{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Diagnostic output plots\n",
    "\n",
    "Measurement (type 1) and non-measurement (type 2) diagnostics support these plots:\n",
    "\n",
    "* plot() - time series plot\n",
    "* iplot() - interactive time series plot (plotly)\n",
    "* hist() - histogram plot\n",
    "* ecdf() - line plot of the empirical cumulative distribution\n",
    "\n",
    "The same plots are available for their main data properties such as .result, .forecast, .innovation etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fmdap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = '../tests/testdata/Diagnostics_F16_EnKF.dfs0'\n",
    "diag = fmdap.read_diagnostic(fn, name=\"F16\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timeseries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "line": {
          "color": "#999999",
          "width": 1
         },
         "marker": {
          "size": 3
         },
         "mode": "lines",
         "name": "State 1",
         "showlegend": false,
         "type": "scatter",
         "x": [
          "2017-10-27T00:00:00",
          "2017-10-27T00:10:00",
          "2017-10-27T00:20:00",
          "2017-10-27T00:30:00",
          "2017-10-27T00:40:00",
          "2017-10-27T00:50:00",
          "2017-10-27T01:00:00",
          "2017-10-27T01:10:00",
          "2017-10-27T01:20:00",
          "2017-10-27T01:30:00",
          "2017-10-27T01:40:00",
          "2017-10-27T01:50:00",
          "2017-10-27T02:00:00",
          "2017-10-27T02:10:00",
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           "bgcolor": "#E5ECF6",
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          },
          "scene": {
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            "gridcolor": "white",
            "gridwidth": 2,
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          },
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          },
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            "ticks": ""
           },
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           },
           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
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        },
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        },
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     },
     "metadata": {},
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   ],
   "source": [
    "diag.iplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = diag.result.plot(figsize=(10,3))\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.innovation.plot(figsize=(10,3));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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A5cChwGrgXuCN6ezbA2clHW6zKfCFiPhWWWnPK+P6zMvarKjahqzLroNx17/JNSuVBR+AiFhOEmA6x53S8T6AY7rMdxOwb+EJ7GFmZoalS5dmms6slyYfOPLQ6+SrjP1mEk78mtTbdzdZnufzJJL7a7aPiH0kPQ14VUS8p/DUVSSPsyIHHhukyANHmwJb2SWoulSVNSHA9JPlms8ngHcBDwJExJUk12cmVtP/VLMmnxEPaxLXqQ2yVLs9NiJ+mF5fmfNQQekxM6u1PIPd/Ed2Zy2x1uWa1TiylHzukLQHDz/P5w9JbvKcKHUpSpuNqw4HpjqkoSk6g03WEusklPaylHyOIblP5imSbgVuBl5XaKoqMGn14NZdG66F1OHAVIc09FNE32/jBty2BewsJZ9bIuLFwLbAUyLiORFxS8HpajQ3NqivNl0Lsd6mp6dzr+0YNw9lnX9SglSW4HOzpGXAQcCvCk6PWWGatNMWmdY6bYc8TtRGDSJNPeFoarrny1Lt9mTglSTVb6dJOg84MyIuLTRlJZt/4c8mT5N22iLTWrftMG4AmoR9tugTgjpWN2d5jPavgS8DX5a0JfAR4DskvRJMlLrtlFZPddyRrbnKePbQoG6+qsi3mfp2k/Q8SR8HLgc2B/6o0FSZ5SzLmWXWaep83agu1xvdejS7YQ78o5SQBs1TVb7N8hjtm4HjgO8B+0TEH0XE14pOmFme8nh4WdZpmqDoap42lgBHDbjDnDCMkv/qmmezlHz2jYhXR8QXI6Kea2E2gYoMEHU9IJUp79JZGwPuOLIEnwckHSPp45JOnxsKT5lZzZTdSswBIptR/xcHi2plae32WeB64GXAP5LcYHpdkYlqsrrUuZet37WQSbkQ72CQTdkPaqvyonnd1alZ/XxZgs+eEfEaSYdFxBmSvkDyDB4zYPDBZhIO2ll24qZdZC/qgF3F/z0JeawI42yXzv168eLFz8grTXOyVLs9mL7+UtI+wOOB3fJOSF3U+UyhrrJk8Cq3ax6l0aoObsNst2HX0wfsZpm0at8sJZ9l6f09f0/yWOvHpe8nUpYN3rQz3Dpow4GuiHVsw3bLyygnGXneY1N0cCgyL1RRbTmw5BMRn4yIX0TEdyLiiRGxXUScWkbiypY1qMzVMdvklRS7rc+kraM9LM8+3pp8olBF2rPc5/NjSZ+XdLSkvctIVBWGvSje5IyWp2G2QxMO4t3Wp4j/ugnboi0mtaHCOHmsjIZTWa757A2cCmwNzEq6SdJZxSarfE2o02+6pgTsqvrZ6jd9kzSxWrqJaR6k7vtbluDzG5JGB78BNgK3AbcXmag2qXsGyVsTDqRF/Sezs7PMzMwM/ft1b9AxXxNLEsOmuU7bu6myNDi4G7gK+BDwiYj4ebFJqlYZnfxNilF2wLK37agHiblezvNMbx17qvb9MaPxMWJ8WUo+rwW+C7wFOFPSjKQXFZssa4JxDnhlGecg0YYDTBvW0YZT1o3yWVq7nRMR7wD+HFgOHAmcV3C6KuOdsXiTvI17BdY6P2LZVUiJSbzuM4yy88HAajdJXwP2A1aT9Gz9euAHxSarfG3IeHV6Ds2kVvcU9biFOlbZNVG//Xx+fiy7m6CqbdiwodTuwbJUu50IPCkiXhYR70nv97mv6ISVrewNX7ZBz6Epe919r1S9tOW/GOaEZxJPjuoky5NMV5SRECtOXc/g6pimIjThpCbP/6ItgczGk+lJptZcozTtzcIHGOulLScVw2hDtf6wsjS1tiG0pal2Xus4MzPD0qVLR56/TtexunGQNkiq8JpQAi5TlgYHl0TEiwaNa6NuF83HyWR5PxNnEjN71irEqk4A5p/hNulEpFd+qUsgt8nSs9pN0uaStgK2kbSlpK3SYTdgx9JSWGPdDizjHPCrfiZO3c/S63rtatIN0zik7nnI6qNfyefPgeNIAs0qQOn4u4GTi01Ws9TtoDhqeqpah369CcyVJEZJWxUHwiq6vS9jPbOuV532A6u3nsEnIj4CfETSWyPiYyWmqVHyCjx5VpGN+/TCKu53KOL+mKoPhHkHhaLuITKrQpam1h+T9GySp5du2jH+MwWmqzHqtuOPe8Cb9PudylS3vDGuKm8MXrp0qfPlhMnS4OCzwB7AFSQ9WwME4OCTk7x2Ku+ck2/+f1xmE96qG3E4AE2WLE2tDwD2jogoOjE2Ol/obadJK111M9fgoc4t7rz/DS/LTaZXAzsUnRAbXd0aPLRdmw9ERZXE6p6/s6RvnPvZJlGW4LMNcK2kCySdOzfksXBJB0u6QdJqSSd0+V6SPpp+f6Wk/bPOO4l6HdTqvmPWVVsPlOMYFFjrXDqxeslS7fbuIhYsaQFJk+2XAGuBFZLOjYhrOyY7BNgrHZ4J/CvwzIzzTpxJPqhVwXedD8950PKSpbXbdwpa9oHA6oi4CUDSmcBhQGcAOQz4THq96TJJT5C0mKTl3aB5zcysprK0djsI+BjwVGAhsADYEBGLxlz2EmBNx+e1JKWbQdMsyTjvo9wdm3P+/U8eKbF1ce2p33/E5zVr1rBxY7PXqSrXnvp91jz4VDZu3Jj7b1/wd1+e2P9lfh6c75aC9rE8tumgtM/Xb106f2vQOs9NW9S2aaIs13z+heRR2jcCvwX8aTpuXOoybn6Lul7TZJk3+QHpKEkrJa0cMn21dMsttzzicxEHzjbYZJMk6++8886F/H5Z/8vcejTFqOndZJNNGpvXO9e5af9XkTL1ah0RqyUtiIjfAJ+S9J85LHst0Lnn7wSsyzjNwgzzAhARy4BlADvuuGMcstkN46W6Bpb++RFAcvF3783qVwffhJ69H9ny6Fm5Xvspa/3n1qHs61Zz+a+XmZkLe8874r06ed3jMyjt8/Vbl6l71v5vA4tB6/ywwXmtjvvPqQX8ZpYwfK+khcAVkk6SdDyQRzOhFcBeknZPf/8IYH4runOB16et3g4C7oqI9RnnrZW8W1bVuXm1WzyVo6om3eMud9h9oa7Pwilq/5uenq7tOucpS8nnT0iC1LHA8SQljj8Yd8ER8ZCkY4ELSK4jnR4R10g6Ov3+FGA5cCiwGrgXeGO/ecdNU1PUOfBYeS3CsiyniLPofr+XJTD55GSwNuzfWUo+dwAPRMTdETEDvIMeVVzDiojlEfGkiNgjIt6bjjslDTxE4pj0+9+JiJX95q2zPDNTEzJm026oa1p659StqXgT8mbe+gXcbiWYqks1VS9/Tpbgcwnw2I7PvwVcXExyzKozTACqyw48yCQFg7pu837buFspr+qSX9XLn5Ml+GweEb+a+5C+f2yf6W2euu40Rehc1yaud9Y012UHbpJx80MTt3ndulqq0z6ZJfhsmNetzTOAXxeXJGuyzgNEEw8WWS721mkHbpIm5odx1a3kWaf/IEvwOQ74iqTvSfoe8CWSxgeWUd0yYFHqWL89in4BaGpqiunp6dqd0ZatqvVvYn6y7rJ0r7NC0lOAJ5Pc3Hl9RDxYeMoKsGDBgsqWXce2+8MY9XHWTe0/bdAZYpP/yzxUtf5l56dB++2oQXjQY+OH/S0Y7j+pw/GoZ/CR9MKI+DdJvz/vq70kERFfLzhtudt+++0rW3ZTD8JzsmTUqjNzVm06e67DQabJBu23o27bvKq/5kriMFzLxzocj/pVuz03fX1ll+EVBafLJkjdDvZ1qvcuWltuWGyruQftNVG/4POL9PW0iHjjvOFNZSSuCN4Ry9emg30defs3zzDHqbnSV1HHtqmpKdavX78q79/tF3zemL5+NO+FVsk7ollzNfUsf1ijHKeGnSfrfW1FHTP7NTi4TtJPgG0lXdkxXiSdDzytkBRZ4aq4DpDnMufvNFXUXftaSjW8zctVZE1Rz5JPRLwWOIikX7X513teWViKrHBFncn0y6h5XXuoS7VpE0rQRd/w260U0q+J+iSq23rl3Wlrkfm8730+EfGziNg3Im6ZPxSWogk09wfXKaPmlZapqSmWLl3K0qVLB2bUcQNQZ8seG6zoG35dCqnfSciw6aky/T2Dj6Qvp69XSbqyY7hqXjXcxBu17X3Wg3IV8iiJjBIMRl1uv2VV1SlonU4m6qJXQHKgKk5T82G/az5/lb5OXLPqYevrR9lxuh0o67ADdmbULG39iziwj3KPQV0DeNX3SvQzOzv7iO1W9HWqtjQG6FSH/3/+vjHsDax53vA6jJ7BJ31oG5NYxVb0QaOuZyLdAkkTLpzXdXvW/WA7/38tIt93Brgy8lET8mvVmlL1NrB7nbSHg/cD25G0dJtr7bao4LQ1Vh3P0nupKq2DDiJNeL6OD4Llb4NR7uZvqkkPtFk6Fj0JeFVEPD4iFkXEFg48vdX1oFm30kPeQa9u6zeOItelqN+ueymwibLsI03O91mCz20RcV3hKSnZwoULq05CqepYGsuzWW4d16+OitpOZZ6hO9A9rMn5fmC1G7BS0peAs4H750Y2sWPRTi9/+cs566yzMk07ao/O3X5nkovRwyqi9DMJ23cS1qFI3j4Pm9+opEmylHwWAfcCL2WCOhY9//zzh5o+jz+4yusrbeAHwT1SWTd8Zrn+0qbtXqYmB+Isz/N546Bpmui+++7LPG2T/2BodtF8WGWuaxElrTx/s9e2KLuJeF2vgzbBpJTmu8nS2q1bx6J3ASsj4pz8k2TWDOMcxPvdNFtGYJjkg9okmXtq7iT+V1mq3TYH9gNuTIenAVsBb5b0z4WlzGyCVV0aLes5P65uG1/VeaUoWYLPnsALI+JjEfEx4MXAU4FXk1wHao0mXk+oY5rari75qIyDWhHLcJ6eDFmCzxKg89+eAnaMiN/Q0fqtDfqdLda108s6pmmSFNEs3P9Zf2VvnzoEu0nsLTxLU+uTgCskfZukd4PnAu+TNAVcXGDaCjPsfQLz+0Mzm1P3/t0GKfraz8zMTG1PzLKqw3/c5O3Xy8CST0ScBjyb5D6fs4HnRMQnI2JDRLyj2OQVY9idrYo/fmpqqtFnNW3R9Bsey8jbRQS3UXtGt/ro90iFp6Sv+wOLgTXAT4Ed0nGtkHeGzfp709PTYx8YvLMVr6hSg/+7/sp4zHQe/D/21q/k87b09YNdhmaf7g0h7wxb5g4wiUX1tij7fiUrhvfB3vo9Rvuo9PUFXYYXlpdEs8lRxxsuy2p2nbcmptke1q/a7Xcl7dDx+fWSzpH0UUlblZM8s/Yq8+DaxAA0PT2dOZg3bd3aoF+126nAAwCSngucCHyGpHeDZcUnrTjDZMSqLyh7p2mvsqtsJrmKyNd76qdf8FkQEXem7/8vsCwivhYRf09y42ljDXPGVHW3FqPuNM745Sh6O4/6+/7/qzfJwTwP/e7zWSBp04h4CHgRcFTG+WyAYe+tyDp9Ha8nTLqi7wEZ5cmdzgfWBP1KPl8EviPpHODXwPcAJO1JUvVmIxrlGes+k7Usxs0nTcxndemuyIbTr7Xbe4G3A58mubE0OuZ5a/FJs04uwlsWGzZsYGZmZuRrlU3MZ+6uqJn6Vp9FxGVdxv1Xcckp12abbcb997eqezqr0Dhn4MNW1VZ9rbLtXNoaLEvHormTtJWkiyTdmL5u2WO6gyXdIGm1pBM6xr9b0q2SrkiHQ0dJxxFHHDHqKlSiX4Z2Zq+/cc7AfdNpf3XreNOlrcGqajhwAnBJRJyYBpUTgHd2TiBpAXAy8BJgLbBC0rkRcW06yYcjYuR20E18QJMztJWhDh1pDsv7RvNUUvIBDgPOSN+fARzeZZoDgdURcVNEPACcmc6Xi6oDTxPPLq07/5f9eftYN1UFn+0jYj1A+rpdl2mWkHRmOmdtOm7OsZKulHR6r2q7OvOZ2uTwf9nfJGwfB9D8FRZ8JF0s6eouQ9bSi7qMm2tx96/AHiSP915P0tlpr3QcJWmlpJX//d//PcwqmDWWD5b5moQAWjeFXfOJiBf3+k7SbZIWR8R6SYuB27tMthbYuePzTsC69Ldv6/itTwDn9UnHMtLugA444IDoNV0VfDOgDaOpNxvPzs764G2PUlW127nAG9L3bwDO6TLNCmAvSbtLWggckc5HGrDmvBq4usC0mtVClgN4XiWePEtOVV9ftXqqKvicCLxE0o0krdlOBJC0o6TlAGm3PscCFwDXAV+OiGvS+U+SdJWkK4EXAMcPmwBXS1ie6nKXfV4lDJdUrGiVNLWOiJ+T9Bc3f/w64NCOz8uB5V2m+5Nx0zC3c11yySVceuml4/6ctdyg5sk+mLeHT2yzqarkUxuLFi2qOglmmZV5o7EPoqPxiUY2re6duok3mlq7lf0Y9qbdbGrN0eqSjwOPmVk1Wh18zKx4rr6zbhx8zKxQvgZi3Tj4mOWkbj0r56HJabd6a3WDA7M8TeIZvhsdPGzYZypZf60u+fiszmww7yeJSTy5qFKrg48zk9lg09PTtesvzpqv1cEnC5/1mY3O+4/10vrgM2jncOnILDFKIGnb/uNgm13rg0/bdg6zUU1PT/vgOoCPJ9m1PvgMMjs7W3USzGrDrb0sLw4+A3hnMzPLn4MPrqc1s2x8rMiPgw+upzUrwiQeqH2syI+Dj5kVwgdq68fBx8wym8TSjFXDwSc1iZ1CmuUta2nG+40N4o5FU64iMMvH1NSU9ycbyCUfM8uVA49l4eBjZkNpe5Waq+jz4Wo3MxvK9PQ0s7OzXW/AbsMB2CW7fDj4mNnQfAC2cbnazczMSufgY2ZmpXPwMTOz0jn4mJlZ6Rx8zMysdIqIqtNQGkn3ADfk/LOPB+7K+TdHVae0bAPcUXUiUnXaLnVJS13SAc4rvdQpLU+OiC3y/MG2NbW+ISIOyPMHJS2LiKPy/M1R1SwtK/Pe1qOq2XapRVrqkg5wXumlZmlZmfdvutptfN+oOgEd6pSWOqnTdqlLWuqSjrqp03apU1py17Zqt9qcYU06b2vLynml/or4j9pW8llWdQJaxNvasnJeqb/c/6NWBZ+I6LsBJZ0u6XZJV3eM+4Ck6yVdKeksSU/oMe/Bkm6QtFrSCR3jt5J0kaQb09cts6S1R1r2k3SZpCskrZR0YBlpGcWgbT2qPuv21nT8NZJOGnLeobeL80p+Jj2vpPPVJr+MopD/KCI8pAPwXGB/4OqOcS8FNk3fvx94f5f5FgA/Bp4ILAR+BOydfncScEL6/oRu8w+RlguBQ9L3hwLfLiMtdRl6rRvwAuBiYLN0uu2K3i7OK/Ue6pRX6pZf6jK0quQzSER8F7hz3rgLI+Kh9ONlwE5dZj0QWB0RN0XEA8CZwGHpd4cBZ6TvzwAOHzUtQACL0vePB9aVkZZuZ15Zz7pyPmvrtW5/AZwYEfcDRMTtQ8wLI2wX55XunFe6q0t+qVMp2cFnOG8CzgeQtKOk5en4JcCajunWpuMAto+I9QDp63ZjLP844AOS1gCzwLuKToukBcDJwCEkZ46vlbQ3yZnWJRGxF3BJ+jnrvGSZv4te6/Yk4P9I+oGk70j63XT5VfxHc5xXnFeGUVZ++TRw8LxxJwEzEbEf8A/p50co4P9x8MlK0t8CDwGfB4iIdRFx6NzXXWYpohnhXwDHR8TOwPHAaSWkpdeZV5azrrzPIHut26bAlsBBwDuAL0tSRf+R84rzylDKzC91KiU7+GQg6Q3AK4DXRVrBOs9aYOeOzzvx8B94m6TF6e8sBroV87N6A/D19P1XSDJE0WnpdebV9ayr4LO2Xuu2Fvh6JH4IbCS5az7LvJDjf+S84rwyjJrkl+MouZQMDj4DSToYeCfwqoi4t8dkK4C9JO0uaSFwBHBu+t25JAcC0tdzxkjOOuB56fsXAjeWkJahzrwKPoPstW5nk2wPJD2J5MLs/O5aCv+PnFecV4ZRo/xSRSnZrd06B+CLwHrgQZLI/mZgNUnEvyIdTkmn3RFY3jHvocB/kbRM+duO8VuT1IPemL5uNUZangOsImnx8gPgGUWnBXgWcEHH53elww3A4nTcYpKuizLNm74fOH+P9Dxq3UgOIJ8DrgYuB15YwnZxXnFeGfc/qiq/7MYjW93dxcMdDgi4u5T/J8tEHto7kNSR3wTszsNNPX8b+ACPbOZ5UtZ50+8Gzu+hWYPzSjOGLsHnOuD56fsXAavK+H8q3xAe6j90O/PqddZV9Fmbh3oPziv1HqhJKTki2tW3m5mZ1YMbHJiZWekcfMzMrHQOPtaVpJ0l/buk65R0wPhX6fhMXXGk0x6upNPE6yVdJenwAcvcTdIf57wqVrA+eWVfSd9P//tvSFrU5zecV9qm6gtgHuo5kDSZ3D99vwXJhca9ydBhZfrdviRNSXdPP++efn5an2U+Hziv6nX3kFteWQE8Lx3/JuCfnFc8zA0u+VhXEbE+Ii5P399D0hxzCdm64gCYBt4XETenv3Ez8P9JujRB0p6SLpb0I0mXS9oDOJGk360rJB1f1LpZvvrklScD300nuwj4gx4/4bzSRlVHPw/1H0juC/gpSdB5avp+DXArsGuPeS4H9p03bl/g8vT9D4BXp+83Bx6Lz2YbP8zLK/8JHJaOfxtwj/OKh7nBJR/rS9LjgK8Bx0XE3fToiqPbrDy6+w0BIWkLYElEnAUQEfdF7+5FrCG65JU3AcdIWkVSHfdAr1lxXmkdBx/rSdJjSA4mn4+IuU4q30CXDislfSqtApnriPAaYP4z3/cHrqV7P1HWYN3ySkRcHxEvjYhnkNzc+ON0WucVY9OqE2D1JEkkpZrrIuJDHV/NdVj5bTo6rIyIN877iVngK5L+LSJ+Imk34G+AP4yIuyWtlXR4RJwtaTOSJzbeQ3KGbA3SK69I2i4ibpe0CfB3wCngvGIJ93BgXUl6DvA94CqSbuchOSDcDXyE5MTlPuAtEbGqx2/8PjADPIakO4+lc2fFkvYCTiXpzv5B4DUk15G+lY77dER8uJCVs1z1ySt7Acekn79O0hFl1wOO80r7OPiYmVnpfM3HzMxK5+BjZmalc/AxM7PSOfhYJn3679pK0kWSbkxft0zHb51O/ytJ/9LxO1ukzWznhjsk/XNFq2VmFXGDA8tE0mKSR+Vent74two4HDgSuDMiTpR0ArBlRLxT0hTwdGAfYJ+IOLbH764iuWn1u92+N7PJ5JKPZRK9++86DDgjnewMkoBERGyIiEtJmmN3lTah3Y6kma6ZtYiDjw0tvQnw6SR9bm0fEeshCVAkwSSr1wJf6nXvh5lNLgcfG0qX/rvGcQRJtytm1jIOPpZZj77ebkuvB81dF7o942/tC2zaq3cEM5tsDj6WSZ++3s4l6WyU9PWcjD/5WlzqMWstt3azTPr03/UD4MvALiTPcXlNRNyZzvMTkue6LAR+Cbw0Iq5Nv7sJODQiri9vLcysLhx8zMysdK52MzOz0jn4mJlZ6Rx8zMysdA4+ZmZWOgcfMzMrnYOPWUEkPUHSW9L3O0r6atVpMqsLN7U2K0jaB955EbFP1Wkxq5tNq06A2QQ7EdhD0hXAjcBTI2IfSUeS9P69gOSREx8kuRH3T4D7SW6+vVPSHsDJwLbAvcCf+aZcmxSudjMrzgnAjyNiP+Ad877bB/hj4EDgvcC9EfF04PvA69NplgFvjYhnANPAx8tItFkZXPIxq8a/p89FukfSXcA30vFXAU9Lew9/NvCVpFs9ADYrP5lmxXDwMavG/R3vN3Z83kiyX24C/DItNZlNHFe7mRXnHmCLUWZMn5V0s6TXQNKrePoYCrOJ4OBjVpCI+DnwH5KuBj4wwk+8DnizpB8B15A8stxsIriptZmZlc4lHzMzK52Dj5mZlc7Bx8zMSufgY2ZmpXPwMTOz0jn4mJlZ6Rx8zMysdA4+ZmZWuv8BYKZGHexVyd4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.increment.plot(marker='s');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "line": {
          "color": "#999999",
          "width": 1
         },
         "marker": {
          "size": 3
         },
         "mode": "lines+markers",
         "name": "State 1",
         "showlegend": false,
         "type": "scatter",
         "x": [
          "2017-10-27T08:20:00",
          "2017-10-27T08:30:00",
          "2017-10-27T08:40:00",
          "2017-10-27T08:50:00",
          "2017-10-27T09:00:00",
          "2017-10-27T09:10:00",
          "2017-10-27T09:20:00",
          "2017-10-27T09:30:00",
          "2017-10-27T09:40:00",
          "2017-10-27T09:50:00",
          "2017-10-27T10:00:00",
          "2017-10-27T10:10:00",
          "2017-10-27T10:20:00",
          "2017-10-27T10:30:00",
          "2017-10-27T10:40:00",
          "2017-10-27T10:50:00",
          "2017-10-27T11:00:00",
          "2017-10-27T11:10:00",
          "2017-10-27T11:20:00",
          "2017-10-27T11:30:00",
          "2017-10-27T11:40:00",
          "2017-10-27T11:50:00",
          "2017-10-27T12:00:00",
          "2017-10-27T12:10:00",
          "2017-10-27T12:20:00",
          "2017-10-27T12:30:00",
          "2017-10-27T12:40:00",
          "2017-10-27T12:50:00",
          "2017-10-27T13:00:00",
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             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "F16 increment"
        },
        "yaxis": {
         "title": {
          "text": "Significant wave height [m]"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.increment.iplot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.result.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.hist(bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.innovation.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Empirical cumulative distribution plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.innovation.ecdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diag.increment.ecdf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit ('base': conda)",
   "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": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}