Healthy cells are regenerated from Dead cells. Interacting with Infected cells, they become Latently Infected, and after the eclipse phase, Latent Infections become Infectious. Both Healthy and Infected Hepatocytes die, with Infected being eliminated by the immune response faster than natural death rates. Dead cells regenerate, but those dead after being infected with HCV have a lower probability of regenerating. Some cells regenerate into infectious cells.
Adapting the Perelson/Neumann model, we have the same patterns for liver cells, and a simple SI model for the extra-hepatic compartment. Variable mixing rates between the patches are simulated
$\begin{eqnarray*} \frac{dT}{dt}& =& \phi_{DT} D_T + (1-\kappa)\phi_{DI} D_I - (\lambda_{virions} + \lambda_{local} + m_{21} \lambda_{virions2} +\nu_T) T\\ \frac{dE}{dt}& =& (1-\eta)(\lambda_{virions} + \lambda_{local} )T - (\alpha +\nu_T)E\\ \frac{dEX}{dt}& =& \eta(\lambda_{virions} + \lambda_{local} )T - (\alpha_X +\nu_T)E\\ \frac{dI}{dt}& =& \kappa\phi_{DI} D_I+ \alpha E- \nu_I I\\ \frac{dD_T}{dt}& =& \nu_T(T+E+EX) - \phi_{DT} D_T\\ \frac{dD_I}{dt}& =& \nu_I I - \phi_{DI} D_I\\\ \frac{dT_2}{dt}& = & \nu_{T2}(T_2 + I_2)- (\lambda_{virions2} + \lambda_{local2} + m_{12} \lambda_{virions1} +\nu_{T2}) T_2 \\ \frac{dI_2}{dt}& = & (\lambda_{virions2} + \lambda_{local2} + m_{12} \lambda_{virions1} ) T_2 - \nu_{T2}I_2\\ \end{eqnarray*}$
In [175]:
import csv
from __future__ import division
import numpy as np
import random
import pickle
import datetime
from NonSpatialFns import *
import zipfile
import zlib
In [159]:
#Script
#Number of state transitions to observe
M = int(1e5)
# time vector
time = np.zeros(M)
#Define parameters
init1=10 #10 #initial number of infected hepatocytes
init2 = 1 #initial number of infected extra-hepatic cells
v_init = 0#initial viral load
ALT_init = 100 #initial ALT level
rho = 8.18 #viral export rate
c = 22.3 #viral clearance rate
gamma = 1500 #scaling factor -
R = 4.1825 #average HCV RNA in infected hepatocyte
N_liver = int(1e11) #Number of cells in liver
alpha = 1 #1/latent period (days)
alpha_x = 1.3e-2 #1/long-term latent period
nu_T = 1.4e-2 #death rate of healthy cells
nu_I = 1/7 #death rate of infected cells
phi_T = 10*nu_T #regeneration rate of dead healthy cells
phi_I = .8*phi_T #regeneration rate of dead infected cells
beta_V = .5e-8 #viral transmision rate
beta_L = R*1e-5/(60*24) #cell-cell transmission rate
eta = 0 #.01 #proportion of infected cells that go long-term latent
kappa = 0 #.1 #proportion of dead infected cells regenerated as infected cells
nu_T2 = 1.4e-2 #death rate/regeneration rate of second patch cells
beta_L2 = R*1e-5/(60*24) #cell-cell transmission rate for second patch cells
m12 = .01 #patch-sharing proportion between virions from patch 1 to patch 2
m21 = .01 #patch-sharing proportion between virions from patch 2 to patch 1
changes = 20;
delta = .33 #ALT degradation rate
N=N_liver/1e7 #initial number of hepatocytes
N2 = 1e3 #initial number of extra-hepatic target cells
eps = (delta*ALT_init)/(nu_T*N) #rate of ALT production
#Construct matrix of state transition vectors
trans_vecs = np.zeros([8, changes])
#state 0: infection of healthy cell by cell-> latent
trans_vecs[0,0] = -1;
trans_vecs[1,0] = 1;
#state 1: infection of healthy cell by virus -> latent
trans_vecs[0,1] = -1;
trans_vecs[1,1] = 1;
#state 2: infection of healthy cell by cell -> long-term latent
trans_vecs[0,2] = -1;
trans_vecs[2,2] = 1;
#state 3: infection of healthy cell by virus -> long-term latent
trans_vecs[0,3] = -1;
trans_vecs[2,3] = 1;
#state 4: death of healthy cell
trans_vecs[0,4] = -1;
trans_vecs[4,4] = 1;
#state 5: movement of latent cell into infected
trans_vecs[1,5] = -1;
trans_vecs[3,5] = 1;
#state 6: death of latent cell
trans_vecs[1,6] = -1;
trans_vecs[4,6] = 1;
#state 7: movement of long-term latent cell into infected
trans_vecs[2,7] = -1;
trans_vecs[3,7] = 1;
#state 8: death of long-term latent cell
trans_vecs[2,8] = -1;
trans_vecs[4,8] = 1;
#state 9: death of infected cell
trans_vecs[3,9] = -1;
trans_vecs[5,9] = 1;
#state 10: regeneration of dead healthy cell
trans_vecs[4,10] = -1;
trans_vecs[0,10] = 1;
#state 11: regeneration of dead infected cell into healthy cell
trans_vecs[5,11] = -1;
trans_vecs[0,11] = 1;
#state 12: Target cell type 1 infected by virus type 2 -> latent
trans_vecs[0,12] = -1
trans_vecs[1,12] = 1
#state 13: Target cell type 1 infected by virus type 2 -> long term latent
trans_vecs[0,13] = -1
trans_vecs[2,13] = 1
#state 14: infection of target cell 2 by cell
trans_vecs[6,14] = -1;
trans_vecs[7,14] = 1;
#state 15: infection of target cell 2 by virus type 2
trans_vecs[6,15] = -1;
trans_vecs[7,15] = 1;
#state 16: infection of target cell 2 by virus type 1
trans_vecs[6,16] = -1;
trans_vecs[7,16] = 1;
#state 17: generation of new target cell 2
trans_vecs[6,17] = 1;
#state 18: death of target cell 2
trans_vecs[6, 18] = -1
#state 19: death of infected target cell 2
trans_vecs[7,19] = -1
#Intialize random uniform numbers for distributions
time_vec_array = -np.log(np.random.random([M,changes]))
#Initialize state variable vectors
T = np.zeros(M)
E = np.zeros(M)
Ex = np.zeros(M)
I = np.zeros(M)
Dt = np.zeros(M)
Di = np.zeros(M)
T2 = np.zeros(M)
I2 = np.zeros(M)
VL = np.zeros(M)
VL2 = np.zeros(M)
ALT = np.zeros(M)
#Initialize lists
InfectedList = range(init1)
LatentList = []
LatentXList= []
DeadList = []
Infected2List = range(-init1, -(init1+init2),-1)
InfectionChain = []
Infecteds = []
lastCellID = init1+init2-1 #get last cellID
#Input initial conditions
I[0] = init1;
I2[0] = init2
T[0] = N-init1;
T2[0] = N2-init2
VL[0] = v_init
j =0
statesVec = [T[0], E[0], Ex[0], I[0], Dt[0], Di[0], T2[0], I2[0]]
############ Run Model ###################
while I[j] >= 0 and j<M-1:
#Generate Transition Probabilities
mult_vec = [T[j],T[j],T[j], T[j],T[j], E[j],E[j], Ex[j], Ex[j], I[j], Dt[j], Di[j], T[j],T[j], T2[j], T2[j],T2[j], T2[j]+I2[j], T2[j], I2[j]]
Qij = GenTransitionProbsTwoPatch(changes, eta, beta_L, beta_V, nu_T, alpha, alpha_x, nu_I, phi_T, phi_I, nu_T2, beta_L2, m12, m21, I[j], VL[j], I2[j], VL2[j], mult_vec)
#Calculate what the next state transition should be
time[j+1], state_idx = CalcNextState(Qij, time_vec_array[j], time[j])
#Update the state vector
statesVec = UpdateStateVector(statesVec, trans_vecs, state_idx)
[T[j+1], E[j+1], Ex[j+1], I[j+1], Dt[j+1], Di[j+1], T2[j+1], I2[j+1]] = statesVec
#Update Cell lists given appropriate state transition
if state_idx in [0,1,2,3,12,13,14,15,16]:
InfectedList, Infected2List,LatentList, LatentXList, Infector, lastCellID = UpdateInfectionListsTwoPatch(state_idx, InfectedList, Infected2List, LatentList, LatentXList, lastCellID)
InfectionChain = UpdateInfectionChain(InfectionChain, Infector, lastCellID, time[j])
elif state_idx in [5,7]:
InfectedList, LatentList, LatentXList = UpdateLatent2Infectious(state_idx, InfectedList, LatentList, LatentXList)
elif state_idx ==9:
InfectedList = UpdateKillCellGen(state_idx, InfectedList)
elif state_idx ==6:
LatentList = UpdateKillCellGen(state_idx, LatentList)
elif state_idx ==8:
LatentXList = UpdateKillCellGen(state_idx, LatentXList)
elif state_idx ==19:
Infected2List = UpdateKillCellGen(state_idx, Infected2List)
#Update list of Infecteds
Infecteds = UpdateInfectedsTwoPatch(Infecteds,InfectedList, Infected2List, LatentList, LatentXList, time[j])
#update viral load and ALT
VL[j+1] = UpdateVL(rho, N_liver, N, R, gamma, c, I[j+1])
VL2[j+1] = UpdateVL(rho, N, N, R, gamma, c, I2[j+1])
ALT[j+1] = UpdateALT(eps, nu_T, nu_I, delta, ALT[j], T[j], E[j], Ex[j], I[j], time[j+1]-time[j])
j+=1
#######################################
## Output files and save workspace ####
now = datetime.datetime.now()
OutPrevFileName = 'Infecteds_'+ '1e' + str(int(np.log10(M))) + '_'+ now.strftime("%I%M%S%B%d") + 'TwoPatch.txt'
OutChainFileName = 'InfectionChain_'+ '1e' + str(int(np.log10(M))) + '_' +now.strftime("%I%M%S%B%d") + 'TwoPatch.txt'
WorkspaceFilename = 'WorkSpace_' + '1e' + str(int(np.log10(M))) + '_' +now.strftime("%I%M%S%B%d") + 'TwoPatch.txt'
OutputPrevFile(Infecteds, OutPrevFileName)
OutputChainFile(InfectionChain, OutChainFileName)
kwargs = {'T' : T, 'E' : E, 'Ex': Ex, 'I': I, 'Dt':Dt, 'Di' : Di, 'T2': T2, 'I2':I2, 'time' :time, 'VL':VL, 'VL2':VL2, 'ALT' : ALT, 'Infecteds' :Infecteds, 'InfectionChain' : InfectionChain}
saveWorkspace(kwargs, WorkspaceFilename)
Out[159]:
'WorkSpace_1e5_112445September05TwoPatch.txt.zip'
In [157]:
reload(NonSpatialFns)
Out[157]:
<module 'NonSpatialFns' from 'NonSpatialFns.py'>
In [161]:
InfectedsSort = dict()
for key1, item in enumerate(Infecteds):
item.sort(key = lambda x: abs(int(x)))
InfectedsSort[key1] = item
f = open('testfile.csv', 'w')
writer = csv.writer(f, delimiter = ' ')
for key, value in InfectedsSort.iteritems():
writer.writerow([key] + value)
f.close()
In [97]:
z = zipfile.ZipFile('testfile.zip', 'w', zipfile.ZIP_DEFLATED, allowZip64=True)
z.write('testfile.csv')
z.close()
os.remove('testfile.csv')
In [162]:
InfectionChainSort = dict()
In [168]:
for key1, item in enumerate(InfectionChain):
a = sorted(list(item), key=lambda x: abs(x[0]))
InfectionChainSort[key1] = [b for c in a for b in c]
In [174]:
T2
Out[174]:
array([ 999., 999., 999., ..., 970., 970., 970.])
In [88]:
zipfilename
Out[88]:
'testfile.zip'
In [89]:
import tarfile
In [95]:
z = tarfile.open('testfile.tar.bz2', 'w:bz2')
z.add('InfectionChain_1e7_102444September01MedLat.txt')
z.close()
#os.remove('testfile.csv')
In [150]:
x
Out[150]:
[-10]
In [124]:
x=range(-init1, -(init1+init2),-1)
In [155]:
Infecteds
Out[155]:
[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, -10],
[0, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, -10],
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4650,
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4654,
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1646,
1647,
1652,
1655,
1658,
1663,
1664,
1667,
1671,
1677,
1681,
1689,
1698,
1699,
1701,
1703,
1711,
1715,
1727,
1728,
1741,
1747,
1750,
1766,
1768,
1771,
1778,
1779,
1784,
1787,
1791,
1798,
1802,
1804,
1807,
1808,
1810,
1821,
1824,
1826,
1831,
1834,
1837,
1841,
1845,
1846,
1847,
1855,
1857,
1866,
1867,
1874,
1878,
1880,
1882,
1885,
1891,
1896,
1898,
1901,
1907,
1916,
1919,
1925,
1928,
1929,
1934,
1939,
1946,
1950,
1958,
1959,
1967,
1968,
1969,
1972,
1973,
1974,
1979,
1991,
1994,
2002,
2007,
2012,
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2022,
2024,
2025,
2030,
2032,
2035,
2037,
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2047,
2052,
2056,
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2100,
2108,
2115,
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2133,
2135,
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2152,
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2167,
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2170,
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2209,
2225,
2226,
2229,
2230,
2238,
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2243,
2249,
2250,
2251,
2252,
2256,
2259,
2262,
2264,
2268,
2276,
2278,
2281,
2286,
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2290,
2291,
2292,
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2304,
2308,
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2322,
2325,
2327,
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2335,
2339,
2341,
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2353,
2354,
2357,
2361,
2365,
2370,
2372,
2378,
2381,
2386,
2391,
2392,
2397,
2398,
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2405,
2406,
2409,
2412,
2417,
2418,
2420,
2425,
2426,
2427,
2430,
2433,
2438,
2446,
2447,
2452,
2453,
2457,
2460,
2461,
2463,
2464,
2468,
2475,
2477,
2480,
2484,
2485,
2491,
2492,
2496,
2501,
2502,
2503,
2509,
2510,
2512,
2515,
2517,
2520,
2521,
2529,
2530,
2531,
2535,
2536,
2537,
2539,
2540,
2550,
2555,
2556,
2564,
2565,
2571,
2578,
2580,
2582,
2584,
2590,
2591,
2595,
2597,
2599,
2600,
2602,
2609,
2614,
2615,
2620,
2622,
2623,
2625,
2627,
2630,
2631,
2634,
2636,
2638,
2645,
2647,
2657,
2659,
2660,
2663,
2666,
2668,
2669,
2670,
2671,
2679,
2681,
2682,
2685,
2686,
2690,
2691,
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2697,
2704,
2706,
2710,
2713,
2715,
2716,
2720,
2722,
2724,
2730,
2731,
2738,
2739,
2741,
2745,
2746,
2749,
2752,
2754,
2755,
2758,
2759,
2764,
2768,
2773,
2774,
2775,
2776,
2778,
2783,
2785,
2788,
2790,
2792,
2793,
2794,
2796,
2797,
2798,
2800,
2801,
2802,
2803,
2804,
2807,
2808,
2813,
2815,
2818,
2819,
2822,
2826,
2828,
2830,
2834,
2835,
2836,
2842,
2845,
2846,
2851,
2853,
2858,
2859,
2860,
2861,
2865,
2870,
2871,
2875,
2878,
2885,
2887,
2892,
2894,
2895,
2896,
2898,
2902,
2904,
2905,
2907,
2909,
2910,
2912,
2916,
2917,
2919,
2920,
2928,
2929,
2930,
2933,
2934,
2942,
2943,
2946,
2947,
2948,
2952,
2955,
2957,
2958,
2959,
2961,
2964,
2968,
2974,
2977,
2980,
2981,
2985,
2986,
2987,
2988,
3007,
3008,
3009,
3011,
3013,
3014,
3017,
3019,
3023,
3026,
3027,
3030,
3033,
3034,
3037,
3039,
3040,
3041,
3042,
3044,
3045,
3046,
3050,
3054,
3055,
3056,
3057,
3061,
3062,
3063,
3071,
3073,
3075,
3076,
3077,
3078,
3081,
3085,
3087,
3088,
3093,
3094,
3099,
3101,
3102,
3103,
3107,
3110,
3113,
3115,
3116,
3117,
3121,
3122,
3123,
3124,
3126,
3128,
3129,
3132,
3135,
3136,
3138,
3145,
3148,
3149,
3151,
3153,
3157,
3158,
3159,
3162,
3166,
3169,
3173,
3176,
3177,
3178,
3182,
3184,
3189,
3191,
3194,
3200,
3202,
3207,
3212,
3213,
3214,
3219,
3220,
3223,
3224,
3225,
3226,
3227,
3228,
3229,
3230,
3232,
3233,
3240,
3241,
3242,
3243,
3245,
3263,
3265,
3266,
3267,
3268,
3272,
3274,
3276,
3278,
3279,
3283,
3284,
3286,
3290,
3293,
3294,
3295,
3298,
3299,
3300,
3301,
3302,
3303,
3304,
3306,
3308,
3309,
3310,
3311,
3313,
3317,
3319,
3320,
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3322,
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3328,
3329,
3333,
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3337,
3338,
3339,
3342,
3344,
3346,
3347,
3349,
3352,
3354,
3355,
3358,
3364,
3367,
3372,
3373,
3374,
3375,
3377,
3379,
3383,
3384,
3386,
3387,
3388,
3389,
3393,
3401,
3402,
3404,
3405,
3408,
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3415,
3416,
3420,
3423,
3427,
3428,
3429,
3430,
3431,
3434,
3435,
3436,
3437,
3439,
3441,
3444,
3448,
3451,
3453,
3454,
3455,
3456,
3458,
3459,
3462,
3465,
3475,
3476,
3477,
3481,
3484,
3487,
3489,
3490,
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3495,
3498,
3501,
3505,
3507,
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3511,
3514,
3516,
3520,
3531,
3537,
3538,
3539,
3541,
3542,
3543,
3544,
3550,
3552,
3557,
3558,
3559,
3560,
3561,
3563,
3566,
3567,
3568,
3569,
3570,
3571,
3574,
3575,
3576,
3577,
3578,
3580,
3581,
3582,
3587,
3588,
3589,
3591,
3593,
3594,
3596,
3600,
3601,
3603,
3605,
3608,
3613,
3615,
3617,
3618,
3619,
3622,
3624,
3625,
3636,
3640,
3641,
3643,
3645,
3646,
3648,
3649,
3650,
3652,
3653,
3656,
3659,
3663,
3670,
3671,
3672,
3673,
3674,
3682,
3684,
3687,
3688,
3689,
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3705,
3706,
3707,
3708,
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3715,
3718,
3722,
3723,
3729,
3730,
3733,
3736,
3741,
3743,
3744,
3747,
3748,
3751,
3752,
3755,
3756,
3760,
3761,
3763,
3764,
3765,
3766,
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3775,
7456,
3783,
3785,
3786,
3791,
3792,
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3797,
3799,
3800,
3803,
3804,
3805,
3806,
3808,
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3812,
3813,
3816,
3817,
3820,
3823,
3824,
3826,
3827,
3828,
3830,
3833,
3835,
3837,
3840,
3843,
3847,
3848,
3852,
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3854,
3859,
3861,
3862,
3863,
3865,
3866,
3867,
3868,
3873,
3875,
3876,
3879,
3880,
3882,
3883,
3887,
3889,
3891,
3892,
3893,
3895,
3896,
3898,
3901,
3903,
3904,
3906,
3907,
3912,
3914,
3916,
3918,
3921,
3922,
3925,
3926,
3931,
3932,
3933,
3934,
3935,
3939,
3940,
3942,
3943,
3944,
3946,
3948,
3950,
3955,
3956,
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3958,
3962,
3963,
3964,
3966,
3967,
3968,
3969,
3970,
3976,
3977,
3978,
3979,
3981,
3982,
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3984,
3985,
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3991,
3992,
3994,
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4026,
4027,
4028,
4030,
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4036,
4038,
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4082,
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4090,
4091,
4092,
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4097,
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4105,
4106,
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4198,
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4215,
4216,
4217,
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4317,
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5330,
5332,
5334,
5335,
5337,
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5341,
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8476,
8477,
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8480,
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8482,
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299,
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8495,
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8507,
8509,
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8511,
8512,
8513,
8514,
8515,
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8520,
8521,
8522,
8524,
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383,
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403,
404,
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470,
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8800,
8801,
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8805,
8806,
8807,
8808,
8809,
8811,
8812,
8816,
8819,
8820,
8821,
8822,
8823,
8824,
8826,
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651,
8845,
8846,
8847,
8848,
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659,
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8853,
8854,
8855,
8856,
8857,
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8862,
8863,
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8865,
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8867,
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8869,
8870,
8871,
8872,
8873,
8874,
8876,
8877,
8878,
8879,
688,
8884,
8885,
8886,
8887,
696,
698,
8891,
8892,
701,
8894,
8895,
8896,
8897,
8898,
8899,
8900,
8902,
8903,
8904,
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8907,
8908,
8909,
8910,
8911,
8912,
8913,
722,
8915,
8918,
8919,
8920,
8921,
8923,
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8926,
8927,
8928,
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8989,
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799,
801,
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8995,
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9000,
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9006,
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9008,
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9011,
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9014,
9015,
9016,
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9018,
9019,
9020,
9021,
9022,
9023,
9024,
9025,
9027,
9028,
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853,
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9047,
856,
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9050,
9051,
9052,
9054,
9055,
9057,
9058,
9059,
9060,
9061,
9062,
9063,
9065,
9066,
9067,
9068,
9069,
9070,
9071,
9072,
9073,
882,
9076,
9077,
9078,
9079,
9081,
9082,
891,
9084,
9085,
9086,
9088,
9089,
9090,
9091,
9092,
9093,
9095,
9097,
9098,
9099,
9100,
9101,
9102,
9103,
9104,
9106,
9107,
9108,
9109,
9110,
9111,
9112,
9115,
9116,
9117,
9118,
9120,
9712,
9122,
9123,
9124,
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9127,
9128,
9129,
9130,
9131,
9132,
9133,
9134,
9135,
9136,
9137,
9138,
9139,
9141,
9142,
9143,
9144,
9145,
9146,
9147,
9148,
9149,
9150,
9151,
9152,
9153,
9155,
9156,
9159,
968,
9161,
9162,
9163,
9164,
9166,
9167,
9169,
9170,
9172,
9173,
9174,
9175,
9176,
9177,
986,
9179,
9180,
9181,
9182,
9183,
9184,
9186,
9187,
9188,
9189,
9190,
9191,
1000,
9193,
9194,
9195,
9196,
1006,
9199,
9200,
9201,
9202,
9203,
9204,
9205,
9206,
9208,
1017,
9210,
9211,
1020,
9213,
9215,
9216,
9217,
9218,
9219,
9220,
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9225,
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1035,
9228,
9229,
9230,
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9731,
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9237,
9238,
9239,
9240,
9241,
9242,
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1062,
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1064,
9257,
9259,
9261,
9262,
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1072,
9265,
9266,
9267,
9268,
9269,
9270,
9271,
9272,
9273,
9274,
1083,
9276,
9277,
9278,
1087,
9280,
9281,
9282,
9284,
9285,
9286,
1095,
9288,
9289,
9290,
9291,
9292,
9293,
9294,
9295,
9296,
1105,
9298,
9299,
9300,
9301,
9302,
9303,
9304,
9306,
9307,
1116,
9309,
9310,
9311,
1120,
9313,
9314,
9315,
9316,
9317,
9318,
9319,
1128,
9321,
9322,
1131,
1132,
9325,
9326,
9327,
9328,
9329,
9330,
9331,
9332,
9333,
9334,
9335,
9336,
9337,
9338,
9339,
9340,
9341,
9342,
9343,
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9347,
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1157,
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9352,
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1176,
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9370,
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9383,
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9394,
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9400,
9401,
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9403,
9404,
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9408,
9409,
9410,
9411,
9412,
9413,
9414,
9415,
9416,
9417,
9418,
9419,
9420,
9762,
1230,
9424,
9426,
9427,
9428,
9429,
9430,
9431,
9432,
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9435,
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9437,
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9445,
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1258,
9451,
9452,
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9454,
9455,
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9459,
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9466,
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9469,
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9473,
9474,
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9482,
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9484,
9486,
9487,
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9493,
9494,
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9498,
9499,
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9502,
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9505,
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9508,
9509,
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9523,
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9527,
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9529,
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9537,
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1363,
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9557,
9558,
9559,
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9579,
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9583,
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9593,
9594,
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9597,
9598,
9599,
9600,
9601,
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1411,
9604,
9605,
1414,
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9608,
9609,
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9611,
9612,
9613,
1422,
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1424,
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9618,
9619,
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9621,
9622,
9623,
9624,
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9627,
9628,
9629,
9630,
9631,
9632,
1441,
9634,
1443,
9636,
1445,
9638,
8433,
9640,
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9642,
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1452,
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9649,
1458,
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9652,
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9656,
9657,
9658,
9659,
9660,
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9662,
9663,
9664,
9666,
9667,
9668,
9669,
1478,
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9672,
9673,
9675,
1484,
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9678,
9679,
9680,
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9682,
9683,
9684,
9685,
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1497,
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9691,
1500,
9693,
1502,
9695,
9696,
1505,
9698,
9699,
9700,
9701,
9702,
9703,
9704,
9705,
9706,
9707,
9708,
9709,
9710,
9711,
1520,
1521,
9714,
9715,
9716,
1525,
9718,
9719,
9720,
9721,
9722,
9723,
9724,
9725,
9726,
9727,
1536,
9729,
9730,
1539,
9732,
9733,
9734,
9735,
9736,
9737,
9738,
9739,
9740,
9741,
9742,
9743,
9744,
9745,
9746,
9747,
1556,
9749,
9750,
9751,
9752,
9753,
9754,
9755,
1564,
9757,
9758,
1567,
9760,
9761,
1570,
9763,
9764,
9765,
9766,
9767,
9768,
9769,
1578,
9771,
9772,
9773,
9774,
9775,
9776,
9777,
9778,
9779,
9780,
9781,
9782,
9783,
1592,
9785,
9786,
9787,
9788,
9789,
9790,
9791,
9792,
9793,
9794,
1603,
9796,
1605,
9798,
9799,
9800,
9801,
9802,
9803,
9804,
1634,
9806,
1615,
9808,
1617,
9810,
9811,
9812,
9813,
9814,
9815,
9816,
9817,
1626,
9819,
9820,
9821,
9822,
9823,
9824,
9825,
9826,
9827,
9828,
9829,
9830,
9831,
9832,
9833,
9834,
9835,
9837,
9838,
1647,
9840,
9841,
9842,
9843,
9844,
9845,
9846,
1655,
9848,
9849,
9850,
9851,
9852,
9853,
9854,
9855,
9856,
9857,
9858,
1667,
9860,
9861,
9862,
9863,
9864,
9865,
9866,
9867,
9603,
1677,
9870,
9871,
9872,
9873,
9874,
9875,
9876,
9877,
9878,
9879,
9880,
9881,
9882,
9883,
9884,
9885,
9886,
9887,
9888,
9889,
1698,
9891,
9892,
1701,
9894,
9895,
9896,
9897,
9898,
9899,
9900,
9901,
9902,
9903,
9904,
9905,
9906,
1715,
9908,
9909,
9910,
9911,
9912,
9913,
9914,
9915,
9916,
9917,
9918,
9919,
1728,
9921,
9922,
9923,
9924,
9925,
9926,
9927,
9928,
9929,
9930,
9847,
9932,
1741,
9934,
9935,
9936,
9937,
9938,
1747,
9940,
9941,
1750,
9943,
9944,
9945,
9946,
9947,
9948,
9949,
9950,
9951,
9952,
9953,
9954,
9955,
9956,
9957,
1766,
9959,
1768,
9961,
9962,
9963,
9964,
9965,
9966,
9967,
9968,
9969,
9970,
9971,
9972,
9973,
9974,
9975,
9976,
9977,
9978,
9979,
9980,
9981,
9982,
9983,
9984,
9985,
9986,
8491,
9988,
9989,
1798,
9991,
9992,
9993,
1802,
9995,
9996,
9997,
9998,
9999,
1808,
10001,
10002,
9859,
10004,
10005,
10006,
10007,
10008,
10009,
10010,
10011,
10012,
1821,
10014,
10015,
10016,
10017,
10018,
10019,
10020,
10021,
10022,
10023,
10024,
10025,
1834,
10027,
10028,
10029,
10030,
10031,
10032,
1841,
10034,
10035,
10036,
10037,
10038,
10039,
10040,
10041,
10042,
10043,
10044,
10045,
10046,
10047,
10048,
10049,
10050,
10051,
10052,
10053,
10054,
10055,
10056,
9868,
1866,
1867,
10060,
10061,
10062,
9869,
10064,
10065,
10066,
10067,
10068,
10069,
10070,
10071,
10072,
10073,
10074,
10075,
10076,
10077,
10078,
10079,
10080,
10081,
10082,
10083,
10084,
10085,
10086,
10087,
10088,
10089,
10090,
10091,
10092,
10093,
10094,
10095,
10096,
10097,
10098,
1907,
10100,
10101,
10102,
10103,
10104,
10105,
10106,
10107,
10108,
10109,
10110,
1919,
10112,
10113,
10114,
10115,
10116,
10117,
10118,
10119,
1928,
10121,
10122,
10123,
10124,
10125,
10126,
10127,
10128,
10129,
10130,
10131,
10132,
10133,
10134,
10135,
10136,
10137,
10138,
10139,
10140,
10141,
1950,
10143,
10144,
10145,
10146,
10147,
10148,
10149,
10150,
1959,
10152,
10153,
10154,
10155,
10156,
10157,
10158,
10159,
10160,
1969,
10162,
10163,
1972,
10165,
10166,
10167,
10168,
10169,
10170,
1979,
10172,
10173,
10174,
10175,
10176,
10177,
10178,
10179,
10180,
10181,
10182,
10183,
10184,
10185,
10186,
10187,
10188,
9890,
10190,
10191,
10192,
10193,
10194,
10195,
10196,
10197,
9614,
2007,
10200,
10201,
10202,
10203,
2012,
10205,
10206,
9893,
10208,
10209,
10210,
2019,
10212,
10213,
2022,
10215,
10216,
2025,
10218,
10219,
10220,
10221,
10222,
10223,
2032,
10225,
10226,
10227,
10228,
2037,
10230,
10231,
2040,
10233,
10234,
10235,
10236,
10237,
2046,
2047,
10240,
10241,
10242,
10243,
2052,
10245,
10246,
10247,
2056,
10249,
10250,
10251,
10252,
10253,
10254,
10255,
10256,
10257,
10258,
10259,
10260,
10261,
10262,
10263,
10264,
10265,
10266,
10267,
10268,
10269,
10270,
10271,
10272,
2081,
10274,
10275,
10276,
10277,
2086,
10279,
10280,
2089,
10282,
10283,
10284,
10285,
2094,
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9445,
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9601,
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9611,
1411,
9613,
9614,
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1424,
9617,
9618,
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1478,
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9672,
9673,
9675,
1484,
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9678,
9679,
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9682,
9683,
9684,
9685,
9688,
9690,
9691,
1500,
9693,
1502,
9695,
9696,
1505,
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9700,
9701,
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9703,
9704,
9705,
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9707,
9708,
9709,
9710,
9711,
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1521,
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9716,
1525,
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9719,
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9721,
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9764,
9766,
9767,
9768,
9769,
1578,
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9772,
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9775,
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9777,
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9779,
9780,
9781,
9782,
9783,
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9800,
9801,
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9805,
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9809,
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9999,
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10001,
10002,
10003,
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10007,
10009,
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10024,
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10055,
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1867,
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10083,
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10087,
10088,
10089,
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10091,
10092,
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10096,
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10098,
1907,
10100,
10101,
10102,
10103,
10104,
10105,
10106,
10107,
10108,
10109,
10110,
1919,
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10113,
10114,
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10122,
10123,
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10139,
10140,
10141,
10142,
10143,
10144,
10145,
10146,
10147,
10148,
10149,
10150,
1959,
10152,
10153,
10154,
10155,
10156,
10157,
10159,
10160,
1969,
10162,
10163,
1972,
10165,
10166,
10167,
10168,
10169,
10170,
1979,
10172,
10173,
10174,
10175,
10176,
10177,
10178,
10179,
10180,
10181,
10182,
10183,
10184,
10185,
10186,
10187,
10188,
9890,
10190,
10191,
10192,
10194,
10195,
10196,
10197,
10198,
2007,
10200,
10201,
10202,
10203,
2012,
10205,
10206,
9893,
10208,
10209,
10210,
2019,
10212,
10213,
2022,
10215,
10216,
2025,
10218,
10219,
10220,
10221,
10222,
10223,
2032,
10225,
10226,
10227,
10228,
2037,
10230,
10231,
2040,
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10234,
10235,
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10237,
10238,
2047,
10240,
10241,
10242,
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2052,
10245,
10246,
10247,
2056,
10249,
10250,
10251,
10252,
10253,
10254,
10255,
10256,
10257,
10258,
10259,
10260,
10261,
10262,
10263,
10264,
10265,
10266,
10267,
10268,
10269,
10270,
10271,
10272,
2081,
10274,
10275,
10276,
10277,
10278,
10279,
10280,
2089,
10282,
10283,
10284,
10285,
2094,
10287,
10288,
10289,
10290,
9907,
10292,
10293,
10294,
10295,
10296,
10297,
10298,
10299,
2108,
10301,
10302,
10303,
10304,
10305,
10306,
10307,
10308,
10309,
10310,
10311,
10312,
10313,
10314,
10315,
10316,
10317,
10318,
10319,
10320,
10321,
10322,
10323,
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2138,
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10378,
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10380,
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10382,
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10385,
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10388,
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2199,
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10393,
10394,
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10396,
10397,
10398,
10399,
10400,
10401,
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10403,
10404,
10405,
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10410,
10411,
10412,
10413,
10414,
10415,
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10417,
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10420,
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10423,
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10427,
10428,
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10430,
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2252,
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9839,
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1698,
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1701,
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9895,
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9906,
1715,
9908,
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9919,
1728,
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1747,
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3023,
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1766,
9959,
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9961,
9962,
9963,
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9965,
9966,
9968,
9969,
9970,
11219,
9972,
9973,
9974,
9975,
9976,
9977,
9979,
9980,
9981,
9982,
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9984,
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9988,
9989,
1798,
9992,
9993,
1802,
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9996,
9997,
9998,
9999,
1808,
10001,
10002,
10003,
10004,
10005,
10006,
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10010,
10011,
10012,
1821,
10014,
10015,
10017,
10019,
10020,
10021,
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10023,
10024,
10025,
1834,
10028,
10029,
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10031,
10032,
1841,
10034,
10035,
10036,
10037,
10038,
10039,
10041,
10042,
10043,
10044,
10045,
10046,
10047,
10049,
10050,
10051,
10053,
10054,
10056,
10057,
1866,
1867,
10061,
10062,
10063,
10064,
10065,
10066,
10068,
10069,
10070,
10072,
10073,
10074,
10075,
10077,
10078,
10079,
10080,
10081,
10083,
10084,
10085,
10086,
10087,
10088,
10089,
10091,
10092,
10093,
10094,
10096,
10097,
10098,
1907,
10100,
10101,
10102,
10103,
10104,
10105,
10106,
10107,
10108,
10109,
10110,
1919,
10112,
10113,
10114,
10115,
10116,
10117,
10118,
10119,
1928,
10122,
10123,
10124,
10125,
10126,
10127,
10128,
10129,
10130,
10131,
10132,
10133,
10134,
10135,
10136,
10137,
9612,
10139,
10140,
10142,
10143,
10144,
10145,
10146,
10147,
10148,
10149,
10150,
1959,
10152,
10153,
10154,
10155,
10156,
10157,
10159,
10160,
1969,
10162,
10163,
1972,
10165,
10166,
10167,
10168,
10170,
1979,
10172,
10173,
10174,
10175,
10176,
10177,
10178,
10179,
10180,
10181,
10182,
10183,
10184,
10185,
10186,
10187,
10188,
9890,
10190,
10191,
10192,
10194,
10195,
10196,
10197,
10198,
2007,
10200,
10202,
10203,
2012,
10205,
9893,
10208,
10209,
10210,
2019,
10212,
10213,
10214,
10215,
10216,
2025,
10218,
10219,
10220,
10221,
10222,
10223,
2032,
10225,
10227,
10228,
2037,
10230,
10231,
2040,
10233,
10234,
10235,
10236,
10237,
10238,
2047,
10240,
10241,
10242,
10243,
2052,
10245,
10246,
10247,
2056,
10249,
10250,
10251,
10252,
10253,
10254,
10255,
10256,
10257,
10258,
10259,
10260,
10261,
10262,
10263,
10264,
10265,
10266,
10267,
10268,
10269,
10270,
10271,
10272,
2081,
10274,
10275,
10276,
10277,
10278,
10279,
10280,
2089,
10282,
10283,
10284,
10285,
2094,
10287,
10288,
10289,
10290,
9907,
10292,
10293,
10294,
10295,
10296,
10297,
10298,
10299,
10300,
10301,
10302,
10303,
10304,
10305,
10306,
10307,
10308,
10309,
10310,
10311,
10312,
10313,
10314,
10315,
10316,
10317,
10318,
10319,
10320,
10321,
10322,
10323,
10324,
10325,
10326,
10327,
10328,
10329,
2138,
10331,
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9374,
9375,
9376,
9380,
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9385,
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1959,
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1969,
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1972,
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10202,
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2012,
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10207,
10208,
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2019,
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18984,
18985,
18986,
18987,
18988,
18989,
18990,
18991,
18992,
18993,
10803,
18996,
18999,
19000,
19001,
19003,
19004,
19007,
19009,
19010,
19011,
10820,
19013,
19014,
10824,
19018,
19019,
2636,
19021,
19022,
19024,
19025,
19026,
19027,
19028,
19029,
19030,
19031,
19032,
19033,
19036,
19037,
19038,
19039,
19040,
19041,
19042,
19044,
19046,
19048,
19049,
19050,
11367,
19052,
19053,
19055,
19056,
19057,
19058,
19059,
19062,
10871,
19064,
19067,
19068,
19069,
19070,
19071,
19072,
19074,
10884,
19077,
19078,
19080,
19081,
19082,
19083,
19084,
19085,
19086,
19087,
19088,
19090,
19093,
19095,
19097,
19098,
19099,
19100,
10909,
19102,
19103,
19104,
19106,
19107,
19108,
19109,
19110,
19111,
19112,
19113,
19114,
19115,
19116,
19117,
19120,
19121,
19122,
19123,
19124,
19125,
19126,
19128,
19129,
19131,
19132,
19133,
19134,
19135,
19136,
19137,
19138,
19139,
19140,
19143,
10952,
19145,
19146,
19147,
19148,
19149,
19150,
19151,
19152,
19153,
19154,
19155,
19156,
19157,
19158,
19159,
19161,
19162,
19163,
19165,
2783,
19168,
19169,
19171,
19172,
19173,
19175,
19176,
19177,
19179,
19180,
19181,
19182,
19183,
19184,
19186,
19188,
19189,
19190,
19191,
2808,
19193,
19194,
19195,
19196,
19197,
19198,
19199,
19200,
19201,
19202,
19203,
19205,
19206,
19207,
19208,
19210,
19211,
19212,
19213,
19214,
19215,
19216,
19217,
19218,
19219,
19220,
19221,
19222,
19223,
19224,
19226,
19227,
19228,
19229,
19230,
19231,
19232,
19233,
19235,
19236,
11045,
19238,
19239,
19240,
19242,
19243,
19244,
19245,
19246,
19247,
19249,
19250,
18227,
19253,
19254,
19255,
19256,
19257,
19258,
19259,
19260,
19261,
19262,
19263,
19265,
19266,
19268,
19271,
19272,
19273,
19274,
19275,
19277,
19278,
19279,
19280,
19281,
2898,
19284,
19285,
19286,
19290,
19291,
19292,
11101,
19294,
19295,
19296,
19297,
19298,
19299,
19300,
19301,
19302,
19303,
19304,
19305,
19306,
19307,
19308,
19309,
19310,
19311,
11120,
19313,
19316,
19317,
19318,
19319,
19321,
19322,
19323,
19324,
19325,
19326,
19327,
19328,
19329,
19330,
19331,
19333,
19334,
19335,
19336,
19337,
19338,
19339,
19340,
19341,
19342,
19344,
19345,
19346,
19347,
19348,
19349,
19350,
19351,
19352,
19354,
19355,
19356,
19357,
16193,
19359,
19360,
2977,
19362,
19363,
2980,
19365,
19366,
19367,
19368,
19369,
19370,
19371,
19372,
19373,
19374,
19375,
19376,
19377,
19378,
19380,
19381,
19383,
19384,
19387,
19388,
19389,
19390,
16885,
19392,
19393,
19394,
19395,
19398,
19399,
19401,
19402,
19403,
19404,
19405,
19406,
19407,
19408,
19409,
19410,
19412,
19413,
19415,
19416,
19417,
19419,
19420,
19421,
19422,
19423,
19424,
19425,
19426,
19428,
19429,
19430,
19431,
19432,
19433,
19434,
19435,
19436,
19437,
19438,
19439,
19440,
19441,
19442,
19443,
11252,
19445,
19446,
19448,
19449,
19450,
19451,
19453,
19454,
19455,
19457,
19459,
19460,
19461,
19462,
19463,
19464,
19465,
19466,
19467,
19468,
19469,
19470,
19471,
11280,
19473,
19474,
19475,
19476,
19477,
19478,
19480,
19481,
19482,
19483,
19484,
19485,
19486,
19488,
19489,
19490,
19491,
19492,
11301,
19494,
19495,
19496,
19497,
19498,
19499,
19500,
19501,
19502,
19503,
19504,
19505,
19506,
19507,
19508,
19509,
19510,
19511,
19512,
19513,
19514,
19516,
11325,
19518,
19519,
19520,
19521,
19522,
19523,
19524,
19525,
19526,
19527,
19528,
19529,
19530,
19531,
19533,
19534,
19535,
19536,
19537,
19538,
19539,
19540,
19541,
19542,
11449,
19544,
19545,
19546,
19547,
19548,
19549,
19550,
19551,
19552,
19553,
19554,
19555,
19556,
19557,
19558,
19559,
19560,
11452,
19562,
19563,
19564,
19565,
19566,
19567,
19568,
19569,
19570,
19571,
11380,
11381,
19574,
19575,
19576,
19578,
19579,
19580,
19582,
11391,
19584,
19585,
19586,
19587,
19588,
19590,
19591,
19592,
19593,
19594,
19595,
19596,
3213,
19598,
19599,
11408,
19601,
19602,
19603,
19604,
19605,
19606,
11415,
19608,
19609,
19610,
11419,
19612,
19613,
19614,
11461,
19616,
19617,
19618,
19619,
19620,
19621,
19622,
19623,
19624,
19625,
19626,
19627,
19628,
19629,
11438,
8733,
11464,
19634,
19635,
19636,
19637,
19638,
19639,
19640,
19641,
19642,
19643,
19644,
19645,
19646,
19647,
19648,
19649,
19650,
19651,
19652,
19653,
19654,
19655,
19656,
19657,
19658,
19659,
19660,
19661,
19662,
19664,
19665,
19666,
19667,
19668,
19670,
19671,
19672,
19674,
19675,
19676,
19677,
19678,
19679,
19680,
19681,
19682,
19683,
19685,
19686,
19687,
19688,
19689,
19690,
19691,
19692,
19693,
19694,
19695,
19696,
19697,
19698,
19699,
19700,
19701,
19702,
19703,
19704,
19705,
19706,
19707,
19708,
19709,
19711,
19712,
19713,
19714,
19715,
19716,
19717,
19718,
19719,
19720,
19721,
19722,
19723,
19725,
19726,
19727,
19728,
19729,
19730,
19732,
19733,
19734,
19735,
19736,
19737,
19739,
19740,
19741,
19743,
19744,
19745,
19746,
19747,
19748,
19749,
19750,
19752,
11484,
19754,
19755,
19756,
19757,
19758,
19759,
19760,
19761,
19762,
19763,
19764,
19765,
19766,
19767,
19768,
19769,
19770,
19771,
3388,
19773,
19774,
19775,
19776,
19777,
19779,
19780,
19781,
19782,
19784,
19785,
19786,
19787,
19788,
19789,
19790,
19791,
19792,
19793,
19794,
19795,
19797,
19798,
19799,
19800,
19801,
19802,
19803,
19804,
19805,
11614,
3423,
19808,
19809,
19810,
19811,
19812,
19813,
19814,
19815,
19816,
19817,
19818,
19819,
19820,
19821,
19822,
16957,
19824,
19825,
19826,
19827,
19828,
19829,
19830,
19831,
19832,
19833,
19834,
19835,
19836,
19837,
19839,
19840,
19841,
19842,
19843,
19844,
11653,
19846,
19848,
19849,
19850,
19851,
19852,
19853,
19854,
11664,
19857,
19858,
19859,
19860,
19861,
19862,
19863,
19864,
19865,
19866,
19867,
19868,
19869,
19870,
19871,
19872,
19873,
19874,
19875,
19876,
19878,
19879,
19880,
19881,
11690,
19883,
19884,
19885,
19886,
19887,
19888,
19889,
19890,
19891,
19892,
19893,
19894,
19895,
19897,
19898,
19899,
19900,
19901,
19902,
19903,
19904,
19905,
19906,
19907,
19908,
19909,
19910,
19912,
19913,
19914,
19915,
19916,
19917,
19918,
19919,
19920,
19921,
19922,
19923,
19924,
19925,
19926,
19927,
19928,
19929,
11738,
19931,
11740,
19933,
19934,
19935,
19936,
19937,
19938,
19939,
19940,
19941,
19942,
19943,
19944,
19945,
19946,
19947,
19948,
19949,
11759,
19952,
19953,
19954,
19955,
19956,
19957,
19958,
19959,
19960,
19961,
19962,
19963,
19964,
19965,
19966,
19967,
19968,
19969,
19970,
19971,
19972,
19973,
11782,
19975,
19976,
19977,
19978,
19979,
19980,
19981,
19982,
19983,
19984,
19985,
19986,
19987,
19988,
19989,
19990,
19991,
19992,
19993,
19994,
16487,
19996,
19997,
19998,
19999,
20000,
20001,
20002,
20003,
20004,
20005,
20006,
20007,
20008,
20009,
20010,
20011,
20012,
20013,
20014,
20015,
20016,
20017,
20018,
20019,
20020,
20021,
20022,
20023,
20024,
20025,
20026,
20027,
20028,
20029,
20030,
20031,
20032,
20033,
20034,
20035,
20036,
18358,
20038,
20039,
11848,
20041,
11850,
20043,
20044,
20045,
20046,
20047,
20048,
20049,
20050,
20051,
20052,
20053,
20054,
20055,
20056,
20057,
20058,
20059,
20060,
20061,
20062,
20063,
20064,
20065,
20066,
20067,
20068,
20069,
20070,
20071,
11880,
20073,
20074,
20075,
20076,
20077,
20078,
20079,
20080,
20081,
20082,
20083,
20084,
20085,
20086,
20087,
20088,
20089,
20090,
11899,
20092,
20093,
20094,
20095,
20096,
20097,
20098,
11907,
11908,
20101,
20102,
20103,
20104,
20105,
20106,
20107,
20108,
20109,
20110,
20111,
20112,
20113,
20114,
20115,
20116,
20117,
20118,
20119,
20120,
20121,
11930,
20123,
20124,
20125,
20126,
20127,
20128,
20129,
20130,
20131,
20132,
20133,
20134,
20135,
20136,
20137,
20138,
20139,
20140,
11949,
20142,
20143,
20144,
11953,
20146,
20147,
20148,
20149,
20150,
20151,
20152,
20153,
20154,
20155,
20156,
19493,
3774,
20159,
20160,
20161,
20162,
20163,
20164,
20165,
20166,
20167,
20168,
20169,
20170,
20171,
20172,
20173,
20174,
11983,
20176,
20177,
20178,
11987,
20180,
20181,
11990,
20183,
20184,
20185,
20186,
20187,
20188,
20189,
20190,
20191,
20192,
20193,
20194,
20195,
12004,
20197,
20198,
20199,
20200,
20201,
20202,
20203,
20204,
20205,
20206,
20207,
20208,
20209,
20210,
20211,
20212,
20213,
20214,
20215,
20216,
20217,
12026,
20219,
20220,
20221,
20222,
20223,
20224,
20225,
20226,
20227,
20228,
20229,
20230,
20231,
20232,
20233,
20234,
20235,
20236,
20237,
20238,
20239,
20240,
20241,
20242,
20243,
20245,
20246,
20247,
20248,
20249,
20250,
20251,
20252,
12061,
20254,
20255,
20256,
20257,
20258,
20259,
20260,
20261,
20262,
20263,
12072,
20265,
20266,
20267,
20268,
20269,
20270,
20271,
20272,
20273,
20274,
20275,
20276,
20277,
20278,
3895,
12088,
12089,
20282,
20283,
20284,
20285,
20286,
20287,
20288,
12097,
20290,
20291,
20292,
12101,
20294,
20295,
12104,
20297,
20298,
20299,
20300,
20301,
20302,
20303,
20304,
20305,
20306,
20307,
20308,
20309,
20310,
20311,
20312,
20313,
20314,
20315,
20316,
20317,
20318,
20319,
20320,
20321,
20322,
20323,
12132,
20325,
20326,
20327,
20328,
19772,
20330,
20331,
20332,
20333,
20334,
20335,
12144,
20337,
20338,
20339,
20340,
12149,
20342,
20343,
20344,
20345,
20346,
20347,
20348,
20349,
20350,
20351,
20352,
20353,
20354,
20355,
20356,
20357,
20358,
20359,
20360,
20361,
20362,
3979,
20364,
20365,
20366,
20367,
20368,
20369,
20370,
20371,
20372,
20373,
20374,
20375,
20376,
20377,
20378,
20379,
20380,
20381,
20382,
12191,
20384,
20385,
20386,
20387,
20388,
20389,
20390,
20391,
20392,
20393,
20394,
20395,
20396,
20397,
20398,
20399,
20400,
12209,
20402,
20403,
20404,
20405,
20406,
20407,
20408,
20409,
12218,
20411,
20412,
20413,
20414,
20415,
20416,
20417,
20418,
20419,
20420,
20421,
20422,
20423,
20424,
20425,
20426,
12235,
20428,
20429,
20430,
20431,
20432,
20433,
20434,
20435,
20436,
20437,
20438,
20439,
20440,
20441,
20442,
20443,
20444,
20445,
20446,
20447,
20448,
20449,
20450,
20451,
20452,
20453,
20454,
20455,
20456,
12265,
12266,
20459,
20460,
20461,
20462,
20463,
20464,
20465,
20466,
20467,
20468,
20469,
20470,
20471,
12280,
20473,
20474,
20475,
20476,
17066,
20478,
20479,
20480,
20481,
20482,
20483,
20484,
20485,
20486,
20487,
20488,
20489,
20490,
20491,
20492,
20493,
20494,
20495,
20496,
20497,
20498,
20499,
20500,
20501,
20502,
20503,
20504,
20505,
20506,
20507,
12316,
20509,
20510,
20511,
20512,
12321,
20514,
20515,
20516,
20517,
20518,
20519,
20520,
20521,
20522,
20523,
20524,
20525,
20526,
20527,
20528,
20529,
20530,
20531,
20532,
20533,
19807,
-14320,
8892,
12409,
18455,
-3953,
19823,
12465,
12475,
4289,
12482,
12483,
18468,
12510,
12523,
-20244,
12526,
-3841,
15746,
12563,
12565,
12571,
19845,
12602,
12626,
-11946,
12634,
19856,
12651,
4472,
12665,
12668,
12680,
12685,
12696,
12716,
12727,
12738,
12767,
12781,
12785,
19882,
12803,
12809,
18519,
12812,
17154,
12815,
12828,
12845,
12846,
12864,
12874,
12875,
12886,
12888,
12894,
12900,
12902,
8978,
12910,
12917,
18161,
12931,
12932,
12951,
12970,
12994,
13005,
13006,
13013,
13041,
13043,
13046,
13072,
13077,
13083,
19930,
13095,
19932,
13098,
13119,
13123,
13136,
13166,
-12967,
19806,
13177,
13179,
13202,
13203,
13204,
13205,
19951,
13212,
13220,
13224,
13225,
12170,
13234,
18590,
13244,
13246,
13248,
13252,
13273,
13287,
13292,
13305,
13310,
13320,
18604,
13330,
5143,
13347,
19974,
5167,
13364,
11785,
13382,
13393,
13395,
5214,
13408,
13415,
13418,
13424,
13434,
13446,
13462,
19543,
19995,
19167,
13487,
13492,
13504,
13506,
9078,
13510,
-11059,
13527,
13535,
-11031,
13548,
13566,
13579,
13584,
13606,
18652,
13618,
13635,
13643,
13644,
13647,
13650,
16003,
5465,
13664,
13674,
13675,
13680,
13681,
13682,
13691,
18666,
13707,
-12733,
13716,
13717,
13719,
13724,
20037,
13730,
13733,
15643,
13742,
13743,
20040,
20042,
13760,
13783,
13785,
13794,
13800,
13805,
13809,
13810,
14099,
13819,
13821,
13823,
13824,
13826,
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In [134]:
y = 5
In [135]:
y = -y
In [136]:
y
Out[136]:
-5
In [ ]:
Content source: rbirger/OxfordHCVNonSpatial
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