-c99163837075", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 683 + } + }, + "source": [ + "df.head()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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37319120637320093.3 060.019-5003PT-HY-076-1530-09330600-0500A-75005.7634.3000.9627.03513.741.74502NaN72.0NaN3.0NaN9.0NaNNaNNaNNaN9.0NaN9.03.32NaNNaN9.0NaN9.0NaN9.0NaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN500.05.765.7234.30027.030108.30.8300.9613.7NaN3.32NaNNaNNaNNaNNaN503NaNNaNNaNNaNNaNNaNNaNNaN
79260731626792608076.7 055.020-0801JD-MX-029-0822-07670550-0200A-72008.6134.1511.3826.51721.160.03875NaN72.06.03.06.09.0NaNNaNNaNNaN9.0NaN9.02.48NaN40.6NaN0.0NaN31.3NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN200.08.618.5934.15126.518154.40.4211.3821.140.62.4831.30.0NaNNaNNaN201NaNNaNNaNNaNNaNNaNNaNNaN
39057714666390578120.0 045.019-6601AX-HY-029-2106-12000450-0150A-715011.1834.1932.1826.11835.294.88071NaN72.0NaN3.0NaN9.0NaNNaNNaNNaN9.0NaN9.0NaN9.0NaN9.0NaN9.0NaN9.0NaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN9.0NaNNaN150.011.1811.1634.19326.110192.10.4002.1835.2NaNNaNNaNNaNNaNNaNNaN151NaNNaNNaNNaNNaNNaNNaNNaN
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" + ], + "text/plain": [ + " Cst_Cnt Btl_Cnt Sta_ID ... pH2 pH1 DIC Quality Comment\n", + "253342 9726 253343 080.0 080.0 ... NaN NaN NaN\n", + "819429 32644 819430 090.0 080.0 ... NaN NaN NaN\n", + "37319 1206 37320 093.3 060.0 ... NaN NaN NaN\n", + "792607 31626 792608 076.7 055.0 ... NaN NaN NaN\n", + "390577 14666 390578 120.0 045.0 ... NaN NaN NaN\n", + "\n", + "[5 rows x 74 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "scrolled": true, + "id": "elWKzNLHwpVL", + "colab_type": "code", + "outputId": "9dc004ff-c945-49a6-e3a1-09ca5ec98070", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 103 + } + }, + "source": [ + "#Now that those rows are reduced we see that there are a lot of entries with NaN values\n", + "\n", + "#print(df[df.columns[0]].dtype)\n", + "#df.dtypes\n", + "\n", + "#Let's try removing them\n", + "df.dropna()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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Cst_CntBtl_CntSta_IDDepth_IDDepthmT_degCSalntyO2ml_LSThetaO2SatOxy_µmol/KgBtlNumRecIndT_precT_qualS_precS_qualP_qualO_qualSThtaqO2SatqChlorAChlquaPhaeopPhaquaPO4uMPO4qSiO3uMSiO3quNO2uMNO2qNO3uMNO3qNH3uMNH3qC14As1C14A1pC14A1qC14As2C14A2pC14A2qDarkAsDarkApDarkAqMeanAsMeanApMeanAqIncTimLightPR_DepthR_TEMPR_POTEMPR_SALINITYR_SIGMAR_SVAR_DYNHTR_O2R_O2SatR_SIO3R_PO4R_NO3R_NO2R_NH4R_CHLAR_PHAEOR_PRESR_SAMPDIC1DIC2TA1TA2pH2pH1DIC Quality Comment
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Cst_Cnt, Btl_Cnt, Sta_ID, Depth_ID, Depthm, T_degC, Salnty, O2ml_L, STheta, O2Sat, Oxy_µmol/Kg, BtlNum, RecInd, T_prec, T_qual, S_prec, S_qual, P_qual, O_qual, SThtaq, O2Satq, ChlorA, Chlqua, Phaeop, Phaqua, PO4uM, PO4q, SiO3uM, SiO3qu, NO2uM, NO2q, NO3uM, NO3q, NH3uM, NH3q, C14As1, C14A1p, C14A1q, C14As2, C14A2p, C14A2q, DarkAs, DarkAp, DarkAq, MeanAs, MeanAp, MeanAq, IncTim, LightP, R_Depth, R_TEMP, R_POTEMP, R_SALINITY, R_SIGMA, R_SVA, R_DYNHT, R_O2, R_O2Sat, R_SIO3, R_PO4, R_NO3, R_NO2, R_NH4, R_CHLA, R_PHAEO, R_PRES, R_SAMP, DIC1, DIC2, TA1, TA2, pH2, pH1, DIC Quality Comment]\n", + "Index: []" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "V0KSglzywpVO", + "colab_type": "code", + "outputId": "7861d05a-0f53-4415-de68-696eac99f624", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "df.isnull().sum()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Cst_Cnt 0\n", + "Btl_Cnt 0\n", + "Sta_ID 0\n", + "Depth_ID 0\n", + "Depthm 0\n", + "T_degC 1091\n", + "Salnty 4767\n", + "O2ml_L 16910\n", + "STheta 5287\n", + "O2Sat 20499\n", + "Oxy_µmol/Kg 20500\n", + "BtlNum 74680\n", + "RecInd 0\n", + "T_prec 1091\n", + "T_qual 84200\n", + "S_prec 4767\n", + "S_qual 78944\n", + "P_qual 19151\n", + "O_qual 67927\n", + "SThtaq 79862\n", + "O2Satq 64530\n", + "ChlorA 63877\n", + "Chlqua 22653\n", + "Phaeop 63877\n", + "Phaqua 22653\n", + "PO4uM 45248\n", + "PO4q 41210\n", + "SiO3uM 51091\n", + "SiO3qu 35383\n", + "NO2uM 52668\n", + " ... \n", + "MeanAs 84191\n", + "MeanAp 84436\n", + "MeanAq 2458\n", + "IncTim 85035\n", + "LightP 84573\n", + "R_Depth 0\n", + "R_TEMP 1091\n", + "R_POTEMP 4627\n", + "R_SALINITY 4767\n", + "R_SIGMA 5297\n", + "R_SVA 5287\n", + "R_DYNHT 4629\n", + "R_O2 16910\n", + "R_O2Sat 19971\n", + "R_SIO3 51090\n", + "R_PO4 45247\n", + "R_NO3 52695\n", + "R_NO2 52667\n", + "R_NH4 80030\n", + "R_CHLA 63877\n", + "R_PHAEO 63877\n", + "R_PRES 0\n", + "R_SAMP 74331\n", + "DIC1 86277\n", + "DIC2 86466\n", + "TA1 86265\n", + "TA2 86463\n", + "pH2 86484\n", + "pH1 86474\n", + "DIC Quality Comment 86482\n", + "Length: 74, dtype: int64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6GMZUpM7wpVR", + "colab_type": "code", + "outputId": "f218e504-1fa6-4695-fba0-100cd0d1a483", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "df.info()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 86486 entries, 253342 to 145501\n", + "Data columns (total 74 columns):\n", + "Cst_Cnt 86486 non-null int64\n", + "Btl_Cnt 86486 non-null int64\n", + "Sta_ID 86486 non-null object\n", + "Depth_ID 86486 non-null object\n", + "Depthm 86486 non-null int64\n", + "T_degC 85395 non-null float64\n", + "Salnty 81719 non-null float64\n", + "O2ml_L 69576 non-null float64\n", + "STheta 81199 non-null float64\n", + "O2Sat 65987 non-null float64\n", + "Oxy_µmol/Kg 65986 non-null float64\n", + "BtlNum 11806 non-null float64\n", + "RecInd 86486 non-null int64\n", + "T_prec 85395 non-null float64\n", + "T_qual 2286 non-null float64\n", + "S_prec 81719 non-null float64\n", + "S_qual 7542 non-null float64\n", + "P_qual 67335 non-null float64\n", + "O_qual 18559 non-null float64\n", + "SThtaq 6624 non-null float64\n", + "O2Satq 21956 non-null float64\n", + "ChlorA 22609 non-null float64\n", + "Chlqua 63833 non-null float64\n", + "Phaeop 22609 non-null float64\n", + "Phaqua 63833 non-null float64\n", + "PO4uM 41238 non-null float64\n", + "PO4q 45276 non-null float64\n", + "SiO3uM 35395 non-null float64\n", + "SiO3qu 51103 non-null float64\n", + "NO2uM 33818 non-null float64\n", + "NO2q 52903 non-null float64\n", + "NO3uM 33790 non-null float64\n", + "NO3q 52953 non-null float64\n", + "NH3uM 6453 non-null float64\n", + "NH3q 80923 non-null float64\n", + "C14As1 1450 non-null float64\n", + "C14A1p 1265 non-null float64\n", + "C14A1q 84865 non-null float64\n", + "C14As2 1446 non-null float64\n", + "C14A2p 1261 non-null float64\n", + "C14A2q 84869 non-null float64\n", + "DarkAs 2295 non-null float64\n", + "DarkAp 2050 non-null float64\n", + "DarkAq 84028 non-null float64\n", + "MeanAs 2295 non-null float64\n", + "MeanAp 2050 non-null float64\n", + "MeanAq 84028 non-null float64\n", + "IncTim 1451 non-null object\n", + "LightP 1913 non-null float64\n", + "R_Depth 86486 non-null float64\n", + "R_TEMP 85395 non-null float64\n", + "R_POTEMP 81859 non-null float64\n", + "R_SALINITY 81719 non-null float64\n", + "R_SIGMA 81189 non-null float64\n", + "R_SVA 81199 non-null float64\n", + "R_DYNHT 81857 non-null float64\n", + "R_O2 69576 non-null float64\n", + "R_O2Sat 66515 non-null float64\n", + "R_SIO3 35396 non-null float64\n", + "R_PO4 41239 non-null float64\n", + "R_NO3 33791 non-null float64\n", + "R_NO2 33819 non-null float64\n", + "R_NH4 6456 non-null float64\n", + "R_CHLA 22609 non-null float64\n", + "R_PHAEO 22609 non-null float64\n", + "R_PRES 86486 non-null int64\n", + "R_SAMP 12155 non-null float64\n", + "DIC1 209 non-null float64\n", + "DIC2 20 non-null float64\n", + "TA1 221 non-null float64\n", + "TA2 23 non-null float64\n", + "pH2 2 non-null float64\n", + "pH1 12 non-null float64\n", + "DIC Quality Comment 4 non-null object\n", + "dtypes: float64(65), int64(5), object(4)\n", + "memory usage: 49.5+ MB\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1u4BMJR9wpVT", + "colab_type": "code", + "outputId": "c51fa665-ee41-4e2f-96d1-857b9ef57e4b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "#What!!!!? Every row from our randomly selected 10% data has atleast 1 NaN value\n", + "\n", + "#df.fillna(value=0, inplace=True)\n", + "\n", + "#We need a better approach than substituting every entry with 0\n", + "#Let's first remove the columns with \"object\" \n", + "temp_df=df\n", + "for i in temp_df.columns:\n", + " if(df[i].dtype=='object'):\n", + " del df[i]\n", + " \n", + "df.shape" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(86486, 70)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XGfy-7kowpVW", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#As we can see we are now left with 70 columns \n", + "\n", + "#print(len(df.columns))\n", + "\n", + "#Now, let's replace them with the mean value of their respective columns\n", + "for i in df.columns:\n", + " df[i].fillna((df[i].mean()),inplace=True)\n", + " \n", + "#print(df[df.columns[0]])" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XpML7M6AwpVZ", + "colab_type": "code", + "outputId": "b959b4d8-aa3d-4d97-9331-54b8539af825", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 224 + } + }, + "source": [ + "df.head()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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Cst_CntBtl_CntDepthmT_degCSalntyO2ml_LSThetaO2SatOxy_µmol/KgBtlNumRecIndT_precT_qualS_precS_qualP_qualO_qualSThtaqO2SatqChlorAChlquaPhaeopPhaquaPO4uMPO4qSiO3uMSiO3quNO2uMNO2qNO3uMNO3qNH3uMNH3qC14As1C14A1pC14A1qC14As2C14A2pC14A2qDarkAsDarkApDarkAqMeanAsMeanApMeanAqLightPR_DepthR_TEMPR_POTEMPR_SALINITYR_SIGMAR_SVAR_DYNHTR_O2R_O2SatR_SIO3R_PO4R_NO3R_NO2R_NH4R_CHLAR_PHAEOR_PRESR_SAMPDIC1DIC2TA1TA2pH2pH1
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3905771466639057815011.1834.1932.1826.11835.294.8807110.48924372.07.4711293.07.9412629.08.7503648.4539558.7911730.4470399.00.1955989.01.565149.00000026.7310739.0000000.0419119.00000017.2980549.0000000.0784269.0000008.407611.2719379.08.3321681.2696279.00.150861.9941469.07.1608711.2629279.018.679613150.011.1811.1634.19326.110192.10.4002.1835.226.7308061.56510917.2977270.0419330.0783970.4470760.195642151161.1794322147.8732982143.4349772254.500862272.1126097.957657.950642
\n", + "
" + ], + "text/plain": [ + " Cst_Cnt Btl_Cnt Depthm ... TA2 pH2 pH1\n", + "253342 9726 253343 28 ... 2272.112609 7.95765 7.950642\n", + "819429 32644 819430 500 ... 2272.112609 7.95765 7.950642\n", + "37319 1206 37320 500 ... 2272.112609 7.95765 7.950642\n", + "792607 31626 792608 200 ... 2272.112609 7.95765 7.950642\n", + "390577 14666 390578 150 ... 2272.112609 7.95765 7.950642\n", + "\n", + "[5 rows x 70 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8k06jfvnwpVd", + "colab_type": "code", + "outputId": "1f1e42eb-fdf6-49bd-a1fb-ee743dd50e08", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "#Boom, all NaN values replaced with mean values\n", + "\n", + "#Plotting a Heatmap now, yes a heatmap for 70 features \n", + "import seaborn as sns\n", + "cor = df.corr()\n", + "fig = plt.figure(figsize = (24, 18))\n", + "\n", + "#Plotting the heatmap\n", + "sns.heatmap(cor, cmap=\"YlGnBu\")\n", + "plt.show()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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SJEmSJA25ZKjvtxtoA51knCVHAO/I5BthbgSe17KwJ/7BLZ1jxxvKvc/zb+gc+/1Lnt5Q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HAv8I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\nZmaDcpDRrLvrJH1U0sEqaUMYEW8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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yHtz5z1jwpVg", + "colab_type": "code", + "outputId": "70395263-54f2-423e-c0e4-fc705783bb24", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 204 + } + }, + "source": [ + "#Since we are predicting Salinity of water, let's select the columns which show correlation \n", + "df.columns" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Index(['Cst_Cnt', 'Btl_Cnt', 'Depthm', 'T_degC', 'Salnty', 'O2ml_L', 'STheta',\n", + " 'O2Sat', 'Oxy_µmol/Kg', 'BtlNum', 'RecInd', 'T_prec', 'T_qual',\n", + " 'S_prec', 'S_qual', 'P_qual', 'O_qual', 'SThtaq', 'O2Satq', 'ChlorA',\n", + " 'Chlqua', 'Phaeop', 'Phaqua', 'PO4uM', 'PO4q', 'SiO3uM', 'SiO3qu',\n", + " 'NO2uM', 'NO2q', 'NO3uM', 'NO3q', 'NH3uM', 'NH3q', 'C14As1', 'C14A1p',\n", + " 'C14A1q', 'C14As2', 'C14A2p', 'C14A2q', 'DarkAs', 'DarkAp', 'DarkAq',\n", + " 'MeanAs', 'MeanAp', 'MeanAq', 'LightP', 'R_Depth', 'R_TEMP', 'R_POTEMP',\n", + " 'R_SALINITY', 'R_SIGMA', 'R_SVA', 'R_DYNHT', 'R_O2', 'R_O2Sat',\n", + " 'R_SIO3', 'R_PO4', 'R_NO3', 'R_NO2', 'R_NH4', 'R_CHLA', 'R_PHAEO',\n", + " 'R_PRES', 'R_SAMP', 'DIC1', 'DIC2', 'TA1', 'TA2', 'pH2', 'pH1'],\n", + " dtype='object')" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1NQznvKSwpVi", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Selecting the target and feature variables\n", + "target='Salnty'\n", + "features =['Depthm', 'T_degC','O2ml_L', 'STheta','O2Sat', 'Oxy_µmol/Kg','PO4uM', 'SiO3uM','NH3uM','R_Depth', 'R_TEMP', 'R_POTEMP',\n", + " 'R_SALINITY', 'R_SIGMA', 'R_SVA', 'R_DYNHT', 'R_O2', 'R_O2Sat','R_SIO3', 'R_PO4', 'R_NO3','R_PRES']\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jtojE2e2wpVl", + "colab_type": "code", + "outputId": "78722702-d3f6-4687-84fd-1f562227643b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "x=df[features]\n", + "y=df[target]\n", + "print(x.shape,y.shape)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(86486, 22) (86486,)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gNtJXc6BwpVo", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc_X = StandardScaler()\n", + "x = sc_X.fit_transform(x)\n", + "y = np.asarray(y).reshape(-1,1)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "YVowRuVqwpVq", + "colab_type": "code", + "outputId": "43bcc8f9-62da-4e9b-d70e-fd5393cc07e8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 187 + } + }, + "source": [ + "y[:10]" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[33.17 ],\n", + " [34.199],\n", + " [34.3 ],\n", + " [34.151],\n", + " [34.193],\n", + " [33.68 ],\n", + " [33.784],\n", + " [34.537],\n", + " [34.018],\n", + " [34.276]])" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "orHEVbEiwpVt", + "colab_type": "code", + "outputId": "b8c28eb4-8e9a-47d0-b5db-48af6df08357", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "cor = df[features+[target]].corr()\n", + "fig = plt.figure(figsize = (24, 18))\n", + "\n", + "#Plotting the heatmap\n", + "sns.heatmap(cor, cmap=\"YlGnBu\")\n", + "plt.show()" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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TEQAAAIClUDV2BfsuMxkBAAAAgEGEjAAAAADAIKOHjFW1pao2VdVn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\nP727vyvJi5L8b1X14919S5I/SPILSVJV5yV5SHf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kL0+yN8l7qursA71gd/9Fd5+c5LuT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" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "mQ2p7-kNwpVw", + "colab_type": "code", + "outputId": "558e263e-ce9c-4e49-8f79-05753ddfea4a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "#Splitting them into test and training set with a 3:1 ratio\n", + "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.25)\n", + "\n", + "print(x_train.shape,y_train.shape)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "(64864, 22) (64864, 1)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hXP4WRL9wpVy", + "colab_type": "code", + "outputId": "a52545d7-10e0-487e-9b03-e8fd715bff19", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + } + }, + "source": [ + "#Hello Linear Regression!\n", + "clf = LinearRegression()\n", + "clf.fit(x_train, y_train)\n", + "accuracy = clf.score(x_test, y_test)\n", + "print(accuracy*100)\n" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "99.99992322780446\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XDh3BYVswpV1", + "colab_type": "code", + "colab": {} + }, + "source": [ + "clf.score?" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Pg5NdfRpwpV5", + "colab_type": "code", + "outputId": "c0b388ec-1255-4629-c0be-654c7329df85", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 187 + } + }, + "source": [ + "#Over 99.99% accuracy, I wonder if I made any mistake or it's just great :)\n", + "\n", + "# Make predictions using the new model\n", + "y_pred = clf.predict(x_test)\n", + "for i in range(10):\n", + " print('Actual value: {:.3f} Predicted Value: {:.3f}'.format(y_test[i][0],y_pred[i][0]))\n" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Actual value: 33.447 Predicted Value: 33.447\n", + "Actual value: 34.047 Predicted Value: 34.047\n", + "Actual value: 33.400 Predicted Value: 33.400\n", + "Actual value: 34.070 Predicted Value: 34.070\n", + "Actual value: 34.313 Predicted Value: 34.313\n", + "Actual value: 35.230 Predicted Value: 35.230\n", + "Actual value: 34.136 Predicted Value: 34.136\n", + "Actual value: 33.710 Predicted Value: 33.710\n", + "Actual value: 33.877 Predicted Value: 33.877\n", + "Actual value: 33.530 Predicted Value: 33.530\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DHWUm0WZwpV-", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#As expected, the actual and the predicted values are almost same\n", + "\n", + "#Let's make an interactive visualization of predicted and actual values\n", + "trace=go.Scatter(x=y_test.reshape(21622), y=y_pred.reshape(21622),marker=dict(color='red'))" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4qEfa2ggwpWB", + "colab_type": "code", + "colab": {} + }, + "source": [ + "go.Scatter?" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "6ExBzRqWwpWD", + "colab_type": "code", + "outputId": "779d96ea-47a0-47a3-d51e-1d4b1de89454", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 + } + }, + "source": [ + "layout = go.Layout(\n", + " title=go.layout.Title(\n", + " text='Predicted Vs Actual Salinity ',\n", + " xref='paper',\n", + " x=0\n", + " ),\n", + " xaxis=go.layout.XAxis(\n", + " title=go.layout.xaxis.Title(\n", + " text='Actual Values',\n", + " font=dict(\n", + " family='Courier New, monospace',\n", + " size=18,\n", + " color='#7f7f7f'\n", + " )\n", + " )\n", + " ),\n", + " yaxis=go.layout.YAxis(\n", + " title=go.layout.yaxis.Title(\n", + " text='Predicted Values',\n", + " font=dict(\n", + " family='Courier New, monospace',\n", + " size=18,\n", + " color='#7f7f7f'\n", + " )\n", + " )\n", + " )\n", + ")\n", + "\n", + "fig = go.Figure(data=[trace],layout=layout)\n", + "py.iplot(fig, filename='results')" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/vnd.plotly.v1+html": "
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29.061265449411845\n", + "SiO3uM 22.637090584167353\n", + "NH3uM 0.09018532421798398\n", + "R_Depth 28.846074826004585\n", + "R_TEMP 24.758605743828976\n", + "R_POTEMP 25.168717428008712\n", + "R_SALINITY 99.999929856967\n", + "R_SIGMA -70.31341917674713\n", + "R_SVA 49.40895997499663\n", + "R_DYNHT 44.35185258279761\n", + "R_O2 52.01305185086302\n", + "R_O2Sat 49.54484402523385\n", + "R_SIO3 23.01821551485206\n", + "R_PO4 29.512583503749866\n", + "R_NO3 23.522625524639974\n", + "R_PRES 28.78306837419975\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "csh0fXYpwpWJ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "0DmREr0BwpWL", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file