PRISM GDD¶
Source data obtained from PRISM Climate Group, Oregon State University. Produces accumulation to date and historical growing degree days, the cumulative sum of days above 50°F.
In [6]:
import requests
import json
import time
from pandas.io.json import json_normalize
import pandas as pd
import matplotlib.pyplot as plt
import datetime as dt
from matplotlib import dates
from matplotlib.dates import DateFormatter
API details¶
Request URL: https://ag-analytics.azure-api.net/prismgdd/[?month][&day][&year][&coordinateX][&coordinateY][&startYear]
Parameters:
month day year Define the end year of data range.
coordinateX X coordinate for location desired.
coordinateY Y coordinate for location desired.
startYear Define the start year of data range.
In order to get Ocp-Apim-Subscription-Key, please click on this link https://analytics.ag/Session/SignInToAPIPayment
Request Parameters¶
In [7]:
month=1
day=1
year=2019
coordinateX=-88.9893385940128
coordinateY=40.010959177421654
startYear=1981
headers={'Ocp-Apim-Subscription-Key': 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'}
API Function¶
In [8]:
def get_prism_gdd(month,day,year,coordinateX,coordinateY,startYear,headers):
try:
url = "https://ag-analytics.azure-api.net/prismgdd/?month={}&day={}&year={}&coordinateX={}&coordinateY={}&startYear={}".format(month,day,year,coordinateX,coordinateY,startYear)
response = (requests.get(url,headers=headers).text)
response_json = json.loads(response)
print(response_json)
time.sleep(0.5)
return response_json
except Exception as e:
raise e
Calling API Function and print output¶
In [9]:
gdd=get_prism_gdd(month,day,year,coordinateX,coordinateY,startYear,headers)
[{'CumGDD': [{'Date': '1-1', 'Accumulated GDD': 0.0}, {'Date': '1-10', 'Accumulated GDD': 0.0}, {'Date': '1-11', 'Accumulated GDD': 0.0}, {'Date': '1-12', 'Accumulated GDD': 0.0}, {'Date': '1-13', 'Accumulated GDD': 0.0}, {'Date': '1-14', 'Accumulated GDD': 0.0}, {'Date': '1-15', 'Accumulated GDD': 0.0}, {'Date': '1-16', 'Accumulated GDD': 0.0}, {'Date': '1-17', 'Accumulated GDD': 0.0}, {'Date': '1-18', 'Accumulated GDD': 0.0}, {'Date': '1-19', 'Accumulated GDD': 0.0}, {'Date': '1-2', 'Accumulated GDD': 0.0}, {'Date': '1-20', 'Accumulated GDD': 0.0}, {'Date': '1-21', 'Accumulated GDD': 0.0}, {'Date': '1-22', 'Accumulated GDD': 0.0}, {'Date': '1-23', 'Accumulated GDD': 0.0}, {'Date': '1-24', 'Accumulated GDD': 0.0}, {'Date': '1-25', 'Accumulated GDD': 0.0}, {'Date': '1-26', 'Accumulated GDD': 0.0}, {'Date': '1-27', 'Accumulated GDD': 0.0}, {'Date': '1-28', 'Accumulated GDD': 0.0}, {'Date': '1-29', 'Accumulated GDD': 0.0}, {'Date': '1-3', 'Accumulated GDD': 0.0}, {'Date': '1-30', 'Accumulated GDD': 0.0}, {'Date': '1-31', 'Accumulated GDD': 0.0}, {'Date': '1-4', 'Accumulated GDD': 0.0}, {'Date': '1-5', 'Accumulated GDD': 0.0}, {'Date': '1-6', 'Accumulated GDD': 0.0}, {'Date': '1-7', 'Accumulated GDD': 0.0}, {'Date': '1-8', 'Accumulated GDD': 0.0}, {'Date': '1-9', 'Accumulated GDD': 0.0}, {'Date': '2-1', 'Accumulated GDD': 0.0}, {'Date': '2-10', 'Accumulated GDD': 0.0}, {'Date': '2-11', 'Accumulated GDD': 0.0}, {'Date': '2-12', 'Accumulated GDD': 0.0}, {'Date': '2-13', 'Accumulated GDD': 0.0}, {'Date': '2-14', 'Accumulated GDD': 0.0}, {'Date': '2-15', 'Accumulated GDD': 0.0}, {'Date': '2-16', 'Accumulated GDD': 0.0}, {'Date': '2-17', 'Accumulated GDD': 0.0}, {'Date': '2-18', 'Accumulated GDD': 0.0}, {'Date': '2-19', 'Accumulated GDD': 0.0}, {'Date': '2-2', 'Accumulated GDD': 0.0}, {'Date': '2-20', 'Accumulated GDD': 0.0}, {'Date': '2-21', 'Accumulated GDD': 0.0}, {'Date': '2-22', 'Accumulated GDD': 0.0}, {'Date': '2-23', 'Accumulated GDD': 0.0}, {'Date': '2-24', 'Accumulated GDD': 0.0}, {'Date': '2-25', 'Accumulated GDD': 0.0}, {'Date': '2-26', 'Accumulated GDD': 0.0}, {'Date': '2-27', 'Accumulated GDD': 0.0}, {'Date': '2-28', 'Accumulated GDD': 0.0}, {'Date': '2-3', 'Accumulated GDD': 0.0}, {'Date': '2-4', 'Accumulated GDD': 0.0}, {'Date': '2-5', 'Accumulated GDD': 0.0}, {'Date': '2-6', 'Accumulated GDD': 0.0}, {'Date': '2-7', 'Accumulated GDD': 0.0}, {'Date': '2-8', 'Accumulated GDD': 0.0}, {'Date': '2-9', 'Accumulated GDD': 0.0}, {'Date': '3-1', 'Accumulated GDD': 0.0}, {'Date': '3-10', 'Accumulated GDD': 0.0}, {'Date': '3-11', 'Accumulated GDD': 0.0}, {'Date': '3-12', 'Accumulated GDD': 0.0}, {'Date': '3-13', 'Accumulated GDD': 0.0}, {'Date': '3-14', 'Accumulated GDD': 2.6054999999999993}, {'Date': '3-15', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-16', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-17', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-18', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-19', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-2', 'Accumulated GDD': 0.0}, {'Date': '3-20', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-21', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-22', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-23', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-24', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-25', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-26', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-27', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-28', 'Accumulated GDD': 3.8249999999999957}, {'Date': '3-29', 'Accumulated GDD': 11.753099999999996}, {'Date': '3-3', 'Accumulated GDD': 0.0}, {'Date': '3-30', 'Accumulated GDD': 11.753099999999996}, {'Date': '3-4', 'Accumulated GDD': 0.0}, {'Date': '3-5', 'Accumulated GDD': 0.0}, {'Date': '3-6', 'Accumulated GDD': 0.0}, {'Date': '3-7', 'Accumulated GDD': 0.0}, {'Date': '3-8', 'Accumulated GDD': 0.0}, {'Date': '3-9', 'Accumulated GDD': 0.0}]}, {'AveGDD': [{'Accumulated GDD': 0.0, 'Date': '1-1'}, {'Accumulated GDD': 0.0, 'Date': '1-2'}, {'Accumulated GDD': 0.1463076923076922, 'Date': '1-3'}, {'Accumulated GDD': 0.33276923076923065, 'Date': '1-4'}, {'Accumulated GDD': 0.4054615384615383, 'Date': '1-5'}, {'Accumulated GDD': 0.45576923076923076, 'Date': '1-6'}, {'Accumulated GDD': 0.6724615384615384, 'Date': '1-7'}, {'Accumulated GDD': 0.9182307692307692, 'Date': '1-8'}, {'Accumulated GDD': 0.9182307692307692, 'Date': '1-9'}, {'Accumulated GDD': 0.9182307692307692, 'Date': '1-10'}, {'Accumulated GDD': 0.9182307692307692, 'Date': '1-11'}, {'Accumulated GDD': 0.9858461538461538, 'Date': '1-12'}, {'Accumulated GDD': 1.0165384615384616, 'Date': '1-13'}, {'Accumulated GDD': 1.0165384615384616, 'Date': '1-14'}, {'Accumulated GDD': 1.0165384615384616, 'Date': '1-15'}, {'Accumulated GDD': 1.035923076923077, 'Date': '1-16'}, {'Accumulated GDD': 1.1653846153846155, 'Date': '1-17'}, {'Accumulated GDD': 1.194923076923077, 'Date': '1-18'}, {'Accumulated GDD': 1.194923076923077, 'Date': '1-19'}, {'Accumulated GDD': 1.194923076923077, 'Date': '1-20'}, {'Accumulated GDD': 1.194923076923077, 'Date': '1-21'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-22'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-23'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-24'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-25'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-26'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-27'}, {'Accumulated GDD': 1.2395076923076924, 'Date': '1-28'}, {'Accumulated GDD': 1.3495846153846156, 'Date': '1-29'}, {'Accumulated GDD': 1.4813538461538465, 'Date': '1-30'}, {'Accumulated GDD': 1.4813538461538465, 'Date': '1-31'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-1'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-2'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-3'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-4'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-5'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-6'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-7'}, {'Accumulated GDD': 1.5055846153846157, 'Date': '2-8'}, {'Accumulated GDD': 1.6092000000000002, 'Date': '2-9'}, {'Accumulated GDD': 1.6145076923076924, 'Date': '2-10'}, {'Accumulated GDD': 1.7767384615384616, 'Date': '2-11'}, {'Accumulated GDD': 1.797392307692308, 'Date': '2-12'}, {'Accumulated GDD': 1.7973923076923075, 'Date': '2-13'}, {'Accumulated GDD': 1.797392307692308, 'Date': '2-14'}, {'Accumulated GDD': 1.7973923076923075, 'Date': '2-15'}, {'Accumulated GDD': 1.797392307692308, 'Date': '2-16'}, {'Accumulated GDD': 1.7973923076923075, 'Date': '2-17'}, {'Accumulated GDD': 1.945246153846154, 'Date': '2-18'}, {'Accumulated GDD': 2.13, 'Date': '2-19'}, {'Accumulated GDD': 2.524892307692308, 'Date': '2-20'}, {'Accumulated GDD': 2.8746692307692308, 'Date': '2-21'}, {'Accumulated GDD': 3.03713076923077, 'Date': '2-22'}, {'Accumulated GDD': 3.433476923076923, 'Date': '2-23'}, {'Accumulated GDD': 3.638538461538462, 'Date': '2-24'}, {'Accumulated GDD': 3.931615384615385, 'Date': '2-25'}, {'Accumulated GDD': 4.505538461538461, 'Date': '2-26'}, {'Accumulated GDD': 4.766076923076923, 'Date': '2-27'}, {'Accumulated GDD': 4.814538461538461, 'Date': '2-28'}, {'Accumulated GDD': 9.099000000000002, 'Date': '2-29'}, {'Accumulated GDD': 5.150446153846154, 'Date': '3-1'}, {'Accumulated GDD': 5.442138461538461, 'Date': '3-2'}, {'Accumulated GDD': 5.878523076923078, 'Date': '3-3'}, {'Accumulated GDD': 6.384138461538461, 'Date': '3-4'}, {'Accumulated GDD': 7.0266, 'Date': '3-5'}, {'Accumulated GDD': 7.635669230769231, 'Date': '3-6'}, {'Accumulated GDD': 8.730669230769232, 'Date': '3-7'}, {'Accumulated GDD': 9.792669230769231, 'Date': '3-8'}, {'Accumulated GDD': 11.018284615384617, 'Date': '3-9'}, {'Accumulated GDD': 11.711746153846155, 'Date': '3-10'}, {'Accumulated GDD': 12.486438461538464, 'Date': '3-11'}, {'Accumulated GDD': 13.351592307692309, 'Date': '3-12'}, {'Accumulated GDD': 14.750746153846153, 'Date': '3-13'}, {'Accumulated GDD': 16.35470769230769, 'Date': '3-14'}, {'Accumulated GDD': 17.69836153846154, 'Date': '3-15'}, {'Accumulated GDD': 18.704515384615387, 'Date': '3-16'}, {'Accumulated GDD': 19.94951538461538, 'Date': '3-17'}, {'Accumulated GDD': 21.269746153846157, 'Date': '3-18'}, {'Accumulated GDD': 22.14713076923077, 'Date': '3-19'}, {'Accumulated GDD': 22.889746153846154, 'Date': '3-20'}, {'Accumulated GDD': 24.19248461538461, 'Date': '3-21'}, {'Accumulated GDD': 25.958792307692306, 'Date': '3-22'}, {'Accumulated GDD': 27.38494615384615, 'Date': '3-23'}, {'Accumulated GDD': 29.20756153846154, 'Date': '3-24'}, {'Accumulated GDD': 31.451676923076914, 'Date': '3-25'}, {'Accumulated GDD': 33.77238461538463, 'Date': '3-26'}, {'Accumulated GDD': 35.9881153846154, 'Date': '3-27'}, {'Accumulated GDD': 38.63826923076923, 'Date': '3-28'}, {'Accumulated GDD': 41.375169230769224, 'Date': '3-29'}, {'Accumulated GDD': 43.249361538461535, 'Date': '3-30'}, {'Accumulated GDD': 46.878039473684204, 'Date': '3-31'}, {'Accumulated GDD': 49.52299736842105, 'Date': '4-1'}, {'Accumulated GDD': 52.36439210526316, 'Date': '4-2'}, {'Accumulated GDD': 56.017728947368404, 'Date': '4-3'}, {'Accumulated GDD': 59.54390526315788, 'Date': '4-4'}, {'Accumulated GDD': 62.19798157894736, 'Date': '4-5'}, {'Accumulated GDD': 64.73929736842106, 'Date': '4-6'}, {'Accumulated GDD': 68.26137631578949, 'Date': '4-7'}, {'Accumulated GDD': 72.02171842105264, 'Date': '4-8'}, {'Accumulated GDD': 75.70103684210528, 'Date': '4-9'}, {'Accumulated GDD': 78.82787368421056, 'Date': '4-10'}, {'Accumulated GDD': 82.68655263157896, 'Date': '4-11'}, {'Accumulated GDD': 86.3548105263158, 'Date': '4-12'}, {'Accumulated GDD': 90.85945263157895, 'Date': '4-13'}, {'Accumulated GDD': 95.50818947368418, 'Date': '4-14'}, {'Accumulated GDD': 101.22048947368425, 'Date': '4-15'}, {'Accumulated GDD': 107.89685526315789, 'Date': '4-16'}, {'Accumulated GDD': 113.64292894736843, 'Date': '4-17'}, {'Accumulated GDD': 120.26602894736844, 'Date': '4-18'}, {'Accumulated GDD': 127.72309736842107, 'Date': '4-19'}, {'Accumulated GDD': 134.78243684210526, 'Date': '4-20'}, {'Accumulated GDD': 140.13537631578947, 'Date': '4-21'}, {'Accumulated GDD': 144.83527105263158, 'Date': '4-22'}, {'Accumulated GDD': 150.01657105263158, 'Date': '4-23'}, {'Accumulated GDD': 155.62432894736844, 'Date': '4-24'}, {'Accumulated GDD': 163.25576052631575, 'Date': '4-25'}, {'Accumulated GDD': 171.98883947368427, 'Date': '4-26'}, {'Accumulated GDD': 180.79645263157897, 'Date': '4-27'}, {'Accumulated GDD': 187.37481315789472, 'Date': '4-28'}, {'Accumulated GDD': 192.97707631578942, 'Date': '4-29'}, {'Accumulated GDD': 200.30257894736843, 'Date': '4-30'}, {'Accumulated GDD': 209.3191578947369, 'Date': '5-1'}, {'Accumulated GDD': 217.54376052631576, 'Date': '5-2'}, {'Accumulated GDD': 225.44573684210522, 'Date': '5-3'}, {'Accumulated GDD': 233.50722631578944, 'Date': '5-4'}, {'Accumulated GDD': 242.47222105263154, 'Date': '5-5'}, {'Accumulated GDD': 253.76850000000005, 'Date': '5-6'}, {'Accumulated GDD': 266.26365, 'Date': '5-7'}, {'Accumulated GDD': 278.9789210526316, 'Date': '5-8'}, {'Accumulated GDD': 292.57252105263154, 'Date': '5-9'}, {'Accumulated GDD': 305.8583210526316, 'Date': '5-10'}, {'Accumulated GDD': 320.09587105263154, 'Date': '5-11'}, {'Accumulated GDD': 333.5934078947368, 'Date': '5-12'}, {'Accumulated GDD': 345.9273631578946, 'Date': '5-13'}, {'Accumulated GDD': 357.87332368421056, 'Date': '5-14'}, {'Accumulated GDD': 369.74553157894735, 'Date': '5-15'}, {'Accumulated GDD': 382.32438157894734, 'Date': '5-16'}, {'Accumulated GDD': 395.45924210526323, 'Date': '5-17'}, {'Accumulated GDD': 409.2215684210526, 'Date': '5-18'}, {'Accumulated GDD': 422.8301368421054, 'Date': '5-19'}, {'Accumulated GDD': 437.2077315789473, 'Date': '5-20'}, {'Accumulated GDD': 451.6125631578948, 'Date': '5-21'}, {'Accumulated GDD': 466.3798342105263, 'Date': '5-22'}, {'Accumulated GDD': 481.7360842105263, 'Date': '5-23'}, {'Accumulated GDD': 497.0266105263157, 'Date': '5-24'}, {'Accumulated GDD': 512.9563973684212, 'Date': '5-25'}, {'Accumulated GDD': 528.2927999999999, 'Date': '5-26'}, {'Accumulated GDD': 544.1603210526317, 'Date': '5-27'}, {'Accumulated GDD': 561.2966999999999, 'Date': '5-28'}, {'Accumulated GDD': 579.1204184210525, 'Date': '5-29'}, {'Accumulated GDD': 598.7972842105262, 'Date': '5-30'}, {'Accumulated GDD': 618.7153736842106, 'Date': '5-31'}, {'Accumulated GDD': 637.0708026315791, 'Date': '6-1'}, {'Accumulated GDD': 656.0622473684208, 'Date': '6-2'}, {'Accumulated GDD': 673.4975684210524, 'Date': '6-3'}, {'Accumulated GDD': 690.0797605263156, 'Date': '6-4'}, {'Accumulated GDD': 707.5963421052631, 'Date': '6-5'}, {'Accumulated GDD': 726.299242105263, 'Date': '6-6'}, {'Accumulated GDD': 745.9857710526312, 'Date': '6-7'}, {'Accumulated GDD': 768.0196184210528, 'Date': '6-8'}, {'Accumulated GDD': 789.2524657894737, 'Date': '6-9'}, {'Accumulated GDD': 810.544452631579, 'Date': '6-10'}, {'Accumulated GDD': 832.5842210526315, 'Date': '6-11'}, {'Accumulated GDD': 854.8770078947368, 'Date': '6-12'}, {'Accumulated GDD': 877.897184210526, 'Date': '6-13'}, {'Accumulated GDD': 901.0984263157894, 'Date': '6-14'}, {'Accumulated GDD': 924.3017763157894, 'Date': '6-15'}, {'Accumulated GDD': 947.8834578947375, 'Date': '6-16'}, {'Accumulated GDD': 971.1903789473682, 'Date': '6-17'}, {'Accumulated GDD': 995.1202657894736, 'Date': '6-18'}, {'Accumulated GDD': 1019.2153973684208, 'Date': '6-19'}, {'Accumulated GDD': 1043.1355500000002, 'Date': '6-20'}, {'Accumulated GDD': 1068.0367263157896, 'Date': '6-21'}, {'Accumulated GDD': 1093.175597368421, 'Date': '6-22'}, {'Accumulated GDD': 1117.2353210526314, 'Date': '6-23'}, {'Accumulated GDD': 1141.409273684211, 'Date': '6-24'}, {'Accumulated GDD': 1165.6379842105264, 'Date': '6-25'}, {'Accumulated GDD': 1190.3553473684208, 'Date': '6-26'}, {'Accumulated GDD': 1213.921918421053, 'Date': '6-27'}, {'Accumulated GDD': 1238.409284210526, 'Date': '6-28'}, {'Accumulated GDD': 1262.0972842105261, 'Date': '6-29'}, {'Accumulated GDD': 1285.7539263157892, 'Date': '6-30'}, {'Accumulated GDD': 1309.400621052631, 'Date': '7-1'}, {'Accumulated GDD': 1332.6297631578946, 'Date': '7-2'}, {'Accumulated GDD': 1356.3766421052633, 'Date': '7-3'}, {'Accumulated GDD': 1381.2094184210528, 'Date': '7-4'}, {'Accumulated GDD': 1406.5641236842105, 'Date': '7-5'}, {'Accumulated GDD': 1431.8165605263157, 'Date': '7-6'}, {'Accumulated GDD': 1457.2129263157897, 'Date': '7-7'}, {'Accumulated GDD': 1483.270744736842, 'Date': '7-8'}, {'Accumulated GDD': 1509.374439473684, 'Date': '7-9'}, {'Accumulated GDD': 1535.5165973684211, 'Date': '7-10'}, {'Accumulated GDD': 1560.737202631579, 'Date': '7-11'}, {'Accumulated GDD': 1585.6040368421052, 'Date': '7-12'}, {'Accumulated GDD': 1611.1651973684209, 'Date': '7-13'}, {'Accumulated GDD': 1636.774389473684, 'Date': '7-14'}, {'Accumulated GDD': 1661.7514973684213, 'Date': '7-15'}, {'Accumulated GDD': 1686.8255447368422, 'Date': '7-16'}, {'Accumulated GDD': 1713.035723684211, 'Date': '7-17'}, {'Accumulated GDD': 1739.9929263157894, 'Date': '7-18'}, {'Accumulated GDD': 1766.909534210526, 'Date': '7-19'}, {'Accumulated GDD': 1793.7579789473682, 'Date': '7-20'}, {'Accumulated GDD': 1820.1883736842099, 'Date': '7-21'}, {'Accumulated GDD': 1846.0251947368424, 'Date': '7-22'}, {'Accumulated GDD': 1871.2717578947368, 'Date': '7-23'}, {'Accumulated GDD': 1896.1578236842106, 'Date': '7-24'}, {'Accumulated GDD': 1920.9083210526314, 'Date': '7-25'}, {'Accumulated GDD': 1946.2879184210526, 'Date': '7-26'}, {'Accumulated GDD': 1971.2383342105263, 'Date': '7-27'}, {'Accumulated GDD': 1996.2134289473681, 'Date': '7-28'}, {'Accumulated GDD': 2020.41495, 'Date': '7-29'}, {'Accumulated GDD': 2044.1088, 'Date': '7-30'}, {'Accumulated GDD': 2067.9607421052633, 'Date': '7-31'}, {'Accumulated GDD': 2092.365142105264, 'Date': '8-1'}, {'Accumulated GDD': 2117.696328947368, 'Date': '8-2'}, {'Accumulated GDD': 2143.6292605263156, 'Date': '8-3'}, {'Accumulated GDD': 2169.2068342105263, 'Date': '8-4'}, {'Accumulated GDD': 2193.781097368421, 'Date': '8-5'}, {'Accumulated GDD': 2217.285189473684, 'Date': '8-6'}, {'Accumulated GDD': 2240.4021157894736, 'Date': '8-7'}, {'Accumulated GDD': 2264.1497052631585, 'Date': '8-8'}, {'Accumulated GDD': 2288.249668421053, 'Date': '8-9'}, {'Accumulated GDD': 2312.5157052631585, 'Date': '8-10'}, {'Accumulated GDD': 2335.719363157895, 'Date': '8-11'}, {'Accumulated GDD': 2358.224928947369, 'Date': '8-12'}, {'Accumulated GDD': 2381.1548447368423, 'Date': '8-13'}, {'Accumulated GDD': 2403.277815789473, 'Date': '8-14'}, {'Accumulated GDD': 2425.4797026315787, 'Date': '8-15'}, {'Accumulated GDD': 2449.0825578947374, 'Date': '8-16'}, {'Accumulated GDD': 2473.0149078947375, 'Date': '8-17'}, {'Accumulated GDD': 2496.9326921052625, 'Date': '8-18'}, {'Accumulated GDD': 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GDD': 2922.991531578947, 'Date': '9-6'}, {'Accumulated GDD': 2943.508310526316, 'Date': '9-7'}, {'Accumulated GDD': 2963.747747368421, 'Date': '9-8'}, {'Accumulated GDD': 2983.0625289473683, 'Date': '9-9'}, {'Accumulated GDD': 3001.952794736842, 'Date': '9-10'}, {'Accumulated GDD': 3020.9971500000006, 'Date': '9-11'}, {'Accumulated GDD': 3039.445586842105, 'Date': '9-12'}, {'Accumulated GDD': 3057.6411000000003, 'Date': '9-13'}, {'Accumulated GDD': 3075.631673684211, 'Date': '9-14'}, {'Accumulated GDD': 3091.6554868421053, 'Date': '9-15'}, {'Accumulated GDD': 3107.0658789473687, 'Date': '9-16'}, {'Accumulated GDD': 3122.050736842106, 'Date': '9-17'}, {'Accumulated GDD': 3138.014226315789, 'Date': '9-18'}, {'Accumulated GDD': 3154.391076315789, 'Date': '9-19'}, {'Accumulated GDD': 3170.8524789473686, 'Date': '9-20'}, {'Accumulated GDD': 3185.821468421053, 'Date': '9-21'}, {'Accumulated GDD': 3200.0174526315786, 'Date': '9-22'}, {'Accumulated GDD': 3212.6531447368425, 'Date': '9-23'}, 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{'Accumulated GDD': 88.25040000000001, 'Date': '5-1'}, {'Accumulated GDD': 96.462, 'Date': '5-2'}, {'Accumulated GDD': 105.813, 'Date': '5-3'}, {'Accumulated GDD': 106.79400000000001, 'Date': '5-4'}, {'Accumulated GDD': 109.22400000000002, 'Date': '5-5'}, {'Accumulated GDD': 115.21800000000002, 'Date': '5-6'}, {'Accumulated GDD': 125.20800000000003, 'Date': '5-7'}, {'Accumulated GDD': 126.66600000000003, 'Date': '5-8'}, {'Accumulated GDD': 126.78300000000003, 'Date': '5-9'}, {'Accumulated GDD': 132.47100000000003, 'Date': '5-10'}, {'Accumulated GDD': 145.03500000000003, 'Date': '5-11'}, {'Accumulated GDD': 155.71800000000002, 'Date': '5-12'}, {'Accumulated GDD': 171.01800000000003, 'Date': '5-13'}, {'Accumulated GDD': 180.86400000000003, 'Date': '5-14'}, {'Accumulated GDD': 187.38000000000002, 'Date': '5-15'}, {'Accumulated GDD': 191.56500000000003, 'Date': '5-16'}, {'Accumulated GDD': 200.35800000000003, 'Date': '5-17'}, {'Accumulated GDD': 218.02500000000003, 'Date': '5-18'}, {'Accumulated GDD': 240.14700000000005, 'Date': '5-19'}, {'Accumulated GDD': 257.86799999999994, 'Date': '5-20'}, {'Accumulated GDD': 261.9989999999999, 'Date': '5-21'}, {'Accumulated GDD': 264.6629999999999, 'Date': '5-22'}, {'Accumulated GDD': 273.4019999999999, 'Date': '5-23'}, {'Accumulated GDD': 290.22299999999984, 'Date': '5-24'}, {'Accumulated GDD': 306.009, 'Date': '5-25'}, {'Accumulated GDD': 322.6049999999999, 'Date': '5-26'}, {'Accumulated GDD': 326.0249999999999, 'Date': '5-27'}, {'Accumulated GDD': 335.1869999999999, 'Date': '5-28'}, {'Accumulated GDD': 344.8439999999999, 'Date': '5-29'}, {'Accumulated GDD': 354.57299999999987, 'Date': '5-30'}, {'Accumulated GDD': 364.94099999999986, 'Date': '5-31'}, {'Accumulated GDD': 376.5869999999999, 'Date': '6-1'}, {'Accumulated GDD': 386.5409999999999, 'Date': '6-2'}, {'Accumulated GDD': 398.3309999999999, 'Date': '6-3'}, {'Accumulated GDD': 408.6449999999999, 'Date': '6-4'}, {'Accumulated GDD': 419.9939999999999, 'Date': '6-5'}, 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846.7560000000001, 'Date': '6-25'}, {'Accumulated GDD': 873.7110000000001, 'Date': '6-26'}, {'Accumulated GDD': 897.5250000000001, 'Date': '6-27'}, {'Accumulated GDD': 924.066, 'Date': '6-28'}, {'Accumulated GDD': 951.066, 'Date': '6-29'}, {'Accumulated GDD': 978.849, 'Date': '6-30'}, {'Accumulated GDD': 1003.8240000000001, 'Date': '7-1'}, {'Accumulated GDD': 1034.028, 'Date': '7-2'}, {'Accumulated GDD': 1060.2450000000001, 'Date': '7-3'}, {'Accumulated GDD': 1076.796, 'Date': '7-4'}, {'Accumulated GDD': 1088.721, 'Date': '7-5'}, {'Accumulated GDD': 1106.208, 'Date': '7-6'}, {'Accumulated GDD': 1126.854, 'Date': '7-7'}, {'Accumulated GDD': 1151.757, 'Date': '7-8'}, {'Accumulated GDD': 1175.31, 'Date': '7-9'}, {'Accumulated GDD': 1190.484, 'Date': '7-10'}, {'Accumulated GDD': 1207.5839999999998, 'Date': '7-11'}, {'Accumulated GDD': 1229.85, 'Date': '7-12'}, {'Accumulated GDD': 1258.569, 'Date': '7-13'}, {'Accumulated GDD': 1292.067, 'Date': '7-14'}, {'Accumulated GDD': 1320.102, 'Date': '7-15'}, {'Accumulated GDD': 1346.0310000000002, 'Date': '7-16'}, {'Accumulated GDD': 1373.103, 'Date': '7-17'}, {'Accumulated GDD': 1402.6770000000001, 'Date': '7-18'}, {'Accumulated GDD': 1433.5200000000002, 'Date': '7-19'}, {'Accumulated GDD': 1463.1030000000003, 'Date': '7-20'}, {'Accumulated GDD': 1493.0640000000003, 'Date': '7-21'}, {'Accumulated GDD': 1521.7830000000004, 'Date': '7-22'}, {'Accumulated GDD': 1547.5860000000002, 'Date': '7-23'}, {'Accumulated GDD': 1570.3290000000002, 'Date': '7-24'}, {'Accumulated GDD': 1596.8340000000003, 'Date': '7-25'}, {'Accumulated GDD': 1628.5590000000002, 'Date': '7-26'}, {'Accumulated GDD': 1664.8560000000002, 'Date': '7-27'}, {'Accumulated GDD': 1698.8670000000002, 'Date': '7-28'}, {'Accumulated GDD': 1722.6540000000002, 'Date': '7-29'}, {'Accumulated GDD': 1739.8890000000001, 'Date': '7-30'}, {'Accumulated GDD': 1757.9610000000002, 'Date': '7-31'}, {'Accumulated GDD': 1776.7260000000003, 'Date': '8-1'}, {'Accumulated GDD': 1801.6200000000003, 'Date': '8-2'}, {'Accumulated GDD': 1828.5390000000004, 'Date': '8-3'}, {'Accumulated GDD': 1857.2310000000004, 'Date': '8-4'}, {'Accumulated GDD': 1880.1270000000004, 'Date': '8-5'}, {'Accumulated GDD': 1893.4200000000003, 'Date': '8-6'}, {'Accumulated GDD': 1907.8020000000004, 'Date': '8-7'}, {'Accumulated GDD': 1925.3160000000003, 'Date': '8-8'}, {'Accumulated GDD': 1947.3120000000004, 'Date': '8-9'}, {'Accumulated GDD': 1968.3360000000002, 'Date': '8-10'}, {'Accumulated GDD': 1992.0060000000003, 'Date': '8-11'}, {'Accumulated GDD': 2015.8200000000004, 'Date': '8-12'}, {'Accumulated GDD': 2040.6960000000004, 'Date': '8-13'}, {'Accumulated GDD': 2057.6430000000005, 'Date': '8-14'}, {'Accumulated GDD': 2079.7650000000003, 'Date': '8-15'}, {'Accumulated GDD': 2108.5920000000006, 'Date': '8-16'}, {'Accumulated GDD': 2137.4730000000004, 'Date': '8-17'}, {'Accumulated GDD': 2158.7490000000003, 'Date': '8-18'}, {'Accumulated GDD': 2175.039, 'Date': '8-19'}, {'Accumulated GDD': 2188.71, 'Date': '8-20'}, {'Accumulated GDD': 2203.875, 'Date': '8-21'}, {'Accumulated GDD': 2218.032, 'Date': '8-22'}, {'Accumulated GDD': 2231.181, 'Date': '8-23'}, {'Accumulated GDD': 2249.514, 'Date': '8-24'}, {'Accumulated GDD': 2270.556, 'Date': '8-25'}, {'Accumulated GDD': 2291.427, 'Date': '8-26'}, {'Accumulated GDD': 2315.889, 'Date': '8-27'}, {'Accumulated GDD': 2339.712, 'Date': '8-28'}, {'Accumulated GDD': 2362.005, 'Date': '8-29'}, {'Accumulated GDD': 2382.219, 'Date': '8-30'}, {'Accumulated GDD': 2403.558, 'Date': '8-31'}, {'Accumulated GDD': 2427.642, 'Date': '9-1'}, {'Accumulated GDD': 2454.093, 'Date': '9-2'}, {'Accumulated GDD': 2474.91, 'Date': '9-3'}, {'Accumulated GDD': 2482.461, 'Date': '9-4'}, {'Accumulated GDD': 2491.0379999999996, 'Date': '9-5'}, {'Accumulated GDD': 2506.2929999999997, 'Date': '9-6'}, {'Accumulated GDD': 2527.0289999999995, 'Date': '9-7'}, {'Accumulated GDD': 2551.8059999999996, 'Date': '9-8'}, {'Accumulated GDD': 2573.5229999999997, 'Date': '9-9'}, {'Accumulated GDD': 2589.084, 'Date': '9-10'}, {'Accumulated GDD': 2600.298, 'Date': '9-11'}, {'Accumulated GDD': 2611.7369999999996, 'Date': '9-12'}, {'Accumulated GDD': 2625.372, 'Date': '9-13'}, {'Accumulated GDD': 2643.741, 'Date': '9-14'}, {'Accumulated GDD': 2666.925, 'Date': '9-15'}, {'Accumulated GDD': 2692.485, 'Date': '9-16'}, {'Accumulated GDD': 2718.414, 'Date': '9-17'}, {'Accumulated GDD': 2737.3500000000004, 'Date': '9-18'}, {'Accumulated GDD': 2761.992, 'Date': '9-19'}, {'Accumulated GDD': 2784.591, 'Date': '9-20'}, {'Accumulated GDD': 2797.713, 'Date': '9-21'}, {'Accumulated GDD': 2807.1360000000004, 'Date': '9-22'}, {'Accumulated GDD': 2818.6380000000004, 'Date': '9-23'}, {'Accumulated GDD': 2826.0270000000005, 'Date': '9-24'}, {'Accumulated GDD': 2835.3780000000006, 'Date': '9-25'}, {'Accumulated GDD': 2849.4450000000006, 'Date': '9-26'}, {'Accumulated GDD': 2860.145999999999, 'Date': '9-27'}, {'Accumulated GDD': 2867.516999999999, 'Date': '9-28'}, {'Accumulated GDD': 2867.516999999999, 'Date': '9-29'}, {'Accumulated GDD': 2869.748999999999, 'Date': '9-30'}, {'Accumulated GDD': 2877.011999999999, 'Date': '10-1'}, {'Accumulated GDD': 2888.4149999999986, 'Date': '10-2'}, {'Accumulated GDD': 2902.904999999999, 'Date': '10-3'}, {'Accumulated GDD': 2918.2859999999987, 'Date': '10-4'}, {'Accumulated GDD': 2928.6539999999986, 'Date': '10-5'}, {'Accumulated GDD': 2933.1809999999987, 'Date': '10-6'}, {'Accumulated GDD': 2940.7949999999987, 'Date': '10-7'}, {'Accumulated GDD': 2949.020999999999, 'Date': '10-8'}, {'Accumulated GDD': 2953.835999999999, 'Date': '10-9'}, {'Accumulated GDD': 2958.272999999999, 'Date': '10-10'}, {'Accumulated GDD': 2960.6849999999986, 'Date': '10-11'}, {'Accumulated GDD': 2963.3039999999987, 'Date': '10-12'}, {'Accumulated GDD': 2966.0399999999986, 'Date': '10-13'}, {'Accumulated GDD': 2970.8459999999986, 'Date': '10-14'}, {'Accumulated GDD': 2988.8909999999987, 'Date': '10-15'}, {'Accumulated GDD': 2994.1919999999986, 'Date': '10-16'}, {'Accumulated GDD': 2994.1919999999986, 'Date': '10-17'}, {'Accumulated GDD': 2994.1919999999986, 'Date': '10-18'}, {'Accumulated GDD': 2994.1919999999986, 'Date': '10-19'}, {'Accumulated GDD': 2994.1919999999986, 'Date': '10-20'}, {'Accumulated GDD': 2995.2359999999985, 'Date': '10-21'}, {'Accumulated GDD': 3003.3899999999985, 'Date': '10-22'}, {'Accumulated GDD': 3018.3029999999985, 'Date': '10-23'}, {'Accumulated GDD': 3031.0919999999987, 'Date': '10-24'}, {'Accumulated GDD': 3034.4579999999987, 'Date': '10-25'}, {'Accumulated GDD': 3039.848999999999, 'Date': '10-26'}, {'Accumulated GDD': 3039.848999999999, 'Date': '10-27'}, {'Accumulated GDD': 3041.4059999999986, 'Date': '10-28'}, {'Accumulated GDD': 3045.2759999999985, 'Date': '10-29'}, {'Accumulated GDD': 3045.2759999999985, 'Date': '10-30'}, {'Accumulated GDD': 3045.2759999999985, 'Date': '10-31'}, {'Accumulated GDD': 3045.8699999999985, 'Date': '11-1'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-2'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-3'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-4'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-5'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-6'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-7'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-8'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-9'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-10'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-11'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-12'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-13'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-14'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-15'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-16'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-17'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-18'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-19'}, {'Accumulated GDD': 3049.0739999999987, 'Date': '11-20'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-21'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-22'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-23'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-24'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-25'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-26'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-27'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-28'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-29'}, {'Accumulated GDD': 3052.538999999999, 'Date': '11-30'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-1'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-2'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-3'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-4'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-5'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-6'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-7'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-8'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-9'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-10'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-11'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-12'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-13'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-14'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-15'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-16'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-17'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-18'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-19'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-20'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-21'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-22'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-23'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-24'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-25'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-26'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-27'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-28'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-29'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-30'}, {'Accumulated GDD': 3052.538999999999, 'Date': '12-31'}]}, {'MaxGDD': [{'Accumulated GDD': 0.0, 'Date': '1-1'}, {'Accumulated GDD': 0.0, 'Date': '1-2'}, {'Accumulated GDD': 4.076999999999998, 'Date': '1-3'}, {'Accumulated GDD': 5.3189999999999955, 'Date': '1-4'}, {'Accumulated GDD': 6.417000000000002, 'Date': '1-5'}, {'Accumulated GDD': 8.379000000000005, 'Date': '1-6'}, {'Accumulated GDD': 8.451, 'Date': '1-7'}, {'Accumulated GDD': 18.036, 'Date': '1-8'}, {'Accumulated GDD': 18.036, 'Date': '1-9'}, {'Accumulated GDD': 18.036, 'Date': '1-10'}, {'Accumulated GDD': 18.036, 'Date': '1-11'}, {'Accumulated GDD': 18.036, 'Date': '1-12'}, {'Accumulated GDD': 18.036, 'Date': '1-13'}, {'Accumulated GDD': 18.036, 'Date': '1-14'}, {'Accumulated GDD': 18.036, 'Date': '1-15'}, {'Accumulated GDD': 18.036, 'Date': '1-16'}, {'Accumulated GDD': 18.036, 'Date': '1-17'}, {'Accumulated GDD': 18.036, 'Date': '1-18'}, {'Accumulated GDD': 18.036, 'Date': '1-19'}, {'Accumulated GDD': 18.036, 'Date': '1-20'}, {'Accumulated GDD': 18.036, 'Date': '1-21'}, {'Accumulated GDD': 18.036, 'Date': '1-22'}, {'Accumulated GDD': 18.036, 'Date': '1-23'}, {'Accumulated GDD': 18.036, 'Date': '1-24'}, {'Accumulated GDD': 18.036, 'Date': '1-25'}, {'Accumulated GDD': 18.036, 'Date': '1-26'}, {'Accumulated GDD': 18.036, 'Date': '1-27'}, {'Accumulated GDD': 18.036, 'Date': '1-28'}, {'Accumulated GDD': 18.036, 'Date': '1-29'}, {'Accumulated GDD': 18.036, 'Date': '1-30'}, {'Accumulated GDD': 18.036, 'Date': '1-31'}, {'Accumulated GDD': 18.036, 'Date': '2-1'}, {'Accumulated GDD': 18.036, 'Date': '2-2'}, {'Accumulated GDD': 18.036, 'Date': '2-3'}, {'Accumulated GDD': 18.036, 'Date': '2-4'}, {'Accumulated GDD': 18.036, 'Date': '2-5'}, {'Accumulated GDD': 18.036, 'Date': '2-6'}, {'Accumulated GDD': 18.036, 'Date': '2-7'}, {'Accumulated GDD': 18.036, 'Date': '2-8'}, {'Accumulated GDD': 18.036, 'Date': '2-9'}, {'Accumulated GDD': 18.036, 'Date': '2-10'}, {'Accumulated GDD': 18.036, 'Date': '2-11'}, {'Accumulated GDD': 18.036, 'Date': '2-12'}, {'Accumulated GDD': 18.036, 'Date': '2-13'}, {'Accumulated GDD': 18.036, 'Date': '2-14'}, {'Accumulated GDD': 18.036, 'Date': '2-15'}, {'Accumulated GDD': 18.036, 'Date': '2-16'}, {'Accumulated GDD': 18.036, 'Date': '2-17'}, {'Accumulated GDD': 18.036, 'Date': '2-18'}, {'Accumulated GDD': 18.036, 'Date': '2-19'}, {'Accumulated GDD': 18.036, 'Date': '2-20'}, {'Accumulated GDD': 26.819999999999993, 'Date': '2-21'}, {'Accumulated GDD': 30.49199999999999, 'Date': '2-22'}, {'Accumulated GDD': 36.562499999999986, 'Date': '2-23'}, {'Accumulated GDD': 39.42089999999999, 'Date': '2-24'}, {'Accumulated GDD': 39.42089999999999, 'Date': '2-25'}, {'Accumulated GDD': 39.42089999999999, 'Date': '2-26'}, {'Accumulated GDD': 39.42089999999999, 'Date': '2-27'}, {'Accumulated GDD': 39.42089999999999, 'Date': '2-28'}, {'Accumulated GDD': 33.039, 'Date': '2-29'}, {'Accumulated GDD': 47.74319999999999, 'Date': '3-1'}, {'Accumulated GDD': 47.74319999999999, 'Date': '3-2'}, {'Accumulated GDD': 47.74319999999999, 'Date': '3-3'}, {'Accumulated GDD': 47.74319999999999, 'Date': '3-4'}, {'Accumulated GDD': 47.74319999999999, 'Date': '3-5'}, {'Accumulated GDD': 48.54689999999999, 'Date': '3-6'}, {'Accumulated GDD': 55.35989999999999, 'Date': '3-7'}, {'Accumulated GDD': 55.35989999999999, 'Date': '3-8'}, {'Accumulated GDD': 67.38300000000001, 'Date': '3-9'}, {'Accumulated GDD': 67.38300000000001, 'Date': '3-10'}, {'Accumulated GDD': 67.38300000000001, 'Date': '3-11'}, {'Accumulated GDD': 67.38300000000001, 'Date': '3-12'}, {'Accumulated GDD': 74.93400000000001, 'Date': '3-13'}, {'Accumulated GDD': 90.10800000000002, 'Date': '3-14'}, {'Accumulated GDD': 100.88100000000003, 'Date': '3-15'}, {'Accumulated GDD': 101.26800000000003, 'Date': '3-16'}, {'Accumulated GDD': 101.26800000000003, 'Date': '3-17'}, {'Accumulated GDD': 101.26800000000003, 'Date': '3-18'}, {'Accumulated GDD': 115.713, 'Date': '3-19'}, {'Accumulated GDD': 136.773, 'Date': '3-20'}, {'Accumulated GDD': 158.742, 'Date': '3-21'}, {'Accumulated GDD': 181.539, 'Date': '3-22'}, {'Accumulated GDD': 191.916, 'Date': '3-23'}, {'Accumulated GDD': 199.152, 'Date': '3-24'}, {'Accumulated GDD': 208.206, 'Date': '3-25'}, {'Accumulated GDD': 218.403, 'Date': '3-26'}, {'Accumulated GDD': 218.403, 'Date': '3-27'}, {'Accumulated GDD': 226.926, 'Date': '3-28'}, {'Accumulated GDD': 236.547, 'Date': '3-29'}, {'Accumulated GDD': 239.50799999999998, 'Date': '3-30'}, {'Accumulated GDD': 248.283, 'Date': '3-31'}, {'Accumulated GDD': 253.053, 'Date': '4-1'}, {'Accumulated GDD': 273.159, 'Date': '4-2'}, {'Accumulated GDD': 290.22299999999996, 'Date': '4-3'}, {'Accumulated GDD': 308.22299999999996, 'Date': '4-4'}, {'Accumulated GDD': 315.09, 'Date': '4-5'}, {'Accumulated GDD': 315.09, 'Date': '4-6'}, {'Accumulated GDD': 315.09, 'Date': '4-7'}, {'Accumulated GDD': 318.042, 'Date': '4-8'}, {'Accumulated GDD': 323.892, 'Date': '4-9'}, {'Accumulated GDD': 326.142, 'Date': '4-10'}, {'Accumulated GDD': 326.142, 'Date': '4-11'}, {'Accumulated GDD': 326.142, 'Date': '4-12'}, {'Accumulated GDD': 326.142, 'Date': '4-13'}, {'Accumulated GDD': 329.031, 'Date': '4-14'}, {'Accumulated GDD': 340.245, 'Date': '4-15'}, {'Accumulated GDD': 355.554, 'Date': '4-16'}, {'Accumulated GDD': 357.62399999999997, 'Date': '4-17'}, {'Accumulated GDD': 361.97999999999996, 'Date': '4-18'}, {'Accumulated GDD': 372.16799999999995, 'Date': '4-19'}, {'Accumulated GDD': 387.89099999999996, 'Date': '4-20'}, {'Accumulated GDD': 387.89099999999996, 'Date': '4-21'}, {'Accumulated GDD': 387.89099999999996, 'Date': '4-22'}, {'Accumulated GDD': 387.89099999999996, 'Date': '4-23'}, {'Accumulated GDD': 388.54799999999994, 'Date': '4-24'}, {'Accumulated GDD': 395.3159999999999, 'Date': '4-25'}, {'Accumulated GDD': 410.0669999999999, 'Date': '4-26'}, {'Accumulated GDD': 415.1879999999999, 'Date': '4-27'}, {'Accumulated GDD': 416.12399999999985, 'Date': '4-28'}, {'Accumulated GDD': 420.70499999999987, 'Date': '4-29'}, {'Accumulated GDD': 424.87199999999984, 'Date': '4-30'}, {'Accumulated GDD': 435.41099999999983, 'Date': '5-1'}, {'Accumulated GDD': 451.7099999999998, 'Date': '5-2'}, {'Accumulated GDD': 476.7839999999998, 'Date': '5-3'}, {'Accumulated GDD': 501.02099999999984, 'Date': '5-4'}, {'Accumulated GDD': 520.4789999999998, 'Date': '5-5'}, {'Accumulated GDD': 544.2749999999999, 'Date': '5-6'}, {'Accumulated GDD': 571.7879999999999, 'Date': '5-7'}, {'Accumulated GDD': 585.3779999999999, 'Date': '5-8'}, {'Accumulated GDD': 597.294, 'Date': '5-9'}, {'Accumulated GDD': 603.621, 'Date': '5-10'}, {'Accumulated GDD': 612.7289999999999, 'Date': '5-11'}, {'Accumulated GDD': 627.3359999999999, 'Date': '5-12'}, {'Accumulated GDD': 639.6929999999999, 'Date': '5-13'}, {'Accumulated GDD': 653.8319999999999, 'Date': '5-14'}, {'Accumulated GDD': 668.5289999999999, 'Date': '5-15'}, {'Accumulated GDD': 687.2669999999998, 'Date': '5-16'}, {'Accumulated GDD': 697.4099999999999, 'Date': '5-17'}, {'Accumulated GDD': 711.8819999999998, 'Date': '5-18'}, {'Accumulated GDD': 734.3189999999998, 'Date': '5-19'}, {'Accumulated GDD': 762.7769999999998, 'Date': '5-20'}, {'Accumulated GDD': 785.2679999999998, 'Date': '5-21'}, {'Accumulated GDD': 793.5569999999998, 'Date': '5-22'}, {'Accumulated GDD': 805.7519999999998, 'Date': '5-23'}, {'Accumulated GDD': 825.0569999999998, 'Date': '5-24'}, {'Accumulated GDD': 852.6779999999998, 'Date': '5-25'}, {'Accumulated GDD': 880.6409999999997, 'Date': '5-26'}, {'Accumulated GDD': 911.7719999999997, 'Date': '5-27'}, {'Accumulated GDD': 944.4239999999998, 'Date': '5-28'}, {'Accumulated GDD': 973.1159999999998, 'Date': '5-29'}, {'Accumulated GDD': 993.9149999999997, 'Date': '5-30'}, {'Accumulated GDD': 1009.0259999999997, 'Date': '5-31'}, {'Accumulated GDD': 1013.9309999999997, 'Date': '6-1'}, {'Accumulated GDD': 1021.3829999999997, 'Date': '6-2'}, {'Accumulated GDD': 1032.9659999999997, 'Date': '6-3'}, {'Accumulated GDD': 1053.2879999999996, 'Date': '6-4'}, {'Accumulated GDD': 1065.8159999999996, 'Date': '6-5'}, {'Accumulated GDD': 1080.1259999999995, 'Date': '6-6'}, {'Accumulated GDD': 1094.5619999999994, 'Date': '6-7'}, {'Accumulated GDD': 1112.5439999999994, 'Date': '6-8'}, {'Accumulated GDD': 1134.1439999999993, 'Date': '6-9'}, {'Accumulated GDD': 1159.6229999999994, 'Date': '6-10'}, {'Accumulated GDD': 1186.7579999999994, 'Date': '6-11'}, {'Accumulated GDD': 1207.9439999999993, 'Date': '6-12'}, {'Accumulated GDD': 1222.9469999999992, 'Date': '6-13'}, {'Accumulated GDD': 1239.4619999999993, 'Date': '6-14'}, {'Accumulated GDD': 1261.4939999999992, 'Date': '6-15'}, {'Accumulated GDD': 1289.8349999999991, 'Date': '6-16'}, {'Accumulated GDD': 1319.579999999999, 'Date': '6-17'}, {'Accumulated GDD': 1347.695999999999, 'Date': '6-18'}, {'Accumulated GDD': 1378.862999999999, 'Date': '6-19'}, {'Accumulated GDD': 1409.804999999999, 'Date': '6-20'}, {'Accumulated GDD': 1441.1069999999988, 'Date': '6-21'}, {'Accumulated GDD': 1463.804999999999, 'Date': '6-22'}, {'Accumulated GDD': 1484.225999999999, 'Date': '6-23'}, {'Accumulated GDD': 1508.174999999999, 'Date': '6-24'}, {'Accumulated GDD': 1535.534999999999, 'Date': '6-25'}, {'Accumulated GDD': 1553.3279999999988, 'Date': '6-26'}, {'Accumulated GDD': 1572.4079999999988, 'Date': '6-27'}, {'Accumulated GDD': 1600.5419999999988, 'Date': '6-28'}, {'Accumulated GDD': 1636.5959999999989, 'Date': '6-29'}, {'Accumulated GDD': 1671.8399999999988, 'Date': '6-30'}, {'Accumulated GDD': 1705.1939999999988, 'Date': '7-1'}, {'Accumulated GDD': 1737.1259999999988, 'Date': '7-2'}, {'Accumulated GDD': 1771.3079999999989, 'Date': '7-3'}, {'Accumulated GDD': 1805.687999999999, 'Date': '7-4'}, {'Accumulated GDD': 1840.895999999999, 'Date': '7-5'}, {'Accumulated GDD': 1878.191999999999, 'Date': '7-6'}, {'Accumulated GDD': 1916.5049999999992, 'Date': '7-7'}, {'Accumulated GDD': 1953.5039999999992, 'Date': '7-8'}, {'Accumulated GDD': 1979.8109999999992, 'Date': '7-9'}, {'Accumulated GDD': 2007.4769999999992, 'Date': '7-10'}, {'Accumulated GDD': 2035.3679999999993, 'Date': '7-11'}, {'Accumulated GDD': 2062.2599999999993, 'Date': '7-12'}, {'Accumulated GDD': 2092.3289999999993, 'Date': '7-13'}, {'Accumulated GDD': 2122.5689999999995, 'Date': '7-14'}, {'Accumulated GDD': 2150.7029999999995, 'Date': '7-15'}, {'Accumulated GDD': 2182.9499999999994, 'Date': '7-16'}, {'Accumulated GDD': 2217.3209999999995, 'Date': '7-17'}, {'Accumulated GDD': 2253.6269999999995, 'Date': '7-18'}, {'Accumulated GDD': 2291.5799999999995, 'Date': '7-19'}, {'Accumulated GDD': 2324.5649999999996, 'Date': '7-20'}, {'Accumulated GDD': 2346.6599999999994, 'Date': '7-21'}, {'Accumulated GDD': 2374.7039999999993, 'Date': '7-22'}, {'Accumulated GDD': 2408.7149999999992, 'Date': '7-23'}, {'Accumulated GDD': 2448.269999999999, 'Date': '7-24'}, {'Accumulated GDD': 2483.297999999999, 'Date': '7-25'}, {'Accumulated GDD': 2522.8529999999987, 'Date': '7-26'}, {'Accumulated GDD': 2550.9599999999987, 'Date': '7-27'}, {'Accumulated GDD': 2577.3209999999985, 'Date': '7-28'}, {'Accumulated GDD': 2601.6839999999984, 'Date': '7-29'}, {'Accumulated GDD': 2629.5749999999985, 'Date': '7-30'}, {'Accumulated GDD': 2660.0579999999986, 'Date': '7-31'}, {'Accumulated GDD': 2690.9909999999986, 'Date': '8-1'}, {'Accumulated GDD': 2719.250999999999, 'Date': '8-2'}, {'Accumulated GDD': 2751.731999999999, 'Date': '8-3'}, {'Accumulated GDD': 2783.006999999999, 'Date': '8-4'}, {'Accumulated GDD': 2815.307999999999, 'Date': '8-5'}, {'Accumulated GDD': 2838.689999999999, 'Date': '8-6'}, {'Accumulated GDD': 2862.4139999999993, 'Date': '8-7'}, {'Accumulated GDD': 2892.7889999999993, 'Date': '8-8'}, {'Accumulated GDD': 2922.1379999999995, 'Date': '8-9'}, {'Accumulated GDD': 2947.6799999999994, 'Date': '8-10'}, {'Accumulated GDD': 2963.8259999999996, 'Date': '8-11'}, {'Accumulated GDD': 2980.6649999999995, 'Date': '8-12'}, {'Accumulated GDD': 3000.8249999999994, 'Date': '8-13'}, {'Accumulated GDD': 3018.968999999999, 'Date': '8-14'}, {'Accumulated GDD': 3039.461999999999, 'Date': '8-15'}, {'Accumulated GDD': 3065.633999999999, 'Date': '8-16'}, {'Accumulated GDD': 3084.236999999999, 'Date': '8-17'}, {'Accumulated GDD': 3097.934999999999, 'Date': '8-18'}, {'Accumulated GDD': 3114.827999999999, 'Date': '8-19'}, {'Accumulated GDD': 3131.162999999999, 'Date': '8-20'}, {'Accumulated GDD': 3148.541999999999, 'Date': '8-21'}, {'Accumulated GDD': 3166.613999999999, 'Date': '8-22'}, {'Accumulated GDD': 3189.4739999999993, 'Date': '8-23'}, {'Accumulated GDD': 3216.2489999999993, 'Date': '8-24'}, {'Accumulated GDD': 3244.2209999999995, 'Date': '8-25'}, {'Accumulated GDD': 3273.2279999999996, 'Date': '8-26'}, {'Accumulated GDD': 3301.3709999999996, 'Date': '8-27'}, {'Accumulated GDD': 3324.9779999999996, 'Date': '8-28'}, {'Accumulated GDD': 3349.6829999999995, 'Date': '8-29'}, {'Accumulated GDD': 3374.5139999999997, 'Date': '8-30'}, {'Accumulated GDD': 3403.2149999999997, 'Date': '8-31'}, {'Accumulated GDD': 3431.6369999999997, 'Date': '9-1'}, {'Accumulated GDD': 3458.8259999999996, 'Date': '9-2'}, {'Accumulated GDD': 3484.1069999999995, 'Date': '9-3'}, {'Accumulated GDD': 3512.3039999999996, 'Date': '9-4'}, {'Accumulated GDD': 3540.8609999999994, 'Date': '9-5'}, {'Accumulated GDD': 3564.5579999999995, 'Date': '9-6'}, {'Accumulated GDD': 3589.6139999999996, 'Date': '9-7'}, {'Accumulated GDD': 3607.749, 'Date': '9-8'}, {'Accumulated GDD': 3620.763, 'Date': '9-9'}, {'Accumulated GDD': 3631.743, 'Date': '9-10'}, {'Accumulated GDD': 3645.729, 'Date': '9-11'}, {'Accumulated GDD': 3664.629, 'Date': '9-12'}, {'Accumulated GDD': 3686.4629999999997, 'Date': '9-13'}, {'Accumulated GDD': 3704.6339999999996, 'Date': '9-14'}, {'Accumulated GDD': 3714.4979999999996, 'Date': '9-15'}, {'Accumulated GDD': 3726.2879999999996, 'Date': '9-16'}, {'Accumulated GDD': 3741.2459999999996, 'Date': '9-17'}, {'Accumulated GDD': 3752.5499999999997, 'Date': '9-18'}, {'Accumulated GDD': 3755.484, 'Date': '9-19'}, {'Accumulated GDD': 3764.529, 'Date': '9-20'}, {'Accumulated GDD': 3775.851, 'Date': '9-21'}, {'Accumulated GDD': 3786.588, 'Date': '9-22'}, {'Accumulated GDD': 3786.849, 'Date': '9-23'}, {'Accumulated GDD': 3786.849, 'Date': '9-24'}, {'Accumulated GDD': 3792.447, 'Date': '9-25'}, {'Accumulated GDD': 3807.135, 'Date': '9-26'}, {'Accumulated GDD': 3822.1560000000004, 'Date': '9-27'}, {'Accumulated GDD': 3833.8830000000003, 'Date': '9-28'}, {'Accumulated GDD': 3842.3160000000003, 'Date': '9-29'}, {'Accumulated GDD': 3853.3230000000003, 'Date': '9-30'}, {'Accumulated GDD': 3863.934, 'Date': '10-1'}, {'Accumulated GDD': 3870.657, 'Date': '10-2'}, {'Accumulated GDD': 3879.936, 'Date': '10-3'}, {'Accumulated GDD': 3893.13, 'Date': '10-4'}, {'Accumulated GDD': 3905.514, 'Date': '10-5'}, {'Accumulated GDD': 3905.514, 'Date': '10-6'}, {'Accumulated GDD': 3905.514, 'Date': '10-7'}, {'Accumulated GDD': 3923.649000000002, 'Date': '10-8'}, {'Accumulated GDD': 3944.484000000002, 'Date': '10-9'}, {'Accumulated GDD': 3957.129000000002, 'Date': '10-10'}, {'Accumulated GDD': 3957.129000000002, 'Date': '10-11'}, {'Accumulated GDD': 3957.2460000000024, 'Date': '10-12'}, {'Accumulated GDD': 3958.254000000002, 'Date': '10-13'}, {'Accumulated GDD': 3964.131000000002, 'Date': '10-14'}, {'Accumulated GDD': 3979.314000000002, 'Date': '10-15'}, {'Accumulated GDD': 3992.994000000002, 'Date': '10-16'}, {'Accumulated GDD': 4002.804000000002, 'Date': '10-17'}, {'Accumulated GDD': 4015.683000000002, 'Date': '10-18'}, {'Accumulated GDD': 4030.416000000002, 'Date': '10-19'}, {'Accumulated GDD': 4033.989000000002, 'Date': '10-20'}, {'Accumulated GDD': 4047.246000000002, 'Date': '10-21'}, {'Accumulated GDD': 4064.2740000000017, 'Date': '10-22'}, {'Accumulated GDD': 4065.3450000000016, 'Date': '10-23'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-24'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-25'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-26'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-27'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-28'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-29'}, {'Accumulated GDD': 4065.5520000000015, 'Date': '10-30'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '10-31'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-1'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-2'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-3'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-4'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-5'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-6'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-7'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-8'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-9'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-10'}, {'Accumulated GDD': 4068.0900000000015, 'Date': '11-11'}, {'Accumulated GDD': 4078.4400000000014, 'Date': '11-12'}, {'Accumulated GDD': 4079.5020000000013, 'Date': '11-13'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-14'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-15'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-16'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-17'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-18'}, {'Accumulated GDD': 4079.970000000001, 'Date': '11-19'}, {'Accumulated GDD': 4088.862000000001, 'Date': '11-20'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-21'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-22'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-23'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-24'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-25'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-26'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-27'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-28'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-29'}, {'Accumulated GDD': 4098.429000000001, 'Date': '11-30'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-1'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-2'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-3'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-4'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-5'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-6'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-7'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-8'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-9'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-10'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-11'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-12'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-13'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-14'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-15'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-16'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-17'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-18'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-19'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-20'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-21'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-22'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-23'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-24'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-25'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-26'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-27'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-28'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-29'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-30'}, {'Accumulated GDD': 4098.429000000001, 'Date': '12-31'}]}]
Displaying output¶
In [11]:
res=pd.DataFrame()
for i,j in enumerate(gdd):
for index in gdd[i].keys():
df = pd.DataFrame.from_records(j[index])
df.rename(columns={'Accumulated GDD':index},inplace=True)
if res.empty:
res=df
else:
res=res.merge(df,on="Date",how="outer")
# removing feb 29th as the pandas datetime cannot handle just the feb 29th without year
res = res[~(res['Date']=="2-29")]
res['Date']=pd.to_datetime(res['Date'], format = '%m-%d')
dfmt = dates.DateFormatter('%b %d')
res.set_index('Date',inplace=True)
res=res.sort_index()
fig, ax = plt.subplots(figsize=(20,10), linewidth=5)
ax.plot(res)
ax.set_xlabel("Date")
ax.set_ylabel("Accumulated GDD")
ax.set_title("GDD")
ax.legend(res.columns)
ax.xaxis.set_major_formatter(dfmt)
In [ ]: