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Analyzing the data classification methods on different outputs of WaterGEMS/WaterCAD model for better symbology
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Baisc Setup"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"## Show intellisense"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.791865Z",
"start_time": "2020-05-29T23:53:34.731858Z"
},
"hidden": true
},
"outputs": [],
"source": [
"# Show intellisense\n",
"%config IPCompleter.greedy=True\n",
"#after '.' press tab\n",
"\n",
"# display all results (not just the last one)\n",
"from IPython.core.interactiveshell import InteractiveShell\n",
"InteractiveShell.ast_node_interactivity = \"all\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.801868Z",
"start_time": "2020-05-29T23:53:34.794868Z"
}
},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import jenkspy\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"import seaborn as sns\n",
"import pylab as pl\n",
"from matplotlib import collections as mc"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"# Generate Simple Test Data"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.832907Z",
"start_time": "2020-05-29T23:53:34.805864Z"
},
"hidden": true
},
"outputs": [],
"source": [
"df = pd.DataFrame({\n",
" \"A\": [1, 1, 1, 2, 2, 2, 3, 3, 3, 4, 4, 4, 5],\n",
" \"B\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13],\n",
" \"C\": [2, 3, 1, 4, 10, 12, 5, 6, 8, 1, 50, 4, 10],\n",
" \"D\": [20, 30, 10, 40, 100, 120, 50, 60, 80, 10, 500, 40, 100],\n",
"})\n",
"\n",
"A = df[\"A\"]\n",
"B = df[\"B\"]\n",
"C = df[\"C\"]\n",
"D = df[\"D\"]\n",
"\n",
"a = np.array(A)\n",
"b = np.array(B)\n",
"c = np.array(C)\n",
"d = np.array(D)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Group Distribution"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-30T00:26:52.082279Z",
"start_time": "2020-05-30T00:26:52.069290Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"3 Groups, Right a: [2 4 5]\n",
"3 Groups, Left a: [1 3 5]\n",
"\n",
"b: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"3 Groups, Right b: [ 5 9 13]\n",
"3 Groups, Left b: [ 1 6 10]\n",
"\n",
"c: [ 1 1 2 3 4 4 5 6 8 10 10 12 50]\n",
"3 Groups, Right c: [ 4 8 50]\n",
"3 Groups, Left c: [ 1 5 10]\n",
"\n",
"d: [ 10 10 20 30 40 40 50 60 80 100 100 120 500]\n",
"5 Groups, Right d: [ 20 40 60 100 500]\n",
"5 Groups, Left d: [ 10 30 50 80 120]\n",
"\n"
]
}
],
"source": [
"def group_distribution(data, classes, right=True):\n",
" data = np.unique(data)\n",
" \n",
" if(data.__len__() < classes):\n",
" return data\n",
"\n",
" d = np.array_split(data, classes)\n",
"\n",
" return np.array([x[-1] for x in d] if right else [x[0] for x in d])\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"3 Groups, Right a: \", group_distribution(a, 3))\n",
"print(\"3 Groups, Left a: \", group_distribution(a, 3, False))\n",
"print(\"\")\n",
"print(\"b: \", b)\n",
"print(\"3 Groups, Right b: \", group_distribution(b, 3))\n",
"print(\"3 Groups, Left b: \", group_distribution(b, 3, False))\n",
"print(\"\")\n",
"print(\"c: \", c)\n",
"print(\"3 Groups, Right c: \", group_distribution(c, 3))\n",
"print(\"3 Groups, Left c: \", group_distribution(c, 3, False))\n",
"print(\"\")\n",
"print(\"d: \", d)\n",
"print(\"5 Groups, Right d: \", group_distribution(d, 5))\n",
"print(\"5 Groups, Left d: \", group_distribution(d, 5, False))\n",
"print(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fixed Distribution"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-30T00:26:47.635813Z",
"start_time": "2020-05-30T00:26:47.620815Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"Fixed D of 2 with extended: [1 3 5]\n",
"Fixed D of 3 with extended: [1 4 7]\n",
"\n",
"b: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"Fixed D of 2: [ 1 3 5 7 9 11]\n",
"Fixed D of 3: [ 1 4 7 10]\n",
"\n",
"c: [ 1 1 2 3 4 4 5 6 8 10 10 12 50]\n",
"Fixed D of 2: [ 1 6 11 16 21 26 31 36 41 46]\n",
"Fixed D of 3: [ 1 8 15 22 29 36 43]\n",
"\n",
"d: [ 10 10 20 30 40 40 50 60 80 100 100 120 500]\n",
"Fixed D of 2: [ 10 60 110 160 210 260 310 360 410 460]\n",
"Fixed D of 3: [ 10 110 210 310 410]\n",
"\n"
]
}
],
"source": [
"def fixed_distribution(data, interval, extended=False):\n",
" data.sort()\n",
" \n",
" if (data.max() - data.min()) < interval:\n",
" return data\n",
"\n",
" size = int((data.max() - data.min()) / interval)\n",
" max = data.max() + interval if extended else data.max()\n",
" return np.arange(data.min(), max, interval)\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"Fixed D of 2 with extended: \", fixed_distribution(a, 2, True))\n",
"print(\"Fixed D of 3 with extended: \", fixed_distribution(a, 3, True))\n",
"print(\"\")\n",
"print(\"b: \", b)\n",
"print(\"Fixed D of 2: \", fixed_distribution(b, 2))\n",
"print(\"Fixed D of 3: \", fixed_distribution(b, 3))\n",
"print(\"\")\n",
"print(\"c: \", c)\n",
"print(\"Fixed D of 2: \", fixed_distribution(c, 5))\n",
"print(\"Fixed D of 3: \", fixed_distribution(c, 7))\n",
"print(\"\")\n",
"print(\"d: \", d)\n",
"print(\"Fixed D of 2: \", fixed_distribution(d, 50))\n",
"print(\"Fixed D of 3: \", fixed_distribution(d, 100))\n",
"print(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unique Distribution"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.876868Z",
"start_time": "2020-05-29T23:53:34.866869Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"Unique Values of a: [1 2 3 4 5]\n",
"\n",
"b: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"Unique Values of a: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"\n",
"c: [ 1 1 2 3 4 4 5 6 8 10 10 12 50]\n",
"Unique Values of a: [ 1 2 3 4 5 6 8 10 12 50]\n",
"\n",
"d: [ 10 10 20 30 40 40 50 60 80 100 100 120 500]\n",
"Unique Values of a: [ 10 20 30 40 50 60 80 100 120 500]\n",
"\n"
]
}
],
"source": [
"def unique_distribution(data):\n",
" return np.unique(data)\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"Unique Values of a: \", unique_distribution(a))\n",
"print(\"\")\n",
"print(\"b: \", b)\n",
"print(\"Unique Values of a: \", unique_distribution(b))\n",
"print(\"\")\n",
"print(\"c: \", c)\n",
"print(\"Unique Values of a: \", unique_distribution(c))\n",
"print(\"\")\n",
"print(\"d: \", d)\n",
"print(\"Unique Values of a: \", unique_distribution(d))\n",
"print(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Quantile (Equal Value) Distribution"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.913865Z",
"start_time": "2020-05-29T23:53:34.879867Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"3 Quantiles on A [1. 2. 3.]\n",
"\n",
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"3 extended Quantiles on B [ 1. 5. 9. 13.]\n",
"\n",
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"3 Quantiles on C [1. 4. 8.]\n",
"\n",
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"5 Quantiles on D [ 10. 24. 40. 64. 100.]\n",
"\n",
"Note: When extended is True, it captures the last value and returns one extra quantile\n"
]
}
],
"source": [
"def quantile_distribution(data_ds, interval, extended=False):\n",
" max = 1 + 1 / interval if extended else 1\n",
" result = np.arange(0, max, 1 / interval)\n",
" return np.around([data_ds.quantile(q) for q in result])\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"3 Quantiles on A\", quantile_distribution(A, 3))\n",
"print(\"\")\n",
"print(\"a: \", a)\n",
"print(\"3 extended Quantiles on B\", quantile_distribution(B, 3, True))\n",
"print(\"\")\n",
"print(\"a: \", a)\n",
"print(\"3 Quantiles on C\", quantile_distribution(C, 3))\n",
"print(\"\")\n",
"print(\"a: \", a)\n",
"print(\"5 Quantiles on D\", quantile_distribution(D, 5))\n",
"print(\"\")\n",
"print(\n",
" \"Note: When extended is True, it captures the last value and returns one extra quantile\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Jenks Natural Breaks"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.923863Z",
"start_time": "2020-05-29T23:53:34.914865Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"Jenks NB with 3 breaks [1.0, 1.0, 3.0, 5.0]\n",
"\n",
"b: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"Jenks NB with 3 breaks [1.0, 4.0, 8.0, 13.0]\n",
"\n",
"c: [ 1 1 2 3 4 4 5 6 8 10 10 12 50]\n",
"Jenks NB with 3 breaks [1.0, 6.0, 12.0, 50.0]\n",
"\n",
"d: [ 10 10 20 30 40 40 50 60 80 100 100 120 500]\n",
"Jenks NB with 5 breaks [10.0, 20.0, 50.0, 80.0, 120.0, 500.0]\n",
"\n"
]
}
],
"source": [
"def jenks_distribution(data, breaks):\n",
" return jenkspy.jenks_breaks(data, breaks)\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"Jenks NB with 3 breaks\", jenks_distribution(a, 3))\n",
"print(\"\")\n",
"print(\"b: \", b)\n",
"print(\"Jenks NB with 3 breaks\", jenks_distribution(b, 3))\n",
"print(\"\")\n",
"print(\"c: \", c)\n",
"print(\"Jenks NB with 3 breaks\", jenks_distribution(c, 3))\n",
"print(\"\")\n",
"print(\"d: \", d)\n",
"print(\"Jenks NB with 5 breaks\", jenks_distribution(d, 5))\n",
"print(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Percentile Distribution"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.943865Z",
"start_time": "2020-05-29T23:53:34.929863Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a: [1 1 1 2 2 2 3 3 3 4 4 4 5]\n",
"Percentile of every 20 [1. 1.4 2. 3. 4. ]\n",
"\n",
"b: [ 1 2 3 4 5 6 7 8 9 10 11 12 13]\n",
"Percentile of every 20 [ 1. 3.4 5.8 8.2 10.6]\n",
"\n",
"c: [ 1 1 2 3 4 4 5 6 8 10 10 12 50]\n",
"Percentile of every 20 [ 1. 2.4 4. 6.4 10. ]\n",
"\n",
"d: [ 10 10 20 30 40 40 50 60 80 100 100 120 500]\n",
"Percentile of every 20 [ 10. 24. 40. 64. 100.]\n",
"\n",
"Note: every 20 = [0, 20, 40, 60, 80]\n"
]
}
],
"source": [
"def percentile_distribution(data, range_array):\n",
" return np.percentile(data, range_array)\n",
"\n",
"\n",
"print(\"a: \", a)\n",
"print(\"Percentile of every 20\", percentile_distribution(a, range(0, 100, 20)))\n",
"print(\"\")\n",
"print(\"b: \", b)\n",
"print(\"Percentile of every 20\", percentile_distribution(b, range(0, 100, 20)))\n",
"print(\"\")\n",
"print(\"c: \", c)\n",
"print(\"Percentile of every 20\", percentile_distribution(c, range(0, 100, 20)))\n",
"print(\"\")\n",
"print(\"d: \", d)\n",
"print(\"Percentile of every 20\", percentile_distribution(d, range(0, 100, 20)))\n",
"print(\"\")\n",
"print(\"Note: every 20 = [0, 20, 40, 60, 80]\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic Setup"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.964861Z",
"start_time": "2020-05-29T23:53:34.945862Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6 : C6 , [63, 255, 252, 255] , [0.25 1. 0.99 1. ]\n",
"8 : C8 , [85, 84, 80, 255] , [0.33 0.33 0.31 1. ]\n",
"10: C0 , [106, 169, 164, 255] , [0.42 0.66 0.64 1. ]\n",
"12: C2 , [127, 254, 248, 255] , [0.5 1. 0.97 1. ]\n",
"16: C6 , [170, 168, 160, 255] , [0.67 0.66 0.63 1. ]\n",
"18: C8 , [191, 253, 244, 255] , [0.75 0.99 0.96 1. ]\n",
"20: C0 , [212, 82, 72, 255] , [0.83 0.32 0.28 1. ]\n",
"24: C4 , [255, 252, 240, 255] , [1. 0.99 0.94 1. ]\n"
]
}
],
"source": [
"def gen_color_RGB(number, alpha=255):\n",
" number = int(number) * 340\n",
" color = [(number >> 5) & 255, (number >> 3) & 255, (number >> 1) & 255]\n",
"\n",
" if alpha and alpha > 0:\n",
" color.append(alpha)\n",
"\n",
" return color\n",
"\n",
"\n",
"def gen_color_rgb(number, alpha=255, round_to=2):\n",
" return np.around(np.divide(gen_color_RGB(number, alpha), 255), round_to)\n",
"\n",
"\n",
"def gen_color_CN(number):\n",
" return \"C%s\" % int(number % 10)\n",
"\n",
"\n",
"print(\"6 : \", gen_color_CN(6), \",\", gen_color_RGB(6), \",\", gen_color_rgb(6))\n",
"print(\"8 : \", gen_color_CN(8), \",\", gen_color_RGB(8), \",\", gen_color_rgb(8))\n",
"print(\"10: \", gen_color_CN(10.), \",\", gen_color_RGB(10), \",\", gen_color_rgb(10))\n",
"print(\"12: \", gen_color_CN(12.), \",\", gen_color_RGB(12), \",\", gen_color_rgb(12))\n",
"print(\"16: \", gen_color_CN(16), \",\", gen_color_RGB(16), \",\", gen_color_rgb(16))\n",
"print(\"18: \", gen_color_CN(18), \",\", gen_color_RGB(18), \",\", gen_color_rgb(18))\n",
"print(\"20: \", gen_color_CN(20), \",\", gen_color_RGB(20), \",\", gen_color_rgb(20))\n",
"print(\"24: \", gen_color_CN(24), \",\", gen_color_RGB(24), \",\", gen_color_rgb(24))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Setup of matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.971862Z",
"start_time": "2020-05-29T23:53:34.966863Z"
}
},
"outputs": [],
"source": [
"def set_matplotlib_fontsizes():\n",
" SMALL_SIZE = 8\n",
" MEDIUM_SIZE = 10\n",
" BIGGER_SIZE = 12\n",
"\n",
" plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n",
" plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n",
" plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n",
" plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
" plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n",
" plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n",
" plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create color dataframes and generate colors per distribution"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:34.985865Z",
"start_time": "2020-05-29T23:53:34.973862Z"
}
},
"outputs": [],
"source": [
"def generate_color_dataframes(np_arr, groups, series_name, gen_color_function):\n",
"\n",
" # Group Dist\n",
" group_dist = group_distribution(np_arr, groups, False)\n",
" group_dist_df = pd.DataFrame({\n",
" series_name:\n",
" group_dist,\n",
" \"Color\": [gen_color_function(x) for x in np.array(group_dist)]\n",
" })\n",
" # group_dist_df.head()\n",
"\n",
" # Unique Dist\n",
" unique_dist = unique_distribution(np_arr)\n",
" unique_dist_df = pd.DataFrame({\n",
" series_name:\n",
" unique_dist,\n",
" \"Color\": [gen_color_function(x) for x in np.array(unique_dist)]\n",
" })\n",
" # unique_dist_df.head(10)\n",
"\n",
" # Quantile\n",
" quantile_dist = quantile_distribution(pd.Series(np_arr), groups)\n",
" quantile_dist_df = pd.DataFrame({\n",
" series_name:\n",
" quantile_dist,\n",
" \"Color\": [gen_color_function(x) for x in np.array(quantile_dist)]\n",
" })\n",
" # quantile_dist_df.head()\n",
"\n",
" # Jenks Natural Breaks\n",
" jenks_dist = jenks_distribution(np_arr, groups)\n",
" jenks_dist_df = pd.DataFrame({\n",
" series_name:\n",
" jenks_dist,\n",
" \"Color\": [gen_color_function(x) for x in np.array(jenks_dist)]\n",
" })\n",
" # jenks_dist_df.head()\n",
"\n",
" # Percentile\n",
" percentile_dist = percentile_distribution(np_arr,\n",
" range(0, 100, int(100 / groups)))\n",
" percentile_dist_df = pd.DataFrame({\n",
" series_name:\n",
" percentile_dist,\n",
" \"Color\": [gen_color_function(x) for x in np.array(percentile_dist)]\n",
" })\n",
" # percentile_dist_df.head()\n",
"\n",
" all_dist = {\n",
" \"group_dist\": group_dist_df,\n",
" \"unique_dist\": unique_dist_df,\n",
" \"quantile_dist\": quantile_dist_df,\n",
" \"jenks_dist\": jenks_dist_df,\n",
" \"percentile_dist\": percentile_dist_df\n",
" }\n",
"\n",
" return all_dist"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Populate the main dataframe with colors"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.001863Z",
"start_time": "2020-05-29T23:53:34.987868Z"
}
},
"outputs": [],
"source": [
"def apply_color(data, color_field, field_name, df):\n",
" val = data[color_field].iloc[0]\n",
" color = df.query('%s<=%s' % (color_field, val))[\"Color\"]\n",
" if color.shape[0] <= 0:\n",
" return data\n",
"\n",
" # get the first row\n",
" color = color.iloc[color.shape[0] - 1]\n",
"\n",
" data[field_name] = np.tile(color, (data.shape[0], 1)).tolist()\n",
" return data\n",
"\n",
"\n",
"def update_dataframe_colors(dataframe, groupby, distribution_df_map):\n",
" dataframe = dataframe.groupby([groupby]).apply(apply_color,\n",
" color_field=groupby,\n",
" field_name=\"GroupColor\",\n",
" df=distribution_df_map[\"group_dist\"])\n",
"\n",
" dataframe = dataframe.groupby([groupby]).apply(apply_color,\n",
" color_field=groupby,\n",
" field_name=\"UniqueColor\",\n",
" df=distribution_df_map[\"unique_dist\"])\n",
"\n",
" dataframe = dataframe.groupby([groupby]).apply(apply_color,\n",
" color_field=groupby,\n",
" field_name=\"JenksColor\",\n",
" df=distribution_df_map[\"jenks_dist\"])\n",
"\n",
" dataframe = dataframe.groupby([groupby]).apply(apply_color,\n",
" color_field=groupby,\n",
" field_name=\"QuantileColor\",\n",
" df=distribution_df_map[\"quantile_dist\"])\n",
" dataframe = dataframe.groupby([groupby\n",
" ]).apply(apply_color,\n",
" color_field=groupby,\n",
" field_name=\"PercentileColor\",\n",
" df=distribution_df_map[\"percentile_dist\"])\n",
"\n",
" return dataframe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the Histogram of Max Avg and Min"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.013881Z",
"start_time": "2020-05-29T23:53:35.003862Z"
}
},
"outputs": [],
"source": [
"def plot_histogram_max_avg_min(\n",
" data, max_avg_min_fields, bins, data_description):\n",
"\n",
" sns.set(font_scale=1.2)\n",
" fig, ax = plt.subplots(1, 3, figsize=(15, 6), tight_layout=True)\n",
"\n",
" f_hist_max = sns.distplot(\n",
" data[max_avg_min_fields[0]], bins=bins, kde=False, rug=True, ax=ax[0])\n",
" f_hist_avg = sns.distplot(\n",
" data[max_avg_min_fields[1]], bins=bins, kde=False, rug=True, ax=ax[1])\n",
" f_hist_min = sns.distplot(\n",
" data[max_avg_min_fields[2]], bins=bins, kde=False, rug=True, ax=ax[2])\n",
"\n",
" ax[0].set_xlabel(f\"{data_description} Max\")\n",
" ax[0].set_ylabel(\"Count\")\n",
" ax[0].set_title(f\"Histogram of {data_description} Max\", color='r')\n",
"\n",
" ax[1].set_xlabel(f\"{data_description} Avg\")\n",
" ax[1].set_ylabel(\"Count\")\n",
" ax[1].set_title(f\"Histogram of {data_description} Avg\", color='g')\n",
"\n",
" ax[2].set_xlabel(f\"{data_description} Min\")\n",
" ax[2].set_ylabel(\"Count\")\n",
" ax[2].set_title(f\"Histogram of {data_description} Min\", color='b')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the network"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.031863Z",
"start_time": "2020-05-29T23:53:35.016430Z"
}
},
"outputs": [],
"source": [
"def plot_network(df, label):\n",
" line_points = np.array(df[\"Points\"]).tolist()\n",
"\n",
" gems_color = np.array(df[\"GroupColor\"]).tolist()\n",
" lines1 = mc.LineCollection(line_points, colors=gems_color)\n",
" fig, ax = pl.subplots(3, 2, figsize=(18, 20), tight_layout=True)\n",
"\n",
" ax[0, 0].add_collection(lines1)\n",
" ax[0, 0].autoscale()\n",
" ax[0, 0].title.set_text(f\"GEMS Equal Dist - {label}\")\n",
" ax[0, 0].set_yticklabels([])\n",
" ax[0, 0].set_xticklabels([])\n",
"\n",
" \n",
" unique_color = np.array(df[\"UniqueColor\"]).tolist()\n",
" lines2 = mc.LineCollection(line_points, colors=unique_color)\n",
"\n",
" ax[0, 1].add_collection(lines2)\n",
" ax[0, 1].autoscale()\n",
" ax[0, 1].title.set_text(f\"Unique Dist - {label}\")\n",
" ax[0, 1].set_yticklabels([])\n",
" ax[0, 1].set_xticklabels([])\n",
" \n",
" \n",
" jenks_color = np.array(df[\"JenksColor\"])\n",
" lines3 = mc.LineCollection(line_points, colors=jenks_color)\n",
"\n",
" ax[1, 0].add_collection(lines3)\n",
" ax[1, 0].autoscale()\n",
" ax[1, 0].title.set_text(f\"Jenks Dist - {label}\")\n",
" ax[1, 0].set_yticklabels([])\n",
" ax[1, 0].set_xticklabels([])\n",
" \n",
" \n",
" quantile_color = np.array(df[\"QuantileColor\"]).tolist()\n",
" lines4 = mc.LineCollection(line_points, colors=quantile_color)\n",
"\n",
" ax[1, 1].add_collection(lines4)\n",
" ax[1, 1].autoscale()\n",
" ax[1, 1].title.set_text(f\"Quantile Dist - {label}\")\n",
" ax[1, 1].set_yticklabels([])\n",
" ax[1, 1].set_xticklabels([])\n",
" \n",
" percentile_color = np.array(df[\"PercentileColor\"]).tolist()\n",
" lines5 = mc.LineCollection(line_points, colors=percentile_color)\n",
"\n",
" ax[2, 0].add_collection(lines5)\n",
" ax[2, 0].autoscale()\n",
" ax[2, 0].title.set_text(f\"Percentile Dist - {label}\")\n",
" ax[2, 0].set_yticklabels([])\n",
" ax[2, 0].set_xticklabels([])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Import"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.301858Z",
"start_time": "2020-05-29T23:53:35.034861Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PipeIns.json\n"
]
},
{
"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>Id</th>\n",
" <th>Notes</th>\n",
" <th>WaterElementType</th>\n",
" <th>IsActive</th>\n",
" <th>InstallationYear</th>\n",
" <th>InitialStatus</th>\n",
" <th>Diameter</th>\n",
" <th>Material</th>\n",
" <th>FrictionCoefficient</th>\n",
" <th>StartNode</th>\n",
" <th>StopNode</th>\n",
" <th>Zone</th>\n",
" <th>Points</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>31: J-1</td>\n",
" <td>33: J-2</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[887891.5551018375, 780582.1353854107], [8882...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>33: J-2</td>\n",
" <td>36: J-3</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[888238.24434283, 782759.653305947], [888411....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>Skipper Avenue</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27341: J-121</td>\n",
" <td>27342: J-122</td>\n",
" <td>36585: Oakville Zone</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>Echo Lake Road</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27376: J-144</td>\n",
" <td>27377: J-145</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>Cutler Street</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27388: J-152</td>\n",
" <td>27389: J-153</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900085.5915939041, 783305.9245856573], [9001...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Notes WaterElementType IsActive InstallationYear \\\n",
"0 34 69 True 0 \n",
"1 37 69 True 0 \n",
"2 27340 Skipper Avenue 69 True 0 \n",
"3 27375 Echo Lake Road 69 True 0 \n",
"4 27387 Cutler Street 69 True 0 \n",
"\n",
" InitialStatus Diameter Material FrictionCoefficient StartNode \\\n",
"0 0 10.0 Ductile Iron 130 31: J-1 \n",
"1 0 10.0 Ductile Iron 130 33: J-2 \n",
"2 0 6.0 Ductile Iron 130 27341: J-121 \n",
"3 0 8.0 Ductile Iron 130 27376: J-144 \n",
"4 0 8.0 Ductile Iron 130 27388: J-152 \n",
"\n",
" StopNode Zone \\\n",
"0 33: J-2 36588: Fire District Zone \n",
"1 36: J-3 36588: Fire District Zone \n",
"2 27342: J-122 36585: Oakville Zone \n",
"3 27377: J-145 36589: Town Hall Zone \n",
"4 27389: J-153 36589: Town Hall Zone \n",
"\n",
" Points \n",
"0 [[887891.5551018375, 780582.1353854107], [8882... \n",
"1 [[888238.24434283, 782759.653305947], [888411.... \n",
"2 [[910786.9371727168, 775517.8087250969], [9108... \n",
"3 [[900803.7771044376, 781057.9929101508], [9008... \n",
"4 [[900085.5915939041, 783305.9245856573], [9001... "
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"PipeOuts.json\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\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>Id</th>\n",
" <th>Label</th>\n",
" <th>Flows</th>\n",
" <th>Velocities</th>\n",
" <th>Headlosses</th>\n",
" <th>HlGradients</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td>P-0976</td>\n",
" <td>[1135.118408203125, 1132.462890625, 1129.74414...</td>\n",
" <td>[4.636932849884033, 4.62608528137207, 4.614979...</td>\n",
" <td>[17.176269615924685, 17.10205029794015, 17.026...</td>\n",
" <td>[0.007789889812469, 0.007756229400634001, 0.00...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td>P-0977</td>\n",
" <td>[1135.118408203125, 1132.462890625, 1129.74414...</td>\n",
" <td>[4.636932849884033, 4.62608528137207, 4.614979...</td>\n",
" <td>[6.916869997597998, 6.886840796863136, 6.85632...</td>\n",
" <td>[0.007789960861206001, 0.0077561411857600005, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>P-0016</td>\n",
" <td>[2.45346450805664, 2.373809099197387, 2.294898...</td>\n",
" <td>[0.027839848771691003, 0.026935985311865, 0.02...</td>\n",
" <td>[0.0, 0.0, 6.1035154517875336e-05, 0.0, 0.0, 0...</td>\n",
" <td>[0.0, 0.0, 1.9193233456462623e-06, 0.0, 0.0, 0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>P-0509</td>\n",
" <td>[27.974924087524414, 27.238147735595703, 26.49...</td>\n",
" <td>[0.17855767905712103, 0.173854991793632, 0.169...</td>\n",
" <td>[0.0009155273714340001, 0.0007934570596840001,...</td>\n",
" <td>[2.55981795489788e-05, 2.2185089066624642e-05,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>P-0510</td>\n",
" <td>[-28.035884857177734, -27.985918045043945, -27...</td>\n",
" <td>[0.17894677817821503, 0.17862784862518302, 0.1...</td>\n",
" <td>[0.000915527327896, 0.0008544922044350001, 0.0...</td>\n",
" <td>[2.5078639388084415e-05, 2.340673096477985e-05...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Label Flows \\\n",
"0 34 P-0976 [1135.118408203125, 1132.462890625, 1129.74414... \n",
"1 37 P-0977 [1135.118408203125, 1132.462890625, 1129.74414... \n",
"2 27340 P-0016 [2.45346450805664, 2.373809099197387, 2.294898... \n",
"3 27375 P-0509 [27.974924087524414, 27.238147735595703, 26.49... \n",
"4 27387 P-0510 [-28.035884857177734, -27.985918045043945, -27... \n",
"\n",
" Velocities \\\n",
"0 [4.636932849884033, 4.62608528137207, 4.614979... \n",
"1 [4.636932849884033, 4.62608528137207, 4.614979... \n",
"2 [0.027839848771691003, 0.026935985311865, 0.02... \n",
"3 [0.17855767905712103, 0.173854991793632, 0.169... \n",
"4 [0.17894677817821503, 0.17862784862518302, 0.1... \n",
"\n",
" Headlosses \\\n",
"0 [17.176269615924685, 17.10205029794015, 17.026... \n",
"1 [6.916869997597998, 6.886840796863136, 6.85632... \n",
"2 [0.0, 0.0, 6.1035154517875336e-05, 0.0, 0.0, 0... \n",
"3 [0.0009155273714340001, 0.0007934570596840001,... \n",
"4 [0.000915527327896, 0.0008544922044350001, 0.0... \n",
"\n",
" HlGradients \n",
"0 [0.007789889812469, 0.007756229400634001, 0.00... \n",
"1 [0.007789960861206001, 0.0077561411857600005, ... \n",
"2 [0.0, 0.0, 1.9193233456462623e-06, 0.0, 0.0, 0... \n",
"3 [2.55981795489788e-05, 2.2185089066624642e-05,... \n",
"4 [2.5078639388084415e-05, 2.340673096477985e-05... "
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def import_json(files):\n",
" dfs = []\n",
" for file in files:\n",
" if not(os.path.exists(file)):\n",
" raise FileNotFoundError(file)\n",
"\n",
" dfs.append(pd.read_json(file))\n",
"\n",
" return dfs\n",
"\n",
"df = import_json([\"PipeIns.json\", \"PipeOuts.json\"])\n",
"\n",
"\n",
"# drop the Label from one of the dfs\n",
"df[0].drop(columns=[\"Label\"], inplace=True)\n",
"\n",
"print(\"PipeIns.json\")\n",
"df[0].head()\n",
"\n",
"print(\"PipeOuts.json\")\n",
"df[1].head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Join the data into one table"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.382857Z",
"start_time": "2020-05-29T23:53:35.303864Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
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"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
"\n",
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"\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Id</th>\n",
" <th>Notes</th>\n",
" <th>WaterElementType</th>\n",
" <th>IsActive</th>\n",
" <th>InstallationYear</th>\n",
" <th>InitialStatus</th>\n",
" <th>Diameter</th>\n",
" <th>Material</th>\n",
" <th>FrictionCoefficient</th>\n",
" <th>StartNode</th>\n",
" <th>StopNode</th>\n",
" <th>Zone</th>\n",
" <th>Points</th>\n",
" <th>Label</th>\n",
" <th>Flows</th>\n",
" <th>Velocities</th>\n",
" <th>Headlosses</th>\n",
" <th>HlGradients</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>31: J-1</td>\n",
" <td>33: J-2</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[887891.5551018375, 780582.1353854107], [8882...</td>\n",
" <td>P-0976</td>\n",
" <td>[1135.118408203125, 1132.462890625, 1129.74414...</td>\n",
" <td>[4.636932849884033, 4.62608528137207, 4.614979...</td>\n",
" <td>[17.176269615924685, 17.10205029794015, 17.026...</td>\n",
" <td>[0.007789889812469, 0.007756229400634001, 0.00...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>33: J-2</td>\n",
" <td>36: J-3</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[888238.24434283, 782759.653305947], [888411....</td>\n",
" <td>P-0977</td>\n",
" <td>[1135.118408203125, 1132.462890625, 1129.74414...</td>\n",
" <td>[4.636932849884033, 4.62608528137207, 4.614979...</td>\n",
" <td>[6.916869997597998, 6.886840796863136, 6.85632...</td>\n",
" <td>[0.007789960861206001, 0.0077561411857600005, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>Skipper Avenue</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27341: J-121</td>\n",
" <td>27342: J-122</td>\n",
" <td>36585: Oakville Zone</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" <td>P-0016</td>\n",
" <td>[2.45346450805664, 2.373809099197387, 2.294898...</td>\n",
" <td>[0.027839848771691003, 0.026935985311865, 0.02...</td>\n",
" <td>[0.0, 0.0, 6.1035154517875336e-05, 0.0, 0.0, 0...</td>\n",
" <td>[0.0, 0.0, 1.9193233456462623e-06, 0.0, 0.0, 0...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>Echo Lake Road</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27376: J-144</td>\n",
" <td>27377: J-145</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" <td>P-0509</td>\n",
" <td>[27.974924087524414, 27.238147735595703, 26.49...</td>\n",
" <td>[0.17855767905712103, 0.173854991793632, 0.169...</td>\n",
" <td>[0.0009155273714340001, 0.0007934570596840001,...</td>\n",
" <td>[2.55981795489788e-05, 2.2185089066624642e-05,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>Cutler Street</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27388: J-152</td>\n",
" <td>27389: J-153</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900085.5915939041, 783305.9245856573], [9001...</td>\n",
" <td>P-0510</td>\n",
" <td>[-28.035884857177734, -27.985918045043945, -27...</td>\n",
" <td>[0.17894677817821503, 0.17862784862518302, 0.1...</td>\n",
" <td>[0.000915527327896, 0.0008544922044350001, 0.0...</td>\n",
" <td>[2.5078639388084415e-05, 2.340673096477985e-05...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Notes WaterElementType IsActive InstallationYear \\\n",
"0 34 69 True 0 \n",
"1 37 69 True 0 \n",
"2 27340 Skipper Avenue 69 True 0 \n",
"3 27375 Echo Lake Road 69 True 0 \n",
"4 27387 Cutler Street 69 True 0 \n",
"\n",
" InitialStatus Diameter Material FrictionCoefficient StartNode \\\n",
"0 0 10.0 Ductile Iron 130 31: J-1 \n",
"1 0 10.0 Ductile Iron 130 33: J-2 \n",
"2 0 6.0 Ductile Iron 130 27341: J-121 \n",
"3 0 8.0 Ductile Iron 130 27376: J-144 \n",
"4 0 8.0 Ductile Iron 130 27388: J-152 \n",
"\n",
" StopNode Zone \\\n",
"0 33: J-2 36588: Fire District Zone \n",
"1 36: J-3 36588: Fire District Zone \n",
"2 27342: J-122 36585: Oakville Zone \n",
"3 27377: J-145 36589: Town Hall Zone \n",
"4 27389: J-153 36589: Town Hall Zone \n",
"\n",
" Points Label \\\n",
"0 [[887891.5551018375, 780582.1353854107], [8882... P-0976 \n",
"1 [[888238.24434283, 782759.653305947], [888411.... P-0977 \n",
"2 [[910786.9371727168, 775517.8087250969], [9108... P-0016 \n",
"3 [[900803.7771044376, 781057.9929101508], [9008... P-0509 \n",
"4 [[900085.5915939041, 783305.9245856573], [9001... P-0510 \n",
"\n",
" Flows \\\n",
"0 [1135.118408203125, 1132.462890625, 1129.74414... \n",
"1 [1135.118408203125, 1132.462890625, 1129.74414... \n",
"2 [2.45346450805664, 2.373809099197387, 2.294898... \n",
"3 [27.974924087524414, 27.238147735595703, 26.49... \n",
"4 [-28.035884857177734, -27.985918045043945, -27... \n",
"\n",
" Velocities \\\n",
"0 [4.636932849884033, 4.62608528137207, 4.614979... \n",
"1 [4.636932849884033, 4.62608528137207, 4.614979... \n",
"2 [0.027839848771691003, 0.026935985311865, 0.02... \n",
"3 [0.17855767905712103, 0.173854991793632, 0.169... \n",
"4 [0.17894677817821503, 0.17862784862518302, 0.1... \n",
"\n",
" Headlosses \\\n",
"0 [17.176269615924685, 17.10205029794015, 17.026... \n",
"1 [6.916869997597998, 6.886840796863136, 6.85632... \n",
"2 [0.0, 0.0, 6.1035154517875336e-05, 0.0, 0.0, 0... \n",
"3 [0.0009155273714340001, 0.0007934570596840001,... \n",
"4 [0.000915527327896, 0.0008544922044350001, 0.0... \n",
"\n",
" HlGradients \n",
"0 [0.007789889812469, 0.007756229400634001, 0.00... \n",
"1 [0.007789960861206001, 0.0077561411857600005, ... \n",
"2 [0.0, 0.0, 1.9193233456462623e-06, 0.0, 0.0, 0... \n",
"3 [2.55981795489788e-05, 2.2185089066624642e-05,... \n",
"4 [2.5078639388084415e-05, 2.340673096477985e-05... "
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# combine two dfs into one\n",
"data = pd.merge(df[0], df[1], on=['Id'], how='inner')\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Round up some of the fields"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.617854Z",
"start_time": "2020-05-29T23:53:35.384857Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Id</th>\n",
" <th>Notes</th>\n",
" <th>WaterElementType</th>\n",
" <th>IsActive</th>\n",
" <th>InstallationYear</th>\n",
" <th>InitialStatus</th>\n",
" <th>Diameter</th>\n",
" <th>Material</th>\n",
" <th>FrictionCoefficient</th>\n",
" <th>StartNode</th>\n",
" <th>StopNode</th>\n",
" <th>Zone</th>\n",
" <th>Points</th>\n",
" <th>Label</th>\n",
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" <th>Velocities</th>\n",
" <th>Headlosses</th>\n",
" <th>HlGradients</th>\n",
" </tr>\n",
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" <td>[17.0, 17.0, 17.0, 17.0, 17.0, 17.0, 10.0, 10....</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>Ductile Iron</td>\n",
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" <td>33: J-2</td>\n",
" <td>36: J-3</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[888238.24434283, 782759.653305947], [888411....</td>\n",
" <td>P-0977</td>\n",
" <td>[1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121....</td>\n",
" <td>[5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ...</td>\n",
" <td>[7.0, 7.0, 7.0, 7.0, 7.0, 7.0, 4.0, 4.0, 4.0, ...</td>\n",
" <td>[0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>Skipper Avenue</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27341: J-121</td>\n",
" <td>27342: J-122</td>\n",
" <td>36585: Oakville Zone</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" <td>P-0016</td>\n",
" <td>[2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>Echo Lake Road</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27376: J-144</td>\n",
" <td>27377: J-145</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" <td>P-0509</td>\n",
" <td>[28.0, 27.0, 26.0, 26.0, 26.0, 26.0, 26.0, 26....</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>Cutler Street</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27388: J-152</td>\n",
" <td>27389: J-153</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900085.5915939041, 783305.9245856573], [9001...</td>\n",
" <td>P-0510</td>\n",
" <td>[-28.0, -28.0, -28.0, -28.0, -28.0, -28.0, -28...</td>\n",
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"</div>"
],
"text/plain": [
" Id Notes WaterElementType IsActive InstallationYear \\\n",
"0 34 69 True 0 \n",
"1 37 69 True 0 \n",
"2 27340 Skipper Avenue 69 True 0 \n",
"3 27375 Echo Lake Road 69 True 0 \n",
"4 27387 Cutler Street 69 True 0 \n",
"\n",
" InitialStatus Diameter Material FrictionCoefficient StartNode \\\n",
"0 0 10.0 Ductile Iron 130 31: J-1 \n",
"1 0 10.0 Ductile Iron 130 33: J-2 \n",
"2 0 6.0 Ductile Iron 130 27341: J-121 \n",
"3 0 8.0 Ductile Iron 130 27376: J-144 \n",
"4 0 8.0 Ductile Iron 130 27388: J-152 \n",
"\n",
" StopNode Zone \\\n",
"0 33: J-2 36588: Fire District Zone \n",
"1 36: J-3 36588: Fire District Zone \n",
"2 27342: J-122 36585: Oakville Zone \n",
"3 27377: J-145 36589: Town Hall Zone \n",
"4 27389: J-153 36589: Town Hall Zone \n",
"\n",
" Points Label \\\n",
"0 [[887891.5551018375, 780582.1353854107], [8882... P-0976 \n",
"1 [[888238.24434283, 782759.653305947], [888411.... P-0977 \n",
"2 [[910786.9371727168, 775517.8087250969], [9108... P-0016 \n",
"3 [[900803.7771044376, 781057.9929101508], [9008... P-0509 \n",
"4 [[900085.5915939041, 783305.9245856573], [9001... P-0510 \n",
"\n",
" Flows \\\n",
"0 [1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121.... \n",
"1 [1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121.... \n",
"2 [2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, ... \n",
"3 [28.0, 27.0, 26.0, 26.0, 26.0, 26.0, 26.0, 26.... \n",
"4 [-28.0, -28.0, -28.0, -28.0, -28.0, -28.0, -28... \n",
"\n",
" Velocities \\\n",
"0 [5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ... \n",
"1 [5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"\n",
" Headlosses \\\n",
"0 [17.0, 17.0, 17.0, 17.0, 17.0, 17.0, 10.0, 10.... \n",
"1 [7.0, 7.0, 7.0, 7.0, 7.0, 7.0, 4.0, 4.0, 4.0, ... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"\n",
" HlGradients \n",
"0 [0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007... \n",
"1 [0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... "
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def round_up_fields(df, columns, decimals=0):\n",
" for col in columns:\n",
" df[col] = df[col].apply(np.around, decimals=decimals)\n",
" \n",
"# round some of the files\n",
"round_up_fields(data, [\"Diameter\", \"Flows\",\n",
" \"Velocities\", \"Headlosses\"])\n",
"\n",
"round_up_fields(data, [\"Headlosses\"], 2)\n",
"\n",
"round_up_fields(data, [\"HlGradients\"], 4)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Take absolute value on fields"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.622854Z",
"start_time": "2020-05-29T23:53:35.618855Z"
}
},
"outputs": [],
"source": [
"def add_abs_fields(df, old_fields, new_fields):\n",
" if not(old_fields.__len__() == new_fields.__len__()):\n",
" raise IndexError()\n",
" \n",
" for i in range(0, old_fields.__len__()):\n",
" df[new_fields[i]] = df[old_fields[i]].apply(np.absolute)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create Max Avg and Min Dataframes"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.641867Z",
"start_time": "2020-05-29T23:53:35.623855Z"
}
},
"outputs": [],
"source": [
"def create_dataframes_max_avg_min(data, max_avg_min_fields):\n",
" base_df = pd.DataFrame({\n",
" \"Id\": data[\"Id\"],\n",
" \"Label\": data[\"Label\"],\n",
" \"Points\": data[\"Points\"],\n",
" \"GroupColor\": None,\n",
" \"UniqueColor\": None,\n",
" \"JenksColor\": None,\n",
" \"QuantileColor\": None,\n",
" \"PercentileColor\": None\n",
" })\n",
"\n",
" df = {\n",
" max_avg_min_fields[0]: base_df.copy(),\n",
" max_avg_min_fields[1]: base_df.copy(),\n",
" max_avg_min_fields[2]: base_df.copy()\n",
" }\n",
"\n",
" df[max_avg_min_fields[0]][max_avg_min_fields[0]] = data[max_avg_min_fields[0]]\n",
" df[max_avg_min_fields[1]][max_avg_min_fields[1]] = data[max_avg_min_fields[1]]\n",
" df[max_avg_min_fields[2]][max_avg_min_fields[2]] = data[max_avg_min_fields[2]]\n",
"\n",
" return df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get Min, Max, and Avg values"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:35.709869Z",
"start_time": "2020-05-29T23:53:35.644868Z"
},
"scrolled": true
},
"outputs": [
{
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Id</th>\n",
" <th>Notes</th>\n",
" <th>WaterElementType</th>\n",
" <th>IsActive</th>\n",
" <th>InstallationYear</th>\n",
" <th>InitialStatus</th>\n",
" <th>Diameter</th>\n",
" <th>Material</th>\n",
" <th>FrictionCoefficient</th>\n",
" <th>StartNode</th>\n",
" <th>StopNode</th>\n",
" <th>Zone</th>\n",
" <th>Points</th>\n",
" <th>Label</th>\n",
" <th>Flows</th>\n",
" <th>Velocities</th>\n",
" <th>Headlosses</th>\n",
" <th>HlGradients</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>31: J-1</td>\n",
" <td>33: J-2</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[887891.5551018375, 780582.1353854107], [8882...</td>\n",
" <td>P-0976</td>\n",
" <td>[1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121....</td>\n",
" <td>[5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ...</td>\n",
" <td>[17.0, 17.0, 17.0, 17.0, 17.0, 17.0, 10.0, 10....</td>\n",
" <td>[0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td></td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>33: J-2</td>\n",
" <td>36: J-3</td>\n",
" <td>36588: Fire District Zone</td>\n",
" <td>[[888238.24434283, 782759.653305947], [888411....</td>\n",
" <td>P-0977</td>\n",
" <td>[1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121....</td>\n",
" <td>[5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ...</td>\n",
" <td>[7.0, 7.0, 7.0, 7.0, 7.0, 7.0, 4.0, 4.0, 4.0, ...</td>\n",
" <td>[0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>Skipper Avenue</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27341: J-121</td>\n",
" <td>27342: J-122</td>\n",
" <td>36585: Oakville Zone</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" <td>P-0016</td>\n",
" <td>[2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>Echo Lake Road</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27376: J-144</td>\n",
" <td>27377: J-145</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" <td>P-0509</td>\n",
" <td>[28.0, 27.0, 26.0, 26.0, 26.0, 26.0, 26.0, 26....</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>Cutler Street</td>\n",
" <td>69</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8.0</td>\n",
" <td>Ductile Iron</td>\n",
" <td>130</td>\n",
" <td>27388: J-152</td>\n",
" <td>27389: J-153</td>\n",
" <td>36589: Town Hall Zone</td>\n",
" <td>[[900085.5915939041, 783305.9245856573], [9001...</td>\n",
" <td>P-0510</td>\n",
" <td>[-28.0, -28.0, -28.0, -28.0, -28.0, -28.0, -28...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Notes WaterElementType IsActive InstallationYear \\\n",
"0 34 69 True 0 \n",
"1 37 69 True 0 \n",
"2 27340 Skipper Avenue 69 True 0 \n",
"3 27375 Echo Lake Road 69 True 0 \n",
"4 27387 Cutler Street 69 True 0 \n",
"\n",
" InitialStatus Diameter Material FrictionCoefficient StartNode \\\n",
"0 0 10.0 Ductile Iron 130 31: J-1 \n",
"1 0 10.0 Ductile Iron 130 33: J-2 \n",
"2 0 6.0 Ductile Iron 130 27341: J-121 \n",
"3 0 8.0 Ductile Iron 130 27376: J-144 \n",
"4 0 8.0 Ductile Iron 130 27388: J-152 \n",
"\n",
" StopNode Zone \\\n",
"0 33: J-2 36588: Fire District Zone \n",
"1 36: J-3 36588: Fire District Zone \n",
"2 27342: J-122 36585: Oakville Zone \n",
"3 27377: J-145 36589: Town Hall Zone \n",
"4 27389: J-153 36589: Town Hall Zone \n",
"\n",
" Points Label \\\n",
"0 [[887891.5551018375, 780582.1353854107], [8882... P-0976 \n",
"1 [[888238.24434283, 782759.653305947], [888411.... P-0977 \n",
"2 [[910786.9371727168, 775517.8087250969], [9108... P-0016 \n",
"3 [[900803.7771044376, 781057.9929101508], [9008... P-0509 \n",
"4 [[900085.5915939041, 783305.9245856573], [9001... P-0510 \n",
"\n",
" Flows \\\n",
"0 [1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121.... \n",
"1 [1135.0, 1132.0, 1130.0, 1127.0, 1124.0, 1121.... \n",
"2 [2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, 2.0, ... \n",
"3 [28.0, 27.0, 26.0, 26.0, 26.0, 26.0, 26.0, 26.... \n",
"4 [-28.0, -28.0, -28.0, -28.0, -28.0, -28.0, -28... \n",
"\n",
" Velocities \\\n",
"0 [5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ... \n",
"1 [5.0, 5.0, 5.0, 5.0, 5.0, 5.0, 4.0, 4.0, 4.0, ... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"\n",
" Headlosses \\\n",
"0 [17.0, 17.0, 17.0, 17.0, 17.0, 17.0, 10.0, 10.... \n",
"1 [7.0, 7.0, 7.0, 7.0, 7.0, 7.0, 4.0, 4.0, 4.0, ... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"\n",
" HlGradients \n",
"0 [0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007... \n",
"1 [0.0078, 0.0078, 0.0077, 0.0077, 0.0077, 0.007... \n",
"2 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"3 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... \n",
"4 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ... "
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def add_min_max_avg_fields(df, columns):\n",
" for col in columns:\n",
" df[f\"{col}Min\"] = df[col].apply(min)\n",
" df[f\"{col}Max\"] = df[col].apply(max)\n",
" df[f\"{col}Avg\"] = df[col].apply(np.average).apply(np.around)\n",
"\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show Pipe Network"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:36.152379Z",
"start_time": "2020-05-29T23:53:35.711871Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import collections as mc\n",
"import pylab as pl\n",
"\n",
"lines = mc.LineCollection(np.array(data[\"Points\"]).tolist())\n",
"fig, ax = pl.subplots(figsize=(18, 12))\n",
"f=ax.add_collection(lines)\n",
"ax.autoscale()\n",
"yt=ax.set_yticklabels([])\n",
"xt=ax.set_xticklabels([])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Color-Code Analysis on Diameter"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:36.763998Z",
"start_time": "2020-05-29T23:53:36.154380Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2, 1, figsize=(15, 10), tight_layout=True)\n",
"sns.set(font_scale=1.2)\n",
"\n",
"key_field = \"Diameter\"\n",
"x = data[key_field]\n",
"\n",
"f1 = sns.distplot(x, bins=8, ax=ax[0])\n",
"f2 = sns.distplot(x, kde=False, rug=True, bins=8, ax=ax[1])\n",
"\n",
"xl = ax[0].set_xlabel(key_field)\n",
"yl = ax[0].set_ylabel(\"Count\")\n",
"t = ax[0].set_title('Histogram of %s' % key_field, color='r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate color dataframes"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:36.802001Z",
"start_time": "2020-05-29T23:53:36.766997Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'group_dist': Diameter Color\n",
" 0 4.0 [0.16, 0.67, 0.66, 1.0]\n",
" 1 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 2 10.0 [0.42, 0.66, 0.64, 1.0]\n",
" 3 12.0 [0.5, 1.0, 0.97, 1.0]\n",
" 4 16.0 [0.67, 0.66, 0.63, 1.0],\n",
" 'unique_dist': Diameter Color\n",
" 0 4.0 [0.16, 0.67, 0.66, 1.0]\n",
" 1 6.0 [0.25, 1.0, 0.99, 1.0]\n",
" 2 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 3 10.0 [0.42, 0.66, 0.64, 1.0]\n",
" 4 12.0 [0.5, 1.0, 0.97, 1.0]\n",
" 5 16.0 [0.67, 0.66, 0.63, 1.0],\n",
" 'quantile_dist': Diameter Color\n",
" 0 4.0 [0.16, 0.67, 0.66, 1.0]\n",
" 1 6.0 [0.25, 1.0, 0.99, 1.0]\n",
" 2 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 3 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 4 10.0 [0.42, 0.66, 0.64, 1.0],\n",
" 'jenks_dist': Diameter Color\n",
" 0 4.0 [0.16, 0.67, 0.66, 1.0]\n",
" 1 6.0 [0.25, 1.0, 0.99, 1.0]\n",
" 2 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 3 10.0 [0.42, 0.66, 0.64, 1.0]\n",
" 4 12.0 [0.5, 1.0, 0.97, 1.0]\n",
" 5 16.0 [0.67, 0.66, 0.63, 1.0],\n",
" 'percentile_dist': Diameter Color\n",
" 0 4.0 [0.16, 0.67, 0.66, 1.0]\n",
" 1 6.0 [0.25, 1.0, 0.99, 1.0]\n",
" 2 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 3 8.0 [0.33, 0.33, 0.31, 1.0]\n",
" 4 10.0 [0.42, 0.66, 0.64, 1.0]}"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"key_field = \"Diameter\"\n",
"color_dists = generate_color_dataframes(\n",
" np.around(data[key_field]), \n",
" 5, \n",
" key_field,\n",
" gen_color_rgb)\n",
"\n",
"color_dists"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a dataframe just to Diameters and their colors"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:36.823999Z",
"start_time": "2020-05-29T23:53:36.803001Z"
},
"scrolled": false
},
"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>Id</th>\n",
" <th>Label</th>\n",
" <th>Points</th>\n",
" <th>Diameter</th>\n",
" <th>GroupColor</th>\n",
" <th>UniqueColor</th>\n",
" <th>JenksColor</th>\n",
" <th>QuantileColor</th>\n",
" <th>PercentileColor</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td>P-0976</td>\n",
" <td>[[887891.5551018375, 780582.1353854107], [8882...</td>\n",
" <td>10.0</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>37</td>\n",
" <td>P-0977</td>\n",
" <td>[[888238.24434283, 782759.653305947], [888411....</td>\n",
" <td>10.0</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>P-0016</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" <td>6.0</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>P-0509</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" <td>8.0</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27387</td>\n",
" <td>P-0510</td>\n",
" <td>[[900085.5915939041, 783305.9245856573], [9001...</td>\n",
" <td>8.0</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Label Points Diameter \\\n",
"0 34 P-0976 [[887891.5551018375, 780582.1353854107], [8882... 10.0 \n",
"1 37 P-0977 [[888238.24434283, 782759.653305947], [888411.... 10.0 \n",
"2 27340 P-0016 [[910786.9371727168, 775517.8087250969], [9108... 6.0 \n",
"3 27375 P-0509 [[900803.7771044376, 781057.9929101508], [9008... 8.0 \n",
"4 27387 P-0510 [[900085.5915939041, 783305.9245856573], [9001... 8.0 \n",
"\n",
" GroupColor UniqueColor JenksColor QuantileColor PercentileColor \n",
"0 None None None None None \n",
"1 None None None None None \n",
"2 None None None None None \n",
"3 None None None None None \n",
"4 None None None None None "
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pipes_dia = pd.DataFrame({\n",
" \"Id\": data[\"Id\"],\n",
" \"Label\": data[\"Label\"],\n",
" \"Points\": data[\"Points\"],\n",
" \"Diameter\": data[\"Diameter\"],\n",
" \"GroupColor\": None,\n",
" \"UniqueColor\": None,\n",
" \"JenksColor\": None,\n",
" \"QuantileColor\": None,\n",
" \"PercentileColor\": None\n",
"})\n",
"\n",
"pipes_dia.head()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:36.959997Z",
"start_time": "2020-05-29T23:53:36.825002Z"
},
"scrolled": false
},
"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>Id</th>\n",
" <th>Label</th>\n",
" <th>Points</th>\n",
" <th>Diameter</th>\n",
" <th>GroupColor</th>\n",
" <th>UniqueColor</th>\n",
" <th>JenksColor</th>\n",
" <th>QuantileColor</th>\n",
" <th>PercentileColor</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td>P-0976</td>\n",
" <td>[[887891.5551018375, 780582.1353854107], [8882...</td>\n",
" <td>10.0</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27340</td>\n",
" <td>P-0016</td>\n",
" <td>[[910786.9371727168, 775517.8087250969], [9108...</td>\n",
" <td>6.0</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" <td>[0.25, 1.0, 0.99, 1.0]</td>\n",
" <td>[0.25, 1.0, 0.99, 1.0]</td>\n",
" <td>[0.25, 1.0, 0.99, 1.0]</td>\n",
" <td>[0.25, 1.0, 0.99, 1.0]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27375</td>\n",
" <td>P-0509</td>\n",
" <td>[[900803.7771044376, 781057.9929101508], [9008...</td>\n",
" <td>8.0</td>\n",
" <td>[0.33, 0.33, 0.31, 1.0]</td>\n",
" <td>[0.33, 0.33, 0.31, 1.0]</td>\n",
" <td>[0.33, 0.33, 0.31, 1.0]</td>\n",
" <td>[0.33, 0.33, 0.31, 1.0]</td>\n",
" <td>[0.33, 0.33, 0.31, 1.0]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>28021</td>\n",
" <td>P-1126</td>\n",
" <td>[[907353.5401193642, 775556.1997585988], [9074...</td>\n",
" <td>16.0</td>\n",
" <td>[0.67, 0.66, 0.63, 1.0]</td>\n",
" <td>[0.67, 0.66, 0.63, 1.0]</td>\n",
" <td>[0.67, 0.66, 0.63, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>28122</td>\n",
" <td>P-0001</td>\n",
" <td>[[908579.7681669105, 775316.1413979317], [9084...</td>\n",
" <td>4.0</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" <td>[0.16, 0.67, 0.66, 1.0]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>28416</td>\n",
" <td>P-0996</td>\n",
" <td>[[904797.0234473402, 769613.6884365549], [9046...</td>\n",
" <td>12.0</td>\n",
" <td>[0.5, 1.0, 0.97, 1.0]</td>\n",
" <td>[0.5, 1.0, 0.97, 1.0]</td>\n",
" <td>[0.5, 1.0, 0.97, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" <td>[0.42, 0.66, 0.64, 1.0]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Id Label Points \\\n",
"0 34 P-0976 [[887891.5551018375, 780582.1353854107], [8882... \n",
"2 27340 P-0016 [[910786.9371727168, 775517.8087250969], [9108... \n",
"3 27375 P-0509 [[900803.7771044376, 781057.9929101508], [9008... \n",
"12 28021 P-1126 [[907353.5401193642, 775556.1997585988], [9074... \n",
"20 28122 P-0001 [[908579.7681669105, 775316.1413979317], [9084... \n",
"28 28416 P-0996 [[904797.0234473402, 769613.6884365549], [9046... \n",
"\n",
" Diameter GroupColor UniqueColor \\\n",
"0 10.0 [0.42, 0.66, 0.64, 1.0] [0.42, 0.66, 0.64, 1.0] \n",
"2 6.0 [0.16, 0.67, 0.66, 1.0] [0.25, 1.0, 0.99, 1.0] \n",
"3 8.0 [0.33, 0.33, 0.31, 1.0] [0.33, 0.33, 0.31, 1.0] \n",
"12 16.0 [0.67, 0.66, 0.63, 1.0] [0.67, 0.66, 0.63, 1.0] \n",
"20 4.0 [0.16, 0.67, 0.66, 1.0] [0.16, 0.67, 0.66, 1.0] \n",
"28 12.0 [0.5, 1.0, 0.97, 1.0] [0.5, 1.0, 0.97, 1.0] \n",
"\n",
" JenksColor QuantileColor PercentileColor \n",
"0 [0.42, 0.66, 0.64, 1.0] [0.42, 0.66, 0.64, 1.0] [0.42, 0.66, 0.64, 1.0] \n",
"2 [0.25, 1.0, 0.99, 1.0] [0.25, 1.0, 0.99, 1.0] [0.25, 1.0, 0.99, 1.0] \n",
"3 [0.33, 0.33, 0.31, 1.0] [0.33, 0.33, 0.31, 1.0] [0.33, 0.33, 0.31, 1.0] \n",
"12 [0.67, 0.66, 0.63, 1.0] [0.42, 0.66, 0.64, 1.0] [0.42, 0.66, 0.64, 1.0] \n",
"20 [0.16, 0.67, 0.66, 1.0] [0.16, 0.67, 0.66, 1.0] [0.16, 0.67, 0.66, 1.0] \n",
"28 [0.5, 1.0, 0.97, 1.0] [0.42, 0.66, 0.64, 1.0] [0.42, 0.66, 0.64, 1.0] "
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"color_field = \"Diameter\"\n",
"pipes_dia = update_dataframe_colors(pipes_dia, color_field, color_dists)\n",
"\n",
"# show the unique pipes\n",
"pipes_dia.drop_duplicates([color_field])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the network based on diameter colors"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:38.423152Z",
"start_time": "2020-05-29T23:53:36.963999Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x1440 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_network(pipes_dia, \"Diameter\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Color-Code Analysis on Flow"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Basic Setup"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:38.431168Z",
"start_time": "2020-05-29T23:53:38.426149Z"
}
},
"outputs": [],
"source": [
"max_avg_min_fields = [\"FlowsAbsMax\", \"FlowsAbsAvg\", \"FlowsAbsMin\"]\n",
"groups = 5"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogram on Flow Max/Avg/Min data"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-29T23:53:39.278803Z",
"start_time": "2020-05-29T23:53:38.433117Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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