IFT_Step09_ffc_results_histograms.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: kaleido in e:\\users\\kklausmeyer\\miniconda3\\envs\\instream-flow-management\\lib\\site-packages (0.2.1)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "import plotly.express as px\n",
    "!pip install -U kaleido"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def str_to_path(path_str):\n",
    "    '''Converts windows path string to os.path'''\n",
    "    path_list = path_str.split('\\\\')\n",
    "    path = os.path.join(path_list[0], os.sep, *path_list[1:])\n",
    "    return path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Paths, input, and output file names\n",
    "\n",
    "outer_dir = os.path.abspath(os.path.join(os.getcwd() ,\"..\"))\n",
    "path = os.path.join(outer_dir, 'IFT_files', 'IFT Results')\n",
    "plot_path = os.path.join(path, 'plots')\n",
    "ref_dir = os.path.abspath(os.path.join(os.getcwd() ,\"Reference Files\"))\n",
    "\n",
    "ffm_path = os.path.join(ref_dir, \"Functional Flow Metrics List and Definitions_20220324.xlsx\")\n",
    "\n",
    "version = 'V1_0_0'\n",
    "dry_pct = .2\n",
    "in_csv = os.path.join(path, 'ffc_dry_year_compare_100pct_{}.csv'.format(version))\n",
    "in_ffm = str_to_path(ffm_path)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13824\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>stream</th>\n",
       "      <th>ift</th>\n",
       "      <th>ffm</th>\n",
       "      <th>value</th>\n",
       "      <th>wy_mean_flow_cfs</th>\n",
       "      <th>day_count</th>\n",
       "      <th>pct_rank</th>\n",
       "      <th>value_unimp</th>\n",
       "      <th>pct_diff</th>\n",
       "      <th>Year Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1951</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>159.0</td>\n",
       "      <td>80.799484</td>\n",
       "      <td>365</td>\n",
       "      <td>0.732394</td>\n",
       "      <td>158.0</td>\n",
       "      <td>0.006329</td>\n",
       "      <td>Normal / wet year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1952</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>220.0</td>\n",
       "      <td>97.464302</td>\n",
       "      <td>366</td>\n",
       "      <td>0.830986</td>\n",
       "      <td>219.0</td>\n",
       "      <td>0.004566</td>\n",
       "      <td>Normal / wet year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1953</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>195.0</td>\n",
       "      <td>78.676068</td>\n",
       "      <td>365</td>\n",
       "      <td>0.676056</td>\n",
       "      <td>195.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1954</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>170.0</td>\n",
       "      <td>67.919191</td>\n",
       "      <td>365</td>\n",
       "      <td>0.577465</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>Normal / wet year</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1955</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>171.0</td>\n",
       "      <td>32.950972</td>\n",
       "      <td>365</td>\n",
       "      <td>0.253521</td>\n",
       "      <td>170.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>Normal / wet year</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   water_year  stream   ift        ffm  value  wy_mean_flow_cfs  day_count  \\\n",
       "0        1951  indian  mpof  DS_Dur_WS  159.0         80.799484        365   \n",
       "1        1952  indian  mpof  DS_Dur_WS  220.0         97.464302        366   \n",
       "2        1953  indian  mpof  DS_Dur_WS  195.0         78.676068        365   \n",
       "3        1954  indian  mpof  DS_Dur_WS  170.0         67.919191        365   \n",
       "4        1955  indian  mpof  DS_Dur_WS  171.0         32.950972        365   \n",
       "\n",
       "   pct_rank  value_unimp  pct_diff          Year Type  \n",
       "0  0.732394        158.0  0.006329  Normal / wet year  \n",
       "1  0.830986        219.0  0.004566  Normal / wet year  \n",
       "2  0.676056        195.0  0.000000  Normal / wet year  \n",
       "3  0.577465        169.0  0.005917  Normal / wet year  \n",
       "4  0.253521        170.0  0.005882  Normal / wet year  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import data\n",
    "df = pd.read_csv(in_csv)\n",
    "df['pct_diff'] = (df.value - df.value_unimp) / df.value_unimp\n",
    "df['Year Type'] = np.where(df.pct_rank <= dry_pct,\"Dry year\",\"Normal / wet year\")\n",
    "print(len(df))\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "e:\\Users\\kklausmeyer\\Miniconda3\\envs\\instream-flow-management\\lib\\site-packages\\openpyxl\\worksheet\\_read_only.py:79: UserWarning: Unknown extension is not supported and will be removed\n",
      "  for idx, row in parser.parse():\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Characteristic</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>Unit</th>\n",
       "      <th>ffm</th>\n",
       "      <th>Flow Metric Description</th>\n",
       "      <th>Short Name</th>\n",
       "      <th>Sort Order</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Fall pulse magnitude</td>\n",
       "      <td>cfs</td>\n",
       "      <td>FA_Mag</td>\n",
       "      <td>Peak magnitude of fall pulse event (maximum da...</td>\n",
       "      <td>FP magnitude</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Timing</td>\n",
       "      <td>Fall pulse start</td>\n",
       "      <td>water year day</td>\n",
       "      <td>FA_Tim</td>\n",
       "      <td>Water year day of fall pulse event peak</td>\n",
       "      <td>FP start</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Fall pulse duration</td>\n",
       "      <td>days</td>\n",
       "      <td>FA_Dur</td>\n",
       "      <td>Duration of fall pulse event</td>\n",
       "      <td>FP duration</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>cfs</td>\n",
       "      <td>Wet_BFL_Mag_10</td>\n",
       "      <td>Magnitude of wet-season baseflows (10th percen...</td>\n",
       "      <td>WS baseflow</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Wet-season median flow</td>\n",
       "      <td>cfs</td>\n",
       "      <td>Wet_BFL_Mag_50</td>\n",
       "      <td>Magnitude of wet-season baseflows (50th percen...</td>\n",
       "      <td>WS median flow</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Flow Component Flow Characteristic        Flow Metric Name  \\\n",
       "0      Fall pulse flow           Magnitude    Fall pulse magnitude   \n",
       "1      Fall pulse flow              Timing        Fall pulse start   \n",
       "2      Fall pulse flow            Duration     Fall pulse duration   \n",
       "3  Wet-season baseflow           Magnitude     Wet-season baseflow   \n",
       "4  Wet-season baseflow           Magnitude  Wet-season median flow   \n",
       "\n",
       "             Unit             ffm  \\\n",
       "0             cfs          FA_Mag   \n",
       "1  water year day          FA_Tim   \n",
       "2            days          FA_Dur   \n",
       "3             cfs  Wet_BFL_Mag_10   \n",
       "4             cfs  Wet_BFL_Mag_50   \n",
       "\n",
       "                             Flow Metric Description      Short Name  \\\n",
       "0  Peak magnitude of fall pulse event (maximum da...    FP magnitude   \n",
       "1            Water year day of fall pulse event peak        FP start   \n",
       "2                       Duration of fall pulse event     FP duration   \n",
       "3  Magnitude of wet-season baseflows (10th percen...     WS baseflow   \n",
       "4  Magnitude of wet-season baseflows (50th percen...  WS median flow   \n",
       "\n",
       "   Sort Order  \n",
       "0         1.0  \n",
       "1         2.0  \n",
       "2         3.0  \n",
       "3         4.0  \n",
       "4         5.0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import ffm labels\n",
    "df_ffm = pd.read_excel(in_ffm)\n",
    "df_ffm.rename(columns={'Flow Metric Code': 'ffm'}, inplace=True)\n",
    "df_ffm.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>stream</th>\n",
       "      <th>ift</th>\n",
       "      <th>ffm</th>\n",
       "      <th>value</th>\n",
       "      <th>wy_mean_flow_cfs</th>\n",
       "      <th>day_count</th>\n",
       "      <th>pct_rank</th>\n",
       "      <th>value_unimp</th>\n",
       "      <th>pct_diff</th>\n",
       "      <th>Year Type</th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Characteristic</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Flow Metric Description</th>\n",
       "      <th>Short Name</th>\n",
       "      <th>Sort Order</th>\n",
       "      <th>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1951</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>159.0</td>\n",
       "      <td>80.799484</td>\n",
       "      <td>365</td>\n",
       "      <td>0.732394</td>\n",
       "      <td>158.0</td>\n",
       "      <td>0.006329</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Dry-season baseflow duration (# of days from s...</td>\n",
       "      <td>DS duration</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1952</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>220.0</td>\n",
       "      <td>97.464302</td>\n",
       "      <td>366</td>\n",
       "      <td>0.830986</td>\n",
       "      <td>219.0</td>\n",
       "      <td>0.004566</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Dry-season baseflow duration (# of days from s...</td>\n",
       "      <td>DS duration</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1953</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>195.0</td>\n",
       "      <td>78.676068</td>\n",
       "      <td>365</td>\n",
       "      <td>0.676056</td>\n",
       "      <td>195.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Dry-season baseflow duration (# of days from s...</td>\n",
       "      <td>DS duration</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1954</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>170.0</td>\n",
       "      <td>67.919191</td>\n",
       "      <td>365</td>\n",
       "      <td>0.577465</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.005917</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Dry-season baseflow duration (# of days from s...</td>\n",
       "      <td>DS duration</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1955</td>\n",
       "      <td>indian</td>\n",
       "      <td>mpof</td>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>171.0</td>\n",
       "      <td>32.950972</td>\n",
       "      <td>365</td>\n",
       "      <td>0.253521</td>\n",
       "      <td>170.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Dry-season baseflow duration (# of days from s...</td>\n",
       "      <td>DS duration</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   water_year  stream   ift        ffm  value  wy_mean_flow_cfs  day_count  \\\n",
       "0        1951  indian  mpof  DS_Dur_WS  159.0         80.799484        365   \n",
       "1        1952  indian  mpof  DS_Dur_WS  220.0         97.464302        366   \n",
       "2        1953  indian  mpof  DS_Dur_WS  195.0         78.676068        365   \n",
       "3        1954  indian  mpof  DS_Dur_WS  170.0         67.919191        365   \n",
       "4        1955  indian  mpof  DS_Dur_WS  171.0         32.950972        365   \n",
       "\n",
       "   pct_rank  value_unimp  pct_diff          Year Type       Flow Component  \\\n",
       "0  0.732394        158.0  0.006329  Normal / wet year  Dry-season baseflow   \n",
       "1  0.830986        219.0  0.004566  Normal / wet year  Dry-season baseflow   \n",
       "2  0.676056        195.0  0.000000  Normal / wet year  Dry-season baseflow   \n",
       "3  0.577465        169.0  0.005917  Normal / wet year  Dry-season baseflow   \n",
       "4  0.253521        170.0  0.005882  Normal / wet year  Dry-season baseflow   \n",
       "\n",
       "  Flow Characteristic     Flow Metric Name  Unit  \\\n",
       "0            Duration  Dry-season duration  days   \n",
       "1            Duration  Dry-season duration  days   \n",
       "2            Duration  Dry-season duration  days   \n",
       "3            Duration  Dry-season duration  days   \n",
       "4            Duration  Dry-season duration  days   \n",
       "\n",
       "                             Flow Metric Description   Short Name  Sort Order  \\\n",
       "0  Dry-season baseflow duration (# of days from s...  DS duration        24.0   \n",
       "1  Dry-season baseflow duration (# of days from s...  DS duration        24.0   \n",
       "2  Dry-season baseflow duration (# of days from s...  DS duration        24.0   \n",
       "3  Dry-season baseflow duration (# of days from s...  DS duration        24.0   \n",
       "4  Dry-season baseflow duration (# of days from s...  DS duration        24.0   \n",
       "\n",
       "   diff  \n",
       "0   1.0  \n",
       "1   1.0  \n",
       "2   0.0  \n",
       "3   1.0  \n",
       "4   1.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
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    "# Join labels to df\n",
    "df = pd.merge(df, df_ffm, on='ffm', how='left')\n",
    "# Add diff column\n",
    "df['diff'] = df['value'] - df['value_unimp']\n",
    "df.head()"
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  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Dry-season baseflow' 'Fall pulse flow' 'Spring recession flow'\n",
      " 'Wet-season baseflow' nan 'Peak flow']\n"
     ]
    }
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   "source": [
    "# print unique values for df[\"Flow Component\"]\n",
    "print(df[\"Flow Component\"].unique())"
   ]
  },
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   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "13312\n",
      "12928\n"
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   ],
   "source": [
    "# Filter out Dry-season baseflow and Fall Pulse flow components if ift == ncifp\n",
    "print(len(df))\n",
    "df = df[~((df.ift == 'ncifp') & (df[\"Flow Component\"].isin(['Dry-season baseflow', 'Fall pulse flow'])))].copy()\n",
    "print(len(df))"
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  {
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   "execution_count": 25,
   "metadata": {},
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   "source": [
    "# Create list of charts\n",
    "charts = [\n",
    "    ['dry_season', lambda df: (df['Flow Component'] == 'Dry-season baseflow') & (df['Flow Characteristic'] != 'Timing') & (df['ift'] != 'ncifp')],\n",
    "    ['wet_season', lambda df: (df['Flow Component'] == 'Wet-season baseflow') & (df['Flow Characteristic'] != 'Timing')],\n",
    "    ['spring', lambda df: (df['Flow Component'] == 'Spring recession flow') & (df['Flow Characteristic'] != 'Timing')],\n",
    "    ['fall', lambda df: (df['Flow Component'] == 'Fall pulse flow') & (df['Flow Characteristic'] != 'Timing') & (df['ift'] != 'ncifp')],\n",
    "    ['timing', lambda df: df['Flow Component'].isin(['Fall pulse flow', 'Spring recession flow', 'Wet-season baseflow', 'Dry-season baseflow']) & (df['Flow Characteristic'] == 'Timing')]\n",
    "]"
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      "Empty DataFrame\n",
      "Columns: [water_year, stream, ift, ffm, value, wy_mean_flow_cfs, day_count, pct_rank, value_unimp, pct_diff, Year Type, Flow Component, Flow Characteristic, Flow Metric Name, Unit, Flow Metric Description, Short Name, Sort Order, diff]\n",
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      "3      WS baseflow  indian  All Years  tessman      -0.168052\n",
      "4      WS baseflow  indian  Dry Years    mmpof      -0.202220\n",
      "5      WS baseflow  indian  Dry Years     mpof      -0.145197\n",
      "8      WS baseflow  sproul  All Years    mmpof      -0.104821\n",
      "11     WS baseflow  sproul  All Years  tessman      -0.347093\n",
      "12     WS baseflow  sproul  Dry Years    mmpof      -0.137090\n",
      "13     WS baseflow  sproul  Dry Years     mpof      -0.121474\n",
      "19     WS duration  indian  All Years  tessman       0.103369\n",
      "23     WS duration  indian  Dry Years  tessman       0.275362\n",
      "35  WS median flow  indian  All Years  tessman      -0.506845\n",
      "43  WS median flow  sproul  All Years  tessman      -0.491058\n",
      "47  WS median flow  sproul  Dry Years  tessman      -0.318156\n"
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      "Empty DataFrame\n",
      "Columns: [water_year, stream, ift, ffm, value, wy_mean_flow_cfs, day_count, pct_rank, value_unimp, pct_diff, Year Type, Flow Component, Flow Characteristic, Flow Metric Name, Unit, Flow Metric Description, Short Name, Sort Order, diff]\n",
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      "11        SR duration  sproul  All Years  tessman       1.203506\n",
      "15        SR duration  sproul  Dry Years  tessman       0.331050\n",
      "19       SR magnitude  indian  All Years  tessman      -0.915307\n",
      "23       SR magnitude  indian  Dry Years  tessman      -0.893913\n",
      "27       SR magnitude  sproul  All Years  tessman      -0.805177\n",
      "31       SR magnitude  sproul  Dry Years  tessman      -0.766623\n",
      "35  SR rate of change  indian  All Years  tessman      -0.242966\n"
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      "Columns: [water_year, stream, ift, ffm, value, wy_mean_flow_cfs, day_count, pct_rank, value_unimp, pct_diff, Year Type, Flow Component, Flow Characteristic, Flow Metric Name, Unit, Flow Metric Description, Short Name, Sort Order, diff]\n",
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    {
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     "text": [
      "Empty DataFrame\n",
      "Columns: [water_year, stream, ift, ffm, value, wy_mean_flow_cfs, day_count, pct_rank, value_unimp, pct_diff, Year Type, Flow Component, Flow Characteristic, Flow Metric Name, Unit, Flow Metric Description, Short Name, Sort Order, diff]\n",
      "Index: []\n",
      "   Short Name  stream  Year Type      ift  median change\n",
      "1    DS start  indian  All Years     mpof           -1.0\n",
      "2    DS start  indian  All Years  tessman           24.0\n",
      "3    DS start  indian  Dry Years    mmpof           -1.0\n",
      "4    DS start  indian  Dry Years     mpof           -1.0\n",
      "5    DS start  indian  Dry Years  tessman           23.0\n",
      "6    DS start  sproul  All Years    mmpof           -1.0\n",
      "7    DS start  sproul  All Years     mpof           -1.0\n",
      "8    DS start  sproul  All Years  tessman           38.0\n",
      "9    DS start  sproul  Dry Years    mmpof           -0.5\n",
      "10   DS start  sproul  Dry Years     mpof           -1.0\n",
      "11   DS start  sproul  Dry Years  tessman           20.5\n",
      "27   SR start  indian  All Years  tessman            2.0\n",
      "31   SR start  indian  Dry Years  tessman            3.0\n",
      "35   SR start  sproul  All Years  tessman           -1.5\n",
      "39   SR start  sproul  Dry Years  tessman            4.0\n",
      "43   WS start  indian  All Years  tessman           -5.5\n",
      "47   WS start  indian  Dry Years  tessman           -1.0\n",
      "51   WS start  sproul  All Years  tessman           -4.0\n",
      "55   WS start  sproul  Dry Years  tessman           -3.5\n"
     ]
    }
   ],
   "source": [
    "# Box Plot\n",
    "width_in_inches = 7.5\n",
    "height_in_inches = 4\n",
    "DPI = 150 \n",
    "global_font_size = 16\n",
    "\n",
    "# Convert inches to pixels\n",
    "fig_width = width_in_inches * DPI\n",
    "fig_height = height_in_inches * DPI\n",
    "\n",
    "for chart_name, criterion in charts:\n",
    "    range_min = -1\n",
    "    yax_title = '% Change from Unimpaired'\n",
    "    y_field = 'pct_diff'\n",
    "    df4 = df.loc[criterion(df)]\n",
    "    if chart_name == 'wet_season':\n",
    "        range_max = 3\n",
    "    elif chart_name == 'spring':\n",
    "        range_max = 11\n",
    "    elif chart_name == 'fall':\n",
    "        range_max = 4\n",
    "    elif chart_name == 'timing':\n",
    "        range_max = 150\n",
    "        range_min = -150\n",
    "        yax_title = \"Timing Change (days)\"\n",
    "        y_field = 'diff'\n",
    "    else:\n",
    "        range_max = 1\n",
    "\n",
    "    #Convert normal / wet years to all years\n",
    "    df5 = df4.loc[df4['Year Type']=='Dry year'].copy()\n",
    "    df5['Year Type'] = 'All Years'\n",
    "    df4.loc[df4['Year Type'] == \"Normal / wet year\", 'Year Type'] = \"All Years\"\n",
    "    df4.loc[df4['Year Type'] == \"Dry year\", 'Year Type'] = \"Dry Years\"\n",
    "    df6 = pd.concat([df4, df5], ignore_index=True)\n",
    "    df6 = df6.sort_values(by=['stream', 'Sort Order','Year Type'], ascending=[False,True, True])\n",
    "\n",
    "\n",
    "    color_map = {'ncifp': 'rgb(68, 114, 196)', 'tessman': 'rgb(237, 125, 49)', 'mpof': 'rgb(165, 165, 165)', 'mmpof': 'rgb(255, 192, 0)'}\n",
    "\n",
    "\n",
    "    # Simple box chart\n",
    "    fig = px.box(df6, \n",
    "                 x='Short Name', \n",
    "                 y=y_field, \n",
    "                 color='ift', \n",
    "                 facet_row=\"Year Type\", \n",
    "                 facet_col=\"stream\",  \n",
    "                 height=600,\n",
    "                 color_discrete_map=color_map,\n",
    "                )\n",
    "\n",
    "    #Remove duplicated axes titles\n",
    "    for axis in fig.select_yaxes(col=1):\n",
    "        axis.title.text = \"\"\n",
    "        \n",
    "        \n",
    "    # Add a global y-axis title using an annotation\n",
    "    fig.add_annotation(\n",
    "        xref='paper', yref='paper',\n",
    "        x=-0.07, y=0.5,\n",
    "        text=yax_title,  \n",
    "        showarrow=False,\n",
    "        textangle=-90,\n",
    "        font=dict(size=global_font_size)\n",
    "    )\n",
    "    \n",
    "    fig.update_xaxes(title_text=None)\n",
    "    fig.update_yaxes(range=[range_min, range_max],\n",
    "                     tick0=0, \n",
    "                     #dtick=0.2,\n",
    "                     showgrid=False, gridwidth=1, gridcolor='lightgrey',\n",
    "                     zerolinecolor='black', zerolinewidth=1\n",
    "                    )\n",
    "\n",
    "    # Set axes lines color to dark grey on the left and bottom of each chart\n",
    "    fig.update_xaxes(showline=True, linewidth=1, linecolor='darkgrey', mirror=False)\n",
    "    fig.update_yaxes(showline=True, linewidth=1, linecolor='darkgrey', mirror=False, tickformat=\".1f\")\n",
    "\n",
    "\n",
    "    # Update background color to white\n",
    "    fig.update_layout({\n",
    "        'plot_bgcolor': 'rgba(255, 255, 255, 1)',\n",
    "        'paper_bgcolor': 'rgba(255, 255, 255, 1)',\n",
    "    })\n",
    "    \n",
    "\n",
    "    # Update only the box and outlier marker outlines, not the fill color\n",
    "    fig.update_traces(\n",
    "        marker=dict(\n",
    "            line=dict(width=1, color='grey')  # This updates only the outline of the outlier markers\n",
    "        ),\n",
    "        boxmean=False  # Optional: set to True or 'sd' if you want to show mean or standard deviation\n",
    "    )\n",
    "\n",
    "    # Change titles\n",
    "    # Define a mapping of original facet titles to new titles\n",
    "    new_titles = {\n",
    "        'stream=indian': 'Indian Creek',\n",
    "        'stream=sproul': 'SF Sproul Creek',\n",
    "        'Year Type=All Years' : '',\n",
    "        'Year Type=Dry Years' : '',\n",
    "    }\n",
    "\n",
    "    # Iterate over the figure's annotations to update facet titles\n",
    "    for anno in fig.layout.annotations:\n",
    "        if anno.text in new_titles:  # Check if the annotation text matches your original facet title\n",
    "            anno.text = new_titles[anno.text]  # Update to the new title\n",
    "\n",
    "\n",
    "    fig.update_layout(\n",
    "        legend=dict(\n",
    "            title_text=\"\",  # Removes the legend title\n",
    "            orientation=\"h\",  # Horizontal legend\n",
    "            y=-0.1,  # Adjusts the vertical position to be below the x-axis\n",
    "            x=0.5,  # Centers the legend horizontally\n",
    "            xanchor=\"center\",  # Uses the center of the legend as the anchoring point\n",
    "            yanchor=\"top\"  # Anchors the legend from its top to the specified y position\n",
    "        )\n",
    "    )\n",
    "\n",
    "    # Define the subpanel labels and their positions\n",
    "    labels = [\"a.\", \"b.\", \"c.\", \"d.\"]\n",
    "    # Adjust these positions based on your specific layout and needs\n",
    "    positions = [(0.03, 0.53), (0.53, 0.53), (0.03, 0.03), (0.53, 0.03)]\n",
    "\n",
    "    # Add annotations for each label\n",
    "    for label, pos in zip(labels, positions):\n",
    "        fig.add_annotation(text=label, xref=\"paper\", yref=\"paper\",\n",
    "                           x=pos[0], y=pos[1], showarrow=False,\n",
    "                           xanchor='left', yanchor='bottom',\n",
    "                           font=dict(size=12, color=\"black\", family=\"Arial Black\")\n",
    "                          )\n",
    "\n",
    "    # Define row labels and their positions\n",
    "    labels2 = [\"All Years\", \"All Years\", \"Dry Years\", \"Dry Years\"]\n",
    "    # Adjust these positions based on your specific layout and needs\n",
    "    positions2 = [(0.4, 0.9), (0.9, 0.9), (0.4, 0.4), (0.9, 0.4)]\n",
    "\n",
    "    # Add annotations for each label\n",
    "    for label, pos in zip(labels2, positions2):\n",
    "        fig.add_annotation(text=label, xref=\"paper\", yref=\"paper\",\n",
    "                           x=pos[0], y=pos[1], showarrow=False,\n",
    "                           xanchor='left', yanchor='bottom'\n",
    "                          )\n",
    "    fig.update_layout(\n",
    "        width=fig_width,\n",
    "        height=fig_height,\n",
    "        font=dict(size=global_font_size, family=\"Arial\"),\n",
    "        title=dict(font=dict(size=16)),\n",
    "        xaxis=dict(title_font=dict(size=16)),\n",
    "        yaxis=dict(title_font=dict(size=16)),\n",
    "        legend=dict(font=dict(size=global_font_size))\n",
    "    )\n",
    "\n",
    "        \n",
    "        \n",
    "    fig.show()\n",
    "    #Show outliers\n",
    "    print(df6.loc[(df6[y_field] > range_max) | (df6[y_field] < range_min)])\n",
    "    \n",
    "    # Print median values\n",
    "    \n",
    "    df7 = (df6.groupby(['Short Name', 'stream', 'Year Type','ift' ], dropna=False)\n",
    "           .agg({y_field:'median'})\n",
    "           .reset_index()\n",
    "           .rename(columns={y_field:'median change'})\n",
    "          )\n",
    "    print(df7.loc[(df7['median change']>=0.1) |(df7['median change']<=-0.1)])\n",
    "    \n",
    "    \n",
    "    fig_name = \"Boxchart_dry_compare1_{}_{}.png\".format(chart_name, version)\n",
    "    fig_path = os.path.join(plot_path, fig_name)\n",
    "    fig.write_image(fig_path)\n",
    "    \n",
    "    fig_name2 = \"Boxchart_dry_compare1_{}_{}.svg\".format(chart_name, version)\n",
    "    fig_path2 = os.path.join(plot_path, fig_name2)\n",
    "    fig.write_image(fig_path2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>stream</th>\n",
       "      <th>ift</th>\n",
       "      <th>ffm</th>\n",
       "      <th>value</th>\n",
       "      <th>wy_mean_flow_cfs</th>\n",
       "      <th>day_count</th>\n",
       "      <th>pct_rank</th>\n",
       "      <th>value_unimp</th>\n",
       "      <th>pct_diff</th>\n",
       "      <th>Year Type</th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Characteristic</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Flow Metric Description</th>\n",
       "      <th>Short Name</th>\n",
       "      <th>Sort Order</th>\n",
       "      <th>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [water_year, stream, ift, ffm, value, wy_mean_flow_cfs, day_count, pct_rank, value_unimp, pct_diff, Year Type, Flow Component, Flow Characteristic, Flow Metric Name, Unit, Flow Metric Description, Short Name, Sort Order, diff]\n",
       "Index: []"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore the results\n",
    "df.loc[(df['pct_diff'] > 1) & (df['Flow Metric Name'] == 'Dry-season high baseflow')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>stream</th>\n",
       "      <th>ift</th>\n",
       "      <th>ffm</th>\n",
       "      <th>value</th>\n",
       "      <th>wy_mean_flow_cfs</th>\n",
       "      <th>day_count</th>\n",
       "      <th>pct_rank</th>\n",
       "      <th>value_unimp</th>\n",
       "      <th>pct_diff</th>\n",
       "      <th>Year Type</th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Characteristic</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Flow Metric Description</th>\n",
       "      <th>Short Name</th>\n",
       "      <th>Sort Order</th>\n",
       "      <th>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3846</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>SP_ROC</td>\n",
       "      <td>0.06143</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>0.066895</td>\n",
       "      <td>-0.081684</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Rate of change</td>\n",
       "      <td>Spring rate of change</td>\n",
       "      <td>percent</td>\n",
       "      <td>Spring flow recession rate (median daily rate ...</td>\n",
       "      <td>SR rate of change</td>\n",
       "      <td>20.0</td>\n",
       "      <td>-0.005464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4358</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>SP_Dur</td>\n",
       "      <td>32.00000</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Spring duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Spring flow recession duration (# of days from...</td>\n",
       "      <td>SR duration</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4870</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>SP_Mag</td>\n",
       "      <td>192.95190</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>192.951900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Spring recession magnitude</td>\n",
       "      <td>cfs</td>\n",
       "      <td>Spring recession magnitude (daily flow on star...</td>\n",
       "      <td>SR magnitude</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5382</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>SP_Tim</td>\n",
       "      <td>235.00000</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>235.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Timing</td>\n",
       "      <td>Spring start</td>\n",
       "      <td>water year day</td>\n",
       "      <td>Start date of spring in water year days</td>\n",
       "      <td>SR start</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5894</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Wet_BFL_Dur</td>\n",
       "      <td>137.00000</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>137.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>Wet-season duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Wet-season baseflow duration (# of days from s...</td>\n",
       "      <td>WS duration</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6406</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Wet_BFL_Mag_10</td>\n",
       "      <td>11.86990</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>11.869900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>cfs</td>\n",
       "      <td>Magnitude of wet-season baseflows (10th percen...</td>\n",
       "      <td>WS baseflow</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6918</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Wet_BFL_Mag_50</td>\n",
       "      <td>37.86990</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>37.869900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Wet-season median flow</td>\n",
       "      <td>cfs</td>\n",
       "      <td>Magnitude of wet-season baseflows (50th percen...</td>\n",
       "      <td>WS median flow</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7430</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Wet_Tim</td>\n",
       "      <td>98.00000</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Timing</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>water year day</td>\n",
       "      <td>Start date of wet-season in water year days</td>\n",
       "      <td>WS start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7942</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Tim_10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8454</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Tim_2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8966</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Tim_5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9478</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Dur_10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>10-year flood duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Seasonal duration of 10-year recurrence interv...</td>\n",
       "      <td>10-year FD</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9990</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Dur_2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>2-year flood duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Seasonal duration of 2-year recurrence interva...</td>\n",
       "      <td>2-year FD</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10502</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Dur_5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Duration</td>\n",
       "      <td>5-year flood duration</td>\n",
       "      <td>days</td>\n",
       "      <td>Seasonal duration of 5-year recurrence interva...</td>\n",
       "      <td>5-year FD</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11014</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_10</td>\n",
       "      <td>3838.28790</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>3893.539900</td>\n",
       "      <td>-0.014191</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>10-year flood magnitude</td>\n",
       "      <td>cfs</td>\n",
       "      <td>10-year recurrence interval peak flow</td>\n",
       "      <td>10-year FM</td>\n",
       "      <td>10.0</td>\n",
       "      <td>-55.252000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11526</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_2</td>\n",
       "      <td>1441.41390</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>1469.039900</td>\n",
       "      <td>-0.018805</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>2-year flood magnitude</td>\n",
       "      <td>cfs</td>\n",
       "      <td>2-year recurrence interval peak flow</td>\n",
       "      <td>2-year FM</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-27.626000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12038</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_5</td>\n",
       "      <td>2289.98790</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>2345.239900</td>\n",
       "      <td>-0.023559</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>5-year flood magnitude</td>\n",
       "      <td>cfs</td>\n",
       "      <td>5-year recurrence interval peak flow</td>\n",
       "      <td>5-year FM</td>\n",
       "      <td>9.0</td>\n",
       "      <td>-55.252000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12550</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Fre_10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Frequency</td>\n",
       "      <td>10-year flood frequency</td>\n",
       "      <td>occurrences</td>\n",
       "      <td>Frequency of 10-year recurrence interval peak ...</td>\n",
       "      <td>10-year FF</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13062</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Fre_2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Frequency</td>\n",
       "      <td>2-year flood frequency</td>\n",
       "      <td>occurrences</td>\n",
       "      <td>Frequency of 2-year recurrence interval peak f...</td>\n",
       "      <td>2-year FF</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13574</th>\n",
       "      <td>1957</td>\n",
       "      <td>indian</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Peak_Fre_5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.925103</td>\n",
       "      <td>365</td>\n",
       "      <td>0.394366</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>Frequency</td>\n",
       "      <td>5-year flood frequency</td>\n",
       "      <td>occurrences</td>\n",
       "      <td>Frequency of 5-year recurrence interval peak f...</td>\n",
       "      <td>5-year FF</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       water_year  stream    ift             ffm       value  \\\n",
       "3846         1957  indian  ncifp          SP_ROC     0.06143   \n",
       "4358         1957  indian  ncifp          SP_Dur    32.00000   \n",
       "4870         1957  indian  ncifp          SP_Mag   192.95190   \n",
       "5382         1957  indian  ncifp          SP_Tim   235.00000   \n",
       "5894         1957  indian  ncifp     Wet_BFL_Dur   137.00000   \n",
       "6406         1957  indian  ncifp  Wet_BFL_Mag_10    11.86990   \n",
       "6918         1957  indian  ncifp  Wet_BFL_Mag_50    37.86990   \n",
       "7430         1957  indian  ncifp         Wet_Tim    98.00000   \n",
       "7942         1957  indian  ncifp     Peak_Tim_10         NaN   \n",
       "8454         1957  indian  ncifp      Peak_Tim_2         NaN   \n",
       "8966         1957  indian  ncifp      Peak_Tim_5         NaN   \n",
       "9478         1957  indian  ncifp     Peak_Dur_10         NaN   \n",
       "9990         1957  indian  ncifp      Peak_Dur_2         NaN   \n",
       "10502        1957  indian  ncifp      Peak_Dur_5         NaN   \n",
       "11014        1957  indian  ncifp         Peak_10  3838.28790   \n",
       "11526        1957  indian  ncifp          Peak_2  1441.41390   \n",
       "12038        1957  indian  ncifp          Peak_5  2289.98790   \n",
       "12550        1957  indian  ncifp     Peak_Fre_10         NaN   \n",
       "13062        1957  indian  ncifp      Peak_Fre_2         NaN   \n",
       "13574        1957  indian  ncifp      Peak_Fre_5         NaN   \n",
       "\n",
       "       wy_mean_flow_cfs  day_count  pct_rank  value_unimp  pct_diff  \\\n",
       "3846          41.925103        365  0.394366     0.066895 -0.081684   \n",
       "4358          41.925103        365  0.394366    30.000000  0.066667   \n",
       "4870          41.925103        365  0.394366   192.951900  0.000000   \n",
       "5382          41.925103        365  0.394366   235.000000  0.000000   \n",
       "5894          41.925103        365  0.394366   137.000000  0.000000   \n",
       "6406          41.925103        365  0.394366    11.869900  0.000000   \n",
       "6918          41.925103        365  0.394366    37.869900  0.000000   \n",
       "7430          41.925103        365  0.394366    98.000000  0.000000   \n",
       "7942          41.925103        365  0.394366          NaN       NaN   \n",
       "8454          41.925103        365  0.394366          NaN       NaN   \n",
       "8966          41.925103        365  0.394366          NaN       NaN   \n",
       "9478          41.925103        365  0.394366          NaN       NaN   \n",
       "9990          41.925103        365  0.394366          NaN       NaN   \n",
       "10502         41.925103        365  0.394366          NaN       NaN   \n",
       "11014         41.925103        365  0.394366  3893.539900 -0.014191   \n",
       "11526         41.925103        365  0.394366  1469.039900 -0.018805   \n",
       "12038         41.925103        365  0.394366  2345.239900 -0.023559   \n",
       "12550         41.925103        365  0.394366          NaN       NaN   \n",
       "13062         41.925103        365  0.394366          NaN       NaN   \n",
       "13574         41.925103        365  0.394366          NaN       NaN   \n",
       "\n",
       "               Year Type         Flow Component Flow Characteristic  \\\n",
       "3846   Normal / wet year  Spring recession flow      Rate of change   \n",
       "4358   Normal / wet year  Spring recession flow            Duration   \n",
       "4870   Normal / wet year  Spring recession flow           Magnitude   \n",
       "5382   Normal / wet year  Spring recession flow              Timing   \n",
       "5894   Normal / wet year    Wet-season baseflow            Duration   \n",
       "6406   Normal / wet year    Wet-season baseflow           Magnitude   \n",
       "6918   Normal / wet year    Wet-season baseflow           Magnitude   \n",
       "7430   Normal / wet year    Wet-season baseflow              Timing   \n",
       "7942   Normal / wet year                    NaN                 NaN   \n",
       "8454   Normal / wet year                    NaN                 NaN   \n",
       "8966   Normal / wet year                    NaN                 NaN   \n",
       "9478   Normal / wet year              Peak flow            Duration   \n",
       "9990   Normal / wet year              Peak flow            Duration   \n",
       "10502  Normal / wet year              Peak flow            Duration   \n",
       "11014  Normal / wet year              Peak flow           Magnitude   \n",
       "11526  Normal / wet year              Peak flow           Magnitude   \n",
       "12038  Normal / wet year              Peak flow           Magnitude   \n",
       "12550  Normal / wet year              Peak flow           Frequency   \n",
       "13062  Normal / wet year              Peak flow           Frequency   \n",
       "13574  Normal / wet year              Peak flow           Frequency   \n",
       "\n",
       "                 Flow Metric Name            Unit  \\\n",
       "3846        Spring rate of change         percent   \n",
       "4358              Spring duration            days   \n",
       "4870   Spring recession magnitude             cfs   \n",
       "5382                 Spring start  water year day   \n",
       "5894          Wet-season duration            days   \n",
       "6406          Wet-season baseflow             cfs   \n",
       "6918       Wet-season median flow             cfs   \n",
       "7430             Wet-season start  water year day   \n",
       "7942                          NaN             NaN   \n",
       "8454                          NaN             NaN   \n",
       "8966                          NaN             NaN   \n",
       "9478       10-year flood duration            days   \n",
       "9990        2-year flood duration            days   \n",
       "10502       5-year flood duration            days   \n",
       "11014     10-year flood magnitude             cfs   \n",
       "11526      2-year flood magnitude             cfs   \n",
       "12038      5-year flood magnitude             cfs   \n",
       "12550     10-year flood frequency     occurrences   \n",
       "13062      2-year flood frequency     occurrences   \n",
       "13574      5-year flood frequency     occurrences   \n",
       "\n",
       "                                 Flow Metric Description         Short Name  \\\n",
       "3846   Spring flow recession rate (median daily rate ...  SR rate of change   \n",
       "4358   Spring flow recession duration (# of days from...        SR duration   \n",
       "4870   Spring recession magnitude (daily flow on star...       SR magnitude   \n",
       "5382             Start date of spring in water year days           SR start   \n",
       "5894   Wet-season baseflow duration (# of days from s...        WS duration   \n",
       "6406   Magnitude of wet-season baseflows (10th percen...        WS baseflow   \n",
       "6918   Magnitude of wet-season baseflows (50th percen...     WS median flow   \n",
       "7430         Start date of wet-season in water year days           WS start   \n",
       "7942                                                 NaN                NaN   \n",
       "8454                                                 NaN                NaN   \n",
       "8966                                                 NaN                NaN   \n",
       "9478   Seasonal duration of 10-year recurrence interv...         10-year FD   \n",
       "9990   Seasonal duration of 2-year recurrence interva...          2-year FD   \n",
       "10502  Seasonal duration of 5-year recurrence interva...          5-year FD   \n",
       "11014              10-year recurrence interval peak flow         10-year FM   \n",
       "11526               2-year recurrence interval peak flow          2-year FM   \n",
       "12038               5-year recurrence interval peak flow          5-year FM   \n",
       "12550  Frequency of 10-year recurrence interval peak ...         10-year FF   \n",
       "13062  Frequency of 2-year recurrence interval peak f...          2-year FF   \n",
       "13574  Frequency of 5-year recurrence interval peak f...          5-year FF   \n",
       "\n",
       "       Sort Order       diff  \n",
       "3846         20.0  -0.005464  \n",
       "4358         19.0   2.000000  \n",
       "4870         17.0   0.000000  \n",
       "5382         18.0   0.000000  \n",
       "5894          7.0   0.000000  \n",
       "6406          4.0   0.000000  \n",
       "6918          5.0   0.000000  \n",
       "7430          6.0   0.000000  \n",
       "7942          NaN        NaN  \n",
       "8454          NaN        NaN  \n",
       "8966          NaN        NaN  \n",
       "9478         13.0        NaN  \n",
       "9990         11.0        NaN  \n",
       "10502        12.0        NaN  \n",
       "11014        10.0 -55.252000  \n",
       "11526         8.0 -27.626000  \n",
       "12038         9.0 -55.252000  \n",
       "12550        16.0        NaN  \n",
       "13062        14.0        NaN  \n",
       "13574        15.0        NaN  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore the results\n",
    "df.loc[(df['water_year'] == 1957) & (df['stream'] == 'indian') & (df['ift'] == 'ncifp')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ffm</th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DS_Dur_WS</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season duration</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DS_Mag_50</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DS_Mag_90</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season high baseflow</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>DS_Tim</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season start</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FA_Dur</td>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Fall pulse duration</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>FA_Mag</td>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Fall pulse magnitude</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FA_Tim</td>\n",
       "      <td>Fall pulse flow</td>\n",
       "      <td>Fall pulse start</td>\n",
       "      <td>384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Peak_10</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>10-year flood magnitude</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Peak_2</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>2-year flood magnitude</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Peak_5</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>5-year flood magnitude</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Peak_Dur_10</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>10-year flood duration</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Peak_Dur_2</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>2-year flood duration</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Peak_Dur_5</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>5-year flood duration</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Peak_Fre_10</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>10-year flood frequency</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Peak_Fre_2</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>2-year flood frequency</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Peak_Fre_5</td>\n",
       "      <td>Peak flow</td>\n",
       "      <td>5-year flood frequency</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>SP_Dur</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Spring duration</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>SP_Mag</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Spring recession magnitude</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SP_ROC</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Spring rate of change</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SP_Tim</td>\n",
       "      <td>Spring recession flow</td>\n",
       "      <td>Spring start</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Wet_BFL_Dur</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season duration</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Wet_BFL_Mag_10</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Wet_BFL_Mag_50</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season median flow</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wet_Tim</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>512</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ffm         Flow Component            Flow Metric Name  count\n",
       "0        DS_Dur_WS    Dry-season baseflow         Dry-season duration    384\n",
       "1        DS_Mag_50    Dry-season baseflow         Dry-season baseflow    384\n",
       "2        DS_Mag_90    Dry-season baseflow    Dry-season high baseflow    384\n",
       "3           DS_Tim    Dry-season baseflow            Dry-season start    384\n",
       "4           FA_Dur        Fall pulse flow         Fall pulse duration    384\n",
       "5           FA_Mag        Fall pulse flow        Fall pulse magnitude    384\n",
       "6           FA_Tim        Fall pulse flow            Fall pulse start    384\n",
       "7          Peak_10              Peak flow     10-year flood magnitude    512\n",
       "8           Peak_2              Peak flow      2-year flood magnitude    512\n",
       "9           Peak_5              Peak flow      5-year flood magnitude    512\n",
       "10     Peak_Dur_10              Peak flow      10-year flood duration    512\n",
       "11      Peak_Dur_2              Peak flow       2-year flood duration    512\n",
       "12      Peak_Dur_5              Peak flow       5-year flood duration    512\n",
       "13     Peak_Fre_10              Peak flow     10-year flood frequency    512\n",
       "14      Peak_Fre_2              Peak flow      2-year flood frequency    512\n",
       "15      Peak_Fre_5              Peak flow      5-year flood frequency    512\n",
       "16          SP_Dur  Spring recession flow             Spring duration    512\n",
       "17          SP_Mag  Spring recession flow  Spring recession magnitude    512\n",
       "18          SP_ROC  Spring recession flow       Spring rate of change    512\n",
       "19          SP_Tim  Spring recession flow                Spring start    512\n",
       "20     Wet_BFL_Dur    Wet-season baseflow         Wet-season duration    512\n",
       "21  Wet_BFL_Mag_10    Wet-season baseflow         Wet-season baseflow    512\n",
       "22  Wet_BFL_Mag_50    Wet-season baseflow      Wet-season median flow    512\n",
       "23         Wet_Tim    Wet-season baseflow            Wet-season start    512"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ffm1 = (df.groupby(['ffm','Flow Component',\"Flow Metric Name\"])\n",
    "           .agg({'ift':'count'})\n",
    "           .reset_index()\n",
    "           .rename(columns={'ift':'count', 'Estimated.Q':'Tot_Estimated', 'O_abs_value_E': 'Tot_Deviation'})\n",
    "          )\n",
    "\n",
    "df_ffm1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stream</th>\n",
       "      <th>Flow Component</th>\n",
       "      <th>Flow Metric Name</th>\n",
       "      <th>Sort Order</th>\n",
       "      <th>Short Name</th>\n",
       "      <th>ift</th>\n",
       "      <th>Year Type</th>\n",
       "      <th>mean_pct_diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>indian</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>21.0</td>\n",
       "      <td>DS baseflow</td>\n",
       "      <td>mmpof</td>\n",
       "      <td>Dry year</td>\n",
       "      <td>-0.108203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>indian</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>21.0</td>\n",
       "      <td>DS baseflow</td>\n",
       "      <td>mmpof</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>-0.055728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>indian</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>21.0</td>\n",
       "      <td>DS baseflow</td>\n",
       "      <td>mpof</td>\n",
       "      <td>Dry year</td>\n",
       "      <td>-0.090652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>indian</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>21.0</td>\n",
       "      <td>DS baseflow</td>\n",
       "      <td>mpof</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>-0.049926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>indian</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>Dry-season baseflow</td>\n",
       "      <td>21.0</td>\n",
       "      <td>DS baseflow</td>\n",
       "      <td>tessman</td>\n",
       "      <td>Dry year</td>\n",
       "      <td>-0.177902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>sproul</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WS start</td>\n",
       "      <td>mpof</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>0.000311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>sproul</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WS start</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Dry year</td>\n",
       "      <td>-0.023164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>sproul</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WS start</td>\n",
       "      <td>ncifp</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>0.007705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>sproul</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WS start</td>\n",
       "      <td>tessman</td>\n",
       "      <td>Dry year</td>\n",
       "      <td>-0.111463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>sproul</td>\n",
       "      <td>Wet-season baseflow</td>\n",
       "      <td>Wet-season start</td>\n",
       "      <td>6.0</td>\n",
       "      <td>WS start</td>\n",
       "      <td>tessman</td>\n",
       "      <td>Normal / wet year</td>\n",
       "      <td>-0.016456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>356 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     stream       Flow Component     Flow Metric Name  Sort Order  \\\n",
       "0    indian  Dry-season baseflow  Dry-season baseflow        21.0   \n",
       "1    indian  Dry-season baseflow  Dry-season baseflow        21.0   \n",
       "2    indian  Dry-season baseflow  Dry-season baseflow        21.0   \n",
       "3    indian  Dry-season baseflow  Dry-season baseflow        21.0   \n",
       "4    indian  Dry-season baseflow  Dry-season baseflow        21.0   \n",
       "..      ...                  ...                  ...         ...   \n",
       "351  sproul  Wet-season baseflow     Wet-season start         6.0   \n",
       "352  sproul  Wet-season baseflow     Wet-season start         6.0   \n",
       "353  sproul  Wet-season baseflow     Wet-season start         6.0   \n",
       "354  sproul  Wet-season baseflow     Wet-season start         6.0   \n",
       "355  sproul  Wet-season baseflow     Wet-season start         6.0   \n",
       "\n",
       "      Short Name      ift          Year Type  mean_pct_diff  \n",
       "0    DS baseflow    mmpof           Dry year      -0.108203  \n",
       "1    DS baseflow    mmpof  Normal / wet year      -0.055728  \n",
       "2    DS baseflow     mpof           Dry year      -0.090652  \n",
       "3    DS baseflow     mpof  Normal / wet year      -0.049926  \n",
       "4    DS baseflow  tessman           Dry year      -0.177902  \n",
       "..           ...      ...                ...            ...  \n",
       "351     WS start     mpof  Normal / wet year       0.000311  \n",
       "352     WS start    ncifp           Dry year      -0.023164  \n",
       "353     WS start    ncifp  Normal / wet year       0.007705  \n",
       "354     WS start  tessman           Dry year      -0.111463  \n",
       "355     WS start  tessman  Normal / wet year      -0.016456  \n",
       "\n",
       "[356 rows x 8 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sumarize by flow metric\n",
    "df2 = (df.groupby(['stream','Flow Component', 'Flow Metric Name', 'Sort Order', 'Short Name', 'ift', 'Year Type'])\n",
    "           .agg({'pct_diff':'mean'})\n",
    "           .reset_index()\n",
    "           .rename(columns={'pct_diff':'mean_pct_diff'})\n",
    "          )\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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